diff --git a/README.md b/README.md index f89f387..d6ac98b 100644 --- a/README.md +++ b/README.md @@ -1 +1,98 @@ -# crypto_bot_training +# Build Your Own Crypto Trading Bot ā€“ Course Repository + +Welcome to the private repository for the **"Build Your Own Crypto Trading Bot ā€“ Hands-On Course with Alex"** by QuantJourney. + +This repository contains materials, templates, and code samples used during the 6 live sessions held in June 2025. + +> āš ļø This repository is for registered participants only. + +--- + +## Content Overview + +**Session 1: Foundations & Data Structures** +- Set up Python, IDE, and required libraries +- Pandas basics for financial time series +- Understanding OHLCV format +- Create your first crypto DataFrame with sample data + +**Session 2: Data Acquisition & Exchange Connectivity** +- WebSocket basics for real-time crypto feeds (Binance focus) +- Fail-safe reconnection logic and error handling +- Logging basics for live systems +- Build tools: order flow scanner, liquidation monitor, funding rate tracker + +**Session 3: Data Processing & Technical Analysis** +- API access using CCXT +- Handle rate limits and API error scenarios +- Reconnect & retry mechanisms +- Use pandas-ta to compute SMA, EMA, RSI +- Create your own indicator pipeline + +**Session 4: Strategy Development & Backtesting** +- Overview of strategy types (trend, mean reversion) +- Backtesting with `backtesting.py` +- Compute Sharpe ratio, drawdown, profit factor +- Add position sizing, SL/TP, and walk-forward logic +- Adjust for fees, slippage, and latency + +**Session 5: Bot Architecture & Implementation** +- Bot system design: event-driven vs loop-based +- Core components: order manager, position tracker, error handler +- Risk constraints: daily limits, max size +- Logging & monitoring structure +- Write the engine core for your bot + +**Session 6: Live Trading & Deployment** +- API keys and secure credential handling +- Deployment targets: local, VPS, cloud (e.g., Hetzner) +- Running 24/7: restart logic, alerting +- Final bot launch + testing in production +- Send alerts via Telegram or email + +--- + +## šŸ¤– AI-Enhanced Trading +Bonus section: +- Use ChatGPT/Claude for strategy suggestions +- Integrate AI-based filters or signal generation +- Let LLMs help you refactor and extend your logic + +--- + +## šŸ“ Repository Structure + +```text +/Session_01/ # Foundations & DataFrame Handling +/Session_02/ # WebSockets & Real-Time Feed Tools +/Session_03/ # Indicators & Analysis +/Session_04/ # Backtesting + Strategy Logic +/Session_05/ # Trading Bot Core Engine +/Session_06/ # Live Deployment and Monitoring +/templates/ # Starter and final bot code +/utils/ # Helper scripts for logging, reconnection, etc. +README.md # You are here +``` + +--- + +## šŸ›  Requirements +- Python 3.10+ +- Install dependencies per session in each folder or via a top-level `requirements.txt` (provided) + +--- + +## šŸ“« Support +You can reach Alex directly at [alex@quantjourney.pro](mailto:alex@quantjourney.pro) for post-course support (1 week included). + +--- + +## āš ļø Disclaimer +This project is for **educational use only**. No financial advice. Always trade with caution and use proper risk management. + +--- + +Happy coding ā€“ and trade smart. + +QuantJourney Team + diff --git a/Session_01/.DS_Store b/Session_01/.DS_Store new file mode 100644 index 0000000..c2cdd28 Binary files /dev/null and b/Session_01/.DS_Store differ diff --git a/Session_01/Data/BTCUSD-1h-data.csv b/Session_01/Data/BTCUSD-1h-data.csv new file mode 100755 index 0000000..89764ca --- /dev/null +++ b/Session_01/Data/BTCUSD-1h-data.csv @@ -0,0 +1,83955 @@ +datetime,open,high,low,close,volume +2015-10-03 01:00:00,237.73,238.37,238.2,238.36,264.23867177 +2015-10-03 00:00:00,237.87,238.32,238.31,238.25,192.31458951 +2015-10-02 23:00:00,237.57,238.38,237.69,238.28,227.70051499 +2015-10-02 22:00:00,236.97,238.08,237.96,237.68,456.36060312 +2015-10-02 21:00:00,237.76,238.1,237.83,238.03,243.15623869 +2015-10-02 20:00:00,237.63,238.1,237.98,237.82,268.31003371 +2015-10-02 19:00:00,237.87,238.34,237.94,237.99,292.21830419 +2015-10-02 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09:00:00,236.49,236.8,236.78,236.67,230.85427146 +2015-09-25 08:00:00,236.78,236.99,236.96,236.78,85.778141 +2015-09-25 07:00:00,235.36,236.99,235.99,236.94,659.33596526 +2015-09-25 06:00:00,235.78,235.99,235.93,235.95,130.65001813 +2015-09-25 05:00:00,234.54,235.96,234.86,235.92,183.029481 +2015-09-25 04:00:00,234.2,234.95,234.33,234.87,171.56411807 +2015-09-25 03:00:00,234.02,234.91,234.85,234.36,225.51963364 +2015-09-25 02:00:00,234.63,234.98,234.73,234.86,170.30869401 +2015-09-25 01:00:00,234.51,234.97,234.52,234.73,166.34149144 +2015-09-25 00:00:00,234.51,235.35,235.35,234.52,178.95551563 +2015-09-24 23:00:00,231.6,235.64,233.8,235.27,1797.81600163 +2015-09-24 22:00:00,233.5,234.28,234.2,233.83,298.52505316 +2015-09-24 21:00:00,234.06,235.94,235.89,234.2,279.39948843 +2015-09-24 20:00:00,235.55,235.94,235.75,235.93,324.73708957 +2015-09-24 19:00:00,235.18,235.99,235.18,235.7,177.6921 +2015-09-24 18:00:00,234.53,235.36,234.86,235.18,324.74121852 +2015-09-24 17:00:00,234.5,235.56,234.5,234.82,549.42876117 +2015-09-24 16:00:00,233.03,234.97,233.53,234.49,496.31238862 +2015-09-24 15:00:00,232.57,234.5,232.61,233.47,738.19885078 +2015-09-24 14:00:00,232.38,232.7,232.47,232.65,280.50258448 +2015-09-24 13:00:00,231.77,232.67,231.94,232.38,288.70511766 +2015-09-24 12:00:00,231.42,232.37,231.66,232.0,193.2497 +2015-09-24 11:00:00,231.16,232.0,231.55,231.57,423.2956707 +2015-09-24 10:00:00,231.09,231.61,231.28,231.24,57.9842 +2015-09-24 09:00:00,231.0,231.3,231.05,231.1,272.709 +2015-09-24 08:00:00,231.0,231.47,231.47,231.02,149.27030703 +2015-09-24 07:00:00,231.37,232.69,232.69,231.43,255.33281518 +2015-09-24 06:00:00,231.91,232.96,231.92,232.7,217.26794942 +2015-09-24 05:00:00,231.42,232.62,231.43,231.92,712.62494216 +2015-09-24 04:00:00,231.4,231.44,231.42,231.42,259.82955907 +2015-09-24 03:00:00,231.4,231.45,231.43,231.44,194.07262775 +2015-09-24 02:00:00,231.05,231.5,231.06,231.44,326.83814342 +2015-09-24 01:00:00,230.72,231.1,230.73,231.06,287.02056154 +2015-09-24 00:00:00,230.09,230.75,230.26,230.73,469.54001184 +2015-09-23 23:00:00,230.01,230.3,230.05,230.26,270.38263097 +2015-09-23 22:00:00,230.05,230.1,230.1,230.1,276.21017798 +2015-09-23 21:00:00,230.0,230.88,230.63,230.1,377.0206423 +2015-09-23 20:00:00,230.6,231.22,231.12,230.61,210.99096973 +2015-09-23 19:00:00,230.87,231.43,231.16,231.19,315.62514832 +2015-09-23 18:00:00,230.67,231.17,231.0,231.16,277.3919 +2015-09-23 17:00:00,230.76,231.36,230.77,231.0,218.69078666 +2015-09-23 16:00:00,230.68,231.72,231.64,230.8,303.73523744 +2015-09-23 15:00:00,231.01,231.84,231.08,231.66,323.42365703 +2015-09-23 14:00:00,231.01,231.73,231.15,231.07,231.3562115 +2015-09-23 13:00:00,230.3,231.35,230.3,231.15,409.7437507 +2015-09-23 12:00:00,229.7,230.61,230.1,230.3,260.95977472 +2015-09-23 11:00:00,229.27,230.14,229.29,230.07,165.55923916 +2015-09-23 10:00:00,229.27,230.0,230.0,229.3,152.17631197 +2015-09-23 09:00:00,230.0,230.49,230.07,230.0,276.82976819 +2015-09-23 08:00:00,230.09,231.71,231.7,230.09,530.094727 +2015-09-23 07:00:00,231.7,232.0,231.98,231.7,121.20390656 +2015-09-23 06:00:00,231.89,232.22,232.02,231.98,289.9655843 +2015-09-23 05:00:00,231.52,232.03,231.6,232.03,102.9575411 +2015-09-23 04:00:00,231.6,232.0,232.0,231.61,184.00998895 +2015-09-23 03:00:00,231.63,232.0,231.85,231.99,157.31680003 +2015-09-23 02:00:00,231.8,232.63,232.62,231.8,208.33103348 +2015-09-23 01:00:00,232.26,232.74,232.26,232.63,199.89690203 +2015-09-23 00:00:00,231.31,233.0,231.31,232.26,493.80335841 +2015-09-22 23:00:00,230.41,231.44,230.44,231.28,242.09265918 +2015-09-22 22:00:00,230.07,230.75,230.36,230.38,290.83477421 +2015-09-22 21:00:00,230.04,230.82,230.71,230.35,425.43651014 +2015-09-22 20:00:00,230.01,231.78,231.44,230.7,641.20127035 +2015-09-22 19:00:00,231.18,231.54,231.2,231.31,308.12038883 +2015-09-22 18:00:00,230.75,231.51,231.15,231.26,362.65163619 +2015-09-22 17:00:00,230.93,231.45,231.14,231.25,323.11351226 +2015-09-22 16:00:00,230.43,231.29,231.16,231.04,359.467748 +2015-09-22 15:00:00,230.83,231.6,231.1,231.13,179.98728206 +2015-09-22 14:00:00,230.71,231.92,231.8,231.11,362.54087751 +2015-09-22 13:00:00,231.24,231.99,231.56,231.79,419.985703 +2015-09-22 12:00:00,231.31,232.29,231.31,231.56,375.1737 +2015-09-22 11:00:00,231.25,232.5,231.31,231.25,92.655 +2015-09-22 10:00:00,230.85,232.39,231.25,231.17,674.20731407 +2015-09-22 09:00:00,226.03,231.86,226.04,231.27,1273.20932613 +2015-09-22 08:00:00,225.49,226.12,225.56,225.98,84.785 +2015-09-22 07:00:00,224.45,227.44,227.09,225.57,696.30695932 +2015-09-22 06:00:00,227.12,227.39,227.24,227.13,138.99991059 +2015-09-22 05:00:00,227.18,227.28,227.18,227.26,99.01269781 +2015-09-22 04:00:00,227.05,228.41,228.34,227.17,255.72220032 +2015-09-22 03:00:00,228.4,229.41,228.69,228.4,361.01636832 +2015-09-22 02:00:00,228.56,229.17,228.62,228.69,367.56905821 +2015-09-22 01:00:00,228.17,228.75,228.22,228.62,280.90842001 +2015-09-22 00:00:00,227.26,228.26,227.31,228.26,285.96828535 +2015-09-21 23:00:00,226.87,227.36,227.14,227.31,216.8102942 +2015-09-21 22:00:00,227.0,228.23,228.16,227.11,305.61048996 +2015-09-21 21:00:00,227.93,229.01,228.5,228.2,479.24505969 +2015-09-21 20:00:00,228.37,228.68,228.43,228.52,314.26631054 +2015-09-21 19:00:00,227.83,228.57,228.4,228.42,338.06217682 +2015-09-21 18:00:00,227.91,228.4,228.29,228.4,228.21381342 +2015-09-21 17:00:00,227.94,228.77,228.53,228.21,465.32868515 +2015-09-21 16:00:00,227.92,229.66,228.44,228.62,462.55869761 +2015-09-21 15:00:00,227.92,228.8,228.62,228.39,321.1413 +2015-09-21 14:00:00,228.61,229.24,229.08,228.68,332.84328639 +2015-09-21 13:00:00,228.56,229.09,228.68,229.09,233.95061954 +2015-09-21 12:00:00,227.91,228.66,228.0,228.66,127.1381 +2015-09-21 11:00:00,227.96,228.0,227.96,228.0,122.5811 +2015-09-21 10:00:00,227.23,227.91,227.29,227.91,98.93378693 +2015-09-21 09:00:00,227.19,227.55,227.29,227.2,97.23945606 +2015-09-21 08:00:00,227.0,227.69,227.46,227.26,260.0666 +2015-09-21 07:00:00,227.37,228.11,228.06,227.49,136.16956881 +2015-09-21 06:00:00,227.0,228.65,228.44,227.93,842.49997392 +2015-09-21 05:00:00,227.06,229.4,228.64,228.47,738.72840733 +2015-09-21 04:00:00,228.57,232.56,232.0,228.66,573.52643169 +2015-09-21 03:00:00,231.89,232.38,232.09,231.93,128.0584 +2015-09-21 02:00:00,232.01,232.85,232.84,232.28,191.2531487 +2015-09-21 01:00:00,232.39,233.4,232.49,232.65,303.65493535 +2015-09-21 00:00:00,232.08,233.64,232.26,232.54,281.92417367 +2015-09-20 23:00:00,231.84,232.48,232.37,232.24,196.64133742 +2015-09-20 22:00:00,231.87,232.69,232.4,232.39,240.77004135 +2015-09-20 21:00:00,231.87,232.5,231.91,232.42,158.99368088 +2015-09-20 20:00:00,231.85,233.08,232.42,231.88,455.95504187 +2015-09-20 19:00:00,232.04,232.78,232.61,232.65,296.47378737 +2015-09-20 18:00:00,232.25,233.54,233.05,232.27,213.31331992 +2015-09-20 17:00:00,233.0,234.0,233.65,233.04,322.79943753 +2015-09-20 16:00:00,233.0,233.73,233.17,233.73,91.036 +2015-09-20 15:00:00,232.77,233.61,232.86,233.24,99.7341 +2015-09-20 14:00:00,232.02,232.94,232.04,232.92,105.5627 +2015-10-15 13:00:00,255.22,256.0,255.26,255.85,426.4792 +2015-10-15 12:00:00,255.01,255.74,255.74,255.35,105.370075 +2015-10-15 11:00:00,254.79,255.91,255.05,255.74,138.49987709 +2015-10-15 10:00:00,253.42,255.42,253.42,255.05,84.20127274 +2015-10-15 09:00:00,253.29,253.72,253.7,253.42,134.8409 +2015-10-15 08:00:00,253.63,254.22,254.22,253.69,60.69426754 +2015-10-15 07:00:00,254.22,254.56,254.55,254.22,69.8242139 +2015-10-15 06:00:00,254.25,255.38,255.38,254.55,266.54714024 +2015-10-15 05:00:00,255.37,256.68,255.87,255.39,252.11832163 +2015-10-15 04:00:00,255.2,256.61,255.23,255.86,358.02056175 +2015-10-15 03:00:00,254.81,256.77,254.99,255.22,569.77823738 +2015-10-15 02:00:00,253.91,254.99,253.97,254.99,231.27388647 +2015-10-15 01:00:00,253.39,254.0,253.39,253.96,235.43955383 +2015-10-15 00:00:00,253.18,253.53,253.25,253.39,241.62748026 +2015-10-14 23:00:00,253.03,253.7,253.54,253.27,216.07052647 +2015-10-14 22:00:00,253.51,254.38,254.23,253.55,209.81921185 +2015-10-14 21:00:00,253.95,254.45,254.45,254.25,354.1629307 +2015-10-14 20:00:00,254.2,254.6,254.46,254.45,325.27950447 +2015-10-14 19:00:00,253.2,254.74,253.74,254.44,763.55147812 +2015-10-14 18:00:00,253.42,255.0,254.59,253.58,455.60517235 +2015-10-14 17:00:00,252.5,254.98,253.99,254.6,943.82598129 +2015-10-14 16:00:00,253.17,254.3,253.2,253.99,416.20662765 +2015-10-14 15:00:00,251.83,253.19,251.96,253.15,485.12391532 +2015-10-14 14:00:00,251.27,252.25,251.27,251.92,237.33453219 +2015-10-14 13:00:00,251.08,252.27,252.0,251.28,479.70531398 +2015-10-14 12:00:00,251.03,252.0,251.16,251.98,197.5438 +2015-10-14 11:00:00,250.87,251.36,251.02,251.11,122.7066 +2015-10-14 10:00:00,250.41,251.05,250.42,250.99,91.08145 +2015-10-14 09:00:00,250.34,250.97,250.5,250.45,187.65817299 +2015-10-14 08:00:00,250.25,252.13,252.06,250.5,167.2721606 +2015-10-14 07:00:00,251.25,252.03,251.27,252.03,234.62143895 +2015-10-14 06:00:00,251.17,251.28,251.17,251.27,106.09089108 +2015-10-14 05:00:00,250.69,251.2,250.74,251.19,165.19259643 +2015-10-14 04:00:00,250.27,250.92,250.53,250.76,129.41879177 +2015-10-14 03:00:00,250.25,251.04,250.96,250.55,367.8818 +2015-10-14 02:00:00,250.32,251.16,251.15,250.88,274.39634617 +2015-10-14 01:00:00,251.04,251.73,251.15,251.15,322.60443323 +2015-10-14 00:00:00,250.89,251.49,250.98,251.16,334.372998 +2015-10-13 23:00:00,250.11,251.0,250.26,250.99,267.92893162 +2015-10-13 22:00:00,250.03,250.38,250.05,250.26,265.44406804 +2015-10-13 21:00:00,250.05,250.42,250.33,250.1,221.53571625 +2015-10-13 20:00:00,250.27,250.96,250.73,250.34,425.22776892 +2015-10-13 19:00:00,250.35,250.89,250.57,250.73,198.59457794 +2015-10-13 18:00:00,249.99,250.58,250.01,250.58,282.05952456 +2015-10-13 17:00:00,249.28,250.07,249.75,250.0,233.07375484 +2015-10-13 16:00:00,249.59,249.93,249.62,249.75,209.13052986 +2015-10-13 15:00:00,248.77,250.82,250.42,249.73,604.02502828 +2015-10-13 14:00:00,250.32,251.07,250.79,250.47,365.51270654 +2015-10-13 13:00:00,250.68,251.15,250.68,250.79,253.57480981 +2015-10-13 12:00:00,250.22,251.5,250.95,250.67,451.01503533 +2015-10-13 11:00:00,248.02,250.95,248.02,250.95,463.47071827 +2015-10-13 10:00:00,247.75,248.09,248.04,247.96,51.08413752 +2015-10-13 09:00:00,247.89,248.33,248.31,248.04,131.41212 +2015-10-13 08:00:00,247.79,248.37,248.15,248.33,73.9577 +2015-10-13 07:00:00,246.8,248.49,246.8,248.21,498.59387357 +2015-10-13 06:00:00,245.89,246.79,246.01,246.79,190.34701 +2015-10-13 05:00:00,245.64,246.1,245.68,246.05,185.64603 +2015-10-13 04:00:00,245.34,245.7,245.39,245.7,139.66123658 +2015-10-13 03:00:00,245.33,245.65,245.65,245.43,131.4839798 +2015-10-13 02:00:00,244.86,245.87,245.13,245.65,222.83646541 +2015-10-13 01:00:00,245.12,246.34,246.28,245.12,446.03738587 +2015-10-13 00:00:00,246.15,246.51,246.43,246.32,190.53215707 +2015-10-12 23:00:00,246.28,247.16,247.15,246.39,236.64962291 +2015-10-12 22:00:00,246.35,247.3,246.92,247.12,261.64934145 +2015-10-12 21:00:00,246.5,247.0,246.76,246.92,231.39633569 +2015-10-12 20:00:00,246.57,247.12,246.8,246.72,231.72886801 +2015-10-12 19:00:00,246.6,246.96,246.63,246.79,214.02431723 +2015-10-12 18:00:00,246.38,247.4,247.29,246.61,253.3051 +2015-10-12 17:00:00,247.2,247.55,247.24,247.25,525.14995548 +2015-10-12 16:00:00,246.66,247.33,246.79,247.25,270.76095 +2015-10-12 15:00:00,246.56,246.86,246.62,246.79,148.95070128 +2015-10-12 14:00:00,246.07,246.68,246.11,246.62,266.76103874 +2015-10-12 13:00:00,245.89,247.55,247.55,246.1,348.91872583 +2015-10-12 12:00:00,247.55,247.8,247.78,247.55,128.05961589 +2015-10-12 11:00:00,247.76,248.13,248.12,247.78,199.78729437 +2015-10-12 10:00:00,248.02,248.27,248.27,248.1,78.09053 +2015-10-12 09:00:00,248.21,248.53,248.26,248.27,204.4786144 +2015-10-12 08:00:00,248.04,248.25,248.1,248.24,51.2806456 +2015-10-12 07:00:00,248.0,248.24,248.07,248.1,137.3788 +2015-10-12 06:00:00,247.92,248.12,248.05,248.06,288.98678885 +2015-10-12 05:00:00,248.03,248.32,248.18,248.06,131.8406 +2015-10-12 04:00:00,248.14,249.14,248.82,248.21,291.16558214 +2015-10-12 03:00:00,248.67,249.12,248.83,248.99,287.34888883 +2015-10-12 02:00:00,248.31,248.89,248.64,248.83,157.92698572 +2015-10-12 01:00:00,247.81,248.92,248.28,248.64,296.60128424 +2015-10-12 00:00:00,248.26,249.04,249.01,248.28,159.9454988 +2015-10-11 23:00:00,248.71,249.08,248.92,249.02,148.23973806 +2015-10-11 22:00:00,248.36,249.11,248.59,248.87,170.90551286 +2015-10-11 21:00:00,248.37,249.42,248.97,248.72,249.3304715 +2015-10-11 20:00:00,248.0,249.55,248.12,248.97,157.12536226 +2015-10-11 19:00:00,248.11,249.99,248.58,248.2,455.51043326 +2015-10-11 18:00:00,247.96,249.6,249.47,248.58,308.15701013 +2015-10-11 17:00:00,248.56,250.0,248.57,249.47,357.71020731 +2015-10-11 16:00:00,246.1,249.0,246.11,248.55,604.08027717 +2015-10-11 15:00:00,246.1,246.26,246.22,246.12,153.19676585 +2015-10-11 14:00:00,245.99,246.27,245.99,246.27,93.30790636 +2015-10-11 13:00:00,245.76,245.99,245.78,245.98,75.6091 +2015-10-11 12:00:00,245.67,245.83,245.68,245.79,129.91761275 +2015-10-11 11:00:00,245.64,245.73,245.69,245.68,129.00130838 +2015-10-11 10:00:00,245.68,245.81,245.8,245.69,48.1743 +2015-10-11 09:00:00,245.78,245.81,245.81,245.81,35.99601639 +2015-10-11 08:00:00,245.78,245.82,245.8,245.8,57.61241761 +2015-10-11 07:00:00,245.72,245.81,245.74,245.8,45.9488 +2015-10-11 06:00:00,245.72,245.74,245.73,245.74,74.27487559 +2015-10-11 05:00:00,245.66,245.87,245.87,245.73,65.11701835 +2015-10-11 04:00:00,245.63,245.87,245.79,245.86,124.72047062 +2015-10-11 03:00:00,245.73,246.13,246.12,245.79,145.19859951 +2015-10-11 02:00:00,246.07,246.6,246.6,246.13,298.83180539 +2015-10-11 01:00:00,246.43,246.62,246.43,246.6,209.72237618 +2015-10-11 00:00:00,246.05,246.41,246.06,246.39,185.57773888 +2015-10-10 23:00:00,246.04,246.07,246.05,246.07,154.77033585 +2015-10-10 22:00:00,246.01,246.08,246.06,246.04,173.56163007 +2015-10-10 21:00:00,246.01,246.1,246.04,246.07,203.30384033 +2015-10-10 20:00:00,245.98,246.07,246.06,246.04,159.53664176 +2015-10-10 19:00:00,246.0,246.1,246.06,246.05,173.74869396 +2015-10-10 18:00:00,245.92,246.06,245.92,245.97,199.73514378 +2015-10-10 17:00:00,245.71,245.93,245.71,245.91,260.65681451 +2015-10-10 16:00:00,245.01,245.87,245.04,245.87,360.80143681 +2015-10-10 15:00:00,244.89,245.19,244.92,244.96,204.59155592 +2015-10-10 14:00:00,244.51,244.99,244.51,244.88,118.87419451 +2015-10-10 13:00:00,244.15,244.56,244.54,244.47,120.00594741 +2015-10-10 12:00:00,243.94,244.55,244.18,244.46,95.99 +2015-10-10 11:00:00,243.97,244.33,244.33,244.23,57.8899 +2015-10-10 10:00:00,243.8,244.37,243.8,244.36,28.11337744 +2015-10-10 09:00:00,243.8,244.25,244.06,243.84,70.9166 +2015-10-10 08:00:00,243.98,244.6,244.58,244.15,193.75176022 +2015-10-10 07:00:00,244.35,245.06,245.06,244.62,103.28233452 +2015-10-10 06:00:00,245.07,245.37,245.23,245.07,89.6791 +2015-10-10 05:00:00,245.02,245.35,245.2,245.25,164.88443 +2015-10-10 04:00:00,245.1,245.4,245.38,245.21,100.6198 +2015-10-10 03:00:00,244.96,245.39,245.18,245.39,116.66621251 +2015-10-10 02:00:00,245.03,245.39,245.25,245.23,120.89459244 +2015-10-10 01:00:00,244.96,245.38,244.97,245.24,195.14584146 +2015-10-10 00:00:00,244.33,244.99,244.44,244.99,221.11323018 +2015-10-09 23:00:00,244.29,244.56,244.47,244.35,230.4453 +2015-10-09 22:00:00,243.93,244.51,244.42,244.45,243.18281924 +2015-10-09 21:00:00,244.0,244.85,244.6,244.43,355.07807628 +2015-10-09 20:00:00,244.24,244.63,244.35,244.61,196.13751016 +2015-10-09 19:00:00,244.27,244.81,244.62,244.41,429.6167352 +2015-10-09 18:00:00,244.53,244.88,244.68,244.62,234.2342572 +2015-10-09 17:00:00,244.54,244.83,244.74,244.74,246.7440522 +2015-10-09 16:00:00,244.53,244.79,244.55,244.79,200.792 +2015-10-09 15:00:00,244.02,244.54,244.14,244.52,267.30920974 +2015-10-09 14:00:00,244.03,244.78,244.78,244.11,200.3752 +2015-10-09 13:00:00,244.09,244.87,244.11,244.76,148.40917178 +2015-10-09 12:00:00,243.74,244.11,243.88,244.11,236.23589816 +2015-10-09 11:00:00,243.48,243.96,243.64,243.85,147.49368 +2015-10-09 10:00:00,243.39,243.7,243.61,243.56,75.81274172 +2015-10-09 09:00:00,243.27,243.71,243.36,243.69,40.0441 +2015-10-09 08:00:00,243.3,243.95,243.94,243.39,70.3925 +2015-10-09 07:00:00,243.17,243.98,243.6,243.98,67.7047 +2015-10-09 06:00:00,243.34,244.23,244.06,243.6,206.4477 +2015-10-09 05:00:00,243.76,244.41,244.05,244.03,114.96987719 +2015-10-09 04:00:00,243.41,244.5,243.41,244.05,273.42912427 +2015-10-09 03:00:00,242.15,243.42,242.15,243.42,158.24401698 +2015-10-09 02:00:00,241.1,243.2,242.91,241.64,310.76016324 +2015-10-09 01:00:00,242.65,243.03,242.84,242.85,112.05209285 +2015-10-09 00:00:00,241.66,243.11,242.94,242.84,369.1145954 +2015-10-08 23:00:00,242.2,243.65,243.19,242.94,357.92077171 +2015-10-08 22:00:00,242.2,243.91,243.91,243.18,413.75961215 +2015-10-08 21:00:00,243.52,244.3,244.18,243.95,237.11550951 +2015-10-08 20:00:00,243.71,244.44,244.44,244.16,337.8659565 +2015-10-08 19:00:00,244.09,244.5,244.27,244.5,206.80375873 +2015-10-08 18:00:00,244.05,244.69,244.65,244.34,290.41881253 +2015-10-08 17:00:00,244.48,244.74,244.49,244.66,285.92629 +2015-10-08 16:00:00,244.21,244.57,244.3,244.49,333.57153259 +2015-10-08 15:00:00,243.79,244.32,243.82,244.28,369.45185333 +2015-10-08 14:00:00,243.79,244.5,244.28,243.79,229.36115547 +2015-10-08 13:00:00,244.25,244.92,244.65,244.33,451.83987733 +2015-10-08 12:00:00,244.31,244.71,244.33,244.64,72.06883282 +2015-10-08 11:00:00,243.65,244.34,243.66,244.33,140.13410341 +2015-10-08 10:00:00,243.22,243.67,243.26,243.65,98.69432741 +2015-10-08 09:00:00,243.25,244.66,244.66,243.25,173.10637402 +2015-10-08 08:00:00,244.66,245.29,245.26,244.67,83.40960331 +2015-10-08 07:00:00,244.95,245.33,244.98,245.26,86.16206266 +2015-10-08 06:00:00,244.8,245.09,244.8,244.99,121.6577 +2015-10-08 05:00:00,244.77,245.18,245.15,244.81,154.16228868 +2015-10-08 04:00:00,245.12,245.38,245.22,245.13,192.57860751 +2015-10-08 03:00:00,244.98,245.38,245.13,245.19,235.35217931 +2015-10-08 02:00:00,244.67,245.2,244.78,245.2,184.47755534 +2015-10-08 01:00:00,244.42,244.86,244.66,244.77,284.39402829 +2015-10-08 00:00:00,243.98,244.68,244.0,244.63,282.2187749 +2015-10-07 23:00:00,243.38,244.16,244.05,244.0,186.76863838 +2015-10-07 22:00:00,240.2,244.53,244.19,244.19,982.21840266 +2015-10-07 21:00:00,244.0,245.28,245.12,244.18,258.11840729 +2015-10-07 20:00:00,244.91,245.48,245.44,245.1,294.57876059 +2015-10-07 19:00:00,245.3,245.5,245.39,245.47,193.70960824 +2015-10-07 18:00:00,245.03,245.5,245.41,245.39,288.1040402 +2015-10-07 17:00:00,244.76,245.45,244.87,245.45,354.28183526 +2015-10-07 16:00:00,244.36,245.14,244.57,244.84,364.6520355 +2015-10-07 15:00:00,244.41,245.68,245.12,244.51,524.7463 +2015-10-07 14:00:00,245.0,245.55,245.4,245.15,321.09267319 +2015-10-07 13:00:00,245.2,245.75,245.47,245.4,356.64683552 +2015-10-07 12:00:00,244.79,245.49,244.79,245.48,461.37247514 +2015-10-07 11:00:00,244.41,245.46,244.92,244.79,343.1375 +2015-10-07 10:00:00,244.91,245.0,244.93,244.96,95.76 +2015-10-07 09:00:00,244.93,245.42,245.19,245.01,85.1064 +2015-10-07 08:00:00,244.87,246.81,246.78,245.22,441.91296147 +2015-10-07 07:00:00,246.44,246.97,246.9,246.87,266.789598 +2015-10-07 06:00:00,246.58,247.14,246.87,246.91,557.3290796 +2015-10-07 05:00:00,246.75,247.34,247.07,246.86,649.11895314 +2015-10-07 04:00:00,246.88,247.73,247.73,247.07,155.78075002 +2015-10-07 03:00:00,247.1,247.85,247.6,247.73,343.98272982 +2015-10-07 02:00:00,247.3,247.89,247.62,247.62,294.42198381 +2015-10-07 01:00:00,247.35,247.96,247.42,247.59,357.85887116 +2015-10-07 00:00:00,246.31,247.79,246.7,247.48,644.56595572 +2015-10-06 23:00:00,245.98,247.64,247.63,246.64,675.61737251 +2015-10-06 22:00:00,246.11,247.79,246.41,247.65,384.29974897 +2015-10-06 21:00:00,246.07,246.95,246.69,246.45,734.566 +2015-10-06 20:00:00,246.39,247.79,247.37,246.87,634.64126325 +2015-10-06 19:00:00,246.77,247.47,246.83,247.41,323.83699549 +2015-10-06 18:00:00,246.51,246.87,246.51,246.83,284.32890286 +2015-10-06 17:00:00,246.38,246.98,246.98,246.41,391.21830263 +2015-10-06 16:00:00,246.5,247.84,247.84,246.98,515.73544812 +2015-10-06 15:00:00,245.93,248.0,245.97,247.84,565.9867378 +2015-10-06 14:00:00,243.75,247.0,243.77,245.96,1145.07859712 +2015-10-06 13:00:00,242.0,243.88,242.9,243.7,700.00287394 +2015-10-06 12:00:00,241.65,242.9,241.84,242.9,354.61493602 +2015-10-06 11:00:00,241.28,241.99,241.39,241.85,421.61088011 +2015-10-06 10:00:00,241.31,241.67,241.48,241.39,130.7992 +2015-10-06 09:00:00,241.09,241.59,241.59,241.35,215.77268717 +2015-10-06 08:00:00,240.83,241.59,240.96,241.59,90.9514 +2015-10-06 07:00:00,240.95,241.65,241.46,240.95,288.88712313 +2015-10-06 06:00:00,240.97,241.69,241.27,241.57,135.3764 +2015-10-06 05:00:00,241.12,241.58,241.45,241.35,222.03765131 +2015-10-06 04:00:00,240.94,241.57,241.34,241.46,212.80222352 +2015-10-06 03:00:00,240.31,241.57,241.53,241.35,342.69454839 +2015-10-06 02:00:00,241.35,241.55,241.44,241.55,219.72738262 +2015-10-06 01:00:00,241.03,241.51,241.35,241.44,273.72372326 +2015-10-06 00:00:00,240.5,241.5,240.93,241.38,314.41106569 +2015-10-05 23:00:00,240.31,240.98,240.41,240.95,293.56638181 +2015-10-05 22:00:00,239.63,240.49,240.17,240.48,405.8965357 +2015-10-05 21:00:00,239.87,240.17,239.99,240.17,344.76594806 +2015-10-05 20:00:00,239.63,240.09,239.84,240.0,438.78293233 +2015-10-05 19:00:00,239.53,240.11,239.91,239.85,356.80181514 +2015-10-05 18:00:00,239.5,239.94,239.73,239.92,320.71059146 +2015-10-05 17:00:00,237.5,239.73,239.17,239.73,554.81382183 +2015-10-05 16:00:00,238.66,239.56,238.79,239.15,448.7442 +2015-10-05 15:00:00,238.52,240.1,240.0,238.8,254.55974446 +2015-10-05 14:00:00,238.8,240.06,238.8,240.02,636.14473236 +2015-10-05 13:00:00,238.53,238.97,238.96,238.81,295.05249999 +2015-10-05 12:00:00,238.66,238.99,238.98,238.96,222.5064576 +2015-10-05 11:00:00,238.55,238.99,238.55,238.96,160.92583913 +2015-10-05 10:00:00,238.26,238.66,238.66,238.58,149.37425992 +2015-10-05 09:00:00,238.55,239.32,239.32,238.73,220.58347 +2015-10-05 08:00:00,237.7,239.44,238.95,239.44,489.30737668 +2015-10-05 07:00:00,238.96,239.39,239.2,238.96,82.66945469 +2015-10-05 06:00:00,239.2,239.72,239.68,239.2,87.34618228 +2015-10-05 05:00:00,239.6,240.0,239.96,239.67,168.04771282 +2015-10-05 04:00:00,239.52,239.98,239.83,239.92,275.04229179 +2015-10-05 03:00:00,239.11,240.01,239.17,239.83,219.80049956 +2015-10-05 02:00:00,239.17,240.21,240.12,239.18,259.25891613 +2015-10-05 01:00:00,238.88,240.15,239.05,240.12,403.07706424 +2015-10-05 00:00:00,238.92,240.14,239.87,239.13,399.78299549 +2015-10-04 23:00:00,239.61,239.99,239.73,239.87,174.58911793 +2015-10-04 22:00:00,239.5,239.77,239.6,239.75,137.02704477 +2015-10-04 21:00:00,239.51,239.67,239.61,239.64,191.1056 +2015-10-04 20:00:00,239.6,240.02,239.92,239.6,226.11201616 +2015-10-04 19:00:00,239.61,239.93,239.9,239.92,157.73519593 +2015-10-04 18:00:00,239.9,240.12,239.95,239.91,199.50878438 +2015-10-04 17:00:00,239.07,239.99,239.8,239.94,350.7401 +2015-10-04 16:00:00,239.45,239.94,239.51,239.83,263.2431919 +2015-10-04 15:00:00,239.51,239.81,239.69,239.51,135.40917494 +2015-10-04 14:00:00,239.65,239.91,239.75,239.68,162.42091191 +2015-10-04 13:00:00,239.42,239.8,239.67,239.78,196.9121 +2015-10-04 12:00:00,239.44,239.86,239.47,239.68,211.0908 +2015-10-04 11:00:00,239.2,239.51,239.2,239.43,43.60842934 +2015-10-04 10:00:00,239.18,239.21,239.18,239.21,22.7574 +2015-10-04 09:00:00,239.15,239.38,239.37,239.18,144.24517468 +2015-10-04 08:00:00,239.34,239.46,239.46,239.36,88.28604076 +2015-10-04 07:00:00,239.5,240.16,240.16,239.5,78.4458762 +2015-10-04 06:00:00,240.15,240.26,240.25,240.16,59.69172642 +2015-10-04 05:00:00,240.2,240.28,240.23,240.24,74.65399373 +2015-10-04 04:00:00,239.78,240.25,239.84,240.24,225.8754 +2015-10-04 03:00:00,239.76,239.92,239.81,239.88,88.21979083 +2015-10-04 02:00:00,239.75,240.22,240.17,239.77,152.28626004 +2015-10-04 01:00:00,239.7,240.22,239.71,240.15,166.15805124 +2015-10-04 00:00:00,239.4,239.97,239.93,239.7,243.99867469 +2015-10-03 23:00:00,239.79,240.0,239.89,239.92,145.06419886 +2015-10-03 22:00:00,239.84,240.21,240.07,239.89,174.12595871 +2015-10-03 21:00:00,239.95,240.21,240.17,240.12,299.13426878 +2015-10-03 20:00:00,239.79,240.17,239.98,240.17,163.29858512 +2015-10-03 19:00:00,239.67,240.06,240.01,240.03,224.09462 +2015-10-03 18:00:00,239.87,240.2,240.04,239.97,215.5571 +2015-10-03 17:00:00,239.81,240.58,240.54,240.02,179.35453922 +2015-10-03 16:00:00,240.33,240.62,240.34,240.59,164.73519219 +2015-10-03 15:00:00,239.54,240.34,239.93,240.34,239.24229908 +2015-10-03 14:00:00,239.83,240.04,240.0,239.92,235.88191009 +2015-10-03 13:00:00,239.49,240.0,239.5,240.0,247.12737309 +2015-10-03 12:00:00,238.92,239.5,238.96,239.5,229.020401 +2015-10-03 11:00:00,238.93,239.23,239.0,238.93,129.31106774 +2015-10-03 10:00:00,238.82,239.11,238.82,239.03,121.80668104 +2015-10-03 09:00:00,238.71,238.95,238.85,238.71,171.2325 +2015-10-03 08:00:00,238.15,238.85,238.35,238.85,103.4427 +2015-10-03 07:00:00,238.37,238.8,238.8,238.37,116.9785 +2015-10-03 06:00:00,238.3,238.8,238.44,238.79,100.68223566 +2015-10-03 05:00:00,238.22,238.7,238.7,238.37,133.5429 +2015-10-03 04:00:00,238.4,238.87,238.6,238.71,167.04805 +2015-10-03 03:00:00,238.51,238.83,238.69,238.59,134.65032989 +2015-10-03 02:00:00,238.3,238.71,238.32,238.7,180.38564722 +2015-10-28 01:00:00,296.76,299.99,296.79,299.0,684.40073306 +2015-10-28 00:00:00,295.65,296.8,295.68,296.79,257.40273835 +2015-10-27 23:00:00,295.51,296.08,295.6,295.61,395.30586772 +2015-10-27 22:00:00,292.9,297.41,297.39,295.6,601.59287782 +2015-10-27 21:00:00,295.58,297.99,295.87,297.4,392.72484387 +2015-10-27 20:00:00,295.66,296.48,296.31,295.91,314.09929707 +2015-10-27 19:00:00,295.37,296.85,295.37,296.2,640.83002932 +2015-10-27 18:00:00,293.84,296.77,296.76,295.06,1139.12253957 +2015-10-27 17:00:00,295.0,296.89,296.47,296.8,781.79727295 +2015-10-27 16:00:00,294.11,296.96,294.76,296.48,548.55923649 +2015-10-27 15:00:00,293.98,295.26,294.07,294.77,451.23914019 +2015-10-27 14:00:00,293.48,297.98,294.6,294.08,915.88954434 +2015-10-27 13:00:00,294.49,295.35,294.49,294.64,1104.65892281 +2015-10-27 12:00:00,290.87,294.5,290.89,294.49,487.65550508 +2015-10-27 11:00:00,290.58,290.89,290.6,290.78,204.43528677 +2015-10-27 10:00:00,290.07,290.84,290.18,290.59,234.5504 +2015-10-27 09:00:00,289.88,290.47,290.3,290.3,66.0039 +2015-10-27 08:00:00,289.19,290.76,289.24,290.3,172.98951008 +2015-10-27 07:00:00,289.22,291.48,290.53,289.24,172.60296245 +2015-10-27 06:00:00,290.5,291.9,291.86,290.54,154.93716578 +2015-10-27 05:00:00,288.72,291.97,288.74,291.89,166.36986599 +2015-10-27 04:00:00,287.75,289.56,288.45,288.74,409.99466938 +2015-10-27 03:00:00,288.44,292.56,292.25,288.47,351.48110336 +2015-10-27 02:00:00,290.74,293.76,290.96,292.21,429.80661388 +2015-10-27 01:00:00,290.65,291.14,290.78,290.95,602.18963994 +2015-10-27 00:00:00,286.89,290.9,287.1,290.78,384.84559289 +2015-10-26 23:00:00,286.57,287.1,286.65,287.1,217.34168497 +2015-10-26 22:00:00,286.51,287.04,286.95,286.63,290.73370962 +2015-10-26 21:00:00,286.37,287.12,286.4,286.95,630.34556834 +2015-10-26 20:00:00,284.13,286.55,284.22,286.4,930.85562417 +2015-10-26 19:00:00,283.92,284.77,284.55,284.2,180.04920985 +2015-10-26 18:00:00,283.96,285.39,284.78,284.54,378.18346498 +2015-10-26 17:00:00,284.49,285.5,284.94,284.72,420.50730071 +2015-10-26 16:00:00,283.02,285.75,285.75,284.95,484.13799677 +2015-10-26 15:00:00,285.73,286.67,285.73,285.75,302.70656354 +2015-10-26 14:00:00,284.5,286.16,285.91,285.76,353.77961724 +2015-10-26 13:00:00,284.07,285.91,285.04,285.91,281.36727731 +2015-10-26 12:00:00,283.99,285.36,285.06,285.07,151.13001142 +2015-10-26 11:00:00,283.29,285.12,283.58,285.06,287.10476718 +2015-10-26 10:00:00,282.92,284.28,284.24,283.6,103.96430048 +2015-10-26 09:00:00,282.56,285.07,284.87,284.21,152.85446245 +2015-10-26 08:00:00,284.03,285.12,285.06,284.69,259.14769176 +2015-10-26 07:00:00,283.02,285.12,284.55,284.96,170.86328889 +2015-10-26 06:00:00,282.99,284.59,283.0,284.52,105.47845325 +2015-10-26 05:00:00,282.2,283.87,282.3,282.99,326.30382748 +2015-10-26 04:00:00,282.04,285.61,285.61,282.3,276.16816834 +2015-10-26 03:00:00,284.64,285.88,285.05,285.59,219.19512001 +2015-10-26 02:00:00,284.38,287.32,287.31,285.11,400.95310966 +2015-10-26 01:00:00,285.29,287.68,285.29,287.24,301.7906519 +2015-10-26 00:00:00,284.4,286.02,284.97,285.23,252.96234914 +2015-10-25 23:00:00,283.4,289.88,288.92,284.97,490.41374626 +2015-10-25 22:00:00,285.7,289.41,286.18,288.86,364.15121099 +2015-10-25 21:00:00,283.28,290.49,290.49,287.44,876.70528933 +2015-10-25 20:00:00,288.48,293.78,293.74,290.48,576.55133258 +2015-10-25 19:00:00,291.93,294.04,292.86,293.79,451.17983716 +2015-10-25 18:00:00,292.55,294.25,294.0,292.99,457.60383637 +2015-10-25 17:00:00,293.13,294.14,293.43,293.99,338.48681146 +2015-10-25 16:00:00,293.43,295.38,295.36,293.44,320.17807256 +2015-10-25 15:00:00,293.7,295.93,295.0,295.38,697.79011207 +2015-10-25 14:00:00,291.66,295.0,291.72,294.98,878.8101238 +2015-10-25 13:00:00,289.92,291.86,289.92,291.75,371.53433947 +2015-10-25 12:00:00,288.15,290.14,288.15,289.91,217.32648715 +2015-10-25 11:00:00,288.0,291.79,291.79,288.13,336.06385943 +2015-10-25 10:00:00,291.35,292.55,291.83,291.8,330.29536555 +2015-10-25 09:00:00,289.91,291.82,290.31,291.82,173.4269776 +2015-10-25 08:00:00,289.79,290.84,289.79,290.27,164.83503175 +2015-10-25 07:00:00,289.54,292.17,292.17,289.75,413.35848912 +2015-10-25 06:00:00,291.48,293.02,292.38,292.16,185.27893543 +2015-10-25 05:00:00,289.32,294.15,289.32,292.38,923.74445623 +2015-10-25 04:00:00,286.97,289.32,288.04,289.32,221.76010422 +2015-10-25 03:00:00,287.01,290.0,287.01,288.04,483.05314808 +2015-10-25 02:00:00,284.6,287.01,284.72,287.01,425.00538755 +2015-10-25 01:00:00,284.29,285.51,285.51,284.73,316.61431135 +2015-10-25 00:00:00,284.04,285.68,284.29,285.52,681.54110512 +2015-10-24 23:00:00,281.49,284.49,281.84,284.29,525.21690662 +2015-10-24 22:00:00,280.81,281.84,280.89,281.84,282.32863591 +2015-10-24 21:00:00,280.7,281.01,280.9,280.89,232.07296691 +2015-10-24 20:00:00,280.74,281.2,281.1,280.94,272.67576179 +2015-10-24 19:00:00,280.84,282.0,281.59,281.01,348.19447994 +2015-10-24 18:00:00,281.2,281.73,281.55,281.62,134.931031 +2015-10-24 17:00:00,280.81,281.72,281.48,281.57,405.96050622 +2015-10-24 16:00:00,281.46,282.16,281.92,281.46,239.93981829 +2015-10-24 15:00:00,281.22,282.0,281.77,281.92,287.63539928 +2015-10-24 14:00:00,281.24,281.97,281.25,281.78,210.4579322 +2015-10-24 13:00:00,280.15,281.25,280.15,281.25,175.74722455 +2015-10-24 12:00:00,280.1,280.54,280.48,280.1,129.01595985 +2015-10-24 11:00:00,280.23,280.74,280.68,280.47,136.53058477 +2015-10-24 10:00:00,280.14,280.75,280.74,280.69,145.32926848 +2015-10-24 09:00:00,280.35,280.75,280.35,280.75,110.51182624 +2015-10-24 08:00:00,280.03,280.43,280.43,280.35,95.08532678 +2015-10-24 07:00:00,279.94,280.65,280.28,280.43,112.2513 +2015-10-24 06:00:00,279.87,280.93,280.93,280.36,281.52971629 +2015-10-24 05:00:00,280.9,282.2,281.88,280.94,141.2669466 +2015-10-24 04:00:00,281.52,281.98,281.86,281.9,221.98988485 +2015-10-24 03:00:00,279.87,281.98,279.97,281.86,204.32834917 +2015-10-24 02:00:00,279.96,281.0,281.0,279.97,160.65816662 +2015-10-24 01:00:00,280.55,281.24,280.99,281.0,358.41823579 +2015-10-24 00:00:00,278.75,281.0,278.76,280.99,295.94049701 +2015-10-23 23:00:00,277.75,278.76,277.85,278.76,207.34320876 +2015-10-23 22:00:00,277.59,277.98,277.83,277.91,285.87597125 +2015-10-23 21:00:00,277.73,278.37,278.35,277.86,235.98694968 +2015-10-23 20:00:00,278.29,278.71,278.58,278.37,330.27741162 +2015-10-23 19:00:00,278.1,278.6,278.1,278.6,210.88118885 +2015-10-23 18:00:00,278.02,278.22,278.03,278.1,246.47238765 +2015-10-23 17:00:00,277.83,278.13,277.89,278.02,234.96281589 +2015-10-23 16:00:00,277.72,278.24,278.09,277.86,380.60747346 +2015-10-23 15:00:00,277.29,278.13,277.3,278.12,289.54458159 +2015-10-23 14:00:00,276.98,278.14,277.72,277.28,607.05664956 +2015-10-23 13:00:00,276.56,277.75,276.81,277.72,360.76976501 +2015-10-23 12:00:00,275.98,279.35,279.06,276.83,376.0775414 +2015-10-23 11:00:00,278.41,279.51,278.41,279.03,227.90082036 +2015-10-23 10:00:00,278.08,278.55,278.37,278.41,156.99971207 +2015-10-23 09:00:00,278.1,280.32,280.32,278.3,199.864056 +2015-10-23 08:00:00,279.18,281.17,279.18,280.31,256.63328065 +2015-10-23 07:00:00,278.71,279.39,279.17,279.2,199.1594644 +2015-10-23 06:00:00,279.04,280.72,279.28,279.04,390.11570994 +2015-10-23 05:00:00,276.61,279.38,276.68,279.36,290.36398525 +2015-10-23 04:00:00,275.79,276.75,276.03,276.68,236.96712224 +2015-10-23 03:00:00,276.0,276.43,276.42,276.03,384.19160176 +2015-10-23 02:00:00,276.04,276.82,276.82,276.43,299.57559817 +2015-10-23 01:00:00,275.94,276.88,276.35,276.78,241.80658264 +2015-10-23 00:00:00,275.4,276.89,275.76,276.18,423.46082568 +2015-10-22 23:00:00,274.89,275.97,274.92,275.84,278.65125465 +2015-10-22 22:00:00,274.68,275.25,275.25,274.92,277.6553 +2015-10-22 21:00:00,275.05,276.24,275.7,275.26,287.37398454 +2015-10-22 20:00:00,274.36,275.86,274.46,275.7,464.1192384 +2015-10-22 19:00:00,274.21,274.49,274.42,274.46,201.73313573 +2015-10-22 18:00:00,274.09,274.99,274.99,274.45,332.79202323 +2015-10-22 17:00:00,274.59,275.24,274.65,274.97,489.82919115 +2015-10-22 16:00:00,274.11,275.03,275.02,274.5,520.12491137 +2015-10-22 15:00:00,274.64,275.49,274.76,275.05,336.55484721 +2015-10-22 14:00:00,274.61,276.81,276.42,274.79,472.71414183 +2015-10-22 13:00:00,274.76,276.66,276.65,276.43,566.94627665 +2015-10-22 12:00:00,276.0,277.96,276.28,276.65,569.73103474 +2015-10-22 11:00:00,275.04,280.0,275.04,276.21,960.00490534 +2015-10-22 10:00:00,273.91,275.04,273.91,275.04,587.29919046 +2015-10-22 09:00:00,272.01,273.91,272.04,273.91,397.40483511 +2015-10-22 08:00:00,270.82,272.04,270.98,272.04,181.64143129 +2015-10-22 07:00:00,270.56,271.3,271.14,270.98,164.3167479 +2015-10-22 06:00:00,269.19,271.14,269.22,271.14,201.27328527 +2015-10-22 05:00:00,269.03,269.23,269.1,269.22,310.39426649 +2015-10-22 04:00:00,268.82,269.18,268.88,269.04,154.80475253 +2015-10-22 03:00:00,268.8,269.2,269.15,268.9,223.82920491 +2015-10-22 02:00:00,269.01,269.4,269.06,269.1,298.08771094 +2015-10-22 01:00:00,268.88,269.17,268.88,269.02,156.5870619 +2015-10-22 00:00:00,268.75,269.01,268.77,268.88,262.01515117 +2015-10-21 23:00:00,268.52,269.48,269.42,268.77,250.30096375 +2015-10-21 22:00:00,269.32,269.55,269.4,269.42,268.64613934 +2015-10-21 21:00:00,268.96,269.6,269.5,269.39,283.00025703 +2015-10-21 20:00:00,269.08,270.24,269.4,269.49,464.85455311 +2015-10-21 19:00:00,268.72,269.64,268.93,269.27,276.70124935 +2015-10-21 18:00:00,268.54,269.03,269.03,268.84,135.47317744 +2015-10-21 17:00:00,268.86,269.25,269.18,269.04,253.7272914 +2015-10-21 16:00:00,269.13,269.51,269.27,269.18,325.17010999 +2015-10-21 15:00:00,267.78,269.99,267.86,269.26,655.91687641 +2015-10-21 14:00:00,266.24,268.54,266.24,267.86,205.10702657 +2015-10-21 13:00:00,265.0,266.54,265.96,266.23,245.519819 +2015-10-21 12:00:00,265.97,266.65,266.58,265.97,102.74374264 +2015-10-21 11:00:00,265.9,266.61,266.21,266.61,113.08031312 +2015-10-21 10:00:00,265.32,268.01,268.01,266.22,331.09661914 +2015-10-21 09:00:00,268.01,269.51,269.27,268.01,104.64863705 +2015-10-21 08:00:00,268.99,269.6,269.25,269.23,209.99888464 +2015-10-21 07:00:00,268.68,269.39,269.33,269.39,144.64085902 +2015-10-21 06:00:00,267.85,271.56,271.54,269.33,281.41387294 +2015-10-21 05:00:00,271.38,271.55,271.41,271.53,156.34493224 +2015-10-21 04:00:00,271.2,271.62,271.28,271.41,153.21306282 +2015-10-21 03:00:00,271.02,271.6,271.23,271.27,312.59885602 +2015-10-21 02:00:00,271.1,272.85,272.19,271.24,288.58109847 +2015-10-21 01:00:00,271.19,272.73,271.33,272.22,443.06935948 +2015-10-21 00:00:00,270.67,271.41,271.16,271.33,189.21876795 +2015-10-20 23:00:00,270.6,271.5,270.71,271.14,261.66113832 +2015-10-20 22:00:00,269.09,270.74,269.4,270.72,426.56842007 +2015-10-20 21:00:00,268.58,270.72,270.66,269.37,496.71835992 +2015-10-20 20:00:00,270.16,272.7,271.79,270.67,406.8775487 +2015-10-20 19:00:00,270.8,272.36,272.17,271.84,386.38881533 +2015-10-20 18:00:00,269.58,272.95,269.58,272.19,1260.93111994 +2015-10-20 17:00:00,268.64,269.59,268.78,269.58,18.5665555 +2015-10-20 16:00:00,268.8,269.32,269.32,268.8,36.44101609 +2015-10-20 15:00:00,268.55,269.77,268.55,269.26,289.01368871 +2015-10-20 14:00:00,268.4,268.64,268.4,268.55,1.07221869 +2015-10-20 13:00:00,266.69,268.57,266.69,268.57,225.14663515 +2015-10-20 12:00:00,266.5,266.7,266.5,266.69,3.35113375 +2015-10-20 11:00:00,266.45,266.56,266.45,266.53,47.70200254 +2015-10-20 10:00:00,266.31,266.33,266.33,266.31,0.28 +2015-10-20 09:00:00,266.37,267.63,267.61,266.37,25.30462165 +2015-10-20 08:00:00,267.0,267.69,267.0,267.68,102.92644358 +2015-10-20 07:00:00,266.12,267.0,266.62,266.99,103.97448288 +2015-10-20 06:00:00,264.86,266.61,264.86,266.61,218.14909467 +2015-10-20 05:00:00,264.54,264.86,264.66,264.86,55.85510444 +2015-10-20 04:00:00,264.38,265.29,265.27,264.64,33.53597027 +2015-10-20 03:00:00,265.22,265.89,265.89,265.29,67.13648895 +2015-10-20 02:00:00,265.89,265.94,265.94,265.89,52.82561253 +2015-10-20 01:00:00,265.88,265.94,265.94,265.93,13.60413509 +2015-10-20 00:00:00,265.09,265.99,265.09,265.89,114.33624646 +2015-10-19 23:00:00,264.52,265.17,264.52,265.17,121.43738153 +2015-10-19 22:00:00,264.08,264.52,264.17,264.52,25.02100001 +2015-10-19 21:00:00,264.1,264.2,264.19,264.1,25.3 +2015-10-19 20:00:00,264.12,264.26,264.12,264.19,57.50420051 +2015-10-19 19:00:00,264.07,264.12,264.08,264.12,15.53650558 +2015-10-19 18:00:00,264.07,264.68,264.56,264.08,290.74065421 +2015-10-19 17:00:00,264.0,264.93,264.93,264.55,350.42851594 +2015-10-19 16:00:00,264.6,265.63,265.5,264.93,445.87244522 +2015-10-19 15:00:00,264.6,266.46,266.41,265.56,223.09573462 +2015-10-19 14:00:00,264.86,266.93,266.74,266.49,621.41674753 +2015-10-19 13:00:00,263.0,266.99,264.41,266.75,248.56126189 +2015-10-19 12:00:00,263.84,267.0,265.48,264.41,539.09972591 +2015-10-19 11:00:00,263.97,265.74,263.97,265.57,168.81967996 +2015-10-19 10:00:00,263.73,265.8,265.8,263.95,98.36718714 +2015-10-19 09:00:00,265.13,265.99,265.5,265.8,103.29434595 +2015-10-19 08:00:00,264.26,265.56,264.93,265.51,163.89613582 +2015-10-19 07:00:00,263.85,264.98,263.93,264.98,140.01124193 +2015-10-19 06:00:00,262.05,264.94,264.88,263.96,487.3978698 +2015-10-19 05:00:00,264.54,266.3,266.2,264.88,242.6443423 +2015-10-19 04:00:00,266.12,268.23,267.22,266.15,198.75745645 +2015-10-19 03:00:00,265.97,267.21,266.18,267.21,157.28429983 +2015-10-19 02:00:00,266.0,266.96,266.23,266.14,163.97595786 +2015-10-19 01:00:00,265.82,266.78,265.84,266.22,239.07270314 +2015-10-19 00:00:00,265.0,266.03,265.0,265.83,236.79643143 +2015-10-18 23:00:00,264.13,265.36,265.14,265.0,134.1569121 +2015-10-18 22:00:00,264.59,265.44,264.61,265.16,103.9269055 +2015-10-18 21:00:00,264.2,264.93,264.6,264.75,121.8014 +2015-10-18 20:00:00,264.59,265.82,265.78,264.59,124.23477294 +2015-10-18 19:00:00,265.45,266.35,265.92,265.73,167.58996749 +2015-10-18 18:00:00,263.45,266.99,263.57,265.91,702.71951948 +2015-10-18 17:00:00,262.97,264.28,264.19,263.49,236.354861 +2015-10-18 16:00:00,263.26,265.32,263.42,264.19,555.20464481 +2015-10-18 15:00:00,262.94,265.81,265.81,263.46,795.80227135 +2015-10-18 14:00:00,265.03,267.63,267.63,265.84,540.9307859 +2015-10-18 13:00:00,267.59,268.89,268.16,267.7,265.94715937 +2015-10-18 12:00:00,268.11,270.37,270.37,268.15,173.4399447 +2015-10-18 11:00:00,270.24,270.62,270.55,270.45,66.90557885 +2015-10-18 10:00:00,270.52,270.89,270.6,270.53,113.6440179 +2015-10-18 09:00:00,270.53,272.5,272.5,270.63,95.21523342 +2015-10-18 08:00:00,271.62,272.5,271.99,272.5,94.53015407 +2015-10-18 07:00:00,270.51,271.99,270.51,271.99,86.714454 +2015-10-18 06:00:00,270.5,272.5,270.79,270.52,276.54021269 +2015-10-18 05:00:00,269.96,270.88,270.45,270.79,157.93524426 +2015-10-18 04:00:00,270.3,271.52,270.85,270.46,216.31790905 +2015-10-18 03:00:00,270.5,271.96,271.96,270.86,214.67601582 +2015-10-18 02:00:00,271.13,272.74,272.57,272.07,157.77123774 +2015-10-18 01:00:00,272.21,273.5,273.39,272.58,140.61759569 +2015-10-18 00:00:00,272.88,273.5,272.88,273.43,117.04133527 +2015-10-17 23:00:00,270.99,273.5,271.78,272.87,349.02053014 +2015-10-17 22:00:00,269.48,272.23,271.2,271.81,480.09450496 +2015-10-17 21:00:00,267.81,271.24,268.09,271.24,283.47982671 +2015-10-17 20:00:00,267.21,268.61,267.21,268.08,325.60450106 +2015-10-17 19:00:00,266.47,269.75,268.88,267.24,247.74623222 +2015-10-17 18:00:00,264.18,272.97,272.97,268.77,1068.00375898 +2015-10-17 17:00:00,271.57,273.04,271.67,272.97,308.22634458 +2015-10-17 16:00:00,271.51,274.08,273.99,271.61,487.5432521 +2015-10-17 15:00:00,271.6,273.99,272.79,273.99,504.08898879 +2015-10-17 14:00:00,272.51,274.81,274.33,272.8,413.31293648 +2015-10-17 13:00:00,270.19,274.49,270.44,274.27,360.20757235 +2015-10-17 12:00:00,269.65,271.0,270.35,270.39,224.59036354 +2015-10-17 11:00:00,270.27,272.02,270.48,270.35,176.00151431 +2015-10-17 10:00:00,269.84,271.08,270.72,270.46,193.25388085 +2015-10-17 09:00:00,270.64,272.02,271.25,270.64,235.46335486 +2015-10-17 08:00:00,268.25,271.41,269.45,271.23,210.96890695 +2015-10-17 07:00:00,266.49,269.46,268.57,269.45,223.06098493 +2015-10-17 06:00:00,268.13,272.23,269.76,268.13,916.16729846 +2015-10-17 05:00:00,264.79,273.0,269.63,269.05,1910.98375721 +2015-10-17 04:00:00,267.0,269.95,267.05,269.63,583.36619631 +2015-10-17 03:00:00,265.45,268.98,267.35,267.05,657.74628567 +2015-10-17 02:00:00,264.46,267.45,264.55,267.35,494.00946925 +2015-10-17 01:00:00,263.46,264.79,264.44,264.56,229.7325212 +2015-10-17 00:00:00,263.05,264.46,263.45,264.46,151.55432504 +2015-10-16 23:00:00,261.7,263.58,261.7,263.43,384.7650688 +2015-10-16 22:00:00,260.9,261.91,261.91,261.68,394.40499536 +2015-10-16 21:00:00,260.63,262.73,260.87,261.91,345.43069091 +2015-10-16 20:00:00,260.0,265.88,265.74,260.88,1036.13426387 +2015-10-16 19:00:00,264.99,266.18,265.0,265.75,466.24828005 +2015-10-16 18:00:00,262.01,265.0,265.0,265.0,421.21809991 +2015-10-16 17:00:00,265.0,267.6,266.43,265.0,483.02345895 +2015-10-16 16:00:00,264.45,266.41,265.0,266.39,439.30155411 +2015-10-16 15:00:00,262.54,265.0,262.54,265.0,555.50976434 +2015-10-16 14:00:00,262.06,262.55,262.07,262.55,365.3723 +2015-10-16 13:00:00,260.67,262.4,261.4,262.07,577.68965147 +2015-10-16 12:00:00,260.21,261.66,260.32,261.41,408.34206792 +2015-10-16 11:00:00,259.63,260.67,259.74,260.32,179.39119915 +2015-10-16 10:00:00,259.46,261.49,261.22,259.74,298.89359674 +2015-10-16 09:00:00,258.91,261.23,258.94,261.22,278.16167015 +2015-10-16 08:00:00,256.86,259.04,256.93,258.93,505.49682947 +2015-10-16 07:00:00,256.4,256.93,256.43,256.91,359.27528 +2015-10-16 06:00:00,256.0,256.89,256.76,256.42,370.03910289 +2015-10-16 05:00:00,255.88,256.81,256.08,256.78,139.5041053 +2015-10-16 04:00:00,255.52,256.11,255.94,256.05,155.88407409 +2015-10-16 03:00:00,255.86,256.79,256.18,255.91,284.02770029 +2015-10-16 02:00:00,255.68,256.41,255.68,256.16,254.10034999 +2015-10-16 01:00:00,255.02,255.77,255.04,255.67,313.59493102 +2015-10-16 00:00:00,254.86,255.05,254.98,255.05,200.16435533 +2015-10-15 23:00:00,254.22,254.99,254.38,254.99,221.84591886 +2015-10-15 22:00:00,254.37,254.84,254.77,254.39,234.52067814 +2015-10-15 21:00:00,254.71,255.61,255.23,254.71,561.8260379 +2015-10-15 20:00:00,255.01,255.28,255.21,255.26,357.1310856 +2015-10-15 19:00:00,255.0,255.72,255.02,255.23,182.66710035 +2015-10-15 18:00:00,255.03,256.27,256.27,255.03,670.77970446 +2015-10-15 17:00:00,256.16,256.49,256.22,256.27,209.97485316 +2015-10-15 16:00:00,255.41,256.23,255.97,256.19,286.58572593 +2015-10-15 15:00:00,254.73,256.75,256.69,255.92,492.96360263 +2015-10-15 14:00:00,255.56,256.69,255.76,256.69,285.91154924 +2015-11-09 13:00:00,379.65,384.0,383.8,381.15,383.16731491 +2015-11-09 12:00:00,382.5,386.96,382.5,383.8,745.41718627 +2015-11-09 11:00:00,372.31,384.45,372.33,382.5,396.23167586 +2015-11-09 10:00:00,372.21,374.37,372.92,372.21,165.57020554 +2015-11-09 09:00:00,368.46,373.68,368.56,372.92,205.74374101 +2015-11-09 08:00:00,367.51,371.9,369.0,368.52,413.81220971 +2015-11-09 07:00:00,368.98,374.46,372.26,369.0,438.47988911 +2015-11-09 06:00:00,366.1,372.27,366.11,372.27,346.30779966 +2015-11-09 05:00:00,366.02,370.34,370.06,366.02,208.89225228 +2015-11-09 04:00:00,368.88,373.38,370.0,370.07,426.26648128 +2015-11-09 03:00:00,368.45,372.46,368.85,370.0,443.4699257 +2015-11-09 02:00:00,363.0,372.97,363.86,368.86,811.09063613 +2015-11-09 01:00:00,360.8,369.18,369.18,363.79,1355.53721224 +2015-11-09 00:00:00,366.87,374.46,373.84,369.16,388.40676106 +2015-11-08 23:00:00,370.62,374.83,374.76,373.83,297.69697653 +2015-11-08 22:00:00,365.64,375.69,371.01,374.78,860.22511703 +2015-11-08 21:00:00,363.58,381.51,381.51,371.01,1357.3547871 +2015-11-08 20:00:00,379.77,382.76,380.9,381.56,185.1971838 +2015-11-08 19:00:00,380.76,381.99,381.77,380.93,230.33160643 +2015-11-08 18:00:00,380.29,382.94,380.79,381.85,197.94062843 +2015-11-08 17:00:00,380.55,384.97,384.97,380.86,277.34126024 +2015-11-08 16:00:00,382.0,385.34,382.0,384.97,395.15424154 +2015-11-08 15:00:00,380.27,384.0,380.61,382.08,370.46815549 +2015-11-08 14:00:00,378.63,383.02,382.76,380.64,224.49592747 +2015-11-08 13:00:00,381.67,384.19,383.85,382.59,127.77177283 +2015-11-08 12:00:00,382.89,385.05,384.73,383.85,74.76361825 +2015-11-08 11:00:00,384.34,385.54,385.54,384.68,66.14122681 +2015-11-08 10:00:00,384.65,385.78,384.8,385.52,52.35894745 +2015-11-08 09:00:00,382.89,385.47,383.48,384.77,174.64988413 +2015-11-08 08:00:00,379.89,383.85,379.9,383.31,175.95540353 +2015-11-08 07:00:00,376.0,386.58,386.37,379.9,568.23674201 +2015-11-08 06:00:00,385.79,388.83,387.71,386.38,356.24820809 +2015-11-08 05:00:00,385.31,388.48,387.56,387.51,144.98592388 +2015-11-08 04:00:00,386.87,388.5,387.13,387.54,153.89284999 +2015-11-08 03:00:00,386.91,388.25,387.46,387.12,200.64868636 +2015-11-08 02:00:00,383.57,389.0,387.34,387.43,390.37008854 +2015-11-08 01:00:00,385.47,387.82,387.1,387.33,315.59655163 +2015-11-08 00:00:00,383.91,388.29,384.8,387.1,261.20877242 +2015-11-07 23:00:00,384.61,387.23,387.0,384.81,241.53137249 +2015-11-07 22:00:00,383.83,387.0,384.56,387.0,189.39906733 +2015-11-07 21:00:00,383.58,385.99,383.91,384.77,256.75194151 +2015-11-07 20:00:00,380.95,387.86,387.25,383.91,369.56990636 +2015-11-07 19:00:00,385.04,388.66,388.56,387.25,294.59350318 +2015-11-07 18:00:00,381.77,390.0,381.87,388.6,630.74678242 +2015-11-07 17:00:00,379.36,383.36,382.2,381.92,502.41082998 +2015-11-07 16:00:00,379.61,382.88,381.81,382.16,244.72767876 +2015-11-07 15:00:00,379.99,388.29,388.16,381.36,343.97914151 +2015-11-07 14:00:00,385.0,390.98,390.16,388.16,343.75572021 +2015-11-07 13:00:00,387.92,390.55,388.8,389.87,207.54941499 +2015-11-07 12:00:00,385.6,389.27,386.55,388.9,152.27297044 +2015-11-07 11:00:00,385.77,391.99,391.99,386.54,165.04611687 +2015-11-07 10:00:00,385.66,392.0,388.13,391.88,781.14484787 +2015-11-07 09:00:00,381.64,388.13,382.49,388.08,158.53616183 +2015-11-07 08:00:00,372.24,383.3,380.91,382.42,355.14111481 +2015-11-07 07:00:00,380.13,386.44,384.54,380.92,178.38271212 +2015-11-07 06:00:00,382.36,388.79,383.11,384.59,528.45257663 +2015-11-07 05:00:00,380.86,383.47,383.3,383.16,233.24419627 +2015-11-07 04:00:00,376.01,383.55,376.62,382.72,525.02580634 +2015-11-07 03:00:00,374.33,381.03,381.03,376.64,394.627236 +2015-11-07 02:00:00,376.21,382.03,376.21,381.03,230.51975599 +2015-11-07 01:00:00,374.31,385.0,380.57,376.22,649.23892173 +2015-11-07 00:00:00,371.43,380.82,374.26,380.48,419.47678994 +2015-11-06 23:00:00,368.24,375.64,375.64,374.09,460.02501891 +2015-11-06 22:00:00,369.98,379.9,370.27,375.64,845.40725149 +2015-11-06 21:00:00,368.24,375.96,372.89,370.24,651.54063599 +2015-11-06 20:00:00,365.0,372.94,367.91,372.91,860.16474517 +2015-11-06 19:00:00,362.11,380.12,379.96,368.22,1445.29857286 +2015-11-06 18:00:00,376.28,392.18,390.17,380.02,1201.87965667 +2015-11-06 17:00:00,387.21,395.0,389.4,389.79,1127.24187927 +2015-11-06 16:00:00,384.22,394.32,385.46,389.49,1119.31821894 +2015-11-06 15:00:00,375.23,387.0,375.57,385.46,665.32879548 +2015-11-06 14:00:00,373.93,376.96,376.42,375.63,350.28887495 +2015-11-06 13:00:00,372.0,378.48,378.42,376.46,326.77998401 +2015-11-06 12:00:00,371.08,379.43,372.53,378.28,433.2987778 +2015-11-06 11:00:00,367.33,376.28,367.79,372.01,317.42009423 +2015-11-06 10:00:00,366.99,370.31,369.91,367.16,347.96145044 +2015-11-06 09:00:00,366.27,370.65,366.34,369.91,252.74885017 +2015-11-06 08:00:00,363.14,379.31,376.09,366.11,590.0887087 +2015-11-06 07:00:00,363.12,377.68,367.13,375.47,524.15931039 +2015-11-06 06:00:00,358.86,373.13,358.86,367.13,845.41963729 +2015-11-06 05:00:00,351.0,360.13,359.39,359.0,1007.98661584 +2015-11-06 04:00:00,353.65,361.45,359.22,359.34,1038.32621408 +2015-11-06 03:00:00,357.8,370.0,366.46,359.25,889.67253534 +2015-11-06 02:00:00,359.18,375.29,365.0,365.81,1164.17223501 +2015-11-06 01:00:00,352.0,376.49,370.66,365.0,2281.53728863 +2015-11-06 00:00:00,369.87,388.0,387.21,369.87,1290.16375309 +2015-11-05 23:00:00,377.91,391.05,391.05,387.21,1403.59460246 +2015-11-05 22:00:00,385.0,408.0,408.0,390.98,1093.62192402 +2015-11-05 21:00:00,402.0,408.99,407.24,408.01,444.66627179 +2015-11-05 20:00:00,398.8,409.66,406.37,407.25,926.87462872 +2015-11-05 19:00:00,403.46,417.12,403.46,406.49,1174.1231347 +2015-11-05 18:00:00,396.2,408.0,396.52,403.46,1021.95879683 +2015-11-05 17:00:00,390.0,397.42,397.03,396.53,720.42530975 +2015-11-05 16:00:00,386.32,400.95,386.64,397.43,879.06186812 +2015-11-05 15:00:00,381.33,395.2,391.14,386.99,932.05763921 +2015-11-05 14:00:00,391.0,406.41,406.41,391.15,910.27285852 +2015-11-05 13:00:00,392.2,407.77,395.49,406.07,483.92902105 +2015-11-05 12:00:00,381.0,399.94,386.37,395.59,576.22450805 +2015-11-05 11:00:00,380.6,394.43,390.84,386.14,473.22063441 +2015-11-05 10:00:00,371.22,400.0,371.26,390.76,496.25597817 +2015-11-05 09:00:00,366.66,380.0,375.48,371.26,569.36350841 +2015-11-05 08:00:00,370.0,395.18,393.99,370.01,663.59415637 +2015-11-05 07:00:00,379.96,404.03,383.26,393.6,697.53191122 +2015-11-05 06:00:00,370.42,399.0,387.54,380.5,2155.65917673 +2015-11-05 05:00:00,375.0,421.12,417.5,388.05,2888.94132687 +2015-11-05 04:00:00,409.24,436.74,436.73,418.0,1742.23103191 +2015-11-05 03:00:00,433.0,450.0,440.0,436.79,1708.013585 +2015-11-05 02:00:00,426.87,444.2,432.58,440.0,1395.73795332 +2015-11-05 01:00:00,398.31,435.77,399.54,432.57,1903.27387552 +2015-11-05 00:00:00,381.81,410.79,410.0,400.0,1967.59941814 +2015-11-04 23:00:00,369.12,414.19,392.33,410.0,2895.52977427 +2015-11-04 22:00:00,368.15,439.09,419.98,392.0,6524.30070145 +2015-11-04 21:00:00,405.22,468.82,468.81,420.06,3782.34513876 +2015-11-04 20:00:00,462.0,469.8,468.46,468.85,867.95348818 +2015-11-04 19:00:00,462.3,477.97,470.72,467.96,1639.06528663 +2015-11-04 18:00:00,436.79,472.18,465.9,468.87,4409.61685289 +2015-11-04 17:00:00,455.35,483.47,481.85,465.8,1720.32276105 +2015-11-04 16:00:00,477.46,493.33,484.03,481.96,1033.27527762 +2015-11-04 15:00:00,478.07,492.05,489.22,484.03,1460.06235652 +2015-11-04 14:00:00,465.53,494.67,491.5,489.22,2872.21620341 +2015-11-04 13:00:00,484.9,499.99,489.0,491.96,2215.26706177 +2015-11-04 12:00:00,466.33,493.97,473.0,489.31,1797.85495876 +2015-11-04 11:00:00,459.99,473.0,460.1,473.0,855.16762594 +2015-11-04 10:00:00,439.51,460.18,442.75,459.45,1146.65466 +2015-11-04 09:00:00,434.99,444.84,434.99,442.75,490.35701286 +2015-11-04 08:00:00,431.75,445.82,439.93,434.99,847.31015041 +2015-11-04 07:00:00,426.66,441.58,433.0,439.92,846.19600296 +2015-11-04 06:00:00,420.0,445.82,440.9,433.0,2016.23698782 +2015-11-04 05:00:00,433.27,450.0,447.49,440.9,1428.94241307 +2015-11-04 04:00:00,425.8,452.0,441.42,447.48,2799.15054821 +2015-11-04 03:00:00,431.51,444.09,433.99,441.26,1921.32673289 +2015-11-04 02:00:00,422.78,434.0,423.14,433.99,2567.1605147 +2015-11-04 01:00:00,408.02,424.0,411.43,422.76,2498.87170615 +2015-11-04 00:00:00,404.04,416.42,404.06,411.43,1968.93469908 +2015-11-03 23:00:00,397.61,404.1,402.59,404.1,858.54718116 +2015-11-03 22:00:00,396.95,404.85,397.12,402.64,842.6584507 +2015-11-03 21:00:00,393.55,408.88,401.43,397.12,1657.49656862 +2015-11-03 20:00:00,383.5,401.81,394.56,401.4,2292.71444212 +2015-11-03 19:00:00,381.22,422.18,420.88,394.56,6010.32134302 +2015-11-03 18:00:00,410.03,422.3,413.68,420.88,2800.92935924 +2015-11-03 17:00:00,400.32,415.0,400.38,413.24,4128.79883407 +2015-11-03 16:00:00,394.19,401.1,394.44,400.38,1327.77828453 +2015-11-03 15:00:00,390.07,395.5,395.38,394.47,1517.29223425 +2015-11-03 14:00:00,390.48,399.0,395.3,395.43,2216.86028754 +2015-11-03 13:00:00,390.4,397.29,394.95,395.31,1951.04325987 +2015-11-03 12:00:00,378.68,395.0,378.68,394.95,1003.92841413 +2015-11-03 11:00:00,375.74,378.82,378.13,378.54,513.17908119 +2015-11-03 10:00:00,368.78,387.0,380.58,378.16,1543.68388579 +2015-11-03 09:00:00,375.73,383.66,375.73,380.65,651.10146455 +2015-11-03 08:00:00,372.87,377.86,374.98,375.73,577.50307946 +2015-11-03 07:00:00,371.95,375.0,373.86,374.97,546.19732116 +2015-11-03 06:00:00,367.49,376.77,373.51,373.74,1865.86975458 +2015-11-03 05:00:00,372.15,384.47,379.97,373.51,1209.3929324 +2015-11-03 04:00:00,373.49,380.91,377.07,380.0,1842.91465938 +2015-11-03 03:00:00,366.82,377.94,366.97,377.14,1914.86828093 +2015-11-03 02:00:00,366.37,369.04,366.37,367.0,738.53406551 +2015-11-03 01:00:00,362.1,367.7,362.36,366.36,784.80940205 +2015-11-03 00:00:00,362.07,366.97,365.14,362.36,1371.33405392 +2015-11-02 23:00:00,362.83,370.79,365.58,365.21,2165.257199 +2015-11-02 22:00:00,360.08,367.0,364.4,365.59,1768.00276955 +2015-11-02 21:00:00,353.45,371.82,353.45,364.12,2835.4004539 +2015-11-02 20:00:00,350.12,362.18,354.21,353.44,2169.68557474 +2015-11-02 19:00:00,342.66,354.88,342.71,354.21,1204.60298102 +2015-11-02 18:00:00,340.01,343.34,341.33,342.64,880.51229458 +2015-11-02 17:00:00,336.97,341.33,338.23,341.33,569.29871281 +2015-11-02 16:00:00,336.94,338.25,337.84,338.23,483.72315059 +2015-11-02 15:00:00,336.02,339.57,336.02,337.85,439.88781754 +2015-11-02 14:00:00,334.95,342.07,341.83,335.95,638.10597549 +2015-11-02 13:00:00,339.35,342.03,339.71,341.6,696.32169402 +2015-11-02 12:00:00,337.36,340.96,337.41,339.62,912.20369419 +2015-11-02 11:00:00,330.42,337.31,332.88,337.31,919.20441074 +2015-11-02 10:00:00,331.83,334.32,331.84,332.88,244.19246658 +2015-11-02 09:00:00,329.67,332.4,332.06,331.89,143.50900211 +2015-11-02 08:00:00,327.52,332.1,327.57,332.06,474.59636065 +2015-11-02 07:00:00,326.5,331.09,330.52,327.57,253.19063963 +2015-11-02 06:00:00,326.54,332.1,331.97,330.52,319.69952206 +2015-11-02 05:00:00,330.31,332.3,331.13,331.96,545.90735431 +2015-11-02 04:00:00,328.02,331.29,329.57,331.14,406.03469879 +2015-11-02 03:00:00,326.81,329.85,328.97,329.59,358.54918953 +2015-11-02 02:00:00,327.01,329.5,327.02,329.0,222.6492473 +2015-11-02 01:00:00,326.07,330.26,330.08,327.01,608.98648791 +2015-11-02 00:00:00,329.24,331.37,329.45,330.07,490.51355067 +2015-11-01 23:00:00,326.94,331.89,328.1,329.46,830.3566757 +2015-11-01 22:00:00,325.94,332.0,327.22,327.86,1460.89742125 +2015-11-01 21:00:00,322.34,327.62,323.39,327.22,979.24695941 +2015-11-01 20:00:00,320.41,324.0,320.96,323.31,783.12035897 +2015-11-01 19:00:00,317.64,322.0,317.66,320.76,535.14755966 +2015-11-01 18:00:00,312.12,318.17,314.94,317.65,530.24128487 +2015-11-01 17:00:00,311.44,318.0,317.26,314.96,505.78498972 +2015-11-01 16:00:00,316.66,317.76,317.58,317.25,292.76617198 +2015-11-01 15:00:00,317.01,318.86,318.76,317.49,472.29735431 +2015-11-01 14:00:00,318.59,320.43,320.38,318.75,133.20278436 +2015-11-01 13:00:00,320.18,321.61,321.1,320.37,201.68075555 +2015-11-01 12:00:00,320.85,321.93,321.69,321.1,131.90686619 +2015-11-01 11:00:00,319.64,323.21,322.51,321.69,231.63977629 +2015-11-01 10:00:00,320.67,323.6,322.26,322.8,413.13849551 +2015-11-01 09:00:00,318.3,322.73,319.1,322.26,784.31316493 +2015-11-01 08:00:00,316.7,319.31,319.05,319.22,252.87567572 +2015-11-01 07:00:00,315.61,319.18,316.43,319.06,82.65849319 +2015-11-01 06:00:00,314.62,318.79,318.78,316.4,111.25449289 +2015-11-01 05:00:00,314.03,318.9,317.92,318.79,336.30456016 +2015-11-01 04:00:00,311.55,318.0,313.83,317.93,211.38369523 +2015-11-01 03:00:00,312.5,314.0,312.86,313.83,132.47840792 +2015-11-01 02:00:00,311.44,315.97,315.0,312.85,537.19268094 +2015-11-01 01:00:00,311.8,318.1,316.64,315.0,504.38549489 +2015-11-01 00:00:00,314.84,319.09,314.84,316.63,273.44396611 +2015-10-31 23:00:00,311.6,315.17,313.25,314.85,219.74643739 +2015-10-31 22:00:00,310.91,317.98,314.02,313.25,563.94317204 +2015-10-31 21:00:00,307.25,314.29,309.62,314.02,1065.5849769 +2015-10-31 20:00:00,306.29,315.43,315.36,309.98,1330.2191667 +2015-10-31 19:00:00,310.83,316.0,314.87,315.36,878.85336031 +2015-10-31 18:00:00,306.72,317.41,315.47,313.92,2441.08074387 +2015-10-31 17:00:00,315.02,320.56,317.56,315.02,1493.53256128 +2015-10-31 16:00:00,317.0,321.68,320.0,317.8,1777.56463281 +2015-10-31 15:00:00,318.63,324.89,324.84,320.0,1172.83887318 +2015-10-31 14:00:00,323.91,326.39,325.49,324.83,546.76010724 +2015-10-31 13:00:00,324.5,327.51,327.32,325.47,266.05157472 +2015-10-31 12:00:00,324.32,327.81,325.56,327.35,201.28272325 +2015-10-31 11:00:00,323.57,325.84,325.49,325.4,343.54743081 +2015-10-31 10:00:00,325.01,329.56,328.57,325.5,174.03262249 +2015-10-31 09:00:00,328.2,329.89,329.59,328.52,104.6456598 +2015-10-31 08:00:00,328.25,329.77,329.37,329.55,125.25211652 +2015-10-31 07:00:00,328.87,331.45,329.41,329.37,110.84031082 +2015-10-31 06:00:00,326.15,329.87,326.15,329.45,204.4625887 +2015-10-31 05:00:00,324.45,327.16,326.84,326.29,261.32115726 +2015-10-31 04:00:00,324.35,331.2,331.17,326.87,458.32225277 +2015-10-31 03:00:00,330.82,334.19,334.09,331.2,256.98202557 +2015-10-31 02:00:00,331.99,334.17,332.6,334.07,445.62558774 +2015-10-31 01:00:00,330.44,334.05,333.16,332.63,329.70420767 +2015-10-31 00:00:00,329.1,334.28,329.11,333.2,441.55604149 +2015-10-30 23:00:00,327.53,330.0,328.07,329.11,377.51416233 +2015-10-30 22:00:00,323.55,328.14,324.83,328.13,348.89058239 +2015-10-30 21:00:00,322.02,325.05,323.45,324.73,311.66087391 +2015-10-30 20:00:00,320.87,327.62,327.49,323.32,713.26692188 +2015-10-30 19:00:00,326.53,330.22,329.82,327.6,593.45122368 +2015-10-30 18:00:00,327.53,330.88,327.68,329.83,542.58233163 +2015-10-30 17:00:00,324.41,329.48,324.41,327.5,714.63650626 +2015-10-30 16:00:00,321.0,324.74,322.74,324.31,503.62343756 +2015-10-30 15:00:00,321.28,324.25,324.12,322.84,693.5385603 +2015-10-30 14:00:00,319.6,324.95,319.76,324.0,635.5477535 +2015-10-30 13:00:00,317.48,321.1,319.63,319.97,690.16967695 +2015-10-30 12:00:00,316.49,324.75,324.53,319.63,885.93619714 +2015-10-30 11:00:00,323.12,328.7,328.65,324.31,398.59819068 +2015-10-30 10:00:00,327.91,331.92,327.91,328.38,337.46661682 +2015-10-30 09:00:00,323.92,334.26,334.22,327.94,768.28758488 +2015-10-30 08:00:00,330.86,336.93,334.3,334.2,394.51755132 +2015-10-30 07:00:00,331.57,335.0,334.39,334.29,447.74723533 +2015-10-30 06:00:00,327.51,334.95,333.24,334.44,602.80798449 +2015-10-30 05:00:00,325.01,334.95,334.95,333.25,946.0981784 +2015-10-30 04:00:00,328.57,336.97,329.65,334.91,1641.74183751 +2015-10-30 03:00:00,325.9,329.99,326.62,329.65,849.39068681 +2015-10-30 02:00:00,322.46,328.67,328.15,326.66,1237.5098919 +2015-10-30 01:00:00,317.97,328.45,318.01,328.04,1778.73064577 +2015-10-30 00:00:00,315.9,318.01,316.07,318.0,416.48542329 +2015-10-29 23:00:00,315.0,317.0,317.0,316.08,365.37909284 +2015-10-29 22:00:00,315.09,317.0,316.06,317.0,297.0011356 +2015-10-29 21:00:00,314.02,317.0,314.95,316.36,350.37449305 +2015-10-29 20:00:00,314.0,315.0,314.01,314.99,434.48423134 +2015-10-29 19:00:00,312.84,316.13,315.17,314.0,686.17484623 +2015-10-29 18:00:00,310.51,315.68,310.66,315.17,505.93071003 +2015-10-29 17:00:00,309.83,313.31,312.85,310.41,901.89705715 +2015-10-29 16:00:00,312.21,320.99,316.91,312.85,1775.64765479 +2015-10-29 15:00:00,314.87,317.0,314.95,317.0,783.35228746 +2015-10-29 14:00:00,314.43,316.06,315.0,314.96,504.39938856 +2015-10-29 13:00:00,310.21,315.0,310.21,314.81,988.81113823 +2015-10-29 12:00:00,307.3,311.0,310.0,310.14,639.76764322 +2015-10-29 11:00:00,309.24,310.0,309.99,310.0,304.19429511 +2015-10-29 10:00:00,309.21,310.0,309.21,309.99,405.16596725 +2015-10-29 09:00:00,306.54,309.73,306.54,309.32,574.21418122 +2015-10-29 08:00:00,305.37,306.55,306.34,306.55,165.02066202 +2015-10-29 07:00:00,306.07,306.95,306.94,306.34,94.10092018 +2015-10-29 06:00:00,306.34,306.99,306.83,306.94,191.12879746 +2015-10-29 05:00:00,306.42,307.5,306.82,306.94,417.85124733 +2015-10-29 04:00:00,305.25,306.88,305.32,306.78,311.1632054 +2015-10-29 03:00:00,304.81,307.5,305.91,305.29,534.14161276 +2015-10-29 02:00:00,303.83,306.39,304.04,305.91,369.69879155 +2015-10-29 01:00:00,303.82,304.61,304.6,304.07,285.09142893 +2015-10-29 00:00:00,301.8,304.67,304.1,304.61,362.99028781 +2015-10-28 23:00:00,303.24,304.1,303.24,304.09,449.85418998 +2015-10-28 22:00:00,302.73,303.24,302.75,303.24,280.2759902 +2015-10-28 21:00:00,302.44,302.76,302.52,302.76,450.51142169 +2015-10-28 20:00:00,299.86,303.01,300.32,302.45,1055.52525567 +2015-10-28 19:00:00,299.7,302.6,300.25,300.32,1178.23376994 +2015-10-28 18:00:00,296.88,301.5,298.77,300.29,1382.7844205 +2015-10-28 17:00:00,298.52,301.68,301.68,298.78,734.45490389 +2015-10-28 16:00:00,297.91,307.48,307.48,301.63,1031.82659718 +2015-10-28 15:00:00,307.22,308.93,307.64,307.36,1059.10778301 +2015-10-28 14:00:00,304.91,308.0,305.44,307.64,797.80051605 +2015-10-28 13:00:00,304.22,306.01,304.5,305.44,427.35960094 +2015-10-28 12:00:00,301.94,304.74,303.28,304.5,653.12482999 +2015-10-28 11:00:00,301.55,303.98,301.57,303.29,458.60553138 +2015-10-28 10:00:00,299.19,304.0,302.49,301.57,845.93312918 +2015-10-28 09:00:00,299.97,303.14,299.98,302.48,449.95044054 +2015-10-28 08:00:00,299.63,300.94,300.93,299.97,327.01072093 +2015-10-28 07:00:00,300.64,301.48,301.23,300.93,242.05847822 +2015-10-28 06:00:00,300.0,302.9,302.74,301.15,583.26907284 +2015-10-28 05:00:00,301.57,303.22,302.48,302.74,291.67836093 +2015-10-28 04:00:00,301.7,303.93,302.3,302.51,400.74740262 +2015-10-28 03:00:00,298.8,302.74,299.36,302.3,733.5101571 +2015-10-28 02:00:00,298.73,303.6,299.0,299.3,1272.08472673 +2015-11-22 01:00:00,326.34,326.91,326.36,326.78,114.56444825 +2015-11-22 00:00:00,326.36,327.0,326.99,326.36,153.92854808 +2015-11-21 23:00:00,325.12,327.0,325.18,327.0,123.02165718 +2015-11-21 22:00:00,325.02,325.8,325.74,325.18,200.28249207 +2015-11-21 21:00:00,324.76,325.74,324.79,325.74,204.79212028 +2015-11-21 20:00:00,324.05,324.91,324.05,324.78,167.46857487 +2015-11-21 19:00:00,323.26,325.67,325.67,324.18,189.83973989 +2015-11-21 18:00:00,325.06,325.7,325.64,325.67,175.38971902 +2015-11-21 17:00:00,325.18,325.7,325.7,325.64,186.94813511 +2015-11-21 16:00:00,324.7,325.74,324.9,325.68,134.40386594 +2015-11-21 15:00:00,323.87,325.0,323.87,324.85,172.69581209 +2015-11-21 14:00:00,323.2,326.45,326.25,323.89,122.46129749 +2015-11-21 13:00:00,326.02,327.24,327.23,326.25,171.87887603 +2015-11-21 12:00:00,324.72,328.0,328.0,327.24,349.95450177 +2015-11-21 11:00:00,327.65,328.0,327.99,328.0,72.97581821 +2015-11-21 10:00:00,327.99,328.0,328.0,327.99,48.3595759 +2015-11-21 09:00:00,326.85,328.0,327.51,327.99,120.16161575 +2015-11-21 08:00:00,326.45,327.73,326.82,327.51,87.0848852 +2015-11-21 07:00:00,326.36,328.0,326.59,326.82,243.75772712 +2015-11-21 06:00:00,324.99,326.85,324.99,326.53,311.94466719 +2015-11-21 05:00:00,321.43,324.99,321.93,324.99,293.69217442 +2015-11-21 04:00:00,320.25,322.05,321.48,321.9,129.93514307 +2015-11-21 03:00:00,320.48,322.0,320.87,321.47,150.3387114 +2015-11-21 02:00:00,319.64,321.48,320.71,320.49,168.75042575 +2015-11-21 01:00:00,316.33,320.8,318.94,320.71,623.70078298 +2015-11-21 00:00:00,318.31,322.96,322.39,318.99,676.12049029 +2015-11-20 23:00:00,321.33,322.95,321.8,322.39,207.57289583 +2015-11-20 22:00:00,321.26,322.21,321.72,321.8,367.54211044 +2015-11-20 21:00:00,321.12,323.0,321.67,321.92,373.34627565 +2015-11-20 20:00:00,319.02,321.97,320.97,321.15,394.86879741 +2015-11-20 19:00:00,318.95,321.0,319.96,321.0,387.40126813 +2015-11-20 18:00:00,319.82,322.34,322.34,319.93,381.0920303 +2015-11-20 17:00:00,320.89,322.5,321.14,322.34,409.48612146 +2015-11-20 16:00:00,319.66,322.0,322.0,321.14,417.12492054 +2015-11-20 15:00:00,321.75,323.38,323.26,322.0,475.44255871 +2015-11-20 14:00:00,322.39,324.58,323.58,323.27,351.38987171 +2015-11-20 13:00:00,321.52,324.49,324.3,323.59,507.69093613 +2015-11-20 12:00:00,322.8,325.0,323.96,324.22,253.38393121 +2015-11-20 11:00:00,320.66,323.97,320.67,323.96,112.63539659 +2015-11-20 10:00:00,319.65,323.08,321.23,320.67,139.78051157 +2015-11-20 09:00:00,318.21,321.25,318.59,321.25,146.84812945 +2015-11-20 08:00:00,316.39,319.08,318.5,318.68,223.84128128 +2015-11-20 07:00:00,316.38,319.75,318.21,318.69,476.1929538 +2015-11-20 06:00:00,315.13,318.21,316.78,318.16,186.11462158 +2015-11-20 05:00:00,315.9,317.61,316.87,316.73,229.91712747 +2015-11-20 04:00:00,314.02,317.18,316.24,317.0,456.92006603 +2015-11-20 03:00:00,314.65,318.83,315.42,316.38,593.80098593 +2015-11-20 02:00:00,311.23,317.16,314.54,315.57,632.67351692 +2015-11-20 01:00:00,311.99,323.78,320.85,314.58,1158.61159826 +2015-11-20 00:00:00,320.83,327.04,326.53,320.85,440.76290785 +2015-11-19 23:00:00,324.9,327.12,327.0,326.41,322.99310029 +2015-11-19 22:00:00,326.72,328.0,327.99,327.0,387.33145252 +2015-11-19 21:00:00,327.82,329.46,328.99,328.0,331.21001173 +2015-11-19 20:00:00,327.99,329.0,328.35,329.0,234.16302776 +2015-11-19 19:00:00,327.55,328.96,328.76,328.45,319.9300147 +2015-11-19 18:00:00,327.93,329.29,328.0,328.78,307.58219042 +2015-11-19 17:00:00,326.75,328.0,326.8,328.0,278.45847817 +2015-11-19 16:00:00,325.0,327.42,327.26,326.85,592.70496599 +2015-11-19 15:00:00,327.1,328.0,327.76,327.14,288.0463872 +2015-11-19 14:00:00,327.19,329.41,328.59,327.75,422.27083339 +2015-11-19 13:00:00,326.27,328.9,327.0,328.61,487.21070744 +2015-11-19 12:00:00,327.0,335.07,334.91,327.0,483.15614594 +2015-11-19 11:00:00,334.62,335.28,334.68,334.84,83.4282 +2015-11-19 10:00:00,334.55,334.68,334.62,334.67,51.42714703 +2015-11-19 09:00:00,334.55,334.62,334.57,334.62,77.431135 +2015-11-19 08:00:00,334.2,334.57,334.5,334.57,88.7159668 +2015-11-19 07:00:00,334.22,334.68,334.6,334.51,74.04458847 +2015-11-19 06:00:00,333.91,334.73,334.29,334.6,160.08991126 +2015-11-19 05:00:00,333.71,334.36,334.35,334.31,140.42127274 +2015-11-19 04:00:00,333.9,334.99,334.65,334.35,185.12850146 +2015-11-19 03:00:00,333.83,335.02,334.7,334.98,361.90864231 +2015-11-19 02:00:00,333.85,334.96,333.96,334.77,206.27424142 +2015-11-19 01:00:00,333.75,336.34,336.32,333.99,674.85413401 +2015-11-19 00:00:00,335.2,336.38,335.5,336.32,161.9148745 +2015-11-18 23:00:00,335.07,336.91,336.91,335.49,240.13482499 +2015-11-18 22:00:00,336.54,338.0,336.55,336.85,428.3248353 +2015-11-18 21:00:00,334.74,336.55,335.24,336.55,315.02682039 +2015-11-18 20:00:00,334.83,335.25,334.93,335.25,289.40179608 +2015-11-18 19:00:00,334.49,335.42,334.53,334.93,222.47127473 +2015-11-18 18:00:00,333.36,334.84,334.46,334.52,245.8478153 +2015-11-18 17:00:00,332.77,334.65,334.17,334.46,240.86699892 +2015-11-18 16:00:00,332.68,335.1,334.52,334.17,296.89026197 +2015-11-18 15:00:00,334.0,335.21,335.21,334.5,214.18580081 +2015-11-18 14:00:00,334.01,335.98,334.71,335.21,322.87181 +2015-11-18 13:00:00,333.33,335.05,333.34,334.5,156.1558325 +2015-11-18 12:00:00,333.33,333.37,333.37,333.33,151.82006678 +2015-11-18 11:00:00,332.74,333.46,332.76,333.37,49.0022 +2015-11-18 10:00:00,332.1,333.37,332.65,332.77,87.59851802 +2015-11-18 09:00:00,332.42,332.86,332.48,332.65,38.7637 +2015-11-18 08:00:00,332.0,333.5,332.29,332.46,51.45800719 +2015-11-18 07:00:00,331.29,332.6,331.38,332.28,126.46733585 +2015-11-18 06:00:00,330.0,332.89,330.65,331.4,392.32140559 +2015-11-18 05:00:00,330.63,335.16,335.03,330.65,350.13231321 +2015-11-18 04:00:00,333.47,335.2,333.47,334.98,135.38727217 +2015-11-18 03:00:00,332.99,335.92,335.38,333.82,329.83679718 +2015-11-18 02:00:00,335.21,336.53,336.53,335.38,223.49902046 +2015-11-18 01:00:00,335.83,336.54,335.83,336.53,153.63263618 +2015-11-18 00:00:00,335.56,336.49,336.49,335.82,142.21277311 +2015-11-17 23:00:00,334.32,337.7,337.7,336.49,262.59207312 +2015-11-17 22:00:00,336.23,337.7,336.55,337.7,279.49486905 +2015-11-17 21:00:00,335.5,336.91,335.97,336.13,382.69008721 +2015-11-17 20:00:00,335.89,336.87,336.65,335.89,230.12894854 +2015-11-17 19:00:00,334.97,336.99,336.99,336.66,385.46978401 +2015-11-17 18:00:00,335.31,337.11,335.31,336.99,356.42741183 +2015-11-17 17:00:00,333.93,335.8,335.77,335.32,270.40485786 +2015-11-17 16:00:00,334.5,335.79,334.66,335.77,244.036714 +2015-11-17 15:00:00,333.21,335.24,334.86,334.67,312.88619237 +2015-11-17 14:00:00,334.11,335.48,334.45,334.86,192.11016461 +2015-11-17 13:00:00,332.36,338.39,337.5,334.45,531.67947579 +2015-11-17 12:00:00,335.33,338.87,335.36,337.48,199.16996196 +2015-11-17 11:00:00,333.74,335.61,333.86,335.36,154.82970302 +2015-11-17 10:00:00,333.27,334.0,333.99,333.86,40.63340889 +2015-11-17 09:00:00,333.15,334.8,333.28,333.99,89.89151458 +2015-11-17 08:00:00,333.21,335.65,335.36,333.29,113.05359884 +2015-11-17 07:00:00,335.3,337.53,335.7,335.36,115.07017347 +2015-11-17 06:00:00,334.28,335.75,335.6,335.7,225.82327376 +2015-11-17 05:00:00,335.42,336.94,336.94,335.6,344.40128314 +2015-11-17 04:00:00,336.71,338.81,338.81,336.94,249.97752458 +2015-11-17 03:00:00,337.5,340.72,338.09,338.84,351.00271052 +2015-11-17 02:00:00,337.3,340.0,339.0,338.1,913.71413122 +2015-11-17 01:00:00,332.45,339.0,333.0,339.0,600.75556445 +2015-11-17 00:00:00,330.1,333.01,332.85,332.99,416.21356067 +2015-11-16 23:00:00,330.41,333.03,330.9,332.89,245.96164507 +2015-11-16 22:00:00,330.51,333.15,332.83,330.91,296.37670104 +2015-11-16 21:00:00,329.36,333.79,329.43,332.79,556.19449523 +2015-11-16 20:00:00,329.17,331.11,329.96,329.5,329.93953806 +2015-11-16 19:00:00,329.15,332.0,332.0,330.02,474.80937165 +2015-11-16 18:00:00,329.69,334.08,333.92,332.0,773.76105141 +2015-11-16 17:00:00,322.0,334.1,322.49,333.88,998.46061405 +2015-11-16 16:00:00,321.92,322.9,322.74,322.49,269.13130093 +2015-11-16 15:00:00,321.0,323.32,321.21,322.75,537.13085212 +2015-11-16 14:00:00,320.55,321.22,320.89,321.22,330.83201239 +2015-11-16 13:00:00,320.21,320.99,320.31,320.89,213.81941943 +2015-11-16 12:00:00,319.8,320.32,320.06,320.32,114.29392092 +2015-11-16 11:00:00,319.8,320.8,320.53,320.23,74.46775485 +2015-11-16 10:00:00,319.81,321.92,321.5,319.81,107.01684564 +2015-11-16 09:00:00,320.18,322.35,321.54,321.75,100.56406088 +2015-11-16 08:00:00,319.85,322.84,322.84,321.6,177.56186281 +2015-11-16 07:00:00,320.36,322.97,320.87,322.85,72.57825416 +2015-11-16 06:00:00,320.2,322.99,322.54,320.87,139.64041539 +2015-11-16 05:00:00,319.91,323.0,319.95,322.33,181.94810416 +2015-11-16 04:00:00,318.08,322.61,322.44,320.0,250.49954022 +2015-11-16 03:00:00,319.03,322.55,319.4,322.41,198.03487302 +2015-11-16 02:00:00,316.12,320.18,320.18,319.37,361.42722913 +2015-11-16 01:00:00,319.33,322.56,321.87,320.36,335.03232871 +2015-11-16 00:00:00,321.05,322.94,322.94,321.13,155.91432355 +2015-11-15 23:00:00,319.89,324.06,323.02,322.93,452.49334336 +2015-11-15 22:00:00,320.0,326.02,323.52,323.05,726.42026262 +2015-11-15 21:00:00,323.51,326.17,325.8,323.51,175.68933548 +2015-11-15 20:00:00,323.05,326.21,324.44,325.79,253.50602885 +2015-11-15 19:00:00,324.13,327.1,324.19,324.43,215.29150795 +2015-11-15 18:00:00,323.97,325.42,325.35,324.04,250.99960648 +2015-11-15 17:00:00,324.31,327.58,326.96,325.44,380.94501546 +2015-11-15 16:00:00,322.1,327.44,322.79,326.96,482.38543113 +2015-11-15 15:00:00,320.75,326.6,325.17,322.77,636.04732284 +2015-11-15 14:00:00,320.73,335.92,327.49,325.16,923.45999064 +2015-11-15 13:00:00,327.49,334.93,334.88,327.49,449.75853755 +2015-11-15 12:00:00,334.24,335.38,335.17,334.89,94.09115805 +2015-11-15 11:00:00,334.4,335.8,335.72,335.28,57.635948 +2015-11-15 10:00:00,335.18,335.85,335.7,335.64,83.661968 +2015-11-15 09:00:00,335.39,335.89,335.76,335.67,46.254925 +2015-11-15 08:00:00,334.66,335.77,335.17,335.75,83.03963183 +2015-11-15 07:00:00,334.73,335.76,335.55,335.18,87.37421344 +2015-11-15 06:00:00,333.87,335.77,334.08,335.56,179.57501876 +2015-11-15 05:00:00,332.89,334.94,332.89,333.8,206.19233179 +2015-11-15 04:00:00,332.88,335.5,335.27,332.89,127.11065245 +2015-11-15 03:00:00,334.98,335.79,335.45,335.28,74.58972963 +2015-11-15 02:00:00,334.35,336.39,336.38,335.45,132.55458177 +2015-11-15 01:00:00,334.58,336.46,334.66,336.38,94.86171742 +2015-11-15 00:00:00,333.59,334.89,334.67,334.67,115.36456858 +2015-11-14 23:00:00,329.47,339.15,339.14,334.71,758.35122657 +2015-11-14 22:00:00,333.02,339.57,333.23,339.15,581.92166294 +2015-11-14 21:00:00,333.15,334.37,333.98,333.24,203.02762268 +2015-11-14 20:00:00,333.46,333.99,333.88,333.98,109.95339246 +2015-11-14 19:00:00,332.7,333.99,332.94,333.78,150.69013319 +2015-11-14 18:00:00,332.03,333.35,332.96,332.95,207.94962856 +2015-11-14 17:00:00,332.66,333.99,333.91,333.0,331.51882533 +2015-11-14 16:00:00,333.74,334.41,333.85,333.95,229.36132546 +2015-11-14 15:00:00,331.64,334.44,331.82,333.88,212.967789 +2015-11-14 14:00:00,329.4,332.51,331.49,331.82,476.85609835 +2015-11-14 13:00:00,331.42,333.26,333.01,331.59,388.45818954 +2015-11-14 12:00:00,333.0,334.36,333.8,333.02,82.5964 +2015-11-14 11:00:00,333.04,336.44,336.4,333.8,60.31864157 +2015-11-14 10:00:00,335.18,337.63,337.63,336.28,49.63365452 +2015-11-14 09:00:00,335.52,338.0,336.09,337.69,67.95332499 +2015-11-14 08:00:00,334.58,336.67,335.06,336.1,195.51981182 +2015-11-14 07:00:00,333.33,336.89,333.5,335.06,121.68887459 +2015-11-14 06:00:00,332.71,337.91,337.9,333.51,385.34741904 +2015-11-14 05:00:00,336.84,338.48,337.3,338.0,203.22241829 +2015-11-14 04:00:00,334.97,337.35,335.07,337.33,190.92356131 +2015-11-14 03:00:00,334.07,336.12,336.12,335.07,213.47017825 +2015-11-14 02:00:00,332.89,336.35,333.83,336.18,216.46262067 +2015-11-14 01:00:00,331.94,335.62,335.15,333.91,324.78057152 +2015-11-14 00:00:00,335.0,339.0,338.08,335.24,245.73679354 +2015-11-13 23:00:00,335.0,339.09,338.25,338.07,319.44937093 +2015-11-13 22:00:00,332.43,338.26,333.94,338.25,469.88816976 +2015-11-13 21:00:00,331.89,335.49,332.62,333.97,630.91070188 +2015-11-13 20:00:00,332.53,333.81,333.29,332.62,256.36227911 +2015-11-13 19:00:00,332.17,333.63,332.81,333.33,490.00182441 +2015-11-13 18:00:00,332.84,335.17,333.01,332.84,443.15370962 +2015-11-13 17:00:00,330.81,333.13,331.26,333.02,258.76918325 +2015-11-13 16:00:00,330.5,333.66,333.1,330.56,721.60293705 +2015-11-13 15:00:00,330.43,333.49,332.9,333.0,409.32825068 +2015-11-13 14:00:00,331.86,337.0,336.67,332.9,528.72403961 +2015-11-13 13:00:00,328.03,336.67,328.07,336.67,490.85914344 +2015-11-13 12:00:00,325.0,329.88,329.88,328.14,348.46879685 +2015-11-13 11:00:00,326.64,330.32,330.01,329.94,149.93799304 +2015-11-13 10:00:00,328.66,332.67,331.9,330.12,192.59869392 +2015-11-13 09:00:00,327.27,332.94,328.1,332.29,351.86092387 +2015-11-13 08:00:00,328.1,335.13,335.13,328.1,473.93168294 +2015-11-13 07:00:00,333.57,340.61,340.59,335.28,554.75726523 +2015-11-13 06:00:00,336.39,340.61,339.48,340.59,393.57995122 +2015-11-13 05:00:00,338.31,341.55,340.53,339.5,422.36154453 +2015-11-13 04:00:00,338.6,342.09,338.68,340.4,379.05484789 +2015-11-13 03:00:00,337.5,340.34,339.8,338.72,203.58618769 +2015-11-13 02:00:00,335.86,340.34,339.47,339.8,517.58403071 +2015-11-13 01:00:00,337.94,343.0,339.1,339.44,666.8781716 +2015-11-13 00:00:00,335.09,339.97,336.49,338.74,529.91670517 +2015-11-12 23:00:00,333.43,339.94,333.8,336.49,973.44638785 +2015-11-12 22:00:00,325.1,333.99,327.01,333.8,718.90688537 +2015-11-12 21:00:00,326.5,329.0,326.5,327.43,546.56240391 +2015-11-12 20:00:00,326.08,330.0,329.74,326.32,1426.2577004 +2015-11-12 19:00:00,326.53,330.0,326.77,329.73,349.05170874 +2015-11-12 18:00:00,326.77,333.29,328.0,326.8,404.58324751 +2015-11-12 17:00:00,325.04,328.73,328.73,328.0,412.37024718 +2015-11-12 16:00:00,324.64,330.69,330.6,328.73,367.6797115 +2015-11-12 15:00:00,327.81,333.0,330.99,330.6,692.25425681 +2015-11-12 14:00:00,325.38,331.0,328.11,330.99,503.7697259 +2015-11-12 13:00:00,325.25,335.84,334.99,328.12,699.37935353 +2015-11-12 12:00:00,332.75,337.39,335.55,334.99,254.33679779 +2015-11-12 11:00:00,331.14,337.06,331.84,335.56,235.47798703 +2015-11-12 10:00:00,331.8,344.99,343.03,331.8,397.48373997 +2015-11-12 09:00:00,334.0,344.79,335.28,342.93,1097.51119994 +2015-11-12 08:00:00,332.09,336.63,332.09,334.94,513.93942389 +2015-11-12 07:00:00,327.6,334.01,330.71,332.09,543.99442809 +2015-11-12 06:00:00,328.4,335.01,328.41,330.63,1620.26435024 +2015-11-12 05:00:00,317.99,329.61,318.72,328.4,1198.83025705 +2015-11-12 04:00:00,318.0,321.94,320.93,318.72,538.23585768 +2015-11-12 03:00:00,317.6,321.0,317.6,320.94,314.01620358 +2015-11-12 02:00:00,317.18,321.26,319.32,317.6,737.23452744 +2015-11-12 01:00:00,315.05,321.92,316.19,320.12,591.05611972 +2015-11-12 00:00:00,312.24,318.12,313.2,316.08,647.62565473 +2015-11-11 23:00:00,304.45,313.2,308.0,313.2,703.04458482 +2015-11-11 22:00:00,302.42,311.49,311.15,308.0,814.88955258 +2015-11-11 21:00:00,309.64,314.65,311.69,311.05,468.75757265 +2015-11-11 20:00:00,310.06,314.97,314.75,311.92,412.05743257 +2015-11-11 19:00:00,309.59,315.1,310.0,314.77,396.75809727 +2015-11-11 18:00:00,309.49,312.98,311.61,310.27,377.19722267 +2015-11-11 17:00:00,310.2,315.0,310.87,311.98,449.1548939 +2015-11-11 16:00:00,307.5,312.79,310.15,310.08,701.92703554 +2015-11-11 15:00:00,305.02,316.14,316.01,310.55,902.61379303 +2015-11-11 14:00:00,312.0,321.79,320.7,316.0,530.70652892 +2015-11-11 13:00:00,320.42,326.17,325.16,320.7,303.81695725 +2015-11-11 12:00:00,318.47,326.72,318.48,325.15,651.51231232 +2015-11-11 11:00:00,315.38,319.83,316.76,318.5,504.56966128 +2015-11-11 10:00:00,316.13,326.99,326.99,316.78,380.95490305 +2015-11-11 09:00:00,319.25,326.99,320.15,326.99,512.17751416 +2015-11-11 08:00:00,312.56,325.0,312.94,320.38,516.41995015 +2015-11-11 07:00:00,308.92,314.91,314.55,312.78,424.71304911 +2015-11-11 06:00:00,310.81,317.34,310.81,314.55,360.08253887 +2015-11-11 05:00:00,308.06,314.43,312.98,310.81,726.35160058 +2015-11-11 04:00:00,310.72,322.01,312.29,312.98,1179.36500736 +2015-11-11 03:00:00,301.1,312.34,301.1,312.28,1671.41951165 +2015-11-11 02:00:00,293.32,319.39,319.04,301.09,3171.24163853 +2015-11-11 01:00:00,315.27,333.19,332.29,319.05,1253.38604109 +2015-11-11 00:00:00,330.5,341.75,337.14,332.29,685.92089476 +2015-11-10 23:00:00,322.0,339.0,332.0,337.14,1629.16034595 +2015-11-10 22:00:00,323.66,336.67,331.89,331.07,1993.04064158 +2015-11-10 21:00:00,330.0,352.1,352.09,331.9,2438.19688809 +2015-11-10 20:00:00,344.55,355.01,352.68,352.06,1085.69571413 +2015-11-10 19:00:00,351.16,354.24,352.96,352.66,828.45343388 +2015-11-10 18:00:00,352.37,355.0,353.14,352.94,541.82287237 +2015-11-10 17:00:00,353.01,359.87,356.26,353.1,530.4087166 +2015-11-10 16:00:00,353.8,360.92,354.37,356.23,738.70460196 +2015-11-10 15:00:00,353.76,360.0,355.4,354.77,1105.84528772 +2015-11-10 14:00:00,355.02,362.33,361.8,355.2,1104.86691872 +2015-11-10 13:00:00,360.02,373.77,373.74,361.81,924.1202408 +2015-11-10 12:00:00,371.29,375.27,374.18,373.75,225.96922234 +2015-11-10 11:00:00,374.06,377.48,376.84,374.17,227.33379171 +2015-11-10 10:00:00,374.15,377.27,377.27,376.84,234.54546678 +2015-11-10 09:00:00,377.27,379.54,377.49,377.27,95.58521073 +2015-11-10 08:00:00,375.51,381.99,381.25,377.44,247.20287462 +2015-11-10 07:00:00,379.7,382.23,380.01,381.24,247.85953496 +2015-11-10 06:00:00,379.3,381.91,379.57,379.97,367.19147429 +2015-11-10 05:00:00,377.04,380.35,377.63,379.58,278.66388422 +2015-11-10 04:00:00,375.13,377.97,376.96,377.65,202.12806603 +2015-11-10 03:00:00,376.17,379.0,377.8,376.95,302.43060804 +2015-11-10 02:00:00,375.14,377.93,376.9,377.8,235.67916616 +2015-11-10 01:00:00,373.48,377.77,375.43,377.0,374.24927108 +2015-11-10 00:00:00,369.07,381.04,379.55,375.71,735.66802997 +2015-11-09 23:00:00,379.5,381.86,381.86,379.53,473.7807572 +2015-11-09 22:00:00,379.69,382.25,380.79,381.86,459.68386315 +2015-11-09 21:00:00,377.14,381.0,379.28,380.82,532.80407348 +2015-11-09 20:00:00,375.01,380.53,379.3,379.28,397.46514858 +2015-11-09 19:00:00,377.25,382.76,379.46,379.31,643.08072601 +2015-11-09 18:00:00,375.17,379.43,375.17,379.43,281.37053206 +2015-11-09 17:00:00,375.0,377.54,375.0,375.19,391.07618573 +2015-11-09 16:00:00,370.0,384.68,384.68,375.0,599.84168013 +2015-11-09 15:00:00,381.68,385.0,381.68,384.69,277.03082686 +2015-11-09 14:00:00,380.51,385.0,381.14,381.68,441.11859201 +2015-12-04 13:00:00,359.75,361.53,360.69,361.52,213.83084777 +2015-12-04 12:00:00,359.73,360.69,359.74,360.69,95.26122 +2015-12-04 11:00:00,358.41,360.69,360.69,359.74,94.43748534 +2015-12-04 10:00:00,359.22,360.69,360.69,360.69,111.325286 +2015-12-04 09:00:00,360.11,360.68,360.59,360.68,124.49268027 +2015-12-04 08:00:00,358.6,360.59,360.36,360.59,115.62223031 +2015-12-04 07:00:00,358.53,360.45,358.7,360.44,207.91973993 +2015-12-04 06:00:00,358.69,360.18,359.54,358.7,124.6028 +2015-12-04 05:00:00,358.82,361.5,360.17,359.34,155.11400286 +2015-12-04 04:00:00,359.83,360.55,359.88,360.17,142.55133107 +2015-12-04 03:00:00,356.42,360.22,356.42,359.88,286.98548357 +2015-12-04 02:00:00,355.43,357.08,357.0,356.42,411.78944777 +2015-12-04 01:00:00,356.86,362.81,362.81,357.14,318.73486401 +2015-12-04 00:00:00,361.32,362.81,361.89,362.81,197.10136323 +2015-12-03 23:00:00,360.79,362.51,361.58,361.77,242.67949968 +2015-12-03 22:00:00,360.11,362.23,360.9,361.62,283.25916011 +2015-12-03 21:00:00,360.1,363.0,363.0,360.9,320.02160782 +2015-12-03 20:00:00,362.24,364.22,364.02,363.0,256.19548746 +2015-12-03 19:00:00,363.13,364.56,363.99,363.98,279.73868415 +2015-12-03 18:00:00,362.27,364.55,362.84,363.99,297.71392196 +2015-12-03 17:00:00,361.07,363.32,361.33,362.82,292.29649636 +2015-12-03 16:00:00,359.13,361.96,361.13,361.34,332.12262035 +2015-12-03 15:00:00,358.04,362.63,362.03,361.13,392.6342451 +2015-12-03 14:00:00,360.46,363.49,362.81,362.03,350.37446093 +2015-12-03 13:00:00,361.0,363.14,362.73,362.83,182.40145463 +2015-12-03 12:00:00,359.13,363.0,360.7,362.85,244.86963218 +2015-12-03 11:00:00,358.53,363.21,359.08,361.25,257.57349538 +2015-12-03 10:00:00,356.52,364.06,363.41,359.08,185.08886816 +2015-12-03 09:00:00,362.16,365.0,362.69,363.53,133.31210905 +2015-12-03 08:00:00,360.94,364.57,364.57,362.71,149.33760671 +2015-12-03 07:00:00,364.5,366.09,364.91,364.57,129.85983096 +2015-12-03 06:00:00,361.93,369.98,368.59,364.93,593.9830695 +2015-12-03 05:00:00,367.35,368.94,368.1,368.58,491.67582692 +2015-12-03 04:00:00,366.66,369.99,366.66,368.1,703.3954482 +2015-12-03 03:00:00,362.5,366.9,362.5,366.62,477.29816635 +2015-12-03 02:00:00,360.45,362.5,360.45,362.5,319.0432581 +2015-12-03 01:00:00,358.72,360.5,358.75,360.45,155.32504186 +2015-12-03 00:00:00,358.68,360.0,360.0,358.68,172.3043806 +2015-12-02 23:00:00,359.2,360.5,359.84,360.0,135.73431498 +2015-12-02 22:00:00,359.26,360.93,360.8,359.84,199.66669325 +2015-12-02 21:00:00,358.7,361.17,361.0,360.8,262.05076214 +2015-12-02 20:00:00,358.45,361.36,358.72,360.99,631.41890008 +2015-12-02 19:00:00,358.0,359.49,359.29,358.75,400.29543927 +2015-12-02 18:00:00,358.38,362.01,362.01,358.99,440.64354188 +2015-12-02 17:00:00,358.93,363.06,359.56,362.01,532.59669625 +2015-12-02 16:00:00,358.74,360.0,359.64,358.92,368.16552127 +2015-12-02 15:00:00,357.44,360.03,358.94,359.73,429.33825881 +2015-12-02 14:00:00,352.32,359.0,352.87,358.91,489.74619575 +2015-12-02 13:00:00,352.12,353.04,352.82,352.86,297.37134071 +2015-12-02 12:00:00,351.6,353.22,353.0,352.82,157.18076756 +2015-12-02 11:00:00,351.5,353.66,352.91,353.01,87.93898594 +2015-12-02 10:00:00,351.32,353.47,352.69,352.91,129.13551042 +2015-12-02 09:00:00,352.21,354.85,354.85,352.72,121.83619211 +2015-12-02 08:00:00,353.18,356.03,354.82,354.85,205.00787359 +2015-12-02 07:00:00,351.29,355.0,354.17,354.82,202.57701362 +2015-12-02 06:00:00,353.89,354.62,354.48,354.2,246.76628089 +2015-12-02 05:00:00,351.22,354.96,351.22,354.48,305.399218 +2015-12-02 04:00:00,350.4,352.39,352.03,351.22,386.73873254 +2015-12-02 03:00:00,351.77,352.73,352.03,352.02,214.13766706 +2015-12-02 02:00:00,347.57,352.58,347.57,352.03,568.35637964 +2015-12-02 01:00:00,347.55,354.04,354.02,347.6,1118.31910813 +2015-12-02 00:00:00,351.11,362.68,362.68,354.03,1036.5668477 +2015-12-01 23:00:00,360.85,363.21,363.18,362.68,192.50187927 +2015-12-01 22:00:00,360.41,363.59,360.42,363.2,349.84462199 +2015-12-01 21:00:00,359.97,363.3,363.19,360.4,490.84557335 +2015-12-01 20:00:00,361.09,363.76,361.18,363.24,225.4640182 +2015-12-01 19:00:00,360.95,364.1,362.03,361.18,308.86331484 +2015-12-01 18:00:00,359.05,364.0,360.28,362.08,457.64060904 +2015-12-01 17:00:00,355.0,360.79,360.79,360.14,794.93405363 +2015-12-01 16:00:00,360.25,364.77,364.52,360.77,383.59613377 +2015-12-01 15:00:00,363.02,364.86,363.42,364.53,473.70977607 +2015-12-01 14:00:00,360.48,363.92,362.01,363.35,614.51446062 +2015-12-01 13:00:00,361.84,363.18,362.87,362.01,330.59473144 +2015-12-01 12:00:00,360.06,363.2,361.21,362.87,266.65585595 +2015-12-01 11:00:00,354.6,361.48,355.02,361.2,470.97818375 +2015-12-01 10:00:00,355.01,366.58,365.94,355.01,784.56739408 +2015-12-01 09:00:00,364.63,366.38,364.96,365.95,356.6807349 +2015-12-01 08:00:00,361.21,378.13,378.13,364.95,713.38427634 +2015-12-01 07:00:00,377.35,378.54,377.35,378.13,180.98128492 +2015-12-01 06:00:00,376.69,378.01,378.0,377.36,175.94659202 +2015-12-01 05:00:00,377.6,378.72,378.59,378.01,188.83868391 +2015-12-01 04:00:00,377.15,378.94,377.71,378.6,291.12658468 +2015-12-01 03:00:00,376.27,377.86,376.27,377.7,216.14359064 +2015-12-01 02:00:00,376.05,377.82,377.37,376.3,194.11343843 +2015-12-01 01:00:00,375.8,377.89,377.31,377.35,339.97899629 +2015-12-01 00:00:00,376.0,378.55,376.88,377.31,465.18729773 +2015-11-30 23:00:00,376.62,378.55,377.15,376.86,385.02105684 +2015-11-30 22:00:00,374.82,377.15,375.38,377.15,447.49029846 +2015-11-30 21:00:00,372.25,376.93,376.0,375.36,496.89505611 +2015-11-30 20:00:00,374.45,376.09,376.09,375.99,475.70356633 +2015-11-30 19:00:00,374.6,376.97,374.64,376.05,420.13171685 +2015-11-30 18:00:00,372.25,374.95,373.0,374.61,427.22346632 +2015-11-30 17:00:00,371.0,374.0,372.55,373.0,341.39348498 +2015-11-30 16:00:00,372.13,374.29,373.99,372.7,380.83512852 +2015-11-30 15:00:00,371.93,374.0,372.61,373.99,350.43914517 +2015-11-30 14:00:00,367.5,375.69,373.66,372.61,1054.28953033 +2015-11-30 13:00:00,373.63,378.61,378.6,373.63,735.36863817 +2015-11-30 12:00:00,378.16,379.42,378.16,378.61,168.77978986 +2015-11-30 11:00:00,377.22,380.74,379.82,378.16,248.93746134 +2015-11-30 10:00:00,377.55,381.58,380.38,379.82,247.26843736 +2015-11-30 09:00:00,378.78,382.87,379.95,380.38,371.07186894 +2015-11-30 08:00:00,376.88,379.99,379.72,379.91,265.04076533 +2015-11-30 07:00:00,377.0,382.33,382.32,379.73,547.78404465 +2015-11-30 06:00:00,376.99,382.32,377.25,382.32,756.90163071 +2015-11-30 05:00:00,376.1,377.25,376.52,377.25,259.62328955 +2015-11-30 04:00:00,375.31,377.38,375.31,376.53,351.47979257 +2015-11-30 03:00:00,373.52,376.74,374.53,375.32,413.05892814 +2015-11-30 02:00:00,372.12,379.56,376.81,374.56,694.59596543 +2015-11-30 01:00:00,375.52,378.05,376.62,377.3,728.91651731 +2015-11-30 00:00:00,370.29,377.55,372.25,376.61,857.5251485 +2015-11-29 23:00:00,367.0,373.63,373.24,372.24,831.58150742 +2015-11-29 22:00:00,367.4,373.24,367.42,373.24,696.38272293 +2015-11-29 21:00:00,364.28,367.49,364.92,367.49,405.71078117 +2015-11-29 20:00:00,363.48,364.99,363.5,364.92,298.55576847 +2015-11-29 19:00:00,363.0,363.51,363.26,363.51,211.87360186 +2015-11-29 18:00:00,363.01,364.04,364.04,363.25,171.40110356 +2015-11-29 17:00:00,362.44,364.19,362.67,364.05,241.8132695 +2015-11-29 16:00:00,361.99,363.22,362.0,362.66,151.34751659 +2015-11-29 15:00:00,361.28,362.17,362.17,361.99,171.17153903 +2015-11-29 14:00:00,361.0,362.51,361.09,362.18,103.99015192 +2015-11-29 13:00:00,361.02,364.5,362.61,361.1,155.10040691 +2015-11-29 12:00:00,362.49,365.0,363.2,362.61,459.50948434 +2015-11-29 11:00:00,356.82,364.78,356.83,363.2,380.73050255 +2015-11-29 10:00:00,356.47,357.21,356.77,356.82,31.59804 +2015-11-29 09:00:00,356.14,357.12,357.04,356.76,50.81594465 +2015-11-29 08:00:00,356.42,358.52,356.42,357.05,77.70117669 +2015-11-29 07:00:00,354.61,356.5,356.44,356.41,66.086258 +2015-11-29 06:00:00,354.26,356.73,355.37,356.46,138.27421036 +2015-11-29 05:00:00,354.66,356.13,354.79,355.42,98.2333632 +2015-11-29 04:00:00,354.7,356.47,356.41,354.8,91.60200001 +2015-11-29 03:00:00,355.85,356.9,355.85,356.48,94.75860596 +2015-11-29 02:00:00,355.75,356.75,356.61,356.05,148.52606132 +2015-11-29 01:00:00,356.26,356.73,356.73,356.54,196.95812872 +2015-11-29 00:00:00,356.19,358.2,357.24,356.71,264.20099389 +2015-11-28 23:00:00,355.17,357.24,355.17,357.24,495.12804835 +2015-11-28 22:00:00,355.02,355.81,355.64,355.1,236.02844811 +2015-11-28 21:00:00,355.0,356.44,356.22,355.64,175.44681474 +2015-11-28 20:00:00,354.12,356.75,355.52,356.14,192.37589494 +2015-11-28 19:00:00,354.57,355.54,354.76,355.52,272.36700736 +2015-11-28 18:00:00,354.32,354.93,354.89,354.76,269.03964971 +2015-11-28 17:00:00,354.02,355.38,355.14,354.89,170.25231922 +2015-11-28 16:00:00,354.41,356.46,354.82,355.03,198.751912 +2015-11-28 15:00:00,352.64,354.91,354.5,354.86,85.57232418 +2015-11-28 14:00:00,352.0,355.08,353.05,354.5,107.29263297 +2015-11-28 13:00:00,352.0,353.91,352.35,353.15,143.70374508 +2015-11-28 12:00:00,352.1,355.19,354.63,352.67,186.08014495 +2015-11-28 11:00:00,354.38,355.27,354.96,354.51,62.37108509 +2015-11-28 10:00:00,352.8,355.99,354.6,355.1,26.066323 +2015-11-28 09:00:00,353.25,356.52,356.48,354.67,98.81188597 +2015-11-28 08:00:00,356.18,358.12,357.04,356.46,128.10542817 +2015-11-28 07:00:00,355.98,357.12,356.73,357.05,89.85652498 +2015-11-28 06:00:00,352.0,358.98,358.98,356.7,303.72375131 +2015-11-28 05:00:00,355.49,359.63,355.55,358.97,352.95470109 +2015-11-28 04:00:00,354.63,356.0,355.0,355.55,234.6641424 +2015-11-28 03:00:00,353.3,355.95,355.95,355.0,184.05177405 +2015-11-28 02:00:00,355.0,356.69,356.62,356.0,230.40164221 +2015-11-28 01:00:00,354.47,357.0,355.87,356.61,169.0281049 +2015-11-28 00:00:00,351.09,358.2,358.2,355.87,1141.25719021 +2015-11-27 23:00:00,358.17,360.0,359.03,358.19,196.78207815 +2015-11-27 22:00:00,358.27,359.6,359.59,359.03,345.18354402 +2015-11-27 21:00:00,357.24,361.07,359.24,359.55,542.65415876 +2015-11-27 20:00:00,357.34,360.46,357.35,359.25,441.48462117 +2015-11-27 19:00:00,356.67,359.55,359.55,357.35,498.2117392 +2015-11-27 18:00:00,357.9,359.88,359.02,359.16,425.39885127 +2015-11-27 17:00:00,357.2,359.91,359.58,359.06,319.29932218 +2015-11-27 16:00:00,354.58,360.0,355.52,359.58,343.53471751 +2015-11-27 15:00:00,352.34,356.55,353.6,355.59,311.14591296 +2015-11-27 14:00:00,351.58,359.94,359.46,353.61,309.25794539 +2015-11-27 13:00:00,355.27,359.67,358.8,359.46,216.97477528 +2015-11-27 12:00:00,353.53,359.04,356.07,358.7,206.52799979 +2015-11-27 11:00:00,352.0,363.79,363.79,355.36,338.65307708 +2015-11-27 10:00:00,355.91,364.46,357.79,363.8,593.48914425 +2015-11-27 09:00:00,355.66,362.0,358.25,357.79,240.49601269 +2015-11-27 08:00:00,350.49,359.0,350.76,358.09,303.79005321 +2015-11-27 07:00:00,348.04,351.97,351.35,350.33,95.96431481 +2015-11-27 06:00:00,351.19,352.68,352.33,351.33,142.14247566 +2015-11-27 05:00:00,350.26,352.78,350.6,352.4,199.00111422 +2015-11-27 04:00:00,347.96,351.7,349.16,350.58,220.14090967 +2015-11-27 03:00:00,349.16,353.19,351.07,349.16,215.12683954 +2015-11-27 02:00:00,351.02,354.93,354.92,351.1,203.27432346 +2015-11-27 01:00:00,349.71,354.99,350.05,354.91,242.94684151 +2015-11-27 00:00:00,350.01,353.65,352.56,350.05,283.34993418 +2015-11-26 23:00:00,350.2,357.31,351.09,352.57,448.57074872 +2015-11-26 22:00:00,348.65,352.0,349.14,351.09,211.26733891 +2015-11-26 21:00:00,345.89,350.03,347.28,349.15,275.41702274 +2015-11-26 20:00:00,343.96,347.64,345.48,347.21,275.44126485 +2015-11-26 19:00:00,341.65,350.13,350.11,346.0,630.39378857 +2015-11-26 18:00:00,347.4,350.46,348.54,350.12,377.0778348 +2015-11-26 17:00:00,344.04,348.63,344.04,348.54,656.00227754 +2015-11-26 16:00:00,339.96,347.68,346.55,344.04,560.44510306 +2015-11-26 15:00:00,340.49,351.46,350.85,346.99,491.71244271 +2015-11-26 14:00:00,350.0,354.79,354.24,350.81,534.47231563 +2015-11-26 13:00:00,349.88,358.02,351.84,354.41,1210.3486882 +2015-11-26 12:00:00,350.71,368.18,355.32,351.85,2858.90309144 +2015-11-26 11:00:00,347.02,355.68,347.47,355.41,943.46149828 +2015-11-26 10:00:00,341.58,349.75,341.61,347.51,681.50476796 +2015-11-26 09:00:00,338.0,341.8,339.99,341.61,402.70458049 +2015-11-26 08:00:00,336.9,340.0,336.96,340.0,445.96431949 +2015-11-26 07:00:00,333.22,337.01,333.22,336.97,548.62468067 +2015-11-26 06:00:00,332.05,333.49,332.29,333.21,172.87175637 +2015-11-26 05:00:00,332.0,334.0,333.57,332.29,234.94988015 +2015-11-26 04:00:00,332.27,333.88,332.27,333.57,453.80776786 +2015-11-26 03:00:00,331.63,332.28,331.64,332.27,243.66193629 +2015-11-26 02:00:00,331.42,332.86,331.42,331.65,333.98283068 +2015-11-26 01:00:00,330.65,334.36,332.5,331.41,415.11848027 +2015-11-26 00:00:00,328.98,332.5,328.99,332.49,617.04324533 +2015-11-25 23:00:00,327.96,328.99,327.99,328.98,306.82689882 +2015-11-25 22:00:00,327.65,328.95,328.54,328.04,309.01251768 +2015-11-25 21:00:00,327.46,330.06,330.03,328.54,381.90151184 +2015-11-25 20:00:00,328.08,330.03,328.08,330.03,515.17179045 +2015-11-25 19:00:00,324.82,328.19,325.24,328.08,788.10459729 +2015-11-25 18:00:00,324.9,325.32,325.32,325.24,330.2234178 +2015-11-25 17:00:00,324.99,325.88,325.62,325.32,290.50765042 +2015-11-25 16:00:00,324.96,325.88,325.16,325.61,286.86554078 +2015-11-25 15:00:00,324.07,325.27,324.53,325.17,246.86048511 +2015-11-25 14:00:00,324.49,325.41,325.4,324.52,287.02656436 +2015-11-25 13:00:00,325.29,326.21,326.2,325.7,281.79790625 +2015-11-25 12:00:00,325.25,327.01,326.66,326.21,427.99632337 +2015-11-25 11:00:00,318.67,327.76,318.87,326.65,1203.0256585 +2015-11-25 10:00:00,318.36,318.98,318.5,318.89,58.94323475 +2015-11-25 09:00:00,318.18,318.98,318.98,318.5,86.0997 +2015-11-25 08:00:00,318.62,318.98,318.96,318.91,71.4609 +2015-11-25 07:00:00,318.17,319.27,319.03,318.97,127.68751174 +2015-11-25 06:00:00,318.84,319.64,318.84,319.03,102.09457137 +2015-11-25 05:00:00,318.17,319.12,318.4,318.85,237.18954558 +2015-11-25 04:00:00,317.91,319.58,318.39,318.42,239.86596287 +2015-11-25 03:00:00,316.26,318.49,318.41,318.39,395.70611927 +2015-11-25 02:00:00,318.08,319.1,319.09,318.41,353.49137404 +2015-11-25 01:00:00,319.0,321.06,321.06,319.09,328.43327454 +2015-11-25 00:00:00,319.73,321.23,320.96,321.07,214.42110541 +2015-11-24 23:00:00,319.48,321.29,320.57,321.0,329.26026059 +2015-11-24 22:00:00,320.06,321.04,321.04,320.58,260.41515845 +2015-11-24 21:00:00,320.06,321.74,320.07,321.04,213.51582639 +2015-11-24 20:00:00,319.87,321.38,321.37,320.07,264.94179258 +2015-11-24 19:00:00,320.0,322.0,321.86,321.38,577.54734285 +2015-11-24 18:00:00,321.35,322.0,321.86,321.86,264.77706585 +2015-11-24 17:00:00,321.74,322.0,321.95,321.86,217.50727923 +2015-11-24 16:00:00,321.58,321.98,321.76,321.96,430.2446871 +2015-11-24 15:00:00,321.73,322.0,321.91,321.8,255.58 +2015-11-24 14:00:00,321.63,322.0,322.0,321.91,266.57374196 +2015-11-24 13:00:00,321.88,323.17,323.15,322.02,84.1438 +2015-11-24 12:00:00,322.26,323.15,322.59,323.15,106.52954499 +2015-11-24 11:00:00,322.19,323.15,322.2,322.59,57.4164 +2015-11-24 10:00:00,321.36,322.5,321.49,322.17,90.4323 +2015-11-24 09:00:00,321.38,322.35,322.02,321.49,95.79710099 +2015-11-24 08:00:00,321.07,322.38,322.38,322.03,133.58776245 +2015-11-24 07:00:00,321.71,322.65,321.72,322.38,93.46762 +2015-11-24 06:00:00,321.47,322.42,321.75,321.7,143.48489176 +2015-11-24 05:00:00,319.98,321.9,320.22,321.75,175.84412664 +2015-11-24 04:00:00,320.19,321.55,321.55,320.22,151.60514523 +2015-11-24 03:00:00,320.19,321.68,320.52,321.57,189.66572926 +2015-11-24 02:00:00,318.0,322.18,322.18,320.52,502.67432876 +2015-11-24 01:00:00,322.0,322.36,322.31,322.17,122.40137329 +2015-11-24 00:00:00,322.0,323.01,323.01,322.38,207.28934096 +2015-11-23 23:00:00,322.74,323.05,323.04,323.0,406.91150642 +2015-11-23 22:00:00,323.0,324.37,324.33,323.07,410.24190642 +2015-11-23 21:00:00,324.11,324.42,324.12,324.4,273.3741146 +2015-11-23 20:00:00,324.0,324.13,324.13,324.13,169.98104893 +2015-11-23 19:00:00,323.84,324.17,324.14,324.13,201.92507734 +2015-11-23 18:00:00,323.8,324.5,324.38,324.14,264.03246133 +2015-11-23 17:00:00,323.85,324.74,324.72,324.46,253.64684717 +2015-11-23 16:00:00,323.84,324.78,324.61,324.54,255.21668358 +2015-11-23 15:00:00,324.23,325.99,325.98,324.59,478.16968251 +2015-11-23 14:00:00,323.71,326.0,324.12,325.99,238.42113878 +2015-11-23 13:00:00,324.12,324.23,324.13,324.13,134.91324165 +2015-11-23 12:00:00,324.04,324.39,324.09,324.13,86.07659643 +2015-11-23 11:00:00,324.0,324.1,324.0,324.1,59.62659064 +2015-11-23 10:00:00,322.38,324.01,322.42,323.99,129.25552035 +2015-11-23 09:00:00,322.02,322.65,322.38,322.46,55.03136545 +2015-11-23 08:00:00,322.0,322.54,322.01,322.38,59.91610191 +2015-11-23 07:00:00,322.0,322.73,322.73,322.0,84.2766707 +2015-11-23 06:00:00,322.45,323.05,322.63,322.73,126.4447 +2015-11-23 05:00:00,322.48,323.04,322.86,322.78,179.80902437 +2015-11-23 04:00:00,322.84,323.26,323.04,322.84,297.31403128 +2015-11-23 03:00:00,323.0,323.97,323.95,323.03,149.32597905 +2015-11-23 02:00:00,323.17,324.17,323.2,323.94,140.13686009 +2015-11-23 01:00:00,322.87,323.82,323.63,323.22,158.98319426 +2015-11-23 00:00:00,323.41,323.97,323.72,323.56,184.33427882 +2015-11-22 23:00:00,323.38,323.92,323.92,323.71,240.68690486 +2015-11-22 22:00:00,323.89,325.04,325.03,323.9,319.5450556 +2015-11-22 21:00:00,323.28,325.05,323.48,325.03,146.81830691 +2015-11-22 20:00:00,322.67,323.49,322.67,323.48,167.62871644 +2015-11-22 19:00:00,322.26,323.52,323.51,322.67,169.14967321 +2015-11-22 18:00:00,322.83,323.53,322.83,323.5,109.51533686 +2015-11-22 17:00:00,322.09,323.02,322.12,322.84,152.28968108 +2015-11-22 16:00:00,321.22,322.62,321.88,322.16,238.59172123 +2015-11-22 15:00:00,321.85,322.51,322.5,321.89,129.18758904 +2015-11-22 14:00:00,321.01,322.6,321.05,322.49,180.52212865 +2015-11-22 13:00:00,321.0,322.73,322.61,321.04,195.62682423 +2015-11-22 12:00:00,322.4,323.01,322.67,322.6,168.97912101 +2015-11-22 11:00:00,322.52,326.13,325.72,322.64,196.4097437 +2015-11-22 10:00:00,325.51,326.03,325.86,325.72,15.54355754 +2015-11-22 09:00:00,325.54,326.39,326.39,325.85,28.56657889 +2015-11-22 08:00:00,326.02,326.5,326.02,326.39,63.86790482 +2015-11-22 07:00:00,325.14,326.03,325.22,326.03,65.86045088 +2015-11-22 06:00:00,325.01,325.84,325.84,325.22,63.1345702 +2015-11-22 05:00:00,325.86,326.92,326.73,325.88,114.79308486 +2015-11-22 04:00:00,325.96,326.98,326.51,326.73,144.93071421 +2015-11-22 03:00:00,326.09,326.67,326.18,326.51,82.20482031 +2015-11-22 02:00:00,326.15,326.76,326.69,326.3,163.83312068 +2015-12-17 01:00:00,447.0,452.19,452.19,449.41,604.83045051 +2015-12-17 00:00:00,451.13,453.96,453.96,451.78,320.64330644 +2015-12-16 23:00:00,452.2,453.97,453.63,453.97,259.90612768 +2015-12-16 22:00:00,452.2,455.97,455.34,453.63,336.06842681 +2015-12-16 21:00:00,452.55,456.2,453.72,455.43,513.04794996 +2015-12-16 20:00:00,451.19,454.95,454.19,453.72,374.09458411 +2015-12-16 19:00:00,445.48,456.0,452.79,454.2,1317.70546609 +2015-12-16 18:00:00,452.03,454.0,453.76,452.62,511.03085819 +2015-12-16 17:00:00,451.2,454.5,453.86,453.67,869.83460672 +2015-12-16 16:00:00,452.5,457.62,455.28,453.85,2641.07240458 +2015-12-16 15:00:00,451.79,455.7,453.39,455.3,2689.17344435 +2015-12-16 14:00:00,448.91,454.96,451.75,453.61,2601.26827734 +2015-12-16 13:00:00,450.59,458.34,457.52,451.71,3754.89511588 +2015-12-16 12:00:00,455.32,460.47,458.98,457.53,5522.10725141 +2015-12-16 11:00:00,454.65,459.21,456.97,459.0,3228.787126 +2015-12-16 10:00:00,454.66,460.15,459.76,457.14,3443.92127076 +2015-12-16 09:00:00,453.34,461.11,453.91,459.75,2015.86081396 +2015-12-16 08:00:00,453.51,455.9,454.02,453.89,752.80556301 +2015-12-16 07:00:00,453.01,454.32,453.02,454.0,142.07248427 +2015-12-16 06:00:00,449.29,453.06,452.94,453.0,425.27577645 +2015-12-16 05:00:00,447.67,453.85,451.03,452.85,348.24080805 +2015-12-16 04:00:00,440.0,453.93,447.98,451.02,1856.20644021 +2015-12-16 03:00:00,445.98,463.28,463.03,445.98,683.06289464 +2015-12-16 02:00:00,460.38,463.32,460.98,463.03,336.53682575 +2015-12-16 01:00:00,457.5,463.61,463.32,461.0,556.46922736 +2015-12-16 00:00:00,458.03,464.73,464.5,463.5,799.68087642 +2015-12-15 23:00:00,460.61,464.95,463.09,464.27,482.65618781 +2015-12-15 22:00:00,461.17,464.67,462.7,463.1,448.31822672 +2015-12-15 21:00:00,459.35,462.69,459.7,462.68,493.4963743 +2015-12-15 20:00:00,458.5,460.6,459.99,459.7,518.9810064 +2015-12-15 19:00:00,456.92,460.42,459.72,459.99,408.76391207 +2015-12-15 18:00:00,458.77,461.13,459.53,459.81,434.08757316 +2015-12-15 17:00:00,457.99,462.05,461.68,459.57,428.82431637 +2015-12-15 16:00:00,460.33,463.63,460.51,461.67,556.99113952 +2015-12-15 15:00:00,457.97,461.88,457.98,460.5,462.67716493 +2015-12-15 14:00:00,456.87,458.83,458.83,458.0,403.05037347 +2015-12-15 13:00:00,453.87,459.76,454.4,458.82,349.65126526 +2015-12-15 12:00:00,452.37,455.85,454.32,454.43,233.10624953 +2015-12-15 11:00:00,454.01,455.77,455.41,454.32,114.96399211 +2015-12-15 10:00:00,452.37,455.48,454.52,455.38,186.41040421 +2015-12-15 09:00:00,453.42,458.52,457.67,454.52,199.02585841 +2015-12-15 08:00:00,456.57,459.93,459.33,457.67,312.48159724 +2015-12-15 07:00:00,456.07,460.0,457.07,459.32,469.35599368 +2015-12-15 06:00:00,454.82,459.37,454.94,457.17,500.61524557 +2015-12-15 05:00:00,452.9,456.54,453.73,455.02,342.80354813 +2015-12-15 04:00:00,451.02,453.99,452.98,453.73,347.77294542 +2015-12-15 03:00:00,451.0,458.51,454.19,453.01,945.78998019 +2015-12-15 02:00:00,450.5,458.8,451.49,454.19,981.86307792 +2015-12-15 01:00:00,447.85,452.73,450.13,451.48,585.75000658 +2015-12-15 00:00:00,443.76,450.43,444.03,450.12,800.73041762 +2015-12-14 23:00:00,441.35,444.55,442.37,444.01,247.4347171 +2015-12-14 22:00:00,440.36,443.5,441.27,442.67,347.12250667 +2015-12-14 21:00:00,441.27,446.0,443.4,441.27,488.72221702 +2015-12-14 20:00:00,435.61,443.98,443.84,443.34,1049.78051992 +2015-12-14 19:00:00,443.61,446.27,445.94,443.93,90.33922505 +2015-12-14 18:00:00,445.76,446.34,446.24,445.98,188.46780281 +2015-12-14 17:00:00,446.22,447.63,447.63,446.24,82.16167618 +2015-12-14 16:00:00,442.8,447.8,442.8,447.64,210.01157701 +2015-12-14 15:00:00,439.0,448.24,445.39,442.8,19516.16222641 +2015-12-14 14:00:00,441.03,447.0,444.3,445.27,22084.20299077 +2015-12-14 13:00:00,441.77,447.25,445.9,443.9,25976.68604217 +2015-12-14 12:00:00,440.03,447.23,442.81,445.77,31505.46125301 +2015-12-14 11:00:00,435.0,450.0,445.41,442.26,29311.16669818 +2015-12-14 10:00:00,435.55,447.33,441.07,444.5,26298.36025534 +2015-12-14 09:00:00,434.91,445.18,439.12,438.96,5531.44188556 +2015-12-14 08:00:00,437.92,439.13,439.03,439.11,230.34009177 +2015-12-14 07:00:00,438.01,439.13,438.01,438.87,97.68279825 +2015-12-14 06:00:00,437.76,438.36,437.89,437.99,174.98498456 +2015-12-14 05:00:00,437.87,439.32,438.45,437.9,153.69716805 +2015-12-14 04:00:00,436.81,438.5,437.93,438.46,143.72390485 +2015-12-14 03:00:00,437.23,438.99,438.19,438.21,250.58344514 +2015-12-14 02:00:00,435.05,438.81,437.17,438.19,301.27266883 +2015-12-14 01:00:00,435.01,437.68,436.0,437.35,371.23419792 +2015-12-14 00:00:00,429.12,437.08,433.38,436.01,891.77018621 +2015-12-13 23:00:00,432.27,437.24,435.61,433.83,554.63061872 +2015-12-13 22:00:00,434.49,438.37,437.78,435.63,249.6942752 +2015-12-13 21:00:00,432.1,440.13,439.78,438.14,718.48038339 +2015-12-13 20:00:00,438.2,443.83,442.06,439.81,509.4091825 +2015-12-13 19:00:00,439.39,442.06,439.96,442.06,309.31394661 +2015-12-13 18:00:00,439.7,440.78,440.4,440.02,231.04566173 +2015-12-13 17:00:00,438.3,441.03,441.03,440.37,227.55246008 +2015-12-13 16:00:00,437.51,441.09,438.13,441.03,263.75802413 +2015-12-13 15:00:00,435.0,441.23,441.06,438.78,209.10504163 +2015-12-13 14:00:00,435.76,441.07,436.13,441.07,212.63932258 +2015-12-13 13:00:00,434.65,436.81,435.67,436.2,173.55822162 +2015-12-13 12:00:00,433.73,435.97,435.05,435.67,227.98168799 +2015-12-13 11:00:00,433.84,435.37,433.85,435.02,39.62965711 +2015-12-13 10:00:00,432.53,434.29,434.29,433.85,141.31025355 +2015-12-13 09:00:00,433.16,436.19,436.1,434.32,179.72482821 +2015-12-13 08:00:00,433.39,436.1,433.4,436.05,158.1463758 +2015-12-13 07:00:00,432.63,433.99,433.72,433.4,109.79696735 +2015-12-13 06:00:00,432.2,434.82,434.41,433.76,209.40670759 +2015-12-13 05:00:00,429.96,434.99,431.04,434.41,296.94915348 +2015-12-13 04:00:00,419.42,435.2,435.2,430.93,759.30084251 +2015-12-13 03:00:00,435.0,439.01,438.15,435.35,207.43981871 +2015-12-13 02:00:00,434.7,438.15,435.36,438.15,198.76393929 +2015-12-13 01:00:00,434.01,437.55,436.87,435.41,199.33109826 +2015-12-13 00:00:00,432.58,437.42,436.9,436.87,334.52013189 +2015-12-12 23:00:00,432.67,438.13,432.92,436.87,442.92356359 +2015-12-12 22:00:00,425.36,432.93,426.7,432.92,607.68638947 +2015-12-12 21:00:00,424.79,428.94,428.1,426.75,363.56062903 +2015-12-12 20:00:00,424.2,429.32,429.32,428.1,267.37440109 +2015-12-12 19:00:00,426.51,430.3,426.51,429.32,307.04491586 +2015-12-12 18:00:00,424.46,431.81,431.07,426.5,335.90822215 +2015-12-12 17:00:00,428.4,431.8,429.88,431.2,155.09988228 +2015-12-12 16:00:00,424.28,432.17,424.34,430.32,379.89451602 +2015-12-12 15:00:00,423.36,426.56,424.64,424.46,274.19843061 +2015-12-12 14:00:00,424.14,428.08,424.76,425.92,181.6058461 +2015-12-12 13:00:00,420.46,433.08,431.6,424.36,841.15734828 +2015-12-12 12:00:00,431.2,437.16,432.41,431.61,893.5262197 +2015-12-12 11:00:00,430.0,435.23,431.71,433.3,694.97130368 +2015-12-12 10:00:00,422.82,436.62,423.19,431.92,908.31391413 +2015-12-12 09:00:00,420.92,425.86,423.52,423.19,1218.58132697 +2015-12-12 08:00:00,421.64,431.42,427.51,423.61,962.46084933 +2015-12-12 07:00:00,421.44,430.68,424.09,427.5,2903.96415014 +2015-12-12 06:00:00,407.4,426.41,413.31,424.09,1261.89770659 +2015-12-12 05:00:00,403.0,434.06,427.61,412.25,2838.11721064 +2015-12-12 04:00:00,421.37,466.34,466.33,427.63,5217.61938712 +2015-12-12 03:00:00,461.96,469.34,463.83,466.34,1145.68800193 +2015-12-12 02:00:00,446.0,465.9,453.55,463.86,3743.6175324 +2015-12-12 01:00:00,442.38,454.96,451.5,453.51,3097.02149221 +2015-12-12 00:00:00,448.0,452.95,452.95,452.12,483.13772506 +2015-12-11 23:00:00,446.63,453.13,448.12,452.95,725.88599264 +2015-12-11 22:00:00,443.57,450.39,449.74,448.13,713.91954694 +2015-12-11 21:00:00,444.44,451.91,450.53,449.9,815.25285686 +2015-12-11 20:00:00,444.25,452.73,445.25,450.72,1529.18699361 +2015-12-11 19:00:00,442.13,448.95,443.71,445.26,1232.80691775 +2015-12-11 18:00:00,438.87,444.28,439.62,443.74,895.7745787 +2015-12-11 17:00:00,436.1,441.16,436.77,439.72,579.35603428 +2015-12-11 16:00:00,435.48,439.56,435.5,436.66,780.18759332 +2015-12-11 15:00:00,433.1,435.5,433.5,435.5,436.78218546 +2015-12-11 14:00:00,433.1,435.91,435.36,433.5,574.89075008 +2015-12-11 13:00:00,432.01,436.0,434.66,435.35,542.90805354 +2015-12-11 12:00:00,433.78,436.05,434.28,434.72,461.80077554 +2015-12-11 11:00:00,433.14,438.0,436.76,434.28,302.63588033 +2015-12-11 10:00:00,432.14,436.98,433.75,436.77,355.14569902 +2015-12-11 09:00:00,431.17,434.68,434.67,433.75,385.91526794 +2015-12-11 08:00:00,420.83,434.69,420.83,434.69,746.45222116 +2015-12-11 07:00:00,420.57,422.44,422.23,420.61,223.78910798 +2015-12-11 06:00:00,420.9,422.25,422.2,422.22,224.62685332 +2015-12-11 05:00:00,420.79,425.3,424.19,422.33,514.29757324 +2015-12-11 04:00:00,422.73,425.0,422.73,424.19,399.95111482 +2015-12-11 03:00:00,419.86,423.0,419.86,422.73,376.91965557 +2015-12-11 02:00:00,418.49,419.95,418.97,419.84,290.54901796 +2015-12-11 01:00:00,416.22,419.95,416.9,418.88,382.1738149 +2015-12-11 00:00:00,415.67,417.53,415.68,416.97,152.35396118 +2015-12-10 23:00:00,415.63,417.06,415.64,415.68,306.06166795 +2015-12-10 22:00:00,415.39,418.53,416.88,415.64,484.1327311 +2015-12-10 21:00:00,414.5,417.47,415.43,416.92,507.65864732 +2015-12-10 20:00:00,408.0,416.0,415.6,415.42,548.914841 +2015-12-10 19:00:00,415.0,415.99,415.7,415.81,330.35406165 +2015-12-10 18:00:00,415.44,416.37,416.14,415.65,210.79601839 +2015-12-10 17:00:00,414.75,416.38,415.42,416.25,265.00725899 +2015-12-10 16:00:00,414.25,415.74,414.33,415.42,291.50969892 +2015-12-10 15:00:00,413.43,417.93,417.56,414.33,445.26648669 +2015-12-10 14:00:00,417.23,418.36,418.25,417.51,373.3959028 +2015-12-10 13:00:00,414.1,418.45,414.1,418.24,570.78611022 +2015-12-10 12:00:00,413.5,415.2,414.06,414.11,267.32518437 +2015-12-10 11:00:00,413.18,415.01,415.01,414.36,106.41892879 +2015-12-10 10:00:00,414.25,415.68,414.66,415.0,168.57641763 +2015-12-10 09:00:00,414.58,415.0,414.76,414.72,91.23277398 +2015-12-10 08:00:00,412.62,414.78,413.59,414.78,115.14244136 +2015-12-10 07:00:00,411.3,413.6,412.37,413.59,119.52120769 +2015-12-10 06:00:00,411.6,413.34,411.87,412.36,124.77780083 +2015-12-10 05:00:00,411.5,414.97,414.93,411.83,275.8820503 +2015-12-10 04:00:00,414.21,414.97,414.92,414.92,142.34729347 +2015-12-10 03:00:00,414.12,416.15,415.77,414.92,294.91263839 +2015-12-10 02:00:00,414.12,416.11,416.11,415.7,377.74825217 +2015-12-10 01:00:00,415.48,417.53,415.6,416.11,272.75037191 +2015-12-10 00:00:00,414.87,419.5,418.39,415.65,427.31945072 +2015-12-09 23:00:00,416.59,418.4,417.25,418.39,231.59773901 +2015-12-09 22:00:00,415.01,417.43,416.49,417.24,371.02029221 +2015-12-09 21:00:00,411.04,417.2,412.46,416.5,558.86291532 +2015-12-09 20:00:00,410.2,412.99,412.99,412.41,445.11415677 +2015-12-09 19:00:00,405.4,413.7,410.9,413.12,553.4076658 +2015-12-09 18:00:00,401.0,413.94,409.8,410.91,650.85239848 +2015-12-09 17:00:00,401.0,412.22,406.38,409.84,1215.56976838 +2015-12-09 16:00:00,406.0,413.8,413.43,406.55,817.53892587 +2015-12-09 15:00:00,412.2,419.74,419.25,413.8,387.93031128 +2015-12-09 14:00:00,417.74,420.0,418.34,419.74,387.97872779 +2015-12-09 13:00:00,414.94,419.5,417.73,418.23,447.82172351 +2015-12-09 12:00:00,412.0,420.0,419.16,415.51,446.17794841 +2015-12-09 11:00:00,415.62,420.0,418.77,419.19,263.2751565 +2015-12-09 10:00:00,416.96,420.0,417.28,418.86,198.36169913 +2015-12-09 09:00:00,415.0,419.1,417.31,417.28,141.85606656 +2015-12-09 08:00:00,412.04,417.91,417.19,417.32,223.60214815 +2015-12-09 07:00:00,414.03,419.3,414.03,417.37,197.21290363 +2015-12-09 06:00:00,412.42,425.0,417.75,414.03,945.60357728 +2015-12-09 05:00:00,412.0,418.94,416.55,417.76,687.68177656 +2015-12-09 04:00:00,412.11,419.8,419.67,416.56,639.59847675 +2015-12-09 03:00:00,412.0,420.0,415.86,419.09,937.41976572 +2015-12-09 02:00:00,410.0,419.0,413.33,416.0,1008.94528781 +2015-12-09 01:00:00,406.27,415.94,415.13,413.3,948.08418535 +2015-12-09 00:00:00,410.53,418.99,417.84,415.13,1122.99267778 +2015-12-08 23:00:00,395.13,418.94,395.34,418.94,2360.52230182 +2015-12-08 22:00:00,393.55,396.3,395.9,395.35,264.51059176 +2015-12-08 21:00:00,394.0,396.0,395.48,395.96,264.68914961 +2015-12-08 20:00:00,393.76,395.79,395.5,395.48,468.26869273 +2015-12-08 19:00:00,393.8,395.5,394.98,395.5,478.21364521 +2015-12-08 18:00:00,394.01,395.01,395.01,394.99,233.12139054 +2015-12-08 17:00:00,393.81,395.72,394.64,395.01,299.67798515 +2015-12-08 16:00:00,393.45,395.0,393.6,394.64,211.90617484 +2015-12-08 15:00:00,393.0,395.95,394.53,393.6,260.80662826 +2015-12-08 14:00:00,394.5,396.0,395.59,394.51,253.71413415 +2015-12-08 13:00:00,393.09,395.63,395.45,395.6,192.30718402 +2015-12-08 12:00:00,392.44,396.0,395.94,395.45,342.91642406 +2015-12-08 11:00:00,389.5,396.0,394.74,395.95,207.73578217 +2015-12-08 10:00:00,386.69,395.98,395.97,394.75,391.73119204 +2015-12-08 09:00:00,394.99,396.0,395.5,395.97,140.01612 +2015-12-08 08:00:00,392.23,395.67,392.95,395.49,121.72390751 +2015-12-08 07:00:00,392.23,393.96,393.21,392.95,81.3181479 +2015-12-08 06:00:00,387.51,393.34,393.16,393.19,300.80459371 +2015-12-08 05:00:00,391.13,395.0,394.92,393.71,307.89232766 +2015-12-08 04:00:00,394.5,395.77,395.01,394.9,196.02683679 +2015-12-08 03:00:00,393.0,395.05,393.85,394.98,242.94705609 +2015-12-08 02:00:00,391.13,394.2,393.88,393.91,228.21592547 +2015-12-08 01:00:00,392.21,395.0,394.39,393.73,234.26339037 +2015-12-08 00:00:00,391.46,394.8,394.73,394.43,181.49499016 +2015-12-07 23:00:00,390.18,395.88,395.35,394.73,360.8164737 +2015-12-07 22:00:00,391.0,396.0,393.54,395.35,514.45968084 +2015-12-07 21:00:00,390.58,395.0,390.6,393.55,377.955465 +2015-12-07 20:00:00,390.05,395.38,395.17,390.6,589.95746019 +2015-12-07 19:00:00,393.41,396.97,396.0,393.56,348.8692642 +2015-12-07 18:00:00,393.85,397.0,394.09,395.99,367.41844779 +2015-12-07 17:00:00,393.0,394.8,394.77,394.0,269.28399241 +2015-12-07 16:00:00,390.14,395.99,392.78,394.12,442.52133222 +2015-12-07 15:00:00,390.16,397.0,393.66,392.77,620.16350285 +2015-12-07 14:00:00,389.0,396.0,395.45,393.7,346.25748682 +2015-12-07 13:00:00,388.7,397.08,396.74,395.47,496.88502439 +2015-12-07 12:00:00,385.0,397.57,393.84,396.54,555.85630743 +2015-12-07 11:00:00,388.22,394.83,393.57,393.85,131.61031795 +2015-12-07 10:00:00,388.11,394.0,392.0,393.67,251.3290303 +2015-12-07 09:00:00,388.33,392.0,389.17,392.0,67.99665822 +2015-12-07 08:00:00,386.0,391.0,390.98,390.24,89.23822597 +2015-12-07 07:00:00,385.19,391.0,386.77,390.99,156.40874048 +2015-12-07 06:00:00,385.11,390.0,387.4,387.27,179.36838226 +2015-12-07 05:00:00,385.01,389.0,388.18,387.39,169.98716913 +2015-12-07 04:00:00,387.64,391.22,390.03,387.87,188.38879988 +2015-12-07 03:00:00,389.42,392.24,391.59,390.18,184.85940807 +2015-12-07 02:00:00,388.99,392.84,390.73,391.74,215.36218051 +2015-12-07 01:00:00,388.11,391.0,388.44,391.0,243.22363422 +2015-12-07 00:00:00,383.0,388.98,387.53,388.42,409.92335795 +2015-12-06 23:00:00,386.0,394.0,393.58,387.55,352.68119647 +2015-12-06 22:00:00,392.01,395.0,395.0,393.45,166.10102358 +2015-12-06 21:00:00,392.0,395.48,393.99,394.99,190.85851692 +2015-12-06 20:00:00,390.95,395.66,393.35,393.68,217.52900296 +2015-12-06 19:00:00,390.59,397.86,391.72,393.48,437.33099641 +2015-12-06 18:00:00,389.4,392.5,390.85,391.47,343.94202933 +2015-12-06 17:00:00,387.0,394.45,393.46,390.57,278.18122324 +2015-12-06 16:00:00,385.0,394.03,392.09,393.4,365.00691012 +2015-12-06 15:00:00,388.29,393.84,388.3,392.1,285.60812181 +2015-12-06 14:00:00,384.33,389.87,385.48,388.3,249.40010272 +2015-12-06 13:00:00,375.22,388.44,386.39,385.49,336.45456457 +2015-12-06 12:00:00,383.51,389.9,389.9,386.39,295.9370518 +2015-12-06 11:00:00,388.48,391.92,391.92,389.9,75.49612731 +2015-12-06 10:00:00,385.0,391.97,391.84,391.97,278.85982382 +2015-12-06 09:00:00,391.33,394.97,394.0,391.72,159.04754527 +2015-12-06 08:00:00,388.0,395.23,389.27,393.99,358.73100226 +2015-12-06 07:00:00,386.1,397.6,397.6,389.21,829.56697104 +2015-12-06 06:00:00,396.0,398.0,398.0,397.85,372.96350614 +2015-12-06 05:00:00,393.6,401.01,393.82,398.0,955.55892544 +2015-12-06 04:00:00,392.03,395.68,393.5,393.8,306.62347774 +2015-12-06 03:00:00,390.17,395.21,391.06,393.5,479.08779348 +2015-12-06 02:00:00,387.0,395.26,395.24,391.2,690.2242755 +2015-12-06 01:00:00,388.31,396.0,391.0,395.25,678.81779844 +2015-12-06 00:00:00,387.87,397.0,388.03,390.97,935.69684859 +2015-12-05 23:00:00,386.61,390.0,389.99,387.99,656.14565565 +2015-12-05 22:00:00,376.43,390.0,377.32,389.99,900.27856338 +2015-12-05 21:00:00,377.01,378.36,377.13,377.33,395.43011485 +2015-12-05 20:00:00,376.0,378.5,378.43,377.19,327.62458654 +2015-12-05 19:00:00,377.15,379.25,377.71,378.51,299.2761389 +2015-12-05 18:00:00,377.17,378.74,377.2,377.56,198.75222193 +2015-12-05 17:00:00,377.0,379.91,378.98,377.17,352.06887078 +2015-12-05 16:00:00,377.89,379.25,378.26,379.04,174.39626102 +2015-12-05 15:00:00,377.18,379.78,378.23,378.14,331.56806533 +2015-12-05 14:00:00,373.57,379.63,375.56,377.48,431.38572005 +2015-12-05 13:00:00,375.21,378.93,378.17,375.5,165.1881815 +2015-12-05 12:00:00,376.5,383.0,380.55,378.1,394.74964506 +2015-12-05 11:00:00,378.0,382.45,378.0,380.55,744.23752613 +2015-12-05 10:00:00,372.67,378.0,372.67,378.0,243.63468735 +2015-12-05 09:00:00,371.4,372.54,372.16,372.54,64.44123459 +2015-12-05 08:00:00,370.36,372.2,371.37,372.2,139.93807037 +2015-12-05 07:00:00,371.23,372.18,371.23,371.23,242.20916304 +2015-12-05 06:00:00,371.23,371.24,371.24,371.24,86.14963523 +2015-12-05 05:00:00,368.74,372.66,371.53,371.23,324.67310282 +2015-12-05 04:00:00,370.56,374.0,370.56,371.51,445.92865222 +2015-12-05 03:00:00,368.38,371.24,368.41,370.55,836.8845053 +2015-12-05 02:00:00,368.12,369.98,369.6,368.39,304.16519874 +2015-12-05 01:00:00,365.06,369.87,365.53,369.61,408.39239196 +2015-12-05 00:00:00,363.97,365.98,363.98,365.64,264.33410811 +2015-12-04 23:00:00,361.92,364.0,362.53,363.98,204.14197418 +2015-12-04 22:00:00,362.39,364.29,362.99,362.64,391.96755014 +2015-12-04 21:00:00,361.05,363.0,362.39,363.0,483.18764655 +2015-12-04 20:00:00,362.28,363.39,362.99,362.4,448.61978444 +2015-12-04 19:00:00,362.41,363.01,362.96,363.0,294.60227283 +2015-12-04 18:00:00,361.07,362.98,361.2,362.91,374.88813242 +2015-12-04 17:00:00,361.02,363.78,362.57,361.15,356.53501245 +2015-12-04 16:00:00,362.51,363.96,362.71,362.51,272.94891267 +2015-12-04 15:00:00,362.51,364.85,363.92,362.71,196.54060309 +2015-12-04 14:00:00,360.62,364.31,361.5,363.92,241.50497801 +2015-12-29 13:00:00,422.5,423.8,423.37,422.75,145.00513181 +2015-12-29 12:00:00,422.23,423.93,423.26,423.37,299.95632931 +2015-12-29 11:00:00,422.66,423.7,422.92,423.18,43.39285402 +2015-12-29 10:00:00,422.15,423.03,422.17,422.84,129.27277787 +2015-12-29 09:00:00,420.19,422.37,420.49,422.16,63.47511826 +2015-12-29 08:00:00,419.31,423.08,423.02,420.51,163.66345843 +2015-12-29 07:00:00,421.54,423.91,422.99,423.0,209.00081142 +2015-12-29 06:00:00,420.36,423.0,422.36,422.99,92.38404083 +2015-12-29 05:00:00,421.74,423.59,423.43,422.31,157.34000069 +2015-12-29 04:00:00,422.28,423.94,423.76,423.47,313.18084451 +2015-12-29 03:00:00,423.22,424.62,424.51,423.86,153.12282303 +2015-12-29 02:00:00,423.52,425.21,424.91,424.15,172.00550517 +2015-12-29 01:00:00,424.54,425.41,424.59,424.92,230.07594709 +2015-12-29 00:00:00,421.92,424.87,421.94,424.58,194.99286908 +2015-12-28 23:00:00,421.22,421.94,421.34,421.94,325.12324653 +2015-12-28 22:00:00,418.0,421.34,419.22,421.33,283.83571037 +2015-12-28 21:00:00,418.28,419.35,418.99,419.22,309.49882427 +2015-12-28 20:00:00,418.0,420.85,419.69,418.99,340.73047365 +2015-12-28 19:00:00,418.56,422.98,422.98,419.87,951.37992014 +2015-12-28 18:00:00,422.88,423.9,423.6,422.98,344.26692683 +2015-12-28 17:00:00,422.78,423.6,422.8,423.6,228.83110123 +2015-12-28 16:00:00,422.6,424.59,424.03,422.79,327.79373446 +2015-12-28 15:00:00,423.74,425.73,425.73,424.09,145.35460488 +2015-12-28 14:00:00,424.24,426.0,424.25,425.73,213.77356385 +2015-12-28 13:00:00,423.23,424.35,424.11,424.25,287.6107551 +2015-12-28 12:00:00,422.93,426.91,426.41,424.02,400.12910048 +2015-12-28 11:00:00,425.05,426.5,425.56,426.4,90.89826066 +2015-12-28 10:00:00,424.8,426.5,425.19,425.41,86.94894944 +2015-12-28 09:00:00,422.61,428.37,428.37,425.15,391.86758769 +2015-12-28 08:00:00,427.47,429.9,429.9,428.37,272.74492223 +2015-12-28 07:00:00,428.92,429.9,429.48,429.9,224.80095297 +2015-12-28 06:00:00,428.54,429.9,428.7,429.47,94.04849296 +2015-12-28 05:00:00,428.52,429.89,429.64,428.68,219.33180989 +2015-12-28 04:00:00,426.71,429.81,429.81,429.48,364.48760112 +2015-12-28 03:00:00,428.68,429.9,429.65,429.84,264.76588995 +2015-12-28 02:00:00,428.98,429.9,428.99,429.66,203.04089829 +2015-12-28 01:00:00,427.67,429.0,429.0,428.99,230.89997696 +2015-12-28 00:00:00,424.73,429.0,424.73,429.0,327.45469091 +2015-12-27 23:00:00,423.0,426.0,425.99,424.72,189.21403796 +2015-12-27 22:00:00,422.68,426.85,424.0,426.0,187.64731075 +2015-12-27 21:00:00,423.16,424.0,423.99,424.0,297.13295023 +2015-12-27 20:00:00,420.45,424.91,422.12,424.0,237.15191698 +2015-12-27 19:00:00,420.99,422.44,420.99,422.12,137.92376463 +2015-12-27 18:00:00,419.94,421.3,420.57,420.92,147.39885507 +2015-12-27 17:00:00,419.53,422.3,420.74,420.72,156.98782595 +2015-12-27 16:00:00,418.02,422.07,421.04,420.68,258.75372015 +2015-12-27 15:00:00,419.68,425.76,423.47,420.91,293.02789609 +2015-12-27 14:00:00,420.0,424.31,420.69,422.96,125.84892153 +2015-12-27 13:00:00,420.38,423.84,421.27,420.68,102.78431005 +2015-12-27 12:00:00,420.07,429.17,429.08,421.34,296.36787377 +2015-12-27 11:00:00,428.14,429.85,428.15,429.15,127.10447679 +2015-12-27 10:00:00,424.21,428.26,424.54,428.14,132.90388019 +2015-12-27 09:00:00,419.16,424.85,420.84,424.55,140.91981687 +2015-12-27 08:00:00,420.0,424.55,423.58,420.96,79.81095441 +2015-12-27 07:00:00,420.98,426.23,425.77,423.57,182.80738809 +2015-12-27 06:00:00,420.59,427.9,420.59,425.76,384.8995111 +2015-12-27 05:00:00,419.0,422.29,421.79,420.6,156.04226236 +2015-12-27 04:00:00,421.68,424.64,424.48,421.78,207.98795503 +2015-12-27 03:00:00,422.14,425.4,425.4,424.51,216.11221802 +2015-12-27 02:00:00,412.4,425.4,414.65,425.4,392.16887876 +2015-12-27 01:00:00,412.02,417.44,413.37,414.69,514.55111953 +2015-12-27 00:00:00,410.02,419.82,419.41,413.97,603.42899529 +2015-12-26 23:00:00,417.18,420.98,418.03,419.41,364.91088085 +2015-12-26 22:00:00,417.0,423.4,418.0,418.02,587.16414896 +2015-12-26 21:00:00,412.78,426.62,426.62,417.85,815.84937691 +2015-12-26 20:00:00,422.01,427.88,426.84,426.62,234.07562286 +2015-12-26 19:00:00,420.0,427.98,423.81,426.58,450.97896288 +2015-12-26 18:00:00,420.0,428.3,426.07,423.83,431.36339744 +2015-12-26 17:00:00,410.0,428.0,414.34,426.0,1347.67921101 +2015-12-26 16:00:00,413.7,426.59,426.53,416.03,1039.324252 +2015-12-26 15:00:00,424.5,427.7,427.7,426.56,487.23145456 +2015-12-26 14:00:00,421.36,428.28,421.37,427.7,406.90055657 +2015-12-26 13:00:00,420.0,428.69,428.27,422.1,485.28133513 +2015-12-26 12:00:00,418.97,428.81,426.49,428.32,801.71554565 +2015-12-26 11:00:00,423.46,430.79,424.29,426.77,974.66967205 +2015-12-26 10:00:00,420.62,442.56,435.01,424.11,1628.33690083 +2015-12-26 09:00:00,435.0,439.49,439.48,435.0,418.46719338 +2015-12-26 08:00:00,438.21,443.0,443.0,439.48,514.42454939 +2015-12-26 07:00:00,442.07,443.0,442.07,443.0,164.56113316 +2015-12-26 06:00:00,442.06,445.0,442.67,442.07,362.10615037 +2015-12-26 05:00:00,440.54,446.59,446.59,442.66,537.21134489 +2015-12-26 04:00:00,442.79,449.89,448.18,446.59,416.92281128 +2015-12-26 03:00:00,445.29,455.61,455.34,448.21,432.56233242 +2015-12-26 02:00:00,452.34,456.0,456.0,455.26,295.82788266 +2015-12-26 01:00:00,455.96,458.23,458.22,455.96,116.82667093 +2015-12-26 00:00:00,455.53,458.29,455.82,458.23,190.84126227 +2015-12-25 23:00:00,455.61,456.14,456.14,455.84,101.23004255 +2015-12-25 22:00:00,455.67,456.3,456.0,456.14,95.11822632 +2015-12-25 21:00:00,455.77,456.0,455.85,456.0,72.99832185 +2015-12-25 20:00:00,455.25,455.97,455.6,455.89,163.52934702 +2015-12-25 19:00:00,455.37,456.0,456.0,455.66,153.38574803 +2015-12-25 18:00:00,454.36,456.18,454.37,456.0,160.58240977 +2015-12-25 17:00:00,454.01,454.37,454.29,454.35,84.70286976 +2015-12-25 16:00:00,453.56,454.37,454.0,454.2,107.29045885 +2015-12-25 15:00:00,453.92,454.69,454.27,453.93,101.16764733 +2015-12-25 14:00:00,452.55,454.3,452.55,454.24,63.70681999 +2015-12-25 13:00:00,451.69,452.65,451.69,452.55,109.53361371 +2015-12-25 12:00:00,451.29,452.74,452.74,451.7,158.46837435 +2015-12-25 11:00:00,452.7,454.09,453.55,452.74,81.06087027 +2015-12-25 10:00:00,452.62,454.01,454.01,453.55,120.55513774 +2015-12-25 09:00:00,453.5,454.57,453.51,454.0,49.48731371 +2015-12-25 08:00:00,450.01,458.08,457.96,453.5,584.29332715 +2015-12-25 07:00:00,457.71,458.91,457.89,457.98,190.49860678 +2015-12-25 06:00:00,457.49,458.9,458.5,457.88,131.84606947 +2015-12-25 05:00:00,458.12,458.99,458.48,458.5,105.17708886 +2015-12-25 04:00:00,456.08,458.69,456.09,458.48,109.1171865 +2015-12-25 03:00:00,456.08,458.43,457.08,456.09,113.10282985 +2015-12-25 02:00:00,456.93,458.83,458.45,457.08,170.41415308 +2015-12-25 01:00:00,457.99,458.49,457.99,458.45,129.02115694 +2015-12-25 00:00:00,455.72,458.0,455.74,457.99,326.37289187 +2015-12-24 23:00:00,455.7,456.0,455.71,455.74,135.65890285 +2015-12-24 22:00:00,452.72,455.97,452.89,455.72,209.76104688 +2015-12-24 21:00:00,452.8,453.79,453.06,452.89,171.3318827 +2015-12-24 20:00:00,453.01,454.73,454.25,453.05,314.33922712 +2015-12-24 19:00:00,453.25,454.3,453.39,454.25,305.21929569 +2015-12-24 18:00:00,453.37,456.04,456.04,453.38,383.66758891 +2015-12-24 17:00:00,456.04,457.94,457.86,456.05,270.49344801 +2015-12-24 16:00:00,456.62,458.51,456.67,457.84,212.1048662 +2015-12-24 15:00:00,456.14,457.79,456.96,456.65,369.7942679 +2015-12-24 14:00:00,455.99,457.4,455.99,457.03,175.38901502 +2015-12-24 13:00:00,453.81,455.99,453.81,455.99,197.63292149 +2015-12-24 12:00:00,453.57,457.62,457.59,453.81,321.84216519 +2015-12-24 11:00:00,456.75,458.24,458.24,457.6,134.78829097 +2015-12-24 10:00:00,457.49,458.61,457.49,458.25,124.65192101 +2015-12-24 09:00:00,457.12,460.0,457.12,457.48,516.88475811 +2015-12-24 08:00:00,455.69,457.11,455.97,457.11,85.24802506 +2015-12-24 07:00:00,455.65,456.95,456.22,455.97,187.17115136 +2015-12-24 06:00:00,455.33,456.21,455.64,456.21,197.15301003 +2015-12-24 05:00:00,455.13,457.1,456.41,455.71,289.71551895 +2015-12-24 04:00:00,453.02,457.75,457.75,456.43,360.39626821 +2015-12-24 03:00:00,454.54,458.87,454.54,457.76,381.68139209 +2015-12-24 02:00:00,447.95,456.99,448.01,454.45,751.38002178 +2015-12-24 01:00:00,445.07,448.4,445.07,448.01,297.13510149 +2015-12-24 00:00:00,442.42,445.12,442.43,445.08,466.79744384 +2015-12-23 23:00:00,442.0,443.85,442.93,442.43,374.24760241 +2015-12-23 22:00:00,442.5,445.11,444.84,442.94,311.03254517 +2015-12-23 21:00:00,444.15,444.95,444.69,444.83,289.21748175 +2015-12-23 20:00:00,443.36,445.0,443.5,444.66,458.274687 +2015-12-23 19:00:00,443.0,444.57,443.28,443.5,286.40037488 +2015-12-23 18:00:00,440.68,443.47,441.12,443.29,259.98335365 +2015-12-23 17:00:00,439.54,441.68,439.69,441.12,273.18647131 +2015-12-23 16:00:00,438.02,439.93,438.69,439.69,343.01906487 +2015-12-23 15:00:00,436.18,440.48,439.61,438.74,685.86994772 +2015-12-23 14:00:00,438.9,439.89,438.92,439.63,347.19393744 +2015-12-23 13:00:00,438.0,439.99,438.49,438.9,287.797084 +2015-12-23 12:00:00,435.0,439.1,437.18,438.48,715.33145843 +2015-12-23 11:00:00,436.33,437.99,436.97,437.19,72.61649395 +2015-12-23 10:00:00,434.52,437.5,437.5,436.98,337.18683019 +2015-12-23 09:00:00,436.77,438.0,437.83,437.61,234.09316719 +2015-12-23 08:00:00,436.62,437.89,436.63,437.81,82.85637747 +2015-12-23 07:00:00,436.62,437.99,437.98,436.63,203.64905258 +2015-12-23 06:00:00,437.45,437.98,437.65,437.98,135.56049675 +2015-12-23 05:00:00,436.78,437.66,436.99,437.66,81.59197246 +2015-12-23 04:00:00,435.88,437.27,436.7,436.99,162.04179875 +2015-12-23 03:00:00,435.68,436.98,436.02,436.69,228.83575029 +2015-12-23 02:00:00,431.68,436.02,431.68,436.01,413.26484889 +2015-12-23 01:00:00,428.29,436.05,436.04,431.66,722.01361805 +2015-12-23 00:00:00,433.42,436.32,433.94,436.02,266.26631202 +2015-12-22 23:00:00,433.69,435.27,434.27,433.92,369.12034828 +2015-12-22 22:00:00,433.08,437.85,436.0,434.27,546.10858139 +2015-12-22 21:00:00,434.96,436.0,435.03,436.0,295.9564629 +2015-12-22 20:00:00,432.58,436.01,434.86,435.18,711.34054235 +2015-12-22 19:00:00,434.12,435.14,434.28,434.85,241.62896817 +2015-12-22 18:00:00,434.23,435.75,435.2,434.28,194.20256997 +2015-12-22 17:00:00,434.38,436.91,436.9,435.2,337.61167419 +2015-12-22 16:00:00,436.16,436.9,436.16,436.9,175.70073753 +2015-12-22 15:00:00,433.96,436.19,435.02,436.19,248.73861875 +2015-12-22 14:00:00,433.0,435.56,435.12,435.02,333.62424516 +2015-12-22 13:00:00,434.11,438.83,438.83,435.13,397.10074882 +2015-12-22 12:00:00,438.3,440.01,440.0,438.83,248.66372157 +2015-12-22 11:00:00,437.32,440.3,439.47,440.01,268.60898627 +2015-12-22 10:00:00,439.47,442.0,441.66,439.48,172.27675178 +2015-12-22 09:00:00,439.72,441.91,440.97,441.51,371.38878107 +2015-12-22 08:00:00,439.65,441.69,440.43,440.96,149.84030937 +2015-12-22 07:00:00,437.04,440.45,437.04,440.45,195.83748736 +2015-12-22 06:00:00,436.61,437.66,436.63,437.03,103.17259875 +2015-12-22 05:00:00,435.98,437.97,437.58,436.62,180.57902208 +2015-12-22 04:00:00,437.1,437.95,437.27,437.58,196.42462915 +2015-12-22 03:00:00,436.78,438.42,436.78,437.28,214.44641641 +2015-12-22 02:00:00,436.0,439.6,439.52,436.8,262.75462248 +2015-12-22 01:00:00,437.62,440.09,437.62,439.53,194.87252855 +2015-12-22 00:00:00,435.51,438.7,436.85,437.61,249.30261658 +2015-12-21 23:00:00,433.41,437.98,433.41,436.81,431.66788979 +2015-12-21 22:00:00,432.91,433.99,433.41,433.41,281.8766994 +2015-12-21 21:00:00,433.27,435.0,433.28,433.43,323.93044024 +2015-12-21 20:00:00,433.26,436.93,436.07,433.28,431.37439353 +2015-12-21 19:00:00,433.35,437.83,434.71,436.07,239.70663462 +2015-12-21 18:00:00,434.67,438.93,438.85,434.74,208.927745 +2015-12-21 17:00:00,437.99,439.24,438.0,438.85,260.40734639 +2015-12-21 16:00:00,433.53,438.0,433.53,438.0,188.23728539 +2015-12-21 15:00:00,433.54,437.99,437.92,433.54,298.17468261 +2015-12-21 14:00:00,437.93,442.07,441.1,437.93,64.05775963 +2015-12-21 13:00:00,439.54,441.88,439.98,441.1,83.54000902 +2015-12-21 12:00:00,439.53,444.44,444.44,440.02,157.38906144 +2015-12-21 11:00:00,442.57,444.44,444.11,444.44,73.69791461 +2015-12-21 10:00:00,436.83,444.44,436.83,444.08,390.08825322 +2015-12-21 09:00:00,435.1,436.88,435.86,436.81,39.33119015 +2015-12-21 08:00:00,434.51,437.57,434.51,435.91,73.08695322 +2015-12-21 07:00:00,434.51,436.83,436.12,434.51,54.85933193 +2015-12-21 06:00:00,434.32,436.78,435.21,436.11,142.36389507 +2015-12-21 05:00:00,433.38,438.68,436.85,435.22,360.62964222 +2015-12-21 04:00:00,433.24,437.14,434.83,436.69,498.99601546 +2015-12-21 03:00:00,430.27,434.9,430.63,434.55,287.09821029 +2015-12-21 02:00:00,429.22,432.57,429.74,430.41,306.92319902 +2015-12-21 01:00:00,424.69,431.58,424.7,430.49,773.8934962 +2015-12-21 00:00:00,424.66,442.55,442.36,424.67,875.68315521 +2015-12-20 23:00:00,440.5,442.44,441.99,442.22,160.03319527 +2015-12-20 22:00:00,439.14,442.0,439.81,441.98,229.38880841 +2015-12-20 21:00:00,437.54,442.0,440.14,439.27,543.98396106 +2015-12-20 20:00:00,440.09,443.99,440.84,440.15,363.37574639 +2015-12-20 19:00:00,436.34,441.61,441.04,440.86,609.51233186 +2015-12-20 18:00:00,430.0,443.39,435.52,441.13,1096.89815146 +2015-12-20 17:00:00,432.48,445.52,444.26,435.61,1362.17823526 +2015-12-20 16:00:00,438.62,452.46,452.15,444.25,1136.82549387 +2015-12-20 15:00:00,449.79,453.53,451.35,452.19,623.48251764 +2015-12-20 14:00:00,451.3,456.23,456.23,451.3,349.10561044 +2015-12-20 13:00:00,455.0,456.53,455.71,456.28,182.27249551 +2015-12-20 12:00:00,455.65,458.03,458.01,455.69,196.96490194 +2015-12-20 11:00:00,458.01,459.56,459.56,458.03,55.64750194 +2015-12-20 10:00:00,458.72,459.61,459.61,459.42,105.98478531 +2015-12-20 09:00:00,459.6,459.61,459.61,459.61,60.66112832 +2015-12-20 08:00:00,458.55,459.61,459.11,459.61,67.5994 +2015-12-20 07:00:00,458.81,459.6,459.6,459.13,63.3784655 +2015-12-20 06:00:00,459.0,459.61,459.2,459.59,88.32184503 +2015-12-20 05:00:00,458.07,459.2,458.39,459.19,63.79960504 +2015-12-20 04:00:00,458.05,459.82,459.81,458.32,159.29897557 +2015-12-20 03:00:00,458.38,459.97,458.79,459.83,270.47893274 +2015-12-20 02:00:00,456.12,460.76,460.68,458.79,231.29747771 +2015-12-20 01:00:00,459.43,461.3,461.29,460.74,204.20850267 +2015-12-20 00:00:00,461.1,461.29,461.29,461.29,151.73528397 +2015-12-19 23:00:00,460.47,461.4,460.72,461.29,193.29909868 +2015-12-19 22:00:00,460.24,461.35,460.43,460.59,126.99157129 +2015-12-19 21:00:00,459.52,460.49,459.67,460.43,241.49573574 +2015-12-19 20:00:00,459.1,460.86,460.72,459.66,183.85869184 +2015-12-19 19:00:00,459.26,460.87,459.69,460.72,189.04211429 +2015-12-19 18:00:00,457.23,460.91,459.59,459.75,1002.39623736 +2015-12-19 17:00:00,457.95,460.0,458.19,459.59,893.39589925 +2015-12-19 16:00:00,451.58,462.65,462.65,458.17,1174.01838595 +2015-12-19 15:00:00,462.07,463.75,463.3,462.66,131.87599995 +2015-12-19 14:00:00,462.2,463.7,462.39,463.29,146.43432254 +2015-12-19 13:00:00,462.4,465.58,465.5,462.4,175.99994279 +2015-12-19 12:00:00,464.29,465.6,464.42,465.52,186.4930826 +2015-12-19 11:00:00,463.77,465.0,463.77,464.44,73.7101401 +2015-12-19 10:00:00,463.69,464.0,463.93,463.79,100.37387304 +2015-12-19 09:00:00,463.31,463.97,463.31,463.92,45.07362092 +2015-12-19 08:00:00,463.02,464.33,463.92,463.31,280.4147982 +2015-12-19 07:00:00,460.01,464.14,464.13,463.91,393.41139207 +2015-12-19 06:00:00,464.01,464.75,464.3,464.05,115.93874115 +2015-12-19 05:00:00,463.36,464.99,464.3,464.3,178.51022361 +2015-12-19 04:00:00,463.54,464.3,463.75,464.3,205.18123958 +2015-12-19 03:00:00,462.94,464.0,463.84,463.75,197.44581877 +2015-12-19 02:00:00,463.0,464.04,464.04,463.84,157.57945821 +2015-12-19 01:00:00,463.83,465.0,463.83,464.04,381.94940631 +2015-12-19 00:00:00,462.8,463.83,463.14,463.82,216.49456922 +2015-12-18 23:00:00,462.02,464.16,463.35,463.17,296.64628141 +2015-12-18 22:00:00,461.53,464.0,461.82,463.35,299.50545078 +2015-12-18 21:00:00,461.22,463.99,463.83,461.83,455.90308447 +2015-12-18 20:00:00,460.35,463.89,460.35,463.82,756.81072013 +2015-12-18 19:00:00,459.29,460.5,459.48,460.44,105.26494084 +2015-12-18 18:00:00,459.41,460.01,460.01,459.47,127.53520707 +2015-12-18 17:00:00,459.98,460.01,459.99,460.0,28.50173643 +2015-12-18 16:00:00,459.0,459.99,459.04,459.99,25.70412087 +2015-12-18 15:00:00,458.89,460.01,460.01,459.12,116.09578851 +2015-12-18 14:00:00,460.0,460.16,460.15,460.01,12.20548432 +2015-12-18 13:00:00,458.78,460.14,458.78,460.14,41.22748511 +2015-12-18 12:00:00,457.77,458.85,458.23,458.77,253.22730939 +2015-12-18 11:00:00,458.18,459.47,459.45,458.22,62.68285665 +2015-12-18 10:00:00,459.06,459.49,459.06,459.44,7.46885608 +2015-12-18 09:00:00,457.72,459.43,459.38,458.91,60.90902009 +2015-12-18 08:00:00,453.28,465.1,463.29,459.85,720.70698251 +2015-12-18 07:00:00,462.01,463.29,463.18,463.29,183.49666798 +2015-12-18 06:00:00,460.0,464.0,462.44,463.18,254.50412688 +2015-12-18 05:00:00,455.7,463.03,455.71,462.44,569.09519285 +2015-12-18 04:00:00,455.45,455.71,455.45,455.71,31.51832613 +2015-12-18 03:00:00,455.15,455.63,455.51,455.45,66.19210628 +2015-12-18 02:00:00,453.43,455.55,453.83,455.51,203.31805716 +2015-12-18 01:00:00,453.33,454.68,454.68,453.84,95.94528879 +2015-12-18 00:00:00,454.34,455.5,455.5,454.68,270.64493392 +2015-12-17 23:00:00,455.0,455.5,455.0,455.5,20.95282865 +2015-12-17 22:00:00,454.45,455.0,454.58,454.91,57.0053478 +2015-12-17 21:00:00,453.06,455.0,453.11,454.59,421.37021227 +2015-12-17 20:00:00,451.81,453.84,452.08,453.04,188.21216395 +2015-12-17 19:00:00,451.01,454.0,453.09,452.11,378.68884154 +2015-12-17 18:00:00,452.63,454.23,453.79,453.14,261.70211422 +2015-12-17 17:00:00,452.83,455.4,455.37,453.9,345.86015833 +2015-12-17 16:00:00,455.01,456.17,455.93,455.35,285.57265106 +2015-12-17 15:00:00,455.67,456.33,455.95,455.95,212.68115648 +2015-12-17 14:00:00,454.78,456.0,455.42,455.99,396.74322903 +2015-12-17 13:00:00,454.59,455.83,455.79,455.41,163.2940989 +2015-12-17 12:00:00,454.23,455.99,455.26,455.79,280.98022824 +2015-12-17 11:00:00,455.21,456.0,456.0,455.24,73.4447381 +2015-12-17 10:00:00,455.19,456.0,455.42,456.0,143.38438194 +2015-12-17 09:00:00,453.7,455.43,453.97,455.43,205.96737302 +2015-12-17 08:00:00,452.03,454.64,453.59,453.38,163.3948889 +2015-12-17 07:00:00,452.96,454.49,453.95,453.48,208.36161788 +2015-12-17 06:00:00,453.27,454.5,454.49,453.94,308.83682471 +2015-12-17 05:00:00,451.98,455.97,451.98,454.49,280.0522206 +2015-12-17 04:00:00,449.4,452.31,449.49,451.98,238.19892563 +2015-12-17 03:00:00,446.01,449.58,449.39,449.49,379.69739743 +2015-12-17 02:00:00,448.09,450.89,449.41,449.47,351.52878539 +2016-01-11 01:00:00,450.98,452.28,451.32,452.25,389.53854856 +2016-01-11 00:00:00,449.95,451.83,449.99,451.31,513.06580122 +2016-01-10 23:00:00,448.8,449.99,448.9,449.99,251.65869701 +2016-01-10 22:00:00,448.23,449.0,448.23,448.89,132.51707428 +2016-01-10 21:00:00,447.28,448.54,447.29,448.23,265.95103412 +2016-01-10 20:00:00,446.89,447.78,447.36,447.29,129.88106788 +2016-01-10 19:00:00,446.81,449.29,448.1,447.1,267.98405835 +2016-01-10 18:00:00,447.69,448.04,447.7,448.04,103.67379255 +2016-01-10 17:00:00,445.88,448.14,445.88,447.7,211.35424885 +2016-01-10 16:00:00,444.81,445.88,445.05,445.88,117.83035153 +2016-01-10 15:00:00,443.35,445.39,443.57,445.05,230.78905177 +2016-01-10 14:00:00,442.96,444.78,444.46,443.71,109.45708258 +2016-01-10 13:00:00,443.93,444.86,443.94,444.47,96.44185 +2016-01-10 12:00:00,443.01,443.94,443.48,443.94,253.5046533 +2016-01-10 11:00:00,443.01,444.69,444.64,443.49,124.34270647 +2016-01-10 10:00:00,444.62,445.71,445.18,444.64,102.9377616 +2016-01-10 09:00:00,445.0,447.18,446.93,445.19,131.05929119 +2016-01-10 08:00:00,446.32,448.04,448.03,446.93,70.6899748 +2016-01-10 07:00:00,447.96,448.3,447.96,448.05,89.83138689 +2016-01-10 06:00:00,447.02,447.98,447.28,447.95,75.3339 +2016-01-10 05:00:00,447.14,448.0,448.0,447.17,147.78122646 +2016-01-10 04:00:00,446.96,448.0,446.96,448.0,107.36473041 +2016-01-10 03:00:00,446.31,447.8,447.41,446.99,107.377554 +2016-01-10 02:00:00,446.11,447.49,446.56,447.49,161.2244949 +2016-01-10 01:00:00,445.55,447.96,446.7,446.66,271.62957754 +2016-01-10 00:00:00,445.29,451.39,450.39,446.75,393.70683304 +2016-01-09 23:00:00,450.27,452.07,452.07,450.38,291.82464364 +2016-01-09 22:00:00,451.25,452.56,452.37,452.1,163.0911163 +2016-01-09 21:00:00,451.84,452.6,452.6,452.39,193.07707468 +2016-01-09 20:00:00,452.6,454.03,453.77,452.6,276.89820542 +2016-01-09 19:00:00,452.09,454.0,452.64,453.76,269.30305971 +2016-01-09 18:00:00,451.99,452.88,451.99,452.72,179.10616664 +2016-01-09 17:00:00,451.75,452.6,452.48,452.0,176.39379838 +2016-01-09 16:00:00,451.26,452.64,451.26,452.49,204.07854774 +2016-01-09 15:00:00,448.73,451.58,449.04,451.08,216.27629917 +2016-01-09 14:00:00,449.02,450.33,450.12,449.03,158.26556444 +2016-01-09 13:00:00,450.11,451.48,451.01,450.11,73.23730393 +2016-01-09 12:00:00,450.4,451.62,451.61,451.02,83.17082628 +2016-01-09 11:00:00,450.12,451.69,450.56,451.62,119.83840936 +2016-01-09 10:00:00,450.55,452.37,451.75,450.56,99.14016536 +2016-01-09 09:00:00,451.44,452.8,452.72,451.75,111.308359 +2016-01-09 08:00:00,452.04,453.12,452.4,452.68,137.05098145 +2016-01-09 07:00:00,450.18,452.6,450.18,452.42,84.15319219 +2016-01-09 06:00:00,449.62,450.97,449.62,450.18,149.39172425 +2016-01-09 05:00:00,449.02,451.58,451.39,449.74,98.89425618 +2016-01-09 04:00:00,447.66,453.56,453.56,451.28,359.25444006 +2016-01-09 03:00:00,453.47,455.25,453.9,453.54,98.56174144 +2016-01-09 02:00:00,453.03,454.56,454.56,453.8,256.79334817 +2016-01-09 01:00:00,454.55,456.0,455.26,454.57,185.42068958 +2016-01-09 00:00:00,454.16,455.26,454.41,455.25,263.10973758 +2016-01-08 23:00:00,453.4,455.11,454.87,454.44,195.04043908 +2016-01-08 22:00:00,452.59,455.0,452.78,454.81,265.35405001 +2016-01-08 21:00:00,452.5,454.49,453.73,452.68,350.84373145 +2016-01-08 20:00:00,452.32,453.99,452.5,453.63,248.32889025 +2016-01-08 19:00:00,451.0,452.99,451.97,452.39,360.18891883 +2016-01-08 18:00:00,447.53,451.99,450.77,451.98,658.05988757 +2016-01-08 17:00:00,450.0,455.22,455.22,450.77,677.48061665 +2016-01-08 16:00:00,455.06,456.48,455.18,455.2,435.00097095 +2016-01-08 15:00:00,455.0,457.14,456.88,455.15,423.69526292 +2016-01-08 14:00:00,455.9,457.0,456.5,456.81,284.86472301 +2016-01-08 13:00:00,456.47,457.07,457.0,456.5,167.98529556 +2016-01-08 12:00:00,456.61,457.0,456.67,456.99,211.33383111 +2016-01-08 11:00:00,455.9,457.66,457.5,456.67,95.31836555 +2016-01-08 10:00:00,456.81,458.6,457.95,457.5,141.70198371 +2016-01-08 09:00:00,456.45,457.95,456.95,457.94,98.14122489 +2016-01-08 08:00:00,452.51,457.75,454.06,457.02,284.57599383 +2016-01-08 07:00:00,453.75,457.25,457.25,454.09,242.40139941 +2016-01-08 06:00:00,457.26,458.6,458.53,457.26,204.68209525 +2016-01-08 05:00:00,457.37,458.6,457.5,458.52,255.19086543 +2016-01-08 04:00:00,457.5,459.08,459.04,457.5,259.40843764 +2016-01-08 03:00:00,458.97,460.91,460.91,459.08,330.66033425 +2016-01-08 02:00:00,457.75,462.1,459.99,460.88,404.91488221 +2016-01-08 01:00:00,455.39,464.4,462.19,460.0,1115.34956113 +2016-01-08 00:00:00,458.0,463.0,459.07,462.16,636.57327891 +2016-01-07 23:00:00,456.97,460.15,457.5,459.07,1958.66534646 +2016-01-07 22:00:00,455.88,457.85,456.74,457.5,576.92586574 +2016-01-07 21:00:00,456.01,457.07,456.25,456.64,408.26389731 +2016-01-07 20:00:00,455.99,457.0,457.0,456.21,388.52034092 +2016-01-07 19:00:00,456.0,457.5,457.49,457.0,502.42838345 +2016-01-07 18:00:00,455.49,457.89,455.6,457.5,798.20944223 +2016-01-07 17:00:00,455.05,455.61,455.29,455.6,189.87491788 +2016-01-07 16:00:00,455.29,456.6,456.59,455.29,190.62724185 +2016-01-07 15:00:00,453.33,458.54,453.33,456.6,1797.36766899 +2016-01-07 14:00:00,452.19,455.4,455.19,453.32,294.92481126 +2016-01-07 13:00:00,454.25,455.3,455.21,455.21,311.68482319 +2016-01-07 12:00:00,451.84,456.0,451.86,455.27,811.655468 +2016-01-07 11:00:00,451.16,452.27,451.39,451.87,179.04000219 +2016-01-07 10:00:00,450.58,451.67,450.9,451.4,207.93423799 +2016-01-07 09:00:00,449.09,451.0,450.11,450.9,178.47907878 +2016-01-07 08:00:00,447.26,451.99,451.51,450.11,444.98566184 +2016-01-07 07:00:00,449.43,452.68,450.1,451.52,342.40150325 +2016-01-07 06:00:00,443.5,450.84,443.5,450.1,770.86249134 +2016-01-07 05:00:00,439.97,443.51,439.97,443.51,448.09473877 +2016-01-07 04:00:00,439.71,441.74,441.17,439.98,420.10442754 +2016-01-07 03:00:00,440.59,444.98,443.76,441.18,750.63873553 +2016-01-07 02:00:00,430.64,443.88,430.99,443.88,1359.66769154 +2016-01-07 01:00:00,430.74,432.44,431.78,431.0,259.90439835 +2016-01-07 00:00:00,430.64,432.39,430.66,431.76,315.94055462 +2016-01-06 23:00:00,430.21,432.5,432.49,430.87,221.06686033 +2016-01-06 22:00:00,431.84,432.65,432.4,432.5,190.84936822 +2016-01-06 21:00:00,431.54,432.43,431.83,432.43,314.84555994 +2016-01-06 20:00:00,430.82,431.87,431.1,431.83,279.15979156 +2016-01-06 19:00:00,430.92,432.49,431.72,431.23,363.23029064 +2016-01-06 18:00:00,431.54,432.52,432.43,431.73,280.93770279 +2016-01-06 17:00:00,431.85,432.6,431.93,432.43,197.9997678 +2016-01-06 16:00:00,431.39,433.0,433.0,432.08,269.79127354 +2016-01-06 15:00:00,431.73,433.0,432.7,433.0,273.59644262 +2016-01-06 14:00:00,432.5,433.0,432.7,432.71,201.59088795 +2016-01-06 13:00:00,432.2,432.95,432.42,432.69,110.74155806 +2016-01-06 12:00:00,432.2,433.0,432.63,432.42,227.38189677 +2016-01-06 11:00:00,431.42,432.93,431.83,432.71,130.48663391 +2016-01-06 10:00:00,431.31,432.19,432.05,431.83,79.3022096 +2016-01-06 09:00:00,431.84,432.85,432.05,432.1,122.70771661 +2016-01-06 08:00:00,431.1,432.08,431.66,432.08,124.52111026 +2016-01-06 07:00:00,431.58,432.33,431.99,431.66,188.10492253 +2016-01-06 06:00:00,431.08,431.99,431.31,431.99,116.44505086 +2016-01-06 05:00:00,430.37,431.31,430.5,431.31,155.86488134 +2016-01-06 04:00:00,428.96,430.74,429.06,430.55,206.12624993 +2016-01-06 03:00:00,428.15,431.87,431.38,429.07,418.27429666 +2016-01-06 02:00:00,430.0,432.88,432.42,431.42,354.28324811 +2016-01-06 01:00:00,432.18,433.46,432.24,432.38,426.99636053 +2016-01-06 00:00:00,431.88,433.32,433.32,432.23,222.65587888 +2016-01-05 23:00:00,432.43,433.37,433.25,433.34,216.58295172 +2016-01-05 22:00:00,432.71,433.5,432.86,433.23,224.98249773 +2016-01-05 21:00:00,432.5,433.19,433.14,432.88,327.13165792 +2016-01-05 20:00:00,432.85,433.4,433.14,432.96,447.31055369 +2016-01-05 19:00:00,432.9,433.66,433.66,433.1,318.38386414 +2016-01-05 18:00:00,433.49,433.96,433.54,433.66,208.34906378 +2016-01-05 17:00:00,432.52,433.56,433.13,433.54,243.03745076 +2016-01-05 16:00:00,432.84,434.0,433.89,433.31,180.187933 +2016-01-05 15:00:00,432.43,434.0,433.06,433.82,269.99966732 +2016-01-05 14:00:00,432.72,433.62,433.04,432.89,257.86798065 +2016-01-05 13:00:00,430.0,433.08,430.01,433.08,182.48351954 +2016-01-05 12:00:00,430.0,432.07,431.91,430.0,238.65608298 +2016-01-05 11:00:00,431.65,432.95,432.79,431.94,162.04369573 +2016-01-05 10:00:00,431.76,433.83,432.99,432.79,176.40231771 +2016-01-05 09:00:00,433.0,433.42,433.26,433.0,113.27907297 +2016-01-05 08:00:00,433.13,434.0,433.81,433.42,148.97307188 +2016-01-05 07:00:00,433.22,433.99,433.24,433.84,93.54860982 +2016-01-05 06:00:00,433.21,434.06,433.89,433.27,149.36437788 +2016-01-05 05:00:00,433.78,434.41,434.41,433.78,107.56531242 +2016-01-05 04:00:00,434.26,434.9,434.89,434.31,193.83636829 +2016-01-05 03:00:00,433.18,435.08,434.95,434.89,196.86635008 +2016-01-05 02:00:00,434.55,435.64,434.78,434.96,198.40450916 +2016-01-05 01:00:00,434.0,434.99,434.68,434.74,209.6139841 +2016-01-05 00:00:00,433.51,435.47,433.84,434.62,285.23858242 +2016-01-04 23:00:00,432.0,435.59,435.55,433.85,1069.93188646 +2016-01-04 22:00:00,434.96,435.79,435.44,435.51,337.37346136 +2016-01-04 21:00:00,433.67,435.47,434.99,435.44,468.82174888 +2016-01-04 20:00:00,434.24,435.0,434.24,435.0,422.90239922 +2016-01-04 19:00:00,433.95,434.35,434.06,434.24,231.32069022 +2016-01-04 18:00:00,433.92,434.5,434.35,434.05,362.27900768 +2016-01-04 17:00:00,434.03,434.99,434.04,434.35,286.73694289 +2016-01-04 16:00:00,433.84,434.69,434.27,434.04,306.0487056 +2016-01-04 15:00:00,432.87,434.97,432.99,434.35,350.50419025 +2016-01-04 14:00:00,432.0,433.0,432.29,433.0,174.10225388 +2016-01-04 13:00:00,431.76,432.97,432.6,432.31,154.61269 +2016-01-04 12:00:00,432.44,433.65,433.06,432.69,274.39102143 +2016-01-04 11:00:00,431.86,433.55,432.54,433.05,142.24604646 +2016-01-04 10:00:00,432.3,433.79,433.25,432.54,81.213663 +2016-01-04 09:00:00,432.33,433.95,433.93,433.25,78.44189107 +2016-01-04 08:00:00,433.65,434.8,434.31,433.99,117.266826 +2016-01-04 07:00:00,433.01,434.32,433.09,434.31,72.36066276 +2016-01-04 06:00:00,432.42,433.96,433.12,433.05,163.8117022 +2016-01-04 05:00:00,432.61,433.94,433.23,433.39,141.259089 +2016-01-04 04:00:00,432.93,434.29,434.0,433.23,147.1172 +2016-01-04 03:00:00,433.49,434.0,433.5,434.0,80.09627472 +2016-01-04 02:00:00,432.01,433.5,433.3,433.5,95.00796409 +2016-01-04 01:00:00,431.46,433.4,432.1,433.3,76.09406468 +2016-01-04 00:00:00,431.37,432.91,431.9,432.11,260.50534132 +2016-01-03 23:00:00,429.99,433.08,430.5,431.91,124.39459276 +2016-01-03 22:00:00,429.1,432.49,429.68,430.36,218.14615939 +2016-01-03 21:00:00,427.01,431.09,427.39,429.74,175.23262614 +2016-01-03 20:00:00,425.48,428.09,427.93,427.5,172.7176587 +2016-01-03 19:00:00,425.02,429.96,429.8,427.92,300.17258421 +2016-01-03 18:00:00,428.75,429.92,428.75,429.66,128.21558325 +2016-01-03 17:00:00,428.31,430.0,429.18,428.75,168.54832273 +2016-01-03 16:00:00,426.16,430.11,429.7,429.19,365.16635899 +2016-01-03 15:00:00,427.53,430.72,428.73,429.8,337.83143109 +2016-01-03 14:00:00,427.81,430.28,429.16,428.71,136.69308989 +2016-01-03 13:00:00,428.57,431.77,431.68,429.17,120.22402182 +2016-01-03 12:00:00,431.58,432.32,432.01,431.78,216.02116841 +2016-01-03 11:00:00,431.9,432.74,432.03,432.05,75.08539596 +2016-01-03 10:00:00,432.0,432.98,432.55,432.03,87.29069646 +2016-01-03 09:00:00,432.5,432.89,432.89,432.56,40.099729 +2016-01-03 08:00:00,432.5,433.0,432.96,432.88,38.04902274 +2016-01-03 07:00:00,432.63,433.26,433.07,432.88,89.90217321 +2016-01-03 06:00:00,432.0,434.95,434.5,433.07,194.58338912 +2016-01-03 05:00:00,433.11,434.98,433.56,434.49,114.23772572 +2016-01-03 04:00:00,433.56,434.32,434.0,433.56,78.51649649 +2016-01-03 03:00:00,432.95,434.0,433.48,434.0,87.07567537 +2016-01-03 02:00:00,432.07,433.52,433.51,433.43,154.76788953 +2016-01-03 01:00:00,433.0,435.7,435.39,433.52,360.38781958 +2016-01-03 00:00:00,435.08,435.75,435.4,435.4,120.97570755 +2016-01-02 23:00:00,435.09,435.98,435.92,435.4,165.68577042 +2016-01-02 22:00:00,435.65,436.0,435.88,435.97,107.98494454 +2016-01-02 21:00:00,435.65,436.0,436.0,435.91,108.35198037 +2016-01-02 20:00:00,434.23,436.0,434.82,435.99,261.04364341 +2016-01-02 19:00:00,434.55,436.0,435.58,434.8,210.18295304 +2016-01-02 18:00:00,435.5,436.33,436.32,435.66,257.38278428 +2016-01-02 17:00:00,434.67,436.6,435.09,436.38,171.69581789 +2016-01-02 16:00:00,434.24,435.55,434.24,435.1,144.35761581 +2016-01-02 15:00:00,433.09,434.31,433.55,434.27,119.81079314 +2016-01-02 14:00:00,433.26,434.0,433.46,433.56,59.78951166 +2016-01-02 13:00:00,432.64,434.03,433.85,433.59,102.39054723 +2016-01-02 12:00:00,433.16,434.31,434.29,433.66,63.42560916 +2016-01-02 11:00:00,434.3,435.58,435.2,434.31,62.74956961 +2016-01-02 10:00:00,434.98,435.7,434.98,435.14,73.49647305 +2016-01-02 09:00:00,434.47,435.05,434.57,434.98,27.68822 +2016-01-02 08:00:00,434.01,434.84,434.27,434.57,40.77798647 +2016-01-02 07:00:00,434.27,435.11,435.05,434.27,77.73772 +2016-01-02 06:00:00,435.03,436.08,435.83,435.05,139.21249277 +2016-01-02 05:00:00,434.98,435.97,434.98,435.72,166.29886234 +2016-01-02 04:00:00,434.06,436.0,435.22,435.0,116.63220756 +2016-01-02 03:00:00,433.64,435.43,433.99,435.24,106.61913155 +2016-01-02 02:00:00,433.51,435.0,434.36,433.98,151.3793441 +2016-01-02 01:00:00,432.41,437.02,437.02,434.38,278.52451897 +2016-01-02 00:00:00,435.67,437.56,435.67,437.03,263.49112376 +2016-01-01 23:00:00,434.32,436.0,434.5,435.66,217.49886353 +2016-01-01 22:00:00,434.22,435.73,435.18,434.5,180.98020455 +2016-01-01 21:00:00,433.42,435.29,433.77,435.18,211.85316751 +2016-01-01 20:00:00,433.17,434.0,433.54,433.87,100.74075056 +2016-01-01 19:00:00,432.74,433.75,432.95,433.54,97.02882759 +2016-01-01 18:00:00,432.55,433.86,433.6,433.02,341.61803997 +2016-01-01 17:00:00,433.07,433.83,433.55,433.41,80.238046 +2016-01-01 16:00:00,432.8,433.9,433.11,433.7,118.37502996 +2016-01-01 15:00:00,431.08,435.0,431.08,433.13,184.46697776 +2016-01-01 14:00:00,428.49,432.26,428.74,431.05,161.84449555 +2016-01-01 13:00:00,427.92,432.87,432.24,428.75,242.42695086 +2016-01-01 12:00:00,432.03,434.57,434.44,432.11,150.14920385 +2016-01-01 11:00:00,432.0,434.59,432.31,434.45,73.36127496 +2016-01-01 10:00:00,432.04,433.31,433.01,432.31,88.69287665 +2016-01-01 09:00:00,433.0,434.08,433.57,433.01,36.75628705 +2016-01-01 08:00:00,432.65,435.0,434.42,433.56,313.25456653 +2016-01-01 07:00:00,434.26,436.46,434.26,434.52,124.69371134 +2016-01-01 06:00:00,432.02,435.99,435.99,434.26,143.48488231 +2016-01-01 05:00:00,435.41,436.65,436.12,435.99,182.78957629 +2016-01-01 04:00:00,432.72,437.15,432.74,436.12,363.87595089 +2016-01-01 03:00:00,430.31,432.84,430.62,432.84,103.81153229 +2016-01-01 02:00:00,430.5,430.89,430.8,430.62,93.02432654 +2016-01-01 01:00:00,430.0,430.98,430.59,430.78,92.13231474 +2016-01-01 00:00:00,430.35,431.82,430.35,430.61,160.17959326 +2015-12-31 23:00:00,429.0,432.01,431.49,430.35,320.88900432 +2015-12-31 22:00:00,430.25,433.13,432.83,431.64,668.03059839 +2015-12-31 21:00:00,431.75,434.0,431.96,432.88,216.64965507 +2015-12-31 20:00:00,430.36,432.62,431.01,431.75,322.6102246 +2015-12-31 19:00:00,430.42,431.42,430.59,430.42,222.71295172 +2015-12-31 18:00:00,429.69,431.49,429.89,430.39,262.98760519 +2015-12-31 17:00:00,429.72,432.37,431.47,429.85,410.26227538 +2015-12-31 16:00:00,424.2,431.76,424.84,431.5,602.04498409 +2015-12-31 15:00:00,423.33,425.99,425.71,424.98,256.40948805 +2015-12-31 14:00:00,424.0,426.2,426.12,425.73,309.39218002 +2015-12-31 13:00:00,426.0,427.52,427.14,426.11,205.10948875 +2015-12-31 12:00:00,426.76,427.99,426.99,427.3,205.09789062 +2015-12-31 11:00:00,424.73,427.97,425.48,427.0,127.80574276 +2015-12-31 10:00:00,424.24,426.85,425.25,425.48,157.23335415 +2015-12-31 09:00:00,423.45,425.62,423.71,425.31,73.41854611 +2015-12-31 08:00:00,421.32,424.1,423.68,423.71,135.14138082 +2015-12-31 07:00:00,422.34,424.57,422.85,424.03,122.40749677 +2015-12-31 06:00:00,420.53,423.4,420.53,422.87,339.15912178 +2015-12-31 05:00:00,419.04,426.69,426.68,420.54,595.38755715 +2015-12-31 04:00:00,426.5,426.86,426.86,426.59,118.28715375 +2015-12-31 03:00:00,426.3,426.94,426.93,426.86,123.29760982 +2015-12-31 02:00:00,426.17,427.0,426.9,426.95,168.00132549 +2015-12-31 01:00:00,425.24,427.0,425.74,426.88,242.70995142 +2015-12-31 00:00:00,424.25,427.9,427.9,425.74,275.64798746 +2015-12-30 23:00:00,427.0,428.81,428.45,427.95,144.17619973 +2015-12-30 22:00:00,427.01,428.88,427.29,428.41,137.73548814 +2015-12-30 21:00:00,427.0,428.63,428.15,427.23,287.64929386 +2015-12-30 20:00:00,426.83,428.43,426.91,428.17,272.08645245 +2015-12-30 19:00:00,426.0,427.89,427.75,426.92,305.04937508 +2015-12-30 18:00:00,426.73,427.83,427.38,427.75,218.8527597 +2015-12-30 17:00:00,426.37,427.87,426.71,427.37,211.51170428 +2015-12-30 16:00:00,425.7,427.41,426.03,426.73,262.79532379 +2015-12-30 15:00:00,425.12,426.68,425.98,426.22,179.1289595 +2015-12-30 14:00:00,422.46,426.89,423.44,425.99,242.67813205 +2015-12-30 13:00:00,422.35,427.2,427.2,423.45,349.13354445 +2015-12-30 12:00:00,427.0,433.14,432.8,427.23,526.30022974 +2015-12-30 11:00:00,431.67,432.85,432.31,432.85,70.02324061 +2015-12-30 10:00:00,432.0,433.61,432.12,432.31,117.37579907 +2015-12-30 09:00:00,432.0,434.0,432.83,432.0,91.48732157 +2015-12-30 08:00:00,432.0,434.85,433.45,432.84,143.61235934 +2015-12-30 07:00:00,431.76,433.74,432.51,433.4,104.61596881 +2015-12-30 06:00:00,431.82,432.76,432.48,432.51,91.53019996 +2015-12-30 05:00:00,431.24,432.8,432.73,432.48,190.69538228 +2015-12-30 04:00:00,431.38,434.0,431.38,432.74,182.93814454 +2015-12-30 03:00:00,431.3,432.74,432.37,431.38,143.26996567 +2015-12-30 02:00:00,431.97,434.98,434.98,432.39,245.55467099 +2015-12-30 01:00:00,433.55,434.99,434.75,434.98,182.17183687 +2015-12-30 00:00:00,433.42,434.83,433.89,434.74,184.24337713 +2015-12-29 23:00:00,430.11,433.9,430.6,433.89,502.3784904 +2015-12-29 22:00:00,428.63,431.44,429.3,430.6,647.25887316 +2015-12-29 21:00:00,428.36,430.0,428.37,429.4,211.28041862 +2015-12-29 20:00:00,428.12,429.05,429.04,428.35,219.92533016 +2015-12-29 19:00:00,428.37,430.05,430.01,429.05,191.38753257 +2015-12-29 18:00:00,429.23,433.0,430.74,430.01,459.1547542 +2015-12-29 17:00:00,428.47,430.76,428.65,430.76,551.0769095 +2015-12-29 16:00:00,428.59,429.47,429.38,428.62,248.50352147 +2015-12-29 15:00:00,422.5,431.01,422.5,429.43,812.00947294 +2015-12-29 14:00:00,422.0,422.83,422.74,422.5,177.25332402 +2016-01-23 13:00:00,382.55,387.3,384.76,386.91,288.66866834 +2016-01-23 12:00:00,384.3,391.16,390.55,384.6,198.38849813 +2016-01-23 11:00:00,390.36,391.82,390.97,390.38,69.10135289 +2016-01-23 10:00:00,390.1,392.35,390.45,390.91,281.59445272 +2016-01-23 09:00:00,388.99,390.8,389.31,390.36,67.56417887 +2016-01-23 08:00:00,388.33,391.3,390.85,389.34,103.53999138 +2016-01-23 07:00:00,389.14,390.88,390.73,390.85,193.93521518 +2016-01-23 06:00:00,390.02,393.91,393.91,390.68,148.11060494 +2016-01-23 05:00:00,392.98,396.12,395.0,393.33,221.09241981 +2016-01-23 04:00:00,389.72,396.16,389.74,395.0,523.200705 +2016-01-23 03:00:00,387.12,390.57,390.43,389.75,270.01203099 +2016-01-23 02:00:00,387.71,396.0,388.11,390.5,439.73006596 +2016-01-23 01:00:00,387.33,398.72,389.85,388.14,820.63404792 +2016-01-23 00:00:00,382.89,390.0,382.93,389.77,572.06623901 +2016-01-22 23:00:00,377.93,383.99,378.2,382.9,546.56443728 +2016-01-22 22:00:00,377.2,382.5,379.29,378.12,621.1194238 +2016-01-22 21:00:00,376.88,381.74,381.01,379.28,676.30954139 +2016-01-22 20:00:00,373.86,382.09,381.95,381.0,1354.435426 +2016-01-22 19:00:00,381.94,384.75,384.31,381.96,447.68209859 +2016-01-22 18:00:00,382.99,385.94,384.15,384.39,441.15563358 +2016-01-22 17:00:00,383.17,387.0,386.37,384.32,648.72714639 +2016-01-22 16:00:00,382.69,396.52,396.52,386.36,1454.3987938 +2016-01-22 15:00:00,394.73,397.13,395.29,396.09,340.04797527 +2016-01-22 14:00:00,394.45,396.44,395.35,395.3,238.9552076 +2016-01-22 13:00:00,393.31,397.65,393.33,395.36,350.60841131 +2016-01-22 12:00:00,391.96,395.62,391.96,393.23,188.07043612 +2016-01-22 11:00:00,391.5,397.25,397.25,391.96,462.28229485 +2016-01-22 10:00:00,397.25,398.61,397.54,397.26,159.40496915 +2016-01-22 09:00:00,396.71,399.56,399.47,397.55,116.40876537 +2016-01-22 08:00:00,396.42,401.34,396.42,399.47,283.71369665 +2016-01-22 07:00:00,396.06,399.8,398.92,396.31,289.38953662 +2016-01-22 06:00:00,398.26,401.01,399.09,398.92,428.50848783 +2016-01-22 05:00:00,395.93,399.49,396.48,399.1,813.98204466 +2016-01-22 04:00:00,395.36,403.9,403.86,396.47,1444.37719743 +2016-01-22 03:00:00,403.87,409.27,409.27,403.9,510.94673661 +2016-01-22 02:00:00,406.42,413.99,406.47,409.28,1010.00777749 +2016-01-22 01:00:00,405.5,408.01,407.09,406.47,303.59830612 +2016-01-22 00:00:00,405.92,409.13,409.02,407.11,299.40869533 +2016-01-21 23:00:00,407.4,410.7,410.66,409.38,241.2222621 +2016-01-21 22:00:00,405.07,412.07,405.99,410.56,704.65749228 +2016-01-21 21:00:00,404.29,407.42,405.15,405.99,348.89168341 +2016-01-21 20:00:00,404.33,409.11,408.65,405.21,257.40880112 +2016-01-21 19:00:00,406.31,409.34,406.31,408.7,442.65988287 +2016-01-21 18:00:00,404.5,406.96,406.96,406.27,590.56404897 +2016-01-21 17:00:00,403.21,409.97,403.52,407.0,540.84443914 +2016-01-21 16:00:00,403.21,414.53,414.53,403.75,978.0129729 +2016-01-21 15:00:00,414.19,415.63,415.63,414.54,215.66991982 +2016-01-21 14:00:00,412.5,415.97,412.57,415.56,175.17207034 +2016-01-21 13:00:00,412.0,414.29,413.58,412.55,142.99426683 +2016-01-21 12:00:00,413.41,415.19,414.11,413.59,189.11128866 +2016-01-21 11:00:00,413.84,416.39,414.02,414.12,178.83289172 +2016-01-21 10:00:00,414.0,418.42,417.67,414.02,181.06192904 +2016-01-21 09:00:00,411.01,417.89,413.98,417.88,172.2162275 +2016-01-21 08:00:00,412.98,416.33,413.72,413.96,241.27770914 +2016-01-21 07:00:00,412.55,415.46,414.57,413.72,222.25488141 +2016-01-21 06:00:00,413.0,416.03,415.22,414.56,119.97091838 +2016-01-21 05:00:00,413.0,415.91,414.57,415.21,348.08758422 +2016-01-21 04:00:00,414.0,418.4,416.32,414.58,337.88136513 +2016-01-21 03:00:00,415.56,421.34,419.32,416.33,430.02798148 +2016-01-21 02:00:00,418.95,422.95,422.59,419.32,508.19497747 +2016-01-21 01:00:00,418.06,424.78,418.96,422.46,728.0753933 +2016-01-21 00:00:00,418.0,420.42,418.89,418.96,444.07243164 +2016-01-20 23:00:00,412.0,425.1,414.91,418.54,2020.57345178 +2016-01-20 22:00:00,404.0,414.88,406.26,414.88,658.19969225 +2016-01-20 21:00:00,406.0,409.06,407.48,406.26,416.74007141 +2016-01-20 20:00:00,405.0,410.0,410.0,407.59,569.53850655 +2016-01-20 19:00:00,407.85,410.0,409.0,409.99,315.64543368 +2016-01-20 18:00:00,404.91,409.0,404.99,409.0,315.111251 +2016-01-20 17:00:00,404.98,407.22,407.22,404.98,134.89364325 +2016-01-20 16:00:00,396.0,408.4,408.23,407.24,995.07525449 +2016-01-20 15:00:00,401.22,415.2,401.22,408.33,2079.25352333 +2016-01-20 14:00:00,397.4,402.09,398.02,401.22,1059.56975006 +2016-01-20 13:00:00,382.59,398.19,389.0,398.02,1450.75985235 +2016-01-20 12:00:00,380.16,389.0,380.67,389.0,443.02057307 +2016-01-20 11:00:00,378.13,380.99,378.26,380.72,133.94185086 +2016-01-20 10:00:00,377.62,379.06,379.06,377.98,115.28283711 +2016-01-20 09:00:00,378.42,379.86,379.6,379.07,196.2455618 +2016-01-20 08:00:00,379.0,379.83,379.21,379.6,108.46876305 +2016-01-20 07:00:00,378.8,379.44,379.31,379.24,173.13785419 +2016-01-20 06:00:00,376.47,380.16,380.1,379.34,202.18454173 +2016-01-20 05:00:00,379.21,380.98,379.79,379.96,259.63422422 +2016-01-20 04:00:00,378.0,380.0,378.61,379.99,352.64596124 +2016-01-20 03:00:00,375.46,378.61,376.99,378.61,191.64048826 +2016-01-20 02:00:00,374.92,377.3,375.54,376.99,248.52455674 +2016-01-20 01:00:00,372.35,377.19,372.63,375.54,575.09192126 +2016-01-20 00:00:00,369.0,375.45,375.28,372.53,859.51209563 +2016-01-19 23:00:00,372.25,378.9,377.81,375.27,653.32630221 +2016-01-19 22:00:00,377.18,378.6,377.93,377.81,460.9104126 +2016-01-19 21:00:00,376.7,378.36,377.22,378.18,398.67443919 +2016-01-19 20:00:00,373.87,377.66,374.75,377.32,491.22354672 +2016-01-19 19:00:00,370.0,375.58,373.55,374.7,959.04606081 +2016-01-19 18:00:00,373.0,378.74,377.55,373.74,762.29544784 +2016-01-19 17:00:00,376.9,380.37,378.49,377.55,295.54121557 +2016-01-19 16:00:00,377.54,380.98,380.07,378.48,514.52088942 +2016-01-19 15:00:00,378.45,384.99,384.8,380.07,656.98791077 +2016-01-19 14:00:00,384.51,385.17,385.04,384.98,250.00841827 +2016-01-19 13:00:00,382.5,385.5,382.92,385.03,248.94556173 +2016-01-19 12:00:00,382.3,383.49,383.42,382.75,127.58122328 +2016-01-19 11:00:00,382.25,383.86,382.25,383.37,105.07010298 +2016-01-19 10:00:00,382.07,384.05,383.95,382.24,152.92446395 +2016-01-19 09:00:00,382.79,384.05,383.66,384.05,61.21195891 +2016-01-19 08:00:00,382.13,384.0,382.7,383.7,97.17667083 +2016-01-19 07:00:00,381.87,384.09,382.73,382.6,116.28477904 +2016-01-19 06:00:00,381.1,384.14,383.65,382.73,276.40909695 +2016-01-19 05:00:00,382.94,384.49,383.64,383.56,101.29123656 +2016-01-19 04:00:00,380.05,384.19,381.39,383.63,315.66081457 +2016-01-19 03:00:00,380.32,381.99,381.87,381.39,225.82038664 +2016-01-19 02:00:00,381.85,383.51,382.85,381.9,199.43002158 +2016-01-19 01:00:00,381.34,384.57,384.41,382.94,359.12020086 +2016-01-19 00:00:00,384.35,384.99,384.79,384.56,303.90584906 +2016-01-18 23:00:00,379.42,385.0,382.71,384.89,558.00902364 +2016-01-18 22:00:00,378.95,384.0,379.56,382.25,375.97690772 +2016-01-18 21:00:00,377.0,381.5,381.05,379.51,624.85990725 +2016-01-18 20:00:00,380.0,382.69,380.99,381.08,284.35249991 +2016-01-18 19:00:00,378.0,383.2,383.1,380.96,462.83545783 +2016-01-18 18:00:00,382.89,383.35,383.1,383.09,434.97798778 +2016-01-18 17:00:00,378.11,383.7,382.44,383.21,539.4017128 +2016-01-18 16:00:00,381.5,384.97,384.09,382.44,465.92295048 +2016-01-18 15:00:00,382.02,385.15,384.98,383.88,330.63674934 +2016-01-18 14:00:00,380.0,386.1,384.55,384.96,398.11823224 +2016-01-18 13:00:00,380.15,385.2,380.52,384.8,194.5769174 +2016-01-18 12:00:00,378.99,381.56,380.37,380.54,94.85439254 +2016-01-18 11:00:00,376.76,382.0,382.0,378.94,158.68729238 +2016-01-18 10:00:00,379.72,382.63,380.26,382.0,171.78029214 +2016-01-18 09:00:00,377.77,382.39,378.71,380.57,344.56216138 +2016-01-18 08:00:00,372.7,379.11,372.79,379.11,228.73424041 +2016-01-18 07:00:00,370.1,376.51,376.25,372.8,268.6042731 +2016-01-18 06:00:00,371.0,377.2,375.74,375.51,352.70933598 +2016-01-18 05:00:00,371.93,378.41,377.04,376.05,549.17759836 +2016-01-18 04:00:00,375.62,378.76,378.76,376.95,598.68685589 +2016-01-18 03:00:00,378.01,381.79,380.52,378.82,377.9845389 +2016-01-18 02:00:00,377.39,381.54,379.94,380.54,202.85866722 +2016-01-18 01:00:00,378.0,382.85,381.33,379.91,320.42041567 +2016-01-18 00:00:00,375.9,382.14,378.47,381.42,372.73134568 +2016-01-17 23:00:00,372.0,384.9,384.66,378.46,585.30104248 +2016-01-17 22:00:00,384.61,385.85,385.79,384.61,559.12162694 +2016-01-17 21:00:00,385.16,385.79,385.31,385.79,371.32731528 +2016-01-17 20:00:00,384.21,385.72,385.47,385.34,230.4710958 +2016-01-17 19:00:00,384.77,385.84,385.55,385.15,406.5700819 +2016-01-17 18:00:00,384.32,385.55,384.5,385.55,371.56630578 +2016-01-17 17:00:00,384.02,385.58,384.51,384.26,379.9230384 +2016-01-17 16:00:00,382.83,387.18,386.16,384.51,392.69192388 +2016-01-17 15:00:00,382.89,386.58,383.79,386.18,210.1036488 +2016-01-17 14:00:00,381.44,384.65,381.78,384.02,159.6832433 +2016-01-17 13:00:00,380.77,382.14,380.89,381.91,100.44649428 +2016-01-17 12:00:00,379.91,381.17,379.91,381.16,115.24472518 +2016-01-17 11:00:00,379.9,380.68,380.68,379.91,77.67143338 +2016-01-17 10:00:00,380.08,383.72,383.47,380.69,117.64283789 +2016-01-17 09:00:00,380.33,384.22,381.77,383.46,175.28981036 +2016-01-17 08:00:00,379.6,382.4,380.17,381.82,255.3069699 +2016-01-17 07:00:00,378.42,383.57,383.56,380.17,321.81223505 +2016-01-17 06:00:00,383.15,384.78,383.55,383.57,287.39384383 +2016-01-17 05:00:00,382.36,385.29,385.29,383.56,454.73052707 +2016-01-17 04:00:00,383.75,386.52,383.94,385.34,420.34628764 +2016-01-17 03:00:00,383.45,389.55,389.51,383.92,497.71109709 +2016-01-17 02:00:00,388.06,389.87,389.7,389.66,262.418242 +2016-01-17 01:00:00,389.45,391.0,390.55,389.72,841.48756805 +2016-01-17 00:00:00,385.36,391.0,388.7,390.47,684.1403992 +2016-01-16 23:00:00,382.33,391.0,382.34,388.7,1207.67712149 +2016-01-16 22:00:00,381.4,384.78,381.58,382.35,775.51897154 +2016-01-16 21:00:00,379.46,386.0,384.07,381.61,700.19766346 +2016-01-16 20:00:00,380.94,387.81,380.94,384.12,1152.75192965 +2016-01-16 19:00:00,372.78,382.97,372.87,380.93,1452.71084233 +2016-01-16 18:00:00,368.54,373.0,368.65,372.88,455.64953543 +2016-01-16 17:00:00,368.06,370.62,368.61,368.51,423.88998935 +2016-01-16 16:00:00,365.35,370.02,369.9,368.54,703.96136475 +2016-01-16 15:00:00,366.72,371.55,371.11,370.0,611.61521653 +2016-01-16 14:00:00,368.56,371.95,369.89,371.11,415.05367724 +2016-01-16 13:00:00,368.22,373.19,368.83,370.28,408.85044761 +2016-01-16 12:00:00,366.11,371.18,369.31,368.83,281.77721171 +2016-01-16 11:00:00,367.1,371.61,371.32,369.32,376.28006569 +2016-01-16 10:00:00,355.54,373.73,358.81,371.33,715.01661241 +2016-01-16 09:00:00,353.8,360.87,354.25,358.0,275.2434607 +2016-01-16 08:00:00,350.92,363.09,357.0,353.9,1240.76343157 +2016-01-16 07:00:00,356.99,367.45,364.31,356.99,650.85322367 +2016-01-16 06:00:00,364.2,370.7,369.01,364.33,463.17232637 +2016-01-16 05:00:00,365.0,374.49,371.77,369.09,687.42820958 +2016-01-16 04:00:00,368.23,373.84,373.3,371.77,560.63777482 +2016-01-16 03:00:00,370.69,374.93,374.44,373.31,537.55862123 +2016-01-16 02:00:00,367.84,375.0,369.19,374.44,749.61174441 +2016-01-16 01:00:00,365.87,380.72,373.95,369.01,1189.42475001 +2016-01-16 00:00:00,357.0,375.0,357.59,373.88,1949.59459294 +2016-01-15 23:00:00,357.3,380.0,367.42,357.53,2712.60367224 +2016-01-15 22:00:00,360.31,386.3,386.3,367.77,2448.56374056 +2016-01-15 21:00:00,383.46,389.01,385.74,386.64,847.22515019 +2016-01-15 20:00:00,381.01,391.0,385.01,386.0,729.94831212 +2016-01-15 19:00:00,381.0,391.0,381.01,387.79,497.25544897 +2016-01-15 18:00:00,379.05,380.98,379.05,380.98,177.88485106 +2016-01-15 17:00:00,378.25,389.04,389.04,378.25,970.11349182 +2016-01-15 16:00:00,389.0,393.49,391.68,389.15,1210.00456344 +2016-01-15 15:00:00,387.08,394.72,389.93,391.68,612.66927156 +2016-01-15 14:00:00,380.0,392.47,391.81,390.0,2043.51512753 +2016-01-15 13:00:00,381.13,402.4,402.4,391.8,3208.26655914 +2016-01-15 12:00:00,399.15,404.85,400.99,402.46,329.70742877 +2016-01-15 11:00:00,397.77,408.95,408.95,401.0,501.69591826 +2016-01-15 10:00:00,408.02,409.61,409.39,409.08,239.62864399 +2016-01-15 09:00:00,407.4,410.67,407.4,409.45,397.45291462 +2016-01-15 08:00:00,392.8,409.92,405.6,407.4,1836.12608985 +2016-01-15 07:00:00,399.0,413.0,412.32,404.51,2131.16823112 +2016-01-15 06:00:00,410.0,416.43,416.21,410.91,1514.98760987 +2016-01-15 05:00:00,413.05,416.36,415.84,416.12,198.59656383 +2016-01-15 04:00:00,410.0,415.88,414.72,415.88,1382.93430305 +2016-01-15 03:00:00,411.09,423.07,422.13,414.72,1945.77948777 +2016-01-15 02:00:00,420.2,424.47,421.95,422.49,1070.36167493 +2016-01-15 01:00:00,420.0,428.31,428.21,422.15,1196.9315792 +2016-01-15 00:00:00,428.08,430.29,430.04,428.17,438.25295164 +2016-01-14 23:00:00,429.5,430.92,430.92,430.03,399.84772897 +2016-01-14 22:00:00,430.16,432.92,432.79,430.99,424.45163146 +2016-01-14 21:00:00,432.63,433.5,433.05,432.98,264.73050628 +2016-01-14 20:00:00,432.65,433.66,433.25,433.03,225.91574594 +2016-01-14 19:00:00,432.7,433.5,432.7,433.25,253.36590767 +2016-01-14 18:00:00,432.17,432.92,432.28,432.7,156.61213289 +2016-01-14 17:00:00,431.51,432.47,431.62,432.28,151.80165465 +2016-01-14 16:00:00,431.32,431.94,431.75,431.64,276.44126042 +2016-01-14 15:00:00,431.36,431.99,431.88,431.76,153.9702318 +2016-01-14 14:00:00,431.59,432.0,431.92,431.95,163.39694357 +2016-01-14 13:00:00,431.46,432.0,431.97,431.98,166.38009587 +2016-01-14 12:00:00,429.92,432.5,430.57,431.99,335.52934073 +2016-01-14 11:00:00,428.68,430.84,429.92,430.84,45.662743 +2016-01-14 10:00:00,428.0,431.16,431.01,429.81,170.64797903 +2016-01-14 09:00:00,430.62,431.74,431.32,431.16,150.09560599 +2016-01-14 08:00:00,430.31,431.73,431.09,431.35,241.88653554 +2016-01-14 07:00:00,429.15,431.23,429.94,431.11,249.33621857 +2016-01-14 06:00:00,429.84,432.54,432.54,429.84,366.74801857 +2016-01-14 05:00:00,431.75,433.65,433.02,432.54,283.83989004 +2016-01-14 04:00:00,432.9,433.46,432.98,433.0,125.54004692 +2016-01-14 03:00:00,432.58,435.27,434.49,433.18,324.42561074 +2016-01-14 02:00:00,433.6,434.5,433.6,434.5,234.82364011 +2016-01-14 01:00:00,431.84,433.9,432.12,433.6,218.78412874 +2016-01-14 00:00:00,431.56,432.83,432.7,432.12,289.39936495 +2016-01-13 23:00:00,432.03,433.11,433.07,432.77,364.19454655 +2016-01-13 22:00:00,429.35,433.51,429.8,433.13,769.09991844 +2016-01-13 21:00:00,428.5,429.9,429.04,429.8,472.81803449 +2016-01-13 20:00:00,428.87,430.0,429.69,429.03,271.91582489 +2016-01-13 19:00:00,428.07,429.84,429.82,429.69,410.9625559 +2016-01-13 18:00:00,428.2,430.39,430.14,429.83,273.15747971 +2016-01-13 17:00:00,429.17,430.58,430.17,430.15,366.8814415 +2016-01-13 16:00:00,429.77,431.39,431.15,430.02,346.05891605 +2016-01-13 15:00:00,429.84,432.14,429.91,431.24,377.13885522 +2016-01-13 14:00:00,429.2,431.8,431.24,429.9,404.07560262 +2016-01-13 13:00:00,425.23,431.76,428.04,431.22,324.92641619 +2016-01-13 12:00:00,428.01,429.84,429.37,428.03,217.33525351 +2016-01-13 11:00:00,429.16,431.74,429.16,429.38,155.64333429 +2016-01-13 10:00:00,429.03,431.76,431.73,429.15,201.50957522 +2016-01-13 09:00:00,431.45,433.62,432.87,431.72,74.28783051 +2016-01-13 08:00:00,432.09,433.87,433.29,433.16,156.45356109 +2016-01-13 07:00:00,432.07,433.9,432.84,433.27,183.32225651 +2016-01-13 06:00:00,431.13,433.32,432.75,433.01,235.92016 +2016-01-13 05:00:00,431.38,433.6,431.67,432.78,359.80595794 +2016-01-13 04:00:00,431.69,435.34,434.09,431.69,244.42062919 +2016-01-13 03:00:00,430.71,435.97,432.34,434.04,318.48285176 +2016-01-13 02:00:00,430.24,434.89,433.84,432.5,421.89582949 +2016-01-13 01:00:00,427.0,437.16,429.65,433.84,885.11414256 +2016-01-13 00:00:00,425.0,437.5,434.01,429.76,1173.72973549 +2016-01-12 23:00:00,431.83,447.13,446.61,434.01,1041.14995974 +2016-01-12 22:00:00,446.25,447.42,447.14,446.62,355.45070058 +2016-01-12 21:00:00,446.25,447.43,447.27,447.19,312.0358465 +2016-01-12 20:00:00,446.78,448.0,447.45,447.27,370.59976393 +2016-01-12 19:00:00,447.25,448.4,447.38,447.36,245.34308092 +2016-01-12 18:00:00,447.26,447.74,447.64,447.5,318.62227702 +2016-01-12 17:00:00,447.63,448.07,447.81,447.63,272.47120273 +2016-01-12 16:00:00,446.41,447.82,446.48,447.82,196.35931533 +2016-01-12 15:00:00,445.61,446.56,446.36,446.46,177.97055361 +2016-01-12 14:00:00,445.22,447.38,447.38,446.36,291.93589402 +2016-01-12 13:00:00,446.68,448.04,446.8,447.39,196.00819018 +2016-01-12 12:00:00,446.6,447.12,446.79,446.84,197.14092431 +2016-01-12 11:00:00,446.46,447.16,447.14,446.79,183.63992416 +2016-01-12 10:00:00,446.5,447.32,446.53,447.14,79.0520636 +2016-01-12 09:00:00,445.7,446.94,446.94,446.53,115.53787141 +2016-01-12 08:00:00,446.93,447.7,447.61,446.93,275.18520617 +2016-01-12 07:00:00,447.27,448.98,447.62,447.65,164.68984898 +2016-01-12 06:00:00,447.26,447.9,447.4,447.74,186.48937678 +2016-01-12 05:00:00,447.06,447.88,447.51,447.57,157.94231575 +2016-01-12 04:00:00,446.96,447.85,447.79,447.51,215.91797474 +2016-01-12 03:00:00,447.25,448.3,447.78,447.8,214.82731198 +2016-01-12 02:00:00,446.21,448.47,446.48,447.78,407.09165819 +2016-01-12 01:00:00,446.45,447.78,446.54,446.47,263.46874631 +2016-01-12 00:00:00,445.99,449.44,449.26,446.54,358.01544598 +2016-01-11 23:00:00,449.13,449.5,449.22,449.19,220.7971013 +2016-01-11 22:00:00,448.8,449.47,449.0,449.22,158.32303836 +2016-01-11 21:00:00,448.49,449.0,448.77,449.0,251.43584745 +2016-01-11 20:00:00,448.2,448.85,448.59,448.76,203.33609488 +2016-01-11 19:00:00,448.23,449.45,449.29,448.56,257.65478014 +2016-01-11 18:00:00,448.36,449.49,449.01,449.25,245.70036489 +2016-01-11 17:00:00,447.98,449.37,449.37,449.01,182.34988022 +2016-01-11 16:00:00,447.64,449.5,447.69,449.37,471.84744881 +2016-01-11 15:00:00,446.49,447.88,447.09,447.69,367.3680381 +2016-01-11 14:00:00,447.09,448.23,447.92,447.09,257.887533 +2016-01-11 13:00:00,447.46,448.18,447.46,447.92,163.38968817 +2016-01-11 12:00:00,446.96,447.59,447.22,447.46,274.44172854 +2016-01-11 11:00:00,446.26,448.11,446.26,447.14,100.6441502 +2016-01-11 10:00:00,445.88,447.0,446.76,446.33,152.07826803 +2016-01-11 09:00:00,446.47,447.36,447.05,446.75,72.78611426 +2016-01-11 08:00:00,446.1,447.52,446.91,446.98,107.66165291 +2016-01-11 07:00:00,446.0,447.45,446.41,446.91,235.58040996 +2016-01-11 06:00:00,446.2,451.66,451.37,446.2,200.39683719 +2016-01-11 05:00:00,451.15,451.99,451.83,451.53,125.81572979 +2016-01-11 04:00:00,451.43,452.1,451.9,451.75,119.08870151 +2016-01-11 03:00:00,451.65,452.57,451.82,451.85,293.01650999 +2016-01-11 02:00:00,450.86,452.65,452.25,451.83,233.43291567 +2016-02-05 01:00:00,386.37,388.5,388.0,387.05,216.97524649 +2016-02-05 00:00:00,386.07,388.0,387.99,388.0,381.01661717 +2016-02-04 23:00:00,387.55,390.63,387.73,387.99,527.75275422 +2016-02-04 22:00:00,386.0,388.14,386.63,387.84,368.57524439 +2016-02-04 21:00:00,385.46,390.03,389.46,386.64,532.3927836 +2016-02-04 20:00:00,383.69,389.96,384.37,389.31,495.00717573 +2016-02-04 19:00:00,380.0,386.0,383.76,384.41,1081.36140305 +2016-02-04 18:00:00,383.68,386.1,385.78,383.69,348.26620094 +2016-02-04 17:00:00,385.48,386.83,385.93,385.78,447.19254652 +2016-02-04 16:00:00,383.61,388.1,384.98,385.93,611.84085794 +2016-02-04 15:00:00,382.78,385.0,383.16,384.98,446.78045961 +2016-02-04 14:00:00,373.12,385.0,373.47,383.16,973.47321792 +2016-02-04 13:00:00,372.51,373.5,372.51,373.48,191.80810494 +2016-02-04 12:00:00,372.26,372.83,372.49,372.83,99.40006964 +2016-02-04 11:00:00,371.71,372.5,371.91,372.49,214.86974725 +2016-02-04 10:00:00,371.17,371.92,371.75,371.91,125.15417568 +2016-02-04 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17:00:00,368.51,370.9,370.63,369.33,291.46748772 +2016-02-03 16:00:00,369.73,371.11,370.44,370.61,260.97150752 +2016-02-03 15:00:00,368.02,370.63,370.56,370.48,470.69837439 +2016-02-03 14:00:00,370.5,371.84,371.37,370.63,198.44940939 +2016-02-03 13:00:00,370.75,371.96,371.36,371.47,141.34323828 +2016-02-03 12:00:00,367.21,372.14,371.26,371.36,574.62804505 +2016-02-03 11:00:00,371.18,372.55,372.46,371.26,125.77535946 +2016-02-03 10:00:00,372.29,372.98,372.93,372.4,98.89620173 +2016-02-03 09:00:00,372.69,373.0,373.0,372.95,124.39242586 +2016-02-03 08:00:00,372.85,373.0,372.97,373.0,67.03255676 +2016-02-03 07:00:00,372.05,372.99,372.35,372.97,96.94997056 +2016-02-03 06:00:00,371.53,372.81,372.81,372.35,251.49857953 +2016-02-03 05:00:00,372.04,373.0,372.36,372.81,164.34837968 +2016-02-03 04:00:00,372.11,373.0,372.82,372.41,257.97790526 +2016-02-03 03:00:00,368.2,372.75,372.36,372.75,538.15666009 +2016-02-03 02:00:00,371.95,372.58,372.11,372.58,291.09289664 +2016-02-03 01:00:00,371.58,372.94,372.91,372.05,520.6711495 +2016-02-03 00:00:00,372.59,373.01,372.93,372.93,177.50958176 +2016-02-02 23:00:00,372.11,373.44,373.44,372.93,338.50416809 +2016-02-02 22:00:00,373.08,373.49,373.44,373.45,269.15259888 +2016-02-02 21:00:00,373.01,373.51,373.01,373.47,267.34844637 +2016-02-02 20:00:00,372.2,373.65,372.95,373.02,406.3654483 +2016-02-02 19:00:00,372.52,373.5,372.63,372.94,1386.64233554 +2016-02-02 18:00:00,371.86,373.0,371.91,372.63,312.17793107 +2016-02-02 17:00:00,371.83,373.0,372.64,371.83,259.22854491 +2016-02-02 16:00:00,372.12,373.98,373.01,372.73,250.76472215 +2016-02-02 15:00:00,372.32,373.61,372.5,373.01,431.07455629 +2016-02-02 14:00:00,371.84,373.0,373.0,372.51,404.44780974 +2016-02-02 13:00:00,371.51,373.0,371.77,373.0,146.02765489 +2016-02-02 12:00:00,371.57,372.49,372.19,371.81,202.26314791 +2016-02-02 11:00:00,371.3,373.03,373.03,372.19,95.54879727 +2016-02-02 10:00:00,371.86,373.04,372.7,373.03,115.29101609 +2016-02-02 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17:00:00,370.2,374.02,373.54,373.25,317.20772659 +2016-02-01 16:00:00,373.08,374.77,373.56,373.59,382.73682562 +2016-02-01 15:00:00,372.9,374.8,374.8,373.66,511.15729993 +2016-02-01 14:00:00,374.33,376.0,375.86,374.86,253.34566316 +2016-02-01 13:00:00,375.62,376.27,376.0,375.76,181.0959671 +2016-02-01 12:00:00,375.2,377.23,376.47,376.0,201.72877592 +2016-02-01 11:00:00,375.57,378.28,377.77,376.74,100.40988998 +2016-02-01 10:00:00,372.9,379.0,373.48,377.5,378.81432693 +2016-02-01 09:00:00,372.92,375.74,375.21,373.4,117.09941924 +2016-02-01 08:00:00,374.48,376.0,375.44,375.55,94.17934592 +2016-02-01 07:00:00,374.66,376.0,374.97,375.57,100.37147218 +2016-02-01 06:00:00,374.63,375.89,374.63,374.87,145.64860432 +2016-02-01 05:00:00,373.39,375.0,373.79,374.63,143.45459398 +2016-02-01 04:00:00,372.99,375.0,373.88,373.5,315.58817151 +2016-02-01 03:00:00,370.34,374.0,370.66,373.92,439.96241351 +2016-02-01 02:00:00,367.25,370.83,367.65,370.66,446.64396673 +2016-02-01 01:00:00,366.26,369.24,369.24,367.65,461.84621554 +2016-02-01 00:00:00,367.89,370.84,367.89,369.29,403.09902656 +2016-01-31 23:00:00,365.0,374.79,374.5,367.95,987.27984854 +2016-01-31 22:00:00,374.46,378.98,378.26,374.5,1226.06407083 +2016-01-31 21:00:00,378.0,379.0,378.96,378.34,304.58281702 +2016-01-31 20:00:00,378.04,379.0,378.94,378.99,243.97308596 +2016-01-31 19:00:00,378.55,379.0,378.72,378.94,119.27792425 +2016-01-31 18:00:00,378.39,379.0,378.84,378.92,126.52947667 +2016-01-31 17:00:00,378.12,378.94,378.56,378.75,216.18221135 +2016-01-31 16:00:00,378.55,379.0,378.91,378.55,163.77411526 +2016-01-31 15:00:00,378.18,379.53,378.58,378.97,130.43909811 +2016-01-31 14:00:00,377.85,380.29,379.31,378.57,243.33997306 +2016-01-31 13:00:00,379.3,381.67,381.65,379.32,70.96804475 +2016-01-31 12:00:00,380.54,381.64,381.48,381.64,52.37766714 +2016-01-31 11:00:00,380.49,381.93,381.54,381.52,56.62277398 +2016-01-31 10:00:00,380.39,381.81,381.61,381.71,75.47760325 +2016-01-31 09:00:00,381.3,382.11,381.63,381.53,77.16361416 +2016-01-31 08:00:00,381.33,382.08,381.83,381.74,59.94983091 +2016-01-31 07:00:00,381.49,382.1,381.91,381.8,82.14478967 +2016-01-31 06:00:00,381.31,382.02,381.69,381.86,61.07170627 +2016-01-31 05:00:00,381.0,382.5,381.2,381.7,276.23125633 +2016-01-31 04:00:00,379.78,381.56,380.34,381.25,160.64441287 +2016-01-31 03:00:00,379.23,380.94,380.61,380.33,161.82438587 +2016-01-31 02:00:00,379.15,380.72,380.57,380.59,171.14535996 +2016-01-31 01:00:00,378.31,380.54,379.15,380.51,226.16803492 +2016-01-31 00:00:00,378.37,379.91,378.46,379.23,213.54471189 +2016-01-30 23:00:00,378.04,379.51,378.68,378.46,168.09810182 +2016-01-30 22:00:00,378.04,382.0,380.2,378.69,283.90861121 +2016-01-30 21:00:00,378.17,380.5,378.53,380.21,221.25787557 +2016-01-30 20:00:00,378.1,379.43,379.24,378.65,186.77042195 +2016-01-30 19:00:00,377.0,379.25,378.85,379.25,149.03196912 +2016-01-30 18:00:00,377.58,379.78,377.58,378.84,169.9834009 +2016-01-30 17:00:00,376.53,378.31,378.27,377.59,241.52740782 +2016-01-30 16:00:00,377.01,379.74,379.5,378.29,149.9897028 +2016-01-30 15:00:00,378.16,379.49,379.02,379.48,221.93986858 +2016-01-30 14:00:00,377.79,379.28,378.56,379.01,85.77476544 +2016-01-30 13:00:00,377.64,378.7,378.54,378.52,179.25093236 +2016-01-30 12:00:00,376.69,379.02,379.0,378.71,171.13659591 +2016-01-30 11:00:00,378.54,379.48,379.01,379.13,105.3788787 +2016-01-30 10:00:00,378.53,379.93,379.83,379.01,31.55034435 +2016-01-30 09:00:00,379.29,380.43,380.29,379.82,100.20354945 +2016-01-30 08:00:00,379.23,380.49,380.4,380.47,129.95788192 +2016-01-30 07:00:00,380.21,381.59,380.79,380.31,81.17084581 +2016-01-30 06:00:00,379.61,382.04,379.61,380.77,121.22714755 +2016-01-30 05:00:00,378.64,380.34,378.77,379.41,141.17625993 +2016-01-30 04:00:00,375.0,379.22,378.13,378.77,309.32065888 +2016-01-30 03:00:00,378.0,380.3,379.77,378.14,168.23862121 +2016-01-30 02:00:00,379.26,380.57,380.57,379.78,124.31954613 +2016-01-30 01:00:00,379.3,381.44,380.68,380.57,272.42703137 +2016-01-30 00:00:00,377.9,380.68,378.68,380.68,340.65600362 +2016-01-29 23:00:00,377.0,381.5,381.34,378.68,447.83506109 +2016-01-29 22:00:00,372.21,381.34,374.61,381.34,1425.94488605 +2016-01-29 21:00:00,373.57,375.92,374.21,374.61,370.92838785 +2016-01-29 20:00:00,373.23,375.8,375.26,374.28,453.4985541 +2016-01-29 19:00:00,374.8,377.86,377.71,375.26,653.81901381 +2016-01-29 18:00:00,376.69,378.5,377.77,377.7,545.87182005 +2016-01-29 17:00:00,377.05,378.81,378.62,377.77,450.62087211 +2016-01-29 16:00:00,378.65,379.79,379.72,378.65,414.83300795 +2016-01-29 15:00:00,378.74,379.85,379.02,379.5,485.38975508 +2016-01-29 14:00:00,379.05,381.0,380.41,379.05,271.39622352 +2016-01-29 13:00:00,380.41,383.5,383.45,380.41,348.75989028 +2016-01-29 12:00:00,382.96,384.75,384.5,383.43,160.60871063 +2016-01-29 11:00:00,382.39,385.05,382.58,384.49,175.94746821 +2016-01-29 10:00:00,378.94,385.0,378.94,382.7,572.55563005 +2016-01-29 09:00:00,374.19,380.99,375.55,378.89,203.46453314 +2016-01-29 08:00:00,374.27,376.88,376.53,375.41,194.06908903 +2016-01-29 07:00:00,374.72,377.77,375.86,376.23,248.5764012 +2016-01-29 06:00:00,372.94,376.99,375.13,376.0,182.18572176 +2016-01-29 05:00:00,370.81,376.04,374.96,375.17,397.0719255 +2016-01-29 04:00:00,371.35,376.85,372.53,374.91,569.64722969 +2016-01-29 03:00:00,363.25,375.02,370.06,372.29,637.74713209 +2016-01-29 02:00:00,369.99,373.0,369.99,370.07,573.75127842 +2016-01-29 01:00:00,366.81,370.9,369.67,370.0,817.13254221 +2016-01-29 00:00:00,368.97,379.8,379.63,370.24,1503.65530307 +2016-01-28 23:00:00,379.34,380.27,380.01,379.61,518.14460958 +2016-01-28 22:00:00,380.0,382.51,382.27,380.03,407.13422731 +2016-01-28 21:00:00,382.08,382.98,382.83,382.29,313.0046484 +2016-01-28 20:00:00,382.69,383.0,382.91,382.83,250.37323038 +2016-01-28 19:00:00,382.25,383.25,382.98,382.99,354.47118643 +2016-01-28 18:00:00,381.01,382.98,381.99,382.98,312.02907491 +2016-01-28 17:00:00,381.44,383.0,382.86,381.99,450.59703656 +2016-01-28 16:00:00,382.18,384.75,384.7,382.86,374.40779238 +2016-01-28 15:00:00,383.67,384.92,383.97,384.69,256.16183181 +2016-01-28 14:00:00,383.51,385.16,383.56,384.0,243.65566496 +2016-01-28 13:00:00,382.99,383.78,383.03,383.57,224.78820961 +2016-01-28 12:00:00,382.5,384.52,383.98,383.07,287.97045156 +2016-01-28 11:00:00,383.23,384.35,383.75,383.98,173.08912453 +2016-01-28 10:00:00,382.69,384.62,384.45,383.75,248.08121032 +2016-01-28 09:00:00,384.01,384.76,384.68,384.46,94.04507313 +2016-01-28 08:00:00,383.31,384.76,383.31,384.72,55.25841025 +2016-01-28 07:00:00,381.99,383.59,382.25,383.45,184.06596084 +2016-01-28 06:00:00,381.18,384.76,383.44,382.26,329.10645767 +2016-01-28 05:00:00,382.1,384.23,382.56,383.42,208.84049188 +2016-01-28 04:00:00,381.25,385.73,382.93,382.56,452.13146619 +2016-01-28 03:00:00,377.12,387.0,385.36,382.85,1034.35447986 +2016-01-28 02:00:00,381.92,394.23,393.35,385.37,1828.16595409 +2016-01-28 01:00:00,393.3,395.0,395.0,393.35,207.29160695 +2016-01-28 00:00:00,394.18,395.0,394.6,395.0,296.54729927 +2016-01-27 23:00:00,394.16,394.99,394.63,394.79,362.12635906 +2016-01-27 22:00:00,393.73,394.67,394.34,394.67,301.14956253 +2016-01-27 21:00:00,394.27,395.42,395.42,394.34,340.7467743 +2016-01-27 20:00:00,394.74,396.74,394.74,395.42,576.98044654 +2016-01-27 19:00:00,393.43,394.74,394.13,394.74,280.14766917 +2016-01-27 18:00:00,393.53,394.53,394.53,394.11,228.89322857 +2016-01-27 17:00:00,394.0,394.75,394.5,394.55,243.08006519 +2016-01-27 16:00:00,394.18,394.91,394.38,394.51,284.30180357 +2016-01-27 15:00:00,393.45,395.0,394.73,394.41,294.6442842 +2016-01-27 14:00:00,394.36,395.0,394.49,394.73,237.90563293 +2016-01-27 13:00:00,393.98,394.5,393.99,394.35,300.963186 +2016-01-27 12:00:00,393.87,395.0,394.99,393.96,202.45485955 +2016-01-27 11:00:00,394.86,395.67,395.67,395.0,158.18141994 +2016-01-27 10:00:00,394.24,395.81,394.95,395.46,168.18352628 +2016-01-27 09:00:00,394.22,396.23,395.27,394.9,123.39283136 +2016-01-27 08:00:00,394.01,396.07,396.04,395.27,116.09083023 +2016-01-27 07:00:00,394.93,396.86,396.78,396.15,167.1394063 +2016-01-27 06:00:00,394.96,397.18,395.23,396.75,235.52378454 +2016-01-27 05:00:00,393.56,395.94,393.59,395.23,323.35470277 +2016-01-27 04:00:00,392.09,394.23,392.43,393.53,219.587326 +2016-01-27 03:00:00,392.09,393.23,393.23,392.43,273.07918219 +2016-01-27 02:00:00,392.55,393.88,392.72,393.21,302.24464479 +2016-01-27 01:00:00,391.53,392.89,391.79,392.74,283.40364302 +2016-01-27 00:00:00,390.7,392.17,391.7,391.76,300.58902124 +2016-01-26 23:00:00,387.78,395.3,394.49,391.54,557.69679892 +2016-01-26 22:00:00,392.42,394.44,393.03,394.44,359.94654902 +2016-01-26 21:00:00,392.39,393.13,392.71,392.84,468.45135845 +2016-01-26 20:00:00,392.54,393.0,393.0,392.72,282.5066587 +2016-01-26 19:00:00,392.4,393.25,393.2,393.0,266.85006611 +2016-01-26 18:00:00,392.5,393.87,393.87,393.06,268.61403581 +2016-01-26 17:00:00,393.12,394.0,393.69,393.9,282.5321149 +2016-01-26 16:00:00,392.27,394.48,392.36,393.76,258.55599586 +2016-01-26 15:00:00,390.6,392.5,391.5,392.49,446.77789494 +2016-01-26 14:00:00,391.25,395.0,395.0,391.32,327.83890977 +2016-01-26 13:00:00,394.7,395.0,395.0,395.0,119.22384617 +2016-01-26 12:00:00,393.49,395.16,395.11,395.0,179.64168883 +2016-01-26 11:00:00,394.49,396.24,396.24,395.29,149.1376333 +2016-01-26 10:00:00,395.98,397.0,396.49,396.3,227.00375629 +2016-01-26 09:00:00,393.13,396.5,393.51,396.5,464.28236336 +2016-01-26 08:00:00,392.13,393.64,393.2,393.35,184.88699816 +2016-01-26 07:00:00,391.63,393.46,391.66,393.32,198.42678585 +2016-01-26 06:00:00,391.07,392.85,392.85,391.62,246.19057229 +2016-01-26 05:00:00,390.85,393.36,391.83,392.94,253.70478553 +2016-01-26 04:00:00,389.47,392.25,391.82,391.99,267.93789524 +2016-01-26 03:00:00,391.5,393.6,393.6,391.79,359.77926877 +2016-01-26 02:00:00,391.61,393.74,392.33,393.73,272.23354129 +2016-01-26 01:00:00,392.15,394.0,392.69,392.69,213.17880639 +2016-01-26 00:00:00,391.31,393.0,391.4,392.67,325.6115764 +2016-01-25 23:00:00,391.4,393.47,393.35,391.4,268.03446734 +2016-01-25 22:00:00,391.07,393.73,391.32,393.41,472.61574186 +2016-01-25 21:00:00,390.74,393.0,392.48,391.35,441.58143217 +2016-01-25 20:00:00,389.1,393.16,390.23,392.59,649.10583251 +2016-01-25 19:00:00,389.16,390.89,389.79,390.68,395.12354005 +2016-01-25 18:00:00,386.41,391.15,390.4,389.79,477.84126853 +2016-01-25 17:00:00,388.89,392.08,390.57,390.48,501.95598198 +2016-01-25 16:00:00,388.89,397.72,397.72,390.58,723.15525673 +2016-01-25 15:00:00,397.05,399.35,399.35,397.6,351.0495774 +2016-01-25 14:00:00,398.46,399.69,398.46,399.42,191.44763067 +2016-01-25 13:00:00,397.95,398.87,398.66,398.46,115.75755117 +2016-01-25 12:00:00,396.73,399.25,397.4,398.65,169.60694582 +2016-01-25 11:00:00,396.47,400.12,399.96,397.4,104.51497267 +2016-01-25 10:00:00,399.67,400.8,399.88,399.96,199.54320285 +2016-01-25 09:00:00,398.68,400.41,400.41,399.88,139.58281372 +2016-01-25 08:00:00,399.53,401.28,399.95,400.41,97.959782 +2016-01-25 07:00:00,397.53,401.88,397.78,399.87,201.14531043 +2016-01-25 06:00:00,396.94,398.78,398.41,397.7,93.75384439 +2016-01-25 05:00:00,397.51,398.68,398.59,398.39,142.85892234 +2016-01-25 04:00:00,398.44,399.32,398.44,398.62,44.46778374 +2016-01-25 03:00:00,397.63,399.04,399.04,398.33,47.74042591 +2016-01-25 02:00:00,397.43,399.18,398.36,399.04,127.48037285 +2016-01-25 01:00:00,396.04,399.88,399.88,398.33,383.05274213 +2016-01-25 00:00:00,399.51,403.04,403.04,399.88,152.6244126 +2016-01-24 23:00:00,403.05,403.94,403.05,403.05,109.34620669 +2016-01-24 22:00:00,402.5,403.3,402.88,403.04,90.62026982 +2016-01-24 21:00:00,402.66,403.55,403.28,402.89,143.00422162 +2016-01-24 20:00:00,403.28,406.72,404.58,403.28,289.55107089 +2016-01-24 19:00:00,403.44,404.74,403.73,404.58,162.6668863 +2016-01-24 18:00:00,402.24,404.19,402.24,403.72,251.43447978 +2016-01-24 17:00:00,400.0,402.59,402.59,402.24,190.74736651 +2016-01-24 16:00:00,400.5,406.93,401.2,402.04,642.76061682 +2016-01-24 15:00:00,400.69,402.1,402.1,401.07,49.01995026 +2016-01-24 14:00:00,397.23,402.62,397.23,402.11,295.98451928 +2016-01-24 13:00:00,395.47,400.13,400.13,397.0,145.36238394 +2016-01-24 12:00:00,399.47,400.4,399.48,400.13,42.60018987 +2016-01-24 11:00:00,399.44,400.19,400.16,399.44,50.65182099 +2016-01-24 10:00:00,399.39,401.23,401.21,400.15,101.02871832 +2016-01-24 09:00:00,388.59,402.0,388.59,401.21,673.01972931 +2016-01-24 08:00:00,388.66,389.15,389.15,388.66,1.42715364 +2016-01-24 07:00:00,389.16,390.08,390.08,389.16,11.0329641 +2016-01-24 06:00:00,390.08,390.09,390.08,390.08,5.14077415 +2016-01-24 05:00:00,389.73,390.09,389.73,390.09,20.44891288 +2016-01-24 04:00:00,388.65,389.78,389.74,389.5,38.06125063 +2016-01-24 03:00:00,389.78,390.19,390.19,389.78,18.15554711 +2016-01-24 02:00:00,390.01,390.64,390.28,390.33,59.79975621 +2016-01-24 01:00:00,388.83,390.29,388.83,390.28,140.35992429 +2016-01-24 00:00:00,387.49,388.75,387.5,388.75,18.60705842 +2016-01-23 23:00:00,385.0,391.44,391.4,387.5,242.49731854 +2016-01-23 22:00:00,389.37,391.58,391.16,391.47,125.05067795 +2016-01-23 21:00:00,391.17,392.88,392.78,391.17,68.53163838 +2016-01-23 20:00:00,389.6,392.84,390.47,392.78,56.39794427 +2016-01-23 19:00:00,389.13,390.48,389.9,390.47,83.32048401 +2016-01-23 18:00:00,388.43,391.15,389.94,389.44,206.85801362 +2016-01-23 17:00:00,387.74,392.82,391.97,389.56,421.67667673 +2016-01-23 16:00:00,386.96,395.0,386.96,391.96,565.24434896 +2016-01-23 15:00:00,383.35,387.02,386.05,386.96,161.15211063 +2016-01-23 14:00:00,384.82,387.86,386.91,385.95,181.66233797 +2016-02-17 13:00:00,415.31,418.98,415.4,417.96,452.03516628 +2016-02-17 12:00:00,412.95,415.4,413.09,415.4,261.34692368 +2016-02-17 11:00:00,412.0,415.26,415.26,413.09,218.46480911 +2016-02-17 10:00:00,414.75,415.41,415.14,415.26,204.65788785 +2016-02-17 09:00:00,414.99,415.75,415.0,415.14,130.04768428 +2016-02-17 08:00:00,411.84,415.0,411.98,414.99,279.04196127 +2016-02-17 07:00:00,411.0,412.0,411.62,411.99,210.16371294 +2016-02-17 06:00:00,408.99,411.62,409.0,411.62,388.01893756 +2016-02-17 05:00:00,408.5,409.0,408.91,409.0,159.77315635 +2016-02-17 04:00:00,407.57,409.0,407.67,408.92,364.74247404 +2016-02-17 03:00:00,406.24,407.72,406.98,407.66,361.08696091 +2016-02-17 02:00:00,405.87,407.01,406.49,406.98,344.10002886 +2016-02-17 01:00:00,405.69,407.43,407.43,406.48,276.94471128 +2016-02-17 00:00:00,407.0,407.86,407.41,407.43,358.89819215 +2016-02-16 23:00:00,405.69,407.42,406.75,407.42,175.41664923 +2016-02-16 22:00:00,405.13,407.1,405.74,406.83,258.42947555 +2016-02-16 21:00:00,405.04,406.27,405.49,405.82,293.54103976 +2016-02-16 20:00:00,405.05,406.4,406.34,405.49,255.49236349 +2016-02-16 19:00:00,405.72,406.79,406.48,406.33,265.07289494 +2016-02-16 18:00:00,404.71,407.49,407.31,406.49,504.40285935 +2016-02-16 17:00:00,404.87,407.5,405.32,407.4,605.06030965 +2016-02-16 16:00:00,404.71,405.9,405.17,405.34,299.82098235 +2016-02-16 15:00:00,390.0,406.34,404.99,405.27,887.44813087 +2016-02-16 14:00:00,403.72,405.0,404.21,405.0,245.53557291 +2016-02-16 13:00:00,402.55,404.5,402.59,404.22,132.18914486 +2016-02-16 12:00:00,402.0,402.99,402.99,402.59,60.6562971 +2016-02-16 11:00:00,402.03,403.0,402.34,402.99,80.77218028 +2016-02-16 10:00:00,401.2,402.36,401.65,402.33,149.97711932 +2016-02-16 09:00:00,401.29,401.75,401.73,401.65,38.06722203 +2016-02-16 08:00:00,400.21,401.75,400.54,401.69,93.91854225 +2016-02-16 07:00:00,400.29,401.94,401.01,400.6,70.40555505 +2016-02-16 06:00:00,399.68,401.0,399.73,401.0,119.23409351 +2016-02-16 05:00:00,399.11,400.91,400.64,399.73,91.72184904 +2016-02-16 04:00:00,399.8,401.91,401.74,400.5,147.16623127 +2016-02-16 03:00:00,400.2,401.75,400.47,401.72,165.85530213 +2016-02-16 02:00:00,398.66,400.65,398.68,400.46,157.24150703 +2016-02-16 01:00:00,397.01,400.01,400.01,398.29,188.82951307 +2016-02-16 00:00:00,398.38,400.4,398.94,400.01,363.18073565 +2016-02-15 23:00:00,396.94,399.26,397.44,398.95,251.41742005 +2016-02-15 22:00:00,395.34,397.55,396.12,397.44,240.69958921 +2016-02-15 21:00:00,394.03,398.42,396.51,395.99,386.11007311 +2016-02-15 20:00:00,396.39,400.9,399.61,396.5,467.49583922 +2016-02-15 19:00:00,398.23,401.32,401.21,399.61,404.6095116 +2016-02-15 18:00:00,400.94,402.92,402.82,400.94,309.43880169 +2016-02-15 17:00:00,400.18,402.91,400.18,402.82,268.89392035 +2016-02-15 16:00:00,399.31,402.3,401.15,400.19,316.68063586 +2016-02-15 15:00:00,401.02,403.16,403.16,401.15,301.89642677 +2016-02-15 14:00:00,401.33,403.34,402.65,403.15,152.38836034 +2016-02-15 13:00:00,401.77,404.05,402.86,402.63,109.76795038 +2016-02-15 12:00:00,398.76,404.57,398.77,402.87,183.5470999 +2016-02-15 11:00:00,398.32,400.12,398.44,398.71,116.02269064 +2016-02-15 10:00:00,397.62,403.74,403.74,398.42,260.93214918 +2016-02-15 09:00:00,403.34,404.14,403.34,403.78,69.26054034 +2016-02-15 08:00:00,402.0,406.75,406.75,403.32,286.70620198 +2016-02-15 07:00:00,405.51,406.87,406.41,406.8,70.67989909 +2016-02-15 06:00:00,404.27,406.76,405.09,406.42,283.6183128 +2016-02-15 05:00:00,404.56,406.75,404.91,405.08,117.21875603 +2016-02-15 04:00:00,404.38,406.23,405.27,404.91,290.65810005 +2016-02-15 03:00:00,404.63,405.8,405.75,405.31,203.86254085 +2016-02-15 02:00:00,404.59,406.0,404.59,405.74,212.27372236 +2016-02-15 01:00:00,400.0,405.5,405.5,404.59,535.74496303 +2016-02-15 00:00:00,401.05,409.09,406.62,405.51,728.56187801 +2016-02-14 23:00:00,399.29,406.92,403.72,406.59,553.40103742 +2016-02-14 22:00:00,400.64,403.78,400.65,403.72,346.31681651 +2016-02-14 21:00:00,399.65,400.85,399.84,400.65,144.5743956 +2016-02-14 20:00:00,399.3,400.74,400.63,399.95,245.25795321 +2016-02-14 19:00:00,400.08,401.4,401.4,400.63,491.70726929 +2016-02-14 18:00:00,400.99,401.49,401.0,401.39,268.29957175 +2016-02-14 17:00:00,400.42,401.44,401.44,401.0,289.36655288 +2016-02-14 16:00:00,401.14,403.14,401.4,401.45,419.40860561 +2016-02-14 15:00:00,399.07,402.32,399.78,401.41,561.34897064 +2016-02-14 14:00:00,397.68,401.15,397.73,399.76,376.40229535 +2016-02-14 13:00:00,396.1,398.35,398.35,397.72,215.65507486 +2016-02-14 12:00:00,398.0,399.34,399.05,398.35,61.52132066 +2016-02-14 11:00:00,398.0,399.94,399.93,399.05,143.53877977 +2016-02-14 10:00:00,399.07,399.94,399.78,399.94,118.14385301 +2016-02-14 09:00:00,397.75,399.79,398.99,399.79,157.18577723 +2016-02-14 08:00:00,397.93,399.0,398.03,399.0,125.96160374 +2016-02-14 07:00:00,397.53,398.68,398.04,398.02,105.62628744 +2016-02-14 06:00:00,396.53,398.04,397.14,398.04,168.03155404 +2016-02-14 05:00:00,395.95,397.26,396.72,397.05,154.59242872 +2016-02-14 04:00:00,395.75,397.0,396.88,396.72,397.6410766 +2016-02-14 03:00:00,395.55,397.12,396.89,396.49,253.85465939 +2016-02-14 02:00:00,395.5,398.7,397.78,396.89,371.13406246 +2016-02-14 01:00:00,395.13,398.82,396.39,397.69,960.65440288 +2016-02-14 00:00:00,391.0,396.71,391.0,396.39,627.63050121 +2016-02-13 23:00:00,388.2,391.0,389.26,391.0,410.34435592 +2016-02-13 22:00:00,389.12,389.83,389.5,389.27,183.2388672 +2016-02-13 21:00:00,389.03,389.89,389.66,389.5,168.52910068 +2016-02-13 20:00:00,389.32,389.73,389.68,389.67,218.36254709 +2016-02-13 19:00:00,389.27,389.68,389.4,389.66,196.04396913 +2016-02-13 18:00:00,388.72,389.74,388.78,389.4,181.24392754 +2016-02-13 17:00:00,388.13,388.9,388.42,388.8,257.67955352 +2016-02-13 16:00:00,387.97,388.53,388.11,388.41,152.57071741 +2016-02-13 15:00:00,387.64,388.6,387.87,388.16,182.85666322 +2016-02-13 14:00:00,387.43,389.08,389.08,387.86,157.32842815 +2016-02-13 13:00:00,388.22,389.11,388.54,389.08,144.18653805 +2016-02-13 12:00:00,387.79,389.55,388.69,388.54,99.15558949 +2016-02-13 11:00:00,388.49,389.1,388.71,388.66,38.59062332 +2016-02-13 10:00:00,387.88,388.92,388.71,388.71,188.2823037 +2016-02-13 09:00:00,387.46,389.07,387.79,388.77,65.88750956 +2016-02-13 08:00:00,387.53,389.1,389.09,387.79,234.00872481 +2016-02-13 07:00:00,389.0,389.38,389.29,389.09,112.69811477 +2016-02-13 06:00:00,389.18,390.72,390.21,389.21,197.69868882 +2016-02-13 05:00:00,388.54,396.0,388.66,390.21,796.23233081 +2016-02-13 04:00:00,388.41,391.49,389.0,388.42,477.30315393 +2016-02-13 03:00:00,386.37,389.0,386.39,388.99,469.94051833 +2016-02-13 02:00:00,385.33,386.7,386.5,386.45,342.3351939 +2016-02-13 01:00:00,383.74,386.5,383.74,386.5,438.87030303 +2016-02-13 00:00:00,381.99,384.0,382.05,383.63,265.46874933 +2016-02-12 23:00:00,381.26,382.05,381.39,382.05,322.5143045 +2016-02-12 22:00:00,380.16,381.49,380.19,381.31,200.87789187 +2016-02-12 21:00:00,379.78,381.52,381.36,380.22,373.99095473 +2016-02-12 20:00:00,379.89,381.43,380.32,381.41,314.57524447 +2016-02-12 19:00:00,379.84,381.13,380.0,380.35,247.1554393 +2016-02-12 18:00:00,379.76,381.5,381.46,379.99,381.72581404 +2016-02-12 17:00:00,380.9,381.5,381.5,381.45,340.92799066 +2016-02-12 16:00:00,380.94,381.5,381.02,381.5,342.62488 +2016-02-12 15:00:00,380.18,381.03,380.63,381.02,222.55936896 +2016-02-12 14:00:00,380.05,381.47,380.69,380.6,258.12937739 +2016-02-12 13:00:00,380.34,381.38,381.31,380.7,253.60357846 +2016-02-12 12:00:00,379.64,381.5,379.67,381.44,261.65547876 +2016-02-12 11:00:00,379.51,380.0,380.0,379.64,164.68811231 +2016-02-12 10:00:00,379.53,380.0,380.0,380.0,138.00403593 +2016-02-12 09:00:00,379.61,380.0,379.88,380.0,71.81292818 +2016-02-12 08:00:00,379.17,379.98,379.36,379.83,79.66683652 +2016-02-12 07:00:00,379.11,379.5,379.5,379.36,148.89581091 +2016-02-12 06:00:00,379.08,379.5,379.16,379.5,227.19164726 +2016-02-12 05:00:00,378.95,379.25,379.24,379.21,279.60078743 +2016-02-12 04:00:00,378.34,379.4,378.84,379.25,324.01031593 +2016-02-12 03:00:00,378.35,379.0,378.96,378.83,332.30207764 +2016-02-12 02:00:00,377.75,379.0,378.12,378.88,173.77172374 +2016-02-12 01:00:00,377.46,378.43,377.66,378.12,460.0235975 +2016-02-12 00:00:00,377.49,378.81,378.23,377.49,241.90942688 +2016-02-11 23:00:00,375.52,378.27,375.78,378.23,413.92643471 +2016-02-11 22:00:00,374.16,376.0,375.5,375.56,410.14882686 +2016-02-11 21:00:00,374.1,375.82,374.17,375.49,436.79375762 +2016-02-11 20:00:00,371.65,374.2,371.66,374.2,283.16331921 +2016-02-11 19:00:00,361.11,373.7,373.52,371.66,497.64753293 +2016-02-11 18:00:00,360.0,375.01,374.99,373.52,1038.31536569 +2016-02-11 17:00:00,374.35,375.99,375.91,375.0,418.37149707 +2016-02-11 16:00:00,374.11,375.99,374.92,375.91,341.40462684 +2016-02-11 15:00:00,373.84,376.22,375.72,374.71,386.7807448 +2016-02-11 14:00:00,375.41,377.4,376.9,375.74,290.74601571 +2016-02-11 13:00:00,376.3,377.11,376.55,376.9,194.59483836 +2016-02-11 12:00:00,375.3,377.0,376.48,376.54,78.66777747 +2016-02-11 11:00:00,373.91,376.68,374.37,376.39,124.40064569 +2016-02-11 10:00:00,370.0,374.37,370.3,374.37,176.79451157 +2016-02-11 09:00:00,370.0,374.68,373.44,370.44,552.74800635 +2016-02-11 08:00:00,373.26,376.0,376.0,373.32,351.41441033 +2016-02-11 07:00:00,373.76,377.09,374.38,376.36,568.46728845 +2016-02-11 06:00:00,374.02,375.97,375.01,374.78,431.52798649 +2016-02-11 05:00:00,374.8,376.69,376.21,374.84,409.81076629 +2016-02-11 04:00:00,375.51,377.6,377.05,376.29,586.06777035 +2016-02-11 03:00:00,376.4,378.46,377.7,377.43,611.31213349 +2016-02-11 02:00:00,376.5,379.4,379.22,377.7,807.50421838 +2016-02-11 01:00:00,377.01,379.5,377.79,379.25,424.04015174 +2016-02-11 00:00:00,377.0,378.82,378.49,377.34,578.41508946 +2016-02-10 23:00:00,377.33,379.0,377.33,378.44,507.57219574 +2016-02-10 22:00:00,376.28,378.31,377.09,377.33,300.19220703 +2016-02-10 21:00:00,376.2,378.48,377.97,376.22,452.88072916 +2016-02-10 20:00:00,376.77,378.48,377.68,378.12,368.15749251 +2016-02-10 19:00:00,376.72,378.0,377.88,377.62,457.30936549 +2016-02-10 18:00:00,375.77,378.6,376.61,378.0,537.58058327 +2016-02-10 17:00:00,375.04,378.06,377.76,376.61,344.93058279 +2016-02-10 16:00:00,377.64,380.4,377.94,377.82,455.86040488 +2016-02-10 15:00:00,376.65,382.0,382.0,377.8,629.15772946 +2016-02-10 14:00:00,380.09,383.34,380.35,382.0,399.15629855 +2016-02-10 13:00:00,376.9,382.32,377.07,380.29,510.50941255 +2016-02-10 12:00:00,374.93,377.2,374.99,377.01,344.16367864 +2016-02-10 11:00:00,373.76,374.99,374.5,374.98,402.05884302 +2016-02-10 10:00:00,373.75,374.92,374.54,374.56,312.72416962 +2016-02-10 09:00:00,374.0,375.0,374.91,374.46,306.19459722 +2016-02-10 08:00:00,374.11,375.0,374.92,374.95,476.64660313 +2016-02-10 07:00:00,374.1,374.94,374.56,374.93,238.59690555 +2016-02-10 06:00:00,373.87,374.69,374.57,374.55,297.56353986 +2016-02-10 05:00:00,374.08,374.82,374.2,374.57,286.21649767 +2016-02-10 04:00:00,373.46,374.95,373.63,374.19,546.5917904 +2016-02-10 03:00:00,372.36,373.62,372.66,373.62,296.43458259 +2016-02-10 02:00:00,372.39,373.29,373.27,372.64,435.6484047 +2016-02-10 01:00:00,371.87,373.33,372.13,373.27,338.31144438 +2016-02-10 00:00:00,372.01,373.3,372.76,372.01,491.57876654 +2016-02-09 23:00:00,372.1,373.0,372.36,372.68,349.63623066 +2016-02-09 22:00:00,372.1,372.6,372.21,372.35,393.38737661 +2016-02-09 21:00:00,371.78,372.57,372.1,372.1,381.43856507 +2016-02-09 20:00:00,371.8,372.58,372.03,372.09,377.08677846 +2016-02-09 19:00:00,371.52,373.27,373.01,372.06,373.72026566 +2016-02-09 18:00:00,372.65,373.58,372.87,373.02,416.35107333 +2016-02-09 17:00:00,372.01,373.28,372.82,373.04,450.32304736 +2016-02-09 16:00:00,372.11,373.21,373.1,372.82,395.4509474 +2016-02-09 15:00:00,372.3,373.92,373.82,373.1,432.55719884 +2016-02-09 14:00:00,373.41,374.93,374.12,373.82,429.47081946 +2016-02-09 13:00:00,372.49,374.79,372.49,374.16,723.42233146 +2016-02-09 12:00:00,371.46,372.49,371.48,372.49,269.35790296 +2016-02-09 11:00:00,370.92,371.93,371.86,371.47,278.05772318 +2016-02-09 10:00:00,370.61,372.0,370.92,371.87,248.60789692 +2016-02-09 09:00:00,370.26,371.15,370.46,370.93,211.63199501 +2016-02-09 08:00:00,370.19,370.86,370.39,370.41,294.24689459 +2016-02-09 07:00:00,370.23,370.92,370.42,370.4,196.29827666 +2016-02-09 06:00:00,370.13,371.52,371.43,370.46,308.43353906 +2016-02-09 05:00:00,370.62,371.61,371.09,371.35,216.54946385 +2016-02-09 04:00:00,370.8,372.1,372.1,371.06,264.50646456 +2016-02-09 03:00:00,371.16,372.1,371.38,372.1,524.63795174 +2016-02-09 02:00:00,371.34,372.07,371.98,371.42,298.1183472 +2016-02-09 01:00:00,370.9,372.1,371.58,372.09,313.10222597 +2016-02-09 00:00:00,370.53,372.13,371.02,371.61,278.20089149 +2016-02-08 23:00:00,370.5,371.48,370.88,371.14,486.87156912 +2016-02-08 22:00:00,370.51,372.5,371.63,370.74,429.44200455 +2016-02-08 21:00:00,371.04,372.1,371.13,371.69,505.06148554 +2016-02-08 20:00:00,371.1,372.28,371.58,371.13,371.3098709 +2016-02-08 19:00:00,371.56,373.96,373.96,371.67,535.48235497 +2016-02-08 18:00:00,373.72,375.12,374.91,374.0,482.06133841 +2016-02-08 17:00:00,373.71,375.0,374.03,374.98,307.15027622 +2016-02-08 16:00:00,373.61,375.38,375.3,373.93,524.34235694 +2016-02-08 15:00:00,374.62,375.3,374.98,375.3,443.48171157 +2016-02-08 14:00:00,374.7,376.29,375.43,375.03,625.38325829 +2016-02-08 13:00:00,375.0,376.82,376.82,375.43,493.94319349 +2016-02-08 12:00:00,376.82,377.76,377.76,376.83,259.062374 +2016-02-08 11:00:00,377.54,378.8,378.01,377.54,125.49489913 +2016-02-08 10:00:00,377.85,378.57,378.25,377.85,56.22063176 +2016-02-08 09:00:00,377.52,378.62,378.62,378.23,102.96879682 +2016-02-08 08:00:00,378.5,379.35,379.15,378.63,100.8218857 +2016-02-08 07:00:00,378.69,379.15,379.15,379.14,107.52569989 +2016-02-08 06:00:00,378.63,379.15,378.77,379.15,109.55814823 +2016-02-08 05:00:00,378.27,378.96,378.39,378.74,162.61035439 +2016-02-08 04:00:00,378.2,378.98,378.39,378.4,223.50454354 +2016-02-08 03:00:00,377.84,378.54,378.38,378.39,176.02792427 +2016-02-08 02:00:00,378.15,378.8,378.8,378.37,100.68829244 +2016-02-08 01:00:00,377.68,378.82,378.05,378.8,155.76979683 +2016-02-08 00:00:00,376.87,378.16,377.47,378.03,209.42581077 +2016-02-07 23:00:00,376.53,378.16,377.52,377.49,355.96571703 +2016-02-07 22:00:00,375.58,377.7,376.08,377.67,233.21394207 +2016-02-07 21:00:00,373.24,376.1,373.44,376.1,148.90164959 +2016-02-07 20:00:00,373.37,375.64,375.32,373.37,242.19304965 +2016-02-07 19:00:00,373.28,376.67,376.66,375.32,369.25390758 +2016-02-07 18:00:00,374.74,376.82,376.03,376.67,233.07743407 +2016-02-07 17:00:00,376.04,377.5,377.42,376.04,187.66374302 +2016-02-07 16:00:00,377.15,377.67,377.15,377.41,116.77796442 +2016-02-07 15:00:00,377.07,378.32,378.17,377.15,221.8720942 +2016-02-07 14:00:00,377.93,379.81,379.15,378.17,140.19709559 +2016-02-07 13:00:00,378.64,379.48,379.44,379.15,133.34983386 +2016-02-07 12:00:00,377.52,379.53,377.52,379.43,92.31272827 +2016-02-07 11:00:00,376.15,377.8,376.23,377.43,128.22160666 +2016-02-07 10:00:00,375.91,376.5,376.14,376.33,144.22105267 +2016-02-07 09:00:00,375.69,376.38,375.79,376.15,77.68630761 +2016-02-07 08:00:00,374.99,376.15,376.11,375.86,87.06200129 +2016-02-07 07:00:00,375.8,376.45,376.21,376.04,51.7481699 +2016-02-07 06:00:00,376.16,376.86,376.59,376.21,103.20379907 +2016-02-07 05:00:00,376.4,376.9,376.4,376.64,171.64442885 +2016-02-07 04:00:00,376.36,377.21,377.06,376.39,138.30916834 +2016-02-07 03:00:00,375.93,377.13,375.98,377.06,122.71545785 +2016-02-07 02:00:00,374.6,376.0,374.89,375.94,113.96094508 +2016-02-07 01:00:00,373.57,375.7,374.96,374.89,241.81384817 +2016-02-07 00:00:00,374.45,375.44,375.44,374.94,309.14316647 +2016-02-06 23:00:00,374.28,375.49,374.93,375.44,254.81817165 +2016-02-06 22:00:00,374.11,375.25,375.25,374.93,236.10418188 +2016-02-06 21:00:00,374.43,375.38,374.43,375.24,263.77388473 +2016-02-06 20:00:00,373.74,374.59,373.97,374.38,286.93817441 +2016-02-06 19:00:00,373.76,374.96,374.71,373.97,362.94739332 +2016-02-06 18:00:00,373.57,374.78,374.15,374.62,341.37875655 +2016-02-06 17:00:00,373.31,374.71,373.31,374.16,297.33134179 +2016-02-06 16:00:00,372.71,375.97,375.45,373.24,368.75599435 +2016-02-06 15:00:00,375.0,376.0,375.14,375.41,166.24695255 +2016-02-06 14:00:00,375.12,376.5,376.35,375.13,151.21490023 +2016-02-06 13:00:00,375.69,376.53,376.17,376.37,184.64704839 +2016-02-06 12:00:00,375.12,376.2,375.13,376.17,55.58971951 +2016-02-06 11:00:00,374.92,375.32,374.99,375.13,69.70158594 +2016-02-06 10:00:00,374.98,375.64,375.21,375.0,93.91242353 +2016-02-06 09:00:00,374.27,375.26,374.94,375.25,60.24185615 +2016-02-06 08:00:00,374.18,375.34,374.18,374.94,105.1823751 +2016-02-06 07:00:00,372.35,374.15,374.09,374.15,187.5579711 +2016-02-06 06:00:00,372.72,376.04,374.34,374.1,273.17115979 +2016-02-06 05:00:00,370.05,375.68,375.68,374.41,511.49782794 +2016-02-06 04:00:00,375.04,378.43,377.52,375.68,316.15209088 +2016-02-06 03:00:00,376.2,380.33,380.01,377.54,184.7342176 +2016-02-06 02:00:00,379.03,380.36,379.78,380.02,263.12748417 +2016-02-06 01:00:00,376.79,379.78,377.92,379.78,277.2887014 +2016-02-06 00:00:00,374.98,384.54,384.44,377.91,964.35052433 +2016-02-05 23:00:00,383.13,385.27,385.27,384.5,353.73341778 +2016-02-05 22:00:00,383.29,385.36,384.56,385.36,240.32463649 +2016-02-05 21:00:00,383.68,385.48,385.12,384.56,350.74732823 +2016-02-05 20:00:00,384.35,386.0,385.28,385.13,588.38848686 +2016-02-05 19:00:00,384.45,385.94,385.79,385.28,388.91415224 +2016-02-05 18:00:00,384.2,386.0,385.19,385.82,409.34627764 +2016-02-05 17:00:00,384.79,385.87,385.83,385.21,359.46172804 +2016-02-05 16:00:00,385.49,388.46,387.94,385.49,361.94061034 +2016-02-05 15:00:00,385.98,387.95,386.46,387.94,355.36443355 +2016-02-05 14:00:00,385.77,387.17,387.07,386.27,230.14881278 +2016-02-05 13:00:00,386.69,388.95,388.71,387.07,390.75568856 +2016-02-05 12:00:00,388.0,389.36,388.15,388.72,399.45230796 +2016-02-05 11:00:00,385.68,388.25,385.69,387.92,162.30262994 +2016-02-05 10:00:00,384.4,386.0,385.78,385.7,189.72017628 +2016-02-05 09:00:00,385.55,386.39,385.99,385.78,112.54343273 +2016-02-05 08:00:00,384.08,386.0,384.51,386.0,124.13453706 +2016-02-05 07:00:00,382.99,384.61,383.47,384.11,217.61482341 +2016-02-05 06:00:00,383.29,385.98,385.92,383.5,364.43241539 +2016-02-05 05:00:00,385.1,386.29,385.84,385.98,290.61822356 +2016-02-05 04:00:00,384.73,386.19,385.84,385.89,315.11400705 +2016-02-05 03:00:00,384.51,386.81,386.81,385.59,418.81249114 +2016-02-05 02:00:00,386.54,387.49,386.96,386.82,222.06685155 +2016-03-01 01:00:00,435.72,437.78,437.42,437.27,591.63048812 +2016-03-01 00:00:00,436.2,437.5,436.41,437.45,254.49486504 +2016-02-29 23:00:00,435.94,436.5,435.94,436.44,386.09897198 +2016-02-29 22:00:00,433.91,435.99,434.27,435.95,241.59622487 +2016-02-29 21:00:00,433.36,435.3,434.59,434.27,358.88453422 +2016-02-29 20:00:00,434.09,435.44,435.37,434.43,212.38950192 +2016-02-29 19:00:00,434.04,436.51,436.13,435.36,417.7623151 +2016-02-29 18:00:00,434.98,436.46,436.33,436.15,269.90655272 +2016-02-29 17:00:00,436.27,438.0,436.99,436.27,383.29730835 +2016-02-29 16:00:00,436.2,437.0,436.49,436.92,248.83515779 +2016-02-29 15:00:00,434.0,438.2,437.06,436.61,453.07756029 +2016-02-29 14:00:00,435.66,438.95,436.08,437.06,346.96178771 +2016-02-29 13:00:00,435.57,437.14,436.51,436.1,183.89836137 +2016-02-29 12:00:00,435.12,437.07,435.46,436.52,159.1077972 +2016-02-29 11:00:00,433.61,442.0,440.74,435.44,355.43150467 +2016-02-29 10:00:00,435.91,442.0,436.69,440.74,629.6459613 +2016-02-29 09:00:00,435.24,436.91,436.59,436.53,169.86866376 +2016-02-29 08:00:00,434.15,437.31,434.68,436.6,259.09837298 +2016-02-29 07:00:00,434.12,438.26,437.11,434.68,315.19724755 +2016-02-29 06:00:00,436.06,437.21,436.8,437.12,116.43241523 +2016-02-29 05:00:00,436.24,437.48,436.83,436.66,204.11765026 +2016-02-29 04:00:00,436.54,438.08,438.08,436.75,258.62247801 +2016-02-29 03:00:00,435.21,438.45,436.61,438.09,390.19758156 +2016-02-29 02:00:00,434.98,438.36,434.99,436.77,457.56094847 +2016-02-29 01:00:00,432.99,435.0,433.0,434.99,594.55209459 +2016-02-29 00:00:00,431.13,433.73,433.73,432.93,166.3490775 +2016-02-28 23:00:00,433.09,434.0,433.09,433.73,190.03336342 +2016-02-28 22:00:00,431.93,434.0,433.92,433.1,205.77305768 +2016-02-28 21:00:00,433.14,434.0,433.99,433.93,233.79326937 +2016-02-28 20:00:00,434.0,435.0,434.46,434.0,226.29202974 +2016-02-28 19:00:00,434.13,435.29,434.57,434.46,299.06050583 +2016-02-28 18:00:00,433.96,434.92,434.29,434.56,311.37118471 +2016-02-28 17:00:00,433.76,434.29,434.0,434.29,253.77300038 +2016-02-28 16:00:00,433.23,434.09,433.99,434.0,199.36639992 +2016-02-28 15:00:00,433.22,436.07,434.65,434.0,365.74833663 +2016-02-28 14:00:00,428.49,435.5,428.49,434.79,360.41378531 +2016-02-28 13:00:00,428.37,428.66,428.66,428.5,115.67534112 +2016-02-28 12:00:00,425.77,428.68,425.77,428.66,72.20673484 +2016-02-28 11:00:00,425.68,426.23,425.98,425.69,84.34434544 +2016-02-28 10:00:00,425.33,426.81,426.7,425.96,102.11877861 +2016-02-28 09:00:00,426.5,427.25,427.25,426.71,59.39546745 +2016-02-28 08:00:00,427.24,427.6,427.25,427.24,87.79699607 +2016-02-28 07:00:00,426.72,427.24,426.74,427.24,48.3964839 +2016-02-28 06:00:00,425.49,426.88,426.22,426.73,106.66258138 +2016-02-28 05:00:00,425.7,426.31,425.9,426.31,74.04543733 +2016-02-28 04:00:00,425.23,426.5,426.39,425.92,149.15457088 +2016-02-28 03:00:00,425.2,426.79,425.85,426.36,155.8630565 +2016-02-28 02:00:00,423.02,426.06,423.02,425.89,163.82209085 +2016-02-28 01:00:00,423.0,426.81,426.35,423.02,535.42650685 +2016-02-28 00:00:00,425.57,433.35,433.09,426.36,749.39676603 +2016-02-27 23:00:00,432.22,433.13,432.51,433.12,175.04016572 +2016-02-27 22:00:00,431.36,432.51,431.47,432.51,123.35659185 +2016-02-27 21:00:00,430.99,431.48,431.09,431.4,134.84745277 +2016-02-27 20:00:00,430.51,431.29,431.23,430.99,312.53090727 +2016-02-27 19:00:00,430.14,433.12,433.12,431.23,448.3739987 +2016-02-27 18:00:00,432.16,433.13,432.75,433.13,217.06812967 +2016-02-27 17:00:00,431.04,432.95,431.04,432.76,282.87373574 +2016-02-27 16:00:00,430.32,431.12,430.92,431.03,168.14454574 +2016-02-27 15:00:00,430.68,432.01,431.64,430.92,221.26080127 +2016-02-27 14:00:00,431.29,431.98,431.72,431.62,106.19737528 +2016-02-27 13:00:00,430.88,431.78,431.41,431.7,104.86565537 +2016-02-27 12:00:00,431.29,432.43,432.03,431.4,77.77663319 +2016-02-27 11:00:00,430.37,432.07,430.5,432.04,54.87611997 +2016-02-27 10:00:00,430.22,430.83,430.41,430.44,84.1123711 +2016-02-27 09:00:00,430.41,432.81,432.81,430.51,164.49192384 +2016-02-27 08:00:00,432.49,433.14,432.65,432.77,132.34425243 +2016-02-27 07:00:00,432.49,433.62,433.56,432.49,182.05773084 +2016-02-27 06:00:00,432.47,433.71,432.73,433.54,334.81729409 +2016-02-27 05:00:00,431.5,432.79,431.91,432.56,260.13136429 +2016-02-27 04:00:00,431.0,433.6,433.59,431.86,326.94768831 +2016-02-27 03:00:00,433.04,434.63,434.35,433.56,245.10577961 +2016-02-27 02:00:00,432.73,434.77,433.1,434.24,333.5805729 +2016-02-27 01:00:00,432.29,433.5,432.8,433.1,386.74283448 +2016-02-27 00:00:00,430.84,434.97,430.84,432.82,643.11134451 +2016-02-26 23:00:00,426.59,430.85,426.6,430.85,742.01829132 +2016-02-26 22:00:00,423.57,426.82,423.78,426.6,288.26507558 +2016-02-26 21:00:00,422.56,423.78,422.8,423.78,358.74953931 +2016-02-26 20:00:00,422.09,422.97,422.47,422.79,226.26093186 +2016-02-26 19:00:00,421.1,423.84,423.74,422.53,567.64135741 +2016-02-26 18:00:00,422.85,423.85,423.3,423.59,322.02633313 +2016-02-26 17:00:00,421.78,424.01,423.34,423.39,353.65890846 +2016-02-26 16:00:00,423.0,423.86,423.73,423.38,336.14289729 +2016-02-26 15:00:00,423.64,423.75,423.74,423.73,249.92449285 +2016-02-26 14:00:00,422.66,423.83,423.62,423.75,121.81901 +2016-02-26 13:00:00,422.76,423.88,423.7,423.62,171.10249688 +2016-02-26 12:00:00,422.29,424.85,424.36,423.79,368.31050704 +2016-02-26 11:00:00,423.56,424.36,423.77,424.36,163.53240029 +2016-02-26 10:00:00,423.55,424.28,424.22,423.72,119.54525245 +2016-02-26 09:00:00,423.78,424.5,424.48,424.21,65.30054663 +2016-02-26 08:00:00,424.13,424.56,424.15,424.48,230.06445381 +2016-02-26 07:00:00,423.05,424.16,423.26,424.11,429.91650595 +2016-02-26 06:00:00,422.84,423.59,422.84,423.26,219.70892905 +2016-02-26 05:00:00,421.57,422.85,421.57,422.85,255.87910867 +2016-02-26 04:00:00,420.68,421.58,421.57,421.58,168.69250337 +2016-02-26 03:00:00,420.0,421.58,421.16,421.58,198.55675999 +2016-02-26 02:00:00,421.15,422.3,422.23,421.17,203.1587609 +2016-02-26 01:00:00,419.53,422.24,421.17,422.24,314.28304397 +2016-02-26 00:00:00,421.08,423.59,423.51,421.09,307.47935907 +2016-02-25 23:00:00,422.69,423.75,422.82,423.54,136.04808181 +2016-02-25 22:00:00,422.52,423.45,423.31,422.98,291.91389977 +2016-02-25 21:00:00,422.45,423.81,423.57,423.33,345.39447608 +2016-02-25 20:00:00,422.39,425.0,423.78,423.59,320.70597967 +2016-02-25 19:00:00,422.01,423.78,422.63,423.78,274.40556353 +2016-02-25 18:00:00,421.31,422.77,422.16,422.63,301.20340634 +2016-02-25 17:00:00,421.95,422.75,422.68,422.15,370.72724991 +2016-02-25 16:00:00,421.13,422.69,421.88,422.67,218.56452367 +2016-02-25 15:00:00,421.5,423.13,423.09,421.88,303.12856525 +2016-02-25 14:00:00,420.86,423.11,421.83,423.09,168.29109946 +2016-02-25 13:00:00,419.43,421.94,420.05,421.83,374.16422681 +2016-02-25 12:00:00,419.52,423.85,423.45,420.05,240.65742337 +2016-02-25 11:00:00,422.3,423.81,423.79,423.41,385.06301141 +2016-02-25 10:00:00,423.61,424.48,424.21,423.79,131.30715152 +2016-02-25 09:00:00,419.8,425.5,424.8,424.21,156.88651141 +2016-02-25 08:00:00,423.93,424.88,424.14,424.79,64.3457744 +2016-02-25 07:00:00,420.27,424.47,421.2,423.92,190.65988538 +2016-02-25 06:00:00,419.71,421.5,419.72,421.19,112.89139889 +2016-02-25 05:00:00,418.6,421.99,421.6,419.7,330.41631567 +2016-02-25 04:00:00,421.0,423.09,423.09,421.52,247.504453 +2016-02-25 03:00:00,423.02,425.75,425.62,423.07,211.32216248 +2016-02-25 02:00:00,424.76,426.44,424.83,425.59,169.99472578 +2016-02-25 01:00:00,423.9,425.97,424.4,424.82,295.77220691 +2016-02-25 00:00:00,423.39,425.99,423.87,424.37,408.45002274 +2016-02-24 23:00:00,421.42,424.0,423.19,423.94,376.56935557 +2016-02-24 22:00:00,422.37,424.0,423.41,423.15,463.67365061 +2016-02-24 21:00:00,422.66,424.0,423.32,423.41,243.47648096 +2016-02-24 20:00:00,423.0,424.0,423.87,423.33,225.40176868 +2016-02-24 19:00:00,423.38,424.92,423.75,423.5,483.24598463 +2016-02-24 18:00:00,420.1,423.9,423.68,423.75,749.1570968 +2016-02-24 17:00:00,421.16,423.9,423.14,423.69,311.89098336 +2016-02-24 16:00:00,422.5,424.0,423.99,423.0,207.43371413 +2016-02-24 15:00:00,421.37,424.32,422.0,424.0,363.78592423 +2016-02-24 14:00:00,420.36,422.18,420.37,422.0,269.14353378 +2016-02-24 13:00:00,419.7,422.0,420.92,420.37,341.55765281 +2016-02-24 12:00:00,417.73,421.87,417.89,420.8,310.51548855 +2016-02-24 11:00:00,417.74,418.57,418.57,417.91,48.88142211 +2016-02-24 10:00:00,418.35,419.47,419.09,418.57,170.72301216 +2016-02-24 09:00:00,415.86,419.09,416.05,419.09,72.93819198 +2016-02-24 08:00:00,416.0,417.62,416.51,416.12,97.58935671 +2016-02-24 07:00:00,414.31,417.6,415.03,416.68,144.94061584 +2016-02-24 06:00:00,411.48,415.35,411.48,414.99,370.06385263 +2016-02-24 05:00:00,410.0,421.15,421.08,411.47,586.19219703 +2016-02-24 04:00:00,420.32,421.5,420.37,421.09,121.34082625 +2016-02-24 03:00:00,419.0,421.02,421.02,420.43,275.43051021 +2016-02-24 02:00:00,418.04,425.1,424.66,421.08,486.39520088 +2016-02-24 01:00:00,423.8,425.6,424.09,424.72,285.34713594 +2016-02-24 00:00:00,420.18,424.75,420.32,424.0,226.58840943 +2016-02-23 23:00:00,419.2,420.96,420.67,419.97,255.32216798 +2016-02-23 22:00:00,418.49,421.26,420.39,420.35,240.69161915 +2016-02-23 21:00:00,419.28,421.27,420.19,420.45,270.97721389 +2016-02-23 20:00:00,417.01,420.74,417.22,420.25,293.6702525 +2016-02-23 19:00:00,414.79,417.85,414.79,417.43,335.56519439 +2016-02-23 18:00:00,414.16,418.32,416.03,414.78,645.30687427 +2016-02-23 17:00:00,416.02,419.78,418.81,416.04,408.48094986 +2016-02-23 16:00:00,416.08,421.86,421.56,418.81,1040.42283212 +2016-02-23 15:00:00,421.6,423.76,423.3,421.6,290.0858604 +2016-02-23 14:00:00,421.72,423.31,422.61,423.3,202.22503931 +2016-02-23 13:00:00,421.36,422.71,421.85,422.61,199.61157466 +2016-02-23 12:00:00,420.84,423.25,421.48,421.9,243.9664217 +2016-02-23 11:00:00,418.29,425.55,424.55,421.84,404.82654094 +2016-02-23 10:00:00,422.67,424.72,423.62,424.49,137.88763761 +2016-02-23 09:00:00,420.99,424.2,424.19,423.62,347.66981981 +2016-02-23 08:00:00,420.0,434.41,434.41,424.17,942.46694898 +2016-02-23 07:00:00,434.0,436.38,436.35,434.42,410.72447479 +2016-02-23 06:00:00,434.95,438.87,438.64,436.35,495.30050806 +2016-02-23 05:00:00,437.15,439.2,439.03,438.63,303.5634586 +2016-02-23 04:00:00,438.57,439.45,438.82,439.08,207.21913662 +2016-02-23 03:00:00,438.62,440.12,440.08,438.84,358.04991785 +2016-02-23 02:00:00,439.9,440.9,440.58,440.08,375.33015057 +2016-02-23 01:00:00,438.7,440.62,438.81,440.57,442.34288914 +2016-02-23 00:00:00,437.14,438.81,437.45,438.81,307.32476143 +2016-02-22 23:00:00,436.09,437.67,436.81,437.55,198.4346761 +2016-02-22 22:00:00,435.24,437.48,437.28,436.78,334.83243782 +2016-02-22 21:00:00,436.86,438.99,438.98,437.7,274.5018406 +2016-02-22 20:00:00,437.68,439.0,438.04,438.99,207.28006995 +2016-02-22 19:00:00,436.9,438.11,437.89,438.09,271.00195331 +2016-02-22 18:00:00,436.75,438.0,437.02,437.87,302.65152757 +2016-02-22 17:00:00,436.35,438.44,438.0,436.35,270.50561948 +2016-02-22 16:00:00,436.01,438.06,437.04,437.97,304.16751068 +2016-02-22 15:00:00,436.19,438.48,438.36,437.07,402.9849639 +2016-02-22 14:00:00,437.55,438.5,438.31,438.36,135.64392059 +2016-02-22 13:00:00,435.54,438.4,435.76,438.31,193.00725114 +2016-02-22 12:00:00,435.37,436.78,435.37,435.72,121.12587636 +2016-02-22 11:00:00,434.17,436.07,435.04,435.46,167.32959976 +2016-02-22 10:00:00,433.23,436.0,434.44,435.04,150.26295121 +2016-02-22 09:00:00,434.4,436.4,435.69,434.5,75.68389986 +2016-02-22 08:00:00,434.34,436.8,434.34,435.69,139.96282106 +2016-02-22 07:00:00,434.01,435.48,434.73,434.35,181.88539987 +2016-02-22 06:00:00,432.36,435.87,435.0,434.76,170.71730824 +2016-02-22 05:00:00,434.45,435.81,435.54,435.11,117.01930027 +2016-02-22 04:00:00,434.44,435.65,434.92,435.54,105.89804576 +2016-02-22 03:00:00,433.5,435.49,434.22,435.1,197.48017994 +2016-02-22 02:00:00,430.95,435.51,435.43,434.31,351.79045014 +2016-02-22 01:00:00,434.0,436.25,435.66,435.45,197.44152013 +2016-02-22 00:00:00,434.75,438.56,438.56,435.67,260.19075954 +2016-02-21 23:00:00,437.47,438.77,438.17,438.56,181.35168775 +2016-02-21 22:00:00,434.81,439.0,438.22,438.17,162.06053269 +2016-02-21 21:00:00,434.01,439.58,437.83,438.18,352.39636292 +2016-02-21 20:00:00,435.05,439.86,435.05,437.87,301.79582908 +2016-02-21 19:00:00,432.5,435.04,433.96,435.04,170.91391873 +2016-02-21 18:00:00,433.37,434.55,434.55,433.9,198.26802377 +2016-02-21 17:00:00,433.0,435.14,433.78,434.55,179.38054817 +2016-02-21 16:00:00,429.4,436.96,429.41,433.79,353.74002146 +2016-02-21 15:00:00,426.17,430.89,429.35,429.11,414.61851617 +2016-02-21 14:00:00,426.01,432.88,431.79,429.36,485.75625684 +2016-02-21 13:00:00,428.8,434.72,429.16,431.64,382.82591689 +2016-02-21 12:00:00,428.0,445.89,445.1,429.12,1088.6863898 +2016-02-21 11:00:00,444.25,445.11,444.37,445.11,133.78332472 +2016-02-21 10:00:00,443.15,445.43,444.57,444.3,120.7548042 +2016-02-21 09:00:00,443.41,445.99,445.09,444.5,221.87939243 +2016-02-21 08:00:00,444.59,448.7,446.83,445.09,316.93507898 +2016-02-21 07:00:00,439.84,446.99,439.89,446.81,381.45905687 +2016-02-21 06:00:00,439.22,440.33,439.23,439.67,273.45621124 +2016-02-21 05:00:00,438.4,439.23,439.22,439.23,132.48360774 +2016-02-21 04:00:00,438.28,440.91,440.91,439.23,109.98973574 +2016-02-21 03:00:00,438.9,441.58,440.26,440.91,143.08688122 +2016-02-21 02:00:00,438.01,440.3,438.13,440.18,220.73390431 +2016-02-21 01:00:00,435.14,438.2,436.1,438.2,410.92773985 +2016-02-21 00:00:00,435.98,440.59,438.04,436.1,373.86084484 +2016-02-20 23:00:00,436.0,442.25,440.85,437.46,320.43638213 +2016-02-20 22:00:00,436.88,441.23,438.88,440.73,375.78600189 +2016-02-20 21:00:00,436.42,441.6,441.58,438.91,575.84457081 +2016-02-20 20:00:00,441.12,444.03,442.07,441.59,427.31347347 +2016-02-20 19:00:00,440.5,443.89,443.86,442.08,667.75234335 +2016-02-20 18:00:00,438.7,443.91,439.99,443.9,490.58953286 +2016-02-20 17:00:00,435.17,440.0,435.17,439.99,704.66727994 +2016-02-20 16:00:00,431.04,435.3,431.19,435.3,715.49845548 +2016-02-20 15:00:00,429.78,431.2,431.18,431.2,399.7027318 +2016-02-20 14:00:00,431.07,432.71,432.66,431.21,289.61882327 +2016-02-20 13:00:00,431.96,433.48,432.54,432.71,317.29906067 +2016-02-20 12:00:00,430.28,433.94,430.29,432.52,163.88552567 +2016-02-20 11:00:00,429.81,433.0,429.81,430.28,270.31787318 +2016-02-20 10:00:00,428.5,430.65,429.64,429.83,291.28386255 +2016-02-20 09:00:00,425.72,429.65,425.99,429.64,277.57091325 +2016-02-20 08:00:00,425.67,426.0,425.96,425.99,80.48999342 +2016-02-20 07:00:00,424.15,425.97,424.32,425.97,185.23405195 +2016-02-20 06:00:00,423.7,425.0,424.78,424.32,240.0175694 +2016-02-20 05:00:00,423.48,424.9,423.99,424.79,206.20636805 +2016-02-20 04:00:00,423.38,424.41,423.98,423.99,594.68019178 +2016-02-20 03:00:00,423.04,423.99,423.15,423.98,315.84732864 +2016-02-20 02:00:00,421.98,423.77,422.12,423.15,424.93517843 +2016-02-20 01:00:00,421.68,422.5,421.81,422.13,352.50678772 +2016-02-20 00:00:00,420.09,422.56,420.72,421.68,681.11082917 +2016-02-19 23:00:00,418.76,420.73,418.9,420.72,391.87121173 +2016-02-19 22:00:00,418.28,419.39,418.74,418.9,698.51346149 +2016-02-19 21:00:00,418.14,418.77,418.6,418.74,379.60170848 +2016-02-19 20:00:00,418.29,418.61,418.32,418.6,225.45455171 +2016-02-19 19:00:00,417.94,418.5,417.99,418.3,275.41136941 +2016-02-19 18:00:00,417.8,418.81,418.41,418.0,338.09982336 +2016-02-19 17:00:00,417.91,418.91,418.88,418.36,238.11212229 +2016-02-19 16:00:00,418.08,418.99,418.78,418.89,157.04188328 +2016-02-19 15:00:00,418.75,420.65,420.28,418.78,329.36458159 +2016-02-19 14:00:00,418.98,421.4,420.26,420.39,340.85043027 +2016-02-19 13:00:00,419.5,420.79,419.77,420.26,179.59746263 +2016-02-19 12:00:00,418.69,420.27,418.69,419.79,133.76278614 +2016-02-19 11:00:00,417.57,418.76,417.86,418.7,118.19598507 +2016-02-19 10:00:00,417.74,418.69,418.49,417.87,103.84800799 +2016-02-19 09:00:00,417.66,419.08,419.08,418.51,180.90214357 +2016-02-19 08:00:00,417.75,420.14,417.79,419.1,163.9208414 +2016-02-19 07:00:00,416.0,419.13,418.82,417.82,228.71607943 +2016-02-19 06:00:00,418.52,420.92,420.65,418.82,156.14146377 +2016-02-19 05:00:00,420.56,422.0,421.34,420.56,188.42851117 +2016-02-19 04:00:00,420.88,421.7,421.55,421.32,138.33452594 +2016-02-19 03:00:00,421.15,421.75,421.51,421.54,162.34013107 +2016-02-19 02:00:00,420.97,421.99,421.55,421.51,246.9697155 +2016-02-19 01:00:00,420.76,421.63,421.22,421.63,227.1652531 +2016-02-19 00:00:00,421.05,421.4,421.18,421.21,197.57348144 +2016-02-18 23:00:00,420.53,421.76,421.54,421.19,236.36503536 +2016-02-18 22:00:00,419.46,421.89,419.63,421.54,354.21684358 +2016-02-18 21:00:00,418.62,420.46,419.91,419.63,221.75692079 +2016-02-18 20:00:00,418.5,419.95,418.57,419.92,307.53040283 +2016-02-18 19:00:00,418.45,418.96,418.88,418.57,404.40940126 +2016-02-18 18:00:00,418.61,419.5,418.98,418.88,212.02955938 +2016-02-18 17:00:00,417.6,419.5,418.0,418.96,221.70014812 +2016-02-18 16:00:00,415.01,418.0,416.08,418.0,311.3628356 +2016-02-18 15:00:00,416.01,420.0,419.79,416.19,463.64841899 +2016-02-18 14:00:00,417.93,420.34,417.93,419.79,342.60121588 +2016-02-18 13:00:00,417.0,423.2,423.1,417.93,291.86012229 +2016-02-18 12:00:00,422.04,423.1,422.9,423.09,159.45010706 +2016-02-18 11:00:00,422.68,423.0,423.0,422.89,88.83603626 +2016-02-18 10:00:00,421.99,423.0,422.0,423.0,186.12359006 +2016-02-18 09:00:00,421.33,422.0,421.54,422.0,88.52308868 +2016-02-18 08:00:00,419.25,421.55,419.29,421.55,381.17042529 +2016-02-18 07:00:00,418.36,420.04,420.04,419.3,196.70316446 +2016-02-18 06:00:00,418.45,420.38,418.45,420.02,251.65435816 +2016-02-18 05:00:00,418.33,419.01,418.77,418.45,87.34369214 +2016-02-18 04:00:00,417.0,418.93,417.55,418.76,164.3003103 +2016-02-18 03:00:00,417.24,419.98,418.7,417.54,355.81181967 +2016-02-18 02:00:00,417.44,419.75,418.86,418.66,444.08573657 +2016-02-18 01:00:00,417.69,419.0,417.99,418.88,284.71330011 +2016-02-18 00:00:00,415.18,418.0,415.18,418.0,462.44107896 +2016-02-17 23:00:00,414.24,418.33,418.19,415.2,384.08413611 +2016-02-17 22:00:00,418.08,419.64,418.98,418.24,448.45356039 +2016-02-17 21:00:00,418.0,420.0,419.63,419.05,382.41305363 +2016-02-17 20:00:00,418.73,420.13,419.5,419.69,629.97895816 +2016-02-17 19:00:00,417.38,419.73,419.49,419.49,387.8122382 +2016-02-17 18:00:00,416.5,419.79,416.89,419.51,465.63385063 +2016-02-17 17:00:00,416.5,419.0,418.93,416.87,671.72188467 +2016-02-17 16:00:00,416.5,419.0,418.87,418.99,327.67344489 +2016-02-17 15:00:00,418.21,419.5,419.35,418.87,513.88713954 +2016-02-17 14:00:00,417.14,419.46,417.97,419.35,486.15312992 +2016-03-13 13:00:00,413.78,415.53,415.53,414.11,118.78952184 +2016-03-13 12:00:00,415.26,416.38,415.26,415.41,71.02676561 +2016-03-13 11:00:00,415.13,415.85,415.5,415.17,47.46333506 +2016-03-13 10:00:00,413.28,415.5,413.28,415.5,104.18633902 +2016-03-13 09:00:00,412.84,413.71,412.97,413.34,64.8422653 +2016-03-13 08:00:00,412.13,413.08,412.99,412.87,97.06303657 +2016-03-13 07:00:00,412.78,413.64,413.6,412.98,71.93439288 +2016-03-13 06:00:00,412.44,414.09,412.54,413.57,140.46935546 +2016-03-13 05:00:00,411.73,413.96,411.79,412.35,196.2159125 +2016-03-13 04:00:00,411.06,411.87,411.36,411.87,156.33139117 +2016-03-13 03:00:00,411.09,412.43,411.85,411.5,354.92506846 +2016-03-13 02:00:00,410.98,411.98,411.15,411.83,218.34783423 +2016-03-13 01:00:00,410.39,411.25,411.0,411.19,361.51117008 +2016-03-13 00:00:00,410.01,411.0,410.56,411.0,247.64097908 +2016-03-12 23:00:00,410.3,410.95,410.68,410.58,181.91098669 +2016-03-12 22:00:00,409.87,411.0,410.0,410.66,195.65079085 +2016-03-12 21:00:00,408.98,410.21,409.63,410.05,263.83978827 +2016-03-12 20:00:00,409.41,410.17,409.8,409.41,224.6514984 +2016-03-12 19:00:00,408.12,410.57,408.62,409.93,210.90267786 +2016-03-12 18:00:00,408.18,410.94,410.57,408.66,392.77664375 +2016-03-12 17:00:00,409.35,410.64,409.4,410.64,417.79363206 +2016-03-12 16:00:00,406.52,410.0,410.0,409.63,870.02963009 +2016-03-12 15:00:00,410.0,411.98,411.74,410.01,296.76276189 +2016-03-12 14:00:00,411.66,414.13,413.97,411.75,381.64437358 +2016-03-12 13:00:00,413.73,414.56,413.95,413.9,158.05493466 +2016-03-12 12:00:00,413.09,415.3,415.19,413.8,251.46678509 +2016-03-12 11:00:00,414.78,415.48,414.93,415.3,67.6492936 +2016-03-12 10:00:00,414.32,416.13,416.01,414.91,149.53051618 +2016-03-12 09:00:00,415.19,416.71,415.89,416.0,69.92348944 +2016-03-12 08:00:00,415.88,417.41,416.48,415.88,141.46763272 +2016-03-12 07:00:00,415.71,416.87,416.47,416.49,135.80277389 +2016-03-12 06:00:00,414.21,416.86,414.43,416.47,216.33448969 +2016-03-12 05:00:00,410.47,414.83,413.93,414.32,497.91953231 +2016-03-12 04:00:00,413.21,416.54,415.25,413.93,411.76096912 +2016-03-12 03:00:00,414.18,419.38,419.31,415.27,519.19591204 +2016-03-12 02:00:00,418.44,420.9,420.84,419.3,314.95232749 +2016-03-12 01:00:00,420.3,421.3,420.62,420.84,250.90452987 +2016-03-12 00:00:00,419.21,420.73,419.48,420.59,276.17912946 +2016-03-11 23:00:00,418.5,419.74,418.98,419.39,211.39156086 +2016-03-11 22:00:00,417.79,419.37,418.2,418.98,423.94218685 +2016-03-11 21:00:00,417.51,418.86,418.48,418.21,251.16280727 +2016-03-11 20:00:00,418.0,420.54,420.25,418.32,402.93352328 +2016-03-11 19:00:00,419.14,420.96,420.84,420.26,285.67853015 +2016-03-11 18:00:00,419.7,420.85,420.2,420.83,245.33528732 +2016-03-11 17:00:00,419.24,420.77,420.0,420.19,511.44945389 +2016-03-11 16:00:00,419.83,420.0,420.0,419.99,238.63290053 +2016-03-11 15:00:00,419.37,420.0,419.56,420.0,242.45155851 +2016-03-11 14:00:00,418.78,420.0,419.99,419.55,302.48640516 +2016-03-11 13:00:00,419.35,421.0,420.03,420.0,276.13396208 +2016-03-11 12:00:00,419.89,420.88,420.19,420.02,222.61171041 +2016-03-11 11:00:00,419.25,420.33,419.71,420.33,245.88523175 +2016-03-11 10:00:00,419.33,420.0,420.0,419.59,146.30618236 +2016-03-11 09:00:00,417.35,420.0,417.59,420.0,186.2621592 +2016-03-11 08:00:00,415.72,418.96,418.59,417.59,468.42668705 +2016-03-11 07:00:00,415.05,418.94,417.74,418.82,298.89749614 +2016-03-11 06:00:00,417.67,417.89,417.89,417.75,247.62165628 +2016-03-11 05:00:00,416.16,418.33,416.67,417.89,373.68386648 +2016-03-11 04:00:00,416.13,418.0,416.77,416.71,466.53603715 +2016-03-11 03:00:00,415.96,417.5,416.86,416.73,218.088843 +2016-03-11 02:00:00,416.19,416.88,416.49,416.86,175.55630656 +2016-03-11 01:00:00,414.97,416.88,415.85,416.49,333.69331078 +2016-03-11 00:00:00,415.51,416.31,415.98,415.89,266.29047998 +2016-03-10 23:00:00,415.65,416.34,415.93,415.98,235.02894247 +2016-03-10 22:00:00,414.79,416.43,416.15,415.33,307.90275815 +2016-03-10 21:00:00,414.47,416.52,415.53,416.13,485.29158905 +2016-03-10 20:00:00,413.35,415.59,415.05,415.49,676.95357507 +2016-03-10 19:00:00,414.5,415.64,415.53,415.23,575.93630188 +2016-03-10 18:00:00,414.17,416.0,415.8,415.55,880.50192452 +2016-03-10 17:00:00,414.21,415.9,414.48,415.79,629.16443918 +2016-03-10 16:00:00,414.24,415.49,415.49,414.48,491.35739645 +2016-03-10 15:00:00,414.81,415.49,415.48,415.48,268.02237404 +2016-03-10 14:00:00,413.28,415.57,413.89,415.48,446.52572426 +2016-03-10 13:00:00,412.33,414.0,413.08,413.86,255.01836121 +2016-03-10 12:00:00,411.4,413.69,411.8,413.08,138.73707142 +2016-03-10 11:00:00,411.03,412.39,411.83,411.8,242.36852947 +2016-03-10 10:00:00,411.57,412.72,412.47,411.82,130.00364035 +2016-03-10 09:00:00,412.0,412.78,412.22,412.49,159.12387503 +2016-03-10 08:00:00,412.01,412.74,412.71,412.04,85.38445099 +2016-03-10 07:00:00,412.04,412.74,412.31,412.74,119.10796477 +2016-03-10 06:00:00,411.71,412.5,412.01,412.31,121.63370091 +2016-03-10 05:00:00,411.44,412.52,411.49,412.03,239.09314727 +2016-03-10 04:00:00,410.71,412.17,412.05,411.48,238.00565 +2016-03-10 03:00:00,411.28,412.2,411.55,411.96,267.4496098 +2016-03-10 02:00:00,411.32,412.39,412.18,411.54,265.21087627 +2016-03-10 01:00:00,411.71,412.84,412.11,412.11,304.05185789 +2016-03-10 00:00:00,411.57,413.0,412.64,411.9,347.30210704 +2016-03-09 23:00:00,411.9,413.0,412.12,412.8,292.37265554 +2016-03-09 22:00:00,410.41,412.6,411.29,412.13,383.62565956 +2016-03-09 21:00:00,410.44,411.74,410.98,411.28,250.10031293 +2016-03-09 20:00:00,410.67,411.95,411.05,411.1,326.89753804 +2016-03-09 19:00:00,410.1,413.71,413.22,411.05,445.99166865 +2016-03-09 18:00:00,412.51,413.59,412.99,413.2,290.53306043 +2016-03-09 17:00:00,412.59,414.0,413.78,412.93,270.07464669 +2016-03-09 16:00:00,412.26,414.0,412.34,413.78,385.87852364 +2016-03-09 15:00:00,411.05,413.73,411.05,412.36,431.71500954 +2016-03-09 14:00:00,410.51,411.9,411.48,410.92,221.42820547 +2016-03-09 13:00:00,410.38,411.57,411.17,411.57,239.88614714 +2016-03-09 12:00:00,410.31,411.39,411.23,411.17,50.34876 +2016-03-09 11:00:00,411.11,411.92,411.9,411.23,80.30766149 +2016-03-09 10:00:00,410.55,411.99,410.72,411.91,100.8270033 +2016-03-09 09:00:00,409.65,410.88,410.13,410.55,69.68820844 +2016-03-09 08:00:00,409.74,410.34,410.21,410.12,98.76069075 +2016-03-09 07:00:00,409.5,410.81,410.78,410.23,117.15903218 +2016-03-09 06:00:00,410.0,411.33,410.21,410.77,145.776 +2016-03-09 05:00:00,409.73,410.83,410.59,410.21,145.93693 +2016-03-09 04:00:00,410.08,410.95,410.48,410.51,152.33618215 +2016-03-09 03:00:00,410.24,411.41,411.21,410.48,156.81533584 +2016-03-09 02:00:00,410.35,411.2,410.75,411.2,225.48281493 +2016-03-09 01:00:00,408.75,411.11,409.95,410.73,294.79428463 +2016-03-09 00:00:00,409.32,411.27,411.18,410.03,222.6250307 +2016-03-08 23:00:00,410.68,412.04,411.46,411.18,345.05230631 +2016-03-08 22:00:00,410.41,412.19,410.69,411.47,239.13890856 +2016-03-08 21:00:00,409.62,411.58,411.57,410.78,398.62689527 +2016-03-08 20:00:00,410.92,411.8,411.13,411.57,348.19032932 +2016-03-08 19:00:00,410.5,411.57,410.7,411.01,158.78896431 +2016-03-08 18:00:00,410.69,412.1,411.48,410.7,251.68656507 +2016-03-08 17:00:00,410.94,412.24,410.95,411.39,364.99737164 +2016-03-08 16:00:00,409.11,411.12,409.99,410.99,489.92498979 +2016-03-08 15:00:00,408.95,410.95,410.31,409.99,378.90454088 +2016-03-08 14:00:00,407.4,410.31,408.35,410.31,402.17658072 +2016-03-08 13:00:00,407.41,409.43,409.43,408.35,220.45391636 +2016-03-08 12:00:00,408.01,411.59,411.48,409.41,596.98050457 +2016-03-08 11:00:00,410.0,411.88,411.88,411.28,443.32999699 +2016-03-08 10:00:00,411.59,413.0,411.87,411.93,177.79542717 +2016-03-08 09:00:00,411.87,413.21,413.04,411.87,91.85706476 +2016-03-08 08:00:00,413.0,414.44,414.03,413.03,170.69593503 +2016-03-08 07:00:00,414.0,415.53,415.53,414.02,238.35408609 +2016-03-08 06:00:00,414.71,415.93,414.71,415.53,224.17525213 +2016-03-08 05:00:00,414.44,415.66,414.63,414.71,411.02472151 +2016-03-08 04:00:00,414.01,414.9,414.57,414.63,270.48748934 +2016-03-08 03:00:00,412.34,416.33,412.69,414.51,407.88171372 +2016-03-08 02:00:00,412.33,413.6,412.58,412.68,227.77171628 +2016-03-08 01:00:00,410.91,412.75,411.44,412.75,262.74867903 +2016-03-08 00:00:00,410.96,412.77,412.21,411.44,380.43254072 +2016-03-07 23:00:00,410.31,418.74,414.08,412.21,1275.07459247 +2016-03-07 22:00:00,411.98,414.21,411.98,414.05,514.95930601 +2016-03-07 21:00:00,410.5,412.2,411.83,411.61,442.51793276 +2016-03-07 20:00:00,411.29,412.29,412.28,411.83,576.14384129 +2016-03-07 19:00:00,410.49,412.3,411.66,412.23,497.16967649 +2016-03-07 18:00:00,410.18,411.67,410.31,411.67,564.62586287 +2016-03-07 17:00:00,408.61,410.32,409.02,410.31,377.2192519 +2016-03-07 16:00:00,407.21,409.64,407.74,409.02,389.99134794 +2016-03-07 15:00:00,406.02,408.59,407.78,407.31,758.55695228 +2016-03-07 14:00:00,407.13,411.0,410.8,407.88,584.70716731 +2016-03-07 13:00:00,409.3,410.99,409.65,410.88,271.79291545 +2016-03-07 12:00:00,408.16,410.0,408.97,409.9,211.77155903 +2016-03-07 11:00:00,406.53,408.97,406.57,408.97,231.79402504 +2016-03-07 10:00:00,403.77,406.7,405.08,406.69,277.78909177 +2016-03-07 09:00:00,404.84,405.95,405.16,405.02,63.65715945 +2016-03-07 08:00:00,403.87,405.16,404.6,405.15,116.16369862 +2016-03-07 07:00:00,404.6,405.79,404.73,404.61,96.8830395 +2016-03-07 06:00:00,403.62,405.3,403.79,404.74,154.36005097 +2016-03-07 05:00:00,402.91,404.81,403.86,403.91,348.81291 +2016-03-07 04:00:00,403.0,405.18,405.12,403.86,167.26032222 +2016-03-07 03:00:00,402.01,405.13,402.99,405.13,183.42770537 +2016-03-07 02:00:00,400.21,403.96,402.8,402.99,236.20909985 +2016-03-07 01:00:00,395.0,402.96,401.29,402.86,542.30980556 +2016-03-07 00:00:00,397.93,403.83,403.24,401.06,1027.54692824 +2016-03-06 23:00:00,401.4,407.13,407.13,403.24,489.87539516 +2016-03-06 22:00:00,405.7,407.68,406.31,407.0,225.38550095 +2016-03-06 21:00:00,405.56,406.44,406.44,406.31,235.31692974 +2016-03-06 20:00:00,405.04,406.99,406.98,406.21,324.52751216 +2016-03-06 19:00:00,406.61,408.32,407.32,407.13,300.11661657 +2016-03-06 18:00:00,406.77,407.82,407.07,407.22,337.44624986 +2016-03-06 17:00:00,406.41,407.73,407.73,407.07,269.89462025 +2016-03-06 16:00:00,407.54,409.27,408.68,407.56,407.17939793 +2016-03-06 15:00:00,404.92,408.75,404.92,408.66,429.33781027 +2016-03-06 14:00:00,402.71,405.39,402.71,404.97,308.65714932 +2016-03-06 13:00:00,402.16,403.57,402.89,402.71,227.13846616 +2016-03-06 12:00:00,402.48,405.29,405.04,402.81,298.69605969 +2016-03-06 11:00:00,403.28,405.87,405.0,405.06,257.2627082 +2016-03-06 10:00:00,403.49,405.17,403.81,404.99,271.22938632 +2016-03-06 09:00:00,398.95,404.42,399.16,403.83,205.03711448 +2016-03-06 08:00:00,398.9,399.85,399.2,398.9,229.80769 +2016-03-06 07:00:00,396.66,399.2,397.7,399.2,171.05024626 +2016-03-06 06:00:00,397.17,398.09,397.7,397.66,175.02301742 +2016-03-06 05:00:00,393.0,397.93,397.83,397.65,347.97369471 +2016-03-06 04:00:00,395.9,398.61,395.9,397.68,410.85367978 +2016-03-06 03:00:00,393.69,395.9,394.12,395.9,158.34444515 +2016-03-06 02:00:00,391.7,395.44,392.2,394.2,372.17250616 +2016-03-06 01:00:00,385.01,393.99,392.64,392.34,695.78151158 +2016-03-06 00:00:00,392.12,396.66,396.13,392.28,528.18551487 +2016-03-05 23:00:00,394.22,400.0,399.99,396.08,613.39875798 +2016-03-05 22:00:00,399.35,400.69,400.0,399.99,329.76871987 +2016-03-05 21:00:00,398.52,400.46,398.52,400.0,718.22469754 +2016-03-05 20:00:00,398.13,399.74,399.5,398.52,481.10667685 +2016-03-05 19:00:00,396.48,400.22,397.0,399.5,410.07544864 +2016-03-05 18:00:00,395.47,399.28,398.92,397.07,600.88118666 +2016-03-05 17:00:00,384.0,398.94,384.98,398.91,933.16099066 +2016-03-05 16:00:00,381.09,391.8,388.67,384.9,1777.8360077 +2016-03-05 15:00:00,385.0,393.83,393.51,387.4,903.53317649 +2016-03-05 14:00:00,385.0,399.73,399.57,393.5,792.77921265 +2016-03-05 13:00:00,394.88,400.29,397.38,399.87,345.08571432 +2016-03-05 12:00:00,385.41,397.65,391.34,397.15,422.95067466 +2016-03-05 11:00:00,388.0,400.77,398.89,391.41,353.20281081 +2016-03-05 10:00:00,389.0,398.98,396.93,398.98,323.89953338 +2016-03-05 09:00:00,386.12,397.49,392.18,397.0,472.18989465 +2016-03-05 08:00:00,390.02,396.71,396.6,392.11,539.57673432 +2016-03-05 07:00:00,396.45,402.24,402.24,396.8,435.20601777 +2016-03-05 06:00:00,401.34,407.75,407.75,402.06,463.78746203 +2016-03-05 05:00:00,406.99,407.75,407.14,407.71,203.71737853 +2016-03-05 04:00:00,404.37,408.83,404.68,407.09,436.75140326 +2016-03-05 03:00:00,398.0,404.69,400.1,404.37,571.33252038 +2016-03-05 02:00:00,396.45,403.49,401.48,400.24,1269.63665848 +2016-03-05 01:00:00,400.17,406.49,405.79,400.77,822.88179819 +2016-03-05 00:00:00,402.98,407.38,407.38,405.77,682.35430875 +2016-03-04 23:00:00,406.55,409.51,407.53,407.35,476.89489374 +2016-03-04 22:00:00,407.6,411.74,410.36,407.6,663.2397703 +2016-03-04 21:00:00,406.64,411.42,411.31,410.37,837.20335069 +2016-03-04 20:00:00,405.5,415.01,415.0,411.39,889.94148044 +2016-03-04 19:00:00,415.02,416.48,415.85,415.02,256.38162371 +2016-03-04 18:00:00,415.65,416.95,416.76,415.89,617.24558383 +2016-03-04 17:00:00,416.55,418.89,418.55,416.76,481.19284123 +2016-03-04 16:00:00,417.48,419.36,419.36,418.55,356.60253471 +2016-03-04 15:00:00,417.0,419.72,417.01,419.38,370.48313023 +2016-03-04 14:00:00,417.0,417.89,417.2,417.0,233.86915006 +2016-03-04 13:00:00,417.0,418.54,417.94,417.2,332.07472316 +2016-03-04 12:00:00,415.88,418.13,415.88,417.96,133.55271784 +2016-03-04 11:00:00,415.06,417.25,417.13,415.8,229.23155154 +2016-03-04 10:00:00,416.77,419.03,418.45,417.27,340.57282702 +2016-03-04 09:00:00,417.45,419.79,419.46,418.45,330.00153377 +2016-03-04 08:00:00,419.37,422.21,421.7,419.46,120.61316381 +2016-03-04 07:00:00,421.0,422.13,421.41,421.71,153.13647417 +2016-03-04 06:00:00,420.21,421.84,420.37,421.42,183.27701215 +2016-03-04 05:00:00,419.99,421.43,421.43,420.28,205.54187186 +2016-03-04 04:00:00,420.65,421.83,421.24,421.4,197.39029924 +2016-03-04 03:00:00,420.03,421.49,421.38,420.88,439.69512122 +2016-03-04 02:00:00,420.47,421.85,421.48,421.4,510.54504694 +2016-03-04 01:00:00,418.03,421.49,418.6,421.48,205.24901307 +2016-03-04 00:00:00,418.33,419.18,418.76,418.69,397.17385711 +2016-03-03 23:00:00,417.78,419.58,419.51,418.8,335.80612119 +2016-03-03 22:00:00,418.61,419.69,418.81,419.37,248.19760484 +2016-03-03 21:00:00,416.1,419.4,416.1,418.81,344.51059308 +2016-03-03 20:00:00,410.76,417.0,414.11,416.0,645.01667586 +2016-03-03 19:00:00,411.17,418.49,418.49,414.1,903.73745788 +2016-03-03 18:00:00,417.95,419.0,418.98,418.53,466.94241575 +2016-03-03 17:00:00,415.0,419.0,415.32,419.0,506.56684614 +2016-03-03 16:00:00,415.0,419.49,419.45,415.37,640.90989775 +2016-03-03 15:00:00,418.29,420.4,420.28,419.44,479.73842602 +2016-03-03 14:00:00,419.81,422.26,422.23,420.49,470.05242916 +2016-03-03 13:00:00,421.05,422.8,421.05,422.24,235.25239358 +2016-03-03 12:00:00,419.62,421.17,419.93,421.1,230.02787903 +2016-03-03 11:00:00,419.62,421.44,420.88,419.98,136.66483302 +2016-03-03 10:00:00,419.05,420.96,420.83,420.88,142.58592488 +2016-03-03 09:00:00,420.5,422.02,420.5,420.82,197.96399455 +2016-03-03 08:00:00,414.81,420.5,416.1,420.49,430.97130935 +2016-03-03 07:00:00,410.1,416.34,414.96,416.1,505.34212032 +2016-03-03 06:00:00,412.0,415.98,414.18,414.94,254.0219474 +2016-03-03 05:00:00,413.23,415.98,414.3,414.46,425.302015 +2016-03-03 04:00:00,408.63,417.15,416.99,414.32,1158.58288669 +2016-03-03 03:00:00,415.0,422.09,422.09,417.0,1331.21491891 +2016-03-03 02:00:00,419.21,422.34,419.32,422.1,321.29987845 +2016-03-03 01:00:00,417.01,419.49,418.69,419.32,377.570175 +2016-03-03 00:00:00,415.82,422.55,420.44,418.67,1045.44212708 +2016-03-02 23:00:00,418.36,424.61,424.5,420.39,904.5324122 +2016-03-02 22:00:00,423.35,427.43,427.43,424.48,324.72896391 +2016-03-02 21:00:00,427.44,428.37,428.22,427.44,178.71134753 +2016-03-02 20:00:00,428.22,429.25,428.83,428.22,220.00460028 +2016-03-02 19:00:00,428.63,429.18,428.9,428.72,252.99570012 +2016-03-02 18:00:00,428.7,429.64,428.78,428.9,281.47603962 +2016-03-02 17:00:00,428.09,429.56,429.52,428.76,269.89346566 +2016-03-02 16:00:00,429.33,430.0,429.89,429.56,476.02815101 +2016-03-02 15:00:00,428.11,430.0,428.74,429.77,454.17309612 +2016-03-02 14:00:00,426.92,429.59,426.92,428.74,414.29992678 +2016-03-02 13:00:00,426.88,431.1,430.97,426.91,559.77454751 +2016-03-02 12:00:00,428.02,431.68,431.6,430.98,448.10288284 +2016-03-02 11:00:00,431.37,432.69,432.46,431.7,103.70174855 +2016-03-02 10:00:00,432.4,433.17,432.96,432.47,149.12897998 +2016-03-02 09:00:00,431.52,433.5,431.8,432.97,140.90266734 +2016-03-02 08:00:00,431.2,433.04,432.84,431.85,162.76346287 +2016-03-02 07:00:00,432.57,434.18,434.17,432.9,234.75240808 +2016-03-02 06:00:00,432.56,434.18,432.96,434.16,229.46673593 +2016-03-02 05:00:00,432.62,434.88,434.77,432.86,204.23877388 +2016-03-02 04:00:00,433.47,435.04,434.85,434.71,124.57368716 +2016-03-02 03:00:00,433.92,434.95,434.87,434.86,236.39007717 +2016-03-02 02:00:00,433.72,435.2,433.72,434.88,222.42766707 +2016-03-02 01:00:00,432.14,435.36,434.86,433.73,374.74583821 +2016-03-02 00:00:00,432.76,434.88,433.03,434.85,469.79525543 +2016-03-01 23:00:00,431.87,433.09,431.88,433.08,372.30911586 +2016-03-01 22:00:00,431.71,432.5,432.03,431.99,244.31967535 +2016-03-01 21:00:00,430.95,432.49,431.33,431.89,398.39301271 +2016-03-01 20:00:00,430.31,431.57,431.1,431.35,288.25075366 +2016-03-01 19:00:00,430.4,432.91,431.69,431.06,328.72494366 +2016-03-01 18:00:00,429.5,431.72,431.27,431.68,406.5393314 +2016-03-01 17:00:00,430.62,432.77,431.86,431.26,299.41797644 +2016-03-01 16:00:00,428.8,432.37,430.8,431.84,433.27708866 +2016-03-01 15:00:00,429.99,432.64,432.51,430.81,584.09272717 +2016-03-01 14:00:00,432.21,434.65,434.31,432.58,252.77106436 +2016-03-01 13:00:00,433.32,434.63,433.36,434.43,203.49052488 +2016-03-01 12:00:00,433.19,434.33,433.26,433.32,159.44754436 +2016-03-01 11:00:00,432.96,435.42,435.03,433.23,119.62458219 +2016-03-01 10:00:00,432.95,435.01,433.04,435.01,128.01958448 +2016-03-01 09:00:00,431.96,435.06,431.99,432.96,320.95149618 +2016-03-01 08:00:00,430.96,432.18,431.37,432.0,148.68623164 +2016-03-01 07:00:00,427.5,435.72,435.38,431.3,490.19206735 +2016-03-01 06:00:00,434.43,435.91,435.19,435.41,204.92299815 +2016-03-01 05:00:00,433.56,435.76,435.02,435.19,200.04775025 +2016-03-01 04:00:00,433.73,436.7,436.7,435.05,451.74714987 +2016-03-01 03:00:00,436.2,437.27,436.73,436.7,367.57603714 +2016-03-01 02:00:00,435.32,437.38,437.15,436.73,331.30605386 +2016-03-26 01:00:00,417.03,417.77,417.17,417.68,173.84080474 +2016-03-26 00:00:00,416.0,417.22,416.42,417.06,268.30150039 +2016-03-25 23:00:00,416.04,416.87,416.14,416.41,218.42229661 +2016-03-25 22:00:00,415.83,416.26,415.92,416.19,176.40677723 +2016-03-25 21:00:00,415.61,416.0,415.74,415.92,117.05044375 +2016-03-25 20:00:00,415.01,415.79,415.58,415.62,209.17600474 +2016-03-25 19:00:00,414.8,416.19,414.99,415.55,276.0058839 +2016-03-25 18:00:00,414.0,415.32,415.18,415.0,388.69995174 +2016-03-25 17:00:00,414.82,416.47,416.47,415.2,342.10836893 +2016-03-25 16:00:00,415.92,416.7,416.47,416.62,255.60041124 +2016-03-25 15:00:00,415.5,416.5,416.12,416.38,154.04501975 +2016-03-25 14:00:00,415.55,416.46,415.6,416.01,228.1686969 +2016-03-25 13:00:00,415.12,415.7,415.17,415.59,143.7538076 +2016-03-25 12:00:00,414.71,416.11,415.49,415.19,290.14944184 +2016-03-25 11:00:00,414.56,415.75,414.79,415.48,92.05747013 +2016-03-25 10:00:00,414.12,415.03,414.84,414.79,101.18069887 +2016-03-25 09:00:00,414.0,414.83,414.5,414.83,43.53476766 +2016-03-25 08:00:00,414.25,415.3,415.25,414.51,44.01036 +2016-03-25 07:00:00,413.65,415.25,413.65,415.25,53.45007449 +2016-03-25 06:00:00,413.44,414.56,414.33,413.44,128.87445 +2016-03-25 05:00:00,413.71,414.37,413.87,414.21,109.91236677 +2016-03-25 04:00:00,412.82,413.87,413.78,413.87,136.93157503 +2016-03-25 03:00:00,412.65,414.13,413.87,413.77,229.40777184 +2016-03-25 02:00:00,411.77,414.45,412.74,413.86,320.45440554 +2016-03-25 01:00:00,411.88,413.16,411.88,413.02,238.66196972 +2016-03-25 00:00:00,411.0,412.95,412.86,411.88,300.59802402 +2016-03-24 23:00:00,410.0,414.76,414.09,412.95,700.30885318 +2016-03-24 22:00:00,413.23,416.23,416.23,414.1,465.53831771 +2016-03-24 21:00:00,416.23,416.35,416.35,416.23,9.65934764 +2016-03-24 20:00:00,416.35,416.41,416.41,416.36,11.10293171 +2016-03-24 19:00:00,415.0,416.9,415.72,416.52,824.87117251 +2016-03-24 18:00:00,415.44,416.05,415.93,415.6,102.95007128 +2016-03-24 17:00:00,415.32,415.99,415.89,415.99,186.47984666 +2016-03-24 16:00:00,415.61,416.37,416.28,416.04,199.3276912 +2016-03-24 15:00:00,415.54,416.36,416.24,416.29,144.93764959 +2016-03-24 14:00:00,415.46,416.65,416.36,416.36,230.95031496 +2016-03-24 13:00:00,415.37,416.37,415.41,416.32,178.00605394 +2016-03-24 12:00:00,414.66,415.44,415.15,415.44,146.12612881 +2016-03-24 11:00:00,414.06,415.41,414.4,415.24,130.35022241 +2016-03-24 10:00:00,414.07,415.15,414.07,414.3,84.79299535 +2016-03-24 09:00:00,413.74,414.41,414.41,414.03,66.13016393 +2016-03-24 08:00:00,414.41,415.14,415.14,414.41,85.20449354 +2016-03-24 07:00:00,415.15,416.11,416.11,415.15,65.44485095 +2016-03-24 06:00:00,415.98,416.83,416.77,415.98,107.79001258 +2016-03-24 05:00:00,416.23,416.84,416.64,416.77,181.2683 +2016-03-24 04:00:00,415.84,416.64,415.99,416.64,131.44016596 +2016-03-24 03:00:00,415.56,416.37,416.03,415.99,292.45913354 +2016-03-24 02:00:00,415.88,417.23,417.13,416.07,263.20016484 +2016-03-24 01:00:00,416.13,417.65,417.28,417.13,351.293672 +2016-03-24 00:00:00,417.22,417.72,417.53,417.22,104.95681096 +2016-03-23 23:00:00,416.67,418.37,418.19,417.53,382.10130758 +2016-03-23 22:00:00,417.93,418.99,418.8,418.12,208.42067757 +2016-03-23 21:00:00,417.96,418.97,418.06,418.8,325.46529202 +2016-03-23 20:00:00,417.65,418.06,417.8,418.06,237.73668538 +2016-03-23 19:00:00,417.0,417.86,417.59,417.86,206.44799404 +2016-03-23 18:00:00,416.93,417.75,417.49,417.59,217.2417508 +2016-03-23 17:00:00,415.94,417.49,417.18,417.48,318.38611105 +2016-03-23 16:00:00,415.2,417.25,415.98,417.18,327.05947118 +2016-03-23 15:00:00,413.95,415.98,415.38,415.81,626.24277068 +2016-03-23 14:00:00,414.95,417.35,417.24,415.39,642.41532269 +2016-03-23 13:00:00,417.01,417.49,417.33,417.24,228.1774653 +2016-03-23 12:00:00,416.78,417.46,417.29,417.45,193.04463848 +2016-03-23 11:00:00,416.7,417.25,416.85,417.2,112.44989924 +2016-03-23 10:00:00,416.7,417.48,417.02,416.71,44.05173393 +2016-03-23 09:00:00,416.32,417.13,416.69,417.13,43.05522552 +2016-03-23 08:00:00,416.3,416.68,416.3,416.64,60.93110515 +2016-03-23 07:00:00,416.3,417.05,417.05,416.42,82.72371934 +2016-03-23 06:00:00,416.93,417.48,417.3,417.01,168.08267288 +2016-03-23 05:00:00,417.06,417.46,417.26,417.14,94.4541406 +2016-03-23 04:00:00,417.16,417.48,417.42,417.16,109.24261012 +2016-03-23 03:00:00,417.23,417.45,417.36,417.33,179.67371721 +2016-03-23 02:00:00,416.6,417.43,416.77,417.35,222.30269174 +2016-03-23 01:00:00,416.1,416.79,416.59,416.79,264.94429723 +2016-03-23 00:00:00,416.01,416.67,416.66,416.59,212.26815308 +2016-03-22 23:00:00,415.76,416.66,416.1,416.66,203.81917262 +2016-03-22 22:00:00,415.8,417.0,416.61,416.12,223.699471 +2016-03-22 21:00:00,416.25,417.03,417.03,416.69,207.217297 +2016-03-22 20:00:00,415.79,417.18,417.09,417.03,304.35859856 +2016-03-22 19:00:00,416.72,417.5,417.01,417.03,218.36026932 +2016-03-22 18:00:00,415.27,417.79,415.27,417.05,746.19868026 +2016-03-22 17:00:00,414.49,416.49,416.28,415.25,399.48616019 +2016-03-22 16:00:00,415.5,416.86,415.97,416.25,376.96610583 +2016-03-22 15:00:00,415.5,415.99,415.88,415.9,258.25294718 +2016-03-22 14:00:00,415.48,415.9,415.48,415.8,136.25178679 +2016-03-22 13:00:00,415.08,416.08,415.78,415.42,177.49992239 +2016-03-22 12:00:00,415.61,416.16,416.16,415.67,136.49944424 +2016-03-22 11:00:00,415.91,417.0,416.88,416.16,134.66666776 +2016-03-22 10:00:00,416.15,417.0,416.42,416.88,163.37808392 +2016-03-22 09:00:00,415.7,416.71,416.08,416.3,142.38795711 +2016-03-22 08:00:00,415.97,416.62,416.45,416.12,77.8074285 +2016-03-22 07:00:00,415.75,416.54,415.93,416.49,220.19086194 +2016-03-22 06:00:00,415.8,416.9,416.9,415.93,176.35605847 +2016-03-22 05:00:00,415.85,416.9,416.01,416.9,221.04752353 +2016-03-22 04:00:00,414.99,416.61,415.0,416.0,372.81995416 +2016-03-22 03:00:00,414.2,415.0,414.98,415.0,285.49768617 +2016-03-22 02:00:00,411.91,415.0,411.98,414.99,498.60480232 +2016-03-22 01:00:00,411.19,411.99,411.44,411.98,235.64789084 +2016-03-22 00:00:00,411.0,412.0,411.98,411.47,207.67708596 +2016-03-21 23:00:00,410.68,412.0,411.71,412.0,370.75481813 +2016-03-21 22:00:00,411.29,411.93,411.44,411.88,295.11193705 +2016-03-21 21:00:00,410.34,411.5,410.64,411.43,307.68594472 +2016-03-21 20:00:00,409.0,411.57,411.01,410.64,419.80704843 +2016-03-21 19:00:00,409.44,411.48,411.45,411.01,322.35837418 +2016-03-21 18:00:00,409.46,411.55,409.46,411.45,529.90146407 +2016-03-21 17:00:00,408.98,410.06,409.68,409.46,98.18316697 +2016-03-21 16:00:00,409.12,410.57,410.51,409.75,435.16595467 +2016-03-21 15:00:00,409.56,411.0,409.56,410.55,288.54531122 +2016-03-21 14:00:00,408.81,409.56,409.06,409.56,158.70149212 +2016-03-21 13:00:00,408.12,409.27,409.15,408.98,271.31347342 +2016-03-21 12:00:00,407.98,409.28,408.27,409.1,148.88849274 +2016-03-21 11:00:00,407.1,409.02,408.94,408.23,229.44354388 +2016-03-21 10:00:00,408.55,409.53,408.83,408.99,137.57040806 +2016-03-21 09:00:00,407.96,408.97,408.68,408.97,167.53859462 +2016-03-21 08:00:00,408.22,408.73,408.38,408.67,47.16718438 +2016-03-21 07:00:00,408.28,409.53,409.28,408.37,94.2958593 +2016-03-21 06:00:00,408.69,409.45,408.78,409.27,92.4961464 +2016-03-21 05:00:00,407.98,408.97,408.69,408.84,175.8357793 +2016-03-21 04:00:00,407.25,408.94,408.11,408.94,213.82896298 +2016-03-21 03:00:00,406.89,408.44,407.69,408.12,258.06773248 +2016-03-21 02:00:00,407.63,409.49,409.49,407.69,386.67590277 +2016-03-21 01:00:00,409.15,411.44,411.1,409.48,255.75409308 +2016-03-21 00:00:00,410.0,412.13,411.25,411.1,315.42642326 +2016-03-20 23:00:00,411.01,413.97,412.82,411.27,419.73375257 +2016-03-20 22:00:00,411.65,414.5,413.73,412.83,290.67073403 +2016-03-20 21:00:00,413.0,414.05,413.59,413.74,151.46265293 +2016-03-20 20:00:00,413.27,415.31,414.88,413.37,293.46972867 +2016-03-20 19:00:00,414.59,415.34,414.74,414.93,195.47861078 +2016-03-20 18:00:00,412.19,415.0,412.19,414.44,325.11973706 +2016-03-20 17:00:00,411.72,412.83,411.73,412.2,165.02476246 +2016-03-20 16:00:00,410.51,412.04,411.46,411.73,209.98015768 +2016-03-20 15:00:00,411.32,412.57,412.19,411.37,175.34186478 +2016-03-20 14:00:00,411.55,412.39,411.57,412.14,178.5363908 +2016-03-20 13:00:00,411.0,412.38,411.12,411.51,131.16189834 +2016-03-20 12:00:00,409.99,411.2,410.07,411.04,182.275995 +2016-03-20 11:00:00,409.67,410.62,409.81,410.07,136.94843331 +2016-03-20 10:00:00,409.67,410.57,410.29,409.81,102.62925513 +2016-03-20 09:00:00,409.83,410.73,410.26,410.02,66.34391955 +2016-03-20 08:00:00,409.83,410.92,410.28,410.17,156.64456241 +2016-03-20 07:00:00,409.82,411.24,410.58,410.33,113.13066974 +2016-03-20 06:00:00,410.24,410.75,410.28,410.63,52.78702672 +2016-03-20 05:00:00,409.74,410.99,410.22,410.34,111.87639986 +2016-03-20 04:00:00,409.61,411.26,409.73,410.31,173.24698581 +2016-03-20 03:00:00,409.36,410.67,410.56,409.74,182.51706462 +2016-03-20 02:00:00,410.24,411.83,410.87,410.62,285.18261998 +2016-03-20 01:00:00,409.6,412.78,409.66,410.7,361.82499517 +2016-03-20 00:00:00,409.61,411.0,410.09,409.81,264.71895732 +2016-03-19 23:00:00,408.1,410.74,408.11,410.2,206.90887305 +2016-03-19 22:00:00,407.5,408.19,407.7,408.11,127.28265569 +2016-03-19 21:00:00,406.18,407.72,406.24,407.71,104.20768442 +2016-03-19 20:00:00,406.09,406.77,406.09,406.2,132.14481208 +2016-03-19 19:00:00,405.51,406.25,405.71,406.09,189.23487578 +2016-03-19 18:00:00,405.11,406.0,405.82,405.7,239.91148439 +2016-03-19 17:00:00,405.37,406.51,405.44,405.84,213.27671531 +2016-03-19 16:00:00,404.72,407.92,407.65,405.37,406.20271688 +2016-03-19 15:00:00,406.92,408.12,406.96,407.78,146.33958093 +2016-03-19 14:00:00,406.92,408.46,408.42,406.96,267.29042299 +2016-03-19 13:00:00,406.0,409.4,408.02,408.42,667.5181921 +2016-03-19 12:00:00,407.28,410.24,409.9,407.99,265.60043986 +2016-03-19 11:00:00,409.36,410.98,410.77,410.05,95.59614331 +2016-03-19 10:00:00,410.03,410.99,410.86,410.77,101.4146 +2016-03-19 09:00:00,410.46,411.0,410.85,410.85,51.43278287 +2016-03-19 08:00:00,410.14,411.0,410.96,410.69,53.43546365 +2016-03-19 07:00:00,408.9,410.97,409.33,410.96,196.80138572 +2016-03-19 06:00:00,408.82,409.51,408.95,409.33,124.20037441 +2016-03-19 05:00:00,407.34,409.07,407.96,409.07,119.40886203 +2016-03-19 04:00:00,407.3,409.72,409.61,407.96,209.13988918 +2016-03-19 03:00:00,408.31,411.0,409.8,409.63,235.28232789 +2016-03-19 02:00:00,408.17,410.1,409.59,409.75,298.14365217 +2016-03-19 01:00:00,409.01,410.16,409.76,409.56,209.30680442 +2016-03-19 00:00:00,409.36,410.3,409.66,409.94,180.05284001 +2016-03-18 23:00:00,408.9,410.22,409.25,409.65,235.19349468 +2016-03-18 22:00:00,407.96,409.54,408.28,409.27,267.34428054 +2016-03-18 21:00:00,405.44,408.38,406.54,408.35,514.64277575 +2016-03-18 20:00:00,404.15,408.37,404.35,406.53,558.48335646 +2016-03-18 19:00:00,399.21,407.16,406.71,404.37,894.56635813 +2016-03-18 18:00:00,406.19,410.1,408.78,406.8,691.7280528 +2016-03-18 17:00:00,408.23,412.48,410.86,408.7,407.84173035 +2016-03-18 16:00:00,409.12,412.41,409.15,410.7,351.43796611 +2016-03-18 15:00:00,408.12,411.19,411.01,409.27,771.99537694 +2016-03-18 14:00:00,411.0,413.89,413.48,411.0,798.8811756 +2016-03-18 13:00:00,413.11,414.5,414.28,413.49,249.59941638 +2016-03-18 12:00:00,413.54,414.71,413.85,414.23,222.59556903 +2016-03-18 11:00:00,413.5,414.74,414.25,413.54,185.41663387 +2016-03-18 10:00:00,413.72,414.65,414.46,414.26,166.76857404 +2016-03-18 09:00:00,414.15,414.84,414.47,414.39,144.52258226 +2016-03-18 08:00:00,414.06,415.23,415.08,414.47,147.08963628 +2016-03-18 07:00:00,414.65,415.58,414.89,415.08,111.12140167 +2016-03-18 06:00:00,414.1,415.74,415.72,414.88,288.24501207 +2016-03-18 05:00:00,415.27,417.51,417.02,415.76,238.31419254 +2016-03-18 04:00:00,416.95,417.92,417.21,417.02,203.01750113 +2016-03-18 03:00:00,416.9,417.64,416.9,417.1,212.73138222 +2016-03-18 02:00:00,416.53,418.48,418.39,416.9,311.14284872 +2016-03-18 01:00:00,417.55,418.66,417.55,418.5,196.49324509 +2016-03-18 00:00:00,416.93,418.42,418.42,417.57,428.41420114 +2016-03-17 23:00:00,417.79,418.75,418.37,418.41,166.80897507 +2016-03-17 22:00:00,417.99,418.48,418.32,418.37,219.68366225 +2016-03-17 21:00:00,417.64,418.39,418.38,418.32,283.16908102 +2016-03-17 20:00:00,418.0,419.06,418.64,418.38,309.98433995 +2016-03-17 19:00:00,418.12,419.14,418.9,418.64,387.27214547 +2016-03-17 18:00:00,418.4,419.34,418.96,418.9,355.17077776 +2016-03-17 17:00:00,418.61,419.74,418.74,418.97,469.17827483 +2016-03-17 16:00:00,417.87,419.2,419.02,418.74,413.25861243 +2016-03-17 15:00:00,418.42,419.03,418.89,419.03,236.6197937 +2016-03-17 14:00:00,418.11,419.75,418.38,418.91,339.97066425 +2016-03-17 13:00:00,418.0,419.34,418.83,418.28,268.78627837 +2016-03-17 12:00:00,418.01,418.94,418.57,418.58,228.53609525 +2016-03-17 11:00:00,418.54,419.29,418.75,418.57,215.59768689 +2016-03-17 10:00:00,417.95,418.83,418.39,418.77,170.10495082 +2016-03-17 09:00:00,418.09,418.5,418.09,418.49,122.08391576 +2016-03-17 08:00:00,417.59,418.46,417.6,418.05,63.98185643 +2016-03-17 07:00:00,417.59,418.48,417.86,417.59,129.94321168 +2016-03-17 06:00:00,417.68,418.16,417.88,417.98,132.99646493 +2016-03-17 05:00:00,417.75,418.76,417.9,418.07,247.99757633 +2016-03-17 04:00:00,417.26,418.19,417.5,417.99,349.24637565 +2016-03-17 03:00:00,416.45,417.79,416.58,417.51,392.25595506 +2016-03-17 02:00:00,416.24,416.88,416.49,416.51,234.91638503 +2016-03-17 01:00:00,415.99,416.54,416.04,416.46,174.09710795 +2016-03-17 00:00:00,415.7,416.07,416.06,416.04,196.78309792 +2016-03-16 23:00:00,415.63,416.08,416.08,416.07,230.21292457 +2016-03-16 22:00:00,415.5,416.39,415.69,416.08,499.4119452 +2016-03-16 21:00:00,415.21,416.0,415.99,415.67,289.19971774 +2016-03-16 20:00:00,414.65,416.33,415.59,415.85,479.26056901 +2016-03-16 19:00:00,414.64,415.6,414.92,415.51,344.07008485 +2016-03-16 18:00:00,413.0,415.84,415.84,414.92,703.67032002 +2016-03-16 17:00:00,415.01,415.84,415.81,415.72,335.42201867 +2016-03-16 16:00:00,414.71,415.84,414.82,415.7,306.01111064 +2016-03-16 15:00:00,414.26,415.31,415.13,414.81,279.78660339 +2016-03-16 14:00:00,414.63,415.66,414.72,415.13,467.84110411 +2016-03-16 13:00:00,414.24,415.0,414.75,414.69,212.59798761 +2016-03-16 12:00:00,414.4,414.86,414.82,414.82,102.80211337 +2016-03-16 11:00:00,414.48,415.48,415.13,414.86,109.1290866 +2016-03-16 10:00:00,413.56,415.13,413.83,415.13,146.70513902 +2016-03-16 09:00:00,413.54,414.16,414.05,413.66,55.9931296 +2016-03-16 08:00:00,413.74,414.2,413.99,414.04,65.9166581 +2016-03-16 07:00:00,413.81,414.45,414.42,413.97,96.38311696 +2016-03-16 06:00:00,414.04,414.89,414.14,414.41,127.07160097 +2016-03-16 05:00:00,413.9,414.9,414.89,414.18,281.44427866 +2016-03-16 04:00:00,414.11,414.89,414.3,414.88,128.5342831 +2016-03-16 03:00:00,413.87,415.84,415.83,414.3,346.2198059 +2016-03-16 02:00:00,415.2,415.84,415.51,415.84,130.75024933 +2016-03-16 01:00:00,415.23,416.23,416.18,415.45,239.97760538 +2016-03-16 00:00:00,415.27,416.25,415.41,416.01,296.3973581 +2016-03-15 23:00:00,414.65,415.77,415.5,415.41,334.49857775 +2016-03-15 22:00:00,414.77,415.5,415.39,415.49,408.17431879 +2016-03-15 21:00:00,414.78,415.8,415.04,415.37,303.46962023 +2016-03-15 20:00:00,414.73,415.65,415.48,415.04,254.31326248 +2016-03-15 19:00:00,414.68,415.89,414.92,415.5,439.10686683 +2016-03-15 18:00:00,414.6,415.26,415.04,414.92,358.49829143 +2016-03-15 17:00:00,414.4,415.65,415.3,414.86,226.7335979 +2016-03-15 16:00:00,413.95,415.75,414.81,415.32,405.32593563 +2016-03-15 15:00:00,412.83,414.9,412.98,414.9,379.07737163 +2016-03-15 14:00:00,412.48,415.8,415.64,412.98,441.4100497 +2016-03-15 13:00:00,415.15,415.99,415.4,415.59,377.15693132 +2016-03-15 12:00:00,415.23,416.01,416.0,415.23,198.34165815 +2016-03-15 11:00:00,415.47,416.0,415.83,415.97,208.22109902 +2016-03-15 10:00:00,414.4,415.98,414.86,415.88,253.26218044 +2016-03-15 09:00:00,414.48,415.36,415.06,414.86,142.12805572 +2016-03-15 08:00:00,414.8,415.95,415.5,415.16,187.03929694 +2016-03-15 07:00:00,414.56,415.64,414.75,415.64,156.97708 +2016-03-15 06:00:00,413.87,415.22,414.25,414.65,187.32473184 +2016-03-15 05:00:00,413.89,416.31,416.12,414.25,364.92785953 +2016-03-15 04:00:00,415.23,416.5,415.33,416.11,253.25895746 +2016-03-15 03:00:00,413.82,415.99,414.51,415.38,422.69193381 +2016-03-15 02:00:00,414.46,416.94,415.97,414.49,494.11789633 +2016-03-15 01:00:00,415.4,415.99,415.74,415.98,233.17414204 +2016-03-15 00:00:00,414.97,415.84,415.02,415.68,325.84988496 +2016-03-14 23:00:00,413.66,415.23,413.92,415.02,451.32681648 +2016-03-14 22:00:00,413.27,414.13,413.7,413.93,378.28342042 +2016-03-14 21:00:00,412.84,413.85,413.76,413.69,378.1948453 +2016-03-14 20:00:00,412.85,413.91,413.49,413.81,271.92249141 +2016-03-14 19:00:00,411.92,413.96,412.3,413.09,315.49310776 +2016-03-14 18:00:00,411.61,413.37,412.47,412.31,594.82786142 +2016-03-14 17:00:00,412.01,413.32,412.81,412.58,333.14447199 +2016-03-14 16:00:00,412.13,413.77,413.14,412.9,357.42729257 +2016-03-14 15:00:00,412.77,414.13,413.7,413.14,244.23790157 +2016-03-14 14:00:00,413.17,414.01,413.79,413.69,318.04521793 +2016-03-14 13:00:00,413.4,414.93,414.72,414.14,285.02528122 +2016-03-14 12:00:00,412.79,414.72,413.35,414.72,184.38161903 +2016-03-14 11:00:00,413.0,413.6,413.49,413.36,83.56379205 +2016-03-14 10:00:00,413.25,414.46,414.42,413.49,99.87665984 +2016-03-14 09:00:00,412.94,414.54,413.25,414.41,122.61101663 +2016-03-14 08:00:00,412.7,413.55,413.35,413.25,148.08972354 +2016-03-14 07:00:00,413.34,414.8,414.8,413.36,75.71807832 +2016-03-14 06:00:00,414.1,415.84,415.47,414.81,294.31214752 +2016-03-14 05:00:00,414.45,415.57,415.09,415.47,278.28570021 +2016-03-14 04:00:00,414.27,415.31,414.57,415.13,236.70796959 +2016-03-14 03:00:00,414.42,415.3,414.9,414.57,336.62207826 +2016-03-14 02:00:00,412.75,414.9,413.21,414.9,299.29664339 +2016-03-14 01:00:00,412.31,413.29,413.08,413.23,345.30976875 +2016-03-14 00:00:00,412.12,413.16,412.51,413.07,240.0087472 +2016-03-13 23:00:00,412.26,413.41,413.24,412.52,324.49324028 +2016-03-13 22:00:00,412.29,414.14,413.01,413.31,303.86345983 +2016-03-13 21:00:00,412.52,413.8,413.4,413.0,315.45182515 +2016-03-13 20:00:00,412.77,413.73,412.89,413.41,243.63854185 +2016-03-13 19:00:00,412.36,413.28,412.81,413.0,249.27722453 +2016-03-13 18:00:00,412.79,413.89,413.63,412.82,188.54075461 +2016-03-13 17:00:00,412.87,413.84,412.88,413.64,163.52902695 +2016-03-13 16:00:00,412.13,413.57,412.17,412.88,169.37602405 +2016-03-13 15:00:00,411.91,413.2,413.12,412.22,264.06948336 +2016-03-13 14:00:00,412.09,413.96,413.96,413.09,190.34184938 +2016-04-07 13:00:00,420.49,421.52,421.29,420.85,191.73293718 +2016-04-07 12:00:00,420.07,421.66,420.37,421.29,142.9455409 +2016-04-07 11:00:00,420.0,421.46,421.32,420.35,250.04438087 +2016-04-07 10:00:00,420.8,421.87,421.63,421.32,169.80315471 +2016-04-07 09:00:00,421.29,421.87,421.54,421.56,62.94790155 +2016-04-07 08:00:00,420.33,421.64,421.48,421.56,174.29613569 +2016-04-07 07:00:00,421.31,421.82,421.6,421.48,128.24454355 +2016-04-07 06:00:00,420.61,421.78,420.7,421.75,100.38969314 +2016-04-07 05:00:00,420.03,420.79,420.05,420.73,92.36963722 +2016-04-07 04:00:00,419.41,421.56,421.3,420.05,215.12568064 +2016-04-07 03:00:00,420.48,422.22,422.03,421.15,232.96067939 +2016-04-07 02:00:00,421.61,422.22,421.92,421.74,184.26232031 +2016-04-07 01:00:00,421.51,422.4,421.86,421.91,252.23706491 +2016-04-07 00:00:00,420.9,421.93,421.36,421.85,280.82968748 +2016-04-06 23:00:00,420.66,421.68,421.67,421.46,231.96792019 +2016-04-06 22:00:00,420.61,422.0,421.67,421.68,237.86260041 +2016-04-06 21:00:00,421.14,422.34,421.6,421.6,310.77428149 +2016-04-06 20:00:00,421.24,422.1,421.55,421.62,190.76016008 +2016-04-06 19:00:00,421.4,422.89,422.02,421.47,665.85356386 +2016-04-06 18:00:00,421.77,422.4,421.97,422.0,236.15582001 +2016-04-06 17:00:00,421.69,422.54,422.35,421.96,322.79927477 +2016-04-06 16:00:00,421.94,422.86,422.53,422.38,194.15912 +2016-04-06 15:00:00,421.69,422.81,421.94,422.56,235.41151782 +2016-04-06 14:00:00,421.87,422.87,422.6,421.94,258.45561891 +2016-04-06 13:00:00,421.61,422.8,421.63,422.62,183.35786362 +2016-04-06 12:00:00,421.15,421.89,421.45,421.63,161.65716793 +2016-04-06 11:00:00,421.37,421.75,421.65,421.43,125.42956104 +2016-04-06 10:00:00,421.04,421.68,421.55,421.61,130.33631 +2016-04-06 09:00:00,421.55,422.0,421.79,421.55,74.79597944 +2016-04-06 08:00:00,421.62,422.04,421.99,421.84,113.03918489 +2016-04-06 07:00:00,421.99,422.04,422.04,421.99,120.48232915 +2016-04-06 06:00:00,421.82,422.04,421.95,422.04,94.23662406 +2016-04-06 05:00:00,421.5,422.5,422.2,421.88,339.62854908 +2016-04-06 04:00:00,421.72,422.4,422.29,422.06,127.93588 +2016-04-06 03:00:00,421.86,422.52,422.48,422.21,152.08174638 +2016-04-06 02:00:00,421.69,422.78,422.56,422.48,240.61164902 +2016-04-06 01:00:00,422.1,423.0,422.8,422.1,204.60486764 +2016-04-06 00:00:00,422.32,422.93,422.4,422.8,259.56381174 +2016-04-05 23:00:00,421.31,422.46,421.76,422.36,497.32085358 +2016-04-05 22:00:00,420.5,421.77,420.86,421.51,274.69536703 +2016-04-05 21:00:00,420.5,421.39,420.68,420.93,286.78133296 +2016-04-05 20:00:00,420.17,421.7,421.5,420.69,470.42201186 +2016-04-05 19:00:00,420.2,421.75,421.43,421.5,322.2004458 +2016-04-05 18:00:00,420.2,422.14,422.14,421.42,469.02666378 +2016-04-05 17:00:00,421.35,422.14,421.9,422.14,273.76687728 +2016-04-05 16:00:00,421.5,422.15,422.01,422.0,318.56860631 +2016-04-05 15:00:00,421.5,422.49,422.31,422.11,211.37282057 +2016-04-05 14:00:00,421.55,422.5,422.27,422.38,187.70578138 +2016-04-05 13:00:00,422.03,422.5,422.48,422.26,120.02094892 +2016-04-05 12:00:00,421.62,422.49,421.66,422.49,162.60028772 +2016-04-05 11:00:00,421.36,421.83,421.6,421.81,64.49812191 +2016-04-05 10:00:00,421.21,422.54,422.0,421.21,155.14012862 +2016-04-05 09:00:00,421.41,422.4,421.48,421.99,81.83729473 +2016-04-05 08:00:00,420.88,422.06,421.9,421.6,99.78535511 +2016-04-05 07:00:00,421.62,422.47,422.47,421.94,112.21830118 +2016-04-05 06:00:00,422.41,423.3,423.12,422.47,127.37193067 +2016-04-05 05:00:00,422.46,423.43,423.09,423.24,226.55390827 +2016-04-05 04:00:00,421.89,423.12,421.95,423.09,159.84779863 +2016-04-05 03:00:00,419.66,421.98,420.0,421.89,373.16320773 +2016-04-05 02:00:00,419.44,420.0,419.5,420.0,248.95173897 +2016-04-05 01:00:00,418.89,419.5,419.27,419.5,177.76416599 +2016-04-05 00:00:00,418.01,419.49,419.48,419.26,306.07234736 +2016-04-04 23:00:00,418.67,419.5,419.5,419.47,184.94938411 +2016-04-04 22:00:00,418.0,419.5,419.01,419.5,455.73910885 +2016-04-04 21:00:00,417.58,419.84,418.99,419.07,391.47084175 +2016-04-04 20:00:00,418.44,420.0,419.83,419.03,445.95098443 +2016-04-04 19:00:00,419.0,420.01,419.64,419.94,453.81131162 +2016-04-04 18:00:00,419.05,420.0,419.29,419.69,349.88358842 +2016-04-04 17:00:00,418.29,419.5,419.45,419.29,332.75437189 +2016-04-04 16:00:00,418.93,419.65,419.01,419.43,176.58782341 +2016-04-04 15:00:00,418.15,419.1,418.95,419.01,229.11934047 +2016-04-04 14:00:00,418.02,419.1,419.06,418.99,241.3392997 +2016-04-04 13:00:00,418.12,419.08,418.43,419.08,253.01518251 +2016-04-04 12:00:00,418.11,418.78,418.51,418.43,126.07960514 +2016-04-04 11:00:00,418.15,418.78,418.65,418.5,108.42872252 +2016-04-04 10:00:00,418.43,419.9,419.66,418.77,207.61889029 +2016-04-04 09:00:00,419.37,419.9,419.52,419.72,69.25208388 +2016-04-04 08:00:00,419.21,419.79,419.55,419.44,75.76663805 +2016-04-04 07:00:00,419.49,420.0,419.94,419.54,63.52684038 +2016-04-04 06:00:00,419.78,420.0,419.96,419.83,60.84526787 +2016-04-04 05:00:00,419.49,420.0,419.66,420.0,93.83205832 +2016-04-04 04:00:00,419.3,419.94,419.94,419.71,102.9207854 +2016-04-04 03:00:00,419.11,420.88,420.88,419.96,394.62042238 +2016-04-04 02:00:00,420.22,421.0,420.6,420.95,181.74791557 +2016-04-04 01:00:00,419.85,420.61,420.1,420.61,198.48566059 +2016-04-04 00:00:00,419.84,420.61,420.08,420.08,126.08916707 +2016-04-03 23:00:00,419.54,420.39,420.0,420.16,193.5237359 +2016-04-03 22:00:00,419.21,420.0,419.33,419.99,96.68220998 +2016-04-03 21:00:00,418.67,419.96,419.55,419.37,232.68231781 +2016-04-03 20:00:00,418.33,419.73,419.31,419.48,220.50178054 +2016-04-03 19:00:00,419.0,420.0,420.0,419.27,309.41245155 +2016-04-03 18:00:00,419.51,420.0,419.99,419.88,148.18696423 +2016-04-03 17:00:00,419.36,420.0,419.77,419.98,135.00230368 +2016-04-03 16:00:00,419.71,420.74,420.73,419.96,152.30216 +2016-04-03 15:00:00,420.08,420.8,420.1,420.73,131.11087589 +2016-04-03 14:00:00,419.5,420.16,419.62,420.16,129.13288038 +2016-04-03 13:00:00,418.55,419.66,418.67,419.65,89.00876008 +2016-04-03 12:00:00,418.5,419.93,419.71,418.66,177.30307596 +2016-04-03 11:00:00,419.43,419.9,419.43,419.71,54.42649266 +2016-04-03 10:00:00,418.87,419.8,419.59,419.45,111.29416926 +2016-04-03 09:00:00,419.15,419.84,419.45,419.62,27.36366076 +2016-04-03 08:00:00,419.0,419.59,419.18,419.44,43.4009145 +2016-04-03 07:00:00,419.01,419.59,419.3,419.41,85.28930307 +2016-04-03 06:00:00,419.01,419.9,419.82,419.16,103.52347129 +2016-04-03 05:00:00,419.21,419.92,419.5,419.89,123.50764981 +2016-04-03 04:00:00,419.47,420.0,419.89,419.51,142.48904017 +2016-04-03 03:00:00,419.6,420.38,420.09,419.83,128.24980923 +2016-04-03 02:00:00,419.5,420.11,419.96,420.05,161.10985109 +2016-04-03 01:00:00,419.81,420.0,419.97,420.0,159.18867827 +2016-04-03 00:00:00,419.81,420.0,419.95,420.0,112.28125661 +2016-04-02 23:00:00,419.77,419.95,419.88,419.95,170.11522166 +2016-04-02 22:00:00,419.7,419.9,419.85,419.88,116.7298327 +2016-04-02 21:00:00,419.73,419.91,419.89,419.88,149.24582 +2016-04-02 20:00:00,419.2,419.92,419.65,419.87,220.43708275 +2016-04-02 19:00:00,419.27,419.95,419.64,419.64,185.27530579 +2016-04-02 18:00:00,419.07,419.9,419.3,419.7,104.51252932 +2016-04-02 17:00:00,418.51,419.93,419.9,419.23,286.71107082 +2016-04-02 16:00:00,419.62,419.98,419.76,419.9,157.76438617 +2016-04-02 15:00:00,419.34,419.9,419.85,419.76,151.84180362 +2016-04-02 14:00:00,419.57,419.9,419.58,419.85,110.96510146 +2016-04-02 13:00:00,419.57,419.9,419.66,419.58,238.13930748 +2016-04-02 12:00:00,419.36,419.9,419.36,419.66,64.97779027 +2016-04-02 11:00:00,419.36,419.55,419.36,419.5,37.73148006 +2016-04-02 10:00:00,419.32,419.4,419.34,419.37,84.11559 +2016-04-02 09:00:00,419.32,419.56,419.35,419.39,41.42343 +2016-04-02 08:00:00,419.32,420.0,419.41,419.43,104.95124953 +2016-04-02 07:00:00,418.66,419.45,418.94,419.42,49.34970376 +2016-04-02 06:00:00,418.44,419.49,419.49,418.98,67.44400095 +2016-04-02 05:00:00,418.78,419.7,418.78,419.36,129.44971614 +2016-04-02 04:00:00,417.04,418.79,418.34,418.79,163.84014845 +2016-04-02 03:00:00,417.29,418.79,418.68,418.46,196.98008391 +2016-04-02 02:00:00,417.41,420.07,420.07,418.68,354.79228537 +2016-04-02 01:00:00,418.2,420.5,419.99,420.07,422.17066923 +2016-04-02 00:00:00,417.51,420.0,417.68,420.0,343.05470446 +2016-04-01 23:00:00,416.55,417.68,416.95,417.68,285.55032439 +2016-04-01 22:00:00,416.4,417.1,416.54,416.97,214.80299661 +2016-04-01 21:00:00,415.96,417.47,416.91,416.48,326.79372948 +2016-04-01 20:00:00,416.27,417.22,416.48,416.93,292.78793763 +2016-04-01 19:00:00,415.95,417.25,417.17,416.5,393.16044479 +2016-04-01 18:00:00,416.31,417.25,416.48,417.11,227.77166209 +2016-04-01 17:00:00,416.03,417.44,416.86,416.49,263.746176 +2016-04-01 16:00:00,416.11,417.5,417.08,416.98,317.0955711 +2016-04-01 15:00:00,416.1,417.08,416.78,417.08,318.94669346 +2016-04-01 14:00:00,415.94,417.0,416.6,416.87,334.26789694 +2016-04-01 13:00:00,415.46,416.7,415.83,416.68,242.64119727 +2016-04-01 12:00:00,415.13,416.04,415.7,416.01,192.62853158 +2016-04-01 11:00:00,414.8,416.33,415.38,415.69,220.35932014 +2016-04-01 10:00:00,414.12,415.7,415.37,415.49,171.24423413 +2016-04-01 09:00:00,414.8,416.33,415.9,415.37,185.97575966 +2016-04-01 08:00:00,415.72,416.32,416.12,415.76,85.89895 +2016-04-01 07:00:00,415.28,416.33,415.44,416.18,89.7067156 +2016-04-01 06:00:00,414.85,415.49,415.29,415.49,88.282725 +2016-04-01 05:00:00,415.25,416.87,416.7,415.41,161.98416414 +2016-04-01 04:00:00,415.39,416.91,416.53,416.66,205.601073 +2016-04-01 03:00:00,415.12,416.81,416.48,416.53,212.52706495 +2016-04-01 02:00:00,416.0,416.61,416.2,416.61,115.00369533 +2016-04-01 01:00:00,415.7,416.5,415.88,416.1,125.34524105 +2016-04-01 00:00:00,415.01,417.0,416.03,415.89,281.80107951 +2016-03-31 23:00:00,415.28,416.7,416.45,416.03,277.49219211 +2016-03-31 22:00:00,416.1,416.76,416.68,416.45,158.9033018 +2016-03-31 21:00:00,416.42,417.0,416.84,416.61,252.56954655 +2016-03-31 20:00:00,416.25,417.0,416.95,416.85,227.2234054 +2016-03-31 19:00:00,416.1,417.36,416.28,416.83,276.79653787 +2016-03-31 18:00:00,415.81,417.58,417.54,416.28,223.64947967 +2016-03-31 17:00:00,416.13,417.6,416.35,417.58,374.37860591 +2016-03-31 16:00:00,415.14,416.5,415.26,416.47,242.8983184 +2016-03-31 15:00:00,414.59,415.56,415.04,415.26,193.66446563 +2016-03-31 14:00:00,413.17,415.49,415.27,415.08,298.79090287 +2016-03-31 13:00:00,413.89,415.55,415.28,415.15,263.41210966 +2016-03-31 12:00:00,413.89,415.4,414.01,415.3,164.58412638 +2016-03-31 11:00:00,413.6,414.0,413.75,414.0,90.6696886 +2016-03-31 10:00:00,412.98,413.74,413.29,413.74,117.44956 +2016-03-31 09:00:00,413.0,413.35,413.24,413.35,105.38898342 +2016-03-31 08:00:00,413.24,413.5,413.43,413.24,71.35338315 +2016-03-31 07:00:00,413.2,414.05,414.05,413.44,604.90087066 +2016-03-31 06:00:00,414.0,414.66,414.66,414.04,130.75224028 +2016-03-31 05:00:00,414.5,414.8,414.8,414.66,127.26732313 +2016-03-31 04:00:00,414.65,416.0,415.53,414.8,242.38787259 +2016-03-31 03:00:00,415.21,415.86,415.73,415.53,115.37967501 +2016-03-31 02:00:00,415.0,416.0,416.0,415.62,159.5811556 +2016-03-31 01:00:00,414.71,416.0,415.08,416.0,235.44018261 +2016-03-31 00:00:00,412.74,415.42,412.97,414.97,280.60885655 +2016-03-30 23:00:00,412.07,413.45,412.79,412.79,377.44168339 +2016-03-30 22:00:00,411.7,412.8,412.14,412.71,229.41191397 +2016-03-30 21:00:00,411.66,412.99,412.99,412.19,301.8687322 +2016-03-30 20:00:00,411.48,412.99,412.02,412.85,279.06160123 +2016-03-30 19:00:00,411.43,412.1,411.66,412.07,351.54537778 +2016-03-30 18:00:00,411.01,412.37,412.09,411.6,437.79939363 +2016-03-30 17:00:00,412.01,412.82,412.52,412.01,209.37407522 +2016-03-30 16:00:00,412.13,413.11,412.81,412.51,281.26846832 +2016-03-30 15:00:00,411.62,412.9,412.46,412.82,245.91926717 +2016-03-30 14:00:00,410.16,412.75,410.66,412.5,431.57788415 +2016-03-30 13:00:00,407.56,413.2,413.04,410.65,634.29702635 +2016-03-30 12:00:00,412.86,413.27,413.16,413.15,142.59446008 +2016-03-30 11:00:00,413.12,413.46,413.23,413.16,132.77555698 +2016-03-30 10:00:00,412.99,414.19,414.15,413.24,137.45292211 +2016-03-30 09:00:00,413.43,414.37,413.56,414.16,69.76541 +2016-03-30 08:00:00,412.7,414.0,412.7,413.6,74.0889962 +2016-03-30 07:00:00,411.84,413.0,413.0,412.7,175.47953718 +2016-03-30 06:00:00,413.0,415.16,415.14,413.0,132.59452533 +2016-03-30 05:00:00,414.8,415.15,414.9,415.06,79.35453311 +2016-03-30 04:00:00,414.68,415.18,414.88,414.9,175.56788823 +2016-03-30 03:00:00,414.4,415.04,414.51,414.9,106.41886053 +2016-03-30 02:00:00,412.98,415.04,415.04,414.52,404.86099301 +2016-03-30 01:00:00,414.0,415.25,415.03,415.04,238.89284733 +2016-03-30 00:00:00,415.0,416.41,416.4,415.04,182.08165029 +2016-03-29 23:00:00,415.15,416.5,416.07,416.39,432.84025048 +2016-03-29 22:00:00,414.81,416.32,415.51,416.07,251.75719971 +2016-03-29 21:00:00,414.21,415.75,414.98,415.54,345.66480036 +2016-03-29 20:00:00,413.01,414.99,414.47,414.98,300.74104404 +2016-03-29 19:00:00,413.2,414.48,413.48,414.48,307.70028775 +2016-03-29 18:00:00,412.63,413.98,413.5,413.58,260.93037168 +2016-03-29 17:00:00,412.12,413.79,412.7,413.5,460.38425757 +2016-03-29 16:00:00,411.85,413.49,412.25,412.46,370.34058737 +2016-03-29 15:00:00,411.6,414.69,414.58,412.25,529.37895944 +2016-03-29 14:00:00,413.13,415.09,415.06,414.62,391.38369026 +2016-03-29 13:00:00,412.96,415.49,413.72,415.07,227.97071454 +2016-03-29 12:00:00,407.75,415.87,415.87,413.76,1280.7559879 +2016-03-29 11:00:00,415.76,420.51,420.5,415.87,272.91195794 +2016-03-29 10:00:00,420.5,422.26,422.21,420.5,157.87439039 +2016-03-29 09:00:00,421.75,423.58,423.36,422.13,78.68778468 +2016-03-29 08:00:00,422.89,423.57,423.57,423.36,49.22119383 +2016-03-29 07:00:00,422.96,423.7,423.11,423.56,63.56881931 +2016-03-29 06:00:00,421.86,423.29,421.87,423.1,141.85219131 +2016-03-29 05:00:00,421.5,423.27,423.15,421.87,199.52207494 +2016-03-29 04:00:00,422.9,424.33,423.91,423.1,149.91069393 +2016-03-29 03:00:00,422.2,424.3,424.19,423.91,305.35644068 +2016-03-29 02:00:00,423.59,424.62,424.43,424.19,210.37734181 +2016-03-29 01:00:00,423.01,424.5,423.12,424.4,314.85123326 +2016-03-29 00:00:00,422.37,423.23,422.92,423.23,257.87300201 +2016-03-28 23:00:00,422.04,423.0,422.16,423.0,458.99188409 +2016-03-28 22:00:00,421.19,422.3,421.83,422.15,261.13038739 +2016-03-28 21:00:00,420.83,422.23,421.93,421.8,246.0823453 +2016-03-28 20:00:00,421.39,422.49,422.28,421.86,307.99716918 +2016-03-28 19:00:00,421.67,422.5,421.67,422.45,235.24384717 +2016-03-28 18:00:00,420.59,422.46,422.26,421.79,257.97992944 +2016-03-28 17:00:00,420.44,422.5,421.02,422.39,254.81697787 +2016-03-28 16:00:00,419.63,421.36,421.1,421.04,381.58507243 +2016-03-28 15:00:00,420.32,423.47,422.89,421.08,499.56972528 +2016-03-28 14:00:00,422.16,424.2,423.32,422.79,573.20829909 +2016-03-28 13:00:00,422.22,424.0,422.38,423.49,216.89665406 +2016-03-28 12:00:00,422.22,424.3,424.03,422.35,170.17468692 +2016-03-28 11:00:00,421.84,424.11,422.46,423.78,149.47354786 +2016-03-28 10:00:00,420.61,422.74,422.73,422.46,136.93697652 +2016-03-28 09:00:00,422.5,422.74,422.73,422.62,41.63749 +2016-03-28 08:00:00,422.61,422.88,422.74,422.73,51.29125482 +2016-03-28 07:00:00,421.71,423.65,423.64,422.74,131.9306076 +2016-03-28 06:00:00,423.06,423.91,423.58,423.53,78.42174435 +2016-03-28 05:00:00,422.23,424.0,423.38,423.58,108.52760769 +2016-03-28 04:00:00,422.77,424.59,424.1,422.97,332.29993549 +2016-03-28 03:00:00,422.85,424.11,422.88,424.11,193.11797011 +2016-03-28 02:00:00,422.56,424.33,424.22,422.9,214.44136285 +2016-03-28 01:00:00,423.86,424.53,424.43,424.23,170.88399794 +2016-03-28 00:00:00,423.85,425.36,425.29,424.43,245.22059722 +2016-03-27 23:00:00,424.0,425.48,424.26,425.3,285.4008 +2016-03-27 22:00:00,423.86,425.35,425.04,424.26,298.77701495 +2016-03-27 21:00:00,423.16,425.05,424.4,425.05,357.61800929 +2016-03-27 20:00:00,424.15,425.34,424.21,424.39,270.85058988 +2016-03-27 19:00:00,423.81,426.5,426.49,424.21,330.06147996 +2016-03-27 18:00:00,425.58,426.5,426.49,426.49,181.20971808 +2016-03-27 17:00:00,425.49,426.5,425.5,426.49,294.02110636 +2016-03-27 16:00:00,424.06,426.07,424.25,425.5,707.25406761 +2016-03-27 15:00:00,417.17,424.66,417.26,424.66,827.55039604 +2016-03-27 14:00:00,417.06,417.5,417.5,417.26,80.5558558 +2016-03-27 13:00:00,417.2,417.55,417.41,417.5,61.54950768 +2016-03-27 12:00:00,417.05,417.67,417.67,417.49,95.21182 +2016-03-27 11:00:00,417.64,417.77,417.72,417.67,20.71959704 +2016-03-27 10:00:00,417.32,417.73,417.36,417.73,104.58104241 +2016-03-27 09:00:00,416.87,417.36,416.9,417.35,53.7385249 +2016-03-27 08:00:00,416.83,417.17,416.89,416.89,65.22153 +2016-03-27 07:00:00,416.86,416.91,416.91,416.9,40.40319142 +2016-03-27 06:00:00,416.83,417.04,416.9,416.9,28.74791852 +2016-03-27 05:00:00,416.7,417.09,416.76,416.85,88.41343 +2016-03-27 04:00:00,416.58,416.91,416.67,416.72,59.29165696 +2016-03-27 03:00:00,416.41,416.91,416.43,416.63,49.93757721 +2016-03-27 02:00:00,416.35,416.65,416.61,416.41,78.84139979 +2016-03-27 01:00:00,416.41,417.09,416.91,416.56,190.18133816 +2016-03-27 00:00:00,416.83,417.07,416.96,416.97,87.96045848 +2016-03-26 23:00:00,415.95,417.0,416.73,416.97,211.9961895 +2016-03-26 22:00:00,416.55,417.09,416.55,416.73,96.45466952 +2016-03-26 21:00:00,416.51,417.17,417.16,416.55,150.41099352 +2016-03-26 20:00:00,416.76,417.25,416.91,417.16,164.57403436 +2016-03-26 19:00:00,416.42,417.28,417.24,416.94,156.8525904 +2016-03-26 18:00:00,416.69,417.34,416.71,417.28,162.76337843 +2016-03-26 17:00:00,416.29,417.24,416.3,416.79,212.45332221 +2016-03-26 16:00:00,415.54,416.4,415.95,416.3,156.00076892 +2016-03-26 15:00:00,415.26,416.12,415.56,415.95,122.87160137 +2016-03-26 14:00:00,415.06,416.03,415.68,415.55,121.43683254 +2016-03-26 13:00:00,414.66,415.84,415.39,415.64,150.97331354 +2016-03-26 12:00:00,414.46,415.5,415.15,415.5,139.37599488 +2016-03-26 11:00:00,414.37,415.47,415.47,415.14,187.78360526 +2016-03-26 10:00:00,415.0,415.47,415.46,415.47,99.34418587 +2016-03-26 09:00:00,415.17,416.35,416.23,415.46,255.3454761 +2016-03-26 08:00:00,416.22,417.5,417.37,416.22,66.34190971 +2016-03-26 07:00:00,416.93,417.49,417.27,417.37,84.78215 +2016-03-26 06:00:00,417.01,417.41,417.07,417.26,102.88634565 +2016-03-26 05:00:00,416.8,417.39,417.24,417.06,98.8426 +2016-03-26 04:00:00,416.68,417.69,417.4,417.2,169.21409542 +2016-03-26 03:00:00,416.55,417.43,417.26,417.43,125.20463253 +2016-03-26 02:00:00,417.25,417.77,417.75,417.28,162.95186192 +2016-04-20 01:00:00,436.32,437.34,437.3,436.95,229.21891859 +2016-04-20 00:00:00,436.17,437.33,437.06,437.28,221.18536835 +2016-04-19 23:00:00,434.92,438.2,434.93,437.06,733.6987838 +2016-04-19 22:00:00,432.23,434.93,432.63,434.93,538.26581152 +2016-04-19 21:00:00,432.54,432.9,432.9,432.63,217.38320742 +2016-04-19 20:00:00,431.15,432.9,431.42,432.9,392.55337925 +2016-04-19 19:00:00,430.29,431.6,431.06,431.34,449.30489267 +2016-04-19 18:00:00,430.63,431.2,431.1,431.06,185.68045727 +2016-04-19 17:00:00,430.46,431.16,430.75,431.09,214.48991609 +2016-04-19 16:00:00,430.3,430.75,430.44,430.75,265.52092938 +2016-04-19 15:00:00,429.22,430.5,430.21,430.4,282.16610295 +2016-04-19 14:00:00,429.9,430.43,430.23,430.23,221.15138517 +2016-04-19 13:00:00,430.06,430.69,430.68,430.29,209.76963317 +2016-04-19 12:00:00,429.95,430.69,430.26,430.69,220.48194125 +2016-04-19 11:00:00,429.6,430.45,430.04,430.26,208.83364178 +2016-04-19 10:00:00,429.76,430.63,429.9,430.07,145.0411495 +2016-04-19 09:00:00,429.84,430.08,430.08,429.9,89.65477095 +2016-04-19 08:00:00,429.88,430.09,430.02,430.08,117.29524533 +2016-04-19 07:00:00,430.02,432.5,432.01,430.02,278.65323746 +2016-04-19 06:00:00,431.51,432.41,432.2,431.88,142.54434329 +2016-04-19 05:00:00,430.88,432.35,431.07,432.2,123.49747923 +2016-04-19 04:00:00,430.34,431.29,430.78,431.08,209.1515088 +2016-04-19 03:00:00,430.53,431.26,431.26,430.78,252.55111654 +2016-04-19 02:00:00,431.04,431.7,431.2,431.29,239.89226985 +2016-04-19 01:00:00,430.57,431.31,430.6,431.18,269.17575823 +2016-04-19 00:00:00,430.34,431.29,430.9,430.69,219.84832211 +2016-04-18 23:00:00,429.1,431.16,429.5,430.97,311.71172373 +2016-04-18 22:00:00,428.97,429.75,429.74,429.51,295.93820754 +2016-04-18 21:00:00,429.22,430.0,429.99,429.73,296.64291472 +2016-04-18 20:00:00,429.21,430.0,429.6,429.99,284.99441084 +2016-04-18 19:00:00,429.53,430.37,430.21,429.54,304.46624717 +2016-04-18 18:00:00,429.27,430.26,429.39,430.26,292.339 +2016-04-18 17:00:00,428.78,429.4,428.96,429.38,222.30565591 +2016-04-18 16:00:00,428.69,429.94,429.09,429.0,298.01808232 +2016-04-18 15:00:00,428.97,429.88,429.66,429.09,312.97621035 +2016-04-18 14:00:00,429.22,430.29,429.39,429.52,200.33242106 +2016-04-18 13:00:00,428.44,429.5,429.41,429.26,330.21652921 +2016-04-18 12:00:00,429.0,430.17,430.16,429.41,279.20462916 +2016-04-18 11:00:00,430.1,430.65,430.39,430.16,140.74052636 +2016-04-18 10:00:00,429.88,430.92,430.08,430.39,192.41252035 +2016-04-18 09:00:00,429.89,430.55,430.38,430.08,89.72778639 +2016-04-18 08:00:00,430.2,430.53,430.36,430.37,183.4849892 +2016-04-18 07:00:00,430.36,433.78,433.75,430.36,188.43009893 +2016-04-18 06:00:00,433.39,434.46,434.11,433.7,103.90078032 +2016-04-18 05:00:00,431.88,434.22,433.46,434.03,81.24995131 +2016-04-18 04:00:00,430.64,433.5,432.5,433.3,224.33156806 +2016-04-18 03:00:00,431.55,432.5,431.61,432.49,138.61487723 +2016-04-18 02:00:00,431.29,431.81,431.55,431.81,205.8935433 +2016-04-18 01:00:00,430.5,431.6,431.32,431.6,177.3945015 +2016-04-18 00:00:00,430.59,431.61,431.08,431.42,121.9940311 +2016-04-17 23:00:00,430.05,431.28,430.4,431.0,117.87515203 +2016-04-17 22:00:00,429.15,430.49,430.36,430.37,264.69244846 +2016-04-17 21:00:00,430.18,431.54,431.54,430.18,214.61111865 +2016-04-17 20:00:00,430.7,431.63,431.63,431.54,146.08301529 +2016-04-17 19:00:00,430.6,431.75,430.9,431.63,150.26839678 +2016-04-17 18:00:00,429.91,431.58,431.27,430.93,248.45582674 +2016-04-17 17:00:00,430.7,431.72,431.71,431.27,151.66940593 +2016-04-17 16:00:00,430.54,431.79,431.42,431.79,140.81732223 +2016-04-17 15:00:00,430.65,431.93,431.8,431.3,108.95939747 +2016-04-17 14:00:00,430.09,432.2,430.75,431.7,100.27537606 +2016-04-17 13:00:00,430.09,432.99,432.98,430.09,144.72986144 +2016-04-17 12:00:00,432.47,434.83,434.77,432.98,241.1226032 +2016-04-17 11:00:00,433.11,434.93,434.45,434.75,92.28196212 +2016-04-17 10:00:00,433.31,434.54,434.19,434.46,108.94103024 +2016-04-17 09:00:00,433.81,434.92,434.89,434.19,120.5861695 +2016-04-17 08:00:00,434.49,434.89,434.49,434.88,33.42050938 +2016-04-17 07:00:00,433.54,434.55,433.84,434.49,50.0237075 +2016-04-17 06:00:00,433.52,433.99,433.66,433.97,60.18058919 +2016-04-17 05:00:00,433.13,433.76,433.68,433.68,127.85592205 +2016-04-17 04:00:00,433.51,434.05,433.76,433.69,98.71894581 +2016-04-17 03:00:00,433.54,434.11,434.0,433.92,114.18718332 +2016-04-17 02:00:00,433.42,434.2,433.82,434.0,106.43513366 +2016-04-17 01:00:00,433.45,433.91,433.66,433.79,150.37762596 +2016-04-17 00:00:00,433.12,433.83,433.69,433.55,207.16525496 +2016-04-16 23:00:00,433.13,433.83,433.8,433.39,137.09932102 +2016-04-16 22:00:00,433.23,433.84,433.68,433.83,151.24445868 +2016-04-16 21:00:00,433.0,434.11,433.28,433.68,160.23915491 +2016-04-16 20:00:00,432.02,433.3,432.91,433.3,153.03473374 +2016-04-16 19:00:00,431.92,433.0,432.66,432.61,297.37437203 +2016-04-16 18:00:00,432.2,432.67,432.23,432.67,155.00617334 +2016-04-16 17:00:00,431.4,432.53,431.83,432.23,196.81332327 +2016-04-16 16:00:00,431.29,432.19,431.81,431.87,144.56093432 +2016-04-16 15:00:00,430.94,432.14,431.63,431.83,214.2583706 +2016-04-16 14:00:00,429.89,431.73,430.89,431.69,213.51901424 +2016-04-16 13:00:00,430.0,431.23,431.08,430.93,186.919554 +2016-04-16 12:00:00,430.78,432.58,432.46,431.08,205.26188171 +2016-04-16 11:00:00,432.36,433.53,433.07,432.36,72.84744812 +2016-04-16 10:00:00,432.96,434.24,434.14,433.09,139.35439186 +2016-04-16 09:00:00,433.27,434.72,433.6,434.01,49.66057323 +2016-04-16 08:00:00,433.15,434.89,434.88,433.59,132.18782689 +2016-04-16 07:00:00,433.5,434.88,433.72,434.88,218.67975762 +2016-04-16 06:00:00,432.43,433.73,432.7,433.73,288.88373216 +2016-04-16 05:00:00,431.8,432.87,431.84,432.63,192.15128945 +2016-04-16 04:00:00,431.35,431.98,431.55,431.82,185.88418605 +2016-04-16 03:00:00,430.98,431.56,431.03,431.56,122.28655191 +2016-04-16 02:00:00,430.62,431.1,430.92,430.93,167.63038055 +2016-04-16 01:00:00,430.53,431.09,430.93,430.93,175.08553619 +2016-04-16 00:00:00,430.61,431.12,430.82,430.93,174.00302093 +2016-04-15 23:00:00,430.06,430.96,430.2,430.93,160.52012339 +2016-04-15 22:00:00,429.57,430.37,430.32,430.29,336.72712906 +2016-04-15 21:00:00,430.14,431.1,430.99,430.14,346.92536565 +2016-04-15 20:00:00,430.47,431.0,430.75,431.0,217.99669975 +2016-04-15 19:00:00,430.54,431.05,430.89,430.75,250.41272932 +2016-04-15 18:00:00,429.42,430.99,429.88,430.89,289.95693005 +2016-04-15 17:00:00,428.78,430.0,428.78,429.81,242.50292578 +2016-04-15 16:00:00,428.35,429.91,429.89,428.39,451.84345362 +2016-04-15 15:00:00,429.45,429.9,429.46,429.88,36.58970457 +2016-04-15 14:00:00,429.01,429.9,429.9,429.46,73.4102459 +2016-04-15 13:00:00,429.89,429.98,429.98,429.9,118.72156846 +2016-04-15 12:00:00,429.24,430.0,429.24,429.98,55.8528267 +2016-04-15 11:00:00,427.91,429.25,427.91,429.25,246.03847197 +2016-04-15 10:00:00,427.63,427.91,427.63,427.91,5.08906204 +2016-04-15 09:00:00,426.83,427.63,426.83,427.63,15.66272134 +2016-04-15 08:00:00,426.37,427.29,426.37,426.81,27.1390514 +2016-04-15 07:00:00,426.13,426.4,426.15,426.38,13.79865528 +2016-04-15 06:00:00,425.72,427.42,427.42,426.15,166.55020278 +2016-04-15 05:00:00,427.17,428.04,428.04,427.42,115.96191199 +2016-04-15 04:00:00,427.69,428.23,427.73,428.04,240.62346161 +2016-04-15 03:00:00,427.31,427.84,427.44,427.72,162.67274432 +2016-04-15 02:00:00,426.51,427.45,426.77,427.45,240.83248285 +2016-04-15 01:00:00,426.54,427.0,426.86,426.81,160.46201151 +2016-04-15 00:00:00,426.08,426.89,426.35,426.71,207.71891138 +2016-04-14 23:00:00,425.3,426.32,425.35,426.32,258.43618262 +2016-04-14 22:00:00,425.2,425.89,425.86,425.43,210.10486053 +2016-04-14 21:00:00,425.21,426.02,425.93,425.87,246.14312405 +2016-04-14 20:00:00,425.41,426.08,425.99,425.92,300.58544126 +2016-04-14 19:00:00,425.39,426.0,425.98,425.91,202.85393457 +2016-04-14 18:00:00,425.05,425.98,425.59,425.98,244.24987824 +2016-04-14 17:00:00,425.14,425.9,425.46,425.61,226.47216098 +2016-04-14 16:00:00,424.52,426.1,426.0,425.41,392.06055614 +2016-04-14 15:00:00,425.61,426.36,425.99,426.07,307.16380098 +2016-04-14 14:00:00,425.43,426.0,425.64,425.97,287.9247887 +2016-04-14 13:00:00,425.06,426.0,425.45,425.64,275.90433769 +2016-04-14 12:00:00,425.2,425.69,425.48,425.44,141.44261145 +2016-04-14 11:00:00,425.43,425.8,425.55,425.5,88.26866614 +2016-04-14 10:00:00,425.2,426.25,425.53,425.54,150.4907148 +2016-04-14 09:00:00,425.06,426.01,425.33,425.53,159.62671748 +2016-04-14 08:00:00,425.02,425.39,425.21,425.02,18.01956868 +2016-04-14 07:00:00,425.03,425.41,425.37,425.24,31.92418155 +2016-04-14 06:00:00,425.02,425.88,425.63,425.32,36.68476901 +2016-04-14 05:00:00,425.25,425.95,425.75,425.51,45.92817499 +2016-04-14 04:00:00,425.46,427.7,427.69,425.75,207.12747363 +2016-04-14 03:00:00,427.26,427.99,427.65,427.79,141.41940866 +2016-04-14 02:00:00,426.15,428.0,426.71,427.63,325.97053718 +2016-04-14 01:00:00,425.97,426.85,426.21,426.73,148.84403942 +2016-04-14 00:00:00,425.3,426.5,425.58,426.4,284.580793 +2016-04-13 23:00:00,425.3,425.87,425.82,425.58,197.67892918 +2016-04-13 22:00:00,425.16,426.0,425.74,425.8,192.53984943 +2016-04-13 21:00:00,425.1,425.93,425.59,425.73,240.60882415 +2016-04-13 20:00:00,424.19,425.59,424.74,425.59,254.20372166 +2016-04-13 19:00:00,424.41,426.5,426.02,424.73,591.95449961 +2016-04-13 18:00:00,425.81,427.1,426.5,426.11,225.52424662 +2016-04-13 17:00:00,425.76,426.91,426.09,426.54,394.10352061 +2016-04-13 16:00:00,425.67,426.2,425.94,426.0,247.75726826 +2016-04-13 15:00:00,425.62,426.19,425.89,425.95,192.18810365 +2016-04-13 14:00:00,424.56,426.09,424.73,425.9,264.72926646 +2016-04-13 13:00:00,423.59,424.72,424.41,424.72,307.56471391 +2016-04-13 12:00:00,424.18,426.3,425.88,424.41,299.33016628 +2016-04-13 11:00:00,425.0,425.88,425.84,425.88,152.25874691 +2016-04-13 10:00:00,425.25,425.95,425.66,425.83,141.7159752 +2016-04-13 09:00:00,425.54,426.08,426.07,425.66,96.72882495 +2016-04-13 08:00:00,426.07,427.93,427.93,426.08,160.27305017 +2016-04-13 07:00:00,427.53,428.97,428.87,427.97,85.79820227 +2016-04-13 06:00:00,427.48,429.4,427.78,428.95,468.2395079 +2016-04-13 05:00:00,427.68,428.45,428.4,427.68,111.38177107 +2016-04-13 04:00:00,428.14,429.13,428.96,428.39,160.59405632 +2016-04-13 03:00:00,428.49,429.24,429.21,428.97,295.86940159 +2016-04-13 02:00:00,428.34,429.44,428.46,429.2,241.4114842 +2016-04-13 01:00:00,427.74,428.5,427.86,428.5,234.27664187 +2016-04-13 00:00:00,426.77,428.31,427.8,427.92,328.34437249 +2016-04-12 23:00:00,427.34,428.4,427.71,427.8,276.61516828 +2016-04-12 22:00:00,427.19,427.76,427.75,427.27,204.46525954 +2016-04-12 21:00:00,426.85,427.76,427.08,427.74,184.55355077 +2016-04-12 20:00:00,426.35,428.03,426.38,426.98,1382.40138446 +2016-04-12 19:00:00,426.16,427.54,427.53,426.38,233.95338193 +2016-04-12 18:00:00,427.15,428.61,427.33,427.54,347.60777479 +2016-04-12 17:00:00,426.58,427.47,427.09,427.32,305.6586618 +2016-04-12 16:00:00,426.55,427.62,427.42,427.08,252.03369765 +2016-04-12 15:00:00,426.8,427.42,426.88,427.42,272.46620542 +2016-04-12 14:00:00,426.67,429.05,428.2,426.75,458.08578437 +2016-04-12 13:00:00,426.61,428.37,427.23,428.25,190.29174355 +2016-04-12 12:00:00,426.09,427.4,426.44,427.21,174.47581111 +2016-04-12 11:00:00,425.83,426.61,426.31,426.37,121.46904331 +2016-04-12 10:00:00,425.51,426.6,426.4,426.32,112.09564109 +2016-04-12 09:00:00,425.98,426.69,426.36,426.4,38.84115083 +2016-04-12 08:00:00,425.83,426.66,426.14,426.34,61.15750565 +2016-04-12 07:00:00,425.43,426.14,425.51,426.13,109.1769292 +2016-04-12 06:00:00,425.5,427.92,427.9,425.51,157.6886231 +2016-04-12 05:00:00,427.32,428.28,428.24,427.89,133.35194591 +2016-04-12 04:00:00,427.14,429.77,427.99,428.2,502.74555487 +2016-04-12 03:00:00,423.98,428.0,424.26,428.0,489.46523823 +2016-04-12 02:00:00,423.49,424.65,424.06,424.25,265.40080412 +2016-04-12 01:00:00,423.14,424.91,424.4,424.05,524.54996482 +2016-04-12 00:00:00,423.87,424.5,423.95,424.5,198.51275327 +2016-04-11 23:00:00,423.05,423.94,423.27,423.94,220.70136065 +2016-04-11 22:00:00,422.43,423.75,423.2,423.27,245.6657788 +2016-04-11 21:00:00,422.91,423.48,423.38,423.19,232.79360819 +2016-04-11 20:00:00,423.0,423.5,423.05,423.39,330.36470535 +2016-04-11 19:00:00,421.98,423.18,423.1,423.13,330.55441267 +2016-04-11 18:00:00,421.93,423.26,422.31,423.03,316.49846006 +2016-04-11 17:00:00,421.99,422.5,422.28,422.12,145.50214008 +2016-04-11 16:00:00,421.89,422.9,422.6,422.25,291.59669376 +2016-04-11 15:00:00,422.0,423.3,423.17,422.6,261.57588286 +2016-04-11 14:00:00,421.6,423.28,422.7,423.21,340.2978015 +2016-04-11 13:00:00,422.01,422.87,422.83,422.7,221.36531377 +2016-04-11 12:00:00,420.68,423.07,420.76,422.83,171.24619798 +2016-04-11 11:00:00,420.15,421.32,421.09,420.74,250.18800328 +2016-04-11 10:00:00,420.43,421.5,420.78,421.08,152.02056502 +2016-04-11 09:00:00,420.64,421.06,421.06,420.78,65.93244674 +2016-04-11 08:00:00,421.05,421.94,421.93,421.05,139.73354063 +2016-04-11 07:00:00,421.72,422.22,421.88,421.94,59.07654094 +2016-04-11 06:00:00,421.61,424.0,423.64,421.87,275.45256067 +2016-04-11 05:00:00,423.04,423.79,423.28,423.55,114.43204 +2016-04-11 04:00:00,423.0,423.61,423.38,423.28,146.78932825 +2016-04-11 03:00:00,422.92,423.91,423.83,423.08,208.5256449 +2016-04-11 02:00:00,422.7,424.0,423.57,423.93,203.48026759 +2016-04-11 01:00:00,423.16,423.62,423.32,423.47,221.67662118 +2016-04-11 00:00:00,422.9,423.51,423.29,423.32,147.74833674 +2016-04-10 23:00:00,422.5,423.55,423.3,423.4,127.51316388 +2016-04-10 22:00:00,422.5,423.35,423.2,423.3,116.61039469 +2016-04-10 21:00:00,422.75,423.56,423.55,423.26,124.06057 +2016-04-10 20:00:00,422.82,423.8,423.13,423.56,128.67419062 +2016-04-10 19:00:00,423.03,423.8,423.62,423.13,178.4145057 +2016-04-10 18:00:00,423.08,423.89,423.71,423.77,193.98898927 +2016-04-10 17:00:00,423.46,423.99,423.74,423.72,229.5544178 +2016-04-10 16:00:00,422.78,423.98,422.95,423.74,263.88094667 +2016-04-10 15:00:00,422.65,422.95,422.85,422.95,102.66252937 +2016-04-10 14:00:00,422.42,422.94,422.6,422.84,122.62065248 +2016-04-10 13:00:00,422.32,422.89,422.37,422.6,84.0772085 +2016-04-10 12:00:00,422.0,422.66,422.01,422.22,105.41256297 +2016-04-10 11:00:00,421.99,422.42,422.32,422.1,57.027598 +2016-04-10 10:00:00,420.41,422.34,420.41,422.16,225.46325182 +2016-04-10 09:00:00,420.23,420.71,420.7,420.43,30.49225 +2016-04-10 08:00:00,420.55,421.2,421.06,420.7,45.64508852 +2016-04-10 07:00:00,420.23,421.13,420.81,421.01,73.43236692 +2016-04-10 06:00:00,420.39,420.9,420.88,420.81,49.75711166 +2016-04-10 05:00:00,420.67,421.41,420.94,420.89,120.59403 +2016-04-10 04:00:00,419.99,421.07,419.99,420.92,118.36672381 +2016-04-10 03:00:00,419.8,420.15,420.15,420.0,96.03650087 +2016-04-10 02:00:00,420.06,420.54,420.28,420.07,137.12865183 +2016-04-10 01:00:00,419.61,420.54,419.84,420.29,99.70132482 +2016-04-10 00:00:00,419.46,420.17,419.46,419.85,158.92161416 +2016-04-09 23:00:00,419.01,419.49,419.09,419.46,91.57804492 +2016-04-09 22:00:00,418.53,419.2,419.09,419.11,151.04717445 +2016-04-09 21:00:00,418.12,419.13,419.12,419.08,130.63056404 +2016-04-09 20:00:00,418.12,419.25,419.17,419.13,208.09548893 +2016-04-09 19:00:00,418.74,419.25,419.11,419.15,205.53335964 +2016-04-09 18:00:00,417.97,419.25,418.97,419.09,280.03980806 +2016-04-09 17:00:00,418.77,419.35,419.16,419.12,118.59640928 +2016-04-09 16:00:00,418.29,419.3,418.49,419.11,150.96369273 +2016-04-09 15:00:00,417.18,418.93,418.93,418.48,237.45096872 +2016-04-09 14:00:00,418.78,419.79,419.26,418.92,148.62174112 +2016-04-09 13:00:00,418.5,419.39,419.0,419.18,89.91323316 +2016-04-09 12:00:00,418.5,419.19,418.83,419.0,58.02224925 +2016-04-09 11:00:00,418.39,418.99,418.4,418.97,48.2851428 +2016-04-09 10:00:00,417.01,418.5,417.65,418.39,105.50919586 +2016-04-09 09:00:00,417.33,417.82,417.52,417.67,43.73963034 +2016-04-09 08:00:00,417.18,417.8,417.46,417.71,42.39993014 +2016-04-09 07:00:00,416.95,417.65,417.56,417.24,61.098629 +2016-04-09 06:00:00,416.91,417.95,417.81,417.38,81.34152907 +2016-04-09 05:00:00,417.52,419.14,419.13,417.82,107.11577545 +2016-04-09 04:00:00,417.18,419.47,417.79,419.2,136.92787907 +2016-04-09 03:00:00,416.79,418.03,417.21,417.81,147.00324103 +2016-04-09 02:00:00,416.46,417.75,417.05,417.21,176.22275787 +2016-04-09 01:00:00,415.51,418.97,418.53,417.05,431.43259267 +2016-04-09 00:00:00,417.94,419.68,419.48,418.53,268.42007389 +2016-04-08 23:00:00,418.52,419.84,419.84,419.48,127.06315456 +2016-04-08 22:00:00,419.12,420.08,419.46,419.84,285.86654196 +2016-04-08 21:00:00,417.59,420.08,420.04,419.55,330.68608884 +2016-04-08 20:00:00,416.75,420.29,418.64,420.03,431.07715052 +2016-04-08 19:00:00,415.71,423.25,423.08,418.65,1325.16496654 +2016-04-08 18:00:00,422.86,424.5,424.5,423.08,237.04220214 +2016-04-08 17:00:00,423.89,424.65,424.01,424.5,252.36835018 +2016-04-08 16:00:00,423.41,424.5,424.26,424.02,344.02672534 +2016-04-08 15:00:00,423.22,424.42,423.7,424.26,234.95843105 +2016-04-08 14:00:00,423.04,424.21,424.01,423.74,383.84971832 +2016-04-08 13:00:00,423.41,424.01,423.44,424.01,183.27068995 +2016-04-08 12:00:00,422.63,423.72,423.13,423.3,199.31525185 +2016-04-08 11:00:00,422.69,423.61,423.13,423.22,146.07177235 +2016-04-08 10:00:00,422.64,423.57,423.1,423.14,160.7987382 +2016-04-08 09:00:00,422.89,423.26,422.94,422.89,70.90768 +2016-04-08 08:00:00,422.69,423.3,422.9,422.93,112.0890851 +2016-04-08 07:00:00,421.99,422.9,422.14,422.9,105.16221116 +2016-04-08 06:00:00,421.97,422.47,422.47,422.14,137.96205 +2016-04-08 05:00:00,422.13,422.9,422.71,422.13,94.99907428 +2016-04-08 04:00:00,422.09,423.0,422.09,422.72,494.9940514 +2016-04-08 03:00:00,421.95,422.1,422.01,422.1,93.8079928 +2016-04-08 02:00:00,421.57,422.2,421.6,422.01,207.21314 +2016-04-08 01:00:00,421.24,422.07,421.85,421.6,295.07616613 +2016-04-08 00:00:00,421.55,422.15,421.99,421.86,184.20472248 +2016-04-07 23:00:00,421.42,422.0,421.47,421.99,247.68982928 +2016-04-07 22:00:00,420.82,422.15,422.07,421.48,459.45694399 +2016-04-07 21:00:00,421.55,422.08,421.93,422.06,209.76201348 +2016-04-07 20:00:00,420.75,422.08,421.51,421.94,289.25571335 +2016-04-07 19:00:00,421.37,422.25,422.15,421.52,113.10485404 +2016-04-07 18:00:00,421.67,422.5,422.38,422.15,334.97657088 +2016-04-07 17:00:00,421.96,422.74,422.21,422.42,203.02224918 +2016-04-07 16:00:00,421.26,422.22,421.35,422.21,229.84989472 +2016-04-07 15:00:00,420.4,421.5,421.22,421.36,269.56755155 +2016-04-07 14:00:00,420.65,421.35,420.86,421.22,191.43620861 +2016-05-02 13:00:00,444.62,446.7,446.01,446.1,369.24289728 +2016-05-02 12:00:00,442.34,446.02,444.06,446.02,323.80447472 +2016-05-02 11:00:00,443.78,447.05,444.46,444.05,490.06847815 +2016-05-02 10:00:00,441.8,445.14,443.87,444.5,347.30281585 +2016-05-02 09:00:00,440.02,446.15,445.78,443.91,361.95916906 +2016-05-02 08:00:00,442.98,455.49,455.49,445.77,808.11911275 +2016-05-02 07:00:00,455.49,457.38,457.01,455.83,107.86727508 +2016-05-02 06:00:00,456.77,457.28,457.12,457.11,71.01563145 +2016-05-02 05:00:00,456.76,457.24,457.09,457.02,145.52149997 +2016-05-02 04:00:00,456.49,457.19,457.18,457.09,168.04094058 +2016-05-02 03:00:00,456.93,457.63,457.02,457.19,192.23346332 +2016-05-02 02:00:00,456.48,457.07,456.86,457.04,183.86643568 +2016-05-02 01:00:00,456.48,457.07,456.97,456.87,147.37512777 +2016-05-02 00:00:00,456.64,457.44,456.98,456.9,228.10874056 +2016-05-01 23:00:00,456.48,456.99,456.48,456.98,144.50527065 +2016-05-01 22:00:00,456.48,456.7,456.5,456.5,101.61510645 +2016-05-01 21:00:00,455.51,456.57,455.6,456.48,108.97184773 +2016-05-01 20:00:00,454.35,455.6,455.38,455.6,176.01942872 +2016-05-01 19:00:00,453.55,455.59,453.6,455.39,174.75723129 +2016-05-01 18:00:00,451.55,455.14,454.82,453.62,262.51960167 +2016-05-01 17:00:00,454.24,455.6,455.56,455.04,148.2397669 +2016-05-01 16:00:00,455.28,456.28,456.28,455.46,154.86348063 +2016-05-01 15:00:00,455.97,457.07,456.58,456.27,147.72577243 +2016-05-01 14:00:00,456.31,456.76,456.72,456.58,76.52122353 +2016-05-01 13:00:00,456.1,456.72,456.1,456.72,109.37169555 +2016-05-01 12:00:00,455.11,456.24,455.6,456.07,151.20267564 +2016-05-01 11:00:00,455.61,456.71,456.66,455.61,51.85952592 +2016-05-01 10:00:00,455.49,456.72,456.72,456.71,104.89370697 +2016-05-01 09:00:00,456.68,456.99,456.72,456.7,42.87130912 +2016-05-01 08:00:00,455.12,456.72,455.19,456.7,69.07507682 +2016-05-01 07:00:00,454.27,455.2,454.36,455.19,62.9773009 +2016-05-01 06:00:00,453.86,454.89,454.17,454.36,100.9490586 +2016-05-01 05:00:00,454.03,454.48,454.19,454.18,81.37169216 +2016-05-01 04:00:00,452.7,454.19,452.86,454.19,74.50298218 +2016-05-01 03:00:00,452.73,454.09,453.48,452.86,158.71517086 +2016-05-01 02:00:00,453.45,453.78,453.53,453.45,124.97921151 +2016-05-01 01:00:00,453.4,454.43,453.91,453.53,143.23603857 +2016-05-01 00:00:00,453.0,455.0,454.02,453.93,169.93170396 +2016-04-30 23:00:00,452.13,454.6,453.72,454.02,160.27161662 +2016-04-30 22:00:00,453.58,456.0,455.31,453.7,176.94242827 +2016-04-30 21:00:00,454.25,455.49,455.18,455.31,146.15587854 +2016-04-30 20:00:00,453.23,455.32,453.89,455.18,177.24642113 +2016-04-30 19:00:00,450.61,453.89,450.66,453.61,203.12279504 +2016-04-30 18:00:00,450.13,455.4,455.4,450.75,455.53733656 +2016-04-30 17:00:00,455.0,456.94,455.65,455.4,271.25762184 +2016-04-30 16:00:00,455.13,456.77,456.48,455.64,248.55916252 +2016-04-30 15:00:00,456.08,457.17,457.16,456.49,191.32089755 +2016-04-30 14:00:00,456.07,458.88,456.66,457.17,251.08005209 +2016-04-30 13:00:00,455.31,457.53,455.73,456.66,203.52337272 +2016-04-30 12:00:00,454.62,456.77,456.67,455.75,156.29510265 +2016-04-30 11:00:00,456.23,456.95,456.51,456.63,114.37680684 +2016-04-30 10:00:00,455.99,456.65,456.23,456.48,87.58944031 +2016-04-30 09:00:00,455.9,456.65,455.91,456.07,49.25425956 +2016-04-30 08:00:00,455.84,456.29,455.92,455.91,41.391039 +2016-04-30 07:00:00,454.97,456.21,454.97,455.99,50.20097679 +2016-04-30 06:00:00,454.63,456.43,456.1,455.03,239.9854577 +2016-04-30 05:00:00,455.74,457.65,457.46,455.94,193.09919752 +2016-04-30 04:00:00,456.56,457.89,457.3,457.34,177.67342381 +2016-04-30 03:00:00,456.6,457.81,457.68,457.31,207.86551543 +2016-04-30 02:00:00,456.75,458.5,457.87,457.68,275.8822491 +2016-04-30 01:00:00,457.42,458.78,458.78,457.99,299.52285664 +2016-04-30 00:00:00,458.08,459.33,458.8,458.78,332.13559627 +2016-04-29 23:00:00,456.68,459.44,456.82,458.82,201.2573718 +2016-04-29 22:00:00,456.2,457.9,457.9,456.82,329.86389022 +2016-04-29 21:00:00,456.2,458.7,457.62,457.9,325.12976374 +2016-04-29 20:00:00,456.86,458.83,457.83,457.78,301.6307264 +2016-04-29 19:00:00,456.51,457.9,457.16,457.9,334.68037107 +2016-04-29 18:00:00,454.06,457.3,454.99,457.19,611.77945811 +2016-04-29 17:00:00,454.03,455.0,454.93,454.99,202.70326337 +2016-04-29 16:00:00,452.84,455.0,452.93,454.96,373.86015381 +2016-04-29 15:00:00,451.33,453.7,451.69,453.21,260.10692632 +2016-04-29 14:00:00,450.65,452.7,452.13,451.69,303.62036289 +2016-04-29 13:00:00,451.39,452.79,452.2,452.15,399.38150654 +2016-04-29 12:00:00,450.97,452.3,451.04,452.2,159.56110778 +2016-04-29 11:00:00,450.5,451.59,450.85,451.2,131.69117663 +2016-04-29 10:00:00,450.05,451.29,450.38,450.84,245.13919365 +2016-04-29 09:00:00,450.04,450.6,450.06,450.44,84.98930259 +2016-04-29 08:00:00,450.05,451.84,451.02,450.06,72.12642486 +2016-04-29 07:00:00,449.95,451.35,450.32,451.02,107.37027069 +2016-04-29 06:00:00,450.08,451.51,451.38,450.39,173.59312216 +2016-04-29 05:00:00,449.4,451.76,450.35,451.28,136.22370353 +2016-04-29 04:00:00,448.54,450.35,448.65,450.3,118.46673729 +2016-04-29 03:00:00,448.5,451.43,451.27,448.5,308.66903186 +2016-04-29 02:00:00,449.82,451.43,450.84,451.19,236.10463412 +2016-04-29 01:00:00,449.96,451.81,450.42,450.57,320.67978273 +2016-04-29 00:00:00,449.77,452.99,451.67,450.37,226.46906797 +2016-04-28 23:00:00,450.65,451.88,450.75,451.68,207.04254462 +2016-04-28 22:00:00,450.63,450.8,450.65,450.71,178.72253896 +2016-04-28 21:00:00,450.63,450.94,450.83,450.65,356.68213988 +2016-04-28 20:00:00,450.63,451.0,450.67,450.79,248.1276463 +2016-04-28 19:00:00,447.41,450.95,448.36,450.68,241.94736207 +2016-04-28 18:00:00,447.92,449.43,448.14,448.36,309.87880003 +2016-04-28 17:00:00,446.75,448.83,448.55,448.22,401.32053333 +2016-04-28 16:00:00,447.8,450.26,450.1,448.57,304.70550631 +2016-04-28 15:00:00,447.25,450.16,447.45,450.16,297.59030794 +2016-04-28 14:00:00,446.13,448.56,447.67,447.73,400.54531202 +2016-04-28 13:00:00,447.4,450.36,448.94,447.67,320.1925109 +2016-04-28 12:00:00,446.53,449.56,446.69,448.94,307.80448866 +2016-04-28 11:00:00,445.55,446.9,445.6,446.69,144.57841335 +2016-04-28 10:00:00,443.08,445.6,444.05,445.6,204.17349959 +2016-04-28 09:00:00,442.43,445.4,445.1,444.24,81.64497926 +2016-04-28 08:00:00,444.85,446.0,445.87,445.1,181.79139167 +2016-04-28 07:00:00,443.01,446.0,443.29,445.87,116.59144007 +2016-04-28 06:00:00,441.57,443.95,442.41,443.35,199.82441704 +2016-04-28 05:00:00,442.13,443.79,442.64,442.13,164.8058456 +2016-04-28 04:00:00,439.21,444.24,442.08,442.78,352.20183295 +2016-04-28 03:00:00,442.05,444.8,444.09,442.08,306.66256319 +2016-04-28 02:00:00,442.88,445.49,443.99,444.1,603.92010324 +2016-04-28 01:00:00,438.33,444.31,438.59,443.99,663.76946254 +2016-04-28 00:00:00,434.79,446.05,445.3,438.34,1050.16846509 +2016-04-27 23:00:00,442.5,450.0,449.42,445.31,688.63217778 +2016-04-27 22:00:00,444.3,451.73,451.65,449.48,531.61270157 +2016-04-27 21:00:00,434.0,455.65,455.56,451.57,1832.46624212 +2016-04-27 20:00:00,455.23,457.07,456.79,455.6,415.44056486 +2016-04-27 19:00:00,455.12,457.46,457.31,456.75,423.15870167 +2016-04-27 18:00:00,456.06,457.6,457.52,457.3,486.25272542 +2016-04-27 17:00:00,456.74,458.1,458.1,457.59,284.18719859 +2016-04-27 16:00:00,457.36,458.86,457.64,458.1,295.22339231 +2016-04-27 15:00:00,456.59,459.53,458.9,457.52,791.36000935 +2016-04-27 14:00:00,455.05,458.9,455.06,458.89,500.04623943 +2016-04-27 13:00:00,453.91,458.54,457.16,455.49,833.42834395 +2016-04-27 12:00:00,451.5,467.2,467.18,457.15,1484.85767188 +2016-04-27 11:00:00,466.97,467.9,467.73,467.08,187.24280686 +2016-04-27 10:00:00,466.04,467.78,466.32,467.72,133.30639504 +2016-04-27 09:00:00,466.08,467.91,467.73,466.34,237.69914348 +2016-04-27 08:00:00,467.73,470.06,470.04,467.73,167.50776672 +2016-04-27 07:00:00,469.79,470.2,470.15,470.05,224.85896195 +2016-04-27 06:00:00,469.75,470.2,469.75,470.17,135.30621123 +2016-04-27 05:00:00,468.38,469.76,468.79,469.76,153.0928974 +2016-04-27 04:00:00,466.05,469.28,466.55,468.8,170.67082107 +2016-04-27 03:00:00,464.01,469.6,468.18,466.64,636.07577431 +2016-04-27 02:00:00,467.7,469.49,469.49,468.18,289.664902 +2016-04-27 01:00:00,468.21,470.39,469.89,469.49,398.37677503 +2016-04-27 00:00:00,469.42,470.79,470.3,469.89,329.02927696 +2016-04-26 23:00:00,469.11,470.79,469.93,470.59,369.21636956 +2016-04-26 22:00:00,469.79,470.64,469.85,470.01,217.91309098 +2016-04-26 21:00:00,469.79,472.11,471.25,469.96,419.97606948 +2016-04-26 20:00:00,469.79,471.92,471.0,471.33,614.40405474 +2016-04-26 19:00:00,469.49,471.37,469.5,471.0,245.36578414 +2016-04-26 18:00:00,467.73,472.0,469.2,469.5,777.22144702 +2016-04-26 17:00:00,468.82,470.0,469.45,469.2,446.40534709 +2016-04-26 16:00:00,467.55,470.0,468.38,469.51,323.24353784 +2016-04-26 15:00:00,467.3,469.5,467.35,468.39,373.4348181 +2016-04-26 14:00:00,466.99,469.0,467.68,467.4,425.18646698 +2016-04-26 13:00:00,464.62,467.72,465.04,467.72,371.0231036 +2016-04-26 12:00:00,464.01,465.84,465.07,465.0,304.54123683 +2016-04-26 11:00:00,465.02,466.67,466.65,465.1,220.85566299 +2016-04-26 10:00:00,466.49,467.84,467.55,466.65,210.54384063 +2016-04-26 09:00:00,466.86,467.75,467.58,467.53,177.60225243 +2016-04-26 08:00:00,467.56,468.93,468.7,467.56,108.50088204 +2016-04-26 07:00:00,468.18,468.7,468.32,468.7,124.7793181 +2016-04-26 06:00:00,468.31,468.96,468.86,468.36,176.6858986 +2016-04-26 05:00:00,467.72,469.0,467.76,468.84,180.19225175 +2016-04-26 04:00:00,467.75,468.89,468.11,467.77,127.66035719 +2016-04-26 03:00:00,467.75,469.0,468.87,468.35,278.17777364 +2016-04-26 02:00:00,466.75,469.08,468.44,468.94,259.25356451 +2016-04-26 01:00:00,466.14,468.63,467.7,468.63,353.58578974 +2016-04-26 00:00:00,465.61,468.37,466.17,467.77,365.47164379 +2016-04-25 23:00:00,465.05,468.92,468.9,466.17,409.53479742 +2016-04-25 22:00:00,466.1,472.38,470.19,468.9,879.29627487 +2016-04-25 21:00:00,467.93,470.77,468.5,470.22,605.04537061 +2016-04-25 20:00:00,465.49,468.83,465.71,468.5,829.25732923 +2016-04-25 19:00:00,465.06,466.3,465.99,465.62,463.84134202 +2016-04-25 18:00:00,464.02,466.1,464.26,465.99,420.81971776 +2016-04-25 17:00:00,464.2,466.76,464.99,464.53,581.14326463 +2016-04-25 16:00:00,462.81,464.99,463.8,464.99,257.45166967 +2016-04-25 15:00:00,461.72,463.9,462.5,463.8,286.17856765 +2016-04-25 14:00:00,460.3,464.34,460.31,462.26,777.96242765 +2016-04-25 13:00:00,458.26,460.99,459.71,460.44,334.22440604 +2016-04-25 12:00:00,454.65,460.24,460.01,459.71,583.34491236 +2016-04-25 11:00:00,460.0,462.13,461.88,460.01,227.76002261 +2016-04-25 10:00:00,461.2,464.62,464.56,461.72,247.33791396 +2016-04-25 09:00:00,463.19,466.23,463.19,464.54,392.47028013 +2016-04-25 08:00:00,461.76,463.28,462.04,463.28,255.81050156 +2016-04-25 07:00:00,461.51,462.5,461.82,462.0,93.79644575 +2016-04-25 06:00:00,461.82,463.88,462.75,461.82,168.49725779 +2016-04-25 05:00:00,462.72,464.95,464.7,462.75,94.79286619 +2016-04-25 04:00:00,461.51,464.81,461.54,464.66,197.79485079 +2016-04-25 03:00:00,461.51,464.5,464.47,461.51,364.86502471 +2016-04-25 02:00:00,463.7,464.76,464.02,464.48,360.90538359 +2016-04-25 01:00:00,464.01,466.3,465.52,464.01,307.67544482 +2016-04-25 00:00:00,464.16,466.23,464.47,465.52,353.52177502 +2016-04-24 23:00:00,463.31,464.83,463.79,464.46,215.71392767 +2016-04-24 22:00:00,461.76,463.93,462.3,463.79,272.54602051 +2016-04-24 21:00:00,462.0,464.94,464.94,462.31,452.83694092 +2016-04-24 20:00:00,463.09,465.0,464.91,464.94,398.96813563 +2016-04-24 19:00:00,457.83,464.99,458.1,464.91,838.31683956 +2016-04-24 18:00:00,457.36,458.25,457.48,458.25,193.28164862 +2016-04-24 17:00:00,457.36,458.12,457.67,457.47,186.95288679 +2016-04-24 16:00:00,456.06,458.06,456.89,457.57,259.8889228 +2016-04-24 15:00:00,454.55,456.91,455.0,456.77,127.94590308 +2016-04-24 14:00:00,454.77,458.54,458.51,454.77,310.24174848 +2016-04-24 13:00:00,457.95,459.07,459.05,458.51,139.22188067 +2016-04-24 12:00:00,457.4,459.51,457.85,459.07,152.68188791 +2016-04-24 11:00:00,457.53,458.78,458.76,457.87,93.40544597 +2016-04-24 10:00:00,458.74,459.86,459.77,458.76,129.87159931 +2016-04-24 09:00:00,459.56,460.0,459.86,459.77,141.68956246 +2016-04-24 08:00:00,458.45,459.88,458.45,459.88,99.82731989 +2016-04-24 07:00:00,458.03,458.61,458.46,458.46,86.09219411 +2016-04-24 06:00:00,457.66,458.56,457.69,458.47,89.06061362 +2016-04-24 05:00:00,456.5,459.5,459.29,457.69,353.06178052 +2016-04-24 04:00:00,458.48,459.54,458.49,459.27,159.66969209 +2016-04-24 03:00:00,457.34,458.49,457.68,458.49,233.43740571 +2016-04-24 02:00:00,457.09,458.63,458.61,457.68,176.56100095 +2016-04-24 01:00:00,458.08,460.0,458.34,458.61,626.23726114 +2016-04-24 00:00:00,454.71,458.8,455.68,458.3,450.98017651 +2016-04-23 23:00:00,453.58,455.84,454.87,455.69,216.60504369 +2016-04-23 22:00:00,451.06,455.69,451.85,454.87,576.48607815 +2016-04-23 21:00:00,450.57,452.73,450.96,451.71,356.23981748 +2016-04-23 20:00:00,450.0,451.01,450.61,450.96,229.93620254 +2016-04-23 19:00:00,450.09,451.0,450.98,450.61,172.74609254 +2016-04-23 18:00:00,450.78,451.65,451.34,450.99,153.92630117 +2016-04-23 17:00:00,450.76,451.79,450.94,451.34,254.22989 +2016-04-23 16:00:00,450.55,451.47,451.01,451.03,210.71893759 +2016-04-23 15:00:00,450.34,451.08,451.07,451.05,168.46536173 +2016-04-23 14:00:00,449.4,451.3,450.99,451.07,274.36534103 +2016-04-23 13:00:00,450.4,451.27,451.18,450.96,169.93078125 +2016-04-23 12:00:00,450.07,451.3,450.34,451.17,172.24518117 +2016-04-23 11:00:00,449.66,450.5,449.96,450.34,99.101622 +2016-04-23 10:00:00,447.03,450.0,447.71,449.96,134.64188369 +2016-04-23 09:00:00,447.22,447.89,447.6,447.77,31.14685704 +2016-04-23 08:00:00,447.43,447.9,447.89,447.43,99.58034355 +2016-04-23 07:00:00,447.66,448.04,447.68,447.86,57.08825656 +2016-04-23 06:00:00,447.55,448.59,448.5,447.56,75.44117317 +2016-04-23 05:00:00,447.56,448.72,448.6,447.81,157.20213736 +2016-04-23 04:00:00,448.16,448.8,448.68,448.51,164.25325679 +2016-04-23 03:00:00,447.9,448.88,448.33,448.77,231.16884761 +2016-04-23 02:00:00,448.06,449.6,449.58,448.33,189.12908539 +2016-04-23 01:00:00,449.51,450.14,449.74,449.59,182.03640521 +2016-04-23 00:00:00,448.57,450.34,448.57,449.73,241.62331707 +2016-04-22 23:00:00,448.02,449.03,448.02,448.41,150.24788605 +2016-04-22 22:00:00,447.63,448.34,448.28,448.06,236.5558614 +2016-04-22 21:00:00,447.47,449.87,449.57,448.28,257.75990861 +2016-04-22 20:00:00,448.77,450.8,450.66,449.56,482.96856384 +2016-04-22 19:00:00,449.5,451.03,449.55,450.64,482.80210394 +2016-04-22 18:00:00,448.72,449.67,449.09,449.66,426.21067302 +2016-04-22 17:00:00,448.5,449.71,448.58,448.98,331.29240597 +2016-04-22 16:00:00,447.13,449.24,448.35,448.66,361.19246037 +2016-04-22 15:00:00,446.77,448.66,447.17,448.41,275.9462589 +2016-04-22 14:00:00,445.58,447.35,446.99,447.35,313.10088386 +2016-04-22 13:00:00,446.6,447.99,447.98,446.99,186.55752129 +2016-04-22 12:00:00,447.99,448.88,448.53,447.99,231.51613604 +2016-04-22 11:00:00,447.35,448.8,448.39,448.61,172.40084817 +2016-04-22 10:00:00,447.32,448.6,448.09,448.28,170.43641736 +2016-04-22 09:00:00,447.58,448.97,448.07,448.09,74.03559364 +2016-04-22 08:00:00,447.56,448.52,447.56,448.21,145.08218101 +2016-04-22 07:00:00,445.24,447.59,446.27,447.5,201.69350668 +2016-04-22 06:00:00,446.26,448.09,447.01,446.28,231.70894874 +2016-04-22 05:00:00,445.07,448.27,448.27,447.03,282.58815537 +2016-04-22 04:00:00,447.99,449.23,448.61,448.27,249.35407339 +2016-04-22 03:00:00,447.0,448.87,448.05,448.64,351.86564489 +2016-04-22 02:00:00,447.0,449.47,447.16,448.03,446.39519026 +2016-04-22 01:00:00,447.02,450.87,450.4,447.02,485.71791018 +2016-04-22 00:00:00,449.99,452.95,452.25,450.41,267.35259812 +2016-04-21 23:00:00,451.33,453.0,451.39,452.25,376.32141255 +2016-04-21 22:00:00,450.53,453.8,450.83,451.25,670.59073866 +2016-04-21 21:00:00,450.39,451.72,451.54,450.89,486.63767067 +2016-04-21 20:00:00,449.59,452.18,449.59,451.48,752.62870282 +2016-04-21 19:00:00,447.78,449.63,447.83,449.59,375.47889885 +2016-04-21 18:00:00,447.26,448.94,448.16,447.88,574.63125331 +2016-04-21 17:00:00,445.1,449.42,445.2,448.18,754.96107328 +2016-04-21 16:00:00,444.12,445.22,444.46,445.2,314.81574891 +2016-04-21 15:00:00,443.82,445.15,443.84,444.31,282.73570933 +2016-04-21 14:00:00,443.05,444.32,443.37,443.83,327.05930735 +2016-04-21 13:00:00,442.86,444.0,442.92,443.45,270.5737351 +2016-04-21 12:00:00,442.67,443.81,443.72,442.91,133.97965126 +2016-04-21 11:00:00,443.01,443.98,443.01,443.72,140.77142731 +2016-04-21 10:00:00,442.13,443.01,442.98,443.01,152.13744716 +2016-04-21 09:00:00,442.8,443.0,442.94,443.0,65.77016273 +2016-04-21 08:00:00,442.19,443.0,442.99,442.9,107.02136675 +2016-04-21 07:00:00,442.18,443.3,442.18,443.0,90.65676088 +2016-04-21 06:00:00,441.99,445.0,444.99,442.09,269.90741025 +2016-04-21 05:00:00,444.14,445.0,444.29,444.95,210.1939707 +2016-04-21 04:00:00,444.22,446.47,445.47,444.53,260.65338871 +2016-04-21 03:00:00,444.01,445.55,444.48,445.5,206.45313763 +2016-04-21 02:00:00,444.01,446.32,445.66,444.48,285.54896639 +2016-04-21 01:00:00,442.9,445.75,443.17,445.75,274.32519469 +2016-04-21 00:00:00,442.11,443.17,442.87,443.17,309.57787332 +2016-04-20 23:00:00,441.86,443.13,442.76,442.96,290.83997075 +2016-04-20 22:00:00,442.12,444.07,442.15,442.72,442.28680187 +2016-04-20 21:00:00,441.16,444.01,443.0,442.11,545.14754778 +2016-04-20 20:00:00,441.09,443.01,441.26,442.99,407.01037133 +2016-04-20 19:00:00,440.5,441.52,440.9,441.37,396.35940445 +2016-04-20 18:00:00,440.75,443.0,442.76,440.9,576.58864487 +2016-04-20 17:00:00,442.0,443.45,442.21,442.76,526.0515246 +2016-04-20 16:00:00,439.21,442.3,440.0,442.2,574.22243373 +2016-04-20 15:00:00,437.82,440.0,438.16,439.99,358.26847035 +2016-04-20 14:00:00,437.34,438.4,437.44,438.09,210.39943055 +2016-04-20 13:00:00,436.79,437.49,437.27,437.45,269.10330673 +2016-04-20 12:00:00,436.44,437.42,437.13,437.29,195.4523977 +2016-04-20 11:00:00,436.27,437.68,436.9,437.17,216.73268346 +2016-04-20 10:00:00,436.65,437.49,437.16,436.85,196.52921846 +2016-04-20 09:00:00,436.8,437.5,437.32,437.14,125.03895382 +2016-04-20 08:00:00,437.3,438.0,437.53,437.32,146.80083733 +2016-04-20 07:00:00,437.28,437.89,437.5,437.44,185.89063278 +2016-04-20 06:00:00,437.0,438.25,438.02,437.5,226.0508771 +2016-04-20 05:00:00,437.59,438.26,438.0,438.03,158.78142046 +2016-04-20 04:00:00,437.06,438.0,437.49,438.0,169.89025 +2016-04-20 03:00:00,436.63,438.0,436.8,437.53,228.81650188 +2016-04-20 02:00:00,436.27,437.0,436.99,436.81,254.29072834 +2016-05-15 01:00:00,459.0,459.9,459.02,459.9,259.48563653 +2016-05-15 00:00:00,458.58,459.16,458.9,459.03,137.20062249 +2016-05-14 23:00:00,458.64,459.25,459.18,458.9,119.1177484 +2016-05-14 22:00:00,458.75,459.33,459.31,459.17,181.89544505 +2016-05-14 21:00:00,458.09,459.48,459.3,459.33,237.55828522 +2016-05-14 20:00:00,458.92,459.83,459.4,459.3,155.97907601 +2016-05-14 19:00:00,458.4,459.78,458.99,459.28,195.85761546 +2016-05-14 18:00:00,458.02,459.0,458.27,458.99,108.28038032 +2016-05-14 17:00:00,457.24,458.44,457.29,458.44,176.48305691 +2016-05-14 16:00:00,456.95,457.4,457.3,457.19,78.45243307 +2016-05-14 15:00:00,456.54,457.45,457.33,457.24,126.30888448 +2016-05-14 14:00:00,456.47,457.57,456.62,457.48,153.85977946 +2016-05-14 13:00:00,456.25,457.21,457.02,456.65,196.84422152 +2016-05-14 12:00:00,456.76,457.33,456.93,457.03,95.15348643 +2016-05-14 11:00:00,456.54,457.23,456.55,456.94,36.78688668 +2016-05-14 10:00:00,456.0,457.83,457.8,456.33,129.57008488 +2016-05-14 09:00:00,457.48,458.0,457.5,457.8,40.05488615 +2016-05-14 08:00:00,456.55,457.74,457.22,457.5,66.14659626 +2016-05-14 07:00:00,456.63,457.4,456.81,457.24,57.22639947 +2016-05-14 06:00:00,456.23,456.95,456.26,456.85,104.68197016 +2016-05-14 05:00:00,456.19,456.64,456.64,456.26,116.12677049 +2016-05-14 04:00:00,456.63,458.32,458.32,456.64,170.70153975 +2016-05-14 03:00:00,457.66,459.04,458.94,458.33,180.61590786 +2016-05-14 02:00:00,458.47,459.5,459.23,458.47,144.317992 +2016-05-14 01:00:00,457.94,459.33,458.42,459.15,217.39270942 +2016-05-14 00:00:00,457.66,458.55,457.97,458.27,205.78755195 +2016-05-13 23:00:00,456.63,457.99,457.5,457.98,308.78577884 +2016-05-13 22:00:00,457.05,457.71,457.55,457.5,238.15240633 +2016-05-13 21:00:00,457.41,458.0,457.58,457.57,265.25044594 +2016-05-13 20:00:00,457.2,458.0,457.21,457.58,365.04045411 +2016-05-13 19:00:00,457.2,457.81,457.81,457.22,212.34369253 +2016-05-13 18:00:00,457.05,457.9,457.14,457.81,283.64085538 +2016-05-13 17:00:00,456.1,458.03,457.19,457.31,350.02211165 +2016-05-13 16:00:00,455.47,457.64,456.21,457.2,517.03096384 +2016-05-13 15:00:00,455.3,456.49,455.72,456.37,334.22411263 +2016-05-13 14:00:00,455.33,456.49,455.79,455.72,216.76250578 +2016-05-13 13:00:00,455.18,455.99,455.69,455.79,155.73918992 +2016-05-13 12:00:00,454.87,455.9,455.45,455.5,198.9770896 +2016-05-13 11:00:00,454.72,456.19,455.58,455.45,164.12470011 +2016-05-13 10:00:00,454.13,455.73,455.51,455.59,136.94307791 +2016-05-13 09:00:00,455.32,456.38,455.85,455.54,87.63991912 +2016-05-13 08:00:00,454.15,455.87,454.15,455.87,88.81632056 +2016-05-13 07:00:00,453.84,454.4,454.32,454.18,146.38722388 +2016-05-13 06:00:00,454.31,455.34,455.34,454.31,146.25675405 +2016-05-13 05:00:00,454.77,455.99,455.88,455.34,144.81732482 +2016-05-13 04:00:00,455.02,456.16,455.37,455.85,130.50137781 +2016-05-13 03:00:00,454.91,455.67,454.98,455.37,142.90564582 +2016-05-13 02:00:00,454.01,456.7,456.32,454.95,322.93676189 +2016-05-13 01:00:00,455.73,456.99,456.31,456.32,206.47961336 +2016-05-13 00:00:00,455.87,456.7,456.48,456.33,240.42870384 +2016-05-12 23:00:00,455.4,456.57,455.78,456.48,239.00703566 +2016-05-12 22:00:00,453.25,455.86,453.7,455.8,339.99306872 +2016-05-12 21:00:00,452.31,454.0,453.21,453.78,324.19394119 +2016-05-12 20:00:00,451.66,453.21,452.35,453.2,221.74543815 +2016-05-12 19:00:00,450.74,452.47,450.75,452.35,231.93145213 +2016-05-12 18:00:00,449.96,452.22,451.8,450.75,477.94913759 +2016-05-12 17:00:00,450.0,452.13,451.24,451.8,507.42412113 +2016-05-12 16:00:00,451.16,452.94,452.94,451.24,220.03407578 +2016-05-12 15:00:00,451.98,453.83,453.65,453.07,393.66969685 +2016-05-12 14:00:00,451.84,453.88,451.86,453.74,335.63933097 +2016-05-12 13:00:00,450.96,451.97,451.22,451.86,155.99439921 +2016-05-12 12:00:00,450.56,452.0,450.9,451.29,262.55902133 +2016-05-12 11:00:00,450.86,451.99,451.31,450.9,100.39674935 +2016-05-12 10:00:00,450.71,452.26,450.98,451.26,156.71005248 +2016-05-12 09:00:00,450.67,452.26,452.08,450.98,116.50248721 +2016-05-12 08:00:00,451.74,452.33,451.82,452.12,96.17392766 +2016-05-12 07:00:00,450.47,451.96,450.5,451.84,152.71381378 +2016-05-12 06:00:00,449.31,450.9,449.33,450.5,126.27883149 +2016-05-12 05:00:00,449.27,454.34,454.31,449.34,460.12615586 +2016-05-12 04:00:00,453.8,454.66,454.16,454.35,103.61010674 +2016-05-12 03:00:00,453.37,454.66,453.5,454.21,227.22210669 +2016-05-12 02:00:00,453.28,455.26,455.04,453.57,270.74357201 +2016-05-12 01:00:00,453.63,455.39,453.67,455.1,287.68082176 +2016-05-12 00:00:00,453.06,454.75,454.56,453.61,310.74528102 +2016-05-11 23:00:00,453.81,454.88,454.44,454.37,303.60451298 +2016-05-11 22:00:00,452.76,454.88,453.07,454.58,279.57909681 +2016-05-11 21:00:00,452.5,454.49,454.03,453.11,244.31830487 +2016-05-11 20:00:00,454.01,456.0,456.0,454.1,328.02971589 +2016-05-11 19:00:00,453.49,456.2,453.7,455.96,433.93025564 +2016-05-11 18:00:00,453.32,455.61,455.03,453.69,288.11558581 +2016-05-11 17:00:00,455.01,456.49,456.09,455.06,272.09363871 +2016-05-11 16:00:00,455.89,456.51,456.35,456.06,182.10805355 +2016-05-11 15:00:00,455.6,456.5,455.75,456.5,189.18294267 +2016-05-11 14:00:00,454.0,456.1,454.74,455.67,147.93577042 +2016-05-11 13:00:00,454.35,455.9,455.77,454.91,302.12575692 +2016-05-11 12:00:00,454.49,456.3,454.54,455.76,195.87265644 +2016-05-11 11:00:00,454.2,456.51,455.84,454.2,193.27340238 +2016-05-11 10:00:00,455.77,456.43,456.17,455.86,179.63348759 +2016-05-11 09:00:00,456.17,456.77,456.48,456.17,107.0186296 +2016-05-11 08:00:00,456.0,456.63,456.01,456.62,99.63667244 +2016-05-11 07:00:00,455.29,456.1,455.29,456.01,136.26452 +2016-05-11 06:00:00,455.18,456.9,456.9,455.29,232.22361367 +2016-05-11 05:00:00,456.4,458.2,456.45,456.89,259.97304364 +2016-05-11 04:00:00,455.67,458.65,458.01,456.44,277.22182379 +2016-05-11 03:00:00,456.21,458.23,456.3,458.01,245.63604236 +2016-05-11 02:00:00,455.8,457.32,456.66,456.3,254.2558541 +2016-05-11 01:00:00,455.01,456.99,455.54,456.66,228.99675229 +2016-05-11 00:00:00,452.77,455.54,452.77,455.54,365.37536108 +2016-05-10 23:00:00,451.43,453.45,453.45,452.78,498.67497477 +2016-05-10 22:00:00,453.17,454.53,454.53,453.45,267.14007885 +2016-05-10 21:00:00,453.33,455.99,455.79,454.53,321.16636966 +2016-05-10 20:00:00,454.66,456.09,454.93,455.8,308.2240099 +2016-05-10 19:00:00,454.53,455.51,454.65,454.99,234.57253499 +2016-05-10 18:00:00,453.16,455.16,454.8,454.58,519.11782936 +2016-05-10 17:00:00,454.11,455.0,454.48,454.82,194.70242187 +2016-05-10 16:00:00,452.61,454.55,452.72,454.49,235.79935806 +2016-05-10 15:00:00,452.44,455.2,453.34,452.44,670.34885653 +2016-05-10 14:00:00,453.28,454.41,454.41,453.33,77.32448729 +2016-05-10 13:00:00,452.5,454.82,452.5,454.41,100.93406662 +2016-05-10 12:00:00,451.73,452.61,451.73,452.61,32.95817987 +2016-05-10 11:00:00,450.55,452.6,451.89,451.91,149.1480825 +2016-05-10 10:00:00,448.2,457.5,456.64,451.85,646.63939043 +2016-05-10 09:00:00,456.1,461.05,461.04,456.68,341.00377357 +2016-05-10 08:00:00,461.04,461.78,461.78,461.05,189.93177516 +2016-05-10 07:00:00,461.69,461.98,461.7,461.78,174.99148982 +2016-05-10 06:00:00,461.68,463.79,463.67,461.69,274.87649178 +2016-05-10 05:00:00,462.96,463.82,463.11,463.55,170.68113968 +2016-05-10 04:00:00,462.86,463.77,463.58,463.29,195.07493961 +2016-05-10 03:00:00,463.08,464.0,463.84,463.58,281.75232994 +2016-05-10 02:00:00,463.47,464.6,464.52,463.6,366.24449387 +2016-05-10 01:00:00,463.27,464.85,463.47,464.49,272.61504628 +2016-05-10 00:00:00,463.36,465.0,464.15,463.36,290.33493478 +2016-05-09 23:00:00,463.51,464.63,463.51,464.16,272.68215474 +2016-05-09 22:00:00,461.64,463.55,461.68,463.55,248.07047413 +2016-05-09 21:00:00,461.56,463.59,463.49,461.68,278.77639257 +2016-05-09 20:00:00,463.04,463.7,463.45,463.43,211.57502075 +2016-05-09 19:00:00,462.18,464.94,464.5,463.53,360.79942192 +2016-05-09 18:00:00,462.43,465.9,464.25,464.56,476.25469832 +2016-05-09 17:00:00,463.3,464.6,464.5,464.24,301.09926015 +2016-05-09 16:00:00,463.4,465.0,464.42,464.5,429.33231791 +2016-05-09 15:00:00,460.55,465.0,461.16,464.76,518.77120158 +2016-05-09 14:00:00,460.65,462.67,461.8,461.1,510.1568556 +2016-05-09 13:00:00,460.99,462.4,461.38,461.8,291.74293253 +2016-05-09 12:00:00,459.78,461.7,459.8,461.36,181.61942377 +2016-05-09 11:00:00,459.55,460.16,459.84,459.87,116.46209603 +2016-05-09 10:00:00,459.41,460.58,460.53,459.85,192.0714966 +2016-05-09 09:00:00,459.96,460.63,459.97,460.54,58.3107054 +2016-05-09 08:00:00,459.92,460.03,459.99,459.98,37.07140825 +2016-05-09 07:00:00,459.87,460.08,460.02,459.93,55.29574816 +2016-05-09 06:00:00,459.71,460.59,460.57,460.06,178.67467179 +2016-05-09 05:00:00,460.56,461.55,461.48,460.56,167.03667707 +2016-05-09 04:00:00,461.03,462.61,462.22,461.48,208.36741652 +2016-05-09 03:00:00,461.62,462.31,462.25,462.17,148.71351479 +2016-05-09 02:00:00,461.28,462.32,461.63,462.31,257.43139204 +2016-05-09 01:00:00,461.37,461.67,461.55,461.67,143.30644937 +2016-05-09 00:00:00,460.5,462.63,462.6,461.57,239.31883988 +2016-05-08 23:00:00,461.5,462.9,461.7,462.79,153.41576806 +2016-05-08 22:00:00,461.14,461.81,461.25,461.72,127.23818 +2016-05-08 21:00:00,460.82,461.43,461.27,461.3,120.1548822 +2016-05-08 20:00:00,460.92,461.62,461.49,461.27,158.91363372 +2016-05-08 19:00:00,461.19,461.5,461.47,461.49,116.24018124 +2016-05-08 18:00:00,460.59,461.77,460.59,461.5,163.65397532 +2016-05-08 17:00:00,460.46,460.98,460.77,460.62,76.17410824 +2016-05-08 16:00:00,459.86,461.26,461.0,460.78,236.06874633 +2016-05-08 15:00:00,459.32,461.39,459.48,461.01,107.25131379 +2016-05-08 14:00:00,457.62,459.82,457.75,459.47,92.85113524 +2016-05-08 13:00:00,457.76,458.92,457.85,457.85,151.43577143 +2016-05-08 12:00:00,457.5,458.69,458.41,457.84,179.24839886 +2016-05-08 11:00:00,458.26,460.02,459.98,458.41,217.49653451 +2016-05-08 10:00:00,459.86,460.43,460.19,459.89,111.05725061 +2016-05-08 09:00:00,460.13,461.27,461.27,460.19,109.54056064 +2016-05-08 08:00:00,461.13,462.11,462.11,461.28,45.81105887 +2016-05-08 07:00:00,462.03,462.96,462.52,462.12,77.38405 +2016-05-08 06:00:00,462.39,465.0,462.65,462.53,222.22465134 +2016-05-08 05:00:00,462.54,463.57,462.98,462.7,130.19782536 +2016-05-08 04:00:00,462.07,463.43,462.58,462.97,163.2762522 +2016-05-08 03:00:00,462.01,462.78,462.55,462.39,105.7040751 +2016-05-08 02:00:00,462.03,462.85,462.4,462.74,118.72922984 +2016-05-08 01:00:00,461.13,462.39,461.63,462.39,127.16878832 +2016-05-08 00:00:00,461.05,461.91,461.91,461.6,164.3415712 +2016-05-07 23:00:00,461.43,462.33,462.01,461.91,155.55337047 +2016-05-07 22:00:00,461.71,462.54,462.23,462.04,126.52682667 +2016-05-07 21:00:00,462.0,463.04,462.96,462.2,175.69580221 +2016-05-07 20:00:00,462.86,463.42,463.11,462.96,176.8374051 +2016-05-07 19:00:00,462.11,463.99,463.96,463.16,167.03817115 +2016-05-07 18:00:00,461.49,464.0,461.67,463.84,205.10508298 +2016-05-07 17:00:00,460.91,461.78,460.99,461.63,133.92600888 +2016-05-07 16:00:00,460.57,461.91,460.6,461.0,263.60905669 +2016-05-07 15:00:00,460.42,460.6,460.49,460.6,121.57870655 +2016-05-07 14:00:00,460.12,462.16,461.8,460.49,256.39107427 +2016-05-07 13:00:00,461.39,462.07,461.63,461.8,91.0865599 +2016-05-07 12:00:00,461.37,461.96,461.48,461.63,119.73318263 +2016-05-07 11:00:00,461.49,461.98,461.67,461.49,62.09695926 +2016-05-07 10:00:00,461.37,462.03,462.0,461.67,102.81690858 +2016-05-07 09:00:00,461.43,462.0,461.48,462.0,51.8183395 +2016-05-07 08:00:00,460.28,461.48,460.39,461.48,27.92156903 +2016-05-07 07:00:00,460.08,460.66,460.55,460.4,65.23144432 +2016-05-07 06:00:00,459.94,461.08,460.88,460.57,97.45416674 +2016-05-07 05:00:00,460.1,461.03,460.24,461.03,97.67743449 +2016-05-07 04:00:00,459.91,460.81,460.51,460.25,95.56295718 +2016-05-07 03:00:00,459.55,460.73,460.68,460.51,180.44452633 +2016-05-07 02:00:00,459.75,461.93,461.93,460.55,272.77774839 +2016-05-07 01:00:00,461.26,462.22,461.61,461.88,220.55793806 +2016-05-07 00:00:00,461.02,462.43,462.31,461.61,196.43896702 +2016-05-06 23:00:00,462.29,463.31,462.32,462.31,147.85057272 +2016-05-06 22:00:00,460.5,463.73,460.67,462.33,372.86979966 +2016-05-06 21:00:00,459.62,463.54,461.64,460.66,670.57576104 +2016-05-06 20:00:00,457.88,461.64,458.06,461.64,487.2536268 +2016-05-06 19:00:00,457.4,458.13,457.66,458.06,282.6441656 +2016-05-06 18:00:00,457.27,458.12,457.6,457.68,283.78932742 +2016-05-06 17:00:00,455.56,457.68,455.66,457.6,275.8277507 +2016-05-06 16:00:00,454.82,456.6,455.93,455.57,429.5140609 +2016-05-06 15:00:00,453.62,456.9,453.98,455.81,481.39045318 +2016-05-06 14:00:00,452.56,454.0,453.53,453.98,322.28039849 +2016-05-06 13:00:00,452.73,453.63,452.73,453.52,236.91056979 +2016-05-06 12:00:00,451.96,453.0,452.71,452.73,319.10162467 +2016-05-06 11:00:00,452.16,452.89,452.5,452.72,133.03752536 +2016-05-06 10:00:00,452.5,453.15,452.91,452.52,139.06599652 +2016-05-06 09:00:00,452.64,453.02,452.83,453.0,91.76870318 +2016-05-06 08:00:00,452.26,453.4,452.29,452.83,83.1167879 +2016-05-06 07:00:00,451.97,452.3,452.0,452.3,76.62269134 +2016-05-06 06:00:00,449.64,452.0,449.87,452.0,116.50105906 +2016-05-06 05:00:00,449.23,450.85,449.36,449.88,130.95646317 +2016-05-06 04:00:00,449.04,449.69,449.28,449.35,222.05166697 +2016-05-06 03:00:00,448.84,450.78,450.5,449.33,380.51401996 +2016-05-06 02:00:00,449.9,450.5,450.06,450.5,156.93761525 +2016-05-06 01:00:00,449.58,450.18,449.98,450.06,169.73142628 +2016-05-06 00:00:00,449.76,450.46,449.99,449.99,183.46513919 +2016-05-05 23:00:00,449.87,450.48,450.27,449.98,218.47788985 +2016-05-05 22:00:00,449.76,450.46,450.02,450.21,180.24549748 +2016-05-05 21:00:00,449.31,451.24,449.9,450.16,326.38571569 +2016-05-05 20:00:00,449.3,450.5,450.28,449.9,270.14415439 +2016-05-05 19:00:00,449.64,450.52,450.15,450.29,272.96787567 +2016-05-05 18:00:00,449.2,450.65,449.33,450.15,323.58874619 +2016-05-05 17:00:00,448.82,449.77,449.5,449.36,278.37300567 +2016-05-05 16:00:00,448.24,449.91,448.55,449.51,284.97828265 +2016-05-05 15:00:00,447.47,449.39,449.23,448.45,293.94752513 +2016-05-05 14:00:00,448.68,449.55,449.31,449.38,215.08468862 +2016-05-05 13:00:00,447.91,449.34,448.32,449.34,206.55497096 +2016-05-05 12:00:00,447.31,448.61,447.37,448.48,175.79851835 +2016-05-05 11:00:00,447.0,447.45,447.0,447.45,179.47555468 +2016-05-05 10:00:00,447.0,448.86,448.49,447.01,234.58766808 +2016-05-05 09:00:00,447.95,448.76,448.45,448.56,147.06719848 +2016-05-05 08:00:00,448.36,448.6,448.6,448.45,131.67344545 +2016-05-05 07:00:00,448.31,448.6,448.38,448.6,138.68588361 +2016-05-05 06:00:00,448.38,450.66,450.66,448.39,272.2410799 +2016-05-05 05:00:00,450.65,451.17,450.84,450.65,147.37943734 +2016-05-05 04:00:00,450.76,451.18,451.01,450.93,161.1139679 +2016-05-05 03:00:00,450.73,451.56,451.22,451.01,173.7040899 +2016-05-05 02:00:00,450.56,451.23,450.9,451.21,281.30501479 +2016-05-05 01:00:00,449.3,450.93,449.3,450.91,176.66217563 +2016-05-05 00:00:00,448.02,449.3,448.59,449.3,245.77752511 +2016-05-04 23:00:00,447.39,449.28,448.67,448.68,317.64535659 +2016-05-04 22:00:00,448.21,449.28,448.21,448.6,258.84157235 +2016-05-04 21:00:00,447.29,448.55,447.33,448.21,197.94695788 +2016-05-04 20:00:00,447.0,448.06,447.82,447.47,264.67447028 +2016-05-04 19:00:00,447.59,448.59,448.05,447.74,283.01705732 +2016-05-04 18:00:00,447.79,448.67,448.08,448.05,192.18328896 +2016-05-04 17:00:00,447.73,449.0,448.4,448.08,337.84092564 +2016-05-04 16:00:00,448.13,449.01,448.71,448.36,289.84753804 +2016-05-04 15:00:00,448.11,449.1,449.1,448.71,188.62087941 +2016-05-04 14:00:00,448.04,449.67,448.37,449.11,211.43644228 +2016-05-04 13:00:00,447.01,448.74,447.02,448.32,188.66250808 +2016-05-04 12:00:00,446.76,447.52,447.28,447.02,200.57255351 +2016-05-04 11:00:00,447.0,448.17,448.15,447.33,235.36486175 +2016-05-04 10:00:00,448.0,449.46,448.55,448.01,175.22787466 +2016-05-04 09:00:00,448.55,451.34,451.0,448.55,97.24908176 +2016-05-04 08:00:00,450.79,452.15,452.11,451.14,72.17446111 +2016-05-04 07:00:00,451.63,452.21,452.07,452.2,95.50807848 +2016-05-04 06:00:00,451.21,452.17,452.1,452.06,98.64195871 +2016-05-04 05:00:00,450.9,452.15,451.0,452.15,90.86286867 +2016-05-04 04:00:00,450.06,451.39,450.42,451.0,180.72103277 +2016-05-04 03:00:00,450.32,452.39,452.39,450.59,264.82939167 +2016-05-04 02:00:00,452.02,452.48,452.23,452.46,199.6966693 +2016-05-04 01:00:00,452.02,452.6,452.58,452.2,215.30997263 +2016-05-04 00:00:00,452.1,453.23,452.21,452.58,226.66421291 +2016-05-03 23:00:00,451.13,453.0,452.9,452.21,290.17164196 +2016-05-03 22:00:00,451.39,453.29,452.1,453.0,292.46862467 +2016-05-03 21:00:00,451.07,452.18,451.78,452.11,287.22675581 +2016-05-03 20:00:00,451.13,452.2,451.77,451.8,239.17282762 +2016-05-03 19:00:00,451.11,452.27,451.18,451.8,271.36915689 +2016-05-03 18:00:00,448.36,451.31,448.43,451.18,238.1596137 +2016-05-03 17:00:00,447.86,449.33,449.14,448.59,247.87299236 +2016-05-03 16:00:00,448.35,449.7,448.88,449.03,330.99454107 +2016-05-03 15:00:00,448.0,449.94,449.85,449.06,560.9652081 +2016-05-03 14:00:00,449.07,450.0,449.7,449.85,422.46525525 +2016-05-03 13:00:00,449.07,450.22,449.73,449.58,381.92206873 +2016-05-03 12:00:00,448.19,450.0,448.91,449.74,207.32756508 +2016-05-03 11:00:00,448.9,449.86,449.44,448.91,137.8765808 +2016-05-03 10:00:00,448.89,449.78,449.46,449.44,222.95572968 +2016-05-03 09:00:00,449.39,450.0,449.39,449.45,69.89915597 +2016-05-03 08:00:00,448.27,449.83,448.84,449.4,145.94675935 +2016-05-03 07:00:00,446.27,448.8,446.96,448.8,106.08110121 +2016-05-03 06:00:00,446.61,447.89,447.85,446.86,108.5428437 +2016-05-03 05:00:00,446.08,447.85,446.4,447.85,116.90464994 +2016-05-03 04:00:00,444.81,446.62,444.81,446.41,225.71371401 +2016-05-03 03:00:00,443.61,444.94,444.1,444.81,187.23623828 +2016-05-03 02:00:00,444.03,445.0,444.24,444.04,273.53327303 +2016-05-03 01:00:00,443.71,446.65,446.46,444.3,342.32575387 +2016-05-03 00:00:00,446.1,447.22,446.53,446.55,185.34933264 +2016-05-02 23:00:00,445.34,446.77,446.32,446.42,338.01816245 +2016-05-02 22:00:00,445.98,447.47,446.66,446.4,302.28587527 +2016-05-02 21:00:00,445.8,447.18,446.52,446.81,310.62872203 +2016-05-02 20:00:00,443.92,446.7,444.43,446.48,468.08390196 +2016-05-02 19:00:00,442.76,444.6,443.24,444.42,260.81405922 +2016-05-02 18:00:00,442.77,445.93,445.58,443.35,352.89984211 +2016-05-02 17:00:00,442.76,446.0,444.43,445.58,476.84534546 +2016-05-02 16:00:00,444.0,445.7,444.88,444.44,325.34123618 +2016-05-02 15:00:00,442.45,445.0,443.08,444.8,314.82344881 +2016-05-02 14:00:00,442.44,446.1,446.1,443.29,599.94157623 +2016-05-27 13:00:00,473.0,476.75,475.03,474.94,486.79119873 +2016-05-27 12:00:00,471.21,476.43,472.99,475.03,410.47690829 +2016-05-27 11:00:00,470.01,474.3,473.57,472.77,291.79527394 +2016-05-27 10:00:00,468.26,473.59,471.9,473.54,290.20178108 +2016-05-27 09:00:00,468.41,472.56,469.9,472.12,127.82607089 +2016-05-27 08:00:00,468.41,473.06,472.51,469.93,211.92363688 +2016-05-27 07:00:00,470.42,475.0,474.79,472.52,214.99591904 +2016-05-27 06:00:00,465.45,474.8,470.72,474.79,643.88895473 +2016-05-27 05:00:00,467.99,471.0,467.99,470.72,366.48452317 +2016-05-27 04:00:00,466.12,468.87,466.26,467.99,409.93434639 +2016-05-27 03:00:00,463.2,467.78,466.4,466.5,336.36900338 +2016-05-27 02:00:00,463.03,471.92,463.9,466.43,977.38369147 +2016-05-27 01:00:00,457.24,464.69,457.24,463.91,740.57387522 +2016-05-27 00:00:00,454.35,457.25,454.97,457.24,763.78945198 +2016-05-26 23:00:00,454.4,454.99,454.66,454.97,188.03235172 +2016-05-26 22:00:00,454.59,454.99,454.94,454.7,191.41946111 +2016-05-26 21:00:00,453.3,454.99,454.13,454.96,399.68914394 +2016-05-26 20:00:00,453.26,454.24,453.51,454.22,246.30486676 +2016-05-26 19:00:00,452.87,454.5,454.42,453.42,292.32673225 +2016-05-26 18:00:00,452.22,454.68,453.08,454.43,315.91518982 +2016-05-26 17:00:00,452.58,453.75,452.98,453.12,246.5651889 +2016-05-26 16:00:00,451.69,453.67,453.19,452.89,416.31192667 +2016-05-26 15:00:00,451.51,453.99,453.57,453.2,344.65329655 +2016-05-26 14:00:00,451.12,453.99,453.99,453.43,405.12795801 +2016-05-26 13:00:00,451.91,454.0,452.99,453.99,232.29909328 +2016-05-26 12:00:00,451.72,452.99,451.99,452.99,123.65625962 +2016-05-26 11:00:00,451.51,452.0,451.79,451.99,216.20481372 +2016-05-26 10:00:00,450.0,451.79,450.94,451.79,145.58410862 +2016-05-26 09:00:00,450.24,450.95,450.41,450.95,61.69374408 +2016-05-26 08:00:00,450.12,451.0,450.96,450.33,43.784124 +2016-05-26 07:00:00,450.24,451.09,450.97,450.97,195.61037411 +2016-05-26 06:00:00,449.0,451.04,450.56,451.0,261.75302499 +2016-05-26 05:00:00,450.2,450.92,450.65,450.56,159.79275055 +2016-05-26 04:00:00,449.8,451.01,449.97,450.64,263.2786272 +2016-05-26 03:00:00,449.77,450.69,450.18,449.96,208.63097522 +2016-05-26 02:00:00,449.31,450.83,449.66,450.08,237.73470988 +2016-05-26 01:00:00,449.01,450.89,450.66,449.56,374.41035207 +2016-05-26 00:00:00,450.55,451.79,451.45,450.55,273.10290095 +2016-05-25 23:00:00,450.99,451.9,451.63,451.49,274.78773713 +2016-05-25 22:00:00,450.39,451.84,450.89,451.63,331.0984454 +2016-05-25 21:00:00,450.1,451.0,450.98,450.88,236.91356078 +2016-05-25 20:00:00,450.18,451.0,450.37,451.0,217.52042512 +2016-05-25 19:00:00,449.75,450.53,450.0,450.12,200.31573629 +2016-05-25 18:00:00,449.5,450.39,450.03,450.1,294.62155143 +2016-05-25 17:00:00,449.33,450.53,449.8,450.22,265.55986826 +2016-05-25 16:00:00,448.91,450.0,449.69,449.8,301.18461103 +2016-05-25 15:00:00,448.73,450.2,449.12,449.82,280.25769165 +2016-05-25 14:00:00,448.83,451.0,450.51,449.12,351.75195188 +2016-05-25 13:00:00,450.39,450.89,450.68,450.39,240.38159629 +2016-05-25 12:00:00,449.78,451.0,450.24,450.6,657.88426578 +2016-05-25 11:00:00,449.66,451.58,451.58,450.4,190.02431468 +2016-05-25 10:00:00,450.77,452.42,450.82,451.59,362.39825069 +2016-05-25 09:00:00,449.81,451.45,449.86,450.82,200.47263508 +2016-05-25 08:00:00,449.04,450.16,449.18,449.9,107.71723008 +2016-05-25 07:00:00,448.88,449.87,449.13,449.2,95.62685143 +2016-05-25 06:00:00,448.89,450.4,450.11,449.18,199.02874951 +2016-05-25 05:00:00,448.86,450.37,449.97,450.11,211.11121116 +2016-05-25 04:00:00,448.76,450.0,449.97,449.96,231.19103178 +2016-05-25 03:00:00,448.26,449.99,448.39,449.98,253.92113043 +2016-05-25 02:00:00,447.65,448.99,447.98,448.53,242.86989545 +2016-05-25 01:00:00,447.09,447.99,447.35,447.99,220.22515571 +2016-05-25 00:00:00,446.86,447.5,446.98,447.4,201.09187242 +2016-05-24 23:00:00,445.99,447.42,447.29,446.99,238.58637594 +2016-05-24 22:00:00,440.5,447.99,447.39,447.3,911.46604011 +2016-05-24 21:00:00,446.18,447.5,446.5,447.5,293.34923331 +2016-05-24 20:00:00,445.74,447.4,446.63,446.54,622.55603517 +2016-05-24 19:00:00,446.0,447.7,447.55,446.44,364.85604398 +2016-05-24 18:00:00,446.02,447.75,446.94,447.54,208.11578412 +2016-05-24 17:00:00,446.0,447.1,446.27,446.99,199.90331668 +2016-05-24 16:00:00,445.29,446.56,446.54,446.29,392.83116204 +2016-05-24 15:00:00,445.73,446.99,446.58,446.31,257.3093783 +2016-05-24 14:00:00,443.06,446.99,446.59,446.58,489.91358812 +2016-05-24 13:00:00,445.78,446.79,445.99,446.54,202.72293144 +2016-05-24 12:00:00,445.88,446.39,446.04,445.99,146.65876691 +2016-05-24 11:00:00,445.21,446.23,445.43,446.04,136.98745563 +2016-05-24 10:00:00,444.33,445.93,445.88,445.48,146.1996472 +2016-05-24 09:00:00,445.67,446.24,446.14,445.88,94.70339616 +2016-05-24 08:00:00,445.62,446.15,445.79,446.14,62.77219916 +2016-05-24 07:00:00,445.81,446.6,446.3,445.81,178.59786643 +2016-05-24 06:00:00,445.69,447.01,447.01,446.39,172.26152613 +2016-05-24 05:00:00,446.76,447.61,447.41,447.01,144.70230471 +2016-05-24 04:00:00,447.09,448.4,448.4,447.42,247.3891358 +2016-05-24 03:00:00,447.0,448.5,447.13,448.4,245.28121699 +2016-05-24 02:00:00,445.9,447.29,445.99,447.14,189.21016631 +2016-05-24 01:00:00,445.01,446.15,445.81,446.05,300.87291162 +2016-05-24 00:00:00,445.26,446.31,445.56,445.81,289.56599134 +2016-05-23 23:00:00,444.23,446.3,444.94,445.67,298.48382475 +2016-05-23 22:00:00,444.22,445.3,444.67,444.9,294.93140093 +2016-05-23 21:00:00,444.34,444.84,444.49,444.78,105.17280289 +2016-05-23 20:00:00,443.5,444.66,444.07,444.52,349.75009979 +2016-05-23 19:00:00,443.71,444.6,444.22,444.02,228.95462176 +2016-05-23 18:00:00,443.53,444.62,444.09,444.26,317.45932875 +2016-05-23 17:00:00,443.68,444.49,444.04,444.09,272.05867383 +2016-05-23 16:00:00,442.6,444.09,443.9,444.09,244.99997182 +2016-05-23 15:00:00,443.06,444.25,443.3,443.91,244.66986043 +2016-05-23 14:00:00,442.15,443.77,443.45,443.3,352.1769629 +2016-05-23 13:00:00,441.62,443.55,442.29,443.55,270.15241363 +2016-05-23 12:00:00,441.67,443.9,443.79,442.31,341.63379029 +2016-05-23 11:00:00,443.08,443.9,443.34,443.81,129.65033852 +2016-05-23 10:00:00,440.79,443.7,443.29,443.31,285.54333348 +2016-05-23 09:00:00,442.97,444.35,443.51,443.28,260.30896687 +2016-05-23 08:00:00,442.64,443.52,442.64,443.51,82.79915044 +2016-05-23 07:00:00,442.5,442.98,442.94,442.64,94.34013729 +2016-05-23 06:00:00,442.94,444.56,444.33,442.95,165.82471094 +2016-05-23 05:00:00,443.93,445.59,444.75,444.21,215.18634113 +2016-05-23 04:00:00,443.84,444.95,443.99,444.95,159.86313622 +2016-05-23 03:00:00,442.96,444.0,442.96,444.0,296.29981882 +2016-05-23 02:00:00,442.0,442.98,442.9,442.95,258.80300891 +2016-05-23 01:00:00,442.34,443.03,442.36,442.91,160.70446654 +2016-05-23 00:00:00,441.99,442.99,442.45,442.48,229.66219246 +2016-05-22 23:00:00,442.15,443.39,442.92,442.48,189.26093458 +2016-05-22 22:00:00,442.84,443.38,443.34,442.94,173.33608165 +2016-05-22 21:00:00,442.3,443.84,442.45,443.3,362.38234493 +2016-05-22 20:00:00,441.45,442.59,441.71,442.19,193.90878644 +2016-05-22 19:00:00,441.43,442.99,442.51,441.75,236.16436606 +2016-05-22 18:00:00,440.97,442.69,441.15,442.69,259.6476406 +2016-05-22 17:00:00,440.89,442.86,442.86,441.2,285.4866834 +2016-05-22 16:00:00,442.56,444.91,444.85,442.86,223.15919706 +2016-05-22 15:00:00,444.17,444.99,444.63,444.83,165.67901224 +2016-05-22 14:00:00,444.61,445.74,445.24,444.61,115.80052523 +2016-05-22 13:00:00,444.8,445.89,445.57,445.24,183.1847307 +2016-05-22 12:00:00,445.29,445.71,445.29,445.66,62.14469932 +2016-05-22 11:00:00,445.2,445.72,445.63,445.22,55.224784 +2016-05-22 10:00:00,445.22,445.97,445.96,445.68,204.06897253 +2016-05-22 09:00:00,445.74,446.11,445.99,445.97,31.0559531 +2016-05-22 08:00:00,445.68,446.08,445.68,446.01,46.61937043 +2016-05-22 07:00:00,444.95,445.68,445.17,445.68,97.48695828 +2016-05-22 06:00:00,445.0,446.27,446.17,445.17,108.57658473 +2016-05-22 05:00:00,445.9,446.19,445.99,446.14,74.76133025 +2016-05-22 04:00:00,445.37,446.0,445.78,445.99,81.52979605 +2016-05-22 03:00:00,445.64,446.2,446.14,445.91,125.10427174 +2016-05-22 02:00:00,445.76,446.45,446.37,446.14,132.48013556 +2016-05-22 01:00:00,445.83,446.41,445.97,446.37,144.65174056 +2016-05-22 00:00:00,445.2,446.29,446.27,445.97,227.86784112 +2016-05-21 23:00:00,445.91,446.39,446.36,446.28,138.47468602 +2016-05-21 22:00:00,446.11,446.45,446.26,446.36,134.30410959 +2016-05-21 21:00:00,445.89,446.58,445.89,446.22,156.56916851 +2016-05-21 20:00:00,445.5,446.21,445.96,445.94,225.23211986 +2016-05-21 19:00:00,445.38,446.0,445.74,445.87,193.91221843 +2016-05-21 18:00:00,445.28,445.91,445.52,445.77,206.31721704 +2016-05-21 17:00:00,445.31,446.27,446.27,445.55,146.57285266 +2016-05-21 16:00:00,445.56,446.27,446.15,446.27,255.07802414 +2016-05-21 15:00:00,445.72,446.52,446.37,446.16,251.06219892 +2016-05-21 14:00:00,445.81,446.61,446.29,446.35,208.41127959 +2016-05-21 13:00:00,445.82,446.75,446.58,446.34,111.20355704 +2016-05-21 12:00:00,445.04,446.99,445.11,446.6,133.22854882 +2016-05-21 11:00:00,444.8,445.41,444.8,445.18,47.39533959 +2016-05-21 10:00:00,444.34,444.89,444.56,444.8,96.21629345 +2016-05-21 09:00:00,443.96,444.74,444.59,444.61,96.48993819 +2016-05-21 08:00:00,444.32,444.93,444.4,444.59,76.36510024 +2016-05-21 07:00:00,444.05,444.76,444.54,444.49,66.77500504 +2016-05-21 06:00:00,443.83,444.93,443.83,444.6,116.19818627 +2016-05-21 05:00:00,441.88,446.25,446.25,443.81,311.64737767 +2016-05-21 04:00:00,445.68,446.36,445.74,446.15,161.37690532 +2016-05-21 03:00:00,444.75,445.83,445.63,445.74,144.74738525 +2016-05-21 02:00:00,445.0,446.24,445.89,445.61,255.39246175 +2016-05-21 01:00:00,445.26,445.94,445.68,445.92,173.70181032 +2016-05-21 00:00:00,445.32,446.0,445.52,445.65,239.04642863 +2016-05-20 23:00:00,443.23,445.85,443.72,445.65,229.95489678 +2016-05-20 22:00:00,443.0,444.31,443.34,443.72,238.40014843 +2016-05-20 21:00:00,442.82,444.28,443.79,443.43,296.30468482 +2016-05-20 20:00:00,442.58,443.99,443.66,443.79,276.75562331 +2016-05-20 19:00:00,442.15,444.0,442.65,443.66,361.23578682 +2016-05-20 18:00:00,441.5,445.5,445.24,442.69,540.95060296 +2016-05-20 17:00:00,444.42,445.23,444.49,445.23,316.438395 +2016-05-20 16:00:00,443.33,444.59,443.33,444.49,285.21144071 +2016-05-20 15:00:00,443.22,445.42,445.29,443.33,373.43636227 +2016-05-20 14:00:00,444.21,445.5,444.93,445.27,288.03760481 +2016-05-20 13:00:00,443.47,445.0,444.0,444.93,199.42835734 +2016-05-20 12:00:00,442.96,444.0,443.33,444.0,208.82687765 +2016-05-20 11:00:00,442.54,444.0,443.51,443.52,153.1158782 +2016-05-20 10:00:00,441.95,444.0,443.54,443.52,221.63722958 +2016-05-20 09:00:00,441.97,443.9,442.09,443.54,161.08722188 +2016-05-20 08:00:00,441.8,444.4,444.18,442.3,171.97061106 +2016-05-20 07:00:00,442.37,444.79,442.77,444.44,177.73562889 +2016-05-20 06:00:00,441.11,442.91,441.16,442.55,153.57664573 +2016-05-20 05:00:00,440.0,441.33,440.45,441.33,219.89668214 +2016-05-20 04:00:00,440.12,441.53,441.51,440.72,245.61536984 +2016-05-20 03:00:00,440.6,443.18,441.51,441.61,445.41934374 +2016-05-20 02:00:00,441.09,443.46,441.81,441.52,396.48689871 +2016-05-20 01:00:00,437.74,442.34,438.71,441.49,446.64233058 +2016-05-20 00:00:00,435.5,439.78,437.91,438.78,770.57074075 +2016-05-19 23:00:00,435.0,443.54,443.48,438.38,853.36483659 +2016-05-19 22:00:00,441.92,444.49,442.09,443.5,513.22054387 +2016-05-19 21:00:00,440.1,444.49,444.48,444.3,720.80505449 +2016-05-19 20:00:00,442.48,445.89,442.48,444.46,406.07234925 +2016-05-19 19:00:00,441.67,448.57,448.12,442.52,701.10665301 +2016-05-19 18:00:00,447.69,448.87,448.67,448.23,332.63734818 +2016-05-19 17:00:00,445.66,449.0,448.44,448.78,343.47710415 +2016-05-19 16:00:00,446.91,449.2,448.73,448.3,480.44271467 +2016-05-19 15:00:00,448.36,450.26,449.68,448.42,356.40376574 +2016-05-19 14:00:00,449.33,450.1,449.33,449.6,351.91587041 +2016-05-19 13:00:00,447.85,449.72,448.29,449.6,321.73418871 +2016-05-19 12:00:00,447.94,450.12,449.6,447.94,282.32620436 +2016-05-19 11:00:00,449.37,450.33,449.95,449.6,189.32424965 +2016-05-19 10:00:00,447.33,450.26,450.26,449.96,338.33556995 +2016-05-19 09:00:00,449.6,455.14,455.06,450.26,687.16284571 +2016-05-19 08:00:00,454.71,455.43,455.41,455.1,101.84272117 +2016-05-19 07:00:00,455.3,455.6,455.59,455.42,80.98857041 +2016-05-19 06:00:00,455.43,456.05,456.05,455.6,89.18394448 +2016-05-19 05:00:00,455.51,456.21,456.2,456.03,252.60514529 +2016-05-19 04:00:00,455.81,456.2,456.16,456.2,169.56107034 +2016-05-19 03:00:00,455.64,456.2,455.93,455.89,152.17315401 +2016-05-19 02:00:00,455.73,456.41,455.95,455.74,204.67624589 +2016-05-19 01:00:00,455.39,456.38,455.94,455.95,234.20892588 +2016-05-19 00:00:00,455.23,456.1,455.56,456.1,249.01706303 +2016-05-18 23:00:00,454.95,455.73,455.5,455.56,292.96424812 +2016-05-18 22:00:00,455.11,456.29,456.2,455.51,336.37689049 +2016-05-18 21:00:00,455.32,456.67,456.23,456.34,342.1744453 +2016-05-18 20:00:00,456.0,457.3,457.13,456.0,308.11663704 +2016-05-18 19:00:00,456.75,457.88,457.0,457.31,386.29013658 +2016-05-18 18:00:00,456.49,457.5,457.48,457.0,276.92602348 +2016-05-18 17:00:00,456.85,457.51,457.0,457.49,276.67192153 +2016-05-18 16:00:00,456.87,457.6,457.4,457.0,220.91915624 +2016-05-18 15:00:00,456.44,457.4,457.36,457.4,324.3541184 +2016-05-18 14:00:00,456.45,457.4,456.76,457.39,304.36795017 +2016-05-18 13:00:00,455.98,456.8,456.04,456.76,279.14749519 +2016-05-18 12:00:00,455.71,456.5,455.97,456.03,147.917956 +2016-05-18 11:00:00,455.35,456.33,455.52,456.1,124.57101075 +2016-05-18 10:00:00,454.79,456.15,455.96,455.42,141.9931645 +2016-05-18 09:00:00,455.8,456.15,455.89,456.12,104.44212 +2016-05-18 08:00:00,455.68,456.15,456.14,455.84,75.02665815 +2016-05-18 07:00:00,455.83,456.22,455.99,456.02,92.59049128 +2016-05-18 06:00:00,455.99,456.81,456.8,455.99,123.6082774 +2016-05-18 05:00:00,455.83,456.8,456.13,456.8,127.49390795 +2016-05-18 04:00:00,455.3,456.5,456.16,456.21,218.18830644 +2016-05-18 03:00:00,455.06,456.41,455.06,456.32,218.53564314 +2016-05-18 02:00:00,454.64,456.05,455.27,454.99,227.40578239 +2016-05-18 01:00:00,454.17,455.3,454.17,455.27,182.26753873 +2016-05-18 00:00:00,453.6,454.84,454.19,454.2,380.07390295 +2016-05-17 23:00:00,452.86,454.7,453.65,454.19,292.65770561 +2016-05-17 22:00:00,452.2,454.93,454.67,453.5,731.73748866 +2016-05-17 21:00:00,454.15,455.0,454.59,454.6,261.8214189 +2016-05-17 20:00:00,453.98,455.29,454.0,454.6,294.71768206 +2016-05-17 19:00:00,453.74,455.99,454.58,454.14,344.46387218 +2016-05-17 18:00:00,454.0,456.24,455.82,454.62,442.51069237 +2016-05-17 17:00:00,455.16,457.0,456.65,455.81,635.89456365 +2016-05-17 16:00:00,455.54,456.94,455.74,456.62,343.65501265 +2016-05-17 15:00:00,454.1,456.04,455.58,455.62,293.86448453 +2016-05-17 14:00:00,454.97,455.58,455.11,455.58,239.46225053 +2016-05-17 13:00:00,454.22,455.73,455.69,455.28,292.66480926 +2016-05-17 12:00:00,454.15,455.7,455.2,455.7,222.87304897 +2016-05-17 11:00:00,455.0,455.69,455.69,455.03,166.78967486 +2016-05-17 10:00:00,455.44,456.06,455.76,455.67,142.1869791 +2016-05-17 09:00:00,455.55,456.2,456.08,455.82,115.78207115 +2016-05-17 08:00:00,455.89,456.32,455.9,455.93,61.498759 +2016-05-17 07:00:00,455.71,456.29,455.88,455.9,86.85392498 +2016-05-17 06:00:00,455.7,456.71,456.71,455.84,108.57948008 +2016-05-17 05:00:00,456.59,457.0,457.0,456.7,129.70868109 +2016-05-17 04:00:00,456.55,457.25,456.75,457.0,146.02635073 +2016-05-17 03:00:00,455.9,456.74,456.13,456.74,141.6654903 +2016-05-17 02:00:00,455.39,456.39,456.01,456.18,127.46627001 +2016-05-17 01:00:00,455.59,457.49,455.59,455.99,177.67316616 +2016-05-17 00:00:00,455.01,456.39,455.64,455.4,233.35454902 +2016-05-16 23:00:00,455.66,457.0,456.25,455.66,323.13527121 +2016-05-16 22:00:00,455.62,456.4,456.23,456.38,219.03595949 +2016-05-16 21:00:00,454.21,456.25,454.21,456.24,256.70602644 +2016-05-16 20:00:00,454.0,455.06,454.04,454.21,281.30287342 +2016-05-16 19:00:00,451.48,458.32,458.32,454.0,986.40436084 +2016-05-16 18:00:00,457.53,458.87,458.61,458.45,341.49129686 +2016-05-16 17:00:00,458.0,459.0,458.99,458.75,221.22357723 +2016-05-16 16:00:00,457.31,459.1,459.06,458.99,320.72783312 +2016-05-16 15:00:00,457.41,459.07,457.48,459.07,212.92405953 +2016-05-16 14:00:00,457.05,459.0,458.54,457.46,427.73607701 +2016-05-16 13:00:00,458.06,458.88,458.7,458.6,247.725603 +2016-05-16 12:00:00,458.67,459.3,458.73,458.79,136.40395004 +2016-05-16 11:00:00,458.71,459.17,459.15,458.74,155.42306956 +2016-05-16 10:00:00,458.73,459.68,459.01,459.1,204.80291895 +2016-05-16 09:00:00,458.27,459.23,458.5,459.02,63.74564682 +2016-05-16 08:00:00,458.25,458.87,458.77,458.5,186.81233286 +2016-05-16 07:00:00,458.59,458.86,458.7,458.78,104.71781364 +2016-05-16 06:00:00,458.7,459.8,459.62,458.7,146.9951027 +2016-05-16 05:00:00,459.25,460.25,460.17,459.79,133.56999314 +2016-05-16 04:00:00,459.9,461.43,461.37,460.17,183.8556781 +2016-05-16 03:00:00,460.51,461.59,461.07,461.35,269.75180508 +2016-05-16 02:00:00,460.59,461.5,460.59,461.07,153.49578134 +2016-05-16 01:00:00,460.47,461.49,461.14,460.59,266.54275427 +2016-05-16 00:00:00,461.11,461.5,461.48,461.14,174.6425819 +2016-05-15 23:00:00,461.12,462.99,462.74,461.47,169.97446075 +2016-05-15 22:00:00,462.66,463.62,462.67,462.73,208.11457641 +2016-05-15 21:00:00,461.52,462.67,461.52,462.67,132.20711302 +2016-05-15 20:00:00,461.0,462.55,461.99,461.55,242.40609768 +2016-05-15 19:00:00,461.79,462.72,462.12,461.99,130.51484258 +2016-05-15 18:00:00,461.91,462.98,462.5,462.1,171.36010684 +2016-05-15 17:00:00,460.13,463.0,460.29,462.41,164.33330388 +2016-05-15 16:00:00,459.68,461.34,459.9,460.39,230.06088346 +2016-05-15 15:00:00,459.68,460.0,459.81,459.9,158.02553534 +2016-05-15 14:00:00,459.67,459.95,459.68,459.78,99.79825573 +2016-05-15 13:00:00,459.09,459.68,459.1,459.67,77.44368362 +2016-05-15 12:00:00,458.94,459.3,459.0,459.26,56.18196835 +2016-05-15 11:00:00,458.87,459.25,458.92,459.02,41.7695196 +2016-05-15 10:00:00,458.49,459.25,459.08,458.96,84.02879362 +2016-05-15 09:00:00,458.51,459.68,459.68,459.1,88.64354264 +2016-05-15 08:00:00,459.46,459.69,459.66,459.67,79.40552811 +2016-05-15 07:00:00,459.52,459.69,459.66,459.58,82.0476446 +2016-05-15 06:00:00,459.51,460.27,459.76,459.67,95.0688929 +2016-05-15 05:00:00,459.5,460.43,460.0,459.76,145.74738643 +2016-05-15 04:00:00,459.23,460.0,459.8,460.0,192.13543815 +2016-05-15 03:00:00,459.8,460.0,459.82,459.81,121.43104642 +2016-05-15 02:00:00,459.5,459.99,459.89,459.82,102.59764592 +2016-06-09 01:00:00,579.04,583.21,582.9,580.48,231.35947567 +2016-06-09 00:00:00,581.21,583.48,583.19,582.91,173.93855194 +2016-06-08 23:00:00,582.41,583.99,583.99,583.21,263.96394057 +2016-06-08 22:00:00,581.92,583.99,581.92,583.99,306.72867469 +2016-06-08 21:00:00,580.55,581.98,580.55,581.91,183.37837764 +2016-06-08 20:00:00,579.4,582.0,580.98,580.55,274.26765139 +2016-06-08 19:00:00,579.2,581.5,579.99,580.99,390.59129509 +2016-06-08 18:00:00,579.22,580.26,579.41,579.91,240.7090994 +2016-06-08 17:00:00,578.61,580.99,580.0,579.9,339.1633964 +2016-06-08 16:00:00,576.59,580.0,577.48,580.0,261.43999888 +2016-06-08 15:00:00,573.62,579.75,579.73,577.48,446.54502448 +2016-06-08 14:00:00,578.68,580.0,579.94,579.71,212.4540435 +2016-06-08 13:00:00,579.37,581.99,581.79,579.95,245.64106849 +2016-06-08 12:00:00,580.78,582.88,581.99,581.79,182.06198242 +2016-06-08 11:00:00,579.7,582.0,579.7,582.0,158.97917872 +2016-06-08 10:00:00,578.0,579.97,579.04,579.49,199.36404043 +2016-06-08 09:00:00,578.32,579.5,579.05,579.05,84.65178216 +2016-06-08 08:00:00,575.83,579.5,576.81,578.48,130.23650317 +2016-06-08 07:00:00,573.26,576.81,573.37,576.81,90.12741273 +2016-06-08 06:00:00,572.96,576.01,575.51,573.73,197.77820778 +2016-06-08 05:00:00,575.0,575.8,575.8,575.54,101.54651213 +2016-06-08 04:00:00,575.12,579.51,579.48,575.8,185.09115911 +2016-06-08 03:00:00,575.85,579.47,576.45,579.44,198.49443661 +2016-06-08 02:00:00,575.01,577.48,577.29,576.5,318.52507215 +2016-06-08 01:00:00,575.31,579.96,579.4,577.25,362.77436505 +2016-06-08 00:00:00,578.82,581.47,579.72,579.75,287.23594973 +2016-06-07 23:00:00,575.12,581.88,578.44,579.71,901.68747694 +2016-06-07 22:00:00,574.5,579.99,579.99,578.91,264.75974191 +2016-06-07 21:00:00,576.0,579.99,578.78,579.99,330.24453919 +2016-06-07 20:00:00,574.63,578.95,575.26,577.58,394.91333936 +2016-06-07 19:00:00,573.54,577.92,576.7,575.24,516.84099083 +2016-06-07 18:00:00,573.25,577.0,573.26,576.74,458.82342775 +2016-06-07 17:00:00,568.73,573.5,569.25,573.49,430.77942013 +2016-06-07 16:00:00,562.73,576.51,576.51,569.0,770.32587108 +2016-06-07 15:00:00,575.0,579.65,576.63,576.51,489.55058731 +2016-06-07 14:00:00,475.0,586.92,585.7,576.96,1894.22306795 +2016-06-07 13:00:00,585.0,590.0,589.58,587.0,346.14953147 +2016-06-07 12:00:00,586.95,589.7,587.91,589.7,232.63138901 +2016-06-07 11:00:00,587.58,590.0,588.94,587.9,201.12128962 +2016-06-07 10:00:00,586.79,589.2,587.84,588.92,137.90901386 +2016-06-07 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09:00:00,530.76,532.72,531.72,531.01,206.13737329 +2016-06-01 08:00:00,530.6,532.98,532.72,531.57,106.36673554 +2016-06-01 07:00:00,531.69,533.2,532.98,532.65,154.25766633 +2016-06-01 06:00:00,527.49,533.1,527.5,532.99,197.78454018 +2016-06-01 05:00:00,527.08,530.09,529.47,527.49,235.10138178 +2016-06-01 04:00:00,524.39,529.48,527.95,529.48,290.51061229 +2016-06-01 03:00:00,525.0,529.22,529.17,527.97,314.6314862 +2016-06-01 02:00:00,528.72,531.29,530.55,529.01,202.37591376 +2016-06-01 01:00:00,530.19,533.24,531.73,530.22,389.0935068 +2016-06-01 00:00:00,528.68,531.75,531.25,531.75,377.5779129 +2016-05-31 23:00:00,529.09,533.51,533.5,531.34,260.98030496 +2016-05-31 22:00:00,526.74,534.03,527.85,533.63,327.4625172 +2016-05-31 21:00:00,520.01,528.01,521.06,527.85,569.50200554 +2016-05-31 20:00:00,520.01,525.95,523.54,520.91,540.57254396 +2016-05-31 19:00:00,520.1,531.85,531.66,523.42,617.87612791 +2016-05-31 18:00:00,530.22,533.0,532.46,531.68,279.73130436 +2016-05-31 17:00:00,527.37,533.87,530.04,532.51,444.46244227 +2016-05-31 16:00:00,526.0,534.0,527.61,530.3,513.65998828 +2016-05-31 15:00:00,525.0,537.19,535.0,527.53,760.94047413 +2016-05-31 14:00:00,534.04,542.0,539.61,535.01,546.24838597 +2016-05-31 13:00:00,538.08,541.0,540.87,539.61,345.17422493 +2016-05-31 12:00:00,539.0,542.92,542.08,540.88,359.48588216 +2016-05-31 11:00:00,537.43,543.47,541.08,542.19,246.81912364 +2016-05-31 10:00:00,540.29,544.9,544.69,541.31,246.76226305 +2016-05-31 09:00:00,541.54,544.84,542.45,544.32,132.83874966 +2016-05-31 08:00:00,537.38,543.42,537.38,542.46,326.29981322 +2016-05-31 07:00:00,531.59,537.38,534.15,537.38,205.42972162 +2016-05-31 06:00:00,531.69,534.16,531.75,534.16,168.86662522 +2016-05-31 05:00:00,530.95,534.24,533.89,531.75,220.82521006 +2016-05-31 04:00:00,531.03,534.55,532.9,533.9,219.31717284 +2016-05-31 03:00:00,531.02,533.53,532.89,532.95,221.18256516 +2016-05-31 02:00:00,528.31,534.0,529.4,531.18,324.78564386 +2016-05-31 01:00:00,529.26,530.99,530.04,529.5,214.23904477 +2016-05-31 00:00:00,528.77,533.82,532.56,530.75,398.51054659 +2016-05-30 23:00:00,531.61,534.4,533.24,532.55,276.24928497 +2016-05-30 22:00:00,532.0,533.73,532.71,532.61,159.43653346 +2016-05-30 21:00:00,532.01,535.35,533.1,533.49,286.35669121 +2016-05-30 20:00:00,531.15,536.23,535.23,533.15,254.28294689 +2016-05-30 19:00:00,530.95,536.94,535.99,535.46,257.05718219 +2016-05-30 18:00:00,532.9,536.99,536.97,536.0,172.99844222 +2016-05-30 17:00:00,532.19,538.68,532.92,536.89,379.88590492 +2016-05-30 16:00:00,529.0,533.98,530.3,532.87,300.18780599 +2016-05-30 15:00:00,529.0,534.5,532.19,529.03,418.79373614 +2016-05-30 14:00:00,530.2,535.0,535.0,533.34,413.54166168 +2016-05-30 13:00:00,532.3,538.99,538.76,535.0,212.44431506 +2016-05-30 12:00:00,535.13,541.0,539.99,539.17,233.59346347 +2016-05-30 11:00:00,533.0,540.0,538.56,540.0,200.33352323 +2016-05-30 10:00:00,530.16,539.56,532.97,539.13,415.75115304 +2016-05-30 09:00:00,528.98,533.08,531.26,532.97,66.97033536 +2016-05-30 08:00:00,524.1,533.5,531.44,529.01,121.81323672 +2016-05-30 07:00:00,523.9,531.45,523.9,531.45,205.15996717 +2016-05-30 06:00:00,520.56,524.36,523.64,523.91,181.84910897 +2016-05-30 05:00:00,519.0,528.52,528.52,523.9,213.58023396 +2016-05-30 04:00:00,526.58,532.21,528.67,528.52,212.52258606 +2016-05-30 03:00:00,525.09,531.61,525.09,527.6,292.79224975 +2016-05-30 02:00:00,522.45,526.8,524.08,525.1,200.76342586 +2016-05-30 01:00:00,520.0,526.43,523.5,523.3,328.91068829 +2016-05-30 00:00:00,520.55,526.2,525.22,523.73,155.0588454 +2016-05-29 23:00:00,520.0,530.9,520.95,525.22,375.26826397 +2016-05-29 22:00:00,513.5,527.25,527.21,520.95,697.90153423 +2016-05-29 21:00:00,521.3,535.41,534.62,527.25,853.81389139 +2016-05-29 20:00:00,525.35,541.58,540.08,533.5,558.73559765 +2016-05-29 19:00:00,526.0,549.99,539.98,540.03,1221.27796156 +2016-05-29 18:00:00,521.7,549.69,524.81,540.0,950.59653957 +2016-05-29 17:00:00,519.3,525.0,521.49,525.0,183.60029198 +2016-05-29 16:00:00,516.0,522.0,521.0,521.78,297.15508063 +2016-05-29 15:00:00,519.59,521.99,520.69,521.43,222.96564899 +2016-05-29 14:00:00,518.02,521.81,521.78,520.68,273.62605794 +2016-05-29 13:00:00,519.61,522.86,520.99,521.99,196.79385033 +2016-05-29 12:00:00,519.75,520.99,520.69,520.99,135.38086903 +2016-05-29 11:00:00,511.77,520.74,511.78,520.69,132.25844002 +2016-05-29 10:00:00,510.28,514.9,513.86,511.77,178.32922302 +2016-05-29 09:00:00,513.85,516.26,516.09,513.85,82.49481702 +2016-05-29 08:00:00,514.79,518.06,518.06,516.09,121.59947595 +2016-05-29 07:00:00,516.12,519.0,518.97,517.67,111.24360519 +2016-05-29 06:00:00,516.49,519.0,517.37,518.97,136.50242684 +2016-05-29 05:00:00,513.4,518.17,515.28,517.28,301.18850704 +2016-05-29 04:00:00,507.0,516.93,515.96,514.99,522.08061547 +2016-05-29 03:00:00,502.51,522.57,519.92,515.61,401.70088286 +2016-05-29 02:00:00,495.0,527.46,527.46,519.86,531.38599982 +2016-05-29 01:00:00,524.84,529.0,525.59,527.95,468.77551323 +2016-05-29 00:00:00,491.01,527.2,523.35,525.59,1002.85214945 +2016-05-28 23:00:00,519.26,532.94,529.52,523.25,866.32026283 +2016-05-28 22:00:00,519.98,539.49,519.98,530.5,1250.40212017 +2016-05-28 21:00:00,511.95,520.5,519.72,519.46,891.51619797 +2016-05-28 20:00:00,495.52,520.0,498.74,519.94,796.08368298 +2016-05-28 19:00:00,497.1,499.06,497.16,498.61,247.59577925 +2016-05-28 18:00:00,495.31,497.99,497.56,497.22,203.0989617 +2016-05-28 17:00:00,495.77,498.0,496.62,497.44,228.9956786 +2016-05-28 16:00:00,493.29,498.21,493.87,496.87,249.62652696 +2016-05-28 15:00:00,492.0,496.03,493.13,493.86,390.59740729 +2016-05-28 14:00:00,492.7,498.44,497.74,493.71,304.3800749 +2016-05-28 13:00:00,491.81,500.0,499.85,498.5,425.84542928 +2016-05-28 12:00:00,490.56,500.89,492.83,500.01,515.22917117 +2016-05-28 11:00:00,489.9,493.9,491.88,492.65,234.93312171 +2016-05-28 10:00:00,488.64,494.25,489.73,491.45,201.68842668 +2016-05-28 09:00:00,487.01,492.76,489.69,489.72,236.17340019 +2016-05-28 08:00:00,483.1,493.19,487.68,489.84,232.06953443 +2016-05-28 07:00:00,472.08,499.0,497.69,490.52,683.56978154 +2016-05-28 06:00:00,480.3,499.0,493.03,498.6,725.16085292 +2016-05-28 05:00:00,476.5,496.45,494.99,493.3,698.29208806 +2016-05-28 04:00:00,489.5,499.0,489.97,496.48,922.09515327 +2016-05-28 03:00:00,479.99,490.0,480.0,489.77,766.93885686 +2016-05-28 02:00:00,476.21,480.0,476.22,479.99,374.9678938 +2016-05-28 01:00:00,471.09,477.26,471.33,477.26,480.24850292 +2016-05-28 00:00:00,470.13,471.44,471.21,471.44,181.62769179 +2016-05-27 23:00:00,468.82,472.0,469.96,471.27,177.75365973 +2016-05-27 22:00:00,469.22,471.7,470.68,470.37,228.61661376 +2016-05-27 21:00:00,467.0,471.0,469.4,471.0,397.41981205 +2016-05-27 20:00:00,464.1,471.79,471.39,469.54,562.54124074 +2016-05-27 19:00:00,470.65,472.99,472.91,471.44,290.64913744 +2016-05-27 18:00:00,472.35,474.25,473.55,472.93,345.88151469 +2016-05-27 17:00:00,473.4,476.41,474.55,473.55,408.54673349 +2016-05-27 16:00:00,472.68,475.03,473.35,474.83,403.11831902 +2016-05-27 15:00:00,470.0,475.03,474.15,473.35,493.35983747 +2016-05-27 14:00:00,473.89,476.0,474.98,474.25,307.7049847 +2016-06-21 13:00:00,634.0,673.74,670.35,642.13,1334.00432815 +2016-06-21 12:00:00,656.0,679.24,665.63,670.04,1052.17308957 +2016-06-21 11:00:00,665.62,695.35,694.89,665.63,829.14731768 +2016-06-21 10:00:00,685.0,709.61,708.47,695.64,635.39340098 +2016-06-21 09:00:00,707.03,712.01,712.01,708.32,141.65672991 +2016-06-21 08:00:00,708.67,712.86,708.67,712.0,180.61219351 +2016-06-21 07:00:00,705.6,712.65,705.6,708.53,205.18152264 +2016-06-21 06:00:00,693.37,710.63,697.15,706.69,296.35251745 +2016-06-21 05:00:00,690.01,707.1,700.19,696.6,897.88384584 +2016-06-21 04:00:00,680.0,718.26,710.32,700.48,1577.73269958 +2016-06-21 03:00:00,666.0,713.61,684.46,710.46,2927.9749873 +2016-06-21 02:00:00,678.0,696.11,693.97,686.15,1130.35561872 +2016-06-21 01:00:00,650.0,707.4,674.99,693.97,2882.31738496 +2016-06-21 00:00:00,657.13,717.22,706.47,675.98,2418.16885552 +2016-06-20 23:00:00,703.12,732.08,729.21,703.12,759.5533505 +2016-06-20 22:00:00,715.0,738.5,735.3,729.17,542.00638149 +2016-06-20 21:00:00,734.51,746.42,740.72,735.52,532.52909601 +2016-06-20 20:00:00,730.35,742.74,735.0,740.69,617.48498862 +2016-06-20 19:00:00,720.0,741.22,740.93,735.01,640.95390878 +2016-06-20 18:00:00,739.43,743.9,741.79,740.92,408.96824285 +2016-06-20 17:00:00,738.0,743.63,739.87,742.59,340.29059584 +2016-06-20 16:00:00,734.7,745.0,740.96,739.41,381.53819866 +2016-06-20 15:00:00,701.01,746.58,735.28,741.13,1270.81071311 +2016-06-20 14:00:00,733.79,753.25,752.95,735.16,872.72534781 +2016-06-20 13:00:00,751.29,757.74,751.29,753.0,274.56744868 +2016-06-20 12:00:00,745.0,752.3,749.05,751.29,405.89490238 +2016-06-20 11:00:00,747.39,759.97,757.92,749.82,705.19486509 +2016-06-20 10:00:00,756.2,764.9,764.65,757.92,212.64657719 +2016-06-20 09:00:00,763.5,765.0,763.86,764.64,160.190047 +2016-06-20 08:00:00,763.24,765.0,763.4,763.85,77.75035658 +2016-06-20 07:00:00,763.15,764.02,763.21,763.9,95.80761343 +2016-06-20 06:00:00,759.35,763.81,762.9,763.1,310.37447418 +2016-06-20 05:00:00,757.41,763.78,761.99,762.67,211.1541943 +2016-06-20 04:00:00,760.46,762.97,762.97,762.0,140.75833967 +2016-06-20 03:00:00,761.4,764.53,762.51,762.96,153.29955805 +2016-06-20 02:00:00,756.59,763.93,760.35,762.5,253.82322775 +2016-06-20 01:00:00,755.75,767.27,766.37,760.36,292.40853131 +2016-06-20 00:00:00,764.99,768.94,768.94,766.37,176.51288787 +2016-06-19 23:00:00,765.7,768.99,767.07,768.76,229.65554078 +2016-06-19 22:00:00,765.21,767.99,766.84,767.15,255.98693519 +2016-06-19 21:00:00,764.44,767.3,766.0,766.85,168.01351401 +2016-06-19 20:00:00,760.79,766.2,761.34,766.01,177.87942137 +2016-06-19 19:00:00,759.01,764.22,760.91,761.47,224.12150997 +2016-06-19 18:00:00,756.72,764.99,764.97,760.9,250.47718518 +2016-06-19 17:00:00,755.14,765.28,763.13,764.98,267.36466893 +2016-06-19 16:00:00,752.88,770.0,768.08,762.8,444.02075698 +2016-06-19 15:00:00,763.39,769.14,768.56,768.24,228.45210547 +2016-06-19 14:00:00,760.57,771.92,761.16,768.56,273.35637042 +2016-06-19 13:00:00,758.74,762.58,762.42,761.15,134.14948673 +2016-06-19 12:00:00,756.33,762.6,756.33,762.42,138.46239252 +2016-06-19 11:00:00,746.53,768.16,753.99,756.32,371.46282587 +2016-06-19 10:00:00,751.04,756.8,756.69,754.0,118.82372746 +2016-06-19 09:00:00,754.79,756.69,755.7,756.68,117.75820125 +2016-06-19 08:00:00,755.01,756.4,755.99,755.49,103.47215089 +2016-06-19 07:00:00,754.15,758.09,757.67,755.84,174.08584745 +2016-06-19 06:00:00,747.5,757.68,747.53,757.67,158.68702354 +2016-06-19 05:00:00,747.5,752.18,748.1,747.57,226.55733047 +2016-06-19 04:00:00,744.77,754.0,749.47,748.07,362.02838498 +2016-06-19 03:00:00,748.0,754.61,754.61,749.54,484.93470631 +2016-06-19 02:00:00,752.44,756.12,755.7,754.61,211.98039353 +2016-06-19 01:00:00,755.34,760.0,760.0,755.7,163.69816438 +2016-06-19 00:00:00,757.0,760.17,759.0,759.98,157.21014181 +2016-06-18 23:00:00,757.51,760.73,758.67,758.99,340.39483547 +2016-06-18 22:00:00,751.64,760.73,755.89,758.38,304.76662351 +2016-06-18 21:00:00,751.0,755.9,755.07,755.58,387.94983976 +2016-06-18 20:00:00,742.72,785.15,774.37,755.23,1419.4612586 +2016-06-18 19:00:00,772.64,776.0,773.31,774.53,299.72940413 +2016-06-18 18:00:00,772.6,779.85,778.21,773.62,613.19463769 +2016-06-18 17:00:00,773.15,779.59,775.95,778.07,524.75610139 +2016-06-18 16:00:00,756.93,778.99,757.0,776.04,1341.48775516 +2016-06-18 15:00:00,755.3,759.66,756.43,757.0,359.55103175 +2016-06-18 14:00:00,750.29,757.38,754.79,756.71,368.47226732 +2016-06-18 13:00:00,753.69,759.62,755.66,754.84,199.25761857 +2016-06-18 12:00:00,754.29,760.91,757.4,755.66,210.66433603 +2016-06-18 11:00:00,754.06,757.72,756.19,757.4,155.74324249 +2016-06-18 10:00:00,752.32,758.0,757.12,756.18,218.55443353 +2016-06-18 09:00:00,756.86,758.65,758.31,757.12,88.23895483 +2016-06-18 08:00:00,748.45,759.0,748.45,758.41,145.1446238 +2016-06-18 07:00:00,745.9,749.74,746.0,748.46,119.58501614 +2016-06-18 06:00:00,742.03,750.0,750.0,746.26,201.19468537 +2016-06-18 05:00:00,747.63,750.71,749.11,750.0,171.87063477 +2016-06-18 04:00:00,740.99,749.56,743.41,749.11,256.52934199 +2016-06-18 03:00:00,742.45,745.99,745.0,743.41,228.96685632 +2016-06-18 02:00:00,740.12,745.35,743.87,744.81,230.3468434 +2016-06-18 01:00:00,734.8,748.87,748.25,742.11,724.97631177 +2016-06-18 00:00:00,737.0,754.8,752.0,748.24,684.08692997 +2016-06-17 23:00:00,747.5,754.37,747.99,752.26,506.15005301 +2016-06-17 22:00:00,740.0,750.0,749.98,747.99,724.35605883 +2016-06-17 21:00:00,740.09,764.98,758.93,749.98,775.79730081 +2016-06-17 20:00:00,756.85,762.5,759.83,758.86,491.80644481 +2016-06-17 19:00:00,757.73,764.75,760.0,759.75,538.96065189 +2016-06-17 18:00:00,753.5,762.73,754.95,760.0,474.78932783 +2016-06-17 17:00:00,745.36,758.57,745.72,754.97,709.66137452 +2016-06-17 16:00:00,735.01,749.0,748.85,745.72,645.94006587 +2016-06-17 15:00:00,741.6,750.71,746.94,748.86,312.32384418 +2016-06-17 14:00:00,743.67,756.51,755.0,746.95,583.12203746 +2016-06-17 13:00:00,751.56,757.0,752.99,755.0,359.30128826 +2016-06-17 12:00:00,744.36,753.88,744.37,752.97,550.01241677 +2016-06-17 11:00:00,735.98,744.99,738.44,743.23,305.17654222 +2016-06-17 10:00:00,731.21,739.67,736.29,738.44,419.23334716 +2016-06-17 09:00:00,731.05,745.99,743.7,736.39,349.80666629 +2016-06-17 08:00:00,740.98,745.0,743.05,743.69,244.5891845 +2016-06-17 07:00:00,714.44,743.05,723.01,743.05,748.43939706 +2016-06-17 06:00:00,709.01,745.76,745.4,723.18,1514.06568527 +2016-06-17 05:00:00,731.44,771.88,771.87,745.4,1600.58973895 +2016-06-17 04:00:00,771.88,774.52,774.43,771.88,515.28477507 +2016-06-17 03:00:00,772.41,776.92,774.49,774.42,334.76244112 +2016-06-17 02:00:00,772.07,778.5,772.85,774.22,534.11910073 +2016-06-17 01:00:00,770.44,775.0,771.42,772.85,303.54002754 +2016-06-17 00:00:00,768.07,773.98,769.71,771.41,465.97118083 +2016-06-16 23:00:00,767.5,774.78,774.77,769.76,610.07967493 +2016-06-16 22:00:00,770.0,777.68,774.64,774.56,738.23636892 +2016-06-16 21:00:00,766.12,775.58,766.12,774.68,567.86554467 +2016-06-16 20:00:00,761.76,770.3,768.5,766.12,787.54199742 +2016-06-16 19:00:00,758.7,772.93,759.43,768.5,944.25589125 +2016-06-16 18:00:00,741.01,763.52,751.81,758.56,1187.71341344 +2016-06-16 17:00:00,744.73,752.69,744.73,751.79,708.02507332 +2016-06-16 16:00:00,741.5,745.75,741.51,744.88,508.79951197 +2016-06-16 15:00:00,741.44,748.0,741.53,741.65,845.73992318 +2016-06-16 14:00:00,737.93,741.58,737.96,741.58,494.87251773 +2016-06-16 13:00:00,735.96,738.92,736.99,737.96,369.88237743 +2016-06-16 12:00:00,733.59,737.69,737.56,736.99,444.13888768 +2016-06-16 11:00:00,730.17,750.0,742.38,737.56,1078.06550228 +2016-06-16 10:00:00,738.68,742.94,738.99,742.51,339.87571097 +2016-06-16 09:00:00,735.37,739.54,737.44,739.37,296.90910638 +2016-06-16 08:00:00,736.72,739.59,736.84,737.45,138.28741774 +2016-06-16 07:00:00,732.28,738.0,733.61,736.84,238.70938291 +2016-06-16 06:00:00,729.13,739.0,731.0,733.6,453.96611721 +2016-06-16 05:00:00,725.58,731.77,727.07,731.0,366.29662025 +2016-06-16 04:00:00,722.3,732.99,732.92,726.36,687.98418549 +2016-06-16 03:00:00,730.0,734.53,731.32,732.92,383.23154358 +2016-06-16 02:00:00,723.01,737.69,726.96,731.39,958.00347987 +2016-06-16 01:00:00,716.0,741.0,716.0,726.97,1794.63071391 +2016-06-16 00:00:00,698.76,717.31,698.76,716.0,1863.7477751 +2016-06-15 23:00:00,693.1,699.3,694.49,698.78,419.82795616 +2016-06-15 22:00:00,690.55,695.47,692.81,694.42,424.15389096 +2016-06-15 21:00:00,691.11,695.85,694.16,692.81,343.94901048 +2016-06-15 20:00:00,693.19,695.97,694.51,694.23,245.9355493 +2016-06-15 19:00:00,692.0,695.99,695.77,694.51,422.68268556 +2016-06-15 18:00:00,693.5,696.0,693.89,695.78,514.91548721 +2016-06-15 17:00:00,689.32,696.03,689.32,693.66,498.15461953 +2016-06-15 16:00:00,687.82,692.64,689.42,689.36,544.13495845 +2016-06-15 15:00:00,684.07,689.92,684.81,689.51,396.72334148 +2016-06-15 14:00:00,680.7,689.99,684.33,684.82,706.91311066 +2016-06-15 13:00:00,680.23,684.64,681.34,684.35,185.83959652 +2016-06-15 12:00:00,679.39,684.36,683.65,681.4,294.45713654 +2016-06-15 11:00:00,673.0,684.36,674.51,683.76,312.68497184 +2016-06-15 10:00:00,673.0,676.53,673.88,673.99,290.08494309 +2016-06-15 09:00:00,673.59,678.22,676.24,675.02,153.72599225 +2016-06-15 08:00:00,676.0,682.44,681.73,676.0,148.31777736 +2016-06-15 07:00:00,679.99,683.0,680.19,681.75,221.89908304 +2016-06-15 06:00:00,679.72,682.15,680.59,680.49,135.33057126 +2016-06-15 05:00:00,678.27,684.19,683.07,680.6,255.10148665 +2016-06-15 04:00:00,683.06,684.87,683.34,683.06,296.79605449 +2016-06-15 03:00:00,682.34,683.99,682.88,683.71,192.87998173 +2016-06-15 02:00:00,677.09,684.69,679.95,682.97,317.32369422 +2016-06-15 01:00:00,679.44,684.18,683.28,679.94,288.48070219 +2016-06-15 00:00:00,681.18,685.52,684.99,682.99,302.72287028 +2016-06-14 23:00:00,683.87,685.52,685.05,684.95,369.30973571 +2016-06-14 22:00:00,681.73,688.0,686.38,685.05,442.20368206 +2016-06-14 21:00:00,682.06,689.52,688.97,686.42,480.25235184 +2016-06-14 20:00:00,679.99,688.99,679.99,688.98,402.18242527 +2016-06-14 19:00:00,675.75,681.99,679.4,679.38,355.60363401 +2016-06-14 18:00:00,677.04,685.5,685.5,679.42,312.65167553 +2016-06-14 17:00:00,662.0,686.0,662.34,685.51,409.85898464 +2016-06-14 16:00:00,650.02,675.0,670.4,662.08,2061.92931458 +2016-06-14 15:00:00,665.13,681.91,681.9,668.4,1614.08011856 +2016-06-14 14:00:00,681.0,689.19,688.47,681.9,679.23645659 +2016-06-14 13:00:00,687.0,690.88,690.7,687.94,285.76463164 +2016-06-14 12:00:00,684.3,691.95,689.41,690.69,356.81295322 +2016-06-14 11:00:00,682.2,690.81,688.5,689.97,324.79023669 +2016-06-14 10:00:00,683.41,691.18,689.0,688.45,359.64608243 +2016-06-14 09:00:00,688.14,693.36,692.98,689.29,209.41484835 +2016-06-14 08:00:00,691.32,695.19,692.91,692.47,182.34974731 +2016-06-14 07:00:00,688.75,693.33,689.39,692.85,142.28731114 +2016-06-14 06:00:00,683.68,695.89,695.66,689.0,354.35364866 +2016-06-14 05:00:00,689.5,695.99,691.14,695.5,237.47614143 +2016-06-14 04:00:00,690.56,694.5,692.39,691.08,335.07060121 +2016-06-14 03:00:00,682.86,695.99,695.69,692.39,326.11541387 +2016-06-14 02:00:00,681.86,697.2,693.0,695.69,1022.86395589 +2016-06-14 01:00:00,693.0,699.29,695.02,693.01,406.5204125 +2016-06-14 00:00:00,695.0,706.45,706.02,695.33,772.32120067 +2016-06-13 23:00:00,703.95,706.19,704.6,706.01,70.79043736 +2016-06-13 22:00:00,702.52,714.26,702.52,704.04,631.29495497 +2016-06-13 21:00:00,690.0,702.51,690.0,702.51,375.05970665 +2016-06-13 20:00:00,686.22,694.12,691.74,690.0,432.55384182 +2016-06-13 19:00:00,684.4,694.11,691.5,691.73,636.2262372 +2016-06-13 18:00:00,690.0,694.85,692.46,691.32,524.46948312 +2016-06-13 17:00:00,684.5,696.05,694.17,692.42,718.88655451 +2016-06-13 16:00:00,686.64,696.0,690.02,695.0,1009.22992848 +2016-06-13 15:00:00,677.0,719.98,719.2,690.11,2886.90185008 +2016-06-13 14:00:00,706.33,720.0,707.33,719.45,809.49415156 +2016-06-13 13:00:00,700.02,708.0,706.89,707.33,728.24803663 +2016-06-13 12:00:00,702.2,710.0,706.39,706.9,722.52831295 +2016-06-13 11:00:00,693.73,706.47,695.82,706.43,500.72175763 +2016-06-13 10:00:00,690.32,697.37,697.37,696.0,305.16462549 +2016-06-13 09:00:00,691.44,699.0,698.78,697.13,341.31120645 +2016-06-13 08:00:00,687.5,700.0,687.52,698.79,346.53903216 +2016-06-13 07:00:00,678.03,690.8,678.03,688.6,303.58318844 +2016-06-13 06:00:00,670.0,697.43,679.25,677.01,1155.14302253 +2016-06-13 05:00:00,673.68,694.66,684.99,679.88,532.30479342 +2016-06-13 04:00:00,678.89,685.0,681.04,684.99,427.06623848 +2016-06-13 03:00:00,678.69,682.0,679.82,681.04,395.26509835 +2016-06-13 02:00:00,671.94,682.0,673.91,679.82,419.60576981 +2016-06-13 01:00:00,669.64,677.0,671.85,673.91,520.21599068 +2016-06-13 00:00:00,663.55,677.91,677.45,672.81,704.79885179 +2016-06-12 23:00:00,670.0,687.0,681.99,677.86,984.12658125 +2016-06-12 22:00:00,664.34,687.71,675.03,682.47,1102.97281567 +2016-06-12 21:00:00,662.0,679.0,670.41,675.36,1155.29421765 +2016-06-12 20:00:00,648.61,678.13,648.61,670.83,1924.75948133 +2016-06-12 19:00:00,645.38,654.22,646.3,648.57,599.32956497 +2016-06-12 18:00:00,645.5,649.0,646.87,646.29,546.84188247 +2016-06-12 17:00:00,645.32,658.84,654.98,646.9,1042.67842047 +2016-06-12 16:00:00,646.8,655.0,649.17,654.99,672.50295696 +2016-06-12 15:00:00,644.48,650.0,647.61,649.41,455.76791895 +2016-06-12 14:00:00,641.59,647.99,643.15,647.61,441.4661034 +2016-06-12 13:00:00,637.62,650.0,643.0,643.14,1215.1911423 +2016-06-12 12:00:00,636.92,644.0,642.5,643.0,487.44402249 +2016-06-12 11:00:00,636.28,644.98,643.96,642.5,528.47571564 +2016-06-12 10:00:00,634.61,644.0,635.84,643.96,608.86144118 +2016-06-12 09:00:00,630.0,637.17,630.0,635.85,236.08786811 +2016-06-12 08:00:00,628.04,630.55,629.79,630.0,222.12332475 +2016-06-12 07:00:00,626.55,630.95,628.97,629.8,179.80569146 +2016-06-12 06:00:00,625.79,637.0,633.95,628.98,634.18538869 +2016-06-12 05:00:00,632.21,637.0,637.0,633.84,405.89959394 +2016-06-12 04:00:00,629.96,639.0,635.97,637.0,996.43220234 +2016-06-12 03:00:00,623.55,637.38,624.01,635.97,703.5893585 +2016-06-12 02:00:00,620.79,625.0,623.17,623.94,592.26873821 +2016-06-12 01:00:00,614.83,625.0,622.1,622.74,703.23766858 +2016-06-12 00:00:00,605.0,628.0,609.5,622.1,1564.67528031 +2016-06-11 23:00:00,588.33,610.0,588.33,609.5,1428.07138117 +2016-06-11 22:00:00,586.0,588.32,586.7,588.32,228.95711011 +2016-06-11 21:00:00,586.0,587.15,587.15,586.7,128.13928499 +2016-06-11 20:00:00,586.35,587.33,586.97,587.15,126.41573095 +2016-06-11 19:00:00,585.87,588.0,587.69,586.94,238.37029924 +2016-06-11 18:00:00,586.5,588.22,587.88,587.68,218.81983675 +2016-06-11 17:00:00,586.18,588.0,587.48,587.87,198.4474143 +2016-06-11 16:00:00,585.57,587.52,586.74,587.47,153.82494875 +2016-06-11 15:00:00,586.23,588.0,587.2,586.93,238.14589149 +2016-06-11 14:00:00,586.57,587.32,587.19,587.23,165.29657331 +2016-06-11 13:00:00,587.03,587.64,587.06,587.19,92.53453373 +2016-06-11 12:00:00,584.95,587.08,585.25,587.08,95.35817065 +2016-06-11 11:00:00,584.93,587.0,586.62,585.31,137.64935134 +2016-06-11 10:00:00,586.18,587.78,586.19,586.63,175.08182185 +2016-06-11 09:00:00,585.82,587.74,585.91,586.19,71.8764821 +2016-06-11 08:00:00,585.56,586.99,585.97,585.84,81.50262161 +2016-06-11 07:00:00,585.09,586.0,585.71,586.0,86.96922732 +2016-06-11 06:00:00,583.0,585.89,585.27,585.71,201.78745126 +2016-06-11 05:00:00,584.92,585.84,585.71,585.27,146.7127736 +2016-06-11 04:00:00,585.26,585.86,585.29,585.7,146.92230044 +2016-06-11 03:00:00,583.74,586.0,585.82,585.31,289.14309482 +2016-06-11 02:00:00,582.94,586.12,582.94,585.82,322.76321203 +2016-06-11 01:00:00,581.39,583.0,581.49,582.99,273.39572682 +2016-06-11 00:00:00,580.31,581.99,580.31,581.5,296.04002001 +2016-06-10 23:00:00,577.18,580.96,579.72,580.31,306.87112743 +2016-06-10 22:00:00,576.67,580.12,579.92,579.74,321.61740141 +2016-06-10 21:00:00,579.29,580.98,580.87,579.99,251.61235928 +2016-06-10 20:00:00,575.0,581.0,579.26,580.87,911.42250098 +2016-06-10 19:00:00,578.25,579.88,578.82,579.27,267.2986747 +2016-06-10 18:00:00,577.79,578.92,577.99,578.87,300.95510213 +2016-06-10 17:00:00,577.69,578.0,577.92,577.99,230.40344158 +2016-06-10 16:00:00,577.36,578.37,577.49,577.97,262.48848904 +2016-06-10 15:00:00,576.21,578.2,578.2,577.29,297.82275234 +2016-06-10 14:00:00,578.18,578.99,578.29,578.21,168.86525299 +2016-06-10 13:00:00,576.4,578.59,578.57,578.28,175.73357747 +2016-06-10 12:00:00,576.47,578.67,577.0,578.57,139.9431267 +2016-06-10 11:00:00,576.3,579.51,579.49,576.99,141.8721454 +2016-06-10 10:00:00,578.62,579.88,578.97,579.49,189.57986353 +2016-06-10 09:00:00,578.1,578.99,578.9,578.97,73.94649944 +2016-06-10 08:00:00,577.96,578.9,578.3,578.9,134.08401125 +2016-06-10 07:00:00,576.37,578.32,577.3,578.28,98.24139665 +2016-06-10 06:00:00,574.73,577.42,575.4,577.3,140.80229079 +2016-06-10 05:00:00,573.5,576.96,575.89,575.41,171.20439275 +2016-06-10 04:00:00,575.0,577.71,577.71,575.54,215.40234668 +2016-06-10 03:00:00,577.64,578.24,577.84,577.71,170.14555262 +2016-06-10 02:00:00,577.12,579.04,578.96,577.74,208.20738848 +2016-06-10 01:00:00,578.55,579.99,579.34,579.09,144.48514122 +2016-06-10 00:00:00,576.2,580.0,577.47,579.38,336.48178173 +2016-06-09 23:00:00,576.41,579.24,578.68,577.46,240.81976968 +2016-06-09 22:00:00,577.47,578.94,577.52,578.76,155.2968433 +2016-06-09 21:00:00,576.45,578.0,577.0,577.51,216.07280416 +2016-06-09 20:00:00,576.0,578.89,578.37,577.0,252.16662053 +2016-06-09 19:00:00,576.97,578.71,577.6,578.37,240.85407267 +2016-06-09 18:00:00,574.0,578.1,575.41,577.6,364.86503702 +2016-06-09 17:00:00,574.19,577.49,577.29,574.8,346.65129401 +2016-06-09 16:00:00,577.12,577.5,577.43,577.31,215.37822769 +2016-06-09 15:00:00,574.88,577.9,576.87,577.41,301.85883788 +2016-06-09 14:00:00,574.0,576.99,575.83,576.87,386.51160148 +2016-06-09 13:00:00,575.19,579.45,578.65,575.83,241.5696621 +2016-06-09 12:00:00,577.2,582.0,581.07,578.63,202.27350373 +2016-06-09 11:00:00,580.48,581.07,580.48,581.05,92.12618686 +2016-06-09 10:00:00,578.78,580.74,580.5,580.29,221.66047685 +2016-06-09 09:00:00,579.64,581.01,580.64,580.51,114.92018701 +2016-06-09 08:00:00,579.48,580.95,580.91,580.65,64.10029134 +2016-06-09 07:00:00,580.16,580.95,580.5,580.89,99.67843225 +2016-06-09 06:00:00,580.21,580.98,580.78,580.22,78.06533319 +2016-06-09 05:00:00,580.08,582.06,581.4,580.79,139.36685141 +2016-06-09 04:00:00,580.17,582.18,581.7,581.4,220.80773952 +2016-06-09 03:00:00,579.58,581.7,580.84,581.7,178.31629256 +2016-06-09 02:00:00,579.72,582.21,580.24,580.83,200.9723475 +2016-07-04 01:00:00,653.16,668.5,659.99,667.71,312.91901811 +2016-07-04 00:00:00,658.27,664.09,664.09,659.97,140.01242538 +2016-07-03 23:00:00,659.34,670.13,668.1,663.55,213.96985098 +2016-07-03 22:00:00,666.46,669.15,666.46,668.1,147.67250531 +2016-07-03 21:00:00,664.5,674.85,666.28,666.4,248.29041411 +2016-07-03 20:00:00,664.0,671.81,671.23,666.04,158.20829266 +2016-07-03 19:00:00,660.11,673.49,660.72,671.16,245.17229468 +2016-07-03 18:00:00,660.18,666.79,664.75,660.79,337.63795872 +2016-07-03 17:00:00,651.0,667.83,656.0,664.12,337.68964506 +2016-07-03 16:00:00,651.89,663.46,657.26,656.0,304.24133353 +2016-07-03 15:00:00,652.0,671.68,660.51,657.28,942.35970798 +2016-07-03 14:00:00,660.0,682.25,681.36,660.02,392.02514045 +2016-07-03 13:00:00,673.8,681.67,674.37,681.36,171.47774451 +2016-07-03 12:00:00,672.68,680.79,680.79,674.37,97.44440582 +2016-07-03 11:00:00,679.89,680.79,680.66,680.79,30.35782774 +2016-07-03 10:00:00,670.71,681.0,672.05,680.99,135.4430178 +2016-07-03 09:00:00,669.04,674.86,669.92,672.02,219.61695118 +2016-07-03 08:00:00,667.71,685.77,684.23,669.91,354.61422703 +2016-07-03 07:00:00,680.0,690.59,690.41,683.99,295.69623414 +2016-07-03 06:00:00,690.0,696.91,696.3,690.72,102.21438218 +2016-07-03 05:00:00,692.34,696.32,693.38,696.3,122.73095663 +2016-07-03 04:00:00,690.82,695.0,690.84,693.56,149.08298478 +2016-07-03 03:00:00,685.99,700.0,687.49,690.85,358.90175708 +2016-07-03 02:00:00,683.67,703.82,703.75,687.43,673.10626445 +2016-07-03 01:00:00,702.47,703.83,702.73,703.75,198.53469791 +2016-07-03 00:00:00,701.01,705.25,705.25,702.73,259.21986786 +2016-07-02 23:00:00,699.95,705.21,701.74,704.95,243.70170971 +2016-07-02 22:00:00,694.0,701.85,699.98,701.83,398.48742345 +2016-07-02 21:00:00,697.37,699.99,697.4,699.99,289.36505604 +2016-07-02 20:00:00,696.75,697.92,696.75,697.54,162.10236868 +2016-07-02 19:00:00,694.4,696.9,696.0,696.75,220.23143954 +2016-07-02 18:00:00,694.25,696.99,694.98,696.0,255.42530622 +2016-07-02 17:00:00,694.25,696.0,694.33,694.98,221.43050564 +2016-07-02 16:00:00,691.07,694.72,691.08,694.33,203.93480967 +2016-07-02 15:00:00,688.98,692.04,691.53,691.08,214.95441312 +2016-07-02 14:00:00,688.45,697.01,694.75,691.34,309.15739125 +2016-07-02 13:00:00,694.02,697.08,696.68,694.76,263.36812202 +2016-07-02 12:00:00,692.43,696.86,692.59,696.84,164.63001979 +2016-07-02 11:00:00,692.11,697.7,696.95,692.11,298.72849381 +2016-07-02 10:00:00,689.22,698.0,689.79,696.95,413.59072709 +2016-07-02 09:00:00,679.9,689.99,680.25,689.99,226.90689586 +2016-07-02 08:00:00,680.08,680.71,680.6,680.24,39.81752 +2016-07-02 07:00:00,679.92,681.81,680.6,680.58,74.00318 +2016-07-02 06:00:00,679.14,681.66,680.24,680.6,112.65249942 +2016-07-02 05:00:00,679.38,681.52,680.46,680.32,92.37008693 +2016-07-02 04:00:00,678.03,681.5,680.53,679.53,157.09004886 +2016-07-02 03:00:00,678.28,681.73,681.73,680.64,129.90826957 +2016-07-02 02:00:00,679.55,682.44,682.32,681.14,177.79583267 +2016-07-02 01:00:00,678.0,682.44,678.0,682.41,153.45188011 +2016-07-02 00:00:00,676.92,679.45,678.09,678.01,154.87646971 +2016-07-01 23:00:00,678.0,683.0,682.35,678.19,210.10637254 +2016-07-01 22:00:00,678.01,683.0,678.93,682.35,204.21874401 +2016-07-01 21:00:00,677.96,680.0,678.31,679.54,297.52690769 +2016-07-01 20:00:00,674.3,679.0,676.99,678.24,414.67038098 +2016-07-01 19:00:00,675.36,677.0,676.4,677.0,162.4946701 +2016-07-01 18:00:00,673.5,683.16,682.91,676.4,381.44509455 +2016-07-01 17:00:00,675.64,685.01,675.94,683.08,426.96055813 +2016-07-01 16:00:00,674.51,675.94,674.77,675.94,235.14758696 +2016-07-01 15:00:00,670.64,675.14,672.0,674.69,332.4551756 +2016-07-01 14:00:00,670.0,679.0,678.89,671.83,504.95253956 +2016-07-01 13:00:00,677.07,680.79,679.03,679.37,220.82174396 +2016-07-01 12:00:00,677.07,681.76,680.63,679.03,171.11897332 +2016-07-01 11:00:00,680.54,684.69,681.8,680.62,262.03446752 +2016-07-01 10:00:00,679.06,682.73,680.96,681.8,123.16291567 +2016-07-01 09:00:00,675.34,682.53,675.34,680.91,140.20949948 +2016-07-01 08:00:00,674.39,679.48,678.67,675.34,113.26091817 +2016-07-01 07:00:00,669.05,683.65,683.65,678.31,435.35794207 +2016-07-01 06:00:00,683.69,685.96,685.96,683.69,87.38586816 +2016-07-01 05:00:00,681.33,686.11,681.39,685.87,310.34240423 +2016-07-01 04:00:00,681.42,688.99,684.99,682.03,365.18211356 +2016-07-01 03:00:00,677.8,685.84,681.79,684.99,387.46738337 +2016-07-01 02:00:00,672.25,682.19,673.2,682.19,386.89831731 +2016-07-01 01:00:00,669.13,675.0,669.13,673.0,349.97426371 +2016-07-01 00:00:00,667.0,673.5,673.5,669.12,316.49370162 +2016-06-30 23:00:00,671.9,673.5,672.24,673.49,210.53211328 +2016-06-30 22:00:00,667.8,672.6,667.88,672.23,246.38520266 +2016-06-30 21:00:00,664.0,670.0,665.74,667.88,310.11635407 +2016-06-30 20:00:00,665.71,671.35,667.85,665.75,309.55882374 +2016-06-30 19:00:00,661.66,671.01,671.0,667.84,633.25031013 +2016-06-30 18:00:00,670.64,673.49,671.79,671.0,403.05135378 +2016-06-30 17:00:00,668.31,673.5,673.16,672.0,360.49622182 +2016-06-30 16:00:00,666.49,673.99,668.11,673.5,596.60295924 +2016-06-30 15:00:00,663.54,669.79,665.1,668.11,416.14901452 +2016-06-30 14:00:00,663.2,669.46,668.99,664.66,359.85091414 +2016-06-30 13:00:00,660.6,675.0,660.6,668.9,898.99017607 +2016-06-30 12:00:00,650.55,660.85,651.49,660.59,430.89721062 +2016-06-30 11:00:00,651.26,652.57,651.98,651.5,177.09080797 +2016-06-30 10:00:00,646.14,653.99,648.98,651.99,425.44379123 +2016-06-30 09:00:00,639.35,649.0,639.41,648.98,190.18536638 +2016-06-30 08:00:00,637.76,639.6,639.51,639.44,103.65351832 +2016-06-30 07:00:00,639.45,640.0,639.67,639.49,72.91052534 +2016-06-30 06:00:00,637.0,639.99,638.13,639.73,122.83197096 +2016-06-30 05:00:00,636.09,638.73,637.19,638.01,235.43757986 +2016-06-30 04:00:00,636.69,637.86,637.11,637.19,103.74352858 +2016-06-30 03:00:00,635.14,638.54,638.53,637.11,273.7037038 +2016-06-30 02:00:00,635.78,640.0,639.08,637.66,243.05155217 +2016-06-30 01:00:00,635.14,642.0,641.1,639.49,376.38486194 +2016-06-30 00:00:00,638.1,642.0,639.41,641.1,263.92860737 +2016-06-29 23:00:00,637.76,640.0,639.49,639.42,224.615118 +2016-06-29 22:00:00,636.5,639.91,636.75,639.49,377.90283632 +2016-06-29 21:00:00,635.03,639.84,638.8,636.82,325.13530648 +2016-06-29 20:00:00,637.9,642.51,639.96,638.22,599.73114215 +2016-06-29 19:00:00,637.21,640.13,639.82,639.63,318.936927 +2016-06-29 18:00:00,639.09,642.5,641.91,639.18,223.54597252 +2016-06-29 17:00:00,638.76,642.51,639.0,641.91,246.7665424 +2016-06-29 16:00:00,634.08,639.05,634.59,639.05,599.35811684 +2016-06-29 15:00:00,633.41,636.74,635.46,634.67,260.53088394 +2016-06-29 14:00:00,633.65,636.75,634.22,635.48,324.1640686 +2016-06-29 13:00:00,633.0,636.75,635.73,633.91,361.06412618 +2016-06-29 12:00:00,634.75,637.99,637.58,636.14,109.7871931 +2016-06-29 11:00:00,633.0,638.98,633.78,637.58,158.31529457 +2016-06-29 10:00:00,632.57,637.47,636.99,634.24,196.72952421 +2016-06-29 09:00:00,635.77,639.98,639.49,636.36,126.4310356 +2016-06-29 08:00:00,638.46,639.99,639.5,639.49,75.06058023 +2016-06-29 07:00:00,636.51,639.96,637.61,639.48,53.01827991 +2016-06-29 06:00:00,635.52,639.99,636.42,637.5,106.70062809 +2016-06-29 05:00:00,634.0,639.99,635.27,636.42,150.06164029 +2016-06-29 04:00:00,634.0,641.96,639.38,635.14,246.46316672 +2016-06-29 03:00:00,633.41,639.59,639.06,638.58,267.16494815 +2016-06-29 02:00:00,630.02,640.75,639.55,638.84,560.6580231 +2016-06-29 01:00:00,636.09,647.39,644.96,639.9,279.00426601 +2016-06-29 00:00:00,640.0,648.43,648.43,644.97,293.98123766 +2016-06-28 23:00:00,647.12,649.19,647.12,648.43,188.11396942 +2016-06-28 22:00:00,645.34,652.3,649.01,647.11,560.89927947 +2016-06-28 21:00:00,646.73,649.02,648.79,649.0,277.50219934 +2016-06-28 20:00:00,644.11,649.0,648.63,648.29,272.73681579 +2016-06-28 19:00:00,644.17,648.75,648.14,648.71,241.108472 +2016-06-28 18:00:00,647.97,650.0,649.26,648.26,224.60227918 +2016-06-28 17:00:00,648.84,650.94,650.93,649.27,287.18603257 +2016-06-28 16:00:00,644.99,650.99,645.0,650.94,407.14655381 +2016-06-28 15:00:00,641.49,645.4,643.54,645.0,257.09445888 +2016-06-28 14:00:00,638.0,650.0,648.99,642.32,389.30926392 +2016-06-28 13:00:00,647.89,650.99,650.63,648.4,228.83256559 +2016-06-28 12:00:00,648.95,654.99,654.05,649.88,306.96709058 +2016-06-28 11:00:00,652.31,656.16,654.05,654.05,191.46370784 +2016-06-28 10:00:00,650.04,654.09,653.7,654.0,148.07673617 +2016-06-28 09:00:00,652.77,654.28,653.39,653.62,63.64131847 +2016-06-28 08:00:00,651.76,654.95,651.88,653.4,45.66304236 +2016-06-28 07:00:00,647.61,654.22,654.2,651.88,76.80067691 +2016-06-28 06:00:00,650.11,655.11,651.02,654.21,126.09157572 +2016-06-28 05:00:00,647.6,654.48,653.34,652.0,177.45071309 +2016-06-28 04:00:00,651.59,658.7,657.76,653.47,141.610989 +2016-06-28 03:00:00,656.08,660.0,658.58,657.76,215.88571219 +2016-06-28 02:00:00,654.65,660.99,658.87,657.39,248.80963989 +2016-06-28 01:00:00,658.32,660.51,658.8,658.87,222.24774944 +2016-06-28 00:00:00,657.69,663.53,657.86,658.8,397.50593552 +2016-06-27 23:00:00,646.69,657.87,652.13,657.87,505.65634601 +2016-06-27 22:00:00,647.86,654.66,648.32,652.13,358.62737707 +2016-06-27 21:00:00,646.27,648.99,647.38,648.46,204.82798625 +2016-06-27 20:00:00,644.99,649.88,645.12,647.86,498.61990327 +2016-06-27 19:00:00,642.46,645.3,643.88,645.3,591.73567103 +2016-06-27 18:00:00,642.52,645.38,645.04,644.44,259.99408639 +2016-06-27 17:00:00,643.21,648.22,643.48,645.11,301.23508242 +2016-06-27 16:00:00,636.93,643.48,639.13,643.48,296.17936677 +2016-06-27 15:00:00,632.79,639.68,638.4,638.15,486.9427349 +2016-06-27 14:00:00,635.36,641.38,640.63,638.2,289.13656948 +2016-06-27 13:00:00,640.0,644.7,642.09,640.48,230.45972496 +2016-06-27 12:00:00,640.01,644.99,644.42,642.09,184.73060075 +2016-06-27 11:00:00,639.06,649.94,648.3,644.9,165.70856227 +2016-06-27 10:00:00,647.25,658.0,657.01,649.2,132.06011078 +2016-06-27 09:00:00,654.01,658.0,654.04,657.32,73.79156719 +2016-06-27 08:00:00,653.0,654.99,654.99,654.03,74.22721396 +2016-06-27 07:00:00,652.67,658.22,658.2,653.77,154.79336238 +2016-06-27 06:00:00,652.11,658.21,653.99,657.24,144.81461917 +2016-06-27 05:00:00,647.7,655.64,649.27,654.0,148.27875443 +2016-06-27 04:00:00,647.82,654.19,654.18,647.88,123.70130925 +2016-06-27 03:00:00,650.0,657.84,657.5,654.19,197.32554397 +2016-06-27 02:00:00,654.07,659.98,657.0,657.18,231.55593845 +2016-06-27 01:00:00,633.66,658.18,633.68,656.99,670.74480835 +2016-06-27 00:00:00,630.0,639.57,638.56,633.56,299.19256295 +2016-06-26 23:00:00,635.01,643.02,643.01,638.56,318.5059591 +2016-06-26 22:00:00,638.0,643.99,641.25,643.02,223.15078881 +2016-06-26 21:00:00,638.22,644.3,644.3,641.24,185.47305954 +2016-06-26 20:00:00,634.99,645.0,635.0,644.3,262.25530657 +2016-06-26 19:00:00,633.7,646.0,645.2,635.0,198.95222403 +2016-06-26 18:00:00,640.32,646.87,641.96,645.97,299.27090851 +2016-06-26 17:00:00,634.06,644.79,637.37,640.0,345.90235229 +2016-06-26 16:00:00,626.61,638.8,635.02,637.03,412.71246457 +2016-06-26 15:00:00,628.05,638.8,633.6,635.03,377.83178568 +2016-06-26 14:00:00,630.76,639.83,637.53,632.88,253.96745549 +2016-06-26 13:00:00,625.01,645.26,639.58,637.73,596.12101528 +2016-06-26 12:00:00,630.0,663.99,663.51,639.58,637.70121067 +2016-06-26 11:00:00,657.57,663.75,663.02,663.74,57.63065861 +2016-06-26 10:00:00,655.04,666.29,662.71,662.97,186.11898559 +2016-06-26 09:00:00,662.0,666.27,665.56,662.0,41.38728096 +2016-06-26 08:00:00,662.25,669.0,662.78,665.79,49.3159668 +2016-06-26 07:00:00,657.76,662.84,662.26,662.84,80.91717853 +2016-06-26 06:00:00,658.0,663.99,660.98,662.26,115.61773107 +2016-06-26 05:00:00,659.45,664.0,661.73,660.99,188.59168513 +2016-06-26 04:00:00,660.0,669.46,667.14,661.64,292.43824509 +2016-06-26 03:00:00,666.25,670.15,668.49,667.14,126.19970706 +2016-06-26 02:00:00,667.51,671.85,670.43,668.49,110.92631312 +2016-06-26 01:00:00,670.01,675.19,672.27,670.17,157.65009125 +2016-06-26 00:00:00,669.16,674.0,673.71,672.19,159.74764171 +2016-06-25 23:00:00,670.15,678.99,677.5,673.71,210.40117886 +2016-06-25 22:00:00,669.92,677.5,669.97,677.5,142.99947212 +2016-06-25 21:00:00,666.23,670.01,666.52,670.01,225.17222645 +2016-06-25 20:00:00,662.09,668.5,666.8,665.43,206.06235834 +2016-06-25 19:00:00,662.0,669.82,664.76,666.89,164.54291339 +2016-06-25 18:00:00,658.1,668.18,665.85,665.04,297.32337194 +2016-06-25 17:00:00,650.0,669.95,669.95,666.8,560.50843955 +2016-06-25 16:00:00,655.0,687.76,684.54,669.53,940.91223855 +2016-06-25 15:00:00,683.34,688.57,687.28,684.55,253.72638707 +2016-06-25 14:00:00,685.15,690.41,687.22,687.37,254.18043946 +2016-06-25 13:00:00,686.5,690.99,686.81,686.93,228.73589259 +2016-06-25 12:00:00,682.98,687.0,682.98,686.81,167.11597187 +2016-06-25 11:00:00,680.72,684.29,680.73,682.99,68.23618058 +2016-06-25 10:00:00,678.81,688.84,686.84,680.74,175.00748983 +2016-06-25 09:00:00,683.55,688.95,685.0,687.06,105.23226333 +2016-06-25 08:00:00,685.0,694.0,691.86,685.0,95.68545605 +2016-06-25 07:00:00,682.11,692.01,682.13,691.72,194.37092938 +2016-06-25 06:00:00,678.0,689.71,679.72,682.11,382.84888849 +2016-06-25 05:00:00,679.72,693.76,693.31,679.73,566.62375406 +2016-06-25 04:00:00,692.1,696.12,693.3,692.13,265.81519066 +2016-06-25 03:00:00,693.0,697.75,694.41,693.02,282.74851871 +2016-06-25 02:00:00,687.78,699.0,695.81,694.79,542.9394941 +2016-06-25 01:00:00,669.65,695.85,669.66,695.83,1103.66590043 +2016-06-25 00:00:00,667.47,670.94,669.98,669.63,256.70828074 +2016-06-24 23:00:00,666.74,669.98,668.3,669.98,159.6798011 +2016-06-24 22:00:00,660.75,669.42,665.47,668.36,242.76324003 +2016-06-24 21:00:00,656.0,667.52,661.05,666.36,383.11070221 +2016-06-24 20:00:00,655.03,665.92,665.58,661.46,421.15407435 +2016-06-24 19:00:00,658.82,670.46,667.95,665.57,448.39517157 +2016-06-24 18:00:00,655.84,668.9,657.0,667.05,562.80336367 +2016-06-24 17:00:00,648.5,658.0,656.5,656.24,338.72494316 +2016-06-24 16:00:00,646.61,659.0,647.61,656.5,441.02564842 +2016-06-24 15:00:00,641.0,664.0,662.5,647.5,855.51987105 +2016-06-24 14:00:00,655.65,675.0,662.42,662.49,1043.53048421 +2016-06-24 13:00:00,661.0,678.64,678.54,662.49,487.49611127 +2016-06-24 12:00:00,670.0,683.2,676.99,678.14,505.70288119 +2016-06-24 11:00:00,671.13,686.5,682.69,676.99,469.97195663 +2016-06-24 10:00:00,670.74,682.71,673.98,682.69,317.02284737 +2016-06-24 09:00:00,666.03,674.59,668.86,673.98,160.57947959 +2016-06-24 08:00:00,660.0,689.97,687.59,668.84,768.40934686 +2016-06-24 07:00:00,667.62,690.0,675.65,687.61,826.89645948 +2016-06-24 06:00:00,652.0,694.0,693.89,675.7,1272.27349789 +2016-06-24 05:00:00,676.2,694.0,682.0,693.89,1649.39234376 +2016-06-24 04:00:00,670.0,688.88,670.0,680.86,1611.75219392 +2016-06-24 03:00:00,655.0,700.0,690.01,670.0,2698.35605412 +2016-06-24 02:00:00,644.5,692.49,646.5,690.01,1690.43276581 +2016-06-24 01:00:00,634.38,649.96,634.39,645.04,1342.64936023 +2016-06-24 00:00:00,631.01,634.97,631.1,634.39,381.20270883 +2016-06-23 23:00:00,627.0,633.33,627.0,631.1,774.87430823 +2016-06-23 22:00:00,619.15,627.0,621.39,626.91,518.858488 +2016-06-23 21:00:00,614.11,628.37,619.49,620.92,652.4920803 +2016-06-23 20:00:00,608.18,624.99,613.37,619.27,677.83451334 +2016-06-23 19:00:00,611.48,635.0,628.1,613.32,1170.57089153 +2016-06-23 18:00:00,614.28,637.89,614.31,628.02,1429.47253508 +2016-06-23 17:00:00,603.96,635.0,605.99,614.34,2033.27537234 +2016-06-23 16:00:00,565.28,606.0,565.28,606.0,1280.39712672 +2016-06-23 15:00:00,565.28,576.95,575.0,565.28,688.29307769 +2016-06-23 14:00:00,573.0,588.31,583.66,575.0,691.09456785 +2016-06-23 13:00:00,573.16,587.02,586.02,584.24,939.78625174 +2016-06-23 12:00:00,585.0,594.8,593.2,587.52,305.51477708 +2016-06-23 11:00:00,592.5,599.26,593.13,593.2,394.95712776 +2016-06-23 10:00:00,585.73,601.0,593.4,593.14,322.66169016 +2016-06-23 09:00:00,585.0,596.49,594.16,593.33,102.24890351 +2016-06-23 08:00:00,592.93,599.2,594.41,593.21,262.26158443 +2016-06-23 07:00:00,590.91,601.0,595.16,595.0,340.10916412 +2016-06-23 06:00:00,575.1,601.54,584.48,596.55,448.29903022 +2016-06-23 05:00:00,575.0,590.19,590.19,584.5,672.52153312 +2016-06-23 04:00:00,590.0,598.99,593.01,590.2,479.09669138 +2016-06-23 03:00:00,583.0,612.12,583.0,593.0,1178.0722832 +2016-06-23 02:00:00,554.9,599.68,558.29,583.0,1982.77969304 +2016-06-23 01:00:00,544.13,593.86,593.86,558.3,2260.73505963 +2016-06-23 00:00:00,588.89,606.86,606.13,592.82,867.7968384 +2016-06-22 23:00:00,568.11,609.59,605.07,604.5,1897.48841172 +2016-06-22 22:00:00,596.42,624.64,623.95,605.01,1467.54221076 +2016-06-22 21:00:00,610.22,634.0,611.11,623.5,874.4461997 +2016-06-22 20:00:00,610.42,628.04,628.03,611.11,744.87783471 +2016-06-22 19:00:00,623.0,635.01,635.01,628.03,618.42415299 +2016-06-22 18:00:00,605.01,640.0,626.03,635.0,1271.12959968 +2016-06-22 17:00:00,622.0,642.83,634.3,625.0,697.98944364 +2016-06-22 16:00:00,616.16,656.99,653.77,637.49,2100.81131609 +2016-06-22 15:00:00,646.01,669.99,666.4,653.78,899.62968499 +2016-06-22 14:00:00,662.16,670.58,664.85,667.12,235.48616214 +2016-06-22 13:00:00,660.52,667.91,667.7,665.44,440.16538852 +2016-06-22 12:00:00,665.05,670.19,665.07,667.44,213.94264078 +2016-06-22 11:00:00,662.72,673.54,671.09,664.98,331.36045397 +2016-06-22 10:00:00,666.0,675.1,672.87,671.73,207.69827332 +2016-06-22 09:00:00,671.5,678.64,675.51,673.39,133.24941976 +2016-06-22 08:00:00,672.68,675.56,674.71,675.51,272.28459407 +2016-06-22 07:00:00,666.0,675.37,668.44,674.66,331.51872467 +2016-06-22 06:00:00,667.01,671.5,671.14,667.01,241.41881091 +2016-06-22 05:00:00,660.23,671.5,662.16,670.04,280.83994116 +2016-06-22 04:00:00,652.1,673.11,658.92,662.17,370.77572398 +2016-06-22 03:00:00,658.1,674.77,674.77,659.45,616.56208601 +2016-06-22 02:00:00,667.86,675.0,673.29,674.86,409.9643019 +2016-06-22 01:00:00,673.46,679.99,679.98,673.46,471.68362957 +2016-06-22 00:00:00,667.63,679.99,667.88,679.98,463.1473758 +2016-06-21 23:00:00,657.89,671.51,661.73,667.66,475.07713119 +2016-06-21 22:00:00,652.0,663.88,656.23,662.2,393.05566743 +2016-06-21 21:00:00,648.03,664.0,653.37,654.27,611.5086033 +2016-06-21 20:00:00,647.12,669.99,655.04,654.46,1076.6982964 +2016-06-21 19:00:00,630.0,658.52,656.27,654.63,1187.55999175 +2016-06-21 18:00:00,635.11,667.23,664.25,656.28,1519.86444541 +2016-06-21 17:00:00,662.88,681.88,680.0,664.25,759.87033039 +2016-06-21 16:00:00,666.25,680.7,668.59,680.0,806.41522887 +2016-06-21 15:00:00,662.18,674.83,667.23,669.0,740.86264898 +2016-06-21 14:00:00,628.6,674.35,640.87,667.62,2030.8220372 +2016-07-16 13:00:00,662.01,663.96,663.56,663.24,128.00237311 +2016-07-16 12:00:00,662.03,667.99,667.68,663.56,167.13568975 +2016-07-16 11:00:00,667.59,668.32,668.32,667.63,50.07452438 +2016-07-16 10:00:00,667.19,669.0,668.66,668.31,103.04945 +2016-07-16 09:00:00,667.71,668.66,667.73,668.63,54.86844896 +2016-07-16 08:00:00,666.95,667.95,667.16,667.56,66.41317 +2016-07-16 07:00:00,665.96,669.3,668.82,667.16,172.94007994 +2016-07-16 06:00:00,668.17,669.5,669.35,669.09,139.18354776 +2016-07-16 05:00:00,668.75,669.63,669.17,669.33,137.34874027 +2016-07-16 04:00:00,668.66,669.51,669.28,669.03,93.16915269 +2016-07-16 03:00:00,668.5,669.91,669.7,669.28,135.83137952 +2016-07-16 02:00:00,668.76,669.99,669.72,669.62,158.5877756 +2016-07-16 01:00:00,669.19,669.99,669.19,669.72,154.77745087 +2016-07-16 00:00:00,666.12,669.19,667.48,669.19,198.13265118 +2016-07-15 23:00:00,666.34,668.7,668.38,667.48,156.71035691 +2016-07-15 22:00:00,667.98,669.1,668.79,668.38,219.6162514 +2016-07-15 21:00:00,667.23,669.98,669.86,668.79,310.7454573 +2016-07-15 20:00:00,665.33,669.9,665.4,669.87,384.66779076 +2016-07-15 19:00:00,665.01,665.99,665.83,665.32,234.13419932 +2016-07-15 18:00:00,664.77,665.99,665.91,665.92,257.60387131 +2016-07-15 17:00:00,664.52,665.99,665.4,665.99,201.44946716 +2016-07-15 16:00:00,663.98,666.97,663.99,665.34,260.41845585 +2016-07-15 15:00:00,663.11,663.99,663.36,663.99,203.00221292 +2016-07-15 14:00:00,663.34,664.79,664.3,663.57,264.25122027 +2016-07-15 13:00:00,664.0,666.45,665.99,664.35,234.18916472 +2016-07-15 12:00:00,664.71,666.04,665.66,665.98,115.13700785 +2016-07-15 11:00:00,665.2,666.87,666.82,665.66,98.98029564 +2016-07-15 10:00:00,664.81,666.88,666.71,666.81,108.37597591 +2016-07-15 09:00:00,665.85,667.26,666.95,666.57,98.03633556 +2016-07-15 08:00:00,664.58,667.7,665.26,667.1,168.60227752 +2016-07-15 07:00:00,664.23,665.38,665.24,665.26,57.56481548 +2016-07-15 06:00:00,664.23,665.52,664.71,665.27,103.61781781 +2016-07-15 05:00:00,663.72,666.41,666.0,664.71,245.38010072 +2016-07-15 04:00:00,664.03,666.0,664.92,665.98,121.24168921 +2016-07-15 03:00:00,661.0,664.99,663.14,664.92,342.75515699 +2016-07-15 02:00:00,662.12,663.84,663.19,663.22,139.8405154 +2016-07-15 01:00:00,663.07,663.99,663.7,663.65,175.53347859 +2016-07-15 00:00:00,660.68,663.75,661.4,663.67,223.88969789 +2016-07-14 23:00:00,660.54,661.67,661.41,661.65,148.40164912 +2016-07-14 22:00:00,660.67,663.49,662.6,661.25,175.99808016 +2016-07-14 21:00:00,660.27,663.22,661.27,662.39,241.97945424 +2016-07-14 20:00:00,660.46,662.5,661.71,661.28,266.45947201 +2016-07-14 19:00:00,659.64,662.18,662.0,661.97,234.12850954 +2016-07-14 18:00:00,662.0,663.99,663.82,662.01,236.26050846 +2016-07-14 17:00:00,663.1,663.99,663.94,663.76,174.55221176 +2016-07-14 16:00:00,661.9,663.95,662.75,663.76,218.93682075 +2016-07-14 15:00:00,660.53,662.98,662.85,662.76,232.99754598 +2016-07-14 14:00:00,662.14,663.0,662.74,662.85,221.45433098 +2016-07-14 13:00:00,660.77,662.99,662.0,662.74,206.42325942 +2016-07-14 12:00:00,660.54,662.34,660.69,662.0,288.0178158 +2016-07-14 11:00:00,657.99,661.96,657.99,660.67,102.77117284 +2016-07-14 10:00:00,655.63,658.0,655.63,657.99,112.88101556 +2016-07-14 09:00:00,655.16,656.01,655.5,655.63,49.46491556 +2016-07-14 08:00:00,655.23,655.86,655.84,655.49,35.62355765 +2016-07-14 07:00:00,655.83,656.51,655.95,655.84,94.99915792 +2016-07-14 06:00:00,655.04,657.97,657.37,655.96,106.26827808 +2016-07-14 05:00:00,653.57,658.02,653.57,657.37,109.47070728 +2016-07-14 04:00:00,653.5,655.51,655.51,653.58,164.16960372 +2016-07-14 03:00:00,640.0,656.16,656.15,655.52,469.98471392 +2016-07-14 02:00:00,653.27,656.78,654.9,656.27,219.348687 +2016-07-14 01:00:00,654.38,657.63,657.39,654.94,189.79359552 +2016-07-14 00:00:00,651.0,657.9,655.3,657.4,349.25863208 +2016-07-13 23:00:00,654.86,662.96,661.62,655.34,727.81481916 +2016-07-13 22:00:00,657.5,662.5,661.93,661.73,807.70580706 +2016-07-13 21:00:00,658.58,662.98,661.15,662.5,1443.8194341 +2016-07-13 20:00:00,657.78,662.74,660.75,660.55,1531.84961399 +2016-07-13 19:00:00,658.89,662.65,661.93,660.9,856.67811019 +2016-07-13 18:00:00,659.75,663.74,663.46,661.95,620.54208033 +2016-07-13 17:00:00,661.97,664.5,663.5,663.63,838.03277943 +2016-07-13 16:00:00,661.72,665.46,664.03,663.92,702.44125269 +2016-07-13 15:00:00,658.18,664.79,661.16,664.03,1058.72261959 +2016-07-13 14:00:00,657.95,664.0,663.33,661.13,1132.62828927 +2016-07-13 13:00:00,658.69,668.66,668.66,663.66,1274.66281591 +2016-07-13 12:00:00,666.65,669.6,667.6,668.54,427.03661303 +2016-07-13 11:00:00,666.36,668.39,667.1,667.61,293.71653109 +2016-07-13 10:00:00,665.53,669.61,669.1,667.1,1248.32383308 +2016-07-13 09:00:00,668.4,671.45,670.59,669.4,1018.35814722 +2016-07-13 08:00:00,665.73,671.27,667.52,670.55,2145.10785067 +2016-07-13 07:00:00,666.02,668.41,666.5,667.28,584.70344304 +2016-07-13 06:00:00,664.72,668.08,667.61,666.31,753.48014062 +2016-07-13 05:00:00,663.41,668.07,664.52,668.07,1161.54391706 +2016-07-13 04:00:00,662.63,665.93,664.97,664.53,1263.00853517 +2016-07-13 03:00:00,664.61,668.25,667.99,664.95,698.76718655 +2016-07-13 02:00:00,664.58,668.84,667.46,667.68,717.45512622 +2016-07-13 01:00:00,665.13,668.37,665.43,667.84,279.10438065 +2016-07-13 00:00:00,664.0,667.36,666.25,665.44,296.50590383 +2016-07-12 23:00:00,665.18,675.5,672.67,666.56,568.5325306 +2016-07-12 22:00:00,669.03,672.68,669.99,672.68,318.48097486 +2016-07-12 21:00:00,667.72,670.11,668.95,670.0,281.65289549 +2016-07-12 20:00:00,668.72,669.85,669.76,668.73,24.99987362 +2016-07-12 19:00:00,667.28,671.98,671.85,669.76,540.62382449 +2016-07-12 18:00:00,670.3,672.59,670.89,671.75,387.08098745 +2016-07-12 17:00:00,670.1,672.63,672.28,671.1,295.02097489 +2016-07-12 16:00:00,661.25,673.99,661.25,672.29,770.2802319 +2016-07-12 15:00:00,654.99,661.25,654.99,661.25,664.52216653 +2016-07-12 14:00:00,653.87,655.93,655.65,654.99,228.75050039 +2016-07-12 13:00:00,655.1,657.01,656.09,655.65,454.12223575 +2016-07-12 12:00:00,653.52,656.09,654.95,656.09,345.19218227 +2016-07-12 11:00:00,652.47,657.47,657.29,655.08,656.22071295 +2016-07-12 10:00:00,654.54,657.55,656.0,657.55,600.78930422 +2016-07-12 09:00:00,651.16,658.06,651.94,655.61,642.74822885 +2016-07-12 08:00:00,649.1,652.27,650.29,651.95,234.83157963 +2016-07-12 07:00:00,648.6,650.77,650.0,650.05,172.9026025 +2016-07-12 06:00:00,649.45,651.43,650.82,649.94,333.53903759 +2016-07-12 05:00:00,649.5,651.48,650.06,650.97,299.73313148 +2016-07-12 04:00:00,649.0,652.0,650.34,649.68,621.15899464 +2016-07-12 03:00:00,650.29,652.84,651.51,650.32,618.54300281 +2016-07-12 02:00:00,650.51,652.45,651.54,651.25,412.31103973 +2016-07-12 01:00:00,651.32,652.99,651.78,651.52,522.27335789 +2016-07-12 00:00:00,650.25,652.0,651.25,651.94,671.77934331 +2016-07-11 23:00:00,649.66,651.98,650.5,650.97,498.29942354 +2016-07-11 22:00:00,648.97,651.99,651.78,650.23,334.14997702 +2016-07-11 21:00:00,650.42,651.91,650.42,651.69,186.9960792 +2016-07-11 20:00:00,650.1,651.0,650.84,650.11,278.59166884 +2016-07-11 19:00:00,649.64,651.0,650.96,650.9,271.67025949 +2016-07-11 18:00:00,651.0,652.0,651.8,651.0,170.81221587 +2016-07-11 17:00:00,649.64,652.0,650.01,651.75,345.06165472 +2016-07-11 16:00:00,649.0,650.72,650.39,650.06,157.68691479 +2016-07-11 15:00:00,648.65,650.99,650.95,650.24,271.25382466 +2016-07-11 14:00:00,650.41,652.42,652.42,650.95,88.91595248 +2016-07-11 13:00:00,649.56,653.7,649.56,652.43,228.73474891 +2016-07-11 12:00:00,648.11,650.67,649.93,649.66,75.5136415 +2016-07-11 11:00:00,648.93,651.61,651.02,649.99,150.68288563 +2016-07-11 10:00:00,648.33,651.93,649.9,651.05,99.37531014 +2016-07-11 09:00:00,649.46,650.39,649.46,649.88,63.65616572 +2016-07-11 08:00:00,648.93,652.3,651.86,649.45,143.32128608 +2016-07-11 07:00:00,651.18,654.0,654.0,651.92,76.93207141 +2016-07-11 06:00:00,649.35,661.24,661.1,654.0,252.11760442 +2016-07-11 05:00:00,660.28,662.35,660.71,661.1,96.35450106 +2016-07-11 04:00:00,659.4,661.74,659.4,661.15,100.10260901 +2016-07-11 03:00:00,658.7,659.65,659.65,659.29,82.12585212 +2016-07-11 02:00:00,659.69,664.27,661.23,659.69,284.11959277 +2016-07-11 01:00:00,651.98,661.24,651.98,661.23,440.07267965 +2016-07-11 00:00:00,651.51,652.5,652.43,651.96,118.89012697 +2016-07-10 23:00:00,651.47,652.73,651.47,652.44,64.71896561 +2016-07-10 22:00:00,651.43,652.09,652.08,651.47,76.83368538 +2016-07-10 21:00:00,651.81,652.55,651.81,652.1,58.768828 +2016-07-10 20:00:00,651.75,651.99,651.98,651.81,114.80043898 +2016-07-10 19:00:00,648.97,651.99,648.98,651.99,141.24758697 +2016-07-10 18:00:00,647.14,649.78,647.14,648.98,59.17687082 +2016-07-10 17:00:00,646.67,651.02,651.02,647.13,60.10850865 +2016-07-10 16:00:00,647.02,651.14,647.06,651.0,189.06739346 +2016-07-10 15:00:00,642.7,647.39,642.7,647.02,155.26164475 +2016-07-10 14:00:00,641.0,649.21,649.2,642.7,171.56754905 +2016-07-10 13:00:00,646.94,650.9,650.7,649.13,89.99639319 +2016-07-10 12:00:00,649.86,651.0,650.87,650.88,102.87390075 +2016-07-10 11:00:00,648.78,650.94,649.11,650.81,94.25185 +2016-07-10 10:00:00,646.44,654.97,653.08,648.87,334.32618658 +2016-07-10 09:00:00,649.48,654.53,650.4,654.22,99.84732711 +2016-07-10 08:00:00,649.52,652.62,652.0,650.24,151.59022447 +2016-07-10 07:00:00,650.0,653.0,650.02,651.72,234.64951184 +2016-07-10 06:00:00,650.0,650.99,650.78,650.0,134.92791816 +2016-07-10 05:00:00,650.3,650.9,650.87,650.77,134.4999931 +2016-07-10 04:00:00,648.94,652.75,652.16,650.86,240.85666457 +2016-07-10 03:00:00,650.73,652.65,652.13,652.15,118.84285682 +2016-07-10 02:00:00,648.75,652.15,648.75,651.98,192.72661224 +2016-07-10 01:00:00,647.39,655.74,655.56,648.75,388.01926053 +2016-07-10 00:00:00,649.96,657.61,657.6,655.56,296.9339765 +2016-07-09 23:00:00,656.08,660.03,656.08,657.61,198.68687015 +2016-07-09 22:00:00,655.26,662.13,657.47,657.21,529.36364782 +2016-07-09 21:00:00,645.98,658.34,645.98,657.63,320.40402852 +2016-07-09 20:00:00,644.01,646.63,646.45,645.45,323.3335133 +2016-07-09 19:00:00,642.01,646.65,645.62,646.21,623.75884288 +2016-07-09 18:00:00,638.77,646.46,639.14,644.66,503.59968429 +2016-07-09 17:00:00,637.25,646.98,640.01,639.14,551.99371589 +2016-07-09 16:00:00,608.0,663.7,660.94,640.3,1391.38186481 +2016-07-09 15:00:00,658.17,663.6,661.63,660.92,483.60044844 +2016-07-09 14:00:00,649.79,664.47,650.81,661.62,423.40621768 +2016-07-09 13:00:00,647.84,653.41,647.84,650.85,179.60987679 +2016-07-09 12:00:00,646.01,653.44,652.59,647.55,294.69383488 +2016-07-09 11:00:00,651.05,654.03,653.99,652.52,183.41255048 +2016-07-09 10:00:00,648.14,654.63,650.29,653.9,258.84414764 +2016-07-09 09:00:00,647.49,651.67,651.67,650.29,295.06372762 +2016-07-09 08:00:00,651.66,658.7,657.95,651.67,159.60967993 +2016-07-09 07:00:00,656.46,659.82,659.74,658.05,148.97190176 +2016-07-09 06:00:00,657.4,660.0,659.72,659.99,206.58628922 +2016-07-09 05:00:00,654.53,661.82,655.23,659.73,316.26678229 +2016-07-09 04:00:00,654.33,658.38,657.48,655.27,309.64037679 +2016-07-09 03:00:00,654.09,658.85,658.14,657.62,431.35055018 +2016-07-09 02:00:00,653.6,663.58,662.24,658.2,671.89872888 +2016-07-09 01:00:00,657.02,664.43,664.13,662.23,430.60012119 +2016-07-09 00:00:00,661.88,667.3,667.07,664.1,371.61851347 +2016-07-08 23:00:00,662.19,667.33,662.97,667.33,656.73539181 +2016-07-08 22:00:00,659.59,663.24,661.25,663.24,424.81628855 +2016-07-08 21:00:00,658.95,663.74,661.57,661.25,534.7933372 +2016-07-08 20:00:00,656.37,662.44,656.37,661.57,810.36880625 +2016-07-08 19:00:00,655.58,657.94,655.58,656.37,313.44259253 +2016-07-08 18:00:00,654.06,657.08,655.01,655.5,288.9251487 +2016-07-08 17:00:00,654.04,657.09,654.09,655.36,288.50594772 +2016-07-08 16:00:00,650.99,657.02,651.0,654.3,358.09201246 +2016-07-08 15:00:00,649.21,652.0,651.93,650.99,400.46741056 +2016-07-08 14:00:00,649.67,652.79,649.67,652.0,289.91577262 +2016-07-08 13:00:00,646.9,655.66,649.03,649.67,1280.33156924 +2016-07-08 12:00:00,644.23,649.36,644.93,649.1,358.95867311 +2016-07-08 11:00:00,641.75,645.9,643.06,644.78,620.39753533 +2016-07-08 10:00:00,641.16,644.46,642.23,643.1,298.21980727 +2016-07-08 09:00:00,640.65,644.38,643.98,642.29,437.921477 +2016-07-08 08:00:00,641.04,645.4,644.91,643.83,198.46210848 +2016-07-08 07:00:00,640.25,646.88,642.58,644.91,275.02628002 +2016-07-08 06:00:00,640.78,644.84,641.94,641.82,310.01643306 +2016-07-08 05:00:00,638.04,644.99,641.11,641.44,484.91734838 +2016-07-08 04:00:00,640.88,645.56,642.18,641.05,387.05112319 +2016-07-08 03:00:00,640.0,648.86,647.55,642.13,630.98056046 +2016-07-08 02:00:00,645.05,649.71,645.64,646.76,646.12003681 +2016-07-08 01:00:00,645.15,647.99,647.76,645.55,332.49127718 +2016-07-08 00:00:00,641.62,647.99,641.97,647.76,428.40880382 +2016-07-07 23:00:00,638.12,641.99,638.12,641.97,401.74283679 +2016-07-07 22:00:00,628.0,642.69,628.5,638.16,757.50793287 +2016-07-07 21:00:00,611.94,628.5,623.28,628.5,857.58939228 +2016-07-07 20:00:00,619.17,624.15,621.1,623.29,454.99226182 +2016-07-07 19:00:00,621.04,623.79,623.27,621.27,287.03072915 +2016-07-07 18:00:00,621.0,624.22,622.18,623.29,462.78741981 +2016-07-07 17:00:00,611.96,627.79,615.47,622.18,1112.70961313 +2016-07-07 16:00:00,615.25,640.0,639.13,615.25,1247.94302799 +2016-07-07 15:00:00,639.03,642.02,640.98,639.13,418.21071092 +2016-07-07 14:00:00,639.06,645.29,644.62,640.73,492.2020625 +2016-07-07 13:00:00,640.89,646.33,645.78,644.76,478.11301402 +2016-07-07 12:00:00,644.46,649.45,648.38,645.77,390.08373463 +2016-07-07 11:00:00,643.86,651.66,645.19,648.4,190.41421268 +2016-07-07 10:00:00,643.48,648.33,645.19,645.22,188.93560046 +2016-07-07 09:00:00,644.14,649.66,648.15,645.19,156.27886598 +2016-07-07 08:00:00,640.33,648.43,642.58,648.24,279.22512904 +2016-07-07 07:00:00,642.32,650.37,649.51,642.57,340.53031019 +2016-07-07 06:00:00,642.0,651.68,648.54,649.32,350.06312369 +2016-07-07 05:00:00,643.05,654.71,650.49,649.64,529.99805422 +2016-07-07 04:00:00,641.85,674.56,674.22,648.71,1638.53704719 +2016-07-07 03:00:00,672.52,678.39,678.39,674.3,360.64996344 +2016-07-07 02:00:00,675.8,680.27,677.98,678.43,365.61372093 +2016-07-07 01:00:00,677.03,683.44,678.34,678.12,385.61892197 +2016-07-07 00:00:00,677.01,678.79,678.79,678.43,134.70292773 +2016-07-06 23:00:00,675.53,679.59,676.56,678.79,266.03404065 +2016-07-06 22:00:00,675.94,678.09,676.0,676.57,260.10232812 +2016-07-06 21:00:00,672.0,676.0,675.31,676.0,266.67649291 +2016-07-06 20:00:00,671.0,676.0,675.27,675.31,482.26134397 +2016-07-06 19:00:00,672.82,676.0,675.35,675.99,193.27516905 +2016-07-06 18:00:00,673.81,676.47,675.22,675.33,341.90194736 +2016-07-06 17:00:00,672.44,676.18,674.59,675.47,285.14206421 +2016-07-06 16:00:00,672.74,676.78,673.43,674.14,300.39704432 +2016-07-06 15:00:00,671.35,676.53,672.59,673.5,364.50593564 +2016-07-06 14:00:00,671.26,673.5,671.95,672.81,251.55136888 +2016-07-06 13:00:00,670.85,673.5,672.73,671.19,297.88178433 +2016-07-06 12:00:00,671.04,673.24,672.7,671.98,129.95832974 +2016-07-06 11:00:00,666.89,672.71,670.1,672.71,152.84531261 +2016-07-06 10:00:00,665.69,672.79,672.71,670.2,139.95461486 +2016-07-06 09:00:00,672.36,677.69,676.38,672.45,85.63322583 +2016-07-06 08:00:00,671.73,676.59,671.92,676.4,54.18226307 +2016-07-06 07:00:00,670.79,674.49,674.18,671.96,78.67749178 +2016-07-06 06:00:00,673.67,677.5,675.44,674.4,123.63838383 +2016-07-06 05:00:00,674.06,680.79,679.65,675.54,203.14503168 +2016-07-06 04:00:00,678.66,680.75,679.2,679.66,136.46547242 +2016-07-06 03:00:00,675.79,680.66,675.8,679.43,243.5611661 +2016-07-06 02:00:00,665.0,677.0,676.76,675.8,230.5578062 +2016-07-06 01:00:00,665.0,678.99,669.59,676.88,572.91026998 +2016-07-06 00:00:00,669.18,670.0,669.75,669.74,206.97919074 +2016-07-05 23:00:00,667.84,670.0,669.55,669.87,187.49064806 +2016-07-05 22:00:00,667.4,671.07,670.71,669.69,220.77826212 +2016-07-05 21:00:00,668.01,671.99,671.51,670.71,407.37391572 +2016-07-05 20:00:00,668.86,671.99,670.53,671.52,229.266167 +2016-07-05 19:00:00,669.69,672.0,670.99,670.3,297.50510521 +2016-07-05 18:00:00,670.29,671.35,671.06,671.0,208.67851833 +2016-07-05 17:00:00,670.29,672.48,671.03,671.36,257.57700372 +2016-07-05 16:00:00,667.52,672.17,672.02,671.74,271.75376392 +2016-07-05 15:00:00,664.53,672.23,665.01,671.52,274.71520236 +2016-07-05 14:00:00,662.51,673.23,672.11,665.02,328.26284538 +2016-07-05 13:00:00,671.38,675.88,673.26,672.22,170.60386934 +2016-07-05 12:00:00,673.02,675.63,674.32,673.25,160.79660056 +2016-07-05 11:00:00,669.69,675.83,671.46,674.31,227.15868874 +2016-07-05 10:00:00,671.0,674.07,671.07,671.54,137.46385836 +2016-07-05 09:00:00,670.0,678.02,673.6,671.08,182.02042984 +2016-07-05 08:00:00,671.01,673.5,673.45,673.5,95.3308591 +2016-07-05 07:00:00,671.99,675.41,675.11,673.45,172.54036441 +2016-07-05 06:00:00,672.11,677.97,677.95,675.08,240.15159656 +2016-07-05 05:00:00,674.9,678.84,678.31,678.17,189.7636787 +2016-07-05 04:00:00,678.0,680.73,680.61,678.31,80.75256121 +2016-07-05 03:00:00,679.51,680.65,680.29,680.65,164.46541116 +2016-07-05 02:00:00,679.51,680.79,680.78,680.27,99.97753375 +2016-07-05 01:00:00,677.17,681.77,681.77,680.75,197.32480723 +2016-07-05 00:00:00,679.64,682.37,681.98,681.77,242.06013574 +2016-07-04 23:00:00,678.37,682.0,678.46,681.98,323.63450862 +2016-07-04 22:00:00,677.53,678.99,678.46,678.46,96.35679535 +2016-07-04 21:00:00,677.78,678.47,678.31,678.45,124.31603754 +2016-07-04 20:00:00,675.61,678.72,677.34,678.46,218.29662297 +2016-07-04 19:00:00,673.09,677.7,674.04,677.33,132.6454166 +2016-07-04 18:00:00,669.45,674.49,673.53,673.88,182.15363025 +2016-07-04 17:00:00,671.87,674.4,672.19,674.19,98.21046414 +2016-07-04 16:00:00,668.87,676.75,675.81,672.2,326.43570964 +2016-07-04 15:00:00,675.51,681.86,680.2,675.51,210.67379782 +2016-07-04 14:00:00,679.12,683.69,683.18,679.83,180.74868827 +2016-07-04 13:00:00,671.85,683.54,671.89,683.17,225.77330986 +2016-07-04 12:00:00,670.95,672.72,672.54,671.91,97.29887667 +2016-07-04 11:00:00,670.6,673.19,673.19,672.54,78.23088269 +2016-07-04 10:00:00,671.31,675.11,671.86,672.55,173.51563649 +2016-07-04 09:00:00,670.0,676.36,675.64,671.96,115.67027463 +2016-07-04 08:00:00,673.83,677.1,676.13,674.82,126.50426445 +2016-07-04 07:00:00,673.59,678.78,677.42,676.03,100.99006246 +2016-07-04 06:00:00,671.36,678.82,671.52,677.4,96.28672328 +2016-07-04 05:00:00,669.99,678.81,678.81,671.04,103.72348412 +2016-07-04 04:00:00,675.13,679.31,675.13,678.81,304.96308354 +2016-07-04 03:00:00,668.01,676.89,669.4,674.67,231.93456811 +2016-07-04 02:00:00,667.01,675.99,667.99,669.42,326.11648791 +2016-07-29 01:00:00,656.9,657.49,657.28,657.38,145.30001738 +2016-07-29 00:00:00,656.03,657.45,657.4,657.02,185.69595999 +2016-07-28 23:00:00,656.55,657.48,656.96,657.4,184.53393909 +2016-07-28 22:00:00,656.4,657.42,657.3,656.9,178.76718412 +2016-07-28 21:00:00,656.77,657.48,657.39,657.42,191.49094649 +2016-07-28 20:00:00,655.81,657.43,657.42,657.39,270.21873435 +2016-07-28 19:00:00,656.26,657.46,657.0,657.41,207.25922128 +2016-07-28 18:00:00,657.0,657.5,657.02,657.0,155.98654202 +2016-07-28 17:00:00,657.0,657.99,657.1,657.19,215.9163757 +2016-07-28 16:00:00,656.5,659.52,656.94,657.11,206.75691739 +2016-07-28 15:00:00,656.7,659.97,659.57,656.7,314.84557444 +2016-07-28 14:00:00,658.0,659.69,658.25,659.69,221.61923751 +2016-07-28 13:00:00,656.8,658.25,657.2,658.25,161.90582022 +2016-07-28 12:00:00,655.95,657.2,656.53,657.2,144.79578262 +2016-07-28 11:00:00,655.6,657.72,655.69,656.63,98.67345809 +2016-07-28 10:00:00,654.52,657.1,656.79,655.48,121.86396503 +2016-07-28 09:00:00,656.1,657.88,657.38,656.84,80.84795224 +2016-07-28 08:00:00,654.1,657.87,657.03,657.38,136.77484973 +2016-07-28 07:00:00,657.0,657.42,657.24,657.03,36.57580464 +2016-07-28 06:00:00,656.82,657.83,657.16,657.25,99.84832864 +2016-07-28 05:00:00,656.09,658.0,657.92,657.16,96.07484296 +2016-07-28 04:00:00,656.74,657.99,657.5,657.92,98.59834195 +2016-07-28 03:00:00,656.01,657.57,656.78,657.5,136.13145089 +2016-07-28 02:00:00,656.01,657.92,657.04,656.78,134.05936817 +2016-07-28 01:00:00,656.56,657.53,657.29,656.8,126.64662022 +2016-07-28 00:00:00,656.02,657.37,657.0,657.15,212.79715169 +2016-07-27 23:00:00,655.17,657.37,656.99,657.35,273.16839256 +2016-07-27 22:00:00,655.43,657.37,656.59,656.99,242.06109851 +2016-07-27 21:00:00,656.31,658.16,657.06,656.6,218.57991015 +2016-07-27 20:00:00,656.5,657.5,657.49,657.16,240.67540377 +2016-07-27 19:00:00,656.63,658.65,657.04,657.49,256.61186647 +2016-07-27 18:00:00,655.79,658.99,656.29,656.75,309.98086502 +2016-07-27 17:00:00,656.16,658.79,656.99,656.29,235.5425285 +2016-07-27 16:00:00,655.87,658.81,656.14,657.0,322.93037136 +2016-07-27 15:00:00,653.62,656.5,654.08,656.09,181.00265163 +2016-07-27 14:00:00,653.44,655.21,654.13,654.06,183.07048258 +2016-07-27 13:00:00,652.13,654.15,653.47,654.14,128.98087068 +2016-07-27 12:00:00,652.28,653.83,653.13,653.38,149.68879641 +2016-07-27 11:00:00,652.29,653.12,652.42,653.11,122.58949025 +2016-07-27 10:00:00,651.98,653.62,653.62,652.43,141.76210031 +2016-07-27 09:00:00,652.84,653.9,653.86,653.12,125.61478924 +2016-07-27 08:00:00,653.49,655.04,655.04,653.72,50.35123633 +2016-07-27 07:00:00,654.07,656.92,655.67,654.99,61.72298917 +2016-07-27 06:00:00,654.93,658.0,655.48,655.65,344.11691226 +2016-07-27 05:00:00,646.96,656.42,647.12,655.44,149.94543164 +2016-07-27 04:00:00,646.56,652.97,652.71,647.12,399.63749253 +2016-07-27 03:00:00,651.48,655.53,653.35,652.71,277.49103574 +2016-07-27 02:00:00,650.0,655.05,650.14,652.83,259.13930991 +2016-07-27 01:00:00,647.58,651.79,651.55,650.0,287.92700073 +2016-07-27 00:00:00,651.26,654.11,654.06,651.56,212.55034861 +2016-07-26 23:00:00,654.0,658.99,658.88,654.06,469.96345851 +2016-07-26 22:00:00,656.51,658.99,658.33,658.99,214.66641846 +2016-07-26 21:00:00,657.47,658.38,657.99,658.12,292.82385415 +2016-07-26 20:00:00,656.43,657.99,656.51,657.99,261.96368409 +2016-07-26 19:00:00,656.43,657.99,657.97,656.49,423.41972925 +2016-07-26 18:00:00,656.1,657.99,656.68,657.68,474.52236685 +2016-07-26 17:00:00,655.66,656.99,656.37,656.68,301.41654285 +2016-07-26 16:00:00,654.7,656.36,655.0,656.34,253.41803253 +2016-07-26 15:00:00,654.07,656.09,655.08,654.99,264.37755664 +2016-07-26 14:00:00,653.48,657.1,655.0,654.78,296.22709242 +2016-07-26 13:00:00,650.36,655.0,650.38,655.0,427.39049739 +2016-07-26 12:00:00,649.21,650.84,650.71,650.39,188.21208035 +2016-07-26 11:00:00,649.96,651.77,650.02,650.67,145.79839458 +2016-07-26 10:00:00,648.15,652.24,649.33,650.07,247.48821096 +2016-07-26 09:00:00,647.72,649.46,649.14,649.32,116.68197919 +2016-07-26 08:00:00,647.63,649.74,647.71,649.1,99.43869896 +2016-07-26 07:00:00,645.27,649.03,646.19,647.6,226.18636784 +2016-07-26 06:00:00,645.0,656.01,656.0,646.19,694.14147004 +2016-07-26 05:00:00,656.0,658.4,658.39,656.0,127.68214139 +2016-07-26 04:00:00,656.4,658.68,657.42,658.27,165.67595943 +2016-07-26 03:00:00,656.88,658.11,658.03,657.42,163.90521187 +2016-07-26 02:00:00,657.01,658.55,657.96,657.71,271.16493152 +2016-07-26 01:00:00,657.44,658.16,657.97,657.96,191.22594338 +2016-07-26 00:00:00,657.26,657.99,657.99,657.99,152.94959886 +2016-07-25 23:00:00,657.0,657.99,657.79,657.79,234.72207757 +2016-07-25 22:00:00,657.0,658.21,657.23,657.65,261.56536196 +2016-07-25 21:00:00,655.54,657.77,656.12,657.32,181.61672828 +2016-07-25 20:00:00,655.5,658.07,657.55,655.5,328.39611612 +2016-07-25 19:00:00,656.39,658.62,657.62,657.56,230.62419047 +2016-07-25 18:00:00,655.51,657.82,655.8,657.62,270.69322135 +2016-07-25 17:00:00,655.19,657.84,657.31,655.63,238.63454982 +2016-07-25 16:00:00,657.22,659.37,658.58,657.3,237.04219936 +2016-07-25 15:00:00,657.4,659.99,657.91,658.71,370.24302209 +2016-07-25 14:00:00,654.96,658.44,655.49,657.92,190.34117364 +2016-07-25 13:00:00,654.89,655.78,655.6,655.41,150.83590794 +2016-07-25 12:00:00,653.77,655.65,654.54,655.65,147.69238872 +2016-07-25 11:00:00,653.91,655.51,655.51,654.53,144.23551199 +2016-07-25 10:00:00,655.28,656.22,655.83,655.56,50.83008366 +2016-07-25 09:00:00,655.82,657.31,656.21,655.85,104.36239412 +2016-07-25 08:00:00,655.8,656.36,655.93,656.32,78.37884566 +2016-07-25 07:00:00,655.81,656.53,656.52,655.95,75.11745377 +2016-07-25 06:00:00,655.8,660.52,660.35,656.47,158.78929563 +2016-07-25 05:00:00,660.0,661.78,661.25,660.15,119.29413554 +2016-07-25 04:00:00,660.6,664.13,662.76,660.79,203.14747417 +2016-07-25 03:00:00,661.83,662.81,661.85,662.76,87.31080719 +2016-07-25 02:00:00,660.5,661.88,660.5,661.87,68.43954984 +2016-07-25 01:00:00,660.04,661.34,661.18,660.51,70.32250168 +2016-07-25 00:00:00,660.49,662.12,660.92,661.16,98.90274782 +2016-07-24 23:00:00,660.0,661.11,660.9,661.0,158.55817616 +2016-07-24 22:00:00,660.61,662.48,661.22,661.15,168.51880945 +2016-07-24 21:00:00,660.95,662.63,661.81,661.41,217.31569526 +2016-07-24 20:00:00,661.29,664.46,663.18,661.8,122.71376686 +2016-07-24 19:00:00,662.35,664.0,663.37,663.3,180.43329766 +2016-07-24 18:00:00,662.94,664.99,664.93,663.04,233.96084354 +2016-07-24 17:00:00,662.45,666.37,662.91,664.97,370.26664935 +2016-07-24 16:00:00,659.76,663.0,659.99,663.0,278.37636053 +2016-07-24 15:00:00,659.82,659.99,659.82,659.98,94.25079246 +2016-07-24 14:00:00,658.1,659.99,659.63,659.76,140.84096011 +2016-07-24 13:00:00,659.1,659.89,659.8,659.64,119.19457295 +2016-07-24 12:00:00,659.34,659.95,659.55,659.95,48.98220482 +2016-07-24 11:00:00,657.12,659.76,657.49,659.55,33.42100184 +2016-07-24 10:00:00,655.26,657.89,656.87,657.89,38.67005391 +2016-07-24 09:00:00,656.6,658.0,657.29,656.93,60.441329 +2016-07-24 08:00:00,657.03,658.37,658.06,657.28,57.35389529 +2016-07-24 07:00:00,657.22,658.99,657.31,658.07,241.08772993 +2016-07-24 06:00:00,655.9,657.5,657.39,657.31,136.85075699 +2016-07-24 05:00:00,656.81,657.64,657.28,657.45,60.92153716 +2016-07-24 04:00:00,656.5,657.89,657.7,657.28,89.95062971 +2016-07-24 03:00:00,656.47,658.06,656.47,657.7,88.04665088 +2016-07-24 02:00:00,655.01,657.51,655.99,656.37,242.83154849 +2016-07-24 01:00:00,655.51,658.56,658.0,655.99,144.69493439 +2016-07-24 00:00:00,657.1,658.98,657.68,658.0,95.39903294 +2016-07-23 23:00:00,657.5,658.81,657.77,657.5,122.88711491 +2016-07-23 22:00:00,657.12,658.97,658.84,657.78,158.91712539 +2016-07-23 21:00:00,656.01,658.99,657.42,658.98,255.07368783 +2016-07-23 20:00:00,656.01,658.49,657.86,657.35,279.22775162 +2016-07-23 19:00:00,656.08,658.99,658.6,657.88,241.76663411 +2016-07-23 18:00:00,657.88,658.99,657.99,658.6,151.6455056 +2016-07-23 17:00:00,656.13,658.29,656.49,657.99,207.69388516 +2016-07-23 16:00:00,656.02,658.87,658.14,656.5,185.32384082 +2016-07-23 15:00:00,658.12,659.99,658.99,658.15,165.97164927 +2016-07-23 14:00:00,658.1,661.48,661.32,659.09,156.77880423 +2016-07-23 13:00:00,659.71,661.48,659.84,661.29,111.97042017 +2016-07-23 12:00:00,658.96,660.58,659.48,659.77,91.35016266 +2016-07-23 11:00:00,658.34,659.75,658.4,659.74,80.82747269 +2016-07-23 10:00:00,656.58,659.24,658.31,658.44,92.41776533 +2016-07-23 09:00:00,655.1,660.83,660.3,658.3,118.40328597 +2016-07-23 08:00:00,656.87,660.3,657.14,660.3,64.13103839 +2016-07-23 07:00:00,656.93,658.55,658.2,657.12,82.09463391 +2016-07-23 06:00:00,657.01,661.09,661.0,658.15,128.59815093 +2016-07-23 05:00:00,661.0,661.97,661.84,661.09,129.29230676 +2016-07-23 04:00:00,660.32,662.35,661.07,661.9,257.41808738 +2016-07-23 03:00:00,659.64,661.11,660.66,661.07,199.44762926 +2016-07-23 02:00:00,656.9,660.99,657.69,660.59,250.604455 +2016-07-23 01:00:00,654.4,657.7,657.14,657.7,413.62408304 +2016-07-23 00:00:00,653.92,657.66,654.7,656.87,434.04591509 +2016-07-22 23:00:00,650.11,654.96,650.24,654.67,413.10142762 +2016-07-22 22:00:00,647.59,657.07,657.05,649.97,607.37277846 +2016-07-22 21:00:00,656.36,659.41,659.4,657.0,218.1508932 +2016-07-22 20:00:00,658.0,660.68,658.35,659.41,269.03274315 +2016-07-22 19:00:00,658.01,661.12,660.92,658.01,348.24412835 +2016-07-22 18:00:00,658.94,661.02,659.79,660.9,385.80297128 +2016-07-22 17:00:00,658.23,660.64,658.96,660.14,466.82294588 +2016-07-22 16:00:00,653.66,659.08,653.66,659.01,332.75096107 +2016-07-22 15:00:00,653.05,656.39,656.34,653.67,602.90507209 +2016-07-22 14:00:00,654.81,657.29,655.92,656.49,434.1992298 +2016-07-22 13:00:00,651.68,662.19,662.01,656.0,798.39483884 +2016-07-22 12:00:00,662.0,663.89,663.5,662.0,286.54620566 +2016-07-22 11:00:00,663.22,667.19,666.99,663.5,221.58995458 +2016-07-22 10:00:00,666.29,667.97,667.29,666.99,142.38751694 +2016-07-22 09:00:00,666.04,668.07,668.07,667.28,155.50920731 +2016-07-22 08:00:00,668.01,668.79,668.17,668.06,94.17175468 +2016-07-22 07:00:00,668.0,669.36,669.36,668.17,84.77674892 +2016-07-22 06:00:00,669.0,669.94,669.35,669.41,132.26310891 +2016-07-22 05:00:00,668.48,669.54,668.64,669.35,190.69371927 +2016-07-22 04:00:00,668.07,669.72,669.6,668.86,231.36586155 +2016-07-22 03:00:00,668.55,669.69,669.3,669.59,174.18208278 +2016-07-22 02:00:00,668.5,669.33,669.15,669.24,189.24853315 +2016-07-22 01:00:00,668.49,669.25,668.9,669.13,208.03060251 +2016-07-22 00:00:00,665.9,668.97,667.27,668.9,384.42137965 +2016-07-21 23:00:00,666.69,667.99,667.48,667.28,222.5546983 +2016-07-21 22:00:00,666.31,667.51,667.18,667.49,175.54775608 +2016-07-21 21:00:00,666.63,667.51,666.87,667.0,203.64489003 +2016-07-21 20:00:00,666.63,667.51,667.13,666.66,235.88375246 +2016-07-21 19:00:00,666.01,667.87,667.15,667.34,226.11903582 +2016-07-21 18:00:00,666.02,667.99,666.91,667.16,442.73205987 +2016-07-21 17:00:00,666.68,668.4,666.75,666.91,252.7014306 +2016-07-21 16:00:00,665.39,667.17,665.69,666.7,232.00295307 +2016-07-21 15:00:00,665.0,665.99,665.21,665.62,155.8556432 +2016-07-21 14:00:00,664.81,665.3,665.27,665.22,232.86785446 +2016-07-21 13:00:00,665.04,665.3,665.29,665.27,123.64004685 +2016-07-21 12:00:00,664.03,665.47,664.43,665.21,123.04994577 +2016-07-21 11:00:00,664.15,664.82,664.4,664.44,67.3923994 +2016-07-21 10:00:00,664.02,664.78,664.21,664.55,64.92764227 +2016-07-21 09:00:00,664.22,664.89,664.81,664.22,56.13197505 +2016-07-21 08:00:00,663.77,665.49,665.49,664.77,50.3864389 +2016-07-21 07:00:00,665.03,665.71,665.09,665.5,67.70877069 +2016-07-21 06:00:00,663.31,665.1,663.55,665.1,93.5281522 +2016-07-21 05:00:00,663.26,663.95,663.41,663.51,93.54624733 +2016-07-21 04:00:00,662.86,663.41,662.87,663.41,131.52833164 +2016-07-21 03:00:00,662.07,662.95,662.51,662.88,164.043632 +2016-07-21 02:00:00,661.19,665.88,665.68,662.51,257.54170598 +2016-07-21 01:00:00,665.39,666.74,665.94,665.39,131.58285329 +2016-07-21 00:00:00,665.12,667.74,667.15,665.94,162.95359315 +2016-07-20 23:00:00,666.92,667.99,667.42,666.92,302.70583487 +2016-07-20 22:00:00,666.52,667.5,667.33,667.41,167.9636033 +2016-07-20 21:00:00,666.32,667.5,666.39,667.33,185.43870653 +2016-07-20 20:00:00,665.45,666.88,665.81,666.4,209.40751184 +2016-07-20 19:00:00,664.91,667.0,666.79,665.97,177.28499048 +2016-07-20 18:00:00,664.85,667.85,667.57,666.93,192.76554975 +2016-07-20 17:00:00,665.81,668.0,666.4,667.97,222.53663706 +2016-07-20 16:00:00,665.31,667.87,667.14,666.34,227.41798811 +2016-07-20 15:00:00,664.6,671.36,671.35,667.14,359.00694054 +2016-07-20 14:00:00,671.1,671.9,671.27,671.33,161.9423134 +2016-07-20 13:00:00,671.1,672.66,672.66,671.3,191.93906875 +2016-07-20 12:00:00,671.83,672.95,672.53,672.65,80.27084228 +2016-07-20 11:00:00,672.05,673.06,672.39,672.11,106.91087673 +2016-07-20 10:00:00,671.43,672.7,672.11,672.51,72.85412524 +2016-07-20 09:00:00,671.99,672.96,672.46,672.11,42.83846233 +2016-07-20 08:00:00,672.21,673.42,672.6,672.56,47.40784822 +2016-07-20 07:00:00,672.0,672.6,672.5,672.6,39.86871611 +2016-07-20 06:00:00,672.22,674.71,674.62,672.54,45.94383476 +2016-07-20 05:00:00,673.63,674.94,674.24,674.54,107.66803817 +2016-07-20 04:00:00,673.71,674.97,674.61,674.21,115.71309823 +2016-07-20 03:00:00,674.2,674.98,674.86,674.6,120.99761606 +2016-07-20 02:00:00,674.52,674.99,674.96,674.96,95.75013271 +2016-07-20 01:00:00,673.78,674.99,674.83,674.96,145.04692423 +2016-07-20 00:00:00,673.98,674.98,673.98,674.74,184.18313986 +2016-07-19 23:00:00,672.98,673.99,672.99,673.98,158.29217635 +2016-07-19 22:00:00,671.62,672.99,671.95,672.99,205.75129268 +2016-07-19 21:00:00,671.48,671.99,671.82,671.66,164.07290651 +2016-07-19 20:00:00,670.16,671.99,670.62,671.94,172.93008958 +2016-07-19 19:00:00,670.13,672.16,670.29,670.25,216.78928214 +2016-07-19 18:00:00,668.5,670.98,668.66,670.26,209.07227701 +2016-07-19 17:00:00,666.17,669.31,667.01,668.56,190.10915044 +2016-07-19 16:00:00,667.01,672.91,672.76,667.01,516.86548442 +2016-07-19 15:00:00,672.32,673.9,673.9,672.76,213.40870785 +2016-07-19 14:00:00,672.5,674.57,672.9,673.91,197.46520106 +2016-07-19 13:00:00,672.9,674.0,673.53,672.91,150.12471773 +2016-07-19 12:00:00,673.52,675.71,673.53,673.52,216.53688304 +2016-07-19 11:00:00,672.51,674.13,672.52,673.53,68.51211864 +2016-07-19 10:00:00,671.91,672.73,672.24,672.5,97.98525541 +2016-07-19 09:00:00,672.0,674.49,674.43,672.51,90.64272039 +2016-07-19 08:00:00,674.37,676.24,676.0,674.37,32.08679348 +2016-07-19 07:00:00,675.31,676.52,675.62,676.0,90.20173635 +2016-07-19 06:00:00,675.31,676.38,675.73,675.61,62.897035 +2016-07-19 05:00:00,674.61,675.73,675.18,675.73,80.80519876 +2016-07-19 04:00:00,675.09,676.54,676.2,675.16,90.33581317 +2016-07-19 03:00:00,675.29,676.29,676.2,676.29,131.75993938 +2016-07-19 02:00:00,675.45,676.69,676.24,676.27,159.63930707 +2016-07-19 01:00:00,675.44,676.87,675.96,676.25,159.96305782 +2016-07-19 00:00:00,674.72,676.0,675.51,675.95,123.524034 +2016-07-18 23:00:00,675.31,676.48,675.99,675.5,158.23749735 +2016-07-18 22:00:00,674.77,676.29,674.88,676.0,195.26407732 +2016-07-18 21:00:00,671.35,675.0,672.29,674.98,175.67903009 +2016-07-18 20:00:00,670.19,673.0,670.2,672.29,279.85447505 +2016-07-18 19:00:00,670.0,673.5,671.9,670.2,291.17304701 +2016-07-18 18:00:00,670.05,677.46,676.97,671.9,300.41039159 +2016-07-18 17:00:00,675.26,677.5,675.26,677.01,200.50014827 +2016-07-18 16:00:00,673.82,683.25,681.29,675.0,423.69133094 +2016-07-18 15:00:00,679.62,681.2,680.0,681.2,225.19171174 +2016-07-18 14:00:00,676.9,680.0,677.11,680.0,201.83292316 +2016-07-18 13:00:00,676.57,678.13,678.06,677.12,142.15971547 +2016-07-18 12:00:00,677.68,680.61,680.33,677.78,191.79930944 +2016-07-18 11:00:00,679.38,680.7,679.55,680.12,92.27671252 +2016-07-18 10:00:00,679.21,680.55,679.96,679.84,145.59398061 +2016-07-18 09:00:00,679.84,681.27,680.98,680.01,92.22809069 +2016-07-18 08:00:00,680.49,681.97,681.76,680.97,69.35950568 +2016-07-18 07:00:00,680.98,681.87,681.64,681.66,66.55953976 +2016-07-18 06:00:00,680.13,681.74,681.4,681.51,169.31113111 +2016-07-18 05:00:00,681.35,682.98,682.98,681.35,76.67166902 +2016-07-18 04:00:00,682.1,684.66,684.49,682.72,314.15016105 +2016-07-18 03:00:00,683.79,684.94,684.82,684.49,170.55614032 +2016-07-18 02:00:00,680.73,684.84,680.99,684.82,284.33978584 +2016-07-18 01:00:00,680.12,681.07,680.86,681.0,152.06296287 +2016-07-18 00:00:00,680.0,680.99,680.0,680.76,128.81844787 +2016-07-17 23:00:00,677.23,680.0,678.38,680.0,207.31406251 +2016-07-17 22:00:00,677.63,680.99,680.99,678.43,165.23556817 +2016-07-17 21:00:00,680.19,680.99,680.29,680.99,140.59161183 +2016-07-17 20:00:00,679.31,680.29,679.5,680.28,135.31417075 +2016-07-17 19:00:00,677.22,680.79,680.0,679.49,239.74940295 +2016-07-17 18:00:00,679.9,680.33,680.33,679.99,216.69534819 +2016-07-17 17:00:00,679.89,680.97,679.9,680.32,325.9675205 +2016-07-17 16:00:00,670.84,680.0,670.99,679.89,687.70166493 +2016-07-17 15:00:00,669.76,670.99,670.28,670.99,124.03390508 +2016-07-17 14:00:00,669.81,670.81,669.94,670.28,259.83406101 +2016-07-17 13:00:00,669.7,670.0,669.97,669.95,114.02252303 +2016-07-17 12:00:00,669.45,669.99,669.61,669.98,70.51995004 +2016-07-17 11:00:00,669.13,669.65,669.21,669.54,17.58963475 +2016-07-17 10:00:00,668.6,669.22,669.22,669.21,43.60608535 +2016-07-17 09:00:00,669.07,669.75,669.7,669.21,59.53407253 +2016-07-17 08:00:00,669.38,669.99,669.88,669.7,56.50887816 +2016-07-17 07:00:00,669.38,669.99,669.41,669.88,55.47521904 +2016-07-17 06:00:00,668.52,669.99,669.16,669.45,137.06746498 +2016-07-17 05:00:00,668.5,669.49,668.97,668.81,99.65476319 +2016-07-17 04:00:00,668.12,669.29,668.88,668.91,103.84815474 +2016-07-17 03:00:00,668.11,669.56,668.44,668.65,244.96186006 +2016-07-17 02:00:00,665.95,668.53,666.54,668.4,231.49333675 +2016-07-17 01:00:00,665.95,667.0,667.0,666.69,106.01307227 +2016-07-17 00:00:00,665.97,667.0,666.3,666.99,101.69169324 +2016-07-16 23:00:00,665.8,666.63,666.0,666.32,120.71581934 +2016-07-16 22:00:00,665.8,667.05,666.59,665.95,74.56052197 +2016-07-16 21:00:00,666.23,666.88,666.6,666.47,131.30823991 +2016-07-16 20:00:00,665.87,666.6,666.22,666.49,73.95265548 +2016-07-16 19:00:00,665.26,666.39,665.95,665.8,108.84366284 +2016-07-16 18:00:00,665.01,666.22,665.37,665.95,135.78975124 +2016-07-16 17:00:00,664.99,666.06,665.4,665.73,87.05170756 +2016-07-16 16:00:00,663.14,665.48,663.96,665.4,152.05920624 +2016-07-16 15:00:00,662.4,664.08,663.15,663.37,150.57656199 +2016-07-16 14:00:00,662.7,663.95,663.24,663.31,113.65726483 +2016-08-10 13:00:00,589.02,594.0,589.05,593.95,215.59520648 +2016-08-10 12:00:00,587.0,589.95,588.11,589.05,217.66778084 +2016-08-10 11:00:00,583.29,591.99,591.62,588.11,317.84713775 +2016-08-10 10:00:00,583.99,594.1,587.35,591.62,1417.7654148 +2016-08-10 09:00:00,583.99,590.99,586.16,587.35,619.03293767 +2016-08-10 08:00:00,583.29,590.99,588.2,586.18,1651.6057708 +2016-08-10 07:00:00,583.81,590.0,587.0,588.48,544.14228232 +2016-08-10 06:00:00,583.79,588.8,587.84,586.99,364.11955479 +2016-08-10 05:00:00,585.9,587.99,586.22,587.85,133.02893516 +2016-08-10 04:00:00,583.47,589.37,587.88,586.22,207.3179208 +2016-08-10 03:00:00,586.71,590.23,589.97,587.89,217.18021046 +2016-08-10 02:00:00,588.7,590.02,588.78,589.98,201.76653596 +2016-08-10 01:00:00,587.03,588.78,587.35,588.78,154.27671622 +2016-08-10 00:00:00,586.75,587.77,586.75,587.36,181.44916946 +2016-08-09 23:00:00,585.38,589.99,587.93,586.45,311.92266034 +2016-08-09 22:00:00,586.75,587.99,587.09,587.99,180.45180596 +2016-08-09 21:00:00,586.0,587.1,586.39,587.1,191.01419854 +2016-08-09 20:00:00,586.01,587.1,587.0,586.4,263.71091828 +2016-08-09 19:00:00,585.96,587.0,586.64,587.0,328.62130097 +2016-08-09 18:00:00,586.26,587.99,587.55,586.66,259.04241513 +2016-08-09 17:00:00,587.2,590.89,590.19,587.58,264.47511755 +2016-08-09 16:00:00,590.0,592.49,591.0,590.35,270.59962181 +2016-08-09 15:00:00,590.59,591.32,590.92,591.0,233.90991429 +2016-08-09 14:00:00,590.91,592.11,591.39,590.91,186.83296199 +2016-08-09 13:00:00,590.6,592.53,590.7,591.39,220.90153126 +2016-08-09 12:00:00,590.32,591.99,591.55,590.68,188.56400464 +2016-08-09 11:00:00,589.76,591.59,589.97,591.5,134.78354251 +2016-08-09 10:00:00,587.23,590.34,588.94,589.98,147.05091921 +2016-08-09 09:00:00,588.03,589.12,588.57,588.99,69.10428367 +2016-08-09 08:00:00,588.01,589.25,588.91,588.57,110.87517062 +2016-08-09 07:00:00,588.66,589.73,588.66,588.89,74.15511515 +2016-08-09 06:00:00,588.6,590.98,590.66,588.67,123.90668981 +2016-08-09 05:00:00,588.51,591.47,588.73,590.78,129.76319368 +2016-08-09 04:00:00,588.0,591.3,591.3,588.74,206.53537903 +2016-08-09 03:00:00,589.0,592.97,592.71,591.29,141.97127327 +2016-08-09 02:00:00,589.8,594.04,591.68,592.9,312.37523583 +2016-08-09 01:00:00,590.0,591.66,590.96,591.66,239.91445823 +2016-08-09 00:00:00,590.0,592.43,591.58,590.97,227.14453561 +2016-08-08 23:00:00,591.07,593.01,592.05,591.48,286.656069 +2016-08-08 22:00:00,591.93,593.78,593.75,592.02,292.26697425 +2016-08-08 21:00:00,592.68,593.85,593.48,593.71,237.13313577 +2016-08-08 20:00:00,592.68,594.83,594.61,593.38,240.86441031 +2016-08-08 19:00:00,593.33,595.82,593.33,594.16,160.83853571 +2016-08-08 18:00:00,592.89,595.99,594.53,592.89,182.17880395 +2016-08-08 17:00:00,592.94,595.29,592.94,594.91,264.97721095 +2016-08-08 16:00:00,592.52,594.31,592.52,592.91,195.68839041 +2016-08-08 15:00:00,591.77,595.79,594.08,592.61,181.59318875 +2016-08-08 14:00:00,592.88,594.14,592.88,594.04,162.30058321 +2016-08-08 13:00:00,591.2,594.1,594.0,592.57,109.12929257 +2016-08-08 12:00:00,592.86,594.15,593.05,593.85,155.56980154 +2016-08-08 11:00:00,591.57,593.46,591.58,593.19,69.91445257 +2016-08-08 10:00:00,590.0,591.58,590.79,591.58,100.12564421 +2016-08-08 09:00:00,590.0,590.8,590.66,590.7,52.12773637 +2016-08-08 08:00:00,590.44,591.25,591.23,590.69,71.46022213 +2016-08-08 07:00:00,590.44,591.4,591.36,591.14,88.07986302 +2016-08-08 06:00:00,591.04,592.75,591.48,591.36,74.51791108 +2016-08-08 05:00:00,590.44,594.61,594.43,591.52,176.05044895 +2016-08-08 04:00:00,593.48,595.48,593.9,594.6,167.94751625 +2016-08-08 03:00:00,593.01,594.5,594.16,593.96,212.53171756 +2016-08-08 02:00:00,593.05,594.5,594.46,594.31,134.78169696 +2016-08-08 01:00:00,593.77,595.98,595.94,594.49,121.9950036 +2016-08-08 00:00:00,594.14,595.94,595.14,595.94,113.30201512 +2016-08-07 23:00:00,593.7,595.97,595.96,595.14,132.93291203 +2016-08-07 22:00:00,594.11,595.99,594.97,595.98,107.98602496 +2016-08-07 21:00:00,591.97,594.99,594.5,594.97,126.7967035 +2016-08-07 20:00:00,591.7,594.5,591.98,594.5,119.42657076 +2016-08-07 19:00:00,590.01,591.99,590.01,591.98,108.23470959 +2016-08-07 18:00:00,589.25,592.41,590.12,589.88,152.69208303 +2016-08-07 17:00:00,587.2,593.5,589.53,590.09,213.2780893 +2016-08-07 16:00:00,588.81,598.65,598.64,588.81,314.9792695 +2016-08-07 15:00:00,597.77,598.65,597.99,598.64,182.73020536 +2016-08-07 14:00:00,595.43,597.99,596.45,597.99,189.79921374 +2016-08-07 13:00:00,596.0,596.99,596.99,596.47,104.80729941 +2016-08-07 12:00:00,594.22,596.99,595.33,596.99,159.85162186 +2016-08-07 11:00:00,594.32,596.09,595.99,595.65,87.26747416 +2016-08-07 10:00:00,592.89,596.0,595.97,596.0,101.94994544 +2016-08-07 09:00:00,594.25,595.98,594.58,595.98,47.67006306 +2016-08-07 08:00:00,594.33,594.99,594.95,594.75,38.14863793 +2016-08-07 07:00:00,593.05,595.0,594.15,594.95,78.63944139 +2016-08-07 06:00:00,593.05,594.88,594.45,593.45,82.73869068 +2016-08-07 05:00:00,591.19,594.72,592.79,594.17,141.15310574 +2016-08-07 04:00:00,590.52,592.79,591.99,592.79,146.49042327 +2016-08-07 03:00:00,591.46,594.0,593.79,592.0,80.48052497 +2016-08-07 02:00:00,592.11,595.1,593.75,594.29,155.64493687 +2016-08-07 01:00:00,593.69,595.1,594.78,594.3,154.15400365 +2016-08-07 00:00:00,591.23,595.1,591.7,594.98,260.80542156 +2016-08-06 23:00:00,589.06,591.72,589.9,591.71,128.1849311 +2016-08-06 22:00:00,587.99,589.9,588.16,589.9,138.80882376 +2016-08-06 21:00:00,587.0,588.3,588.27,588.3,161.10518432 +2016-08-06 20:00:00,587.11,588.99,588.01,588.3,165.91159278 +2016-08-06 19:00:00,587.01,588.99,588.7,588.0,124.04860223 +2016-08-06 18:00:00,587.4,589.9,587.99,588.97,300.19032898 +2016-08-06 17:00:00,585.1,588.1,587.99,587.99,423.28175773 +2016-08-06 16:00:00,576.46,588.0,577.42,587.99,533.23574682 +2016-08-06 15:00:00,574.5,578.38,577.77,577.59,225.23606369 +2016-08-06 14:00:00,577.68,579.98,579.98,577.77,167.36750781 +2016-08-06 13:00:00,577.44,580.1,577.5,579.99,98.27605434 +2016-08-06 12:00:00,577.4,578.18,578.06,577.49,77.98201303 +2016-08-06 11:00:00,577.43,578.1,578.08,578.09,47.3521385 +2016-08-06 10:00:00,576.67,578.1,577.04,578.1,36.15462661 +2016-08-06 09:00:00,576.42,578.1,576.43,577.05,46.83680499 +2016-08-06 08:00:00,575.85,577.54,576.81,576.7,84.57597807 +2016-08-06 07:00:00,576.74,577.8,577.26,576.81,92.89225341 +2016-08-06 06:00:00,577.25,579.14,578.56,577.26,89.20157422 +2016-08-06 05:00:00,574.5,583.0,583.0,578.78,181.84747254 +2016-08-06 04:00:00,580.0,583.98,583.61,583.0,148.11827398 +2016-08-06 03:00:00,582.99,583.99,583.0,583.98,110.66579657 +2016-08-06 02:00:00,582.02,583.0,582.39,583.0,118.95917298 +2016-08-06 01:00:00,579.78,582.99,582.09,582.96,230.60882532 +2016-08-06 00:00:00,579.44,583.0,583.0,582.09,177.03128896 +2016-08-05 23:00:00,581.6,583.0,581.99,583.0,167.41436801 +2016-08-05 22:00:00,580.54,581.99,581.0,581.99,230.35665153 +2016-08-05 21:00:00,577.99,581.67,578.58,581.46,265.14996887 +2016-08-05 20:00:00,575.05,579.5,577.28,578.6,261.85082752 +2016-08-05 19:00:00,575.26,581.95,578.5,577.31,451.98043436 +2016-08-05 18:00:00,575.86,578.99,577.27,578.5,462.7180105 +2016-08-05 17:00:00,574.48,577.4,575.64,577.28,281.21874501 +2016-08-05 16:00:00,573.8,576.2,574.78,576.2,249.08268682 +2016-08-05 15:00:00,573.21,575.9,575.88,574.62,283.00204904 +2016-08-05 14:00:00,573.45,576.61,575.26,575.88,278.08257114 +2016-08-05 13:00:00,572.9,577.21,576.62,575.28,263.2555868 +2016-08-05 12:00:00,572.72,576.62,575.18,576.62,173.18039456 +2016-08-05 11:00:00,572.65,576.84,576.36,575.19,121.56227064 +2016-08-05 10:00:00,571.82,577.31,572.09,576.99,92.91279694 +2016-08-05 09:00:00,570.39,576.85,576.41,571.4,181.08744436 +2016-08-05 08:00:00,573.88,576.84,574.59,576.33,173.51109916 +2016-08-05 07:00:00,572.5,576.4,574.09,574.6,132.12366975 +2016-08-05 06:00:00,572.52,578.5,577.99,574.11,243.26602075 +2016-08-05 05:00:00,577.25,580.0,579.96,577.99,47.008699 +2016-08-05 04:00:00,577.35,582.04,582.04,579.97,284.73440577 +2016-08-05 03:00:00,582.0,589.0,585.6,582.22,189.70985058 +2016-08-05 02:00:00,584.88,592.86,592.0,585.2,238.74758792 +2016-08-05 01:00:00,588.62,592.87,589.94,592.0,204.3262189 +2016-08-05 00:00:00,586.6,590.0,587.5,588.88,202.10643761 +2016-08-04 23:00:00,583.7,587.99,587.76,587.5,274.18163088 +2016-08-04 22:00:00,572.28,592.87,573.53,587.8,912.89831918 +2016-08-04 21:00:00,568.99,574.85,574.48,573.65,304.70244737 +2016-08-04 20:00:00,564.74,574.54,565.98,573.56,391.37508023 +2016-08-04 19:00:00,562.11,574.34,574.33,565.98,741.16764657 +2016-08-04 18:00:00,566.45,580.0,579.89,573.2,474.90973161 +2016-08-04 17:00:00,575.0,579.87,576.97,579.87,351.5669287 +2016-08-04 16:00:00,574.56,577.96,577.96,576.71,442.7184177 +2016-08-04 15:00:00,575.73,582.05,581.04,577.99,411.6283172 +2016-08-04 14:00:00,579.34,584.74,583.44,581.04,285.14633893 +2016-08-04 13:00:00,582.02,587.21,585.78,582.94,279.24451119 +2016-08-04 12:00:00,577.7,587.49,578.07,585.81,393.45720963 +2016-08-04 11:00:00,575.22,579.57,579.0,577.7,188.18084531 +2016-08-04 10:00:00,574.92,581.84,579.85,579.58,286.7371545 +2016-08-04 09:00:00,574.93,582.99,580.78,579.7,249.36084442 +2016-08-04 08:00:00,580.0,584.18,582.99,580.0,324.02866515 +2016-08-04 07:00:00,581.0,583.12,583.08,583.0,227.21003992 +2016-08-04 06:00:00,581.0,592.41,592.37,582.77,371.35400018 +2016-08-04 05:00:00,582.5,596.83,584.65,592.44,366.56388061 +2016-08-04 04:00:00,581.62,597.99,596.52,584.64,378.20042394 +2016-08-04 03:00:00,593.0,599.35,599.01,596.51,475.36184215 +2016-08-04 02:00:00,578.97,599.95,579.97,599.01,676.90703996 +2016-08-04 01:00:00,576.36,583.02,576.83,580.4,369.67230872 +2016-08-04 00:00:00,572.28,577.39,573.35,576.8,337.7547511 +2016-08-03 23:00:00,570.11,576.0,573.38,573.36,778.59239222 +2016-08-03 22:00:00,572.52,574.49,572.72,573.39,190.86185977 +2016-08-03 21:00:00,571.73,575.83,574.1,572.75,542.20316943 +2016-08-03 20:00:00,570.05,574.99,572.13,574.2,477.88817311 +2016-08-03 19:00:00,563.4,573.28,570.8,571.21,817.80327184 +2016-08-03 18:00:00,562.15,572.99,565.98,570.1,1098.48554891 +2016-08-03 17:00:00,559.26,565.99,560.93,565.99,543.78937505 +2016-08-03 16:00:00,555.2,566.5,558.13,560.95,688.14406647 +2016-08-03 15:00:00,550.0,561.85,553.51,558.12,619.49757729 +2016-08-03 14:00:00,544.17,569.5,567.4,553.58,1029.65190518 +2016-08-03 13:00:00,519.3,570.96,556.31,567.44,1416.73556138 +2016-08-03 12:00:00,547.81,556.97,552.48,555.13,627.26349858 +2016-08-03 11:00:00,540.01,553.64,541.37,552.98,305.0966243 +2016-08-03 10:00:00,540.0,541.58,540.85,541.49,167.39017035 +2016-08-03 09:00:00,540.0,548.65,548.21,540.07,302.37146198 +2016-08-03 08:00:00,545.6,549.79,547.77,548.31,206.15261557 +2016-08-03 07:00:00,541.77,549.79,542.79,547.77,368.12055194 +2016-08-03 06:00:00,541.19,549.84,549.01,543.59,517.34303081 +2016-08-03 05:00:00,534.2,549.03,548.99,549.01,658.76072939 +2016-08-03 04:00:00,545.99,550.98,545.99,548.99,479.5397404 +2016-08-03 03:00:00,543.0,551.0,548.25,545.99,875.49572315 +2016-08-03 02:00:00,541.6,551.0,550.41,548.25,1285.0408184 +2016-08-03 01:00:00,528.26,565.14,531.81,551.0,3190.30620181 +2016-08-03 00:00:00,520.34,548.2,538.8,531.81,3106.32564967 +2016-08-02 23:00:00,483.0,569.0,497.5,537.47,2092.32732575 +2016-08-02 22:00:00,497.74,554.59,554.59,497.74,1788.48594541 +2016-08-02 21:00:00,553.73,570.82,570.82,553.73,448.79314438 +2016-08-02 20:00:00,564.84,572.21,566.5,570.99,271.3061507 +2016-08-02 19:00:00,556.31,581.99,576.7,566.21,1400.86045615 +2016-08-02 18:00:00,570.0,603.59,603.12,576.59,1948.85016932 +2016-08-02 17:00:00,598.94,605.0,599.94,603.76,361.41631814 +2016-08-02 16:00:00,597.89,603.6,599.99,598.96,552.17274391 +2016-08-02 15:00:00,595.5,605.66,605.04,600.0,421.49344291 +2016-08-02 14:00:00,605.05,609.49,609.47,605.54,350.00972122 +2016-08-02 13:00:00,606.71,609.99,609.71,609.5,330.62950136 +2016-08-02 12:00:00,600.66,610.0,601.45,609.85,353.00442499 +2016-08-02 11:00:00,598.13,602.63,602.17,601.46,175.16980692 +2016-08-02 10:00:00,598.15,604.14,602.96,602.08,255.41498968 +2016-08-02 09:00:00,602.45,606.61,604.45,603.44,177.13675498 +2016-08-02 08:00:00,604.45,606.9,606.77,604.45,253.36132816 +2016-08-02 07:00:00,602.09,606.9,602.48,606.83,207.43191621 +2016-08-02 06:00:00,601.23,607.27,604.97,602.45,268.12095158 +2016-08-02 05:00:00,594.33,604.99,598.0,604.97,429.68961115 +2016-08-02 04:00:00,586.01,599.57,595.25,598.0,1277.84515185 +2016-08-02 03:00:00,590.0,609.73,609.4,595.25,571.62204311 +2016-08-02 02:00:00,607.58,610.68,609.01,609.4,288.29543138 +2016-08-02 01:00:00,608.49,613.38,611.94,609.46,325.84498556 +2016-08-02 00:00:00,604.82,611.94,604.87,611.94,290.06384502 +2016-08-01 23:00:00,599.0,608.11,608.11,605.2,1172.11270206 +2016-08-01 22:00:00,605.31,615.7,615.25,606.9,644.26314107 +2016-08-01 21:00:00,613.0,615.25,613.75,615.18,330.99136904 +2016-08-01 20:00:00,611.43,613.78,612.67,613.69,354.72802478 +2016-08-01 19:00:00,612.02,615.11,612.29,612.67,281.8401828 +2016-08-01 18:00:00,611.08,619.96,619.92,612.61,552.51186764 +2016-08-01 17:00:00,619.01,621.11,620.87,619.88,262.48934837 +2016-08-01 16:00:00,619.63,621.99,621.16,620.87,382.39164921 +2016-08-01 15:00:00,621.1,623.47,622.87,621.22,296.07723507 +2016-08-01 14:00:00,621.01,625.78,625.78,622.7,330.261441 +2016-08-01 13:00:00,625.0,627.6,627.24,625.21,159.93463931 +2016-08-01 12:00:00,624.01,627.25,624.56,627.25,121.40909233 +2016-08-01 11:00:00,622.84,627.21,627.21,624.53,118.24941401 +2016-08-01 10:00:00,622.5,627.2,624.71,627.11,260.91406206 +2016-08-01 09:00:00,623.75,625.64,623.88,624.72,132.39913698 +2016-08-01 08:00:00,622.98,625.91,625.87,623.88,108.67865256 +2016-08-01 07:00:00,623.73,628.1,627.67,626.01,224.59246135 +2016-08-01 06:00:00,623.43,627.78,624.64,627.71,274.63639585 +2016-08-01 05:00:00,615.16,628.52,626.5,624.45,570.45344476 +2016-08-01 04:00:00,620.0,629.34,620.0,626.5,117.90865891 +2016-08-01 03:00:00,616.78,620.0,616.78,620.0,83.18083805 +2016-08-01 02:00:00,616.7,622.22,622.22,616.72,188.97834798 +2016-08-01 01:00:00,615.02,624.88,624.29,622.18,595.23371834 +2016-08-01 00:00:00,621.14,628.29,626.97,624.3,417.48205009 +2016-07-31 23:00:00,621.37,635.45,635.36,626.97,877.46921843 +2016-07-31 22:00:00,633.41,637.0,635.06,635.44,179.27062368 +2016-07-31 21:00:00,634.13,636.95,634.25,635.03,183.76499738 +2016-07-31 20:00:00,632.86,634.73,633.51,634.3,122.19167605 +2016-07-31 19:00:00,632.0,637.06,637.01,633.8,346.95460152 +2016-07-31 18:00:00,634.61,638.11,637.08,637.0,216.30651729 +2016-07-31 17:00:00,636.51,638.39,637.72,637.09,155.87751567 +2016-07-31 16:00:00,634.68,639.34,639.34,637.72,265.33290816 +2016-07-31 15:00:00,634.7,640.21,637.08,639.35,247.86384197 +2016-07-31 14:00:00,631.56,639.14,637.65,637.18,430.15870385 +2016-07-31 13:00:00,636.99,638.44,637.39,637.56,171.1378623 +2016-07-31 12:00:00,636.38,639.88,637.0,636.99,143.14540292 +2016-07-31 11:00:00,631.52,637.51,636.75,637.0,133.8125694 +2016-07-31 10:00:00,634.31,639.86,638.61,636.75,166.88065459 +2016-07-31 09:00:00,637.87,641.61,641.61,638.61,114.96817683 +2016-07-31 08:00:00,641.04,645.78,642.42,641.72,103.90723307 +2016-07-31 07:00:00,640.93,642.95,642.04,642.42,167.4215668 +2016-07-31 06:00:00,635.24,648.0,635.93,641.4,205.13928456 +2016-07-31 05:00:00,633.05,636.09,635.92,635.64,224.54204591 +2016-07-31 04:00:00,627.81,638.12,638.12,635.91,486.58782971 +2016-07-31 03:00:00,636.52,642.0,639.64,638.07,426.0649218 +2016-07-31 02:00:00,639.01,656.95,656.9,639.39,734.44609452 +2016-07-31 01:00:00,655.65,657.0,656.99,656.94,110.88903967 +2016-07-31 00:00:00,655.1,656.99,655.95,656.99,85.50809701 +2016-07-30 23:00:00,654.69,656.92,656.8,655.87,121.58544944 +2016-07-30 22:00:00,656.02,656.97,656.38,656.81,122.79467355 +2016-07-30 21:00:00,654.21,656.8,656.55,656.17,127.72012372 +2016-07-30 20:00:00,654.66,656.99,655.47,656.56,139.03235325 +2016-07-30 19:00:00,654.38,656.74,656.26,655.46,206.37190891 +2016-07-30 18:00:00,656.26,657.97,657.19,656.26,124.70895316 +2016-07-30 17:00:00,656.22,657.94,657.39,657.01,281.04542134 +2016-07-30 16:00:00,657.01,658.58,658.57,657.39,171.78949175 +2016-07-30 15:00:00,656.99,658.58,657.0,658.57,120.33699634 +2016-07-30 14:00:00,652.95,657.0,654.19,657.0,124.05846061 +2016-07-30 13:00:00,653.1,655.95,655.91,654.2,104.26856468 +2016-07-30 12:00:00,653.81,657.03,654.81,655.91,94.27498676 +2016-07-30 11:00:00,653.3,657.85,657.8,654.81,250.8426044 +2016-07-30 10:00:00,656.57,658.75,658.53,657.8,100.8218238 +2016-07-30 09:00:00,657.73,658.66,658.06,658.41,37.38014257 +2016-07-30 08:00:00,657.24,658.21,657.67,658.06,37.75774798 +2016-07-30 07:00:00,657.21,657.96,657.44,657.67,34.83522374 +2016-07-30 06:00:00,657.4,658.98,658.97,657.48,64.18897375 +2016-07-30 05:00:00,657.78,658.98,658.58,658.91,85.21122915 +2016-07-30 04:00:00,658.0,658.98,658.7,658.16,152.40507976 +2016-07-30 03:00:00,658.14,658.98,658.69,658.4,119.3146145 +2016-07-30 02:00:00,657.54,658.73,658.1,658.71,134.80873586 +2016-07-30 01:00:00,657.54,658.55,657.99,658.1,90.06709534 +2016-07-30 00:00:00,657.1,658.0,657.18,657.98,134.46476072 +2016-07-29 23:00:00,656.58,657.89,657.81,657.0,173.68540622 +2016-07-29 22:00:00,656.78,657.93,657.84,657.89,130.80190761 +2016-07-29 21:00:00,656.86,657.99,657.74,657.9,197.84301521 +2016-07-29 20:00:00,656.1,657.98,656.49,657.77,161.74852044 +2016-07-29 19:00:00,651.0,657.0,656.5,656.47,504.97744704 +2016-07-29 18:00:00,655.84,657.5,657.25,656.72,177.93965069 +2016-07-29 17:00:00,652.34,657.25,656.77,657.25,345.7056557 +2016-07-29 16:00:00,655.48,657.07,656.72,656.95,238.36428148 +2016-07-29 15:00:00,655.99,657.5,656.9,656.31,191.07420609 +2016-07-29 14:00:00,655.7,657.99,657.55,657.11,232.29200022 +2016-07-29 13:00:00,655.01,657.75,656.38,657.73,135.32695107 +2016-07-29 12:00:00,655.11,657.6,656.66,656.39,141.51043911 +2016-07-29 11:00:00,655.42,656.86,656.67,656.68,104.29121211 +2016-07-29 10:00:00,654.85,657.59,657.21,656.47,113.48715035 +2016-07-29 09:00:00,656.58,657.89,657.28,657.3,86.18372754 +2016-07-29 08:00:00,657.0,657.94,657.7,657.38,43.24693686 +2016-07-29 07:00:00,656.64,657.94,657.41,657.9,87.35068169 +2016-07-29 06:00:00,657.25,658.89,658.39,657.4,94.77398652 +2016-07-29 05:00:00,657.5,659.0,658.91,658.39,97.60978573 +2016-07-29 04:00:00,657.42,658.99,657.42,658.9,160.91489538 +2016-07-29 03:00:00,654.61,658.23,657.47,657.42,309.49949282 +2016-07-29 02:00:00,655.71,657.98,657.35,657.48,186.58936756 +2016-08-23 01:00:00,584.2,585.66,584.56,585.34,150.15054483 +2016-08-23 00:00:00,584.31,585.49,585.19,584.56,214.26561572 +2016-08-22 23:00:00,584.15,585.32,584.87,585.2,149.79770977 +2016-08-22 22:00:00,583.76,584.98,583.76,584.87,212.61932718 +2016-08-22 21:00:00,581.01,585.99,585.94,583.75,692.22330413 +2016-08-22 20:00:00,584.73,585.99,584.96,585.95,257.3003718 +2016-08-22 19:00:00,583.88,585.19,585.14,584.96,260.80279113 +2016-08-22 18:00:00,584.98,585.99,585.72,585.16,168.19433664 +2016-08-22 17:00:00,585.16,585.99,585.65,585.68,299.5505283 +2016-08-22 16:00:00,584.07,586.99,586.25,585.9,325.9040885 +2016-08-22 15:00:00,582.42,586.3,582.99,586.02,300.01179562 +2016-08-22 14:00:00,581.33,582.99,581.46,582.89,184.38847335 +2016-08-22 13:00:00,581.04,581.99,581.39,581.71,176.28644873 +2016-08-22 12:00:00,580.7,581.82,581.54,581.37,108.88513703 +2016-08-22 11:00:00,580.3,581.84,580.68,581.79,148.85630044 +2016-08-22 10:00:00,580.43,581.17,580.7,580.43,59.11750579 +2016-08-22 09:00:00,580.1,581.02,580.22,580.96,47.39229116 +2016-08-22 08:00:00,580.08,581.02,580.51,580.44,64.47026262 +2016-08-22 07:00:00,580.22,580.84,580.22,580.47,64.17931824 +2016-08-22 06:00:00,580.0,580.55,580.22,580.26,69.65488683 +2016-08-22 05:00:00,580.23,581.18,580.39,580.3,109.26808633 +2016-08-22 04:00:00,579.22,581.64,581.26,580.37,180.90078766 +2016-08-22 03:00:00,579.42,581.88,581.16,581.26,236.52071089 +2016-08-22 02:00:00,580.71,581.55,580.94,581.17,93.47237682 +2016-08-22 01:00:00,580.71,581.99,581.98,580.83,122.74262276 +2016-08-22 00:00:00,580.98,581.99,581.34,581.99,160.90164735 +2016-08-21 23:00:00,579.61,581.76,579.65,581.29,109.17514899 +2016-08-21 22:00:00,579.34,581.01,580.71,579.83,273.18323743 +2016-08-21 21:00:00,580.26,581.99,581.99,580.74,151.05584622 +2016-08-21 20:00:00,580.83,581.99,581.3,581.99,90.43197848 +2016-08-21 19:00:00,580.27,581.78,580.54,581.31,136.84393569 +2016-08-21 18:00:00,580.28,581.51,581.22,580.3,93.38000588 +2016-08-21 17:00:00,580.98,581.99,581.56,580.98,119.53077615 +2016-08-21 16:00:00,581.1,582.53,582.53,581.47,96.97574532 +2016-08-21 15:00:00,581.34,582.64,581.53,582.52,80.1357272 +2016-08-21 14:00:00,580.58,582.43,581.97,581.53,106.63546798 +2016-08-21 13:00:00,581.86,582.77,582.15,582.11,93.67943701 +2016-08-21 12:00:00,581.5,582.3,581.89,582.16,46.88140301 +2016-08-21 11:00:00,581.36,581.92,581.48,581.84,34.20419329 +2016-08-21 10:00:00,581.3,583.0,583.0,581.45,85.1934201 +2016-08-21 09:00:00,582.64,583.36,583.34,583.2,38.53957562 +2016-08-21 08:00:00,583.22,583.64,583.39,583.34,20.98033554 +2016-08-21 07:00:00,583.32,583.99,583.99,583.47,48.1876084 +2016-08-21 06:00:00,582.91,583.99,582.91,583.99,75.99042508 +2016-08-21 05:00:00,581.94,582.98,582.17,582.98,74.21969824 +2016-08-21 04:00:00,581.4,582.44,581.93,582.16,76.69715393 +2016-08-21 03:00:00,581.08,582.99,582.85,581.93,181.42730711 +2016-08-21 02:00:00,581.99,582.99,581.99,582.84,131.76891289 +2016-08-21 01:00:00,580.21,581.99,580.21,581.99,97.47077979 +2016-08-21 00:00:00,579.89,581.99,581.72,580.17,180.04562879 +2016-08-20 23:00:00,581.53,583.92,582.8,581.87,192.16157999 +2016-08-20 22:00:00,582.09,582.98,582.75,582.81,145.49085441 +2016-08-20 21:00:00,581.71,582.75,581.99,582.75,147.06803121 +2016-08-20 20:00:00,580.62,581.99,581.66,581.99,200.35032939 +2016-08-20 19:00:00,581.21,581.91,581.21,581.66,133.48234985 +2016-08-20 18:00:00,579.5,581.56,579.76,581.2,153.72609766 +2016-08-20 17:00:00,579.76,580.64,579.83,580.26,224.27591463 +2016-08-20 16:00:00,579.35,579.99,579.39,579.81,146.45360541 +2016-08-20 15:00:00,578.97,580.26,580.11,579.39,202.3283315 +2016-08-20 14:00:00,579.05,581.4,580.5,580.12,176.53003756 +2016-08-20 13:00:00,579.46,580.62,580.41,580.22,75.37181629 +2016-08-20 12:00:00,579.9,581.07,580.64,580.27,120.77241422 +2016-08-20 11:00:00,579.81,580.68,579.81,580.65,62.56935492 +2016-08-20 10:00:00,579.44,580.0,579.72,579.8,78.64136839 +2016-08-20 09:00:00,576.0,580.0,576.0,579.7,436.61278498 +2016-08-20 08:00:00,573.68,576.0,574.94,576.0,327.81758205 +2016-08-20 07:00:00,574.6,574.98,574.6,574.71,56.24198395 +2016-08-20 06:00:00,574.46,574.61,574.46,574.61,41.84394362 +2016-08-20 05:00:00,574.33,574.48,574.34,574.46,3.96504093 +2016-08-20 04:00:00,573.12,574.34,573.64,574.34,57.86566835 +2016-08-20 03:00:00,572.38,574.77,574.55,573.64,193.96170978 +2016-08-20 02:00:00,574.07,574.58,574.43,574.55,127.73198173 +2016-08-20 01:00:00,573.57,574.5,573.94,574.43,110.19490807 +2016-08-20 00:00:00,573.48,574.61,573.68,573.94,165.7665646 +2016-08-19 23:00:00,573.18,575.33,574.4,573.67,282.37713004 +2016-08-19 22:00:00,573.89,575.1,575.1,574.58,230.09649504 +2016-08-19 21:00:00,574.33,575.5,575.5,574.88,299.72499342 +2016-08-19 20:00:00,574.67,575.5,575.14,575.5,218.32419305 +2016-08-19 19:00:00,574.77,575.49,575.24,575.18,222.77479437 +2016-08-19 18:00:00,574.66,575.25,575.13,575.25,188.20275356 +2016-08-19 17:00:00,574.73,575.26,575.25,575.15,239.71214514 +2016-08-19 16:00:00,574.76,575.9,575.25,575.26,287.03624578 +2016-08-19 15:00:00,575.21,576.99,576.18,575.21,203.00067267 +2016-08-19 14:00:00,574.89,576.19,575.44,576.19,205.27251908 +2016-08-19 13:00:00,574.9,575.5,575.36,575.45,173.5465603 +2016-08-19 12:00:00,574.65,575.82,575.01,575.35,145.9008773 +2016-08-19 11:00:00,574.65,575.4,574.99,575.04,91.16800931 +2016-08-19 10:00:00,574.0,575.06,574.05,574.86,34.84073144 +2016-08-19 09:00:00,573.65,574.49,574.04,573.79,112.78483295 +2016-08-19 08:00:00,573.25,574.42,574.3,574.29,52.96826073 +2016-08-19 07:00:00,573.17,574.3,573.24,574.3,72.04394264 +2016-08-19 06:00:00,572.68,574.36,574.31,573.26,78.19337235 +2016-08-19 05:00:00,573.7,575.01,575.01,574.55,136.15181409 +2016-08-19 04:00:00,574.29,575.34,574.8,575.06,116.38505835 +2016-08-19 03:00:00,574.45,575.37,574.95,574.93,151.92376735 +2016-08-19 02:00:00,573.77,575.49,575.11,574.95,171.33662945 +2016-08-19 01:00:00,573.89,575.74,574.12,575.11,128.00623968 +2016-08-19 00:00:00,573.42,574.5,574.05,573.86,196.53096255 +2016-08-18 23:00:00,573.48,574.44,574.44,574.09,121.35208878 +2016-08-18 22:00:00,573.0,575.56,574.45,574.45,234.32475685 +2016-08-18 21:00:00,573.87,575.12,574.55,574.45,218.29966202 +2016-08-18 20:00:00,574.15,576.17,576.13,574.78,175.85699068 +2016-08-18 19:00:00,575.61,576.87,575.77,576.14,211.63931167 +2016-08-18 18:00:00,575.29,576.25,575.74,575.77,221.65450564 +2016-08-18 17:00:00,575.21,575.99,575.46,575.73,188.70641916 +2016-08-18 16:00:00,574.37,576.39,574.37,575.4,332.61026743 +2016-08-18 15:00:00,573.76,575.99,575.43,574.37,283.93357452 +2016-08-18 14:00:00,575.17,575.99,575.97,575.43,156.9677587 +2016-08-18 13:00:00,575.7,576.18,576.08,575.99,139.11832524 +2016-08-18 12:00:00,575.47,576.66,576.44,576.06,145.6862084 +2016-08-18 11:00:00,575.59,576.99,575.7,576.44,170.60133265 +2016-08-18 10:00:00,575.44,576.0,575.44,575.78,76.21055384 +2016-08-18 09:00:00,574.56,575.46,574.99,575.45,54.40662125 +2016-08-18 08:00:00,574.11,574.99,574.46,574.99,61.22858324 +2016-08-18 07:00:00,573.61,574.5,574.4,574.47,87.06401025 +2016-08-18 06:00:00,573.48,574.42,574.01,574.42,66.21605899 +2016-08-18 05:00:00,573.36,574.41,574.4,574.25,119.74545906 +2016-08-18 04:00:00,573.78,574.99,574.9,574.46,99.71651615 +2016-08-18 03:00:00,574.3,574.97,574.32,574.67,131.51900018 +2016-08-18 02:00:00,573.73,574.98,574.98,574.43,164.35876748 +2016-08-18 01:00:00,573.6,575.1,575.06,574.96,258.40361649 +2016-08-18 00:00:00,573.72,575.04,574.45,575.04,245.37860083 +2016-08-17 23:00:00,573.83,574.99,574.4,574.45,192.44549565 +2016-08-17 22:00:00,572.65,574.81,573.11,574.59,175.73708028 +2016-08-17 21:00:00,570.99,573.84,573.19,573.11,305.74880001 +2016-08-17 20:00:00,572.39,573.3,572.87,573.3,185.38221671 +2016-08-17 19:00:00,571.0,573.14,571.62,572.86,228.4336004 +2016-08-17 18:00:00,570.6,572.87,572.09,571.65,245.2190045 +2016-08-17 17:00:00,569.67,572.26,570.84,572.09,316.88023777 +2016-08-17 16:00:00,570.55,573.9,573.89,570.94,356.44005312 +2016-08-17 15:00:00,572.94,574.29,573.92,573.9,216.1650085 +2016-08-17 14:00:00,572.8,575.93,575.5,574.18,281.47123874 +2016-08-17 13:00:00,574.04,575.99,575.47,575.36,181.64493625 +2016-08-17 12:00:00,573.06,578.47,578.46,575.47,326.06451795 +2016-08-17 11:00:00,577.87,580.53,580.46,578.26,163.00954638 +2016-08-17 10:00:00,580.46,581.21,580.88,580.51,113.28002191 +2016-08-17 09:00:00,579.75,580.88,579.78,580.88,61.48299633 +2016-08-17 08:00:00,579.28,580.1,579.82,579.79,57.40486123 +2016-08-17 07:00:00,578.74,580.66,579.17,579.83,73.49744189 +2016-08-17 06:00:00,577.89,579.34,578.58,579.14,94.1597296 +2016-08-17 05:00:00,577.33,579.38,578.17,578.59,133.15190162 +2016-08-17 04:00:00,577.2,578.85,578.85,578.18,120.38732529 +2016-08-17 03:00:00,578.84,580.99,580.99,578.84,142.66220133 +2016-08-17 02:00:00,580.12,581.96,581.86,580.98,224.52092613 +2016-08-17 01:00:00,580.18,581.99,580.44,581.79,187.09386872 +2016-08-17 00:00:00,578.55,580.41,579.02,580.41,127.49136339 +2016-08-16 23:00:00,576.33,581.98,581.52,579.02,223.8627272 +2016-08-16 22:00:00,580.07,581.98,580.2,581.82,156.79107034 +2016-08-16 21:00:00,579.55,580.96,579.68,580.2,213.96587508 +2016-08-16 20:00:00,579.3,581.7,580.36,579.71,226.21974599 +2016-08-16 19:00:00,579.65,581.86,581.67,580.46,243.82326088 +2016-08-16 18:00:00,581.14,581.99,581.98,581.67,205.06159105 +2016-08-16 17:00:00,577.38,581.99,577.39,581.98,295.18332103 +2016-08-16 16:00:00,575.71,577.98,576.97,577.83,268.89645553 +2016-08-16 15:00:00,573.98,578.46,573.98,576.98,349.07027777 +2016-08-16 14:00:00,569.44,573.99,569.91,573.98,472.88096681 +2016-08-16 13:00:00,568.51,570.0,568.51,569.96,202.9095756 +2016-08-16 12:00:00,568.03,569.15,568.04,568.46,102.60597212 +2016-08-16 11:00:00,568.0,569.49,569.17,568.05,170.59944576 +2016-08-16 10:00:00,568.56,569.92,569.1,569.11,116.10111495 +2016-08-16 09:00:00,568.69,569.1,568.99,569.09,87.57058762 +2016-08-16 08:00:00,568.04,569.09,568.27,569.0,65.47598204 +2016-08-16 07:00:00,567.12,568.39,567.42,568.21,93.63793368 +2016-08-16 06:00:00,566.09,567.67,566.91,567.23,91.64048327 +2016-08-16 05:00:00,566.76,568.53,568.53,566.91,140.24602037 +2016-08-16 04:00:00,568.12,569.09,568.19,568.54,101.72218123 +2016-08-16 03:00:00,568.19,569.67,569.33,568.42,151.11298142 +2016-08-16 02:00:00,568.86,570.8,569.85,569.33,276.97632197 +2016-08-16 01:00:00,568.07,570.0,569.43,569.99,285.0114658 +2016-08-16 00:00:00,567.8,569.43,567.85,569.42,151.09646704 +2016-08-15 23:00:00,567.0,568.79,568.79,567.79,215.32013244 +2016-08-15 22:00:00,567.01,568.96,568.18,568.79,122.42825749 +2016-08-15 21:00:00,566.26,568.96,567.98,568.18,176.79758989 +2016-08-15 20:00:00,565.83,567.99,565.84,567.99,204.62141221 +2016-08-15 19:00:00,564.96,566.02,565.53,565.99,242.777457 +2016-08-15 18:00:00,563.93,566.11,565.93,565.79,235.99641055 +2016-08-15 17:00:00,563.31,566.91,565.28,565.81,293.23182426 +2016-08-15 16:00:00,561.56,565.47,563.77,565.26,236.82374346 +2016-08-15 15:00:00,561.66,568.13,567.51,563.66,365.3164418 +2016-08-15 14:00:00,567.53,569.46,568.9,567.53,291.54288063 +2016-08-15 13:00:00,567.77,569.81,569.52,569.36,222.47093033 +2016-08-15 12:00:00,568.97,572.97,572.79,568.97,177.37667374 +2016-08-15 11:00:00,572.4,573.57,572.7,572.85,108.84255078 +2016-08-15 10:00:00,572.3,573.77,573.14,572.34,136.48291548 +2016-08-15 09:00:00,573.13,574.09,573.47,573.15,77.30368199 +2016-08-15 08:00:00,572.71,573.47,573.14,573.47,50.93102963 +2016-08-15 07:00:00,572.31,573.54,572.34,573.28,85.70108683 +2016-08-15 06:00:00,571.54,572.69,572.57,572.35,105.42689491 +2016-08-15 05:00:00,572.31,573.07,572.56,572.6,125.75390825 +2016-08-15 04:00:00,571.83,572.99,572.94,572.55,186.03367326 +2016-08-15 03:00:00,571.36,572.98,571.65,572.95,188.04744199 +2016-08-15 02:00:00,569.42,571.8,570.78,571.71,224.85801847 +2016-08-15 01:00:00,570.0,574.5,574.09,570.48,203.08060728 +2016-08-15 00:00:00,573.72,574.97,574.97,573.75,125.99617249 +2016-08-14 23:00:00,570.85,575.0,570.85,574.99,197.5508157 +2016-08-14 22:00:00,568.23,571.58,571.57,570.77,221.14150208 +2016-08-14 21:00:00,570.18,574.38,572.55,571.58,244.03779158 +2016-08-14 20:00:00,569.3,573.47,569.91,572.55,194.8472323 +2016-08-14 19:00:00,566.0,570.95,566.19,570.24,203.11499531 +2016-08-14 18:00:00,565.19,571.27,570.26,566.58,314.24074356 +2016-08-14 17:00:00,569.35,572.1,571.03,570.44,212.05690368 +2016-08-14 16:00:00,569.94,573.67,573.07,571.03,368.87817211 +2016-08-14 15:00:00,572.99,575.9,575.58,573.06,203.51742687 +2016-08-14 14:00:00,572.81,575.84,572.81,575.58,212.72293336 +2016-08-14 13:00:00,568.01,577.59,577.59,572.82,399.99312668 +2016-08-14 12:00:00,577.58,579.17,578.27,577.59,186.77823154 +2016-08-14 11:00:00,578.26,583.41,583.32,578.27,165.32265569 +2016-08-14 10:00:00,583.26,584.45,584.44,583.49,42.17010235 +2016-08-14 09:00:00,584.06,584.47,584.16,584.47,21.07340093 +2016-08-14 08:00:00,583.31,584.25,583.64,584.23,49.47770619 +2016-08-14 07:00:00,582.28,583.77,582.68,583.54,70.58504621 +2016-08-14 06:00:00,582.65,584.11,583.64,582.68,134.48461035 +2016-08-14 05:00:00,583.23,584.0,583.36,583.64,73.84621285 +2016-08-14 04:00:00,582.27,583.39,582.59,583.37,99.1315551 +2016-08-14 03:00:00,582.17,585.76,585.76,582.6,222.38380239 +2016-08-14 02:00:00,585.02,586.16,585.77,585.52,117.65259099 +2016-08-14 01:00:00,585.4,586.49,585.8,585.73,143.7165202 +2016-08-14 00:00:00,585.51,586.48,586.45,585.8,55.75290428 +2016-08-13 23:00:00,586.0,586.55,586.04,586.45,115.09826299 +2016-08-13 22:00:00,586.0,586.52,586.47,586.05,128.88599704 +2016-08-13 21:00:00,586.0,586.82,586.25,586.55,107.88814576 +2016-08-13 20:00:00,586.1,587.75,587.1,586.24,125.65888735 +2016-08-13 19:00:00,586.2,588.29,588.28,587.1,140.61595157 +2016-08-13 18:00:00,586.5,588.69,588.68,588.29,371.02585477 +2016-08-13 17:00:00,587.71,589.3,589.01,588.69,212.82907541 +2016-08-13 16:00:00,587.25,589.12,588.28,589.01,157.78586447 +2016-08-13 15:00:00,588.25,589.5,589.23,588.29,116.58426778 +2016-08-13 14:00:00,588.99,589.47,588.99,589.23,125.8929346 +2016-08-13 13:00:00,588.49,588.99,588.49,588.98,80.54605948 +2016-08-13 12:00:00,588.49,588.5,588.49,588.49,58.77643884 +2016-08-13 11:00:00,588.23,588.5,588.49,588.49,44.72691406 +2016-08-13 10:00:00,588.28,588.5,588.46,588.5,60.23919672 +2016-08-13 09:00:00,588.29,588.49,588.48,588.47,41.43199489 +2016-08-13 08:00:00,588.48,588.49,588.48,588.49,33.58135003 +2016-08-13 07:00:00,588.37,588.49,588.49,588.48,40.71301046 +2016-08-13 06:00:00,588.14,588.49,588.47,588.49,108.95357508 +2016-08-13 05:00:00,587.66,588.5,588.3,588.48,56.56305559 +2016-08-13 04:00:00,587.2,588.35,587.54,588.07,119.05031828 +2016-08-13 03:00:00,586.0,587.81,587.36,587.62,186.90013937 +2016-08-13 02:00:00,586.0,587.9,587.9,587.74,161.00332547 +2016-08-13 01:00:00,586.96,588.1,587.76,587.99,157.10577169 +2016-08-13 00:00:00,587.26,588.1,587.68,587.76,87.84807611 +2016-08-12 23:00:00,587.36,588.01,587.93,587.74,128.71142422 +2016-08-12 22:00:00,586.71,587.98,587.45,587.92,258.42979176 +2016-08-12 21:00:00,586.64,587.97,587.48,587.46,161.18647304 +2016-08-12 20:00:00,586.1,588.1,586.24,587.48,291.25991189 +2016-08-12 19:00:00,586.0,587.1,586.56,586.24,196.40158388 +2016-08-12 18:00:00,586.53,588.99,588.95,586.56,175.57142134 +2016-08-12 17:00:00,587.17,588.99,587.84,588.87,252.31739899 +2016-08-12 16:00:00,587.0,588.5,588.47,587.85,191.51442986 +2016-08-12 15:00:00,586.78,588.5,587.57,588.49,194.26582286 +2016-08-12 14:00:00,584.84,588.32,588.09,587.55,323.76645154 +2016-08-12 13:00:00,587.26,588.5,588.28,588.08,116.07765334 +2016-08-12 12:00:00,586.91,588.38,588.05,588.29,150.04050368 +2016-08-12 11:00:00,588.05,589.1,589.08,588.05,65.65380908 +2016-08-12 10:00:00,588.3,589.1,589.09,589.04,71.17765513 +2016-08-12 09:00:00,588.41,589.1,589.09,589.1,72.13348961 +2016-08-12 08:00:00,588.79,589.1,588.79,589.08,42.38559892 +2016-08-12 07:00:00,587.45,588.8,588.19,588.78,94.65165138 +2016-08-12 06:00:00,585.51,588.33,586.16,588.14,99.89658882 +2016-08-12 05:00:00,583.62,587.14,584.42,586.15,159.23528851 +2016-08-12 04:00:00,583.75,584.93,583.94,584.41,116.73980005 +2016-08-12 03:00:00,583.93,586.41,586.22,583.93,162.49466124 +2016-08-12 02:00:00,585.77,589.38,589.38,586.17,285.2840647 +2016-08-12 01:00:00,587.36,590.09,587.8,589.39,186.45783859 +2016-08-12 00:00:00,587.26,589.2,587.9,587.83,75.23737512 +2016-08-11 23:00:00,587.9,589.68,589.68,587.91,183.95652846 +2016-08-11 22:00:00,589.37,590.69,590.33,589.68,208.42403676 +2016-08-11 21:00:00,587.53,590.49,588.02,590.33,201.82440848 +2016-08-11 20:00:00,585.74,588.64,587.0,587.98,391.34202483 +2016-08-11 19:00:00,585.6,589.83,589.72,587.11,857.39089828 +2016-08-11 18:00:00,589.14,591.99,591.98,589.24,296.70618571 +2016-08-11 17:00:00,590.75,591.99,591.3,591.98,148.28917388 +2016-08-11 16:00:00,589.02,592.63,592.54,591.2,293.21785887 +2016-08-11 15:00:00,591.46,595.97,595.97,592.52,290.28337587 +2016-08-11 14:00:00,595.44,597.01,595.77,595.98,164.65315974 +2016-08-11 13:00:00,595.03,597.49,597.05,596.05,260.01268577 +2016-08-11 12:00:00,595.3,597.31,595.52,596.79,96.64205301 +2016-08-11 11:00:00,594.99,596.24,595.06,595.99,93.34463401 +2016-08-11 10:00:00,594.34,595.06,594.35,595.06,51.6709448 +2016-08-11 09:00:00,594.34,594.69,594.4,594.35,55.66779446 +2016-08-11 08:00:00,593.0,594.4,593.68,594.4,71.9981839 +2016-08-11 07:00:00,592.63,593.99,593.27,593.83,116.14117272 +2016-08-11 06:00:00,591.74,594.95,594.95,593.28,186.40541503 +2016-08-11 05:00:00,593.82,595.23,593.88,594.96,86.79130783 +2016-08-11 04:00:00,592.85,597.5,596.93,593.89,252.8776456 +2016-08-11 03:00:00,595.44,598.1,598.1,596.8,208.57907325 +2016-08-11 02:00:00,597.74,599.99,599.52,598.1,171.2881021 +2016-08-11 01:00:00,597.75,599.99,597.78,599.52,222.90323758 +2016-08-11 00:00:00,594.94,597.96,594.94,597.72,152.17293689 +2016-08-10 23:00:00,592.01,595.25,594.39,594.94,115.59486541 +2016-08-10 22:00:00,592.82,596.18,595.47,594.39,251.7488997 +2016-08-10 21:00:00,594.28,598.2,597.27,594.95,302.08659678 +2016-08-10 20:00:00,595.45,597.95,597.62,597.83,205.69811903 +2016-08-10 19:00:00,597.57,599.72,599.42,597.6,164.96695964 +2016-08-10 18:00:00,596.43,599.98,597.78,599.42,290.78709244 +2016-08-10 17:00:00,594.0,600.99,600.5,597.82,481.78437654 +2016-08-10 16:00:00,600.0,600.5,600.04,600.5,210.32268212 +2016-08-10 15:00:00,599.13,600.5,600.0,600.07,471.86724869 +2016-08-10 14:00:00,593.65,601.09,593.94,600.0,502.07356335 +2016-09-04 13:00:00,609.95,617.13,609.95,615.78,578.40990377 +2016-09-04 12:00:00,604.45,610.0,604.5,610.0,191.76462418 +2016-09-04 11:00:00,604.03,604.93,604.35,604.51,63.70332078 +2016-09-04 10:00:00,603.43,605.0,604.04,604.32,155.22444738 +2016-09-04 09:00:00,601.29,604.87,601.31,603.86,103.40796532 +2016-09-04 08:00:00,599.2,601.46,599.2,601.3,130.23018587 +2016-09-04 07:00:00,598.41,599.2,598.7,599.2,47.9740095 +2016-09-04 06:00:00,597.84,598.95,598.21,598.68,63.85309151 +2016-09-04 05:00:00,597.74,599.18,598.72,597.96,103.21777408 +2016-09-04 04:00:00,597.52,599.2,597.81,598.66,133.85612621 +2016-09-04 03:00:00,597.54,599.19,598.5,597.85,174.19616911 +2016-09-04 02:00:00,598.29,600.2,600.15,598.5,183.58790156 +2016-09-04 01:00:00,600.0,600.2,600.02,600.09,156.90323889 +2016-09-04 00:00:00,600.0,600.99,600.93,600.01,185.50566183 +2016-09-03 23:00:00,599.42,600.99,600.88,600.91,267.4638515 +2016-09-03 22:00:00,599.16,600.99,599.66,600.88,267.6118881 +2016-09-03 21:00:00,596.28,599.99,596.87,599.76,293.51805748 +2016-09-03 20:00:00,595.19,596.99,595.85,596.99,335.06850075 +2016-09-03 19:00:00,577.41,595.99,577.99,595.85,1322.00318573 +2016-09-03 18:00:00,576.94,578.0,577.0,577.99,154.02516657 +2016-09-03 17:00:00,576.28,577.22,577.08,577.0,150.19430129 +2016-09-03 16:00:00,576.32,577.15,576.65,577.15,133.46260568 +2016-09-03 15:00:00,576.3,577.25,577.13,576.63,185.26579122 +2016-09-03 14:00:00,576.62,577.38,576.99,577.12,120.61645568 +2016-09-03 13:00:00,576.66,576.99,576.68,576.99,119.29031998 +2016-09-03 12:00:00,576.13,576.92,576.32,576.82,99.15839772 +2016-09-03 11:00:00,576.32,576.84,576.58,576.32,59.0285532 +2016-09-03 10:00:00,576.28,576.55,576.29,576.55,37.42387806 +2016-09-03 09:00:00,575.94,576.29,576.12,576.29,33.94800974 +2016-09-03 08:00:00,575.98,576.99,576.52,576.12,93.75803868 +2016-09-03 07:00:00,575.48,576.58,575.55,576.52,165.83897 +2016-09-03 06:00:00,575.07,575.54,575.19,575.54,103.65576468 +2016-09-03 05:00:00,575.14,575.2,575.16,575.19,60.86314647 +2016-09-03 04:00:00,574.85,575.29,575.29,575.19,77.25697417 +2016-09-03 03:00:00,575.29,576.22,576.0,575.29,92.60248988 +2016-09-03 02:00:00,574.91,576.14,575.85,575.99,152.44003946 +2016-09-03 01:00:00,574.67,576.29,576.16,575.86,200.94789396 +2016-09-03 00:00:00,575.6,576.5,576.41,576.19,182.4622018 +2016-09-02 23:00:00,575.33,576.48,575.38,576.21,214.51541441 +2016-09-02 22:00:00,575.26,575.39,575.38,575.36,196.34341765 +2016-09-02 21:00:00,575.0,575.56,575.21,575.34,186.75952091 +2016-09-02 20:00:00,574.63,575.97,574.73,575.33,321.07958157 +2016-09-02 19:00:00,573.97,574.95,574.37,574.73,328.28316297 +2016-09-02 18:00:00,572.8,575.21,575.1,574.47,264.89234986 +2016-09-02 17:00:00,574.73,575.84,575.63,574.97,284.67221442 +2016-09-02 16:00:00,574.27,575.97,575.77,575.67,387.74114398 +2016-09-02 15:00:00,574.85,576.0,576.0,575.85,273.04274392 +2016-09-02 14:00:00,575.83,577.97,575.83,576.0,369.73486418 +2016-09-02 13:00:00,573.51,576.0,574.3,575.8,395.11883141 +2016-09-02 12:00:00,572.8,574.32,572.97,574.31,255.3815658 +2016-09-02 11:00:00,572.8,572.99,572.87,572.98,110.60709706 +2016-09-02 10:00:00,571.98,572.87,571.99,572.87,66.96442224 +2016-09-02 09:00:00,571.78,571.99,571.96,571.98,62.43030619 +2016-09-02 08:00:00,571.14,571.99,571.14,571.98,95.58902353 +2016-09-02 07:00:00,570.94,571.38,570.99,571.24,50.86605855 +2016-09-02 06:00:00,570.35,570.99,570.81,570.99,124.62033749 +2016-09-02 05:00:00,570.48,570.99,570.94,570.81,72.67896105 +2016-09-02 04:00:00,570.0,571.03,571.0,570.94,150.09300547 +2016-09-02 03:00:00,570.71,571.83,571.56,571.01,86.62126679 +2016-09-02 02:00:00,570.85,572.01,571.95,571.45,165.60609412 +2016-09-02 01:00:00,571.72,572.98,571.74,571.94,213.4276419 +2016-09-02 00:00:00,571.53,573.04,572.94,571.74,150.36557348 +2016-09-01 23:00:00,571.15,573.08,572.0,573.02,303.85242156 +2016-09-01 22:00:00,571.07,572.0,571.42,572.0,235.24007567 +2016-09-01 21:00:00,571.1,572.11,572.04,571.25,192.77821991 +2016-09-01 20:00:00,571.43,572.35,572.02,572.04,215.92385209 +2016-09-01 19:00:00,571.43,572.27,571.54,572.01,176.16808792 +2016-09-01 18:00:00,569.45,571.55,570.57,571.45,310.6166814 +2016-09-01 17:00:00,569.55,570.97,569.63,570.57,378.25449543 +2016-09-01 16:00:00,568.5,571.24,571.24,569.62,470.32931837 +2016-09-01 15:00:00,569.9,571.79,571.77,569.98,290.8815101 +2016-09-01 14:00:00,570.29,572.24,572.08,571.77,289.26350623 +2016-09-01 13:00:00,570.82,572.08,571.73,572.08,218.63319265 +2016-09-01 12:00:00,571.36,572.08,571.7,571.72,92.10394051 +2016-09-01 11:00:00,570.4,571.7,570.87,571.7,83.31544292 +2016-09-01 10:00:00,570.41,571.43,571.43,570.89,76.22668798 +2016-09-01 09:00:00,570.2,571.64,570.2,571.43,79.61777749 +2016-09-01 08:00:00,568.12,570.92,570.92,570.2,264.08421377 +2016-09-01 07:00:00,570.26,572.65,572.64,571.12,116.26024858 +2016-09-01 06:00:00,571.23,573.2,571.93,572.64,182.65569714 +2016-09-01 05:00:00,571.92,573.08,571.98,572.15,124.37983666 +2016-09-01 04:00:00,570.08,573.26,573.26,571.98,276.84529378 +2016-09-01 03:00:00,571.63,573.31,573.29,572.99,232.38815662 +2016-09-01 02:00:00,571.98,573.31,573.02,573.3,174.14322475 +2016-09-01 01:00:00,571.0,573.2,572.99,572.88,249.11417096 +2016-09-01 00:00:00,572.49,573.31,572.89,572.76,170.32461353 +2016-08-31 23:00:00,570.54,573.32,570.94,572.89,178.52349283 +2016-08-31 22:00:00,569.21,571.98,571.49,570.91,243.53475495 +2016-08-31 21:00:00,571.26,572.29,571.79,571.33,179.7673311 +2016-08-31 20:00:00,570.31,572.94,570.5,571.78,253.75725864 +2016-08-31 19:00:00,570.11,572.28,571.32,570.53,271.5961472 +2016-08-31 18:00:00,570.21,572.25,572.23,571.26,228.48819856 +2016-08-31 17:00:00,570.35,572.23,571.75,572.22,314.8070303 +2016-08-31 16:00:00,570.75,573.35,571.72,571.48,328.77563277 +2016-08-31 15:00:00,571.55,572.59,572.19,571.91,290.58006987 +2016-08-31 14:00:00,571.55,572.75,572.46,572.41,191.33608134 +2016-08-31 13:00:00,572.15,572.74,572.64,572.34,266.10800219 +2016-08-31 12:00:00,571.71,572.74,572.01,572.62,121.18425896 +2016-08-31 11:00:00,572.0,573.23,572.5,572.14,114.85963538 +2016-08-31 10:00:00,572.0,572.7,572.53,572.51,116.28129546 +2016-08-31 09:00:00,572.0,573.1,573.09,572.4,117.71840896 +2016-08-31 08:00:00,572.94,573.25,572.96,573.09,56.8201884 +2016-08-31 07:00:00,572.51,573.54,572.88,572.97,103.36934276 +2016-08-31 06:00:00,572.0,573.19,573.02,572.87,99.65089941 +2016-08-31 05:00:00,572.5,573.26,572.93,572.77,105.38144366 +2016-08-31 04:00:00,572.79,573.61,573.61,572.93,78.30870448 +2016-08-31 03:00:00,572.5,573.82,573.22,573.61,161.55621286 +2016-08-31 02:00:00,572.02,574.82,574.76,573.38,223.39786807 +2016-08-31 01:00:00,574.37,575.15,574.57,574.76,184.22154856 +2016-08-31 00:00:00,574.12,575.15,574.95,574.56,209.60003023 +2016-08-30 23:00:00,574.7,575.47,574.95,574.95,214.14240078 +2016-08-30 22:00:00,574.68,575.65,575.6,574.88,219.37569732 +2016-08-30 21:00:00,574.56,575.99,574.82,575.59,163.03099431 +2016-08-30 20:00:00,574.81,575.99,575.25,574.84,298.06157761 +2016-08-30 19:00:00,574.85,575.92,575.08,575.09,218.30243423 +2016-08-30 18:00:00,574.63,575.99,575.15,575.07,222.66435665 +2016-08-30 17:00:00,574.81,575.69,575.67,575.14,153.14265929 +2016-08-30 16:00:00,573.96,575.69,575.43,575.68,185.29190123 +2016-08-30 15:00:00,575.07,575.99,575.62,575.63,249.1607681 +2016-08-30 14:00:00,575.22,575.99,575.9,575.38,154.93731998 +2016-08-30 13:00:00,575.83,576.66,576.55,575.88,125.69529011 +2016-08-30 12:00:00,576.13,576.83,576.54,576.55,135.50036366 +2016-08-30 11:00:00,575.94,576.54,575.99,576.54,63.98171073 +2016-08-30 10:00:00,575.97,575.99,575.98,575.97,69.18224677 +2016-08-30 09:00:00,575.32,575.98,575.59,575.98,45.92832096 +2016-08-30 08:00:00,573.51,575.93,575.7,575.6,165.22662897 +2016-08-30 07:00:00,575.3,575.99,575.5,575.69,81.70908871 +2016-08-30 06:00:00,573.52,575.5,573.94,575.5,155.33158095 +2016-08-30 05:00:00,572.93,573.99,573.03,573.99,203.01813145 +2016-08-30 04:00:00,572.57,573.69,572.96,573.23,133.33026353 +2016-08-30 03:00:00,572.53,573.29,572.96,573.23,202.3205556 +2016-08-30 02:00:00,572.55,573.77,573.57,573.07,243.54321848 +2016-08-30 01:00:00,572.96,573.69,573.69,573.54,194.5836148 +2016-08-30 00:00:00,572.81,573.69,573.21,573.69,278.38534005 +2016-08-29 23:00:00,571.67,574.34,573.4,573.21,233.713933 +2016-08-29 22:00:00,572.61,573.53,572.68,573.18,162.62342929 +2016-08-29 21:00:00,571.79,573.39,573.07,572.79,184.9489106 +2016-08-29 20:00:00,572.36,573.38,573.38,573.08,167.43128503 +2016-08-29 19:00:00,573.0,574.44,574.06,573.3,305.07465124 +2016-08-29 18:00:00,572.32,574.11,572.32,574.06,326.59506832 +2016-08-29 17:00:00,571.24,573.31,571.93,571.8,301.46997178 +2016-08-29 16:00:00,571.58,574.62,574.1,571.94,199.38438051 +2016-08-29 15:00:00,572.55,574.56,573.77,574.06,278.46759138 +2016-08-29 14:00:00,573.12,574.88,574.82,573.76,288.63356976 +2016-08-29 13:00:00,574.05,574.98,574.27,574.83,120.58303837 +2016-08-29 12:00:00,573.67,574.96,574.36,574.36,108.28181437 +2016-08-29 11:00:00,573.25,574.49,573.36,574.49,87.34721506 +2016-08-29 10:00:00,573.0,574.25,574.16,573.38,116.37405913 +2016-08-29 09:00:00,573.87,574.34,574.21,574.17,36.82801813 +2016-08-29 08:00:00,573.18,574.47,573.76,574.21,78.0673111 +2016-08-29 07:00:00,573.56,574.85,574.64,573.77,45.34389495 +2016-08-29 06:00:00,573.02,575.48,575.21,574.58,198.91306452 +2016-08-29 05:00:00,574.99,575.73,574.99,575.21,111.73766933 +2016-08-29 04:00:00,573.15,576.43,575.97,574.98,198.60327094 +2016-08-29 03:00:00,575.08,577.73,575.67,575.98,346.52637097 +2016-08-29 02:00:00,575.36,575.99,575.49,575.4,117.82177992 +2016-08-29 01:00:00,575.0,575.49,575.48,575.49,159.00255949 +2016-08-29 00:00:00,575.0,575.99,575.41,575.49,395.78962691 +2016-08-28 23:00:00,574.66,575.41,574.99,575.41,162.42439711 +2016-08-28 22:00:00,574.11,574.99,574.49,574.99,147.92273078 +2016-08-28 21:00:00,573.01,574.5,573.79,574.4,113.5696938 +2016-08-28 20:00:00,573.14,573.79,573.19,573.78,106.142552 +2016-08-28 19:00:00,572.73,573.97,572.96,573.71,135.76684409 +2016-08-28 18:00:00,572.7,572.99,572.96,572.92,113.88114732 +2016-08-28 17:00:00,571.35,572.96,572.93,572.83,243.42254778 +2016-08-28 16:00:00,572.06,572.94,572.69,572.93,105.99234579 +2016-08-28 15:00:00,571.66,573.93,573.9,572.68,256.89812901 +2016-08-28 14:00:00,573.78,574.12,573.99,573.91,94.50007435 +2016-08-28 13:00:00,573.77,573.99,573.82,573.99,74.98799937 +2016-08-28 12:00:00,571.98,573.99,571.99,573.99,78.751001 +2016-08-28 11:00:00,571.98,571.99,571.99,571.99,47.60297953 +2016-08-28 10:00:00,571.73,571.99,571.73,571.99,50.43900646 +2016-08-28 09:00:00,571.64,571.74,571.69,571.73,59.34318817 +2016-08-28 08:00:00,571.3,571.69,571.58,571.68,75.05454992 +2016-08-28 07:00:00,571.54,571.6,571.59,571.58,61.67566666 +2016-08-28 06:00:00,570.66,571.61,570.99,571.59,102.76801288 +2016-08-28 05:00:00,570.22,570.99,570.98,570.99,47.90150253 +2016-08-28 04:00:00,570.9,570.98,570.94,570.98,40.92928398 +2016-08-28 03:00:00,570.75,570.99,570.75,570.93,67.28598931 +2016-08-28 02:00:00,569.65,570.94,570.84,570.73,152.08714991 +2016-08-28 01:00:00,570.17,570.99,570.9,570.86,131.23883363 +2016-08-28 00:00:00,569.98,570.99,570.83,570.86,116.86863549 +2016-08-27 23:00:00,570.06,570.9,570.39,570.84,105.14036474 +2016-08-27 22:00:00,570.05,570.9,570.9,570.33,107.61795275 +2016-08-27 21:00:00,570.36,570.9,570.67,570.9,107.18796257 +2016-08-27 20:00:00,569.99,570.9,570.81,570.66,211.66931932 +2016-08-27 19:00:00,570.1,570.9,570.65,570.81,107.09433144 +2016-08-27 18:00:00,569.3,571.29,569.41,570.65,151.52485926 +2016-08-27 17:00:00,568.95,570.17,569.99,569.44,149.66717575 +2016-08-27 16:00:00,568.98,570.06,570.01,569.99,282.6715234 +2016-08-27 15:00:00,570.0,573.65,573.65,570.01,214.08826237 +2016-08-27 14:00:00,573.27,575.09,574.93,573.27,114.57534365 +2016-08-27 13:00:00,574.78,575.63,575.12,574.79,119.66972312 +2016-08-27 12:00:00,575.0,575.54,575.54,575.27,85.34666046 +2016-08-27 11:00:00,575.26,576.03,575.87,575.55,87.72462079 +2016-08-27 10:00:00,575.14,575.9,575.63,575.9,44.76953193 +2016-08-27 09:00:00,575.11,575.98,575.98,575.6,36.98184 +2016-08-27 08:00:00,575.68,576.46,576.45,575.98,56.47882 +2016-08-27 07:00:00,575.86,576.46,575.87,576.46,32.82971068 +2016-08-27 06:00:00,575.2,576.01,575.78,576.01,93.22457328 +2016-08-27 05:00:00,575.32,576.92,576.92,575.79,137.45055003 +2016-08-27 04:00:00,576.58,577.11,576.81,576.92,56.10488789 +2016-08-27 03:00:00,576.0,577.54,577.37,576.83,196.54367029 +2016-08-27 02:00:00,576.87,578.35,578.34,577.4,186.01074907 +2016-08-27 01:00:00,578.34,579.45,579.35,578.35,177.51816366 +2016-08-27 00:00:00,578.53,579.36,579.29,579.36,197.60249291 +2016-08-26 23:00:00,578.87,579.29,578.88,579.29,107.67049909 +2016-08-26 22:00:00,578.59,578.99,578.99,578.87,57.77110936 +2016-08-26 21:00:00,578.38,579.44,578.76,578.99,214.9813119 +2016-08-26 20:00:00,578.73,579.86,578.97,578.75,215.93882303 +2016-08-26 19:00:00,578.35,579.04,578.85,578.96,173.59181377 +2016-08-26 18:00:00,578.8,579.22,578.9,578.84,216.06949496 +2016-08-26 17:00:00,578.48,579.02,578.55,579.01,186.11675601 +2016-08-26 16:00:00,577.95,578.99,578.39,578.57,214.94091552 +2016-08-26 15:00:00,577.52,578.76,578.76,578.41,213.6324631 +2016-08-26 14:00:00,578.51,578.99,578.93,578.78,220.26067685 +2016-08-26 13:00:00,578.7,578.99,578.97,578.93,140.32977348 +2016-08-26 12:00:00,577.94,578.99,577.99,578.97,111.60898816 +2016-08-26 11:00:00,577.91,578.53,578.09,578.17,92.31404058 +2016-08-26 10:00:00,577.64,578.09,577.9,578.09,115.36733802 +2016-08-26 09:00:00,577.16,577.99,577.16,577.78,60.28640486 +2016-08-26 08:00:00,576.91,577.16,576.99,577.15,54.97274373 +2016-08-26 07:00:00,575.99,576.99,576.14,576.99,109.02677662 +2016-08-26 06:00:00,576.15,576.43,576.42,576.3,67.95014297 +2016-08-26 05:00:00,575.93,576.66,576.65,576.36,56.91912059 +2016-08-26 04:00:00,576.01,576.66,576.15,576.66,133.24582055 +2016-08-26 03:00:00,574.85,576.15,575.58,576.15,186.68362358 +2016-08-26 02:00:00,575.21,575.98,575.73,575.58,135.35154843 +2016-08-26 01:00:00,575.17,575.85,575.66,575.73,94.95951515 +2016-08-26 00:00:00,575.46,576.42,575.57,575.58,174.19347073 +2016-08-25 23:00:00,575.41,576.6,575.81,575.58,180.84552688 +2016-08-25 22:00:00,574.92,576.99,576.63,575.79,348.45175222 +2016-08-25 21:00:00,575.96,576.97,576.04,576.63,165.89731575 +2016-08-25 20:00:00,575.08,576.17,575.79,576.04,359.14330817 +2016-08-25 19:00:00,574.92,576.0,575.17,575.97,231.28277265 +2016-08-25 18:00:00,574.14,575.45,575.21,575.19,244.89312829 +2016-08-25 17:00:00,574.33,575.38,574.98,575.37,176.8856459 +2016-08-25 16:00:00,573.12,574.99,574.76,574.99,266.89954798 +2016-08-25 15:00:00,574.06,575.17,574.68,574.81,202.30462254 +2016-08-25 14:00:00,573.8,575.18,573.8,574.73,219.80945941 +2016-08-25 13:00:00,573.8,574.8,574.8,573.81,115.33908589 +2016-08-25 12:00:00,574.02,574.84,574.54,574.83,82.43227703 +2016-08-25 11:00:00,574.04,574.71,574.32,574.7,93.14004991 +2016-08-25 10:00:00,573.8,574.52,574.19,574.29,53.82632425 +2016-08-25 09:00:00,573.54,574.71,574.63,574.19,58.00225481 +2016-08-25 08:00:00,573.89,575.3,574.98,574.65,75.1185569 +2016-08-25 07:00:00,574.17,575.12,574.66,575.02,56.92478493 +2016-08-25 06:00:00,573.82,574.92,574.01,574.57,86.27037825 +2016-08-25 05:00:00,573.26,575.66,575.62,573.81,221.01368981 +2016-08-25 04:00:00,575.2,576.19,576.15,575.69,116.37777858 +2016-08-25 03:00:00,575.78,577.63,577.06,576.11,168.22898943 +2016-08-25 02:00:00,575.2,577.24,575.64,577.24,153.24787229 +2016-08-25 01:00:00,575.56,578.89,578.87,575.62,244.18650881 +2016-08-25 00:00:00,577.88,579.0,578.68,578.87,188.59093064 +2016-08-24 23:00:00,578.34,579.34,579.33,578.47,142.70232948 +2016-08-24 22:00:00,577.91,579.34,578.46,579.34,142.45874061 +2016-08-24 21:00:00,575.29,579.36,579.08,578.45,410.48452007 +2016-08-24 20:00:00,578.44,579.72,579.56,579.2,158.72032655 +2016-08-24 19:00:00,579.0,579.83,579.1,579.56,205.30716349 +2016-08-24 18:00:00,578.03,579.23,578.63,579.1,250.23150562 +2016-08-24 17:00:00,577.8,579.99,579.99,578.63,305.49886403 +2016-08-24 16:00:00,578.66,579.99,578.81,579.99,124.92696013 +2016-08-24 15:00:00,578.03,579.06,578.98,578.84,202.21080885 +2016-08-24 14:00:00,578.0,580.63,580.34,579.07,275.48776586 +2016-08-24 13:00:00,579.55,580.75,579.81,580.34,114.90972773 +2016-08-24 12:00:00,579.67,581.16,580.51,579.81,114.02552972 +2016-08-24 11:00:00,579.78,580.83,579.88,580.59,59.1196686 +2016-08-24 10:00:00,578.68,580.64,580.35,579.88,171.18730148 +2016-08-24 09:00:00,580.01,581.45,581.3,580.43,92.46811471 +2016-08-24 08:00:00,580.44,581.39,580.99,581.31,53.52544703 +2016-08-24 07:00:00,578.65,581.01,578.87,580.85,53.40295425 +2016-08-24 06:00:00,578.59,579.79,579.12,578.63,114.29534473 +2016-08-24 05:00:00,578.97,579.69,579.15,579.26,109.92917701 +2016-08-24 04:00:00,578.82,579.9,579.89,579.15,106.03491323 +2016-08-24 03:00:00,579.12,581.38,581.12,579.8,203.42456584 +2016-08-24 02:00:00,580.97,581.95,581.8,581.2,133.6294257 +2016-08-24 01:00:00,581.61,582.38,582.03,581.92,137.61920258 +2016-08-24 00:00:00,580.55,582.68,582.39,581.88,175.42283034 +2016-08-23 23:00:00,582.0,582.99,582.26,582.39,146.45230286 +2016-08-23 22:00:00,581.52,582.6,582.28,582.12,208.5896707 +2016-08-23 21:00:00,580.01,583.99,580.13,582.24,519.68048641 +2016-08-23 20:00:00,579.22,580.61,579.64,580.05,301.82127066 +2016-08-23 19:00:00,578.4,579.89,578.66,579.65,231.88432248 +2016-08-23 18:00:00,577.47,582.11,581.66,578.67,746.61147165 +2016-08-23 17:00:00,581.44,582.8,581.71,581.44,209.33941566 +2016-08-23 16:00:00,580.38,583.04,581.53,581.69,208.19961886 +2016-08-23 15:00:00,581.36,584.96,583.66,581.53,247.53246902 +2016-08-23 14:00:00,583.11,585.74,585.24,583.65,164.41300702 +2016-08-23 13:00:00,582.8,585.51,583.16,585.24,239.2477304 +2016-08-23 12:00:00,580.55,583.15,581.42,583.15,123.13749295 +2016-08-23 11:00:00,580.78,582.36,581.89,581.49,127.11763918 +2016-08-23 10:00:00,579.22,582.18,580.28,581.78,285.1278161 +2016-08-23 09:00:00,580.28,581.42,581.07,580.3,87.88366897 +2016-08-23 08:00:00,580.6,586.51,586.51,581.07,182.23601514 +2016-08-23 07:00:00,585.83,586.77,585.91,586.51,97.31796645 +2016-08-23 06:00:00,585.31,585.99,585.84,585.92,77.49069432 +2016-08-23 05:00:00,585.63,585.99,585.96,585.86,68.30189524 +2016-08-23 04:00:00,585.53,585.99,585.99,585.93,94.97725983 +2016-08-23 03:00:00,584.65,585.99,584.66,585.98,164.37412021 +2016-08-23 02:00:00,584.05,585.75,585.36,584.63,196.12213039 +2016-09-17 01:00:00,606.87,608.38,607.83,607.23,150.73738556 +2016-09-17 00:00:00,607.79,608.86,607.95,608.07,197.93781394 +2016-09-16 23:00:00,607.3,607.99,607.84,607.93,183.53186818 +2016-09-16 22:00:00,607.3,607.93,607.87,607.65,163.1144284 +2016-09-16 21:00:00,606.73,607.87,606.88,607.87,134.31785668 +2016-09-16 20:00:00,606.51,607.68,607.56,606.76,358.0863818 +2016-09-16 19:00:00,607.15,607.72,607.47,607.56,174.40361455 +2016-09-16 18:00:00,606.2,607.49,606.23,607.47,236.27714776 +2016-09-16 17:00:00,606.01,606.65,606.52,606.22,198.38336891 +2016-09-16 16:00:00,605.34,606.58,606.34,606.41,267.7715563 +2016-09-16 15:00:00,605.82,607.24,607.18,606.44,171.8163071 +2016-09-16 14:00:00,607.18,607.98,607.96,607.2,218.22502597 +2016-09-16 13:00:00,607.31,608.1,607.51,607.94,186.59458666 +2016-09-16 12:00:00,606.09,607.99,606.45,607.56,250.27589643 +2016-09-16 11:00:00,606.09,606.58,606.1,606.45,99.64692886 +2016-09-16 10:00:00,604.91,606.1,606.08,606.09,168.39455749 +2016-09-16 09:00:00,605.92,606.57,606.31,606.07,44.20107965 +2016-09-16 08:00:00,606.3,607.52,607.5,606.35,159.15283925 +2016-09-16 07:00:00,606.76,607.5,606.85,607.48,69.26576625 +2016-09-16 06:00:00,606.0,606.99,606.99,606.84,131.63074936 +2016-09-16 05:00:00,606.46,606.99,606.64,606.98,111.87496953 +2016-09-16 04:00:00,605.65,606.83,606.11,606.64,112.60102934 +2016-09-16 03:00:00,603.15,607.45,607.1,606.06,304.18621573 +2016-09-16 02:00:00,606.71,607.49,606.91,607.08,130.74716205 +2016-09-16 01:00:00,606.4,607.35,606.68,606.91,150.41472042 +2016-09-16 00:00:00,605.43,606.92,605.43,606.67,146.0915761 +2016-09-15 23:00:00,603.33,607.5,607.37,605.44,264.68794568 +2016-09-15 22:00:00,606.17,607.37,606.65,607.37,189.6521809 +2016-09-15 21:00:00,605.92,607.35,606.85,606.63,226.72768147 +2016-09-15 20:00:00,606.51,607.47,606.98,606.85,209.16534841 +2016-09-15 19:00:00,605.5,607.5,606.64,606.98,227.5039851 +2016-09-15 18:00:00,606.25,607.97,607.62,606.62,221.30105689 +2016-09-15 17:00:00,605.16,607.71,605.43,607.65,369.74328824 +2016-09-15 16:00:00,603.85,608.82,608.82,605.4,348.52387158 +2016-09-15 15:00:00,608.17,609.49,609.18,608.83,300.20420524 +2016-09-15 14:00:00,609.04,609.47,609.29,609.19,133.03267854 +2016-09-15 13:00:00,609.0,609.39,609.25,609.29,162.23570437 +2016-09-15 12:00:00,608.36,609.39,608.69,609.25,129.26000505 +2016-09-15 11:00:00,608.33,608.7,608.33,608.69,81.11334882 +2016-09-15 10:00:00,608.08,608.66,608.66,608.35,47.22919166 +2016-09-15 09:00:00,608.34,608.66,608.61,608.63,53.97079439 +2016-09-15 08:00:00,608.28,608.66,608.28,608.6,43.11005016 +2016-09-15 07:00:00,607.51,608.28,607.57,608.28,52.21695773 +2016-09-15 06:00:00,607.1,608.66,608.63,607.57,146.28874277 +2016-09-15 05:00:00,608.15,608.7,608.24,608.62,91.06206107 +2016-09-15 04:00:00,607.44,608.25,607.56,608.23,142.11018042 +2016-09-15 03:00:00,607.19,608.56,608.37,607.56,128.44772112 +2016-09-15 02:00:00,607.81,608.99,608.97,608.33,133.10847917 +2016-09-15 01:00:00,608.39,609.0,608.67,608.89,143.7699819 +2016-09-15 00:00:00,608.12,608.73,608.47,608.67,121.22648952 +2016-09-14 23:00:00,608.43,609.18,608.95,608.43,120.8854048 +2016-09-14 22:00:00,608.92,609.95,609.65,609.09,238.98250023 +2016-09-14 21:00:00,609.1,609.99,609.99,609.79,209.70226999 +2016-09-14 20:00:00,609.16,609.99,609.7,609.99,258.63949974 +2016-09-14 19:00:00,608.93,610.29,609.35,609.7,176.56139541 +2016-09-14 18:00:00,608.25,610.38,610.19,609.34,276.82496415 +2016-09-14 17:00:00,609.01,611.13,610.5,610.19,397.2809188 +2016-09-14 16:00:00,609.52,611.67,610.46,610.48,208.42587023 +2016-09-14 15:00:00,610.3,611.31,610.98,610.3,205.77943894 +2016-09-14 14:00:00,610.05,611.99,610.44,610.77,279.23209724 +2016-09-14 13:00:00,609.92,610.9,609.99,610.44,173.36012004 +2016-09-14 12:00:00,609.0,609.99,609.19,609.99,125.54435047 +2016-09-14 11:00:00,609.1,609.99,609.75,609.19,90.46572494 +2016-09-14 10:00:00,609.37,609.88,609.39,609.88,57.57305942 +2016-09-14 09:00:00,608.58,609.4,608.72,609.4,59.36927461 +2016-09-14 08:00:00,608.66,609.39,609.39,608.7,38.66309108 +2016-09-14 07:00:00,608.31,609.39,608.5,609.39,63.01376179 +2016-09-14 06:00:00,608.33,609.22,608.87,608.34,73.7896813 +2016-09-14 05:00:00,608.8,609.43,609.18,608.87,89.59404702 +2016-09-14 04:00:00,608.8,609.35,609.02,609.17,91.94406045 +2016-09-14 03:00:00,608.57,609.21,609.05,609.0,78.1255537 +2016-09-14 02:00:00,608.5,609.1,608.55,609.05,93.0873057 +2016-09-14 01:00:00,608.5,609.1,608.8,608.71,161.19491942 +2016-09-14 00:00:00,608.0,609.1,608.39,608.68,176.70386491 +2016-09-13 23:00:00,607.38,609.1,608.49,608.63,162.58982372 +2016-09-13 22:00:00,606.05,609.7,609.69,608.49,196.23131394 +2016-09-13 21:00:00,608.56,609.99,609.07,609.69,233.89287469 +2016-09-13 20:00:00,607.61,609.54,608.59,609.06,222.09569349 +2016-09-13 19:00:00,608.33,609.87,608.91,608.72,204.96390884 +2016-09-13 18:00:00,605.56,608.99,606.76,608.71,203.01249581 +2016-09-13 17:00:00,605.16,606.97,606.97,606.76,264.7773549 +2016-09-13 16:00:00,605.94,607.86,607.86,606.94,266.87059849 +2016-09-13 15:00:00,607.13,609.03,609.01,608.01,145.17273045 +2016-09-13 14:00:00,608.75,609.1,608.95,609.0,173.64411392 +2016-09-13 13:00:00,608.62,608.99,608.62,608.97,143.15615641 +2016-09-13 12:00:00,607.37,608.84,607.98,608.84,137.07168079 +2016-09-13 11:00:00,606.47,608.0,607.84,608.0,90.08710477 +2016-09-13 10:00:00,606.06,607.89,607.84,607.86,122.97324754 +2016-09-13 09:00:00,607.15,607.88,607.41,607.84,56.23449583 +2016-09-13 08:00:00,607.11,607.69,607.47,607.4,46.35166494 +2016-09-13 07:00:00,607.13,608.15,608.08,607.4,56.34072806 +2016-09-13 06:00:00,607.43,608.33,608.11,607.84,69.72790519 +2016-09-13 05:00:00,607.87,608.54,608.53,608.14,169.04380423 +2016-09-13 04:00:00,608.3,608.9,608.42,608.53,115.25289404 +2016-09-13 03:00:00,607.98,608.99,608.9,608.48,244.72257415 +2016-09-13 02:00:00,607.22,608.99,608.78,608.98,187.8572069 +2016-09-13 01:00:00,606.57,608.99,606.92,608.78,203.38768317 +2016-09-13 00:00:00,606.14,607.46,606.86,606.8,172.61246865 +2016-09-12 23:00:00,606.01,607.48,606.8,606.74,173.46822978 +2016-09-12 22:00:00,605.84,607.34,606.73,607.18,232.44823164 +2016-09-12 21:00:00,605.65,607.34,607.1,606.41,183.93594162 +2016-09-12 20:00:00,605.63,607.29,605.74,607.1,156.1082245 +2016-09-12 19:00:00,604.72,607.3,606.15,605.79,322.67157429 +2016-09-12 18:00:00,604.79,606.75,606.2,606.55,240.60270594 +2016-09-12 17:00:00,605.19,606.44,605.31,606.4,219.88953602 +2016-09-12 16:00:00,603.0,606.69,606.46,605.31,417.55160644 +2016-09-12 15:00:00,605.61,606.99,606.3,606.46,193.55066411 +2016-09-12 14:00:00,606.0,607.16,606.37,606.31,149.11035221 +2016-09-12 13:00:00,605.86,606.93,606.3,606.04,138.79877223 +2016-09-12 12:00:00,605.44,606.29,606.18,606.29,123.9488318 +2016-09-12 11:00:00,605.3,606.2,605.98,605.96,112.74851499 +2016-09-12 10:00:00,604.0,606.2,606.19,605.97,122.23722645 +2016-09-12 09:00:00,605.84,607.81,607.81,605.84,85.09116796 +2016-09-12 08:00:00,607.7,608.43,608.16,607.81,59.47465384 +2016-09-12 07:00:00,608.03,608.82,608.77,608.43,85.48814485 +2016-09-12 06:00:00,608.64,608.91,608.91,608.76,88.56250536 +2016-09-12 05:00:00,608.85,608.91,608.85,608.91,148.48208688 +2016-09-12 04:00:00,607.75,608.99,608.45,608.86,150.46127718 +2016-09-12 03:00:00,607.71,609.0,608.99,608.43,153.44808032 +2016-09-12 02:00:00,608.11,609.45,608.62,609.0,168.28169142 +2016-09-12 01:00:00,607.7,608.74,608.09,608.62,145.59959043 +2016-09-12 00:00:00,607.7,608.1,607.94,608.1,114.20510537 +2016-09-11 23:00:00,606.2,607.99,606.83,607.94,151.02342718 +2016-09-11 22:00:00,604.92,607.95,606.53,606.82,196.23552422 +2016-09-11 21:00:00,601.24,606.88,603.32,606.53,248.73129413 +2016-09-11 20:00:00,599.31,605.2,605.19,602.92,496.23005053 +2016-09-11 19:00:00,591.8,630.11,630.0,605.21,1052.0829211 +2016-09-11 18:00:00,625.7,630.0,625.7,630.0,402.93485277 +2016-09-11 17:00:00,623.58,625.7,625.31,625.7,174.9945348 +2016-09-11 16:00:00,624.9,626.03,625.28,625.4,158.47493385 +2016-09-11 15:00:00,625.1,626.17,625.77,625.58,92.98636913 +2016-09-11 14:00:00,625.65,626.47,626.19,625.77,65.80843281 +2016-09-11 13:00:00,625.56,626.48,625.56,626.2,140.97439846 +2016-09-11 12:00:00,625.21,625.62,625.41,625.55,63.67133854 +2016-09-11 11:00:00,624.98,625.55,625.01,625.37,40.8587649 +2016-09-11 10:00:00,622.83,625.95,622.86,624.71,121.73272566 +2016-09-11 09:00:00,622.79,622.94,622.91,622.9,35.54918135 +2016-09-11 08:00:00,622.95,624.17,624.09,623.02,47.72833676 +2016-09-11 07:00:00,623.09,624.71,623.12,624.12,52.61030458 +2016-09-11 06:00:00,622.1,623.5,622.62,623.23,77.47405964 +2016-09-11 05:00:00,622.07,623.58,622.89,622.64,64.91155394 +2016-09-11 04:00:00,621.4,624.21,624.13,622.39,164.19505893 +2016-09-11 03:00:00,623.2,624.11,623.55,624.11,74.32211825 +2016-09-11 02:00:00,623.21,623.93,623.6,623.45,118.57726119 +2016-09-11 01:00:00,623.49,624.57,623.87,623.6,133.84567335 +2016-09-11 00:00:00,623.53,624.28,623.58,623.88,113.67166003 +2016-09-10 23:00:00,623.06,625.61,625.11,623.74,212.06034578 +2016-09-10 22:00:00,624.71,625.75,625.75,625.12,121.61101421 +2016-09-10 21:00:00,625.12,626.54,625.88,625.75,146.7194099 +2016-09-10 20:00:00,624.88,625.89,624.88,625.89,216.68034672 +2016-09-10 19:00:00,624.14,624.89,624.68,624.88,96.97115654 +2016-09-10 18:00:00,624.17,624.69,624.49,624.68,106.96511037 +2016-09-10 17:00:00,624.01,624.89,624.21,624.5,94.44850117 +2016-09-10 16:00:00,621.96,624.23,622.13,624.19,107.51691687 +2016-09-10 15:00:00,621.05,623.91,623.27,622.12,204.62481461 +2016-09-10 14:00:00,621.44,624.89,624.89,623.27,204.15662298 +2016-09-10 13:00:00,623.87,624.89,623.87,624.89,90.66746247 +2016-09-10 12:00:00,623.17,623.87,623.66,623.87,160.19803662 +2016-09-10 11:00:00,623.66,623.99,623.98,623.75,37.76861891 +2016-09-10 10:00:00,623.77,624.12,623.82,623.99,23.93834714 +2016-09-10 09:00:00,622.6,623.82,622.83,623.82,44.91957675 +2016-09-10 08:00:00,622.31,622.83,622.31,622.83,61.67769616 +2016-09-10 07:00:00,621.84,622.31,621.99,622.31,74.6746934 +2016-09-10 06:00:00,621.77,622.31,622.0,622.01,60.01428098 +2016-09-10 05:00:00,621.32,622.31,622.3,621.93,84.7242688 +2016-09-10 04:00:00,621.46,622.31,621.49,622.31,103.85664473 +2016-09-10 03:00:00,621.11,622.15,621.75,621.48,86.75154702 +2016-09-10 02:00:00,621.26,622.4,622.24,621.9,143.30862075 +2016-09-10 01:00:00,621.27,622.45,621.69,622.27,95.36517854 +2016-09-10 00:00:00,620.59,622.81,622.07,621.89,239.51229609 +2016-09-09 23:00:00,621.6,622.7,622.26,622.07,111.00198521 +2016-09-09 22:00:00,621.16,622.85,622.45,622.27,191.68056618 +2016-09-09 21:00:00,619.8,622.75,619.8,622.48,129.90118203 +2016-09-09 20:00:00,618.25,623.57,619.83,619.83,531.72501251 +2016-09-09 19:00:00,619.14,620.0,619.54,619.88,131.19968405 +2016-09-09 18:00:00,618.32,620.38,620.1,619.54,244.14088036 +2016-09-09 17:00:00,619.31,621.84,621.11,620.1,323.03624001 +2016-09-09 16:00:00,620.46,621.98,621.2,620.97,212.58286215 +2016-09-09 15:00:00,620.73,622.0,621.91,621.18,171.46192445 +2016-09-09 14:00:00,620.17,621.93,620.52,621.88,176.0371785 +2016-09-09 13:00:00,620.5,622.33,622.04,620.5,324.53533948 +2016-09-09 12:00:00,621.17,622.58,621.18,622.04,120.86431116 +2016-09-09 11:00:00,620.3,621.74,620.75,621.18,62.91926838 +2016-09-09 10:00:00,620.68,622.8,622.79,620.68,168.60288223 +2016-09-09 09:00:00,622.27,622.79,622.56,622.79,58.10855607 +2016-09-09 08:00:00,622.28,623.54,622.7,622.61,68.87077881 +2016-09-09 07:00:00,620.3,622.89,621.21,622.49,235.17539818 +2016-09-09 06:00:00,621.22,623.62,623.09,621.25,215.3824338 +2016-09-09 05:00:00,623.0,627.07,626.55,623.01,192.77349032 +2016-09-09 04:00:00,624.54,626.56,626.3,626.56,183.19167342 +2016-09-09 03:00:00,625.8,627.79,627.74,626.3,125.22722563 +2016-09-09 02:00:00,626.3,627.81,627.81,627.72,168.04438282 +2016-09-09 01:00:00,627.66,628.68,628.41,627.83,168.72858328 +2016-09-09 00:00:00,627.51,628.69,627.97,628.41,187.67373684 +2016-09-08 23:00:00,627.72,629.12,628.05,627.97,230.42643151 +2016-09-08 22:00:00,626.0,628.16,626.74,627.87,191.31963674 +2016-09-08 21:00:00,626.7,627.94,626.71,626.82,169.53424435 +2016-09-08 20:00:00,625.86,626.74,626.5,626.71,256.2915219 +2016-09-08 19:00:00,624.75,626.87,625.63,626.5,202.45780702 +2016-09-08 18:00:00,624.08,626.24,624.27,625.59,164.88163077 +2016-09-08 17:00:00,622.56,628.99,628.83,624.27,384.06794763 +2016-09-08 16:00:00,626.31,628.84,627.91,628.73,284.28670208 +2016-09-08 15:00:00,627.3,628.99,628.71,627.92,288.00845216 +2016-09-08 14:00:00,628.0,628.99,628.89,628.84,201.53511003 +2016-09-08 13:00:00,628.17,629.13,628.96,628.98,253.05864622 +2016-09-08 12:00:00,627.8,631.3,629.7,628.99,369.75146749 +2016-09-08 11:00:00,627.7,630.0,627.7,629.9,222.94939865 +2016-09-08 10:00:00,625.5,628.0,626.44,627.85,275.11191901 +2016-09-08 09:00:00,624.53,627.16,624.53,626.45,175.80792102 +2016-09-08 08:00:00,615.8,624.8,615.96,624.58,483.81900334 +2016-09-08 07:00:00,614.87,616.1,615.01,615.77,62.45702494 +2016-09-08 06:00:00,613.43,616.1,616.08,615.02,174.85731266 +2016-09-08 05:00:00,615.81,616.1,615.99,616.1,74.93437541 +2016-09-08 04:00:00,615.24,615.99,615.81,615.96,112.84201352 +2016-09-08 03:00:00,615.09,615.99,615.84,615.81,166.47909744 +2016-09-08 02:00:00,614.16,615.8,614.95,615.79,159.55783229 +2016-09-08 01:00:00,614.48,615.5,615.33,614.98,189.49962938 +2016-09-08 00:00:00,614.47,615.5,615.22,615.32,131.10164713 +2016-09-07 23:00:00,613.74,615.5,614.63,615.21,245.39858681 +2016-09-07 22:00:00,613.26,615.5,614.99,614.41,329.28203176 +2016-09-07 21:00:00,613.5,615.27,614.61,615.09,213.60308868 +2016-09-07 20:00:00,613.63,615.5,614.86,614.55,213.38048001 +2016-09-07 19:00:00,614.0,615.98,615.95,614.73,272.62406395 +2016-09-07 18:00:00,615.0,616.99,616.76,615.95,265.31066987 +2016-09-07 17:00:00,614.72,618.53,614.73,616.76,450.08334015 +2016-09-07 16:00:00,614.02,614.99,614.55,614.73,188.3150035 +2016-09-07 15:00:00,613.19,614.55,614.15,614.55,176.8192469 +2016-09-07 14:00:00,613.0,614.61,614.61,613.93,182.1525277 +2016-09-07 13:00:00,613.45,614.89,614.3,614.61,213.29172707 +2016-09-07 12:00:00,612.64,614.31,612.92,614.31,117.70346539 +2016-09-07 11:00:00,609.78,613.25,610.77,612.98,185.64093593 +2016-09-07 10:00:00,609.21,610.8,610.48,610.78,134.74027183 +2016-09-07 09:00:00,609.9,611.41,611.3,610.51,64.49669366 +2016-09-07 08:00:00,610.48,611.4,610.65,611.4,93.22248962 +2016-09-07 07:00:00,610.2,610.98,610.85,610.64,81.29523454 +2016-09-07 06:00:00,610.01,610.85,610.75,610.85,105.84581748 +2016-09-07 05:00:00,610.6,612.18,612.17,610.76,133.2553576 +2016-09-07 04:00:00,611.25,612.3,612.3,612.17,160.29382135 +2016-09-07 03:00:00,612.0,613.65,613.64,612.3,160.76162157 +2016-09-07 02:00:00,612.78,613.99,613.64,613.64,308.63346116 +2016-09-07 01:00:00,611.95,613.99,611.95,613.63,213.9391173 +2016-09-07 00:00:00,610.95,612.99,612.99,611.95,170.86866277 +2016-09-06 23:00:00,611.77,612.99,611.88,612.99,135.94873311 +2016-09-06 22:00:00,611.32,612.19,612.17,611.88,161.97560981 +2016-09-06 21:00:00,611.85,612.8,611.95,612.18,193.98438483 +2016-09-06 20:00:00,610.9,611.99,611.72,611.95,253.80958325 +2016-09-06 19:00:00,608.01,611.8,609.99,611.72,470.86714483 +2016-09-06 18:00:00,608.16,609.99,609.62,609.99,214.9730909 +2016-09-06 17:00:00,608.27,609.99,609.51,609.66,224.32369522 +2016-09-06 16:00:00,607.69,610.49,610.47,609.54,222.45639677 +2016-09-06 15:00:00,609.08,611.99,610.98,610.47,322.00282339 +2016-09-06 14:00:00,609.56,611.85,609.99,611.84,207.86281945 +2016-09-06 13:00:00,609.71,610.0,609.82,610.0,208.88690002 +2016-09-06 12:00:00,607.9,609.99,607.9,609.82,196.64742998 +2016-09-06 11:00:00,605.9,607.9,606.6,607.9,76.54932166 +2016-09-06 10:00:00,605.9,607.05,606.94,606.41,140.06858864 +2016-09-06 09:00:00,606.63,607.41,607.22,606.95,56.82148553 +2016-09-06 08:00:00,607.05,609.74,609.61,607.05,121.37494267 +2016-09-06 07:00:00,606.8,609.81,606.82,609.61,130.86225556 +2016-09-06 06:00:00,606.36,607.04,606.6,607.04,50.41579104 +2016-09-06 05:00:00,606.41,607.09,606.89,606.61,69.7910887 +2016-09-06 04:00:00,606.05,607.13,606.26,607.01,91.69334991 +2016-09-06 03:00:00,605.9,607.21,606.54,606.26,102.3317367 +2016-09-06 02:00:00,605.6,607.53,605.99,606.54,190.87893446 +2016-09-06 01:00:00,605.61,608.58,608.55,605.98,143.39940272 +2016-09-06 00:00:00,605.47,609.41,605.93,608.5,181.77237548 +2016-09-05 23:00:00,605.06,608.99,608.98,605.69,226.60161911 +2016-09-05 22:00:00,607.55,608.99,607.83,608.97,144.59969078 +2016-09-05 21:00:00,607.32,608.96,608.49,607.82,153.89658311 +2016-09-05 20:00:00,606.38,608.52,607.73,608.48,135.20032986 +2016-09-05 19:00:00,605.57,607.87,605.85,607.74,122.65841671 +2016-09-05 18:00:00,605.4,606.97,606.47,605.85,170.6097422 +2016-09-05 17:00:00,605.23,607.42,605.46,606.05,121.8691955 +2016-09-05 16:00:00,604.01,606.65,606.42,605.46,186.95081978 +2016-09-05 15:00:00,605.99,607.23,606.0,606.63,153.1959551 +2016-09-05 14:00:00,603.37,606.0,605.44,606.0,126.0237701 +2016-09-05 13:00:00,602.72,605.56,603.07,605.43,117.03472964 +2016-09-05 12:00:00,601.63,604.06,603.99,603.36,241.14116649 +2016-09-05 11:00:00,603.96,605.37,605.28,604.08,85.98166771 +2016-09-05 10:00:00,604.85,607.0,607.0,605.28,114.80939274 +2016-09-05 09:00:00,606.87,608.97,608.94,606.87,50.16468465 +2016-09-05 08:00:00,608.92,609.62,609.59,608.95,127.3803475 +2016-09-05 07:00:00,609.27,609.62,609.41,609.59,56.10204822 +2016-09-05 06:00:00,609.08,609.93,609.75,609.62,76.70805454 +2016-09-05 05:00:00,609.17,609.93,609.38,609.76,74.65621364 +2016-09-05 04:00:00,609.07,609.99,609.67,609.6,88.85460373 +2016-09-05 03:00:00,609.08,609.99,609.85,609.58,104.67244216 +2016-09-05 02:00:00,609.16,609.98,609.97,609.85,80.32662314 +2016-09-05 01:00:00,609.03,609.99,609.69,609.96,94.19551123 +2016-09-05 00:00:00,609.25,611.99,611.94,609.69,157.1164246 +2016-09-04 23:00:00,611.62,611.99,611.73,611.92,164.13201362 +2016-09-04 22:00:00,610.08,611.78,610.13,611.73,106.17426421 +2016-09-04 21:00:00,609.04,613.43,611.13,610.12,168.3140095 +2016-09-04 20:00:00,608.91,611.69,609.98,610.0,206.9880247 +2016-09-04 19:00:00,608.58,615.99,614.94,609.99,246.52548619 +2016-09-04 18:00:00,613.8,615.53,614.39,614.98,199.18740181 +2016-09-04 17:00:00,614.33,616.5,614.99,614.4,226.03692973 +2016-09-04 16:00:00,612.76,616.47,612.76,614.99,283.94884806 +2016-09-04 15:00:00,610.85,613.0,613.0,612.76,198.83929158 +2016-09-04 14:00:00,612.0,616.13,615.83,613.0,520.8702925 +2016-09-29 13:00:00,604.83,606.13,605.95,604.98,194.13417649 +2016-09-29 12:00:00,604.86,606.13,606.13,606.01,159.49780851 +2016-09-29 11:00:00,604.64,606.25,604.83,606.13,115.18942636 +2016-09-29 10:00:00,603.56,605.42,605.42,604.76,116.7776803 +2016-09-29 09:00:00,605.03,606.89,605.99,605.03,118.55839502 +2016-09-29 08:00:00,603.79,605.99,603.94,605.99,91.54250684 +2016-09-29 07:00:00,603.87,605.99,605.98,603.94,279.23502022 +2016-09-29 06:00:00,604.76,605.99,605.03,605.98,73.43431466 +2016-09-29 05:00:00,604.77,605.37,604.99,605.03,127.8440246 +2016-09-29 04:00:00,604.79,604.99,604.87,604.99,62.79056731 +2016-09-29 03:00:00,604.27,604.99,604.98,604.86,166.53377715 +2016-09-29 02:00:00,604.21,605.25,604.31,604.98,172.50421054 +2016-09-29 01:00:00,604.14,605.17,604.79,604.31,146.40553085 +2016-09-29 00:00:00,604.56,605.32,604.96,604.8,147.11198032 +2016-09-28 23:00:00,604.12,605.16,605.13,605.04,206.78099432 +2016-09-28 22:00:00,604.38,605.76,605.0,605.16,192.18712869 +2016-09-28 21:00:00,604.28,605.01,604.44,605.01,184.19026055 +2016-09-28 20:00:00,604.0,604.98,604.95,604.44,201.74923363 +2016-09-28 19:00:00,604.07,604.99,604.69,604.98,171.91469638 +2016-09-28 18:00:00,603.18,604.99,603.98,604.5,319.43282909 +2016-09-28 17:00:00,603.5,604.74,604.38,603.99,250.58217274 +2016-09-28 16:00:00,604.01,604.99,604.88,604.3,145.59933876 +2016-09-28 15:00:00,604.72,604.99,604.98,604.99,202.9577503 +2016-09-28 14:00:00,604.72,605.51,605.51,604.95,151.36596437 +2016-09-28 13:00:00,604.72,605.6,605.1,605.6,112.49640913 +2016-09-28 12:00:00,604.14,605.15,604.22,605.07,111.22350353 +2016-09-28 11:00:00,604.14,605.1,604.92,604.14,78.4248742 +2016-09-28 10:00:00,604.44,605.47,605.21,604.95,75.0686303 +2016-09-28 09:00:00,604.61,605.21,604.72,605.21,47.19516768 +2016-09-28 08:00:00,603.69,605.0,604.03,604.72,76.94837551 +2016-09-28 07:00:00,603.56,604.03,603.8,604.03,59.95373818 +2016-09-28 06:00:00,603.49,604.14,604.08,603.82,120.74429935 +2016-09-28 05:00:00,603.82,604.55,604.5,604.02,138.86178191 +2016-09-28 04:00:00,604.12,605.0,604.47,604.5,171.28688963 +2016-09-28 03:00:00,604.24,605.53,605.39,604.47,184.93640086 +2016-09-28 02:00:00,604.41,605.56,605.28,605.39,181.70850554 +2016-09-28 01:00:00,605.15,606.0,605.9,605.27,172.54430356 +2016-09-28 00:00:00,605.33,606.0,605.71,605.9,151.85882399 +2016-09-27 23:00:00,603.71,605.78,603.94,605.71,198.43489177 +2016-09-27 22:00:00,602.72,604.11,602.91,603.94,163.51199253 +2016-09-27 21:00:00,602.14,603.5,603.28,602.91,289.11245517 +2016-09-27 20:00:00,601.38,606.99,605.93,603.15,388.7315934 +2016-09-27 19:00:00,604.74,605.9,605.31,605.9,303.79932245 +2016-09-27 18:00:00,604.7,606.0,604.93,605.21,240.25044156 +2016-09-27 17:00:00,604.24,605.23,604.82,604.83,203.96463539 +2016-09-27 16:00:00,603.64,605.2,605.01,604.82,254.12422511 +2016-09-27 15:00:00,603.33,605.09,603.73,605.0,219.11444853 +2016-09-27 14:00:00,603.18,604.14,603.57,603.74,153.14388136 +2016-09-27 13:00:00,602.98,604.61,604.06,603.65,268.57743502 +2016-09-27 12:00:00,603.38,604.2,604.16,604.0,114.74888298 +2016-09-27 11:00:00,603.23,604.51,604.05,604.15,76.22779023 +2016-09-27 10:00:00,602.76,605.97,605.92,604.04,135.22415044 +2016-09-27 09:00:00,605.8,606.54,606.44,605.9,56.83762063 +2016-09-27 08:00:00,606.26,606.6,606.59,606.4,37.38352761 +2016-09-27 07:00:00,606.25,606.87,606.32,606.5,63.96261435 +2016-09-27 06:00:00,605.57,606.42,606.06,606.37,71.95268432 +2016-09-27 05:00:00,605.55,606.74,605.55,606.03,106.04463335 +2016-09-27 04:00:00,605.53,606.42,606.12,605.56,160.48702258 +2016-09-27 03:00:00,604.84,606.49,605.34,606.02,151.15296693 +2016-09-27 02:00:00,605.24,606.95,606.77,605.24,239.15460717 +2016-09-27 01:00:00,606.25,607.32,607.09,606.91,215.81475733 +2016-09-27 00:00:00,606.49,607.54,607.04,606.87,233.76230864 +2016-09-26 23:00:00,605.81,607.28,606.55,607.08,246.78030392 +2016-09-26 22:00:00,606.24,606.99,606.81,606.45,233.37958815 +2016-09-26 21:00:00,606.23,607.0,606.6,606.8,262.07546352 +2016-09-26 20:00:00,606.15,607.69,606.15,606.58,281.21371312 +2016-09-26 19:00:00,605.32,606.73,606.19,606.26,363.13372781 +2016-09-26 18:00:00,605.33,606.99,606.72,606.11,238.15658338 +2016-09-26 17:00:00,606.17,607.99,607.69,606.72,391.8924456 +2016-09-26 16:00:00,606.76,607.69,607.1,607.69,260.48988195 +2016-09-26 15:00:00,606.72,607.57,607.01,607.15,198.91254698 +2016-09-26 14:00:00,606.62,607.13,606.98,607.13,338.21098135 +2016-09-26 13:00:00,606.44,606.99,606.49,606.98,134.15535304 +2016-09-26 12:00:00,606.2,607.12,607.12,606.5,108.04497919 +2016-09-26 11:00:00,607.09,607.78,607.76,607.17,74.31275696 +2016-09-26 10:00:00,607.1,607.76,607.4,607.76,62.84581338 +2016-09-26 09:00:00,606.97,607.41,607.4,607.4,30.03479967 +2016-09-26 08:00:00,602.46,607.58,602.47,607.27,175.77051113 +2016-09-26 07:00:00,601.16,602.47,601.17,602.47,64.63768559 +2016-09-26 06:00:00,601.04,602.44,602.44,601.16,100.85859596 +2016-09-26 05:00:00,601.51,602.72,602.39,602.28,125.86748936 +2016-09-26 04:00:00,602.0,602.4,602.19,602.24,118.05323506 +2016-09-26 03:00:00,601.32,602.2,601.32,602.2,99.07911675 +2016-09-26 02:00:00,600.02,601.99,601.98,601.31,189.54538072 +2016-09-26 01:00:00,601.51,601.98,601.71,601.94,98.91702214 +2016-09-26 00:00:00,601.14,601.83,601.67,601.72,95.95926534 +2016-09-25 23:00:00,600.9,601.77,601.29,601.67,79.03355961 +2016-09-25 22:00:00,600.71,601.35,600.9,601.2,110.17133527 +2016-09-25 21:00:00,600.64,601.35,601.02,600.78,174.26641832 +2016-09-25 20:00:00,600.46,601.57,600.65,601.06,131.86173741 +2016-09-25 19:00:00,600.41,601.1,601.03,600.65,110.31547406 +2016-09-25 18:00:00,600.68,605.99,600.68,601.04,428.36685133 +2016-09-25 17:00:00,599.42,600.81,599.96,600.68,142.74348404 +2016-09-25 16:00:00,599.7,600.4,600.2,600.02,133.14588581 +2016-09-25 15:00:00,600.1,600.42,600.42,600.23,107.42279536 +2016-09-25 14:00:00,600.11,601.82,601.82,600.42,110.43602051 +2016-09-25 13:00:00,601.81,603.8,603.76,601.82,102.04361356 +2016-09-25 12:00:00,603.48,603.96,603.72,603.65,42.7784131 +2016-09-25 11:00:00,603.55,603.97,603.97,603.56,24.24980775 +2016-09-25 10:00:00,603.04,603.97,603.48,603.97,143.27914484 +2016-09-25 09:00:00,603.31,603.49,603.46,603.48,36.06799647 +2016-09-25 08:00:00,603.09,603.49,603.1,603.46,19.74777283 +2016-09-25 07:00:00,602.87,603.25,603.04,603.09,32.5425116 +2016-09-25 06:00:00,602.83,603.39,603.02,603.09,70.0474319 +2016-09-25 05:00:00,602.48,603.12,602.68,603.03,54.95605419 +2016-09-25 04:00:00,602.52,603.4,603.29,602.68,84.95936017 +2016-09-25 03:00:00,602.66,603.49,603.49,603.29,110.83504971 +2016-09-25 02:00:00,602.84,603.49,602.84,603.49,104.08570308 +2016-09-25 01:00:00,602.67,603.48,603.33,602.84,139.01646778 +2016-09-25 00:00:00,603.18,603.77,603.69,603.33,84.80581544 +2016-09-24 23:00:00,603.1,603.69,603.68,603.68,86.29815855 +2016-09-24 22:00:00,603.52,603.97,603.9,603.69,148.91849932 +2016-09-24 21:00:00,603.4,603.99,603.98,603.91,147.46047973 +2016-09-24 20:00:00,603.62,603.99,603.88,603.98,106.81365559 +2016-09-24 19:00:00,603.38,603.99,603.67,603.85,116.35887075 +2016-09-24 18:00:00,602.72,603.69,602.9,603.67,131.06144398 +2016-09-24 17:00:00,602.66,603.93,603.8,602.9,142.3680448 +2016-09-24 16:00:00,603.58,604.2,603.58,603.78,134.53457286 +2016-09-24 15:00:00,601.08,603.76,602.58,603.5,144.30553677 +2016-09-24 14:00:00,601.63,605.24,605.24,602.58,131.95909506 +2016-09-24 13:00:00,604.58,605.24,604.77,605.23,102.31047204 +2016-09-24 12:00:00,603.99,605.13,604.31,604.79,58.14245722 +2016-09-24 11:00:00,603.95,604.6,604.33,604.31,79.22326753 +2016-09-24 10:00:00,603.27,604.34,603.27,604.34,61.01800128 +2016-09-24 09:00:00,603.03,603.72,603.4,603.25,35.07429919 +2016-09-24 08:00:00,603.22,603.76,603.74,603.49,56.02944644 +2016-09-24 07:00:00,603.44,605.15,605.09,603.74,134.18958077 +2016-09-24 06:00:00,605.08,605.94,605.6,605.17,63.65506922 +2016-09-24 05:00:00,605.34,605.6,605.58,605.6,90.39257956 +2016-09-24 04:00:00,605.25,605.81,605.25,605.59,113.13231751 +2016-09-24 03:00:00,603.34,605.25,603.34,605.25,223.39767257 +2016-09-24 02:00:00,602.86,603.47,602.96,603.34,108.959098 +2016-09-24 01:00:00,602.72,603.1,602.98,603.06,85.76714462 +2016-09-24 00:00:00,602.56,602.99,602.96,602.97,145.12783419 +2016-09-23 23:00:00,602.32,602.98,602.93,602.96,141.58687332 +2016-09-23 22:00:00,602.35,602.97,602.5,602.97,176.97886192 +2016-09-23 21:00:00,601.93,602.5,602.23,602.5,175.94452643 +2016-09-23 20:00:00,601.0,602.41,601.99,602.26,213.2140042 +2016-09-23 19:00:00,600.63,601.99,601.7,601.99,217.55273027 +2016-09-23 18:00:00,601.33,603.3,602.31,601.73,298.99905688 +2016-09-23 17:00:00,601.5,602.88,601.92,602.17,230.5980884 +2016-09-23 16:00:00,600.85,602.0,600.97,601.77,169.36919015 +2016-09-23 15:00:00,599.68,600.99,599.69,600.85,218.00992015 +2016-09-23 14:00:00,599.19,599.69,599.47,599.69,151.34811922 +2016-09-23 13:00:00,598.97,599.49,598.97,599.48,152.44851168 +2016-09-23 12:00:00,598.59,598.99,598.97,598.97,174.20847367 +2016-09-23 11:00:00,598.63,598.98,598.66,598.98,79.06386069 +2016-09-23 10:00:00,598.29,598.99,598.53,598.81,72.76205534 +2016-09-23 09:00:00,597.47,598.54,597.47,598.54,165.02681287 +2016-09-23 08:00:00,596.84,597.47,596.99,597.47,67.82053892 +2016-09-23 07:00:00,596.53,597.0,596.79,596.99,64.80715886 +2016-09-23 06:00:00,596.51,597.0,596.75,596.8,79.70554018 +2016-09-23 05:00:00,596.59,597.0,596.99,596.75,83.32756656 +2016-09-23 04:00:00,596.84,597.65,597.44,596.99,135.60684444 +2016-09-23 03:00:00,596.99,597.67,597.4,597.44,154.67807294 +2016-09-23 02:00:00,596.68,597.4,596.99,597.39,188.96908154 +2016-09-23 01:00:00,595.41,596.99,595.41,596.98,177.24416902 +2016-09-23 00:00:00,595.14,596.25,595.99,595.41,169.75363305 +2016-09-22 23:00:00,594.78,596.25,595.26,596.21,193.29176966 +2016-09-22 22:00:00,594.99,596.98,596.96,595.26,192.93620645 +2016-09-22 21:00:00,596.19,596.99,596.98,596.96,210.6547491 +2016-09-22 20:00:00,596.15,596.99,596.49,596.98,244.01754281 +2016-09-22 19:00:00,595.87,596.61,596.43,596.49,198.62386118 +2016-09-22 18:00:00,595.0,596.88,595.7,596.46,225.8728103 +2016-09-22 17:00:00,595.0,595.99,595.56,595.54,273.10920439 +2016-09-22 16:00:00,595.0,596.19,595.99,595.52,333.13653163 +2016-09-22 15:00:00,595.62,597.46,597.15,596.0,250.39617814 +2016-09-22 14:00:00,596.86,597.99,597.99,597.17,176.70211841 +2016-09-22 13:00:00,597.27,598.0,597.35,597.99,128.18434688 +2016-09-22 12:00:00,596.64,598.0,596.64,597.48,173.77227101 +2016-09-22 11:00:00,596.42,597.68,596.88,596.63,82.39666487 +2016-09-22 10:00:00,596.35,597.1,597.0,597.09,67.56285645 +2016-09-22 09:00:00,596.62,597.1,597.08,597.0,45.56364119 +2016-09-22 08:00:00,596.46,597.1,596.85,597.08,36.18749888 +2016-09-22 07:00:00,596.27,597.1,597.08,596.85,108.5979169 +2016-09-22 06:00:00,596.72,597.47,597.05,597.09,127.21184179 +2016-09-22 05:00:00,596.47,597.5,597.15,597.03,92.12305277 +2016-09-22 04:00:00,596.55,597.99,597.85,597.07,160.56589292 +2016-09-22 03:00:00,597.49,598.41,597.96,597.89,149.05827788 +2016-09-22 02:00:00,597.49,598.47,598.1,597.95,165.08687961 +2016-09-22 01:00:00,597.98,598.54,598.5,598.21,214.04365619 +2016-09-22 00:00:00,596.99,598.5,597.0,598.5,149.31024073 +2016-09-21 23:00:00,595.93,597.01,595.98,597.0,162.14827463 +2016-09-21 22:00:00,595.78,595.99,595.99,595.99,181.39694192 +2016-09-21 21:00:00,595.19,595.99,595.54,595.97,184.6336698 +2016-09-21 20:00:00,595.05,595.8,595.66,595.53,151.03157941 +2016-09-21 19:00:00,595.0,595.99,595.93,595.54,265.49007211 +2016-09-21 18:00:00,593.54,595.93,594.22,595.93,447.04957117 +2016-09-21 17:00:00,594.21,595.87,595.0,594.31,297.97683375 +2016-09-21 16:00:00,593.95,597.96,597.96,595.0,410.1291322 +2016-09-21 15:00:00,597.24,598.39,597.68,597.98,173.2614563 +2016-09-21 14:00:00,597.47,598.74,598.24,597.92,163.22972604 +2016-09-21 13:00:00,598.2,599.7,599.64,598.24,152.69342679 +2016-09-21 12:00:00,597.77,599.7,598.5,599.66,131.82294454 +2016-09-21 11:00:00,597.7,598.53,598.09,598.29,107.17131188 +2016-09-21 10:00:00,598.01,598.64,598.6,598.08,49.22638942 +2016-09-21 09:00:00,598.16,598.61,598.34,598.51,54.34542528 +2016-09-21 08:00:00,598.17,598.67,598.67,598.28,43.89554388 +2016-09-21 07:00:00,598.5,599.62,599.49,598.71,144.90546622 +2016-09-21 06:00:00,598.16,599.58,598.86,599.58,85.31210726 +2016-09-21 05:00:00,598.07,598.99,598.79,598.86,120.65326554 +2016-09-21 04:00:00,598.26,599.69,599.65,598.86,147.8426331 +2016-09-21 03:00:00,598.26,600.77,600.72,599.69,289.1343862 +2016-09-21 02:00:00,600.11,601.47,600.42,600.75,205.29352439 +2016-09-21 01:00:00,599.03,600.46,600.43,600.44,185.8949976 +2016-09-21 00:00:00,592.63,605.6,605.6,600.43,731.35836116 +2016-09-20 23:00:00,605.6,609.92,608.69,605.6,578.71483384 +2016-09-20 22:00:00,608.53,608.99,608.99,608.82,230.14609 +2016-09-20 21:00:00,608.3,609.0,608.68,608.99,380.48967795 +2016-09-20 20:00:00,608.34,608.91,608.41,608.83,196.00807834 +2016-09-20 19:00:00,607.79,608.75,608.21,608.5,270.36230391 +2016-09-20 18:00:00,607.15,608.46,607.74,608.44,367.18752301 +2016-09-20 17:00:00,607.5,608.28,608.1,607.74,275.36534461 +2016-09-20 16:00:00,607.61,608.73,608.56,608.1,280.1186665 +2016-09-20 15:00:00,608.31,609.09,608.79,608.51,235.03772902 +2016-09-20 14:00:00,608.38,608.99,608.74,608.99,177.98766817 +2016-09-20 13:00:00,608.52,608.99,608.87,608.73,146.93617275 +2016-09-20 12:00:00,608.69,609.35,608.84,608.95,103.74104829 +2016-09-20 11:00:00,608.66,609.28,608.91,608.83,63.58704058 +2016-09-20 10:00:00,608.19,609.38,608.74,608.97,112.17422891 +2016-09-20 09:00:00,608.74,609.58,609.38,608.74,64.65793252 +2016-09-20 08:00:00,609.37,609.87,609.69,609.47,50.04975511 +2016-09-20 07:00:00,609.35,609.88,609.36,609.81,58.46355381 +2016-09-20 06:00:00,609.12,609.88,609.32,609.44,79.2103305 +2016-09-20 05:00:00,608.94,609.32,609.23,609.32,105.31144521 +2016-09-20 04:00:00,608.6,609.32,608.63,609.29,178.13831908 +2016-09-20 03:00:00,608.5,608.99,608.8,608.72,160.34946946 +2016-09-20 02:00:00,608.49,608.99,608.83,608.82,169.13247333 +2016-09-20 01:00:00,607.97,608.99,608.58,608.84,219.69692798 +2016-09-20 00:00:00,608.36,608.96,608.6,608.58,98.83306326 +2016-09-19 23:00:00,608.25,609.53,609.53,608.6,243.22114008 +2016-09-19 22:00:00,608.24,609.63,608.44,609.54,208.66325738 +2016-09-19 21:00:00,608.06,609.32,609.27,608.44,194.92706063 +2016-09-19 20:00:00,608.75,609.59,608.92,609.29,178.0191963 +2016-09-19 19:00:00,608.24,608.99,608.86,608.97,167.78479969 +2016-09-19 18:00:00,607.51,608.99,608.98,608.87,362.06452 +2016-09-19 17:00:00,608.48,608.99,608.71,608.98,126.62278897 +2016-09-19 16:00:00,608.3,608.82,608.6,608.67,229.48704704 +2016-09-19 15:00:00,607.4,609.82,609.79,608.6,265.02668813 +2016-09-19 14:00:00,609.78,610.53,610.51,609.79,145.64911863 +2016-09-19 13:00:00,609.8,610.54,609.92,610.53,106.07165127 +2016-09-19 12:00:00,609.51,610.03,609.8,609.94,106.31202258 +2016-09-19 11:00:00,609.76,610.26,609.96,609.88,82.9536422 +2016-09-19 10:00:00,609.83,609.99,609.96,609.95,42.9069852 +2016-09-19 09:00:00,609.94,610.84,610.62,609.99,68.04691534 +2016-09-19 08:00:00,609.92,610.64,610.19,610.63,37.59662665 +2016-09-19 07:00:00,610.16,610.64,610.47,610.17,34.50665884 +2016-09-19 06:00:00,610.29,611.38,611.21,610.5,119.82248839 +2016-09-19 05:00:00,611.18,612.46,612.46,611.21,9.1003862 +2016-09-19 02:00:00,611.43,611.99,611.99,611.82,65.85705544 +2016-09-19 01:00:00,610.7,611.99,611.32,611.98,146.44268593 +2016-09-19 00:00:00,610.85,611.51,611.4,611.38,155.38580303 +2016-09-18 23:00:00,610.83,611.9,610.99,611.4,160.25244109 +2016-09-18 22:00:00,610.8,611.21,611.04,610.99,98.1807008 +2016-09-18 21:00:00,609.79,611.54,611.5,611.09,193.71149231 +2016-09-18 20:00:00,610.98,611.93,611.68,611.57,212.98099075 +2016-09-18 19:00:00,609.98,611.88,609.99,611.68,259.10031705 +2016-09-18 18:00:00,609.34,609.99,609.5,609.99,159.97735706 +2016-09-18 17:00:00,609.43,610.45,610.16,609.5,242.30259705 +2016-09-18 16:00:00,609.95,610.25,610.0,610.15,167.3929462 +2016-09-18 15:00:00,609.31,610.0,609.39,610.0,98.35910786 +2016-09-18 14:00:00,608.47,609.4,608.66,609.4,163.54642898 +2016-09-18 13:00:00,608.43,609.87,609.59,608.64,162.18529989 +2016-09-18 12:00:00,609.31,609.6,609.4,609.59,30.01118745 +2016-09-18 11:00:00,608.98,609.49,608.98,609.41,66.55888526 +2016-09-18 10:00:00,607.7,608.99,607.71,608.98,246.51632569 +2016-09-18 09:00:00,607.66,607.71,607.68,607.71,57.21298371 +2016-09-18 08:00:00,607.22,607.69,607.58,607.69,68.56444959 +2016-09-18 07:00:00,607.48,607.69,607.61,607.59,27.47158589 +2016-09-18 06:00:00,607.41,607.69,607.69,607.63,35.30539596 +2016-09-18 05:00:00,607.5,607.78,607.71,607.69,55.94491544 +2016-09-18 04:00:00,607.55,607.72,607.65,607.72,61.05341348 +2016-09-18 03:00:00,607.28,607.72,607.71,607.65,72.15156236 +2016-09-18 02:00:00,607.53,608.07,607.68,607.72,66.5798381 +2016-09-18 01:00:00,607.22,608.38,608.0,607.67,285.54370879 +2016-09-18 00:00:00,607.62,608.0,607.92,608.0,100.55120228 +2016-09-17 23:00:00,607.54,608.25,608.23,607.92,188.65660028 +2016-09-17 22:00:00,608.02,608.27,608.26,608.23,117.24283217 +2016-09-17 21:00:00,608.02,608.97,608.91,608.26,143.30014095 +2016-09-17 20:00:00,608.17,608.99,608.63,608.96,238.27408321 +2016-09-17 19:00:00,607.16,608.9,607.19,608.63,124.59257963 +2016-09-17 18:00:00,607.04,607.63,607.27,607.24,122.05363637 +2016-09-17 17:00:00,605.44,607.27,606.06,607.27,139.63033633 +2016-09-17 16:00:00,605.58,606.22,605.58,606.06,88.85350195 +2016-09-17 15:00:00,604.96,605.76,605.58,605.58,172.32397034 +2016-09-17 14:00:00,605.27,605.87,605.72,605.58,90.77018785 +2016-09-17 13:00:00,605.6,606.83,606.03,605.72,113.45612206 +2016-09-17 12:00:00,604.0,608.27,608.06,606.03,239.4116729 +2016-09-17 11:00:00,607.1,608.16,607.83,608.04,62.72581961 +2016-09-17 10:00:00,607.84,608.58,608.58,607.84,48.62537451 +2016-09-17 09:00:00,607.85,608.58,608.11,608.57,50.7390854 +2016-09-17 08:00:00,608.1,608.26,608.26,608.11,41.02934 +2016-09-17 07:00:00,608.11,608.58,608.18,608.28,32.87726 +2016-09-17 06:00:00,608.02,608.89,608.45,608.17,60.24775839 +2016-09-17 05:00:00,607.77,608.54,608.16,608.51,43.72800639 +2016-09-17 04:00:00,607.4,608.21,607.49,608.21,134.99241832 +2016-09-17 03:00:00,607.18,607.5,607.33,607.47,130.48335072 +2016-09-17 02:00:00,607.01,607.33,607.29,607.32,209.95981149 +2016-10-12 01:00:00,640.18,642.99,642.8,640.18,179.98003804 +2016-10-12 00:00:00,641.55,643.58,642.3,642.58,233.15303359 +2016-10-11 23:00:00,642.0,647.03,642.0,642.12,417.48375273 +2016-10-11 22:00:00,639.2,642.0,639.5,642.0,200.52629774 +2016-10-11 21:00:00,637.58,639.5,637.95,639.5,278.67394099 +2016-10-11 20:00:00,633.5,641.82,640.1,637.93,523.07313241 +2016-10-11 19:00:00,635.42,640.96,635.66,640.1,312.77225489 +2016-10-11 18:00:00,633.51,635.99,633.79,635.64,331.39906455 +2016-10-11 17:00:00,632.8,634.99,633.95,633.79,423.25930503 +2016-10-11 16:00:00,632.48,634.5,633.84,633.95,237.65965734 +2016-10-11 15:00:00,632.43,634.49,634.37,633.94,276.2988162 +2016-10-11 14:00:00,633.61,634.79,634.5,634.36,181.79041748 +2016-10-11 13:00:00,633.6,634.64,634.27,634.5,199.03830463 +2016-10-11 12:00:00,633.48,635.0,633.95,634.28,213.80508554 +2016-10-11 11:00:00,632.79,634.99,633.15,633.96,116.62700531 +2016-10-11 10:00:00,632.74,635.0,633.06,633.1,125.15539271 +2016-10-11 09:00:00,632.19,633.06,632.83,633.06,99.55569089 +2016-10-11 08:00:00,631.05,632.99,631.11,632.99,116.77941778 +2016-10-11 07:00:00,630.05,632.05,630.25,631.11,150.9384209 +2016-10-11 06:00:00,628.43,631.24,630.25,630.43,128.81300006 +2016-10-11 05:00:00,629.5,632.15,630.56,630.89,247.2749196 +2016-10-11 04:00:00,619.2,637.63,619.2,631.08,921.07248114 +2016-10-11 03:00:00,618.17,619.2,618.52,619.2,338.41321389 +2016-10-11 02:00:00,618.29,618.73,618.57,618.55,122.3061224 +2016-10-11 01:00:00,618.37,618.99,618.93,618.51,152.02808427 +2016-10-11 00:00:00,618.13,618.93,618.72,618.93,201.75885087 +2016-10-10 23:00:00,617.76,618.93,618.05,618.72,196.57260411 +2016-10-10 22:00:00,617.79,618.97,618.24,618.12,202.82319824 +2016-10-10 21:00:00,617.88,618.94,617.88,618.26,142.57115454 +2016-10-10 20:00:00,617.29,618.29,617.3,617.96,140.8304253 +2016-10-10 19:00:00,615.8,617.3,615.97,617.3,159.4522223 +2016-10-10 18:00:00,615.68,615.99,615.69,615.98,153.37814809 +2016-10-10 17:00:00,615.46,615.99,615.99,615.69,187.22718499 +2016-10-10 16:00:00,615.71,616.8,615.99,615.99,265.96903014 +2016-10-10 15:00:00,615.55,617.4,617.4,615.98,337.40581408 +2016-10-10 14:00:00,617.04,617.99,617.12,617.46,219.65873113 +2016-10-10 13:00:00,617.06,617.99,617.65,617.18,244.00807167 +2016-10-10 12:00:00,617.14,617.66,617.25,617.66,126.83468212 +2016-10-10 11:00:00,617.0,617.61,617.25,617.29,129.78570102 +2016-10-10 10:00:00,617.16,618.0,617.39,617.25,147.39651655 +2016-10-10 09:00:00,617.35,617.79,617.74,617.39,94.10804655 +2016-10-10 08:00:00,617.65,619.16,619.09,617.74,233.01774258 +2016-10-10 07:00:00,618.95,619.2,619.13,619.07,141.80274168 +2016-10-10 06:00:00,619.08,619.2,619.17,619.12,83.71669157 +2016-10-10 05:00:00,618.95,619.2,618.97,619.17,56.13064425 +2016-10-10 04:00:00,618.79,618.99,618.8,618.96,129.14217303 +2016-10-10 03:00:00,617.98,618.84,617.99,618.79,112.40968624 +2016-10-10 02:00:00,617.21,617.99,617.62,617.99,154.57492602 +2016-10-10 01:00:00,617.42,617.69,617.69,617.63,96.49262548 +2016-10-10 00:00:00,617.21,617.69,617.43,617.69,141.28706469 +2016-10-09 23:00:00,617.0,617.81,617.05,617.42,148.46506964 +2016-10-09 22:00:00,617.0,617.81,617.81,617.07,122.20810135 +2016-10-09 21:00:00,617.8,618.69,618.65,617.81,121.27496476 +2016-10-09 20:00:00,618.23,618.84,618.79,618.62,140.14142342 +2016-10-09 19:00:00,618.04,618.87,618.85,618.83,134.0082368 +2016-10-09 18:00:00,618.29,618.88,618.65,618.86,162.09853893 +2016-10-09 17:00:00,617.98,618.99,617.98,618.64,135.69609278 +2016-10-09 16:00:00,617.65,617.99,617.99,617.98,124.53137472 +2016-10-09 15:00:00,617.97,618.42,618.21,617.99,162.0319806 +2016-10-09 14:00:00,618.02,618.29,618.29,618.17,111.38352738 +2016-10-09 13:00:00,618.09,618.33,618.09,618.27,67.01599216 +2016-10-09 12:00:00,617.35,618.21,617.78,618.17,46.53772882 +2016-10-09 11:00:00,617.66,618.33,618.12,617.78,51.24232241 +2016-10-09 10:00:00,617.65,618.33,618.31,618.12,87.6777905 +2016-10-09 09:00:00,618.07,618.33,618.32,618.3,39.24937201 +2016-10-09 08:00:00,617.97,618.47,618.38,618.33,36.50483112 +2016-10-09 07:00:00,618.12,618.49,618.48,618.38,58.92882511 +2016-10-09 06:00:00,618.22,618.92,618.3,618.47,75.74465832 +2016-10-09 05:00:00,617.7,618.34,617.83,618.3,71.01648679 +2016-10-09 04:00:00,617.38,617.86,617.4,617.82,70.66238268 +2016-10-09 03:00:00,617.24,618.89,618.83,617.36,79.63349054 +2016-10-09 02:00:00,618.6,619.51,619.41,618.84,90.60607568 +2016-10-09 01:00:00,619.2,619.58,619.5,619.54,97.46284029 +2016-10-09 00:00:00,619.08,619.59,619.46,619.5,95.73997053 +2016-10-08 23:00:00,619.18,619.59,619.19,619.5,111.00439849 +2016-10-08 22:00:00,618.7,619.59,619.18,619.19,142.02144745 +2016-10-08 21:00:00,618.89,619.31,618.89,619.17,91.0270722 +2016-10-08 20:00:00,618.58,618.99,618.75,618.98,104.70557106 +2016-10-08 19:00:00,618.4,618.75,618.59,618.75,116.95339554 +2016-10-08 18:00:00,617.91,618.63,617.98,618.55,97.55829507 +2016-10-08 17:00:00,617.65,617.99,617.97,617.98,146.80966554 +2016-10-08 16:00:00,617.7,618.75,617.8,617.93,208.94625745 +2016-10-08 15:00:00,617.55,618.37,617.55,617.81,117.46789514 +2016-10-08 14:00:00,617.55,618.93,618.37,617.8,226.52752594 +2016-10-08 13:00:00,618.03,619.27,619.26,618.37,89.26988978 +2016-10-08 12:00:00,618.95,619.38,619.33,619.31,64.42376829 +2016-10-08 11:00:00,618.86,619.35,618.86,619.34,25.03919304 +2016-10-08 10:00:00,618.71,619.81,619.8,618.86,115.46393655 +2016-10-08 09:00:00,619.54,619.96,619.55,619.83,46.6960855 +2016-10-08 08:00:00,619.5,619.62,619.51,619.55,42.99085137 +2016-10-08 07:00:00,619.5,619.52,619.5,619.51,42.3442742 +2016-10-08 06:00:00,619.5,620.0,620.0,619.51,108.16182316 +2016-10-08 05:00:00,619.55,620.0,619.64,619.96,205.73896038 +2016-10-08 04:00:00,619.4,619.88,619.43,619.64,128.91458247 +2016-10-08 03:00:00,618.38,619.42,618.61,619.42,153.87362951 +2016-10-08 02:00:00,617.77,618.7,618.48,618.64,112.89245481 +2016-10-08 01:00:00,618.2,618.7,618.28,618.55,126.72214799 +2016-10-08 00:00:00,617.9,618.68,618.11,618.38,168.40223268 +2016-10-07 23:00:00,617.1,618.35,617.95,617.98,164.61428793 +2016-10-07 22:00:00,617.95,618.58,618.19,618.03,169.70447733 +2016-10-07 21:00:00,617.25,618.47,617.33,618.09,255.75017397 +2016-10-07 20:00:00,615.71,617.47,615.95,617.33,290.72864716 +2016-10-07 19:00:00,615.54,616.39,615.69,615.98,306.89176364 +2016-10-07 18:00:00,614.96,615.95,615.22,615.69,322.74875316 +2016-10-07 17:00:00,613.73,615.83,615.81,615.5,492.30868742 +2016-10-07 16:00:00,615.26,616.33,616.33,615.8,235.27756062 +2016-10-07 15:00:00,616.0,616.99,616.68,616.34,204.00895177 +2016-10-07 14:00:00,616.47,617.91,617.7,616.63,242.64897626 +2016-10-07 13:00:00,617.39,618.04,617.75,617.78,263.06760934 +2016-10-07 12:00:00,616.67,618.7,616.67,617.89,180.66610949 +2016-10-07 11:00:00,615.78,616.69,616.06,616.67,192.17555614 +2016-10-07 10:00:00,615.13,616.16,615.93,616.08,209.12240049 +2016-10-07 09:00:00,614.24,615.96,614.24,615.92,116.05709311 +2016-10-07 08:00:00,613.49,614.25,613.5,614.25,228.39852545 +2016-10-07 07:00:00,613.34,613.5,613.44,613.49,58.63128056 +2016-10-07 06:00:00,612.41,613.44,612.53,613.33,203.23472217 +2016-10-07 05:00:00,609.89,612.52,612.32,612.52,242.22426221 +2016-10-07 04:00:00,612.02,612.5,612.26,612.34,160.08592614 +2016-10-07 03:00:00,611.85,612.44,611.98,612.25,131.18741781 +2016-10-07 02:00:00,611.19,611.98,611.34,611.98,106.92699873 +2016-10-07 01:00:00,610.81,611.79,611.09,611.32,205.1891151 +2016-10-07 00:00:00,611.11,611.96,611.78,611.15,138.33960354 +2016-10-06 23:00:00,611.39,611.99,611.81,611.88,149.05625633 +2016-10-06 22:00:00,611.3,611.98,611.82,611.74,181.82996139 +2016-10-06 21:00:00,611.06,611.99,611.12,611.88,128.52032491 +2016-10-06 20:00:00,610.3,612.69,612.47,611.11,346.91839964 +2016-10-06 19:00:00,611.05,612.69,612.59,612.5,277.30333335 +2016-10-06 18:00:00,612.14,612.92,612.48,612.67,231.43297747 +2016-10-06 17:00:00,612.08,612.77,612.56,612.48,178.47018054 +2016-10-06 16:00:00,612.08,612.99,612.89,612.57,306.76839455 +2016-10-06 15:00:00,612.38,613.37,613.05,612.89,178.49827064 +2016-10-06 14:00:00,611.79,613.39,612.44,613.03,186.49562082 +2016-10-06 13:00:00,612.41,613.06,613.0,612.41,96.66649166 +2016-10-06 12:00:00,612.52,613.09,613.08,613.0,97.57206572 +2016-10-06 11:00:00,612.51,613.08,612.82,613.08,69.74721265 +2016-10-06 10:00:00,612.4,613.24,612.74,612.78,184.39172857 +2016-10-06 09:00:00,612.51,612.86,612.84,612.74,92.02769145 +2016-10-06 08:00:00,612.7,612.97,612.91,612.84,61.42220922 +2016-10-06 07:00:00,612.59,612.99,612.82,612.99,106.03799243 +2016-10-06 06:00:00,612.43,612.82,612.43,612.82,83.67934492 +2016-10-06 05:00:00,612.03,612.62,612.52,612.43,145.21770741 +2016-10-06 04:00:00,612.07,612.99,612.9,612.55,128.56918883 +2016-10-06 03:00:00,612.55,612.99,612.91,612.95,198.95324319 +2016-10-06 02:00:00,612.43,612.99,612.8,612.86,152.25510709 +2016-10-06 01:00:00,612.25,612.99,612.98,612.87,206.48174126 +2016-10-06 00:00:00,612.89,613.23,613.16,612.98,131.75987179 +2016-10-05 23:00:00,612.53,613.44,613.28,613.16,199.82931028 +2016-10-05 22:00:00,612.79,613.67,613.49,613.32,221.50007616 +2016-10-05 21:00:00,612.75,613.69,612.83,613.46,264.90717397 +2016-10-05 20:00:00,611.98,612.99,612.16,612.82,226.11721015 +2016-10-05 19:00:00,611.02,612.16,611.85,612.16,280.40756288 +2016-10-05 18:00:00,611.28,612.08,611.97,611.96,253.54723148 +2016-10-05 17:00:00,611.76,613.51,613.3,611.99,341.15242677 +2016-10-05 16:00:00,612.69,613.68,613.55,613.32,278.04923183 +2016-10-05 15:00:00,613.12,613.69,613.3,613.67,104.01453993 +2016-10-05 14:00:00,613.08,614.24,613.66,613.29,300.058847 +2016-10-05 13:00:00,613.56,614.24,613.92,613.75,306.37079027 +2016-10-05 12:00:00,610.86,614.14,610.97,613.88,222.45515642 +2016-10-05 11:00:00,610.7,610.99,610.96,610.98,79.71530796 +2016-10-05 10:00:00,610.32,610.97,610.39,610.95,75.93994801 +2016-10-05 09:00:00,610.26,610.99,610.9,610.32,72.05499242 +2016-10-05 08:00:00,610.59,610.99,610.65,610.9,55.64662514 +2016-10-05 07:00:00,610.41,610.69,610.68,610.69,72.25076359 +2016-10-05 06:00:00,610.07,610.69,610.27,610.57,76.31598713 +2016-10-05 05:00:00,609.34,610.27,609.73,610.26,111.34592808 +2016-10-05 04:00:00,609.22,609.79,609.79,609.74,165.59853252 +2016-10-05 03:00:00,609.68,610.42,610.21,609.79,127.75549127 +2016-10-05 02:00:00,609.89,610.69,610.47,610.11,190.75912105 +2016-10-05 01:00:00,610.05,610.67,610.27,610.34,247.35698405 +2016-10-05 00:00:00,609.92,611.0,610.33,610.25,181.25445666 +2016-10-04 23:00:00,609.15,610.48,609.39,610.34,213.4678049 +2016-10-04 22:00:00,609.13,609.69,609.39,609.49,198.13632107 +2016-10-04 21:00:00,609.01,609.69,609.33,609.38,178.11772889 +2016-10-04 20:00:00,609.16,610.36,609.8,609.33,335.96625158 +2016-10-04 19:00:00,609.14,609.91,609.79,609.8,384.49438991 +2016-10-04 18:00:00,609.54,610.42,609.66,609.79,320.37937223 +2016-10-04 17:00:00,609.54,610.99,610.72,609.6,246.00429946 +2016-10-04 16:00:00,610.31,610.99,610.98,610.74,277.88899937 +2016-10-04 15:00:00,609.99,611.43,611.1,610.98,326.84309728 +2016-10-04 14:00:00,610.9,611.86,611.4,611.09,261.66930023 +2016-10-04 13:00:00,611.03,611.82,611.44,611.4,136.63775877 +2016-10-04 12:00:00,610.55,611.59,610.65,611.31,141.81340559 +2016-10-04 11:00:00,610.2,610.78,610.42,610.67,77.86399415 +2016-10-04 10:00:00,609.9,610.43,610.27,610.42,80.0108735 +2016-10-04 09:00:00,610.06,610.55,610.46,610.26,33.10139119 +2016-10-04 08:00:00,609.92,610.7,610.02,610.43,90.93208429 +2016-10-04 07:00:00,609.86,610.68,610.55,610.12,106.86221303 +2016-10-04 06:00:00,610.14,610.65,610.5,610.54,91.26575827 +2016-10-04 05:00:00,610.22,611.07,610.59,610.61,113.36072152 +2016-10-04 04:00:00,609.48,610.85,610.01,610.59,175.67771958 +2016-10-04 03:00:00,606.93,612.93,612.88,610.01,691.25902259 +2016-10-04 02:00:00,612.75,613.23,612.79,612.88,164.46815289 +2016-10-04 01:00:00,612.65,612.99,612.8,612.79,211.09095566 +2016-10-04 00:00:00,612.65,613.06,612.99,612.78,203.55151194 +2016-10-03 23:00:00,612.65,612.99,612.81,612.99,192.46762333 +2016-10-03 22:00:00,612.55,612.99,612.72,612.79,298.20698079 +2016-10-03 21:00:00,612.01,612.9,612.61,612.75,236.26828609 +2016-10-03 20:00:00,611.81,612.81,612.17,612.63,265.49236436 +2016-10-03 19:00:00,611.81,612.5,612.39,612.18,178.69201758 +2016-10-03 18:00:00,611.78,613.26,612.48,612.39,445.50603471 +2016-10-03 17:00:00,611.41,612.67,612.38,612.49,232.67037523 +2016-10-03 16:00:00,610.7,612.45,611.18,612.38,263.00269191 +2016-10-03 15:00:00,611.18,613.43,613.43,611.25,346.61331676 +2016-10-03 14:00:00,613.23,613.94,613.79,613.46,165.60754625 +2016-10-03 13:00:00,613.5,614.35,614.26,613.6,166.23431179 +2016-10-03 12:00:00,614.11,614.48,614.23,614.26,77.64015456 +2016-10-03 11:00:00,614.03,614.48,614.4,614.23,106.11218004 +2016-10-03 10:00:00,614.23,614.62,614.47,614.37,67.10650067 +2016-10-03 09:00:00,614.32,614.59,614.51,614.37,63.1932618 +2016-10-03 08:00:00,614.4,614.67,614.55,614.53,59.96553505 +2016-10-03 07:00:00,614.4,615.08,615.06,614.54,48.76915823 +2016-10-03 06:00:00,614.4,615.24,614.41,615.07,82.31691097 +2016-10-03 05:00:00,613.73,614.41,613.92,614.4,93.12866509 +2016-10-03 04:00:00,613.7,614.9,614.88,613.92,126.01331471 +2016-10-03 03:00:00,614.23,615.0,614.29,614.85,214.10382171 +2016-10-03 02:00:00,612.52,614.63,612.53,614.29,340.7319809 +2016-10-03 01:00:00,611.7,612.53,612.14,612.53,233.87755119 +2016-10-03 00:00:00,611.77,612.44,612.42,612.19,133.06223133 +2016-10-02 23:00:00,611.97,612.53,612.0,612.4,89.59435358 +2016-10-02 22:00:00,611.38,612.0,611.42,612.0,118.09161779 +2016-10-02 21:00:00,611.16,611.93,611.88,611.42,194.25753658 +2016-10-02 20:00:00,611.43,611.95,611.45,611.84,194.76005361 +2016-10-02 19:00:00,610.63,611.45,610.99,611.45,176.204915 +2016-10-02 18:00:00,610.45,611.02,610.91,611.0,150.29767764 +2016-10-02 17:00:00,610.24,611.19,611.04,610.98,122.94551951 +2016-10-02 16:00:00,609.43,611.07,609.43,611.04,107.35693763 +2016-10-02 15:00:00,608.66,610.99,610.99,609.44,222.27043298 +2016-10-02 14:00:00,610.58,611.09,611.09,610.99,105.89814489 +2016-10-02 13:00:00,610.91,612.08,611.85,611.08,169.68256727 +2016-10-02 12:00:00,611.82,612.53,612.21,611.85,105.87154027 +2016-10-02 11:00:00,612.03,613.6,613.6,612.21,157.47651198 +2016-10-02 10:00:00,613.23,614.28,614.21,613.56,124.95598856 +2016-10-02 09:00:00,613.65,614.4,613.9,614.17,53.39617537 +2016-10-02 08:00:00,613.23,613.91,613.36,613.91,31.49656362 +2016-10-02 07:00:00,613.22,613.83,613.5,613.37,43.28256192 +2016-10-02 06:00:00,612.91,613.49,613.0,613.49,72.86705941 +2016-10-02 05:00:00,612.67,615.84,615.51,613.0,141.0107603 +2016-10-02 04:00:00,615.17,615.73,615.17,615.54,89.75545134 +2016-10-02 03:00:00,614.91,615.84,615.82,615.22,87.1581704 +2016-10-02 02:00:00,615.19,615.81,615.6,615.8,128.11201123 +2016-10-02 01:00:00,615.27,615.85,615.27,615.6,111.09028207 +2016-10-02 00:00:00,615.08,615.9,615.65,615.36,114.05905845 +2016-10-01 23:00:00,615.05,616.0,615.83,615.65,120.03650666 +2016-10-01 22:00:00,614.03,615.75,614.79,615.74,147.83219962 +2016-10-01 21:00:00,614.79,616.72,616.51,614.79,258.72858158 +2016-10-01 20:00:00,616.28,616.51,616.49,616.51,131.28898046 +2016-10-01 19:00:00,616.41,617.19,616.43,616.5,137.01265612 +2016-10-01 18:00:00,614.63,616.43,616.09,616.4,130.53458921 +2016-10-01 17:00:00,615.87,616.52,616.47,615.87,144.05807168 +2016-10-01 16:00:00,615.65,616.7,615.9,616.48,144.50280798 +2016-10-01 15:00:00,614.65,615.91,614.91,615.91,217.26300633 +2016-10-01 14:00:00,613.71,614.91,613.74,614.91,146.96594194 +2016-10-01 13:00:00,613.21,613.82,613.82,613.74,139.97810371 +2016-10-01 12:00:00,613.42,613.96,613.88,613.82,76.14104163 +2016-10-01 11:00:00,613.26,613.95,613.4,613.95,74.19037484 +2016-10-01 10:00:00,612.66,613.87,613.85,613.36,100.54872206 +2016-10-01 09:00:00,612.8,613.85,612.99,613.85,96.19164051 +2016-10-01 08:00:00,612.59,613.26,613.2,612.99,58.62689016 +2016-10-01 07:00:00,612.48,613.41,612.68,613.2,51.98443127 +2016-10-01 06:00:00,612.26,612.68,612.6,612.61,110.89209445 +2016-10-01 05:00:00,611.94,612.68,612.51,612.6,153.57561201 +2016-10-01 04:00:00,611.64,612.51,611.67,612.51,97.05416765 +2016-10-01 03:00:00,611.08,611.87,611.63,611.68,164.86693984 +2016-10-01 02:00:00,611.52,613.6,612.9,611.62,226.57382274 +2016-10-01 01:00:00,611.57,612.9,611.78,612.9,205.19121502 +2016-10-01 00:00:00,608.98,611.76,608.99,611.64,345.97754164 +2016-09-30 23:00:00,606.45,608.99,606.93,608.99,227.23676861 +2016-09-30 22:00:00,605.0,606.95,605.44,606.93,591.92775855 +2016-09-30 21:00:00,605.32,606.5,605.74,605.55,248.23631519 +2016-09-30 20:00:00,605.5,606.25,606.24,605.73,222.08565048 +2016-09-30 19:00:00,605.18,606.25,605.85,606.24,275.72512775 +2016-09-30 18:00:00,605.58,606.78,606.77,605.85,253.96651295 +2016-09-30 17:00:00,605.97,606.83,606.32,606.76,282.39881571 +2016-09-30 16:00:00,606.14,606.5,606.49,606.22,197.23283046 +2016-09-30 15:00:00,606.0,606.5,606.3,606.49,233.89251506 +2016-09-30 14:00:00,606.15,606.5,606.29,606.39,155.95062677 +2016-09-30 13:00:00,606.19,606.73,606.36,606.19,173.10566097 +2016-09-30 12:00:00,606.1,606.55,606.37,606.35,148.36054233 +2016-09-30 11:00:00,606.0,606.48,606.33,606.37,100.86110266 +2016-09-30 10:00:00,606.03,606.8,606.6,606.22,135.26254971 +2016-09-30 09:00:00,606.11,606.79,606.7,606.5,78.98353454 +2016-09-30 08:00:00,606.12,606.83,606.44,606.69,69.59947273 +2016-09-30 07:00:00,605.0,606.84,606.27,606.44,270.55357766 +2016-09-30 06:00:00,605.66,606.41,605.67,606.32,77.57090775 +2016-09-30 05:00:00,605.12,605.98,605.54,605.68,93.79363464 +2016-09-30 04:00:00,605.42,606.7,606.7,605.54,127.14052547 +2016-09-30 03:00:00,606.26,606.84,606.81,606.69,90.78750185 +2016-09-30 02:00:00,605.68,606.82,605.78,606.82,138.51785196 +2016-09-30 01:00:00,605.45,605.96,605.59,605.77,238.78288333 +2016-09-30 00:00:00,605.24,606.3,605.99,605.68,194.8467028 +2016-09-29 23:00:00,604.92,606.47,606.36,605.99,216.99840756 +2016-09-29 22:00:00,606.27,606.79,606.68,606.38,198.46469627 +2016-09-29 21:00:00,606.44,606.84,606.83,606.69,141.85551625 +2016-09-29 20:00:00,605.98,606.84,606.12,606.84,183.14335908 +2016-09-29 19:00:00,605.11,606.13,605.86,606.12,267.99385005 +2016-09-29 18:00:00,604.87,605.99,605.58,605.81,210.50526391 +2016-09-29 17:00:00,604.24,605.98,605.74,605.63,356.69209049 +2016-09-29 16:00:00,605.47,605.99,605.47,605.73,149.20917675 +2016-09-29 15:00:00,605.17,605.73,605.37,605.47,260.69524932 +2016-09-29 14:00:00,604.87,605.36,604.99,605.36,149.71502821 +2016-10-24 13:00:00,647.48,651.06,648.5,650.09,125.04931987 +2016-10-24 12:00:00,645.81,648.59,648.07,648.07,131.48668237 +2016-10-24 11:00:00,646.85,648.99,648.64,647.97,67.15417544 +2016-10-24 10:00:00,646.19,648.98,648.54,648.63,65.22514741 +2016-10-24 09:00:00,647.57,648.97,648.42,648.89,28.19886817 +2016-10-24 08:00:00,645.96,649.02,645.96,648.43,46.96888789 +2016-10-24 07:00:00,645.88,650.8,649.84,645.95,130.49636365 +2016-10-24 06:00:00,648.51,651.32,651.23,650.0,91.6328701 +2016-10-24 05:00:00,649.47,651.99,651.32,651.5,119.92766046 +2016-10-24 04:00:00,650.0,652.18,650.5,651.04,122.36631877 +2016-10-24 03:00:00,649.0,652.93,649.49,651.01,137.56117249 +2016-10-24 02:00:00,647.17,651.02,648.92,649.1,160.57397338 +2016-10-24 01:00:00,646.73,649.41,649.37,648.92,159.95408877 +2016-10-24 00:00:00,647.09,652.77,651.05,649.01,177.61185066 +2016-10-23 23:00:00,648.8,652.0,652.0,651.04,135.99128826 +2016-10-23 22:00:00,651.15,653.91,652.8,652.0,120.37277855 +2016-10-23 21:00:00,648.51,652.92,650.06,652.92,97.79447037 +2016-10-23 20:00:00,647.98,654.0,653.54,649.08,245.53072859 +2016-10-23 19:00:00,650.74,653.92,651.83,653.59,106.74592519 +2016-10-23 18:00:00,645.33,654.19,654.07,651.86,297.09411253 +2016-10-23 17:00:00,651.27,654.15,651.47,654.08,120.54627834 +2016-10-23 16:00:00,651.46,655.28,654.16,651.47,113.35674218 +2016-10-23 15:00:00,651.84,655.03,652.89,654.16,121.66038728 +2016-10-23 14:00:00,648.27,652.91,649.11,652.91,161.34338003 +2016-10-23 13:00:00,648.26,649.89,649.0,649.63,97.15149472 +2016-10-23 12:00:00,648.1,650.3,649.97,649.32,79.47270877 +2016-10-23 11:00:00,648.08,651.09,651.09,649.88,57.34448394 +2016-10-23 10:00:00,648.47,653.25,653.2,651.09,100.61260551 +2016-10-23 09:00:00,651.96,654.63,654.03,653.23,88.08918613 +2016-10-23 08:00:00,653.19,654.03,653.89,654.02,27.03485622 +2016-10-23 07:00:00,653.1,655.39,654.17,653.9,57.53738287 +2016-10-23 06:00:00,648.46,655.39,654.22,654.15,86.350831 +2016-10-23 05:00:00,649.71,654.4,649.71,654.23,76.80288276 +2016-10-23 04:00:00,645.66,649.68,646.66,649.68,226.97865659 +2016-10-23 03:00:00,646.12,653.65,653.51,647.06,233.19766599 +2016-10-23 02:00:00,650.1,655.39,655.1,653.56,182.18057989 +2016-10-23 01:00:00,653.01,655.39,655.04,655.28,119.78754319 +2016-10-23 00:00:00,653.03,655.8,653.03,654.15,122.76259819 +2016-10-22 23:00:00,650.52,655.0,653.19,652.75,149.34336198 +2016-10-22 22:00:00,651.08,654.01,653.07,653.19,156.09708004 +2016-10-22 21:00:00,650.51,655.29,654.44,653.02,245.20562074 +2016-10-22 20:00:00,651.79,656.83,656.62,654.45,212.49708974 +2016-10-22 19:00:00,653.08,658.0,655.11,656.57,425.57650474 +2016-10-22 18:00:00,653.42,655.55,653.99,654.82,255.15075135 +2016-10-22 17:00:00,648.56,653.99,648.94,653.98,253.27208165 +2016-10-22 16:00:00,644.14,652.68,644.14,648.9,531.43783185 +2016-10-22 15:00:00,636.98,645.46,636.99,644.13,603.7633 +2016-10-22 14:00:00,635.1,636.99,635.21,636.98,166.1835005 +2016-10-22 13:00:00,633.6,635.95,635.13,635.3,189.04398742 +2016-10-22 12:00:00,634.76,635.22,634.92,635.2,87.63545887 +2016-10-22 11:00:00,634.16,634.95,634.29,634.94,71.7919487 +2016-10-22 10:00:00,633.34,634.4,634.3,634.29,142.59713828 +2016-10-22 09:00:00,632.87,634.3,632.93,634.3,82.9884169 +2016-10-22 08:00:00,632.59,632.99,632.59,632.98,103.10099102 +2016-10-22 07:00:00,631.98,632.6,631.99,632.59,108.28194893 +2016-10-22 06:00:00,630.98,631.99,630.99,631.98,100.32080708 +2016-10-22 05:00:00,630.74,630.99,630.86,630.99,132.77528432 +2016-10-22 04:00:00,630.78,630.95,630.85,630.87,80.54500891 +2016-10-22 03:00:00,630.2,630.87,630.4,630.87,134.62149139 +2016-10-22 02:00:00,629.32,630.4,629.64,630.4,113.90508861 +2016-10-22 01:00:00,629.64,630.33,630.33,629.64,86.00951168 +2016-10-22 00:00:00,630.15,630.9,630.67,630.33,154.6403165 +2016-10-21 23:00:00,629.28,630.87,629.61,630.83,178.19125877 +2016-10-21 22:00:00,629.23,630.11,629.57,629.8,212.05019056 +2016-10-21 21:00:00,629.12,629.9,629.9,629.71,172.86168521 +2016-10-21 20:00:00,629.3,630.53,629.99,629.65,174.14654474 +2016-10-21 19:00:00,629.47,630.0,629.58,630.0,131.56082778 +2016-10-21 18:00:00,627.8,631.7,631.7,629.61,377.74608764 +2016-10-21 17:00:00,631.37,631.99,631.93,631.7,203.38080256 +2016-10-21 16:00:00,631.82,633.41,632.65,631.99,292.40454403 +2016-10-21 15:00:00,630.86,632.66,631.53,632.65,296.16823599 +2016-10-21 14:00:00,629.8,631.54,629.96,631.54,206.88126918 +2016-10-21 13:00:00,629.46,629.99,629.46,629.96,151.93982379 +2016-10-21 12:00:00,628.62,629.46,628.77,629.45,165.57805158 +2016-10-21 11:00:00,628.64,629.2,628.94,628.8,112.27856498 +2016-10-21 10:00:00,628.58,629.62,629.38,628.94,139.8701212 +2016-10-21 09:00:00,629.3,629.65,629.3,629.39,89.39618246 +2016-10-21 08:00:00,628.68,629.44,629.25,629.36,154.24471822 +2016-10-21 07:00:00,629.04,629.53,629.4,629.37,94.09037705 +2016-10-21 06:00:00,629.08,629.98,629.85,629.24,103.37421397 +2016-10-21 05:00:00,629.23,629.85,629.67,629.85,109.98543532 +2016-10-21 04:00:00,628.87,629.78,628.97,629.67,104.64059022 +2016-10-21 03:00:00,628.68,628.99,628.69,628.98,106.00140681 +2016-10-21 02:00:00,628.45,628.69,628.64,628.69,143.05142632 +2016-10-21 01:00:00,627.5,628.68,628.43,628.66,265.45226739 +2016-10-21 00:00:00,627.94,628.56,628.19,628.41,177.47522471 +2016-10-20 23:00:00,627.52,628.59,627.68,628.05,224.85813798 +2016-10-20 22:00:00,627.3,628.0,627.61,627.51,232.32307508 +2016-10-20 21:00:00,626.55,628.0,627.98,627.62,364.45947323 +2016-10-20 20:00:00,627.33,627.99,627.87,627.98,168.72276121 +2016-10-20 19:00:00,626.92,627.9,627.28,627.83,175.69522739 +2016-10-20 18:00:00,626.01,627.3,627.11,627.3,182.79939084 +2016-10-20 17:00:00,626.12,628.63,628.24,626.95,286.10521699 +2016-10-20 16:00:00,627.79,628.66,628.64,628.28,181.89264047 +2016-10-20 15:00:00,628.38,629.76,628.96,628.46,196.14849676 +2016-10-20 14:00:00,627.78,628.97,628.78,628.96,198.29615058 +2016-10-20 13:00:00,627.78,628.81,628.56,628.62,163.87131128 +2016-10-20 12:00:00,628.17,629.0,628.84,628.66,141.96851008 +2016-10-20 11:00:00,628.37,629.38,628.72,628.89,88.18159425 +2016-10-20 10:00:00,628.41,629.73,629.6,628.69,170.14662986 +2016-10-20 09:00:00,629.17,629.99,629.71,629.76,170.16823043 +2016-10-20 08:00:00,629.28,629.99,629.5,629.71,114.73901426 +2016-10-20 07:00:00,629.51,629.99,629.97,629.58,133.89670724 +2016-10-20 06:00:00,628.4,629.98,628.95,629.98,110.91746111 +2016-10-20 05:00:00,628.59,629.3,629.26,628.94,125.277243 +2016-10-20 04:00:00,627.86,629.45,627.95,629.2,115.19534715 +2016-10-20 03:00:00,627.4,628.55,628.55,627.92,172.81616764 +2016-10-20 02:00:00,628.4,629.15,628.79,628.61,127.68888677 +2016-10-20 01:00:00,628.73,629.5,629.34,628.79,153.11232149 +2016-10-20 00:00:00,629.33,629.9,629.79,629.46,171.18627194 +2016-10-19 23:00:00,628.84,629.91,628.87,629.79,257.88904747 +2016-10-19 22:00:00,628.07,629.12,628.54,628.84,253.47418976 +2016-10-19 21:00:00,627.95,628.99,627.96,628.54,238.99897009 +2016-10-19 20:00:00,625.77,627.97,627.54,627.96,174.49849611 +2016-10-19 19:00:00,626.54,628.73,627.34,627.52,244.94724408 +2016-10-19 18:00:00,627.03,628.39,628.09,627.35,190.14594879 +2016-10-19 17:00:00,626.74,628.5,627.83,628.14,186.76818361 +2016-10-19 16:00:00,625.6,628.6,628.0,627.83,376.12945588 +2016-10-19 15:00:00,627.13,629.58,628.04,628.0,246.02378259 +2016-10-19 14:00:00,626.4,628.46,628.01,627.86,278.27642128 +2016-10-19 13:00:00,626.29,635.32,634.9,627.7,476.34493136 +2016-10-19 12:00:00,633.23,635.81,633.23,635.03,143.67295147 +2016-10-19 11:00:00,633.06,636.01,636.01,633.22,90.73543491 +2016-10-19 10:00:00,635.05,636.97,636.97,636.11,170.64177769 +2016-10-19 09:00:00,636.41,636.99,636.95,636.8,34.60325442 +2016-10-19 08:00:00,636.7,636.99,636.98,636.97,33.14730588 +2016-10-19 07:00:00,636.52,636.99,636.7,636.99,75.20464467 +2016-10-19 06:00:00,636.64,636.99,636.95,636.89,92.23498655 +2016-10-19 05:00:00,635.24,636.98,636.95,636.95,123.94205865 +2016-10-19 04:00:00,636.22,636.99,636.47,636.95,114.23882859 +2016-10-19 03:00:00,635.0,636.93,635.66,636.41,168.76545195 +2016-10-19 02:00:00,635.02,636.5,636.25,635.66,176.0257885 +2016-10-19 01:00:00,635.6,636.5,636.49,636.24,146.47049536 +2016-10-19 00:00:00,634.61,636.68,635.12,636.4,171.96863868 +2016-10-18 23:00:00,634.18,635.28,635.21,635.11,155.7776978 +2016-10-18 22:00:00,632.9,635.33,635.17,635.32,232.16033589 +2016-10-18 21:00:00,632.15,635.23,632.35,635.17,216.54319487 +2016-10-18 20:00:00,632.15,634.14,634.14,632.35,286.34114223 +2016-10-18 19:00:00,633.76,635.27,635.12,634.14,178.27739009 +2016-10-18 18:00:00,635.0,635.98,635.62,635.04,260.52733249 +2016-10-18 17:00:00,635.6,636.55,636.2,635.74,278.67753151 +2016-10-18 16:00:00,635.89,637.59,635.9,636.11,165.07456858 +2016-10-18 15:00:00,635.73,638.5,638.39,635.9,242.63056607 +2016-10-18 14:00:00,638.3,639.61,638.9,638.3,222.05505874 +2016-10-18 13:00:00,638.7,639.97,639.88,638.73,213.65196457 +2016-10-18 12:00:00,639.69,639.97,639.85,639.96,92.76091784 +2016-10-18 11:00:00,639.05,639.88,639.12,639.74,98.42093959 +2016-10-18 10:00:00,638.99,639.97,639.82,639.14,136.97259944 +2016-10-18 09:00:00,639.24,639.97,639.97,639.95,39.9093288 +2016-10-18 08:00:00,638.18,640.0,638.28,639.92,144.60406947 +2016-10-18 07:00:00,637.67,638.32,638.06,638.14,71.5400154 +2016-10-18 06:00:00,637.94,638.83,638.72,638.1,85.47100352 +2016-10-18 05:00:00,638.59,639.13,639.12,638.74,139.58516168 +2016-10-18 04:00:00,639.0,639.75,639.72,639.12,108.69811868 +2016-10-18 03:00:00,639.0,639.75,639.1,639.72,162.40355011 +2016-10-18 02:00:00,638.61,639.15,638.86,639.01,143.7364519 +2016-10-18 01:00:00,638.39,639.38,639.37,638.88,195.3517194 +2016-10-18 00:00:00,639.25,640.0,639.56,639.38,255.63531952 +2016-10-17 23:00:00,637.37,639.8,637.59,639.56,155.42569999 +2016-10-17 22:00:00,636.44,637.66,637.47,637.6,206.72359971 +2016-10-17 21:00:00,636.27,638.45,637.8,637.32,332.64223554 +2016-10-17 20:00:00,637.62,638.69,638.63,637.88,202.77031123 +2016-10-17 19:00:00,638.05,638.99,638.46,638.53,230.14466592 +2016-10-17 18:00:00,637.64,638.98,638.91,638.46,170.0851544 +2016-10-17 17:00:00,638.51,638.99,638.9,638.98,170.21344788 +2016-10-17 16:00:00,638.89,639.87,639.42,638.9,193.47004929 +2016-10-17 15:00:00,639.03,640.68,640.67,639.69,269.2683686 +2016-10-17 14:00:00,639.4,640.77,640.42,640.68,171.37351435 +2016-10-17 13:00:00,639.93,640.71,640.14,640.41,161.83786741 +2016-10-17 12:00:00,639.64,640.48,639.97,639.96,97.86498197 +2016-10-17 11:00:00,638.79,640.12,639.69,640.01,103.28133562 +2016-10-17 10:00:00,639.28,641.2,641.14,639.57,168.58030218 +2016-10-17 09:00:00,640.65,641.24,640.8,641.0,40.30560686 +2016-10-17 08:00:00,640.41,641.0,640.74,640.89,70.24225165 +2016-10-17 07:00:00,638.66,640.8,638.91,640.72,75.06824561 +2016-10-17 06:00:00,638.62,640.06,640.03,638.94,155.33450229 +2016-10-17 05:00:00,639.79,640.5,640.34,639.9,102.69691 +2016-10-17 04:00:00,638.53,640.52,638.8,640.25,156.06944427 +2016-10-17 03:00:00,638.5,641.05,641.05,638.9,266.15224817 +2016-10-17 02:00:00,640.73,642.5,642.49,641.05,174.85896195 +2016-10-17 01:00:00,642.01,643.47,643.24,642.48,177.30116017 +2016-10-17 00:00:00,641.85,643.29,642.1,643.24,98.53080577 +2016-10-16 23:00:00,641.72,642.6,642.44,641.92,128.9600961 +2016-10-16 22:00:00,642.36,643.65,643.45,642.45,173.20854413 +2016-10-16 21:00:00,641.77,643.63,642.37,643.63,141.43571923 +2016-10-16 20:00:00,641.33,643.22,643.22,642.37,175.52940435 +2016-10-16 19:00:00,642.15,643.91,642.15,643.18,174.93543761 +2016-10-16 18:00:00,640.85,643.35,642.41,642.2,148.50695565 +2016-10-16 17:00:00,640.91,642.99,641.57,642.56,115.57980107 +2016-10-16 16:00:00,639.67,642.09,642.08,641.56,161.37860739 +2016-10-16 15:00:00,641.3,642.2,641.79,642.08,83.67703519 +2016-10-16 14:00:00,641.4,642.97,642.85,641.73,123.11337329 +2016-10-16 13:00:00,642.75,642.99,642.89,642.79,74.99930459 +2016-10-16 12:00:00,642.73,642.96,642.95,642.82,31.75442714 +2016-10-16 11:00:00,642.44,642.99,642.45,642.96,85.90179395 +2016-10-16 10:00:00,641.98,642.46,642.0,642.46,100.2848878 +2016-10-16 09:00:00,641.82,642.0,641.88,642.0,55.27750022 +2016-10-16 08:00:00,641.66,641.99,641.7,641.94,34.90386025 +2016-10-16 07:00:00,641.66,641.99,641.84,641.86,71.65807027 +2016-10-16 06:00:00,641.0,641.98,641.33,641.97,54.48610979 +2016-10-16 05:00:00,640.63,641.49,640.88,641.32,54.25023042 +2016-10-16 04:00:00,640.48,640.99,640.86,640.88,69.74830821 +2016-10-16 03:00:00,639.98,640.99,639.98,640.99,142.59453746 +2016-10-16 02:00:00,638.78,640.0,638.78,639.99,237.30072264 +2016-10-16 01:00:00,637.87,638.82,638.12,638.66,95.05619539 +2016-10-16 00:00:00,638.03,638.22,638.16,638.12,13.1087768 +2016-10-15 23:00:00,637.05,638.16,637.05,638.16,20.68927609 +2016-10-15 22:00:00,636.0,637.04,636.51,637.04,67.89895435 +2016-10-15 21:00:00,636.5,638.12,638.07,636.52,115.17236264 +2016-10-15 20:00:00,637.98,639.63,639.22,637.98,40.87151943 +2016-10-15 19:00:00,639.22,639.93,639.93,639.22,23.79408489 +2016-10-15 18:00:00,639.93,639.94,639.94,639.93,3.93012534 +2016-10-15 17:00:00,639.92,639.98,639.98,639.93,24.01887309 +2016-10-15 16:00:00,639.95,639.99,639.98,639.98,11.55670688 +2016-10-15 15:00:00,639.89,639.99,639.89,639.98,19.96209737 +2016-10-15 14:00:00,639.86,639.99,639.88,639.9,11.36014681 +2016-10-15 13:00:00,639.72,639.88,639.88,639.88,4.31648838 +2016-10-15 12:00:00,639.0,639.99,639.99,639.88,52.66536244 +2016-10-15 11:00:00,639.99,639.99,639.99,639.99,16.26227004 +2016-10-15 10:00:00,639.94,639.99,639.94,639.98,23.9211999 +2016-10-15 09:00:00,639.84,639.95,639.85,639.94,6.71243172 +2016-10-15 08:00:00,639.39,639.83,639.39,639.83,32.6227211 +2016-10-15 07:00:00,639.04,639.49,639.05,639.46,10.77031638 +2016-10-15 06:00:00,639.02,639.05,639.04,639.04,3.69173226 +2016-10-15 05:00:00,639.04,639.1,639.09,639.05,24.34538792 +2016-10-15 04:00:00,639.03,639.1,639.04,639.1,7.56311964 +2016-10-15 03:00:00,638.47,639.05,638.47,639.04,4.64228482 +2016-10-15 02:00:00,638.03,638.47,638.04,638.47,13.81525443 +2016-10-15 01:00:00,638.03,638.04,638.04,638.04,105.8219765 +2016-10-15 00:00:00,638.03,638.04,638.03,638.04,37.3933785 +2016-10-14 23:00:00,637.95,638.03,637.95,638.03,12.22801151 +2016-10-14 22:00:00,637.92,637.98,637.93,637.93,30.62041103 +2016-10-14 21:00:00,637.79,638.2,638.2,637.93,24.37199821 +2016-10-14 20:00:00,638.19,638.45,638.2,638.2,13.62112848 +2016-10-14 19:00:00,635.04,639.99,639.87,638.2,532.04600419 +2016-10-14 18:00:00,638.81,639.88,638.99,639.87,177.1242026 +2016-10-14 17:00:00,637.86,638.99,638.0,638.99,174.78748843 +2016-10-14 16:00:00,636.9,638.12,637.8,637.84,196.197954 +2016-10-14 15:00:00,636.13,637.95,636.13,637.95,162.9774253 +2016-10-14 14:00:00,634.72,637.89,635.64,636.3,213.00975168 +2016-10-14 13:00:00,633.22,638.2,638.1,635.64,163.79186013 +2016-10-14 12:00:00,635.0,638.3,635.04,638.3,127.39317909 +2016-10-14 11:00:00,630.18,636.03,630.18,635.09,83.80775416 +2016-10-14 10:00:00,624.5,637.93,636.8,630.72,504.02096591 +2016-10-14 09:00:00,635.99,637.1,636.9,636.98,71.31758086 +2016-10-14 08:00:00,635.61,637.1,636.8,637.01,54.14505791 +2016-10-14 07:00:00,635.11,636.9,635.14,636.8,66.53947056 +2016-10-14 06:00:00,624.5,636.47,635.8,635.11,110.5167433 +2016-10-14 05:00:00,633.11,636.6,634.35,635.81,156.6873705 +2016-10-14 04:00:00,624.08,638.07,637.98,634.17,919.9198414 +2016-10-14 03:00:00,637.4,638.1,638.0,638.07,103.17863857 +2016-10-14 02:00:00,636.67,638.1,636.86,637.81,117.17622754 +2016-10-14 01:00:00,636.42,637.25,636.97,636.76,187.75520717 +2016-10-14 00:00:00,635.65,636.97,635.8,636.97,162.63275216 +2016-10-13 23:00:00,635.4,636.88,636.2,635.66,153.4276329 +2016-10-13 22:00:00,636.04,636.92,636.79,636.19,194.16005885 +2016-10-13 21:00:00,635.5,636.97,635.81,636.79,130.06992256 +2016-10-13 20:00:00,634.51,636.42,635.6,635.93,156.72719919 +2016-10-13 19:00:00,634.4,636.13,636.03,635.61,171.45769254 +2016-10-13 18:00:00,635.0,637.0,636.81,636.13,204.3483595 +2016-10-13 17:00:00,634.42,637.0,636.9,636.94,211.5161968 +2016-10-13 16:00:00,635.6,637.41,636.89,636.8,206.07297803 +2016-10-13 15:00:00,636.41,638.49,638.2,636.89,204.64054365 +2016-10-13 14:00:00,634.58,638.89,635.97,638.08,190.0886011 +2016-10-13 13:00:00,632.0,635.97,635.07,635.96,243.43161932 +2016-10-13 12:00:00,634.58,638.65,636.4,635.09,183.11333224 +2016-10-13 11:00:00,634.65,636.75,636.65,636.39,168.81121617 +2016-10-13 10:00:00,635.37,636.8,635.95,636.67,106.58085154 +2016-10-13 09:00:00,635.22,637.09,636.79,635.97,101.23931905 +2016-10-13 08:00:00,636.5,638.15,638.15,636.78,39.59925665 +2016-10-13 07:00:00,637.91,638.74,638.04,638.15,52.45749245 +2016-10-13 06:00:00,637.47,638.87,638.6,638.15,114.98902995 +2016-10-13 05:00:00,635.17,638.9,638.27,638.6,137.99274546 +2016-10-13 04:00:00,637.91,639.85,639.69,638.3,141.93526983 +2016-10-13 03:00:00,637.85,639.8,638.2,639.51,139.94762447 +2016-10-13 02:00:00,634.72,639.8,635.15,638.19,170.40276289 +2016-10-13 01:00:00,634.09,636.36,634.77,635.05,185.70907843 +2016-10-13 00:00:00,633.89,636.35,635.9,634.78,236.49582828 +2016-10-12 23:00:00,635.79,637.31,637.27,635.79,203.87325867 +2016-10-12 22:00:00,632.9,637.49,635.42,637.21,202.48162848 +2016-10-12 21:00:00,631.91,636.23,633.05,635.56,313.96730375 +2016-10-12 20:00:00,632.3,639.54,639.11,633.05,545.14931896 +2016-10-12 19:00:00,638.26,639.8,638.81,639.25,223.22707398 +2016-10-12 18:00:00,638.63,639.58,639.41,638.82,143.52510511 +2016-10-12 17:00:00,638.08,639.56,639.08,639.54,246.55322714 +2016-10-12 16:00:00,638.1,639.94,639.13,638.97,184.52254184 +2016-10-12 15:00:00,638.18,640.39,640.31,639.11,262.58720028 +2016-10-12 14:00:00,639.26,640.97,640.17,640.32,202.49326722 +2016-10-12 13:00:00,640.01,641.46,641.45,640.01,187.39294868 +2016-10-12 12:00:00,640.63,641.6,641.28,641.5,112.27476825 +2016-10-12 11:00:00,640.75,641.73,641.06,641.29,132.23406042 +2016-10-12 10:00:00,640.51,641.72,641.72,641.18,106.96373655 +2016-10-12 09:00:00,640.59,642.19,640.75,641.72,68.18293866 +2016-10-12 08:00:00,640.07,640.75,640.14,640.75,59.41111574 +2016-10-12 07:00:00,638.62,640.14,639.79,640.07,102.97407055 +2016-10-12 06:00:00,638.37,640.01,638.6,639.9,101.0464989 +2016-10-12 05:00:00,638.01,639.19,638.51,638.45,97.90155391 +2016-10-12 04:00:00,638.5,640.25,640.13,638.51,134.17670063 +2016-10-12 03:00:00,639.48,641.16,641.12,640.12,138.81195131 +2016-10-12 02:00:00,638.57,641.1,640.12,641.1,151.85536214 +2016-11-06 01:00:00,706.84,707.87,706.85,707.85,105.13652282 +2016-11-06 00:00:00,706.1,707.99,706.98,706.85,177.10312239 +2016-11-05 23:00:00,706.51,706.99,706.7,706.99,80.14844569 +2016-11-05 22:00:00,705.92,707.11,706.98,706.7,149.6588278 +2016-11-05 21:00:00,706.65,707.99,707.99,706.98,142.21070911 +2016-11-05 20:00:00,705.79,707.99,706.8,707.99,143.77542649 +2016-11-05 19:00:00,706.06,707.93,707.87,706.53,141.97187274 +2016-11-05 18:00:00,706.97,707.99,707.43,707.83,106.81550339 +2016-11-05 17:00:00,705.37,707.67,707.01,707.41,156.56610263 +2016-11-05 16:00:00,705.0,707.17,705.83,707.01,130.16183407 +2016-11-05 15:00:00,703.48,706.16,703.48,705.83,100.43162984 +2016-11-05 14:00:00,701.7,703.55,702.37,703.27,91.80144603 +2016-11-05 13:00:00,701.0,705.57,705.26,702.21,151.98553198 +2016-11-05 12:00:00,704.57,705.87,705.07,705.28,65.57100051 +2016-11-05 11:00:00,704.0,707.99,706.98,705.07,74.79893423 +2016-11-05 10:00:00,705.93,706.99,706.34,706.98,33.20514194 +2016-11-05 09:00:00,704.56,706.46,706.32,706.13,45.43288762 +2016-11-05 08:00:00,703.3,706.38,704.42,706.33,81.11558436 +2016-11-05 07:00:00,704.05,704.61,704.44,704.42,36.0139216 +2016-11-05 06:00:00,702.83,704.51,703.84,704.4,64.00323878 +2016-11-05 05:00:00,703.61,704.77,704.29,703.84,125.81860595 +2016-11-05 04:00:00,703.09,704.75,704.71,704.29,103.23050402 +2016-11-05 03:00:00,702.8,705.69,702.8,704.71,114.48775589 +2016-11-05 02:00:00,697.72,704.9,703.72,702.6,536.39386798 +2016-11-05 01:00:00,703.07,706.26,706.26,703.58,167.57865217 +2016-11-05 00:00:00,704.89,706.61,706.05,706.26,156.03715535 +2016-11-04 23:00:00,704.29,706.32,705.0,706.32,140.61555561 +2016-11-04 22:00:00,696.42,705.0,696.88,705.0,206.11580013 +2016-11-04 21:00:00,696.87,699.97,699.44,697.0,182.19291156 +2016-11-04 20:00:00,697.45,700.31,698.41,699.31,210.86944873 +2016-11-04 19:00:00,691.23,699.54,693.27,698.41,323.32688177 +2016-11-04 18:00:00,691.69,695.04,691.7,693.27,164.05534752 +2016-11-04 17:00:00,689.96,693.27,693.27,691.7,240.83190592 +2016-11-04 16:00:00,693.27,700.0,696.42,693.28,252.41199407 +2016-11-04 15:00:00,688.85,699.64,699.51,696.43,413.21360325 +2016-11-04 14:00:00,696.64,706.99,706.96,699.51,249.48781358 +2016-11-04 13:00:00,701.04,706.98,702.99,706.97,173.25415829 +2016-11-04 12:00:00,702.99,706.99,706.38,702.99,158.58209634 +2016-11-04 11:00:00,705.5,708.33,707.59,706.37,153.00636179 +2016-11-04 10:00:00,705.07,708.25,705.08,707.6,119.65041122 +2016-11-04 09:00:00,705.2,706.87,705.64,705.36,111.99296107 +2016-11-04 08:00:00,701.35,705.68,702.52,705.68,157.76025519 +2016-11-04 07:00:00,692.8,702.49,696.03,702.49,280.39456729 +2016-11-04 06:00:00,696.0,705.0,704.28,696.04,159.42952657 +2016-11-04 05:00:00,702.33,705.0,703.56,704.9,210.71118689 +2016-11-04 04:00:00,703.19,704.0,704.0,703.55,142.86347852 +2016-11-04 03:00:00,702.92,704.5,704.44,703.97,190.85088189 +2016-11-04 02:00:00,702.85,705.0,704.39,704.43,185.80239034 +2016-11-04 01:00:00,699.64,704.51,701.0,704.39,380.36681764 +2016-11-04 00:00:00,683.8,702.96,690.0,701.0,421.43359085 +2016-11-03 23:00:00,680.43,690.32,682.5,690.0,478.51340175 +2016-11-03 22:00:00,675.0,696.93,690.33,682.7,756.93343752 +2016-11-03 21:00:00,686.83,701.22,694.1,690.33,450.56158527 +2016-11-03 20:00:00,693.69,714.97,705.28,694.1,631.99886862 +2016-11-03 19:00:00,689.5,706.0,689.5,705.02,766.96499258 +2016-11-03 18:00:00,672.06,710.6,710.39,689.5,1801.35665748 +2016-11-03 17:00:00,706.57,715.0,709.59,710.38,492.91655612 +2016-11-03 16:00:00,709.45,720.1,720.1,709.73,623.44214212 +2016-11-03 15:00:00,705.71,732.68,732.25,720.1,908.85978063 +2016-11-03 14:00:00,730.01,733.49,730.67,732.48,256.24893337 +2016-11-03 13:00:00,728.09,738.39,738.16,730.67,368.74666019 +2016-11-03 12:00:00,737.8,740.54,739.62,738.03,138.4610084 +2016-11-03 11:00:00,738.11,741.88,738.73,740.3,100.41176041 +2016-11-03 10:00:00,736.48,738.86,737.28,738.66,102.4916479 +2016-11-03 09:00:00,731.58,737.92,732.47,737.28,66.05737715 +2016-11-03 08:00:00,732.48,737.16,733.15,732.84,157.87769337 +2016-11-03 07:00:00,728.03,739.24,738.66,733.15,306.05087328 +2016-11-03 06:00:00,738.65,744.93,744.93,738.67,249.81124203 +2016-11-03 05:00:00,742.13,745.26,742.17,744.86,173.03893883 +2016-11-03 04:00:00,735.03,744.1,742.24,742.17,326.10362536 +2016-11-03 03:00:00,742.0,744.64,744.64,742.3,183.53723531 +2016-11-03 02:00:00,743.5,746.16,743.51,744.44,212.24624869 +2016-11-03 01:00:00,741.61,745.65,744.0,743.51,283.6992781 +2016-11-03 00:00:00,740.55,745.88,744.61,743.99,495.01969385 +2016-11-02 23:00:00,732.99,744.6,733.0,744.6,451.83380773 +2016-11-02 22:00:00,730.43,733.0,730.75,733.0,154.03845229 +2016-11-02 21:00:00,729.24,731.98,730.99,730.73,263.8404862 +2016-11-02 20:00:00,727.15,731.0,727.56,731.0,372.76182398 +2016-11-02 19:00:00,726.52,728.92,726.76,727.4,260.4792547 +2016-11-02 18:00:00,724.69,727.59,726.81,727.25,291.70000573 +2016-11-02 17:00:00,725.14,727.64,725.7,727.2,299.57924667 +2016-11-02 16:00:00,722.96,726.72,723.42,726.22,221.88628425 +2016-11-02 15:00:00,722.5,724.91,723.9,723.02,162.68398451 +2016-11-02 14:00:00,722.67,725.0,723.64,723.55,192.59833584 +2016-11-02 13:00:00,722.5,724.01,723.21,723.79,126.075586 +2016-11-02 12:00:00,721.86,724.31,722.54,723.25,142.10047663 +2016-11-02 11:00:00,720.0,724.08,723.55,723.12,267.01517917 +2016-11-02 10:00:00,722.43,724.5,722.73,723.83,93.6753568 +2016-11-02 09:00:00,720.87,723.34,721.19,723.34,115.13391469 +2016-11-02 08:00:00,720.72,727.24,726.66,721.14,120.27984077 +2016-11-02 07:00:00,726.03,728.95,726.94,726.68,122.24925527 +2016-11-02 06:00:00,725.66,726.95,725.77,726.95,97.5034656 +2016-11-02 05:00:00,723.51,726.14,724.9,725.77,133.00415074 +2016-11-02 04:00:00,724.42,727.22,727.22,725.05,127.69320783 +2016-11-02 03:00:00,724.5,727.5,727.0,727.04,219.84848376 +2016-11-02 02:00:00,720.87,728.61,725.03,727.17,375.90305979 +2016-11-02 01:00:00,725.0,728.59,726.77,725.02,246.81093685 +2016-11-02 00:00:00,726.01,730.92,730.7,726.5,238.146258 +2016-11-01 23:00:00,728.81,731.51,729.39,730.7,165.11429139 +2016-11-01 22:00:00,722.22,734.13,733.9,729.43,312.99636053 +2016-11-01 21:00:00,728.73,734.13,729.72,734.13,229.76712591 +2016-11-01 20:00:00,725.9,729.95,729.63,729.71,246.40435175 +2016-11-01 19:00:00,727.66,730.0,728.42,729.65,208.40490444 +2016-11-01 18:00:00,725.42,729.83,728.37,728.26,262.34658182 +2016-11-01 17:00:00,724.66,730.66,730.66,728.53,311.21301485 +2016-11-01 16:00:00,720.36,730.99,721.98,730.69,342.59420245 +2016-11-01 15:00:00,721.07,731.88,731.69,722.14,559.51569462 +2016-11-01 14:00:00,729.12,733.89,731.18,731.85,314.36093992 +2016-11-01 13:00:00,727.8,733.0,729.82,731.3,500.76884243 +2016-11-01 12:00:00,729.06,737.5,734.12,729.81,469.58170476 +2016-11-01 11:00:00,724.25,735.0,724.27,733.79,513.44919873 +2016-11-01 10:00:00,722.58,725.47,722.75,724.14,157.49496277 +2016-11-01 09:00:00,720.63,723.27,720.65,722.75,114.18257385 +2016-11-01 08:00:00,717.74,721.72,720.06,720.1,169.42809167 +2016-11-01 07:00:00,710.31,720.4,711.64,720.07,223.52198131 +2016-11-01 06:00:00,707.8,712.12,708.0,711.8,151.55417069 +2016-11-01 05:00:00,707.54,710.01,710.01,708.01,157.89284411 +2016-11-01 04:00:00,708.47,710.88,710.4,710.01,185.61222178 +2016-11-01 03:00:00,709.11,711.67,709.11,710.4,278.96205995 +2016-11-01 02:00:00,704.4,709.11,704.95,709.11,402.40309445 +2016-11-01 01:00:00,699.99,707.62,700.0,705.49,354.47594677 +2016-11-01 00:00:00,695.74,700.0,697.07,700.0,277.13680467 +2016-10-31 23:00:00,696.5,701.56,699.71,696.9,209.27383385 +2016-10-31 22:00:00,698.68,703.58,703.58,700.05,225.23781912 +2016-10-31 21:00:00,702.95,704.34,703.11,703.07,181.02192801 +2016-10-31 20:00:00,701.0,703.65,703.63,703.48,226.15364921 +2016-10-31 19:00:00,700.7,704.12,701.7,703.65,165.29788042 +2016-10-31 18:00:00,700.51,703.39,703.19,702.14,265.7965872 +2016-10-31 17:00:00,702.0,704.77,704.2,703.2,209.05184213 +2016-10-31 16:00:00,703.42,707.2,707.17,704.2,299.60997043 +2016-10-31 15:00:00,705.27,707.46,705.43,707.1,208.0473926 +2016-10-31 14:00:00,703.48,709.68,704.01,705.43,240.36518138 +2016-10-31 13:00:00,698.5,704.57,698.92,703.66,150.81007293 +2016-10-31 12:00:00,697.56,699.12,697.57,698.62,86.09452868 +2016-10-31 11:00:00,696.64,698.86,698.28,697.59,78.56421604 +2016-10-31 10:00:00,697.5,700.84,700.62,698.89,67.94580865 +2016-10-31 09:00:00,699.68,702.0,701.25,700.64,49.74210188 +2016-10-31 08:00:00,698.82,701.75,699.2,701.32,83.52785155 +2016-10-31 07:00:00,699.02,701.01,700.12,699.21,61.23309908 +2016-10-31 06:00:00,699.66,700.13,699.66,700.11,75.02905201 +2016-10-31 05:00:00,697.42,699.62,698.16,699.47,131.68406909 +2016-10-31 04:00:00,695.33,698.51,696.92,698.23,143.72701856 +2016-10-31 03:00:00,691.89,696.98,695.93,696.5,216.43357308 +2016-10-31 02:00:00,687.78,699.09,687.79,695.92,222.75743073 +2016-10-31 01:00:00,681.01,697.12,697.01,687.79,737.17082646 +2016-10-31 00:00:00,695.02,698.6,697.39,697.04,140.29132161 +2016-10-30 23:00:00,693.57,701.01,695.28,697.41,275.97159818 +2016-10-30 22:00:00,695.0,701.91,701.75,695.28,325.82475536 +2016-10-30 21:00:00,700.83,704.7,704.7,701.41,208.4861553 +2016-10-30 20:00:00,700.11,705.89,705.58,704.54,217.04530852 +2016-10-30 19:00:00,705.56,708.94,708.86,705.68,142.95217516 +2016-10-30 18:00:00,707.06,710.31,707.06,708.22,152.50112206 +2016-10-30 17:00:00,706.28,711.04,710.0,707.05,126.10785949 +2016-10-30 16:00:00,708.07,711.2,708.07,710.0,154.27025554 +2016-10-30 15:00:00,704.0,708.41,704.55,708.07,182.20736336 +2016-10-30 14:00:00,702.87,705.88,704.63,704.64,232.54010835 +2016-10-30 13:00:00,704.23,710.77,710.66,704.23,143.66687358 +2016-10-30 12:00:00,710.01,711.38,711.33,710.72,93.67793593 +2016-10-30 11:00:00,710.57,712.6,712.6,711.34,47.190456 +2016-10-30 10:00:00,712.61,713.52,713.0,712.61,40.76816087 +2016-10-30 09:00:00,712.45,714.98,714.94,713.0,69.46906281 +2016-10-30 08:00:00,710.85,714.94,711.01,714.94,29.87063992 +2016-10-30 07:00:00,710.02,711.44,710.48,711.02,81.87918069 +2016-10-30 06:00:00,708.29,710.47,709.0,710.38,69.28538921 +2016-10-30 05:00:00,708.56,710.92,710.73,709.0,59.92441743 +2016-10-30 04:00:00,709.07,712.58,709.28,710.95,96.51090138 +2016-10-30 03:00:00,702.24,709.28,703.09,709.28,114.25163491 +2016-10-30 02:00:00,692.7,703.66,692.7,703.1,246.54146409 +2016-10-30 01:00:00,692.04,706.49,705.43,692.7,405.31221812 +2016-10-30 00:00:00,704.36,714.28,714.28,705.43,283.26731983 +2016-10-29 23:00:00,714.28,718.6,717.54,714.28,212.30718719 +2016-10-29 22:00:00,715.8,717.97,715.8,717.54,181.35876107 +2016-10-29 21:00:00,710.0,721.0,720.96,715.8,620.17190467 +2016-10-29 20:00:00,719.49,722.99,720.24,720.98,345.79545257 +2016-10-29 19:00:00,718.01,723.99,720.98,720.23,519.09634008 +2016-10-29 18:00:00,717.18,720.99,718.38,720.98,325.27157787 +2016-10-29 17:00:00,715.98,718.68,715.98,718.38,241.80452803 +2016-10-29 16:00:00,713.3,717.18,713.56,715.99,302.82377487 +2016-10-29 15:00:00,712.07,725.64,719.99,713.55,647.88371602 +2016-10-29 14:00:00,712.25,720.0,713.65,719.99,523.4016868 +2016-10-29 13:00:00,706.34,713.83,706.34,713.65,346.74774975 +2016-10-29 12:00:00,704.34,706.68,705.21,706.33,208.47258106 +2016-10-29 11:00:00,703.23,705.22,704.9,705.22,114.06296708 +2016-10-29 10:00:00,703.44,704.9,703.48,704.9,79.43366495 +2016-10-29 09:00:00,702.83,703.75,703.75,703.59,88.46400884 +2016-10-29 08:00:00,702.57,704.0,702.59,703.75,82.02324195 +2016-10-29 07:00:00,702.0,702.6,702.58,702.6,49.98372483 +2016-10-29 06:00:00,702.3,704.41,704.27,702.59,96.15769136 +2016-10-29 05:00:00,702.86,704.73,703.63,704.0,138.81636259 +2016-10-29 04:00:00,701.0,703.6,701.67,703.6,175.13068833 +2016-10-29 03:00:00,700.51,702.0,701.88,701.7,294.73234409 +2016-10-29 02:00:00,698.35,701.99,698.72,701.89,524.97405473 +2016-10-29 01:00:00,689.39,698.74,689.93,698.74,327.71490307 +2016-10-29 00:00:00,689.61,689.99,689.95,689.92,136.87005712 +2016-10-28 23:00:00,688.5,689.95,688.86,689.95,164.74631504 +2016-10-28 22:00:00,688.18,688.99,688.98,688.87,214.9310192 +2016-10-28 21:00:00,688.01,689.34,688.8,688.99,212.82687007 +2016-10-28 20:00:00,687.96,688.99,688.46,688.98,245.99425646 +2016-10-28 19:00:00,686.8,688.97,686.91,688.46,221.61896351 +2016-10-28 18:00:00,686.15,688.91,686.78,686.93,269.12631544 +2016-10-28 17:00:00,686.31,688.99,688.98,686.78,466.83645492 +2016-10-28 16:00:00,686.89,689.0,687.1,688.96,285.46429263 +2016-10-28 15:00:00,683.7,687.99,684.12,687.53,278.55772368 +2016-10-28 14:00:00,684.01,688.35,688.22,684.31,230.78111804 +2016-10-28 13:00:00,687.48,688.92,688.7,688.54,224.28232332 +2016-10-28 12:00:00,688.31,688.99,688.63,688.52,91.6121078 +2016-10-28 11:00:00,686.96,688.86,687.29,688.77,90.81597727 +2016-10-28 10:00:00,686.42,687.87,687.68,687.18,96.26542417 +2016-10-28 09:00:00,686.19,687.69,686.19,687.52,96.78376577 +2016-10-28 08:00:00,685.88,687.59,687.39,686.19,57.52158876 +2016-10-28 07:00:00,684.7,687.39,684.76,687.2,49.43993321 +2016-10-28 06:00:00,683.85,686.55,686.54,684.48,131.81033123 +2016-10-28 05:00:00,686.03,687.75,687.49,686.54,98.08559458 +2016-10-28 04:00:00,686.58,687.49,686.99,687.49,122.74024169 +2016-10-28 03:00:00,685.38,687.2,686.09,686.99,106.18433599 +2016-10-28 02:00:00,683.2,687.21,687.03,686.06,269.64688781 +2016-10-28 01:00:00,685.92,688.96,686.97,686.77,194.83836195 +2016-10-28 00:00:00,686.56,691.19,691.01,686.98,189.07633747 +2016-10-27 23:00:00,684.75,692.41,685.89,691.21,369.24458873 +2016-10-27 22:00:00,678.7,685.99,679.21,685.89,368.87541244 +2016-10-27 21:00:00,678.69,681.94,681.61,679.23,273.77399575 +2016-10-27 20:00:00,681.22,683.01,681.99,681.88,241.29290298 +2016-10-27 19:00:00,679.43,681.99,679.51,681.98,213.72400954 +2016-10-27 18:00:00,678.17,680.0,678.94,679.87,203.44552737 +2016-10-27 17:00:00,678.0,678.99,678.87,678.92,173.24875658 +2016-10-27 16:00:00,678.0,680.32,680.32,678.99,330.56074896 +2016-10-27 15:00:00,679.68,680.98,680.9,679.73,220.85731189 +2016-10-27 14:00:00,680.2,682.0,681.85,680.98,198.73693657 +2016-10-27 13:00:00,679.22,682.0,681.52,681.85,279.04677277 +2016-10-27 12:00:00,681.0,683.44,683.18,681.22,142.72504981 +2016-10-27 11:00:00,683.11,685.01,685.0,683.22,124.33530907 +2016-10-27 10:00:00,684.13,686.74,685.86,685.0,121.04491336 +2016-10-27 09:00:00,684.74,686.17,685.0,685.86,121.4023045 +2016-10-27 08:00:00,685.0,687.28,687.25,685.0,182.79073103 +2016-10-27 07:00:00,686.21,687.83,687.28,687.25,122.75095941 +2016-10-27 06:00:00,686.26,689.05,687.74,687.28,166.35932311 +2016-10-27 05:00:00,686.63,688.69,688.69,687.77,215.3418695 +2016-10-27 04:00:00,688.61,692.01,689.77,688.69,874.97164967 +2016-10-27 03:00:00,686.64,690.82,686.64,689.27,447.7800225 +2016-10-27 02:00:00,685.84,688.0,686.5,686.64,536.95760588 +2016-10-27 01:00:00,678.19,686.83,678.19,686.35,440.23615396 +2016-10-27 00:00:00,673.54,678.41,674.0,678.15,402.3508923 +2016-10-26 23:00:00,671.51,677.76,672.44,674.0,214.53149444 +2016-10-26 22:00:00,668.95,673.46,673.46,672.44,266.12961142 +2016-10-26 21:00:00,669.18,674.0,669.56,673.22,229.07766839 +2016-10-26 20:00:00,669.05,675.38,674.98,669.61,510.27681204 +2016-10-26 19:00:00,670.99,677.98,677.31,674.98,539.69900004 +2016-10-26 18:00:00,674.79,678.0,675.0,677.31,436.16210571 +2016-10-26 17:00:00,668.47,675.0,668.75,675.0,331.03908159 +2016-10-26 16:00:00,668.36,668.91,668.9,668.61,191.55341689 +2016-10-26 15:00:00,668.01,669.81,669.01,668.91,225.89486625 +2016-10-26 14:00:00,665.01,669.27,665.67,669.01,301.14298547 +2016-10-26 13:00:00,664.35,666.0,664.89,665.8,211.0210078 +2016-10-26 12:00:00,658.3,665.43,658.93,665.13,475.42588424 +2016-10-26 11:00:00,657.85,658.99,658.96,658.99,105.66706074 +2016-10-26 10:00:00,655.5,658.99,657.95,658.95,150.48557053 +2016-10-26 09:00:00,656.85,657.99,657.92,657.99,58.54915291 +2016-10-26 08:00:00,654.14,657.99,654.63,657.98,145.65827272 +2016-10-26 07:00:00,654.03,658.1,658.04,654.63,122.74797079 +2016-10-26 06:00:00,656.45,658.1,656.8,657.52,113.31471182 +2016-10-26 05:00:00,656.73,658.95,657.75,657.84,170.92162196 +2016-10-26 04:00:00,654.0,659.08,658.54,657.75,286.34878881 +2016-10-26 03:00:00,656.24,659.53,658.5,658.76,212.61823718 +2016-10-26 02:00:00,654.71,658.5,657.5,658.5,199.40601695 +2016-10-26 01:00:00,655.66,657.5,656.0,657.5,201.28915881 +2016-10-26 00:00:00,652.51,656.0,654.3,656.0,144.54091529 +2016-10-25 23:00:00,649.0,657.5,656.99,654.3,467.4914581 +2016-10-25 22:00:00,654.95,657.0,654.96,656.99,452.61685916 +2016-10-25 21:00:00,654.0,654.97,654.86,654.96,160.29058904 +2016-10-25 20:00:00,653.5,655.21,654.1,654.86,220.33466673 +2016-10-25 19:00:00,652.92,654.69,652.92,654.1,193.63122863 +2016-10-25 18:00:00,651.99,655.25,654.99,652.94,357.15232634 +2016-10-25 17:00:00,654.0,654.99,654.76,654.99,151.58542202 +2016-10-25 16:00:00,653.0,655.0,654.22,654.93,196.51643606 +2016-10-25 15:00:00,653.31,655.29,655.08,653.31,209.73635528 +2016-10-25 14:00:00,653.23,655.28,654.72,655.08,233.66011531 +2016-10-25 13:00:00,651.99,655.28,654.01,654.73,183.70605092 +2016-10-25 12:00:00,651.02,655.0,651.02,654.88,137.94427032 +2016-10-25 11:00:00,650.22,651.98,650.6,651.1,85.49160377 +2016-10-25 10:00:00,649.2,651.88,651.73,650.61,184.51957948 +2016-10-25 09:00:00,650.64,654.51,652.59,651.73,128.73476283 +2016-10-25 08:00:00,652.04,654.41,654.34,652.59,60.77304976 +2016-10-25 07:00:00,652.4,654.41,652.84,654.34,58.57361098 +2016-10-25 06:00:00,652.4,655.19,655.13,652.84,199.28538674 +2016-10-25 05:00:00,654.76,655.3,655.29,655.19,97.95429587 +2016-10-25 04:00:00,654.17,655.36,654.66,655.29,194.02017189 +2016-10-25 03:00:00,654.37,655.36,655.0,654.6,151.85009339 +2016-10-25 02:00:00,652.46,655.0,652.98,655.0,234.66951146 +2016-10-25 01:00:00,649.61,652.99,649.99,652.98,200.3725869 +2016-10-25 00:00:00,648.99,650.99,649.98,649.99,253.97796074 +2016-10-24 23:00:00,649.03,650.05,649.22,649.98,173.00322567 +2016-10-24 22:00:00,648.03,649.6,648.84,649.02,123.62761014 +2016-10-24 21:00:00,646.16,649.09,647.14,648.96,174.72500161 +2016-10-24 20:00:00,647.08,649.62,649.25,647.08,226.13674785 +2016-10-24 19:00:00,647.88,649.9,649.1,649.7,174.16390219 +2016-10-24 18:00:00,647.75,650.99,650.1,649.1,255.76185568 +2016-10-24 17:00:00,647.77,650.7,650.06,650.34,229.97908468 +2016-10-24 16:00:00,646.11,650.99,650.87,650.06,301.46432874 +2016-10-24 15:00:00,646.35,651.46,647.99,650.92,208.14941838 +2016-10-24 14:00:00,646.63,651.05,650.1,647.52,239.27286411 +2016-11-18 13:00:00,747.54,751.0,747.62,751.0,166.6359156 +2016-11-18 12:00:00,747.26,749.58,748.61,748.63,107.46024377 +2016-11-18 11:00:00,745.28,749.09,747.67,748.61,135.07114145 +2016-11-18 10:00:00,747.06,749.98,749.98,747.08,75.92817408 +2016-11-18 09:00:00,743.04,749.99,743.2,749.97,120.66513493 +2016-11-18 08:00:00,739.9,743.26,739.99,743.05,70.42598281 +2016-11-18 07:00:00,737.25,740.0,737.25,740.0,92.793789 +2016-11-18 06:00:00,735.27,740.0,739.92,737.22,121.03023885 +2016-11-18 05:00:00,736.68,740.0,739.82,739.99,119.63492029 +2016-11-18 04:00:00,736.92,740.0,738.83,739.76,111.23055165 +2016-11-18 03:00:00,734.79,738.83,736.82,738.83,105.44792533 +2016-11-18 02:00:00,733.48,737.0,735.39,736.83,138.29024232 +2016-11-18 01:00:00,729.43,735.43,730.17,735.41,142.25912616 +2016-11-18 00:00:00,728.89,731.5,729.61,730.17,118.3468038 +2016-11-17 23:00:00,729.93,738.42,738.42,730.71,376.04462021 +2016-11-17 22:00:00,738.42,739.3,739.01,738.42,26.86596859 +2016-11-17 21:00:00,739.0,741.29,741.29,739.01,13.25576934 +2016-11-17 20:00:00,741.29,742.81,742.81,741.29,6.4756933 +2016-11-17 19:00:00,738.36,742.88,738.36,742.88,43.58555506 +2016-11-17 18:00:00,738.0,743.92,743.88,738.38,164.76334944 +2016-11-17 17:00:00,743.33,744.39,744.3,743.91,30.09698262 +2016-11-17 16:00:00,742.0,746.0,745.12,744.45,203.75213002 +2016-11-17 15:00:00,742.11,745.99,743.02,745.99,188.26534607 +2016-11-17 14:00:00,741.39,746.92,746.65,743.58,181.66840898 +2016-11-17 13:00:00,743.02,748.0,746.7,746.66,146.42630592 +2016-11-17 12:00:00,739.9,748.5,739.91,746.7,130.51801933 +2016-11-17 11:00:00,739.13,747.42,747.3,739.91,143.52177294 +2016-11-17 10:00:00,744.68,750.01,749.99,747.24,110.55732518 +2016-11-17 09:00:00,743.17,750.0,744.72,750.0,242.58751884 +2016-11-17 08:00:00,743.1,748.0,747.63,744.76,121.03861633 +2016-11-17 07:00:00,744.0,749.0,744.13,747.64,150.8203075 +2016-11-17 06:00:00,742.0,749.0,748.0,744.55,299.67098521 +2016-11-17 05:00:00,742.0,748.88,743.0,748.0,298.83240448 +2016-11-17 04:00:00,739.73,744.43,740.47,743.46,322.63344567 +2016-11-17 03:00:00,739.43,740.5,739.95,740.5,288.87651203 +2016-11-17 02:00:00,738.01,740.0,739.4,739.99,229.59975224 +2016-11-17 01:00:00,735.02,739.8,737.25,739.23,183.30070851 +2016-11-17 00:00:00,729.01,740.0,738.07,737.24,268.34603644 +2016-11-16 23:00:00,731.9,740.0,734.9,739.85,373.59908485 +2016-11-16 22:00:00,732.3,738.34,738.03,735.51,227.86823087 +2016-11-16 21:00:00,734.26,739.0,735.08,737.64,269.04187657 +2016-11-16 20:00:00,731.1,739.42,734.49,734.27,409.33436775 +2016-11-16 19:00:00,730.07,740.5,738.19,733.84,469.5663124 +2016-11-16 18:00:00,728.22,738.88,728.26,738.41,462.16666194 +2016-11-16 17:00:00,724.89,730.74,730.7,728.22,307.4404017 +2016-11-16 16:00:00,727.4,732.0,727.44,730.84,211.4954543 +2016-11-16 15:00:00,717.55,730.32,729.85,728.68,335.52646469 +2016-11-16 14:00:00,725.92,735.77,735.56,729.87,452.75633103 +2016-11-16 13:00:00,729.05,741.79,740.11,735.65,598.38609242 +2016-11-16 12:00:00,711.87,743.8,712.59,739.97,707.64484711 +2016-11-16 11:00:00,710.76,714.2,714.1,712.59,144.19982693 +2016-11-16 10:00:00,712.88,714.46,713.14,714.11,71.63532193 +2016-11-16 09:00:00,712.81,714.97,713.89,713.15,72.64122777 +2016-11-16 08:00:00,713.12,715.37,714.25,713.12,59.59277889 +2016-11-16 07:00:00,713.07,714.41,713.08,714.27,55.38724397 +2016-11-16 06:00:00,711.14,713.45,712.04,713.08,113.84544186 +2016-11-16 05:00:00,711.02,713.99,712.72,712.02,131.54559349 +2016-11-16 04:00:00,711.12,712.9,711.6,712.9,112.56697767 +2016-11-16 03:00:00,710.0,712.19,710.11,711.6,132.47974535 +2016-11-16 02:00:00,710.01,712.9,711.92,710.11,178.31961938 +2016-11-16 01:00:00,711.01,712.9,712.38,711.9,135.55197339 +2016-11-16 00:00:00,710.59,712.9,711.92,712.39,161.91105063 +2016-11-15 23:00:00,711.6,714.11,712.23,712.29,183.57703094 +2016-11-15 22:00:00,709.8,712.72,710.42,712.38,309.44095937 +2016-11-15 21:00:00,709.33,716.3,714.71,710.14,235.48955626 +2016-11-15 20:00:00,713.38,716.02,713.5,714.66,208.15034524 +2016-11-15 19:00:00,712.51,714.46,713.56,713.44,205.85065532 +2016-11-15 18:00:00,710.24,713.79,713.0,713.79,310.78263798 +2016-11-15 17:00:00,710.92,713.0,711.88,712.99,236.53643354 +2016-11-15 16:00:00,708.28,712.27,708.95,711.5,220.2185581 +2016-11-15 15:00:00,708.04,711.1,709.83,709.23,256.81584001 +2016-11-15 14:00:00,709.46,712.0,711.04,709.46,137.81924357 +2016-11-15 13:00:00,710.19,712.14,711.29,711.1,158.26679692 +2016-11-15 12:00:00,708.5,711.66,710.13,711.27,97.69772222 +2016-11-15 11:00:00,709.72,711.9,711.69,710.58,79.26164814 +2016-11-15 10:00:00,709.3,711.69,711.14,711.69,40.293897 +2016-11-15 09:00:00,709.73,712.24,712.01,711.21,64.9689398 +2016-11-15 08:00:00,710.53,712.32,710.87,712.01,61.10379416 +2016-11-15 07:00:00,709.83,712.33,710.65,710.88,80.24578139 +2016-11-15 06:00:00,708.51,711.65,710.52,711.37,80.86248627 +2016-11-15 05:00:00,707.55,711.54,709.63,710.52,238.91789585 +2016-11-15 04:00:00,709.14,710.95,710.94,710.28,108.64752703 +2016-11-15 03:00:00,709.71,711.99,711.76,710.95,107.94610212 +2016-11-15 02:00:00,706.54,712.06,708.72,711.99,263.20586904 +2016-11-15 01:00:00,705.97,708.89,706.9,707.76,165.3877334 +2016-11-15 00:00:00,671.23,708.64,708.4,706.89,942.32502984 +2016-11-14 23:00:00,705.1,708.41,707.49,708.32,178.60107399 +2016-11-14 22:00:00,706.38,708.57,706.8,707.5,138.04227981 +2016-11-14 21:00:00,706.12,708.0,707.48,706.77,277.28230112 +2016-11-14 20:00:00,701.23,708.18,701.24,707.48,383.80524637 +2016-11-14 19:00:00,700.27,701.24,700.91,701.23,344.46837767 +2016-11-14 18:00:00,698.61,703.62,701.6,700.73,733.14233425 +2016-11-14 17:00:00,698.08,702.68,699.66,701.6,461.05147847 +2016-11-14 16:00:00,698.0,701.56,700.62,699.64,246.13591375 +2016-11-14 15:00:00,697.5,701.46,699.42,700.62,227.28309836 +2016-11-14 14:00:00,695.07,700.0,698.98,700.0,263.10464465 +2016-11-14 13:00:00,697.75,700.7,700.51,699.59,128.34334538 +2016-11-14 12:00:00,699.89,701.59,701.59,700.68,117.2069738 +2016-11-14 11:00:00,701.27,703.98,703.51,701.59,39.56168998 +2016-11-14 10:00:00,703.02,705.99,705.7,703.52,124.75893836 +2016-11-14 09:00:00,704.65,705.99,705.81,705.99,168.37682925 +2016-11-14 08:00:00,704.21,705.82,705.13,705.82,110.94603074 +2016-11-14 07:00:00,704.6,705.19,704.61,705.13,78.52562272 +2016-11-14 06:00:00,703.93,705.22,704.85,704.61,89.14241421 +2016-11-14 05:00:00,703.98,705.49,705.31,704.92,71.65037874 +2016-11-14 04:00:00,704.46,705.5,705.2,705.23,116.91380517 +2016-11-14 03:00:00,704.53,705.2,704.62,705.2,165.53795363 +2016-11-14 02:00:00,703.26,704.95,704.31,704.62,109.17418983 +2016-11-14 01:00:00,702.5,704.31,702.51,704.31,107.40049869 +2016-11-14 00:00:00,701.0,704.19,704.01,702.69,138.29792987 +2016-11-13 23:00:00,703.26,704.3,704.3,704.01,108.16506218 +2016-11-13 22:00:00,703.87,704.99,704.67,704.3,155.11439246 +2016-11-13 21:00:00,702.84,705.94,704.16,704.05,166.02483543 +2016-11-13 20:00:00,701.56,704.36,701.76,704.19,250.05145599 +2016-11-13 19:00:00,700.62,701.76,701.0,701.76,142.50672896 +2016-11-13 18:00:00,700.98,701.0,700.99,701.0,113.43321879 +2016-11-13 17:00:00,699.87,701.0,700.94,700.99,170.88286703 +2016-11-13 16:00:00,696.83,703.05,696.83,700.61,238.88688756 +2016-11-13 15:00:00,685.7,698.34,689.79,696.84,449.18802469 +2016-11-13 14:00:00,685.95,690.49,690.23,689.99,318.68947431 +2016-11-13 13:00:00,690.0,694.66,694.66,690.24,179.58857289 +2016-11-13 12:00:00,694.0,695.0,694.99,694.64,76.78074725 +2016-11-13 11:00:00,693.72,695.0,694.09,695.0,32.53499767 +2016-11-13 10:00:00,693.71,694.71,694.24,693.71,75.86105243 +2016-11-13 09:00:00,693.67,696.35,695.81,694.57,31.45297518 +2016-11-13 08:00:00,693.93,696.2,694.2,696.2,46.01685234 +2016-11-13 07:00:00,692.51,694.42,693.45,693.9,66.49158024 +2016-11-13 06:00:00,691.11,693.88,691.93,693.45,105.17586418 +2016-11-13 05:00:00,691.5,694.42,694.42,691.93,144.02771539 +2016-11-13 04:00:00,693.43,695.92,695.16,694.41,117.31380114 +2016-11-13 03:00:00,694.94,697.81,697.36,695.13,123.71229384 +2016-11-13 02:00:00,694.73,698.91,695.95,697.4,263.77969829 +2016-11-13 01:00:00,693.39,699.59,699.59,695.95,548.6811837 +2016-11-13 00:00:00,699.46,704.98,704.63,699.46,283.41558612 +2016-11-12 23:00:00,703.47,705.22,704.72,704.53,146.01927812 +2016-11-12 22:00:00,704.3,705.99,704.99,704.8,107.22813103 +2016-11-12 21:00:00,702.42,704.99,704.98,704.99,225.79606208 +2016-11-12 20:00:00,704.36,705.98,705.64,704.99,146.65439825 +2016-11-12 19:00:00,703.01,705.66,704.76,705.66,204.44083083 +2016-11-12 18:00:00,704.0,707.0,705.0,704.77,175.18483145 +2016-11-12 17:00:00,704.96,708.52,707.9,704.99,444.99309513 +2016-11-12 16:00:00,706.3,708.23,706.3,707.7,123.13706432 +2016-11-12 15:00:00,706.13,708.76,706.36,706.3,239.76068022 +2016-11-12 14:00:00,705.47,707.16,706.94,706.35,116.30327425 +2016-11-12 13:00:00,706.71,709.25,709.23,706.97,125.1709067 +2016-11-12 12:00:00,709.21,709.76,709.55,709.24,59.83811664 +2016-11-12 11:00:00,707.45,709.74,708.05,709.62,27.74890368 +2016-11-12 10:00:00,706.01,708.27,706.21,708.04,50.9083708 +2016-11-12 09:00:00,706.34,714.48,714.33,706.34,167.6104591 +2016-11-12 08:00:00,714.19,715.73,714.88,714.35,37.3350427 +2016-11-12 07:00:00,714.51,715.79,715.4,715.07,41.92581311 +2016-11-12 06:00:00,714.01,715.4,715.28,715.4,88.72930283 +2016-11-12 05:00:00,714.14,716.09,715.89,715.27,108.01267284 +2016-11-12 04:00:00,715.18,716.65,716.04,715.87,71.32798285 +2016-11-12 03:00:00,714.77,716.87,714.77,715.86,92.84397717 +2016-11-12 02:00:00,714.3,716.98,716.79,714.77,110.80597657 +2016-11-12 01:00:00,716.23,716.99,716.64,716.85,84.5458456 +2016-11-12 00:00:00,715.76,716.99,716.56,716.75,133.89955586 +2016-11-11 23:00:00,714.06,716.95,716.54,716.9,233.84825157 +2016-11-11 22:00:00,714.89,716.67,714.89,716.62,133.23392103 +2016-11-11 21:00:00,714.01,715.14,714.95,714.89,139.78831541 +2016-11-11 20:00:00,714.51,716.0,715.83,714.96,103.4470702 +2016-11-11 19:00:00,713.5,715.96,714.11,715.83,142.6271088 +2016-11-11 18:00:00,713.82,716.44,715.38,714.19,188.82206555 +2016-11-11 17:00:00,714.57,716.96,714.98,715.35,168.39655316 +2016-11-11 16:00:00,713.09,714.98,713.1,714.98,151.35163336 +2016-11-11 15:00:00,713.11,717.98,717.76,713.31,225.42275136 +2016-11-11 14:00:00,716.23,717.95,716.85,717.95,139.01352396 +2016-11-11 13:00:00,715.26,716.99,715.53,716.77,88.3760922 +2016-11-11 12:00:00,714.87,716.0,715.29,715.87,94.31390676 +2016-11-11 11:00:00,714.49,715.85,715.42,715.29,65.8890557 +2016-11-11 10:00:00,715.13,715.76,715.67,715.42,36.78067019 +2016-11-11 09:00:00,713.62,715.69,714.41,715.69,38.40738623 +2016-11-11 08:00:00,714.05,715.15,715.0,714.59,60.92147986 +2016-11-11 07:00:00,712.88,715.0,713.08,715.0,66.46546569 +2016-11-11 06:00:00,712.5,713.1,712.52,713.07,50.34931659 +2016-11-11 05:00:00,712.5,713.91,713.91,712.5,103.12765582 +2016-11-11 04:00:00,712.53,715.68,715.66,713.91,291.88088788 +2016-11-11 03:00:00,714.24,715.69,715.67,715.68,166.04854705 +2016-11-11 02:00:00,714.53,716.31,716.16,715.39,161.57705602 +2016-11-11 01:00:00,714.74,716.58,715.97,716.16,169.42265185 +2016-11-11 00:00:00,712.83,718.99,713.0,715.97,344.40440872 +2016-11-10 23:00:00,710.55,713.0,710.83,712.91,214.78340699 +2016-11-10 22:00:00,708.3,711.0,709.72,710.98,241.46096394 +2016-11-10 21:00:00,705.84,709.95,708.27,709.11,277.70713228 +2016-11-10 20:00:00,707.0,710.01,708.59,708.38,305.08676874 +2016-11-10 19:00:00,707.18,712.52,712.3,708.58,308.1824318 +2016-11-10 18:00:00,708.0,712.89,711.03,712.73,274.93804561 +2016-11-10 17:00:00,710.52,714.44,713.59,710.89,294.02729415 +2016-11-10 16:00:00,712.73,714.0,713.61,713.6,192.72645912 +2016-11-10 15:00:00,712.64,715.24,713.23,713.63,263.77714209 +2016-11-10 14:00:00,712.0,715.34,715.33,713.07,145.14538206 +2016-11-10 13:00:00,714.15,716.08,715.26,715.34,101.88192641 +2016-11-10 12:00:00,715.0,718.41,718.41,715.44,87.18805701 +2016-11-10 11:00:00,717.32,718.57,717.74,718.57,65.52269572 +2016-11-10 10:00:00,716.05,717.99,717.64,717.75,87.70152922 +2016-11-10 09:00:00,717.39,719.17,719.17,717.98,138.94098121 +2016-11-10 08:00:00,716.42,719.4,716.42,719.28,69.27256757 +2016-11-10 07:00:00,715.61,717.12,715.93,716.42,58.41830269 +2016-11-10 06:00:00,714.81,718.65,717.71,715.93,106.5451007 +2016-11-10 05:00:00,715.8,718.0,717.88,717.7,145.67876701 +2016-11-10 04:00:00,714.52,719.64,719.5,717.55,285.01747129 +2016-11-10 03:00:00,718.03,720.72,720.42,719.5,155.33565365 +2016-11-10 02:00:00,719.92,721.86,721.58,720.4,138.86885892 +2016-11-10 01:00:00,716.0,722.56,722.54,721.57,330.77567504 +2016-11-10 00:00:00,720.51,723.61,721.0,721.99,152.90129934 +2016-11-09 23:00:00,719.8,721.84,719.87,720.97,217.20870718 +2016-11-09 22:00:00,716.0,720.0,716.02,719.87,232.72795504 +2016-11-09 21:00:00,715.8,722.24,722.02,716.02,409.24943745 +2016-11-09 20:00:00,721.61,724.4,723.95,722.03,159.2844267 +2016-11-09 19:00:00,722.41,724.91,724.73,723.92,170.9503669 +2016-11-09 18:00:00,723.35,726.51,726.13,724.85,305.15870632 +2016-11-09 17:00:00,725.95,728.0,727.62,726.41,239.34204269 +2016-11-09 16:00:00,722.59,727.97,722.63,727.82,342.74771122 +2016-11-09 15:00:00,721.42,723.65,722.42,723.07,285.95861967 +2016-11-09 14:00:00,722.41,728.58,724.23,722.43,352.04435311 +2016-11-09 13:00:00,722.0,728.67,725.65,724.23,439.15182494 +2016-11-09 12:00:00,725.0,737.81,737.16,725.27,433.99135153 +2016-11-09 11:00:00,736.75,740.72,740.6,737.17,162.78346225 +2016-11-09 10:00:00,738.2,740.87,739.02,740.61,409.25731713 +2016-11-09 09:00:00,737.69,742.99,742.89,739.01,310.32850146 +2016-11-09 08:00:00,741.53,742.99,742.82,742.87,387.71919196 +2016-11-09 07:00:00,734.35,743.9,737.51,742.82,744.73784652 +2016-11-09 06:00:00,732.43,747.26,745.0,737.51,1172.26729771 +2016-11-09 05:00:00,736.51,745.0,736.74,744.99,1172.82004776 +2016-11-09 04:00:00,725.01,737.86,732.27,736.65,1242.70672987 +2016-11-09 03:00:00,719.08,732.99,719.1,732.08,1800.35395387 +2016-11-09 02:00:00,710.69,719.22,710.85,719.13,691.79057786 +2016-11-09 01:00:00,710.05,712.12,712.12,710.85,198.52207964 +2016-11-09 00:00:00,711.0,712.85,711.3,712.12,141.1307009 +2016-11-08 23:00:00,710.5,713.11,711.95,711.15,155.85099067 +2016-11-08 22:00:00,711.79,714.99,711.99,712.28,233.99853831 +2016-11-08 21:00:00,710.69,712.6,711.2,712.0,174.86594481 +2016-11-08 20:00:00,710.05,712.45,711.05,711.44,277.03334895 +2016-11-08 19:00:00,710.38,712.97,712.95,711.06,224.7599732 +2016-11-08 18:00:00,710.35,712.98,710.44,712.96,161.28666842 +2016-11-08 17:00:00,710.1,711.56,710.96,710.44,191.67221126 +2016-11-08 16:00:00,710.28,712.97,711.72,711.0,293.31658721 +2016-11-08 15:00:00,711.53,714.6,714.6,711.69,173.77987646 +2016-11-08 14:00:00,709.56,716.45,709.74,714.63,341.24989195 +2016-11-08 13:00:00,707.95,710.0,707.95,709.99,290.76265518 +2016-11-08 12:00:00,705.41,707.91,706.16,707.91,138.18426548 +2016-11-08 11:00:00,705.62,706.51,705.95,706.22,64.38218817 +2016-11-08 10:00:00,704.51,706.7,704.67,705.76,101.84246318 +2016-11-08 09:00:00,704.51,706.58,705.0,704.51,80.49617619 +2016-11-08 08:00:00,704.31,705.31,704.79,705.13,47.13648251 +2016-11-08 07:00:00,704.54,706.06,705.24,704.81,121.38399263 +2016-11-08 06:00:00,704.16,707.6,707.38,705.24,197.17338871 +2016-11-08 05:00:00,706.84,708.63,708.07,707.35,129.43553969 +2016-11-08 04:00:00,707.85,709.56,708.61,707.87,157.152197 +2016-11-08 03:00:00,707.99,711.64,708.99,708.08,240.89770413 +2016-11-08 02:00:00,707.59,708.99,707.59,708.98,258.09011398 +2016-11-08 01:00:00,706.62,707.99,706.95,707.81,133.9969405 +2016-11-08 00:00:00,706.0,707.12,706.41,707.02,172.77144429 +2016-11-07 23:00:00,706.0,707.94,707.87,706.42,309.09387554 +2016-11-07 22:00:00,706.46,707.99,706.76,707.98,175.82090109 +2016-11-07 21:00:00,705.93,707.95,706.96,706.46,277.18815016 +2016-11-07 20:00:00,706.45,707.99,707.03,706.96,263.31328631 +2016-11-07 19:00:00,705.97,707.69,706.96,707.38,235.71180806 +2016-11-07 18:00:00,705.99,707.56,707.56,706.96,180.52362542 +2016-11-07 17:00:00,705.87,708.9,706.4,707.56,289.3497584 +2016-11-07 16:00:00,705.15,708.15,706.0,706.39,281.38461154 +2016-11-07 15:00:00,702.56,705.98,704.27,705.98,208.23557374 +2016-11-07 14:00:00,701.92,704.3,702.57,704.27,174.6038578 +2016-11-07 13:00:00,701.35,708.3,708.0,702.36,263.01820525 +2016-11-07 12:00:00,705.8,708.95,706.05,707.77,48.8474314 +2016-11-07 11:00:00,705.81,707.91,707.64,706.04,37.92872214 +2016-11-07 10:00:00,704.25,708.51,708.51,707.64,221.7247466 +2016-11-07 09:00:00,707.64,710.99,710.95,708.51,50.80831463 +2016-11-07 08:00:00,710.82,711.42,711.03,710.96,56.54348146 +2016-11-07 07:00:00,710.16,711.42,710.52,711.04,40.84049619 +2016-11-07 06:00:00,708.46,710.8,710.17,710.43,98.0159518 +2016-11-07 05:00:00,709.02,710.99,709.57,710.18,67.71222269 +2016-11-07 04:00:00,708.41,710.22,710.2,709.57,108.40433556 +2016-11-07 03:00:00,709.1,710.99,710.99,710.2,127.39008036 +2016-11-07 02:00:00,708.05,710.99,708.45,710.98,158.48684557 +2016-11-07 01:00:00,705.06,709.69,709.06,708.31,162.00210273 +2016-11-07 00:00:00,708.54,717.32,717.04,709.06,331.83897898 +2016-11-06 23:00:00,715.35,718.97,718.54,717.02,144.07409804 +2016-11-06 22:00:00,714.33,719.0,714.98,718.9,157.58510999 +2016-11-06 21:00:00,710.97,714.99,711.72,714.99,166.01262433 +2016-11-06 20:00:00,711.32,712.35,711.88,711.7,120.84356289 +2016-11-06 19:00:00,709.88,712.47,710.92,711.98,124.51716094 +2016-11-06 18:00:00,708.21,711.69,711.55,710.92,118.19474241 +2016-11-06 17:00:00,709.22,712.0,709.51,711.39,143.76624917 +2016-11-06 16:00:00,705.87,710.78,707.04,709.51,234.88906208 +2016-11-06 15:00:00,705.86,708.62,708.24,707.05,258.77846414 +2016-11-06 14:00:00,708.24,713.16,713.15,708.25,178.98170092 +2016-11-06 13:00:00,710.43,714.63,714.55,713.22,79.98653383 +2016-11-06 12:00:00,714.19,717.08,716.98,714.54,86.28972317 +2016-11-06 11:00:00,715.78,717.89,715.87,717.05,52.25042756 +2016-11-06 10:00:00,714.17,717.44,717.44,715.93,87.75078474 +2016-11-06 09:00:00,717.42,718.7,718.03,717.44,35.18820228 +2016-11-06 08:00:00,717.07,718.16,717.19,718.02,57.86740871 +2016-11-06 07:00:00,716.84,719.0,717.96,717.18,57.02270087 +2016-11-06 06:00:00,717.7,719.83,719.1,717.97,66.32501712 +2016-11-06 05:00:00,717.76,719.32,717.76,719.1,66.89778827 +2016-11-06 04:00:00,716.4,719.05,716.4,717.77,129.14145182 +2016-11-06 03:00:00,708.96,716.86,708.99,716.4,209.33624116 +2016-11-06 02:00:00,707.74,708.99,707.84,708.99,155.23757904 +2016-12-01 01:00:00,742.23,743.56,742.76,742.35,175.21100145 +2016-12-01 00:00:00,742.43,744.0,742.51,743.11,167.06792852 +2016-11-30 23:00:00,741.2,742.85,741.2,742.69,138.79436576 +2016-11-30 22:00:00,741.09,743.67,743.35,741.53,264.81510408 +2016-11-30 21:00:00,743.33,745.0,744.96,743.34,259.47150972 +2016-11-30 20:00:00,743.47,745.0,743.49,744.98,173.90562132 +2016-11-30 19:00:00,742.58,743.66,743.35,743.46,169.86263681 +2016-11-30 18:00:00,742.1,743.83,742.17,743.81,137.91996301 +2016-11-30 17:00:00,740.68,743.16,741.16,742.16,255.56291122 +2016-11-30 16:00:00,739.8,742.11,739.89,741.6,240.14648946 +2016-11-30 15:00:00,738.92,741.46,739.02,740.25,188.97193235 +2016-11-30 14:00:00,738.93,741.93,741.72,739.96,150.22453779 +2016-11-30 13:00:00,741.63,742.95,742.6,741.72,157.3396943 +2016-11-30 12:00:00,740.44,742.6,740.64,742.6,146.77652682 +2016-11-30 11:00:00,738.83,740.61,739.0,740.61,64.45298789 +2016-11-30 10:00:00,736.64,739.0,736.67,739.0,190.02254198 +2016-11-30 09:00:00,735.48,736.89,735.48,736.89,71.69966897 +2016-11-30 08:00:00,734.49,735.5,734.49,735.49,186.87955461 +2016-11-30 07:00:00,729.28,734.5,729.31,734.5,159.96201445 +2016-11-30 06:00:00,729.17,730.58,730.4,729.68,64.9473504 +2016-11-30 05:00:00,729.5,730.88,729.94,730.4,69.73559393 +2016-11-30 04:00:00,729.49,733.01,732.92,729.94,248.1445532 +2016-11-30 03:00:00,732.2,733.02,732.55,732.66,116.31047027 +2016-11-30 02:00:00,732.55,733.69,733.25,732.55,120.33962058 +2016-11-30 01:00:00,732.09,734.56,733.3,733.25,156.22563488 +2016-11-30 00:00:00,730.82,734.68,732.44,733.3,217.39159205 +2016-11-29 23:00:00,730.05,732.7,730.05,732.37,194.67977939 +2016-11-29 22:00:00,729.0,731.4,731.21,730.05,355.72787234 +2016-11-29 21:00:00,731.2,734.36,734.09,731.2,229.65702706 +2016-11-29 20:00:00,733.19,734.18,733.85,734.08,164.42395794 +2016-11-29 19:00:00,732.89,733.99,733.2,733.86,191.33123173 +2016-11-29 18:00:00,733.06,733.99,733.9,733.2,213.16773329 +2016-11-29 17:00:00,732.01,733.96,732.11,733.6,180.71311198 +2016-11-29 16:00:00,731.21,733.99,732.37,731.94,239.66294947 +2016-11-29 15:00:00,731.27,732.44,731.76,732.36,112.78394493 +2016-11-29 14:00:00,731.0,732.37,731.87,731.74,159.47006576 +2016-11-29 13:00:00,730.87,731.88,730.88,731.66,109.90421772 +2016-11-29 12:00:00,728.2,731.32,731.09,731.25,201.78202425 +2016-11-29 11:00:00,729.84,731.91,730.09,731.62,77.4133696 +2016-11-29 10:00:00,729.34,731.48,731.27,730.1,109.49775436 +2016-11-29 09:00:00,731.11,731.85,731.63,731.31,70.35660644 +2016-11-29 08:00:00,730.5,731.9,730.84,731.54,83.97037886 +2016-11-29 07:00:00,730.24,731.86,731.02,731.02,62.72071762 +2016-11-29 06:00:00,730.37,732.28,731.51,731.02,124.42099265 +2016-11-29 05:00:00,730.56,732.29,731.48,731.77,117.53477729 +2016-11-29 04:00:00,730.42,732.67,731.22,731.49,162.91609886 +2016-11-29 03:00:00,730.89,732.93,732.7,731.95,137.73374442 +2016-11-29 02:00:00,731.37,732.7,731.97,732.69,146.87288123 +2016-11-29 01:00:00,730.8,731.99,731.82,731.83,193.60780253 +2016-11-29 00:00:00,729.35,731.99,730.18,731.95,167.11354934 +2016-11-28 23:00:00,729.01,730.79,730.56,729.77,212.65314648 +2016-11-28 22:00:00,729.0,730.8,730.19,730.56,215.70311538 +2016-11-28 21:00:00,729.5,731.79,731.6,730.47,255.35082255 +2016-11-28 20:00:00,729.66,731.95,730.67,731.9,274.95796861 +2016-11-28 19:00:00,729.46,731.98,731.25,730.66,260.08151408 +2016-11-28 18:00:00,730.5,732.49,732.4,731.22,178.18671369 +2016-11-28 17:00:00,731.01,734.1,731.78,732.71,214.77164414 +2016-11-28 16:00:00,731.0,732.62,732.35,731.0,191.66585409 +2016-11-28 15:00:00,730.52,732.35,731.21,732.35,170.4291061 +2016-11-28 14:00:00,730.0,732.35,730.0,731.2,267.17018864 +2016-11-28 13:00:00,730.0,732.87,731.0,730.0,141.47753396 +2016-11-28 12:00:00,730.0,732.51,732.51,731.0,89.65704637 +2016-11-28 11:00:00,730.57,733.22,730.69,732.8,58.17485399 +2016-11-28 10:00:00,730.0,731.93,731.67,730.7,101.03659167 +2016-11-28 09:00:00,730.58,731.86,731.15,731.64,42.09675453 +2016-11-28 08:00:00,730.01,732.88,732.72,731.16,68.65105036 +2016-11-28 07:00:00,731.15,734.08,731.45,732.81,157.55038869 +2016-11-28 06:00:00,730.38,731.52,731.34,731.45,141.6625934 +2016-11-28 05:00:00,731.01,733.12,732.72,731.35,94.44777664 +2016-11-28 04:00:00,731.9,733.34,732.03,732.72,84.59055882 +2016-11-28 03:00:00,731.88,735.43,735.4,731.94,135.79584509 +2016-11-28 02:00:00,733.24,736.44,733.42,735.39,212.15510086 +2016-11-28 01:00:00,730.18,733.43,731.48,733.43,158.84367514 +2016-11-28 00:00:00,729.24,732.23,729.24,731.48,137.78374753 +2016-11-27 23:00:00,728.74,731.04,730.38,729.24,156.83024879 +2016-11-27 22:00:00,729.0,733.99,733.76,730.39,321.41593487 +2016-11-27 21:00:00,733.01,733.99,733.83,733.31,156.93891159 +2016-11-27 20:00:00,733.14,734.94,733.75,733.61,110.63318796 +2016-11-27 19:00:00,733.27,735.27,734.43,733.54,168.24817419 +2016-11-27 18:00:00,733.93,735.69,735.53,734.44,132.75451999 +2016-11-27 17:00:00,734.98,735.87,734.99,735.49,147.14024371 +2016-11-27 16:00:00,734.63,735.7,735.55,734.99,61.34382858 +2016-11-27 15:00:00,734.64,736.06,735.28,735.55,110.21159193 +2016-11-27 14:00:00,735.09,736.38,736.22,735.29,52.58345975 +2016-11-27 13:00:00,735.95,737.95,736.89,735.95,80.80243188 +2016-11-27 12:00:00,735.35,737.09,736.9,736.71,55.53679178 +2016-11-27 11:00:00,730.3,737.0,730.93,736.89,105.90810013 +2016-11-27 10:00:00,730.17,733.91,733.86,731.51,99.22036308 +2016-11-27 09:00:00,733.32,734.58,733.75,733.84,78.42246406 +2016-11-27 08:00:00,733.58,734.38,734.26,734.25,33.45271863 +2016-11-27 07:00:00,733.19,734.56,733.19,734.3,51.61147325 +2016-11-27 06:00:00,730.49,733.7,730.49,733.2,68.9168297 +2016-11-27 05:00:00,728.01,730.91,730.01,730.91,139.45699251 +2016-11-27 04:00:00,729.02,731.19,729.13,730.01,58.81680781 +2016-11-27 03:00:00,729.0,732.0,731.73,729.13,146.83738059 +2016-11-27 02:00:00,730.0,731.92,731.84,731.71,158.14141874 +2016-11-27 01:00:00,731.04,734.96,734.96,731.84,103.28442657 +2016-11-27 00:00:00,734.12,735.81,735.69,734.96,84.15336255 +2016-11-26 23:00:00,734.65,735.96,735.91,735.7,102.3047551 +2016-11-26 22:00:00,734.08,735.95,735.73,735.73,96.64408224 +2016-11-26 21:00:00,733.17,735.91,734.15,735.73,114.83872969 +2016-11-26 20:00:00,733.1,734.44,733.7,734.15,100.047751 +2016-11-26 19:00:00,733.05,734.0,733.9,733.7,134.32817118 +2016-11-26 18:00:00,733.03,734.9,734.17,733.9,160.96556189 +2016-11-26 17:00:00,730.34,736.3,730.34,734.18,138.12045263 +2016-11-26 16:00:00,727.37,730.57,728.03,730.37,144.23851309 +2016-11-26 15:00:00,726.0,729.24,728.42,728.03,141.56958755 +2016-11-26 14:00:00,726.47,732.04,731.83,729.0,184.93597459 +2016-11-26 13:00:00,731.3,733.09,732.41,731.83,58.95894878 +2016-11-26 12:00:00,730.25,732.87,732.82,732.6,76.70443901 +2016-11-26 11:00:00,732.23,732.93,732.23,732.87,54.13995976 +2016-11-26 10:00:00,730.0,732.48,730.01,732.19,102.58937495 +2016-11-26 09:00:00,730.0,738.75,738.13,730.01,174.40075608 +2016-11-26 08:00:00,737.03,738.6,737.64,738.16,51.11703269 +2016-11-26 07:00:00,737.05,738.45,738.45,737.8,64.97050724 +2016-11-26 06:00:00,737.58,739.91,738.97,738.45,103.99292844 +2016-11-26 05:00:00,737.68,739.0,738.07,738.94,73.92437505 +2016-11-26 04:00:00,737.0,739.26,738.95,738.05,139.62803135 +2016-11-26 03:00:00,738.0,739.93,739.23,738.97,106.30818262 +2016-11-26 02:00:00,737.21,739.93,737.21,739.23,96.17357812 +2016-11-26 01:00:00,736.01,739.98,739.97,736.33,174.16973684 +2016-11-26 00:00:00,738.42,739.98,739.51,739.97,111.70386562 +2016-11-25 23:00:00,738.7,739.99,738.7,739.74,164.24236788 +2016-11-25 22:00:00,738.33,738.98,738.71,738.7,155.76871981 +2016-11-25 21:00:00,737.25,738.98,737.62,738.54,145.95303432 +2016-11-25 20:00:00,732.73,737.92,736.77,737.92,340.04988947 +2016-11-25 19:00:00,736.0,736.81,736.63,736.5,122.57271486 +2016-11-25 18:00:00,734.83,736.64,734.94,736.64,129.22036323 +2016-11-25 17:00:00,733.92,736.25,735.52,735.32,136.4184519 +2016-11-25 16:00:00,733.19,736.54,733.35,735.52,180.81127416 +2016-11-25 15:00:00,733.35,734.83,734.51,733.83,137.97466071 +2016-11-25 14:00:00,733.87,734.83,733.88,734.73,112.99645909 +2016-11-25 13:00:00,732.05,733.88,732.44,733.88,92.73137263 +2016-11-25 12:00:00,732.23,732.69,732.58,732.26,81.72858333 +2016-11-25 11:00:00,731.82,732.67,732.48,732.58,68.5757728 +2016-11-25 10:00:00,730.03,732.52,731.52,732.52,119.13851188 +2016-11-25 09:00:00,730.47,731.7,730.47,731.52,38.34644398 +2016-11-25 08:00:00,730.0,733.68,733.31,730.47,47.16945412 +2016-11-25 07:00:00,732.21,733.86,732.43,733.68,106.41827446 +2016-11-25 06:00:00,732.15,732.96,732.24,732.43,110.67560506 +2016-11-25 05:00:00,730.16,732.37,730.16,732.21,130.79094985 +2016-11-25 04:00:00,729.0,731.91,731.91,730.15,97.71312781 +2016-11-25 03:00:00,731.6,733.35,732.64,731.8,96.35969561 +2016-11-25 02:00:00,731.6,736.42,735.87,732.6,210.7414682 +2016-11-25 01:00:00,735.59,738.97,737.64,735.87,230.7813897 +2016-11-25 00:00:00,736.51,737.99,737.99,737.55,100.62752177 +2016-11-24 23:00:00,736.52,738.08,737.11,737.99,76.38889898 +2016-11-24 22:00:00,735.45,737.35,736.82,737.14,104.65726649 +2016-11-24 21:00:00,735.34,737.94,737.7,736.83,104.87800036 +2016-11-24 20:00:00,734.8,738.49,738.49,737.7,207.55845978 +2016-11-24 19:00:00,734.88,738.58,737.1,738.49,289.55827503 +2016-11-24 18:00:00,732.88,737.98,734.95,735.93,221.76776005 +2016-11-24 17:00:00,733.78,735.22,734.27,734.47,143.31535534 +2016-11-24 16:00:00,727.0,734.3,731.99,734.27,382.86339244 +2016-11-24 15:00:00,730.0,738.5,737.99,732.46,346.59612934 +2016-11-24 14:00:00,737.5,739.73,739.49,737.99,144.05697044 +2016-11-24 13:00:00,738.99,739.58,738.99,739.5,81.72412536 +2016-11-24 12:00:00,734.29,739.89,734.29,739.0,68.66552713 +2016-11-24 11:00:00,733.51,736.04,735.1,734.27,103.67578551 +2016-11-24 10:00:00,735.0,738.34,736.27,735.11,172.73389158 +2016-11-24 09:00:00,736.01,740.65,740.34,736.26,99.1830567 +2016-11-24 08:00:00,738.86,740.83,738.88,740.17,64.20610571 +2016-11-24 07:00:00,738.58,739.89,739.68,738.87,82.68968401 +2016-11-24 06:00:00,739.44,742.0,740.58,739.44,113.50222092 +2016-11-24 05:00:00,740.2,741.56,741.5,740.2,100.83678454 +2016-11-24 04:00:00,740.8,742.58,742.58,741.62,149.58604656 +2016-11-24 03:00:00,741.55,743.78,743.78,742.58,136.79476443 +2016-11-24 02:00:00,743.34,743.9,743.9,743.78,26.86853076 +2016-11-24 01:00:00,742.81,743.99,742.86,743.98,118.82593628 +2016-11-24 00:00:00,741.51,742.9,741.51,742.62,131.66793606 +2016-11-23 23:00:00,740.9,741.99,741.17,741.52,109.95369291 +2016-11-23 22:00:00,738.75,741.62,738.79,741.17,139.97896057 +2016-11-23 21:00:00,738.46,741.99,741.97,738.8,178.53242424 +2016-11-23 20:00:00,738.3,741.99,738.66,741.83,171.65296121 +2016-11-23 19:00:00,737.19,739.33,738.99,739.14,186.14919701 +2016-11-23 18:00:00,736.71,739.99,738.81,738.93,188.26601617 +2016-11-23 17:00:00,734.0,742.0,735.01,738.65,329.22951641 +2016-11-23 16:00:00,734.22,742.1,739.62,735.0,335.80539748 +2016-11-23 15:00:00,739.0,739.99,739.72,739.62,156.51225683 +2016-11-23 14:00:00,738.27,743.83,743.68,739.72,175.62436709 +2016-11-23 13:00:00,742.92,744.03,742.93,743.69,114.30967994 +2016-11-23 12:00:00,739.55,743.56,739.55,743.25,78.54628821 +2016-11-23 11:00:00,737.0,739.9,737.76,739.55,62.24829093 +2016-11-23 10:00:00,737.38,740.06,740.0,738.17,76.0417947 +2016-11-23 09:00:00,740.0,740.75,740.51,740.01,117.28894731 +2016-11-23 08:00:00,740.49,745.85,745.35,740.5,81.60747934 +2016-11-23 07:00:00,743.27,745.85,745.2,744.83,53.86771256 +2016-11-23 06:00:00,742.29,746.07,742.5,745.69,104.89678015 +2016-11-23 05:00:00,741.0,744.51,742.75,742.5,114.02617217 +2016-11-23 04:00:00,742.1,746.55,745.55,742.94,151.27792741 +2016-11-23 03:00:00,742.55,747.11,746.3,745.75,293.19023326 +2016-11-23 02:00:00,744.0,747.1,746.78,746.3,131.63310553 +2016-11-23 01:00:00,745.6,747.11,746.43,746.67,127.36038554 +2016-11-23 00:00:00,744.54,747.12,746.66,746.34,148.95693442 +2016-11-22 23:00:00,744.52,747.12,744.98,746.66,178.93811047 +2016-11-22 22:00:00,742.88,748.77,747.38,744.95,333.79718597 +2016-11-22 21:00:00,746.5,748.11,747.6,747.43,279.55479282 +2016-11-22 20:00:00,745.5,748.56,746.19,747.85,218.14844311 +2016-11-22 19:00:00,742.87,747.69,746.83,746.19,258.04929059 +2016-11-22 18:00:00,740.0,748.66,744.99,746.71,433.15854627 +2016-11-22 17:00:00,743.95,746.0,745.15,744.5,240.99751955 +2016-11-22 16:00:00,744.22,746.99,746.33,746.02,161.75996847 +2016-11-22 15:00:00,744.0,747.77,745.18,746.34,154.26962948 +2016-11-22 14:00:00,736.63,748.29,736.86,745.19,371.44772344 +2016-11-22 13:00:00,735.84,737.27,736.92,737.17,107.68135855 +2016-11-22 12:00:00,736.07,737.89,737.88,737.02,73.071116 +2016-11-22 11:00:00,737.06,737.94,737.62,737.88,31.61222203 +2016-11-22 10:00:00,736.61,737.8,737.02,737.68,50.797235 +2016-11-22 09:00:00,734.55,737.24,737.05,737.06,51.93664487 +2016-11-22 08:00:00,736.54,737.48,737.33,737.04,40.12508495 +2016-11-22 07:00:00,734.3,737.48,734.67,737.46,76.88516034 +2016-11-22 06:00:00,732.52,736.42,736.42,734.4,185.39433966 +2016-11-22 05:00:00,733.95,736.61,736.46,736.53,84.95195802 +2016-11-22 04:00:00,729.85,736.7,731.44,736.44,173.03187907 +2016-11-22 03:00:00,726.38,731.57,730.01,731.57,157.91519753 +2016-11-22 02:00:00,726.45,732.74,732.74,730.01,251.63619171 +2016-11-22 01:00:00,732.34,735.42,733.11,732.86,191.59314028 +2016-11-22 00:00:00,732.94,736.46,736.39,733.12,170.08883832 +2016-11-21 23:00:00,735.03,736.68,735.8,736.4,102.87408393 +2016-11-21 22:00:00,735.11,737.99,735.84,735.61,139.03796214 +2016-11-21 21:00:00,735.36,737.99,736.58,735.94,158.99773366 +2016-11-21 20:00:00,736.5,737.99,737.19,736.5,139.10057429 +2016-11-21 19:00:00,736.51,738.47,737.81,737.19,259.2371361 +2016-11-21 18:00:00,736.16,738.28,737.69,737.95,209.33700991 +2016-11-21 17:00:00,732.82,737.93,734.19,737.67,173.43551727 +2016-11-21 16:00:00,734.19,735.99,735.61,734.19,176.96145325 +2016-11-21 15:00:00,734.13,735.94,735.03,735.61,138.06788541 +2016-11-21 14:00:00,735.0,737.65,736.99,735.03,250.37861086 +2016-11-21 13:00:00,734.55,737.36,734.9,736.98,142.01129487 +2016-11-21 12:00:00,732.26,734.9,732.41,734.9,49.30613121 +2016-11-21 11:00:00,732.34,735.44,735.35,732.34,80.74917232 +2016-11-21 10:00:00,733.45,735.69,735.61,735.16,83.2654805 +2016-11-21 09:00:00,734.53,735.69,735.23,735.19,44.40495879 +2016-11-21 08:00:00,733.8,735.7,734.09,734.79,81.70509449 +2016-11-21 07:00:00,733.85,735.51,734.5,734.08,47.65773023 +2016-11-21 06:00:00,730.48,734.5,730.91,734.5,126.35984959 +2016-11-21 05:00:00,730.22,732.45,730.23,730.47,78.66316461 +2016-11-21 04:00:00,730.0,732.28,732.24,730.23,92.45864116 +2016-11-21 03:00:00,731.25,732.99,732.99,732.24,65.71267423 +2016-11-21 02:00:00,732.12,734.0,732.47,732.99,100.42054408 +2016-11-21 01:00:00,730.71,733.19,732.45,732.55,127.45156169 +2016-11-21 00:00:00,731.19,733.55,731.72,732.38,117.34939333 +2016-11-20 23:00:00,730.33,731.99,730.44,731.99,139.07387414 +2016-11-20 22:00:00,727.43,730.99,727.43,730.82,151.23774487 +2016-11-20 21:00:00,725.6,728.0,727.98,727.42,148.34404599 +2016-11-20 20:00:00,727.55,729.34,728.99,727.98,132.55144105 +2016-11-20 19:00:00,715.26,730.5,717.86,728.99,317.06442144 +2016-11-20 18:00:00,715.0,730.25,729.65,718.04,668.47745247 +2016-11-20 17:00:00,725.0,733.14,733.08,729.16,199.62876381 +2016-11-20 16:00:00,726.61,733.83,729.98,733.46,261.06446093 +2016-11-20 15:00:00,727.34,736.26,732.93,729.88,711.10827467 +2016-11-20 14:00:00,732.94,740.46,738.24,732.94,246.87018361 +2016-11-20 13:00:00,733.65,749.31,749.31,738.07,336.18401331 +2016-11-20 12:00:00,747.95,749.83,748.97,749.52,49.3897333 +2016-11-20 11:00:00,748.4,749.82,749.49,748.97,30.94215205 +2016-11-20 10:00:00,748.4,751.11,750.4,749.49,47.22609196 +2016-11-20 09:00:00,748.92,751.0,750.69,750.41,38.14924494 +2016-11-20 08:00:00,749.02,751.12,750.77,750.69,27.65897667 +2016-11-20 07:00:00,748.21,751.67,749.68,751.21,50.7623175 +2016-11-20 06:00:00,748.85,751.16,750.79,749.79,78.9820697 +2016-11-20 05:00:00,749.75,752.99,751.53,750.93,96.95157 +2016-11-20 04:00:00,750.22,752.41,751.12,751.53,94.12734184 +2016-11-20 03:00:00,750.74,753.0,753.0,751.12,99.2687105 +2016-11-20 02:00:00,750.22,753.0,752.41,753.0,178.12520062 +2016-11-20 01:00:00,751.77,753.81,752.47,752.37,134.88410602 +2016-11-20 00:00:00,750.74,752.47,750.77,752.47,84.05284464 +2016-11-19 23:00:00,749.32,750.98,750.05,750.77,98.84235759 +2016-11-19 22:00:00,748.31,750.61,748.98,750.05,124.21284457 +2016-11-19 21:00:00,747.43,749.0,748.19,748.98,152.15322903 +2016-11-19 20:00:00,745.32,751.62,751.02,748.19,178.45509451 +2016-11-19 19:00:00,747.1,751.71,750.46,751.01,196.38872078 +2016-11-19 18:00:00,748.3,751.81,751.11,750.74,133.4088867 +2016-11-19 17:00:00,748.01,752.0,750.36,751.02,127.43280015 +2016-11-19 16:00:00,749.1,752.3,749.38,750.48,188.5295072 +2016-11-19 15:00:00,747.56,749.85,748.48,749.27,84.17476048 +2016-11-19 14:00:00,747.9,749.14,749.13,748.48,80.31549458 +2016-11-19 13:00:00,748.2,749.96,748.99,748.66,77.13827599 +2016-11-19 12:00:00,747.1,748.99,747.44,748.99,45.23423184 +2016-11-19 11:00:00,746.55,747.44,746.55,747.44,24.13812049 +2016-11-19 10:00:00,746.53,747.44,747.43,746.81,43.77063122 +2016-11-19 09:00:00,744.15,747.44,744.15,747.44,85.41407041 +2016-11-19 08:00:00,738.0,751.62,750.79,744.15,182.78254966 +2016-11-19 07:00:00,748.56,751.25,748.57,750.78,174.95028406 +2016-11-19 06:00:00,748.05,748.85,748.84,748.57,100.84308828 +2016-11-19 05:00:00,748.02,749.03,749.01,748.85,78.44088621 +2016-11-19 04:00:00,747.61,749.06,747.62,749.01,88.04559145 +2016-11-19 03:00:00,746.84,748.3,747.76,747.62,141.37487063 +2016-11-19 02:00:00,746.02,748.3,746.83,747.75,141.10072761 +2016-11-19 01:00:00,744.03,748.3,744.93,746.84,176.09252326 +2016-11-19 00:00:00,744.0,748.57,748.55,744.95,230.47156154 +2016-11-18 23:00:00,743.99,749.7,749.7,748.54,226.44882614 +2016-11-18 22:00:00,741.21,749.82,742.31,749.7,293.90851975 +2016-11-18 21:00:00,741.03,746.73,743.99,742.5,291.47989201 +2016-11-18 20:00:00,742.02,744.83,744.83,744.0,241.94603318 +2016-11-18 19:00:00,741.37,744.99,743.0,744.84,196.20653688 +2016-11-18 18:00:00,737.0,744.09,740.09,743.38,399.9734057 +2016-11-18 17:00:00,739.1,746.94,744.22,740.48,516.80825106 +2016-11-18 16:00:00,742.72,746.66,745.81,744.95,264.63977244 +2016-11-18 15:00:00,745.3,749.23,747.69,745.89,360.1679772 +2016-11-18 14:00:00,746.63,751.0,750.38,747.68,216.83774114 +2016-12-13 13:00:00,780.39,782.2,782.2,780.39,132.43057392 +2016-12-13 12:00:00,781.62,782.78,781.66,782.09,174.37796133 +2016-12-13 11:00:00,779.55,782.5,779.85,782.0,102.09389436 +2016-12-13 10:00:00,779.32,780.16,780.01,779.56,85.56618023 +2016-12-13 09:00:00,779.06,780.02,779.58,780.02,88.78369502 +2016-12-13 08:00:00,778.99,779.82,779.17,779.62,74.27968653 +2016-12-13 07:00:00,779.14,780.0,779.86,779.18,116.34696955 +2016-12-13 06:00:00,778.73,779.92,778.77,779.86,154.50394958 +2016-12-13 05:00:00,778.51,779.6,778.53,778.77,137.45090307 +2016-12-13 04:00:00,777.84,781.99,777.98,778.53,220.32701319 +2016-12-13 03:00:00,772.76,788.24,787.95,777.84,496.9153932 +2016-12-13 02:00:00,786.41,790.34,786.51,787.93,527.35370949 +2016-12-13 01:00:00,778.7,786.59,778.72,786.59,390.96864481 +2016-12-13 00:00:00,778.7,779.59,779.26,778.71,161.92228977 +2016-12-12 23:00:00,777.32,779.48,779.45,778.94,210.59279474 +2016-12-12 22:00:00,778.73,780.11,779.95,779.45,221.77853912 +2016-12-12 21:00:00,778.78,779.93,779.64,779.92,226.98889367 +2016-12-12 20:00:00,779.6,781.43,780.4,779.72,253.26724352 +2016-12-12 19:00:00,780.06,780.97,780.9,780.06,314.66692713 +2016-12-12 18:00:00,779.61,781.06,780.95,780.98,304.27024723 +2016-12-12 17:00:00,779.6,782.0,779.94,781.06,236.2215133 +2016-12-12 16:00:00,779.6,779.99,779.69,779.93,236.0340546 +2016-12-12 15:00:00,779.21,779.94,779.89,779.72,270.09035796 +2016-12-12 14:00:00,778.6,780.0,778.74,779.89,199.8047761 +2016-12-12 13:00:00,778.23,780.0,779.27,779.24,256.23882973 +2016-12-12 12:00:00,778.11,780.0,780.0,779.47,144.83390373 +2016-12-12 11:00:00,777.93,780.0,779.39,780.0,67.3428178 +2016-12-12 10:00:00,774.73,780.0,775.0,779.11,375.28352896 +2016-12-12 09:00:00,773.66,775.0,773.67,775.0,64.6797398 +2016-12-12 08:00:00,772.66,773.67,773.12,773.67,96.35174688 +2016-12-12 07:00:00,771.96,773.12,771.96,773.12,95.33964818 +2016-12-12 06:00:00,771.95,772.48,772.3,771.97,63.32629204 +2016-12-12 05:00:00,771.86,772.46,772.35,772.31,83.75846615 +2016-12-12 04:00:00,771.86,772.74,772.41,772.35,147.91680738 +2016-12-12 03:00:00,771.81,772.47,771.99,772.4,106.31787748 +2016-12-12 02:00:00,771.64,771.99,771.65,771.99,128.11979665 +2016-12-12 01:00:00,771.45,771.67,771.45,771.64,109.02105675 +2016-12-12 00:00:00,770.88,771.49,771.05,771.49,177.79103981 +2016-12-11 23:00:00,770.76,771.18,771.0,771.05,111.6856853 +2016-12-11 22:00:00,770.75,771.27,770.85,770.87,121.84365364 +2016-12-11 21:00:00,770.75,771.46,771.22,770.86,143.89195501 +2016-12-11 20:00:00,770.91,771.47,771.37,771.22,146.80472402 +2016-12-11 19:00:00,770.98,771.38,771.36,771.38,167.10388625 +2016-12-11 18:00:00,771.03,771.87,771.32,771.36,127.30960119 +2016-12-11 17:00:00,771.01,771.35,771.2,771.32,119.71425337 +2016-12-11 16:00:00,769.4,771.28,769.64,771.28,147.72230735 +2016-12-11 15:00:00,768.16,769.68,769.19,769.65,136.4006372 +2016-12-11 14:00:00,768.93,769.83,768.93,769.42,68.36546461 +2016-12-11 13:00:00,768.77,769.86,769.69,768.96,57.24893065 +2016-12-11 12:00:00,769.44,769.89,769.89,769.7,34.08914048 +2016-12-11 11:00:00,768.98,770.02,769.68,769.9,48.61796587 +2016-12-11 10:00:00,768.45,770.24,770.0,769.6,81.77107465 +2016-12-11 09:00:00,768.46,770.0,768.47,770.0,29.68416565 +2016-12-11 08:00:00,766.99,768.69,767.0,768.46,59.02153637 +2016-12-11 07:00:00,766.26,767.05,766.29,766.98,79.61154994 +2016-12-11 06:00:00,765.6,767.85,767.5,766.29,98.39552509 +2016-12-11 05:00:00,767.29,768.83,768.09,767.8,107.29722332 +2016-12-11 04:00:00,767.01,768.89,768.39,768.26,132.4771813 +2016-12-11 03:00:00,766.76,768.44,767.45,768.4,137.02698567 +2016-12-11 02:00:00,765.0,770.77,770.77,767.42,255.63957061 +2016-12-11 01:00:00,768.39,770.78,768.39,770.75,127.54599373 +2016-12-11 00:00:00,766.02,776.08,776.05,768.4,565.82300127 +2016-12-10 23:00:00,775.54,776.29,776.29,775.87,114.57655855 +2016-12-10 22:00:00,776.09,776.78,776.68,776.36,103.07967897 +2016-12-10 21:00:00,775.58,776.92,776.92,776.68,202.04832252 +2016-12-10 20:00:00,775.62,776.92,775.62,776.92,195.86055795 +2016-12-10 19:00:00,774.03,775.63,774.75,775.62,161.03842194 +2016-12-10 18:00:00,774.0,776.53,776.51,774.75,160.75734956 +2016-12-10 17:00:00,775.67,776.99,775.83,776.51,210.78818788 +2016-12-10 16:00:00,774.78,775.98,775.92,775.83,130.76135237 +2016-12-10 15:00:00,774.8,775.99,775.0,775.97,151.87851236 +2016-12-10 14:00:00,774.45,775.0,774.45,774.8,185.58535604 +2016-12-10 13:00:00,773.7,774.97,774.5,774.76,108.67092391 +2016-12-10 12:00:00,773.67,774.69,774.53,774.5,60.36720676 +2016-12-10 11:00:00,774.23,774.88,774.23,774.66,70.49090821 +2016-12-10 10:00:00,772.58,774.35,773.03,774.23,41.02763469 +2016-12-10 09:00:00,772.61,773.98,773.66,773.11,38.86634902 +2016-12-10 08:00:00,770.49,773.66,770.49,773.66,89.75713032 +2016-12-10 07:00:00,770.0,773.36,772.59,770.5,125.43487626 +2016-12-10 06:00:00,772.28,774.2,772.76,772.83,118.82298838 +2016-12-10 05:00:00,772.0,773.97,773.96,772.36,232.90377508 +2016-12-10 04:00:00,773.76,774.99,774.96,773.76,160.26133941 +2016-12-10 03:00:00,774.81,774.98,774.88,774.93,126.72429748 +2016-12-10 02:00:00,774.51,774.89,774.89,774.88,138.59822211 +2016-12-10 01:00:00,773.57,774.9,774.3,774.89,178.30978502 +2016-12-10 00:00:00,772.81,774.88,773.15,774.29,259.28952668 +2016-12-09 23:00:00,771.51,773.22,771.55,773.22,188.93685355 +2016-12-09 22:00:00,770.66,772.0,771.2,771.56,228.99841236 +2016-12-09 21:00:00,769.8,771.43,770.83,771.1,222.01964706 +2016-12-09 20:00:00,768.86,771.28,770.12,770.96,242.56405451 +2016-12-09 19:00:00,770.11,771.62,771.48,770.29,208.4886915 +2016-12-09 18:00:00,770.81,771.65,771.19,771.52,163.91537119 +2016-12-09 17:00:00,770.11,771.58,770.77,771.2,214.22545842 +2016-12-09 16:00:00,768.73,771.36,770.21,770.77,229.95944824 +2016-12-09 15:00:00,770.14,772.5,772.42,770.34,196.14212388 +2016-12-09 14:00:00,771.71,772.6,772.01,772.46,158.85626866 +2016-12-09 13:00:00,771.1,772.87,772.23,772.01,175.16789216 +2016-12-09 12:00:00,769.86,772.23,770.2,772.23,78.79660918 +2016-12-09 11:00:00,769.24,771.36,770.13,770.22,99.27965111 +2016-12-09 10:00:00,769.32,772.0,771.7,770.25,130.08834843 +2016-12-09 09:00:00,769.61,771.7,769.83,771.7,69.25935163 +2016-12-09 08:00:00,768.36,770.97,769.84,769.83,120.14600016 +2016-12-09 07:00:00,767.01,769.84,767.73,769.84,159.82172891 +2016-12-09 06:00:00,765.97,768.36,768.21,767.47,238.34001318 +2016-12-09 05:00:00,768.07,768.93,768.55,768.52,113.77492421 +2016-12-09 04:00:00,768.37,768.55,768.37,768.55,77.1181912 +2016-12-09 03:00:00,766.82,768.55,767.29,768.55,123.01240404 +2016-12-09 02:00:00,767.3,769.5,769.5,767.82,181.42047852 +2016-12-09 01:00:00,769.16,769.56,769.43,769.5,115.52572643 +2016-12-09 00:00:00,767.43,769.54,767.9,769.44,196.64024424 +2016-12-08 23:00:00,765.83,770.47,770.12,767.89,331.44882312 +2016-12-08 22:00:00,770.0,771.48,771.45,770.0,248.83556762 +2016-12-08 21:00:00,770.24,771.64,771.25,771.46,365.11408474 +2016-12-08 20:00:00,771.16,772.75,771.49,771.25,329.72083715 +2016-12-08 19:00:00,770.11,772.44,770.95,771.5,264.57030537 +2016-12-08 18:00:00,769.71,771.12,771.0,770.93,192.12262109 +2016-12-08 17:00:00,770.52,772.31,772.07,771.0,240.44928982 +2016-12-08 16:00:00,772.0,772.75,772.44,772.0,254.60364085 +2016-12-08 15:00:00,770.75,772.74,771.5,772.74,316.15653728 +2016-12-08 14:00:00,770.8,772.82,771.73,771.5,260.30010181 +2016-12-08 13:00:00,770.34,771.84,770.88,771.83,214.77376704 +2016-12-08 12:00:00,769.0,771.15,771.03,770.77,203.00050288 +2016-12-08 11:00:00,768.83,771.55,768.83,771.04,169.88561999 +2016-12-08 10:00:00,767.06,768.98,767.25,768.83,110.09460909 +2016-12-08 09:00:00,766.0,767.59,766.0,767.25,56.35321905 +2016-12-08 08:00:00,765.37,766.01,765.86,766.01,80.39676823 +2016-12-08 07:00:00,763.3,765.88,763.31,765.88,91.31108536 +2016-12-08 06:00:00,762.75,764.66,764.66,763.29,119.44988913 +2016-12-08 05:00:00,764.19,766.01,765.6,764.69,119.63686453 +2016-12-08 04:00:00,763.34,765.6,763.76,765.6,182.41611691 +2016-12-08 03:00:00,762.87,763.99,763.31,763.45,150.63995705 +2016-12-08 02:00:00,761.71,763.51,762.26,763.16,162.64499877 +2016-12-08 01:00:00,762.05,763.8,763.45,762.39,174.6911571 +2016-12-08 00:00:00,763.0,764.69,764.34,763.49,200.71191371 +2016-12-07 23:00:00,763.34,766.82,766.13,764.34,197.8882009 +2016-12-07 22:00:00,765.0,767.01,766.99,766.57,259.33145804 +2016-12-07 21:00:00,766.98,768.88,768.7,766.98,218.06300024 +2016-12-07 20:00:00,768.08,768.9,768.26,768.48,242.9032254 +2016-12-07 19:00:00,767.31,768.49,767.31,768.21,243.16053089 +2016-12-07 18:00:00,763.09,767.69,763.67,767.31,331.43781451 +2016-12-07 17:00:00,762.21,764.99,764.69,763.37,245.88238033 +2016-12-07 16:00:00,763.11,765.37,764.43,764.99,223.48050023 +2016-12-07 15:00:00,764.43,765.89,764.68,764.68,242.54730939 +2016-12-07 14:00:00,763.52,765.76,764.57,764.95,191.98228438 +2016-12-07 13:00:00,763.03,765.0,763.68,764.55,102.07426814 +2016-12-07 12:00:00,760.76,763.68,760.77,763.68,196.69527668 +2016-12-07 11:00:00,760.18,760.99,760.97,760.99,61.52066711 +2016-12-07 10:00:00,760.53,760.99,760.99,760.55,51.77718612 +2016-12-07 09:00:00,755.92,760.99,755.95,760.99,120.1217958 +2016-12-07 08:00:00,753.67,756.8,754.04,756.26,47.86101949 +2016-12-07 07:00:00,750.26,754.59,751.62,753.73,280.23343219 +2016-12-07 06:00:00,751.53,757.9,755.52,752.04,388.72879774 +2016-12-07 05:00:00,755.1,757.86,757.85,755.52,135.16221264 +2016-12-07 04:00:00,757.23,759.27,758.62,757.86,100.63656803 +2016-12-07 03:00:00,758.57,760.88,760.75,759.02,162.09879162 +2016-12-07 02:00:00,758.74,760.99,760.8,760.63,204.35840422 +2016-12-07 01:00:00,759.52,760.89,759.8,760.89,130.53959341 +2016-12-07 00:00:00,759.01,760.49,759.93,760.1,193.83542326 +2016-12-06 23:00:00,759.28,760.63,760.08,759.8,153.02388902 +2016-12-06 22:00:00,756.5,760.87,757.89,760.38,312.18418979 +2016-12-06 21:00:00,755.92,759.15,756.56,758.22,311.5544615 +2016-12-06 20:00:00,755.81,758.0,757.58,756.96,241.87232885 +2016-12-06 19:00:00,754.28,758.25,755.09,757.59,185.56646655 +2016-12-06 18:00:00,754.36,756.42,755.8,755.09,237.66274432 +2016-12-06 17:00:00,754.64,758.29,758.29,755.79,286.97794263 +2016-12-06 16:00:00,757.82,761.58,761.18,758.29,202.60503576 +2016-12-06 15:00:00,758.57,761.31,759.19,761.03,216.33093254 +2016-12-06 14:00:00,757.94,760.0,759.85,759.27,252.53414532 +2016-12-06 13:00:00,756.99,759.92,759.59,759.85,324.54458459 +2016-12-06 12:00:00,759.35,761.0,760.5,759.59,103.3026415 +2016-12-06 11:00:00,759.4,761.26,759.63,760.5,119.02958324 +2016-12-06 10:00:00,759.11,761.29,760.04,759.64,158.57333697 +2016-12-06 09:00:00,756.96,760.0,756.96,760.0,116.24914496 +2016-12-06 08:00:00,755.51,756.97,756.16,756.96,111.35095045 +2016-12-06 07:00:00,755.9,756.18,755.91,756.17,16.16285647 +2016-12-06 06:00:00,755.26,755.91,755.56,755.91,50.20649685 +2016-12-06 05:00:00,755.0,756.36,756.36,755.61,152.38447426 +2016-12-06 04:00:00,753.79,757.1,756.49,756.34,206.78003183 +2016-12-06 03:00:00,755.0,757.15,755.44,756.5,175.54481865 +2016-12-06 02:00:00,755.43,757.11,756.9,755.44,165.51615342 +2016-12-06 01:00:00,754.4,756.95,755.62,756.83,237.60887341 +2016-12-06 00:00:00,752.0,755.88,752.01,755.88,161.50746845 +2016-12-05 23:00:00,752.0,754.99,754.47,752.0,222.95256305 +2016-12-05 22:00:00,752.57,754.5,753.92,754.49,256.29094792 +2016-12-05 21:00:00,752.13,753.99,753.25,753.96,288.45496419 +2016-12-05 20:00:00,752.24,753.56,753.5,753.25,233.84136279 +2016-12-05 19:00:00,752.0,753.95,753.12,753.56,181.99598177 +2016-12-05 18:00:00,752.79,754.45,753.77,753.19,227.68141665 +2016-12-05 17:00:00,753.45,754.99,753.94,753.45,277.0754805 +2016-12-05 16:00:00,753.02,754.0,753.99,753.96,208.09283031 +2016-12-05 15:00:00,752.38,754.13,754.1,753.99,237.36639788 +2016-12-05 14:00:00,751.17,755.0,751.24,753.87,305.82047354 +2016-12-05 13:00:00,750.44,753.3,751.54,751.25,126.36930399 +2016-12-05 12:00:00,748.6,753.12,752.68,751.79,250.31732583 +2016-12-05 11:00:00,749.57,754.66,753.91,752.63,259.09904909 +2016-12-05 10:00:00,753.46,757.97,757.47,754.11,80.45214578 +2016-12-05 09:00:00,754.26,757.9,757.58,757.46,141.1702585 +2016-12-05 08:00:00,756.84,758.11,757.43,757.58,54.20526216 +2016-12-05 07:00:00,755.95,758.13,757.21,758.07,187.15346556 +2016-12-05 06:00:00,754.4,757.36,754.88,757.21,80.23599044 +2016-12-05 05:00:00,752.21,757.11,754.2,754.86,303.33869544 +2016-12-05 04:00:00,753.43,760.51,760.05,754.31,290.61980735 +2016-12-05 03:00:00,760.0,761.23,761.05,760.0,104.53291699 +2016-12-05 02:00:00,760.6,764.77,764.77,760.6,218.61573032 +2016-12-05 01:00:00,764.72,767.61,767.11,764.77,174.92472325 +2016-12-05 00:00:00,766.8,767.99,767.94,766.81,113.12393331 +2016-12-04 23:00:00,765.05,767.99,765.58,767.99,270.42276661 +2016-12-04 22:00:00,764.2,765.61,764.85,765.58,214.69881997 +2016-12-04 21:00:00,764.71,765.62,765.62,764.85,154.75064748 +2016-12-04 20:00:00,765.19,765.68,765.22,765.65,108.72246811 +2016-12-04 19:00:00,764.78,765.41,765.19,765.4,131.04906836 +2016-12-04 18:00:00,764.41,765.99,765.98,765.2,164.44259159 +2016-12-04 17:00:00,765.69,765.99,765.71,765.98,122.6646323 +2016-12-04 16:00:00,765.7,768.13,768.13,765.7,235.45265579 +2016-12-04 15:00:00,766.91,768.35,766.98,768.13,119.7615624 +2016-12-04 14:00:00,766.87,769.76,769.74,766.98,84.60881781 +2016-12-04 13:00:00,767.65,769.74,767.9,769.43,65.92453754 +2016-12-04 12:00:00,765.41,767.9,765.96,767.9,47.83858231 +2016-12-04 11:00:00,764.83,767.34,764.89,765.94,46.98377592 +2016-12-04 10:00:00,762.83,765.62,765.62,764.93,97.80990442 +2016-12-04 09:00:00,763.83,765.62,763.83,765.62,57.15784764 +2016-12-04 08:00:00,763.52,764.19,764.04,763.83,40.45298756 +2016-12-04 07:00:00,764.05,765.7,765.31,764.05,108.30134149 +2016-12-04 06:00:00,765.19,767.05,767.05,765.32,109.95619307 +2016-12-04 05:00:00,766.54,767.22,766.55,767.05,83.28647258 +2016-12-04 04:00:00,765.82,766.56,766.13,766.56,86.79713326 +2016-12-04 03:00:00,765.25,766.41,766.07,766.13,72.91783348 +2016-12-04 02:00:00,765.69,766.5,766.13,766.15,124.56913309 +2016-12-04 01:00:00,765.67,766.69,766.4,766.07,78.4125086 +2016-12-04 00:00:00,765.34,766.99,766.86,766.52,132.93028905 +2016-12-03 23:00:00,766.0,766.99,766.45,766.98,78.86060696 +2016-12-03 22:00:00,766.23,766.56,766.56,766.46,79.55001483 +2016-12-03 21:00:00,766.0,767.01,767.01,766.56,98.99512458 +2016-12-03 20:00:00,766.87,767.6,767.19,767.01,154.89623843 +2016-12-03 19:00:00,766.29,768.0,767.3,767.19,107.49671162 +2016-12-03 18:00:00,765.0,767.87,765.01,767.36,105.72625532 +2016-12-03 17:00:00,763.0,765.01,763.34,765.0,95.88892249 +2016-12-03 16:00:00,762.31,764.66,764.04,763.33,137.91338654 +2016-12-03 15:00:00,763.93,769.67,769.66,763.97,199.92420302 +2016-12-03 14:00:00,766.87,770.0,767.2,769.68,172.1680675 +2016-12-03 13:00:00,765.41,767.21,765.88,767.2,106.09227948 +2016-12-03 12:00:00,765.51,765.9,765.85,765.9,55.84125582 +2016-12-03 11:00:00,761.58,765.87,761.68,765.87,94.5447122 +2016-12-03 10:00:00,759.55,761.91,759.55,761.5,45.71780222 +2016-12-03 09:00:00,759.0,759.57,759.51,759.57,49.60641416 +2016-12-03 08:00:00,759.0,760.36,759.44,759.51,119.35726332 +2016-12-03 07:00:00,759.39,762.01,762.0,759.46,159.9461076 +2016-12-03 06:00:00,762.0,764.83,763.01,762.0,161.42756674 +2016-12-03 05:00:00,763.0,770.73,770.69,763.01,171.87042673 +2016-12-03 04:00:00,768.49,770.75,770.45,770.75,123.65608046 +2016-12-03 03:00:00,768.85,771.11,770.16,770.45,141.59164545 +2016-12-03 02:00:00,768.18,770.5,769.19,770.23,172.06389206 +2016-12-03 01:00:00,766.56,771.92,771.01,769.19,236.14762349 +2016-12-03 00:00:00,767.55,771.45,769.78,771.28,310.7994524 +2016-12-02 23:00:00,769.25,773.95,771.9,769.25,284.91618168 +2016-12-02 22:00:00,771.23,775.0,774.89,771.81,193.91531262 +2016-12-02 21:00:00,768.15,775.0,768.47,774.99,292.65047432 +2016-12-02 20:00:00,766.2,769.02,766.79,768.47,213.48417891 +2016-12-02 19:00:00,765.97,769.62,769.41,766.79,312.15848006 +2016-12-02 18:00:00,767.12,772.49,772.13,769.41,322.13528314 +2016-12-02 17:00:00,768.02,772.13,768.73,772.13,266.75994952 +2016-12-02 16:00:00,768.19,770.92,770.92,768.31,234.68678051 +2016-12-02 15:00:00,770.0,780.0,774.9,771.1,480.48382216 +2016-12-02 14:00:00,771.88,775.0,771.88,774.91,276.04296536 +2016-12-02 13:00:00,767.57,771.88,768.15,771.88,135.61241757 +2016-12-02 12:00:00,767.58,769.15,768.33,768.31,107.66622781 +2016-12-02 11:00:00,767.04,772.08,770.62,768.34,226.728198 +2016-12-02 10:00:00,767.54,771.88,771.11,770.61,345.00935154 +2016-12-02 09:00:00,769.07,772.5,769.1,771.2,76.07778065 +2016-12-02 08:00:00,765.84,769.49,767.21,769.49,106.37966236 +2016-12-02 07:00:00,765.82,767.22,766.85,767.21,103.76213655 +2016-12-02 06:00:00,762.67,767.43,767.3,767.43,211.55760789 +2016-12-02 05:00:00,766.26,773.0,768.0,767.35,357.97888883 +2016-12-02 04:00:00,766.35,768.0,766.94,767.99,191.82758073 +2016-12-02 03:00:00,764.03,767.35,764.09,766.93,265.04409037 +2016-12-02 02:00:00,760.93,764.09,762.0,764.09,237.73500672 +2016-12-02 01:00:00,756.98,762.9,756.98,761.86,537.44939923 +2016-12-02 00:00:00,753.53,757.0,754.0,756.98,260.97267609 +2016-12-01 23:00:00,753.26,754.0,753.82,754.0,135.58721173 +2016-12-01 22:00:00,752.98,754.0,753.43,753.84,164.84069858 +2016-12-01 21:00:00,750.63,753.98,752.46,753.71,217.7311998 +2016-12-01 20:00:00,751.04,754.78,754.7,752.46,141.96599778 +2016-12-01 19:00:00,752.97,754.9,753.6,754.52,271.03280625 +2016-12-01 18:00:00,751.5,753.6,752.29,753.6,239.09097862 +2016-12-01 17:00:00,751.23,753.0,752.02,752.2,205.07968865 +2016-12-01 16:00:00,750.17,752.41,750.9,752.0,208.20524459 +2016-12-01 15:00:00,749.54,751.56,750.25,750.97,278.99705135 +2016-12-01 14:00:00,748.84,750.25,750.0,750.25,220.29135091 +2016-12-01 13:00:00,748.47,750.0,749.45,750.0,231.17467141 +2016-12-01 12:00:00,747.46,749.45,747.46,749.45,120.83755052 +2016-12-01 11:00:00,746.52,748.0,746.93,747.46,213.2204511 +2016-12-01 10:00:00,746.55,747.12,747.06,746.82,125.70614342 +2016-12-01 09:00:00,746.76,747.12,747.11,747.12,79.58374486 +2016-12-01 08:00:00,746.77,747.12,747.12,747.12,119.25459258 +2016-12-01 07:00:00,745.32,747.12,746.41,747.12,159.42933047 +2016-12-01 06:00:00,745.13,747.0,746.65,746.43,108.53838881 +2016-12-01 05:00:00,745.55,746.8,745.95,746.42,106.60799847 +2016-12-01 04:00:00,744.41,746.0,744.45,745.92,166.62027215 +2016-12-01 03:00:00,741.67,744.7,742.41,744.49,135.64066366 +2016-12-01 02:00:00,741.59,743.33,742.35,742.42,198.47494597 +2016-12-26 01:00:00,900.45,908.24,904.83,905.24,233.34352588 +2016-12-26 00:00:00,895.82,904.99,895.94,904.84,254.06012663 +2016-12-25 23:00:00,892.86,897.4,893.62,896.12,196.07096419 +2016-12-25 22:00:00,886.06,893.78,889.01,893.61,129.89336803 +2016-12-25 21:00:00,886.01,897.09,887.62,889.0,261.38030561 +2016-12-25 20:00:00,883.13,889.66,889.59,887.12,144.63790866 +2016-12-25 19:00:00,877.59,889.66,878.18,889.08,164.01539603 +2016-12-25 18:00:00,868.9,878.23,874.99,878.18,193.23122028 +2016-12-25 17:00:00,868.16,878.96,877.44,875.22,201.40530422 +2016-12-25 16:00:00,870.25,879.5,875.0,875.77,294.39214121 +2016-12-25 15:00:00,860.71,875.0,863.06,875.0,208.75872194 +2016-12-25 14:00:00,861.0,865.3,863.25,862.07,171.76362745 +2016-12-25 13:00:00,851.91,863.26,853.0,863.26,153.7573395 +2016-12-25 12:00:00,853.0,860.28,860.26,853.01,144.79350361 +2016-12-25 11:00:00,858.56,863.11,862.95,860.26,107.07761565 +2016-12-25 10:00:00,851.11,866.24,852.34,862.95,257.70933574 +2016-12-25 09:00:00,851.11,858.78,858.78,852.5,155.81639261 +2016-12-25 08:00:00,857.4,861.7,860.98,858.78,173.98967979 +2016-12-25 07:00:00,858.42,868.96,868.44,860.99,241.52370155 +2016-12-25 06:00:00,867.53,876.46,876.45,867.77,239.18068187 +2016-12-25 05:00:00,859.94,878.21,859.95,876.46,302.58201097 +2016-12-25 04:00:00,852.0,871.99,865.02,859.96,545.90799769 +2016-12-25 03:00:00,862.62,879.98,876.0,865.01,365.22038649 +2016-12-25 02:00:00,876.0,890.47,888.17,876.0,345.56005101 +2016-12-25 01:00:00,886.04,892.47,890.17,886.13,193.9524077 +2016-12-25 00:00:00,886.01,894.51,891.59,891.31,187.52739479 +2016-12-24 23:00:00,884.16,894.93,894.76,891.5,249.32204407 +2016-12-24 22:00:00,883.0,894.99,892.0,894.8,358.48732649 +2016-12-24 21:00:00,891.43,902.79,902.78,892.0,270.75987326 +2016-12-24 20:00:00,899.66,905.87,905.05,901.56,215.72534771 +2016-12-24 19:00:00,898.23,905.75,898.23,905.42,228.35813025 +2016-12-24 18:00:00,895.0,899.97,898.94,898.22,224.77495209 +2016-12-24 17:00:00,891.25,898.8,893.42,898.01,210.93077909 +2016-12-24 16:00:00,885.02,897.22,887.17,891.13,227.84774977 +2016-12-24 15:00:00,885.0,899.96,890.32,885.0,217.14500363 +2016-12-24 14:00:00,882.5,890.32,887.21,890.31,187.8284992 +2016-12-24 13:00:00,884.83,891.9,886.83,887.16,160.66801488 +2016-12-24 12:00:00,880.1,895.61,894.95,886.33,281.70317227 +2016-12-24 11:00:00,895.08,902.51,897.42,895.08,178.93904935 +2016-12-24 10:00:00,897.0,902.71,901.99,897.42,87.58491794 +2016-12-24 09:00:00,897.54,906.0,898.71,901.95,184.584705 +2016-12-24 08:00:00,894.11,913.38,911.97,898.34,447.56466453 +2016-12-24 07:00:00,910.55,913.74,911.69,911.93,157.03934102 +2016-12-24 06:00:00,910.58,914.7,912.65,911.93,198.40195228 +2016-12-24 05:00:00,909.53,913.0,909.59,912.65,302.77164924 +2016-12-24 04:00:00,907.2,909.99,908.0,909.57,236.7605164 +2016-12-24 03:00:00,906.0,912.08,910.99,908.5,501.18736021 +2016-12-24 02:00:00,902.6,915.73,915.48,910.95,512.50177597 +2016-12-24 01:00:00,911.02,918.19,918.03,915.5,353.98606456 +2016-12-24 00:00:00,911.02,918.14,917.28,917.39,463.15687761 +2016-12-23 23:00:00,912.84,918.5,915.0,917.26,454.55883327 +2016-12-23 22:00:00,902.73,915.0,904.61,915.0,670.7571223 +2016-12-23 21:00:00,895.32,907.1,895.66,903.98,390.62736089 +2016-12-23 20:00:00,893.07,898.5,897.79,894.46,327.81330861 +2016-12-23 19:00:00,885.42,898.65,896.86,896.78,725.32213932 +2016-12-23 18:00:00,894.37,897.0,896.74,896.87,317.78427255 +2016-12-23 17:00:00,883.03,897.32,884.03,896.54,651.53625147 +2016-12-23 16:00:00,874.23,889.81,885.96,884.89,816.21131875 +2016-12-23 15:00:00,885.5,904.0,903.97,890.35,664.15867585 +2016-12-23 14:00:00,900.4,907.57,903.96,903.98,511.58754777 +2016-12-23 13:00:00,901.2,907.16,905.22,904.0,366.66585866 +2016-12-23 12:00:00,903.78,910.0,903.78,905.6,337.298491 +2016-12-23 11:00:00,901.27,906.94,905.83,903.61,290.03274338 +2016-12-23 10:00:00,902.05,908.35,902.87,905.83,404.20116086 +2016-12-23 09:00:00,902.0,904.29,903.01,902.88,265.19556238 +2016-12-23 08:00:00,903.0,908.7,908.49,903.38,377.5673427 +2016-12-23 07:00:00,900.35,909.76,900.35,908.5,384.4763378 +2016-12-23 06:00:00,892.51,902.66,892.51,900.35,416.09510333 +2016-12-23 05:00:00,891.62,908.55,906.75,893.49,479.03417574 +2016-12-23 04:00:00,901.12,911.25,911.25,906.68,1313.23206139 +2016-12-23 03:00:00,890.0,912.88,890.02,911.2,570.94121111 +2016-12-23 02:00:00,876.0,894.0,887.2,890.3,739.69672992 +2016-12-23 01:00:00,859.76,889.4,860.1,887.51,903.10951131 +2016-12-23 00:00:00,855.45,860.1,856.45,860.1,357.28109056 +2016-12-22 23:00:00,853.6,859.16,858.48,856.02,375.90188628 +2016-12-22 22:00:00,857.0,862.15,861.32,858.47,425.82572206 +2016-12-22 21:00:00,859.43,862.24,859.73,861.3,347.00042132 +2016-12-22 20:00:00,859.0,860.6,860.2,859.56,490.9964443 +2016-12-22 19:00:00,860.0,861.98,861.72,860.23,298.68699679 +2016-12-22 18:00:00,860.3,863.78,863.31,861.95,346.2084217 +2016-12-22 17:00:00,861.0,864.99,861.15,863.31,408.01194001 +2016-12-22 16:00:00,861.0,864.99,863.91,861.5,410.1861709 +2016-12-22 15:00:00,862.97,868.99,868.99,863.89,338.53147621 +2016-12-22 14:00:00,862.0,868.99,862.56,868.99,332.99629142 +2016-12-22 13:00:00,858.22,863.41,858.23,861.81,431.23296863 +2016-12-22 12:00:00,857.41,861.25,858.9,858.25,276.83313263 +2016-12-22 11:00:00,849.01,868.91,868.9,858.64,345.84683223 +2016-12-22 10:00:00,863.71,875.46,875.12,868.91,336.84236858 +2016-12-22 09:00:00,864.84,875.75,864.84,875.56,329.90944567 +2016-12-22 08:00:00,860.57,865.0,860.57,864.85,310.0092997 +2016-12-22 07:00:00,853.21,863.39,854.94,861.19,431.21450055 +2016-12-22 06:00:00,840.59,855.0,845.89,854.98,525.57994964 +2016-12-22 05:00:00,844.0,845.92,844.43,845.92,288.13936182 +2016-12-22 04:00:00,841.5,845.28,842.7,844.42,249.47350323 +2016-12-22 03:00:00,839.99,844.99,840.0,842.72,339.00715644 +2016-12-22 02:00:00,835.98,840.0,836.6,840.0,271.23322625 +2016-12-22 01:00:00,835.9,838.92,837.99,836.66,350.57852783 +2016-12-22 00:00:00,832.38,837.99,834.15,837.99,517.96459668 +2016-12-21 23:00:00,825.81,834.5,827.02,834.5,511.23629038 +2016-12-21 22:00:00,824.0,828.0,824.84,826.65,352.09835127 +2016-12-21 21:00:00,822.54,824.99,823.23,824.81,372.27871411 +2016-12-21 20:00:00,822.0,823.87,823.11,823.24,236.61571815 +2016-12-21 19:00:00,821.53,823.9,822.05,823.12,327.14320016 +2016-12-21 18:00:00,820.57,824.3,823.31,822.04,493.1291907 +2016-12-21 17:00:00,822.5,825.24,824.3,823.31,404.81578296 +2016-12-21 16:00:00,823.0,832.0,828.79,824.29,611.99946859 +2016-12-21 15:00:00,820.29,829.46,820.9,828.67,580.50262364 +2016-12-21 14:00:00,816.44,827.33,816.98,821.0,737.55880724 +2016-12-21 13:00:00,810.25,817.0,810.77,817.0,415.97578685 +2016-12-21 12:00:00,810.02,811.93,810.19,810.78,215.65307472 +2016-12-21 11:00:00,809.19,810.41,810.41,810.07,171.58384076 +2016-12-21 10:00:00,809.2,810.49,809.36,810.41,120.77271078 +2016-12-21 09:00:00,809.2,810.17,809.96,809.36,83.6444609 +2016-12-21 08:00:00,809.46,811.17,811.17,809.96,112.71054101 +2016-12-21 07:00:00,808.22,811.47,808.29,810.85,358.62392896 +2016-12-21 06:00:00,807.81,808.95,808.66,808.3,154.91337925 +2016-12-21 05:00:00,808.0,809.25,809.25,808.65,382.65069556 +2016-12-21 04:00:00,807.5,809.59,807.5,809.25,299.14992179 +2016-12-21 03:00:00,802.49,807.49,802.95,807.49,328.13305913 +2016-12-21 02:00:00,801.55,803.09,802.89,803.09,285.46905089 +2016-12-21 01:00:00,799.5,803.15,799.82,802.82,577.18243055 +2016-12-21 00:00:00,798.88,800.0,798.98,799.82,309.10562124 +2016-12-20 23:00:00,793.54,799.21,794.02,798.99,535.01613733 +2016-12-20 22:00:00,791.97,794.99,792.99,794.03,469.48719438 +2016-12-20 21:00:00,790.5,793.85,791.0,793.01,205.93310223 +2016-12-20 20:00:00,790.0,792.99,791.65,791.01,354.90029574 +2016-12-20 19:00:00,789.88,792.99,792.99,791.65,325.50167034 +2016-12-20 18:00:00,790.56,793.0,792.35,793.0,322.72154178 +2016-12-20 17:00:00,790.07,792.66,791.59,792.3,347.1729276 +2016-12-20 16:00:00,790.05,792.07,790.65,791.56,228.56043059 +2016-12-20 15:00:00,789.66,791.68,790.79,790.66,308.59640898 +2016-12-20 14:00:00,788.85,791.68,791.31,791.26,232.96257014 +2016-12-20 13:00:00,789.67,792.92,791.48,791.29,427.29253189 +2016-12-20 12:00:00,789.53,791.79,789.85,791.47,112.65940127 +2016-12-20 11:00:00,789.51,792.0,791.34,790.26,143.32587792 +2016-12-20 10:00:00,788.58,791.5,790.8,791.49,174.45946263 +2016-12-20 09:00:00,789.59,791.0,790.3,790.82,91.60258044 +2016-12-20 08:00:00,789.57,791.0,790.1,790.39,153.24876141 +2016-12-20 07:00:00,789.2,791.65,791.58,790.35,156.07659041 +2016-12-20 06:00:00,789.0,791.64,789.02,791.64,124.42091109 +2016-12-20 05:00:00,789.02,790.21,790.21,789.02,179.96716236 +2016-12-20 04:00:00,790.2,791.19,790.41,790.23,144.80270309 +2016-12-20 03:00:00,790.0,791.3,790.95,790.56,194.8254337 +2016-12-20 02:00:00,790.0,791.94,791.17,791.25,224.34247755 +2016-12-20 01:00:00,790.0,792.0,791.47,791.16,203.87860182 +2016-12-20 00:00:00,790.52,792.29,791.0,791.49,263.44582658 +2016-12-19 23:00:00,789.0,791.3,789.12,790.81,329.19488559 +2016-12-19 22:00:00,789.11,791.27,790.84,789.12,354.80954474 +2016-12-19 21:00:00,790.34,791.76,791.73,790.71,315.20520435 +2016-12-19 20:00:00,790.01,791.98,790.99,791.67,224.10646872 +2016-12-19 19:00:00,790.01,791.11,790.89,790.99,266.78101108 +2016-12-19 18:00:00,790.5,791.56,791.53,790.87,273.57465469 +2016-12-19 17:00:00,790.67,792.94,792.78,791.55,331.42480859 +2016-12-19 16:00:00,791.66,792.99,792.08,792.78,385.54092533 +2016-12-19 15:00:00,790.89,793.0,792.95,792.09,274.07886931 +2016-12-19 14:00:00,791.06,793.52,791.86,792.69,333.04578363 +2016-12-19 13:00:00,791.4,792.65,792.34,791.86,215.98604941 +2016-12-19 12:00:00,792.32,794.45,794.07,792.56,310.46047605 +2016-12-19 11:00:00,794.0,794.63,794.2,794.02,147.1940361 +2016-12-19 10:00:00,794.0,794.78,794.26,794.2,133.71127345 +2016-12-19 09:00:00,794.0,794.64,794.35,794.26,106.73958284 +2016-12-19 08:00:00,794.11,794.89,794.87,794.34,109.7887749 +2016-12-19 07:00:00,794.56,794.99,794.93,794.87,125.01245887 +2016-12-19 06:00:00,794.73,794.99,794.97,794.97,141.38075523 +2016-12-19 05:00:00,794.6,794.99,794.76,794.97,127.55178931 +2016-12-19 04:00:00,794.21,794.99,794.28,794.76,227.55780599 +2016-12-19 03:00:00,793.46,794.28,793.81,794.28,180.4274733 +2016-12-19 02:00:00,793.17,794.46,793.93,793.75,157.85888255 +2016-12-19 01:00:00,791.7,793.93,791.7,793.93,297.60331169 +2016-12-19 00:00:00,790.71,791.7,790.71,791.7,127.34898555 +2016-12-18 23:00:00,789.85,790.72,789.99,790.72,116.67902412 +2016-12-18 22:00:00,789.63,790.49,790.11,789.99,202.96043963 +2016-12-18 21:00:00,789.4,790.7,789.41,790.26,215.87213517 +2016-12-18 20:00:00,788.09,789.42,788.56,789.41,124.17220924 +2016-12-18 19:00:00,787.81,788.89,788.6,788.56,196.95300905 +2016-12-18 18:00:00,788.57,790.33,790.33,788.82,154.51155319 +2016-12-18 17:00:00,788.57,790.34,789.08,790.32,109.36050293 +2016-12-18 16:00:00,788.2,789.66,789.31,789.08,125.15456343 +2016-12-18 15:00:00,787.57,789.97,787.94,789.32,96.12009193 +2016-12-18 14:00:00,787.19,789.18,789.17,788.02,126.11045872 +2016-12-18 13:00:00,788.96,791.01,790.85,789.13,81.36635233 +2016-12-18 12:00:00,790.85,791.72,791.66,790.85,64.06039706 +2016-12-18 11:00:00,791.03,791.66,791.5,791.66,45.87153545 +2016-12-18 10:00:00,791.2,791.72,791.67,791.49,35.2172106 +2016-12-18 09:00:00,791.32,791.72,791.48,791.58,37.84464844 +2016-12-18 08:00:00,790.9,791.73,790.99,791.51,49.69665665 +2016-12-18 07:00:00,790.6,791.23,790.7,790.98,64.36379192 +2016-12-18 06:00:00,789.25,790.71,790.71,790.65,84.27168869 +2016-12-18 05:00:00,790.49,791.96,791.72,790.71,154.24012967 +2016-12-18 04:00:00,790.63,791.77,790.84,791.72,111.1653896 +2016-12-18 03:00:00,790.18,791.68,790.18,790.75,118.37334707 +2016-12-18 02:00:00,788.0,791.5,791.29,790.17,164.50068783 +2016-12-18 01:00:00,790.62,791.5,790.96,791.29,217.09868981 +2016-12-18 00:00:00,788.56,790.99,788.98,790.9,151.08133589 +2016-12-17 23:00:00,787.7,790.99,790.9,788.57,367.10347272 +2016-12-17 22:00:00,790.42,790.99,790.81,790.9,134.81016228 +2016-12-17 21:00:00,790.16,790.98,790.7,790.81,123.45201446 +2016-12-17 20:00:00,790.29,791.18,791.12,790.72,155.7237902 +2016-12-17 19:00:00,790.55,791.83,791.65,791.12,224.71005241 +2016-12-17 18:00:00,790.41,791.97,790.88,791.42,179.44304317 +2016-12-17 17:00:00,789.63,790.93,789.97,790.55,171.57931396 +2016-12-17 16:00:00,789.35,789.99,789.74,789.98,137.21324424 +2016-12-17 15:00:00,789.04,789.79,789.41,789.74,136.40602939 +2016-12-17 14:00:00,788.0,789.66,788.93,789.41,105.68504661 +2016-12-17 13:00:00,788.34,789.7,789.45,788.93,82.77083867 +2016-12-17 12:00:00,787.96,789.95,789.81,789.79,63.37897805 +2016-12-17 11:00:00,789.38,789.99,789.43,789.98,76.31438909 +2016-12-17 10:00:00,788.35,789.5,788.36,789.4,87.70802728 +2016-12-17 09:00:00,787.96,789.5,789.48,788.52,103.33639729 +2016-12-17 08:00:00,788.66,789.5,789.2,789.48,54.8337671 +2016-12-17 07:00:00,788.09,789.4,788.8,789.19,93.66200804 +2016-12-17 06:00:00,787.93,788.99,788.11,788.84,124.88745962 +2016-12-17 05:00:00,787.13,788.87,788.6,788.4,198.23638092 +2016-12-17 04:00:00,786.76,788.98,786.79,788.9,166.76280425 +2016-12-17 03:00:00,786.08,790.53,789.77,786.76,322.58236876 +2016-12-17 02:00:00,786.6,790.0,787.68,789.83,376.94007476 +2016-12-17 01:00:00,784.29,788.0,784.29,787.68,448.84521179 +2016-12-17 00:00:00,779.5,784.58,780.85,784.58,427.94549585 +2016-12-16 23:00:00,780.71,785.0,784.71,780.98,366.5183374 +2016-12-16 22:00:00,780.16,784.87,780.53,784.55,270.8377284 +2016-12-16 21:00:00,780.16,782.79,781.02,780.19,314.06539037 +2016-12-16 20:00:00,779.4,782.15,779.63,781.48,338.66719345 +2016-12-16 19:00:00,778.5,779.99,779.89,779.88,322.82885032 +2016-12-16 18:00:00,778.0,781.98,781.98,779.88,430.31542819 +2016-12-16 17:00:00,780.82,782.99,782.22,781.98,307.90625116 +2016-12-16 16:00:00,780.7,782.96,781.52,782.01,286.30703704 +2016-12-16 15:00:00,779.75,781.57,780.5,781.57,252.28858569 +2016-12-16 14:00:00,779.43,781.09,779.49,780.4,211.09276428 +2016-12-16 13:00:00,778.36,781.72,780.96,779.49,269.06822392 +2016-12-16 12:00:00,779.07,781.63,780.95,781.63,188.82784555 +2016-12-16 11:00:00,777.97,780.98,777.98,780.95,102.77775775 +2016-12-16 10:00:00,777.91,780.08,779.76,778.34,106.30634844 +2016-12-16 09:00:00,779.03,780.97,780.44,779.76,114.05378555 +2016-12-16 08:00:00,779.41,780.99,780.99,780.53,110.82693318 +2016-12-16 07:00:00,780.23,780.99,780.55,780.99,111.02958903 +2016-12-16 06:00:00,780.28,782.0,781.0,780.28,237.76695326 +2016-12-16 05:00:00,777.44,781.0,779.12,780.99,379.63142089 +2016-12-16 04:00:00,778.21,779.99,778.76,779.01,144.632649 +2016-12-16 03:00:00,776.95,779.48,777.28,778.77,157.00290009 +2016-12-16 02:00:00,774.8,779.9,777.48,777.2,252.65510223 +2016-12-16 01:00:00,775.02,777.49,776.54,777.49,218.46923429 +2016-12-16 00:00:00,775.05,777.07,776.16,776.55,225.78607959 +2016-12-15 23:00:00,775.0,777.45,777.44,776.16,291.88213296 +2016-12-15 22:00:00,775.33,777.5,777.01,777.46,296.89949317 +2016-12-15 21:00:00,775.5,778.5,778.5,776.25,389.31954384 +2016-12-15 20:00:00,777.49,778.5,778.25,778.5,196.70639368 +2016-12-15 19:00:00,776.22,778.35,777.81,778.24,216.82758194 +2016-12-15 18:00:00,776.51,778.62,778.38,777.84,275.75116661 +2016-12-15 17:00:00,776.94,779.99,777.88,778.54,853.33721913 +2016-12-15 16:00:00,777.51,778.99,778.99,777.84,261.95065051 +2016-12-15 15:00:00,778.61,779.7,779.28,778.61,258.17642664 +2016-12-15 14:00:00,777.8,779.72,778.27,779.27,234.25971017 +2016-12-15 13:00:00,777.62,778.65,778.08,778.3,180.66082422 +2016-12-15 12:00:00,777.27,779.46,777.9,777.71,190.80316513 +2016-12-15 11:00:00,777.84,780.0,779.18,777.91,183.77191913 +2016-12-15 10:00:00,778.29,779.98,779.5,778.81,173.56023821 +2016-12-15 09:00:00,778.56,780.0,779.99,779.19,153.38167981 +2016-12-15 08:00:00,779.57,780.0,779.57,780.0,102.78576198 +2016-12-15 07:00:00,779.15,780.0,780.0,779.57,132.54384238 +2016-12-15 06:00:00,779.35,780.0,779.69,780.0,161.41724284 +2016-12-15 05:00:00,779.09,779.99,779.47,779.56,180.01143736 +2016-12-15 04:00:00,778.17,779.99,778.8,779.5,230.14787842 +2016-12-15 03:00:00,778.05,779.99,779.84,778.8,282.96056678 +2016-12-15 02:00:00,777.74,779.85,777.74,779.84,202.92358826 +2016-12-15 01:00:00,777.04,778.31,777.85,777.74,257.71941247 +2016-12-15 00:00:00,777.39,778.67,777.66,777.85,219.68998572 +2016-12-14 23:00:00,776.6,778.15,777.14,777.66,234.9725128 +2016-12-14 22:00:00,776.72,778.99,778.77,777.6,201.05564255 +2016-12-14 21:00:00,777.61,779.75,778.03,778.77,343.243401 +2016-12-14 20:00:00,777.54,778.99,778.88,777.93,205.75566239 +2016-12-14 19:00:00,776.73,779.99,776.73,778.88,355.63754595 +2016-12-14 18:00:00,776.2,777.94,777.93,776.72,194.05499985 +2016-12-14 17:00:00,776.92,777.99,777.51,777.8,194.73716671 +2016-12-14 16:00:00,773.2,777.74,775.66,777.47,382.3157842 +2016-12-14 15:00:00,773.82,780.0,780.0,775.66,312.88393558 +2016-12-14 14:00:00,778.57,780.26,779.06,780.0,139.469811 +2016-12-14 13:00:00,778.61,780.51,780.14,778.61,127.61577379 +2016-12-14 12:00:00,779.96,780.94,780.47,780.13,81.31081959 +2016-12-14 11:00:00,778.47,780.92,779.41,780.49,119.12617343 +2016-12-14 10:00:00,778.56,780.91,780.91,779.34,88.85660127 +2016-12-14 09:00:00,780.64,781.5,781.5,780.93,78.53722125 +2016-12-14 08:00:00,780.31,781.74,780.31,781.5,84.71393396 +2016-12-14 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20:00:00,871.52,878.0,871.52,878.0,310.36099796 +2017-01-18 19:00:00,867.87,874.7,873.63,871.55,249.31859395 +2017-01-18 18:00:00,859.07,879.29,879.29,873.64,308.27331114 +2017-01-18 17:00:00,867.44,881.68,876.76,879.32,265.10167184 +2017-01-18 16:00:00,873.01,882.0,879.61,876.86,250.36860727 +2017-01-18 15:00:00,869.16,880.63,869.26,880.53,427.82735154 +2017-01-18 14:00:00,850.0,871.16,868.0,869.3,805.92955223 +2017-01-18 13:00:00,860.6,900.99,899.79,868.04,874.12631719 +2017-01-18 12:00:00,899.24,905.58,903.65,899.92,193.17548476 +2017-01-18 11:00:00,902.53,904.0,902.58,903.65,46.81010555 +2017-01-18 10:00:00,900.02,903.93,900.02,902.58,57.37764391 +2017-01-18 09:00:00,890.0,900.35,893.78,900.02,97.89338515 +2017-01-18 08:00:00,892.77,899.97,897.11,892.77,89.05011048 +2017-01-18 07:00:00,895.1,904.29,902.09,897.17,90.83084987 +2017-01-18 06:00:00,901.92,904.5,904.41,901.92,77.54658502 +2017-01-18 05:00:00,901.99,908.69,904.69,904.41,168.28759347 +2017-01-18 04:00:00,891.06,906.66,891.06,904.7,178.72690588 +2017-01-18 03:00:00,888.12,896.05,888.12,891.05,309.45996243 +2017-01-18 02:00:00,882.26,898.4,892.0,888.11,550.3052258 +2017-01-18 01:00:00,892.0,916.7,912.09,892.1,478.06729899 +2017-01-18 00:00:00,905.22,914.87,906.09,912.07,309.47591355 +2017-01-17 23:00:00,902.9,908.0,905.09,906.0,213.3653959 +2017-01-17 22:00:00,899.06,908.0,899.06,905.09,253.48486648 +2017-01-17 21:00:00,893.2,903.09,900.01,899.05,299.72500881 +2017-01-17 20:00:00,900.0,908.05,907.9,900.01,372.51870171 +2017-01-17 19:00:00,900.61,909.0,908.5,907.92,325.9046679 +2017-01-17 18:00:00,893.03,909.0,906.99,908.49,493.07281476 +2017-01-17 17:00:00,886.6,908.96,886.61,907.0,743.01321121 +2017-01-17 16:00:00,882.25,887.0,883.88,887.0,199.16613738 +2017-01-17 15:00:00,880.0,884.97,884.01,883.88,188.60941191 +2017-01-17 14:00:00,881.34,885.99,884.74,884.01,305.21233245 +2017-01-17 13:00:00,880.0,888.05,885.83,884.74,307.89611962 +2017-01-17 12:00:00,876.81,885.82,881.39,885.82,222.31847152 +2017-01-17 11:00:00,881.05,890.45,890.32,881.4,123.48061276 +2017-01-17 10:00:00,884.96,895.36,887.07,890.33,151.30827292 +2017-01-17 09:00:00,882.73,891.27,883.68,887.08,107.30985228 +2017-01-17 08:00:00,883.05,899.0,891.16,883.13,453.77715519 +2017-01-17 07:00:00,866.48,894.62,866.49,891.52,610.57448141 +2017-01-17 06:00:00,862.87,868.0,865.0,866.49,151.78473582 +2017-01-17 05:00:00,860.36,868.5,866.63,865.0,299.63077695 +2017-01-17 04:00:00,850.95,869.78,850.95,866.63,649.59970185 +2017-01-17 03:00:00,833.97,853.0,834.97,853.0,543.96289846 +2017-01-17 02:00:00,832.51,834.98,833.95,834.98,64.96004669 +2017-01-17 01:00:00,831.93,833.99,833.84,833.95,89.42826695 +2017-01-17 00:00:00,830.1,834.4,834.4,833.77,83.38462967 +2017-01-16 23:00:00,830.02,835.0,833.99,834.41,213.77589905 +2017-01-16 22:00:00,829.86,833.99,833.1,833.99,101.70435792 +2017-01-16 21:00:00,829.02,833.93,833.53,832.84,142.12248827 +2017-01-16 20:00:00,829.0,834.9,834.25,833.54,182.16384338 +2017-01-16 19:00:00,832.45,834.25,833.39,834.25,145.45466142 +2017-01-16 18:00:00,830.12,833.98,833.98,833.39,165.18761845 +2017-01-16 17:00:00,832.83,834.0,833.99,833.98,148.79455934 +2017-01-16 16:00:00,833.13,834.99,834.98,833.99,116.64205655 +2017-01-16 15:00:00,832.84,834.99,832.86,834.99,121.50772032 +2017-01-16 14:00:00,827.7,835.09,834.26,832.87,172.44460565 +2017-01-16 13:00:00,829.46,835.67,829.47,834.25,77.15128302 +2017-01-16 12:00:00,826.03,829.99,828.17,829.46,163.16469605 +2017-01-16 11:00:00,827.55,835.5,835.28,828.17,127.59468787 +2017-01-16 10:00:00,834.93,839.0,839.0,835.23,65.37556002 +2017-01-16 09:00:00,837.4,840.0,838.26,839.0,64.56695272 +2017-01-16 08:00:00,836.0,839.97,839.14,838.24,99.99505764 +2017-01-16 07:00:00,839.04,839.2,839.05,839.12,65.20778305 +2017-01-16 06:00:00,837.2,839.1,837.2,839.1,80.00735178 +2017-01-16 05:00:00,834.09,838.99,838.99,838.28,142.59798528 +2017-01-16 04:00:00,837.0,839.0,838.97,838.99,168.65649219 +2017-01-16 03:00:00,837.79,838.98,838.96,838.98,151.32396733 +2017-01-16 02:00:00,835.0,838.98,835.0,838.97,246.11638954 +2017-01-16 01:00:00,832.74,835.0,833.31,834.99,229.77465818 +2017-01-16 00:00:00,832.02,834.1,833.43,833.31,237.56125543 +2017-01-15 23:00:00,828.97,835.0,828.98,833.31,225.20742328 +2017-01-15 22:00:00,825.07,832.0,827.99,828.97,179.50658056 +2017-01-15 21:00:00,824.0,827.99,825.86,827.99,123.21213744 +2017-01-15 20:00:00,822.13,825.99,825.15,824.78,180.10275779 +2017-01-15 19:00:00,824.38,825.13,824.42,825.13,66.7739431 +2017-01-15 18:00:00,819.0,824.65,821.64,824.42,156.82854958 +2017-01-15 17:00:00,820.64,824.7,824.7,821.61,202.39074205 +2017-01-15 16:00:00,824.0,826.45,824.99,824.94,232.79020349 +2017-01-15 15:00:00,824.0,825.09,824.04,824.99,132.55771002 +2017-01-15 14:00:00,824.0,826.12,826.03,824.02,75.23407474 +2017-01-15 13:00:00,824.08,826.05,826.03,826.04,39.95608712 +2017-01-15 12:00:00,824.02,826.03,824.02,826.03,29.71108252 +2017-01-15 11:00:00,824.0,826.02,826.02,824.02,47.40778418 +2017-01-15 10:00:00,825.1,826.03,825.1,826.01,132.44699982 +2017-01-15 09:00:00,824.02,825.18,824.02,825.09,75.98569274 +2017-01-15 08:00:00,824.0,824.27,824.09,824.25,46.65723446 +2017-01-15 07:00:00,824.0,825.52,825.47,824.05,60.41044317 +2017-01-15 06:00:00,824.45,827.01,827.01,825.47,84.34886524 +2017-01-15 05:00:00,826.57,828.7,828.7,827.0,114.62771715 +2017-01-15 04:00:00,826.71,829.76,829.52,828.7,113.24860587 +2017-01-15 03:00:00,826.0,829.69,828.06,829.69,166.95977568 +2017-01-15 02:00:00,825.25,828.86,828.79,828.07,124.09962166 +2017-01-15 01:00:00,825.8,832.0,831.91,828.76,149.92577574 +2017-01-15 00:00:00,825.41,832.95,828.0,832.0,181.52524122 +2017-01-14 23:00:00,824.38,830.0,824.38,828.0,186.0423093 +2017-01-14 22:00:00,823.44,830.86,827.94,824.38,307.36945934 +2017-01-14 21:00:00,825.0,837.98,835.01,827.95,340.5800033 +2017-01-14 20:00:00,832.16,837.99,836.33,835.0,191.98141379 +2017-01-14 19:00:00,834.94,837.95,837.93,836.33,174.23696856 +2017-01-14 18:00:00,835.88,837.95,835.88,837.94,110.92123006 +2017-01-14 17:00:00,829.91,836.97,836.97,835.43,257.57363458 +2017-01-14 16:00:00,834.38,837.22,837.0,837.0,174.82332071 +2017-01-14 15:00:00,828.72,838.15,829.43,836.99,161.20400382 +2017-01-14 14:00:00,827.4,835.2,827.51,829.44,135.9048011 +2017-01-14 13:00:00,827.5,839.0,838.99,827.5,139.55026097 +2017-01-14 12:00:00,834.03,838.99,837.03,838.99,65.16600914 +2017-01-14 11:00:00,832.68,838.22,834.66,837.01,68.58645324 +2017-01-14 10:00:00,826.15,836.02,835.46,830.75,125.67100135 +2017-01-14 09:00:00,830.13,838.99,835.56,834.21,67.34255061 +2017-01-14 08:00:00,825.53,835.55,829.93,835.55,98.18010244 +2017-01-14 07:00:00,824.44,831.69,831.65,829.92,145.54815055 +2017-01-14 06:00:00,822.34,835.74,835.74,831.68,516.45260029 +2017-01-14 05:00:00,833.67,837.42,834.64,835.73,105.59444726 +2017-01-14 04:00:00,831.98,837.03,832.01,834.64,164.27650158 +2017-01-14 03:00:00,831.71,839.57,837.81,832.01,172.9965278 +2017-01-14 02:00:00,837.03,847.52,845.53,837.8,308.69514534 +2017-01-14 01:00:00,835.54,846.38,840.18,845.53,406.64630127 +2017-01-14 00:00:00,831.42,841.22,831.42,840.19,348.99057921 +2017-01-13 23:00:00,828.18,831.42,830.18,831.42,161.57956914 +2017-01-13 22:00:00,825.2,830.5,830.33,830.17,489.55404505 +2017-01-13 21:00:00,825.3,830.5,827.0,829.3,327.35171261 +2017-01-13 20:00:00,820.73,832.7,824.56,827.0,347.45233293 +2017-01-13 19:00:00,820.0,834.99,827.16,822.1,534.71479188 +2017-01-13 18:00:00,820.8,830.0,829.6,826.88,309.13533289 +2017-01-13 17:00:00,818.12,831.99,831.99,829.65,614.96451584 +2017-01-13 16:00:00,820.84,832.0,823.32,831.99,535.12594916 +2017-01-13 15:00:00,813.81,835.01,813.81,822.78,808.58214061 +2017-01-13 14:00:00,802.92,820.0,806.2,814.35,526.40668482 +2017-01-13 13:00:00,798.01,813.48,805.0,806.2,462.67693351 +2017-01-13 12:00:00,795.49,811.7,806.29,802.04,594.26089673 +2017-01-13 11:00:00,800.45,814.5,803.23,806.29,685.65125628 +2017-01-13 10:00:00,791.95,811.3,804.1,804.0,268.22225955 +2017-01-13 09:00:00,789.15,807.59,793.24,803.94,238.36935171 +2017-01-13 08:00:00,785.0,795.24,785.0,793.23,190.47246385 +2017-01-13 07:00:00,784.96,793.5,792.19,785.04,190.30514069 +2017-01-13 06:00:00,785.89,806.46,792.5,792.19,421.21630162 +2017-01-13 05:00:00,782.85,801.5,801.26,792.52,616.27473902 +2017-01-13 04:00:00,792.0,804.51,800.5,801.45,620.09966551 +2017-01-13 03:00:00,800.51,819.07,817.12,800.89,709.7572568 +2017-01-13 02:00:00,812.19,819.81,815.35,817.12,319.84227588 +2017-01-13 01:00:00,813.59,818.29,814.45,815.35,185.56898942 +2017-01-13 00:00:00,808.39,815.77,812.25,815.73,335.08910452 +2017-01-12 23:00:00,806.71,825.0,822.24,812.25,498.41254648 +2017-01-12 22:00:00,805.0,840.0,833.23,822.25,859.75271373 +2017-01-12 21:00:00,824.78,835.7,824.78,834.7,618.4812427 +2017-01-12 20:00:00,819.84,829.98,819.84,824.74,448.64730149 +2017-01-12 19:00:00,811.34,825.0,813.69,819.83,389.98081779 +2017-01-12 18:00:00,803.01,813.99,808.49,813.99,497.75687067 +2017-01-12 17:00:00,804.99,810.62,805.02,808.51,600.38310849 +2017-01-12 16:00:00,798.18,815.0,801.18,805.0,923.87873166 +2017-01-12 15:00:00,788.73,806.92,788.73,801.25,670.1729197 +2017-01-12 14:00:00,782.86,789.0,783.2,789.0,267.62893817 +2017-01-12 13:00:00,773.31,784.18,773.31,784.0,352.29570517 +2017-01-12 12:00:00,766.85,779.87,769.96,773.13,285.71931005 +2017-01-12 11:00:00,765.79,782.93,775.0,769.97,315.91852629 +2017-01-12 10:00:00,761.67,775.0,766.27,775.0,290.17564785 +2017-01-12 09:00:00,761.35,769.15,766.34,764.15,194.48761194 +2017-01-12 08:00:00,758.19,774.99,758.19,766.34,309.62575065 +2017-01-12 07:00:00,734.64,777.1,777.1,757.95,1345.38898316 +2017-01-12 06:00:00,763.66,778.0,777.41,775.97,430.71203882 +2017-01-12 05:00:00,775.69,786.99,783.42,777.41,261.37565002 +2017-01-12 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00:00:00,1348.61,1363.0,1352.96,1360.19,1233.412073 +2017-04-28 23:00:00,1340.95,1359.12,1340.95,1353.34,946.47101337 +2017-04-28 22:00:00,1321.36,1341.87,1325.36,1341.68,603.45495793 +2017-04-28 21:00:00,1310.04,1326.2,1310.08,1325.36,766.1767418 +2017-04-28 20:00:00,1305.41,1320.35,1319.31,1310.04,753.07730441 +2017-04-28 19:00:00,1300.2,1320.32,1308.94,1318.98,729.04032627 +2017-04-28 18:00:00,1308.36,1324.78,1324.78,1308.95,563.68845164 +2017-04-28 17:00:00,1320.2,1330.24,1328.99,1324.99,561.39607939 +2017-04-28 16:00:00,1327.62,1344.03,1342.46,1328.99,607.03262449 +2017-04-28 15:00:00,1325.43,1342.43,1339.69,1342.43,608.20396069 +2017-04-28 14:00:00,1338.18,1348.95,1339.13,1339.7,380.26642116 +2017-04-28 13:00:00,1336.1,1348.01,1342.0,1340.17,403.72786663 +2017-04-28 12:00:00,1320.0,1343.0,1320.0,1342.4,390.62803879 +2017-04-28 11:00:00,1305.55,1337.11,1336.95,1320.0,695.40151356 +2017-04-28 10:00:00,1335.27,1344.91,1344.07,1337.09,544.20622581 +2017-04-28 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18:00:00,1332.81,1338.99,1338.94,1334.12,334.3685205 +2017-04-27 17:00:00,1335.5,1340.5,1340.49,1338.97,407.21894402 +2017-04-27 16:00:00,1336.0,1343.2,1340.21,1340.48,504.49832297 +2017-04-27 15:00:00,1335.07,1346.71,1336.99,1340.24,745.29770595 +2017-04-27 14:00:00,1327.16,1337.0,1328.82,1336.98,859.93009797 +2017-04-27 13:00:00,1312.51,1328.95,1313.65,1328.8,758.86078465 +2017-04-27 12:00:00,1308.68,1319.95,1317.08,1313.65,650.9690604 +2017-04-27 11:00:00,1307.56,1318.0,1308.96,1317.09,423.2558184 +2017-04-27 10:00:00,1307.55,1314.76,1314.75,1309.35,257.13885014 +2017-04-27 09:00:00,1313.23,1318.94,1317.78,1314.39,203.74312622 +2017-04-27 08:00:00,1313.24,1319.62,1318.71,1317.78,282.19321022 +2017-04-27 07:00:00,1314.67,1318.86,1317.9,1318.28,238.41070514 +2017-04-27 06:00:00,1315.82,1319.73,1315.95,1317.9,169.49174663 +2017-04-27 05:00:00,1309.36,1315.95,1312.03,1315.95,182.89002939 +2017-04-27 04:00:00,1302.9,1312.03,1305.94,1312.02,331.49091214 +2017-04-27 03:00:00,1301.85,1306.11,1302.84,1306.0,231.6791846 +2017-04-27 02:00:00,1300.57,1302.99,1300.66,1302.86,285.84404552 +2017-04-27 01:00:00,1295.39,1301.0,1296.5,1300.67,297.74534603 +2017-04-27 00:00:00,1295.41,1299.0,1297.56,1296.5,238.01132062 +2017-04-26 23:00:00,1295.0,1301.81,1300.93,1298.44,328.67527451 +2017-04-26 22:00:00,1298.0,1307.0,1298.01,1300.98,492.57511688 +2017-04-26 21:00:00,1292.21,1300.0,1295.3,1297.5,429.85923466 +2017-04-26 20:00:00,1289.22,1307.32,1306.0,1295.36,848.98006256 +2017-04-26 19:00:00,1305.46,1312.14,1311.77,1306.63,553.29865637 +2017-04-26 18:00:00,1309.11,1320.0,1320.0,1311.81,819.75404506 +2017-04-26 17:00:00,1315.46,1320.0,1317.32,1320.0,752.02032626 +2017-04-26 16:00:00,1311.33,1319.92,1313.98,1317.06,560.63266194 +2017-04-26 15:00:00,1300.3,1314.0,1308.46,1314.0,540.73975944 +2017-04-26 14:00:00,1298.13,1308.66,1298.75,1308.5,615.37686735 +2017-04-26 13:00:00,1294.54,1299.0,1297.09,1298.75,422.70462351 +2017-04-26 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00:00:00,2700.0,2734.49,2731.6,2701.01,521.10501416 +2017-08-01 23:00:00,2704.37,2738.02,2707.24,2732.59,306.38435439 +2017-08-01 22:00:00,2707.23,2734.19,2725.81,2707.24,384.36827386 +2017-08-01 21:00:00,2725.0,2750.0,2746.43,2725.99,375.01941113 +2017-08-01 20:00:00,2747.2,2780.66,2780.66,2747.2,274.8399821 +2017-08-01 19:00:00,2750.0,2782.25,2777.96,2780.66,472.31374033 +2017-08-01 18:00:00,2750.0,2797.53,2768.27,2777.05,494.90096436 +2017-08-01 17:00:00,2766.0,2790.81,2782.19,2768.27,256.99705734 +2017-08-01 16:00:00,2740.1,2782.99,2758.2,2782.01,302.19461957 +2017-08-01 15:00:00,2745.22,2774.15,2774.14,2759.62,183.11709583 +2017-08-01 14:00:00,2727.65,2782.09,2737.86,2774.15,219.28574041 +2017-08-01 13:00:00,2676.01,2790.42,2790.42,2765.0,453.81686773 +2017-08-01 12:00:00,2703.89,2832.0,2824.99,2784.98,522.63205654 +2017-08-01 11:00:00,2775.0,2825.0,2778.48,2824.16,398.65786576 +2017-08-01 10:00:00,2738.6,2778.97,2740.0,2778.47,303.3137476 +2017-08-01 09:00:00,2688.85,2783.15,2711.2,2740.0,418.01888276 +2017-08-01 08:00:00,2689.8,2825.0,2776.03,2710.21,569.44494806 +2017-08-01 07:00:00,2775.0,2879.75,2871.46,2776.0,513.12681802 +2017-08-01 06:00:00,2860.86,2912.12,2903.54,2871.46,435.40756463 +2017-08-01 05:00:00,2869.64,2925.0,2885.0,2902.1,571.81444668 +2017-08-01 04:00:00,2827.86,2889.61,2862.27,2885.0,866.85982302 +2017-08-01 03:00:00,2831.82,2863.89,2849.0,2862.91,371.31828097 +2017-08-01 02:00:00,2837.75,2849.0,2847.5,2849.0,242.22377631 +2017-08-01 01:00:00,2819.17,2856.69,2819.57,2848.94,374.64304746 +2017-08-01 00:00:00,2816.01,2858.14,2856.89,2819.56,462.27011015 +2017-07-31 23:00:00,2837.73,2867.68,2857.26,2856.88,362.12992188 +2017-07-31 22:00:00,2841.0,2871.99,2866.43,2859.17,413.65025762 +2017-07-31 21:00:00,2840.0,2900.0,2885.74,2866.25,1198.55448027 +2017-07-31 20:00:00,2841.57,2887.74,2844.82,2887.74,1136.68163456 +2017-07-31 19:00:00,2791.0,2850.0,2799.8,2845.0,882.29311618 +2017-07-31 18:00:00,2773.15,2799.99,2778.18,2799.25,456.88819354 +2017-07-31 17:00:00,2770.96,2794.17,2789.77,2778.19,458.15248118 +2017-07-31 16:00:00,2765.96,2794.0,2775.2,2789.77,361.94472256 +2017-07-31 15:00:00,2747.51,2777.75,2765.6,2773.44,509.68313838 +2017-07-31 14:00:00,2756.24,2787.02,2784.09,2765.6,424.58294068 +2017-07-31 13:00:00,2783.0,2800.0,2800.0,2783.38,326.90293966 +2017-07-31 12:00:00,2780.99,2800.0,2780.99,2800.0,580.02727967 +2017-07-31 11:00:00,2753.27,2781.0,2754.35,2781.0,373.08060335 +2017-07-31 10:00:00,2724.06,2754.35,2726.05,2754.35,332.60481241 +2017-07-31 09:00:00,2712.78,2750.0,2750.0,2726.06,295.19142154 +2017-07-31 08:00:00,2731.21,2750.0,2731.63,2750.0,309.60290597 +2017-07-31 07:00:00,2728.2,2749.0,2731.55,2732.0,220.25895848 +2017-07-31 06:00:00,2716.64,2740.01,2726.93,2731.55,387.67915729 +2017-07-31 05:00:00,2710.61,2728.0,2712.51,2727.26,230.61657378 +2017-07-31 04:00:00,2710.0,2720.68,2720.68,2714.04,273.70507145 +2017-07-31 03:00:00,2715.0,2721.9,2715.21,2720.69,427.08527278 +2017-07-31 02:00:00,2700.02,2718.9,2701.08,2716.93,388.16996027 +2017-07-31 01:00:00,2700.0,2709.09,2705.11,2701.18,760.24434115 +2017-07-31 00:00:00,2700.0,2733.24,2723.99,2705.1,352.45005605 +2017-07-30 23:00:00,2718.0,2725.0,2722.2,2723.99,193.58145536 +2017-07-30 22:00:00,2718.01,2730.0,2726.39,2724.19,221.76362136 +2017-07-30 21:00:00,2716.2,2729.2,2717.2,2726.36,246.03330554 +2017-07-30 20:00:00,2713.6,2721.65,2713.9,2717.4,189.53804744 +2017-07-30 19:00:00,2712.54,2739.07,2739.06,2713.89,296.91108415 +2017-07-30 18:00:00,2706.0,2739.98,2706.04,2739.05,216.02583869 +2017-07-30 17:00:00,2700.07,2713.86,2702.71,2706.07,185.28168512 +2017-07-30 16:00:00,2700.0,2729.01,2729.01,2702.71,246.47711619 +2017-07-30 15:00:00,2709.99,2730.0,2709.99,2729.01,358.36042391 +2017-07-30 14:00:00,2670.0,2716.0,2670.2,2710.0,387.82647262 +2017-07-30 13:00:00,2660.0,2673.51,2673.32,2670.14,127.01592875 +2017-07-30 12:00:00,2662.23,2680.0,2667.26,2673.37,126.36932303 +2017-07-30 11:00:00,2631.0,2668.24,2631.01,2667.25,203.00024863 +2017-07-30 10:00:00,2631.0,2653.0,2644.0,2631.01,96.43918591 +2017-07-30 09:00:00,2639.17,2659.2,2639.17,2642.81,151.75508001 +2017-07-30 08:00:00,2623.62,2640.0,2639.88,2639.17,81.52919705 +2017-07-30 07:00:00,2620.65,2644.49,2626.17,2639.88,207.70543594 +2017-07-30 06:00:00,2569.81,2642.15,2628.82,2625.66,705.30566919 +2017-07-30 05:00:00,2500.0,2713.19,2707.97,2628.82,2878.71878312 +2017-07-30 04:00:00,2697.81,2708.19,2704.91,2707.98,174.66804743 +2017-07-30 03:00:00,2689.39,2710.17,2700.59,2704.94,302.17896169 +2017-07-30 02:00:00,2697.16,2711.76,2708.56,2700.8,189.1707951 +2017-07-30 01:00:00,2700.0,2716.98,2700.0,2708.56,232.35100952 +2017-07-30 00:00:00,2692.22,2729.75,2700.2,2700.01,442.17605225 +2017-07-29 23:00:00,2699.61,2719.38,2699.61,2700.21,469.91332126 +2017-07-29 22:00:00,2689.05,2717.2,2717.2,2699.6,617.89387353 +2017-07-29 21:00:00,2711.24,2733.76,2728.16,2718.33,326.45424029 +2017-07-29 20:00:00,2711.22,2741.62,2740.51,2728.16,383.90803229 +2017-07-29 19:00:00,2728.59,2753.93,2745.94,2740.51,490.49846034 +2017-07-29 18:00:00,2719.2,2745.94,2719.2,2745.94,582.15182764 +2017-07-29 17:00:00,2697.99,2744.0,2699.16,2718.4,585.59536987 +2017-07-29 16:00:00,2697.99,2708.23,2707.69,2699.25,545.32276886 +2017-07-29 15:00:00,2683.87,2723.95,2686.07,2707.69,516.08119009 +2017-07-29 14:00:00,2682.82,2694.41,2690.4,2686.07,289.90160087 +2017-07-29 13:00:00,2680.67,2709.14,2705.07,2690.4,331.72547861 +2017-07-29 12:00:00,2675.01,2706.69,2679.01,2705.05,258.58860988 +2017-07-29 11:00:00,2679.0,2709.18,2705.22,2679.01,241.61155149 +2017-07-29 10:00:00,2688.0,2735.84,2728.12,2708.78,309.57507274 +2017-07-29 09:00:00,2728.1,2760.67,2744.28,2728.12,196.03464101 +2017-07-29 08:00:00,2723.0,2744.28,2734.56,2744.28,100.05003924 +2017-07-29 07:00:00,2723.0,2743.75,2740.15,2734.25,275.58297117 +2017-07-29 06:00:00,2715.36,2750.0,2727.0,2740.61,288.32351183 +2017-07-29 05:00:00,2698.0,2730.0,2698.0,2726.99,324.1178318 +2017-07-29 04:00:00,2656.0,2709.0,2683.0,2698.46,704.78208377 +2017-07-29 03:00:00,2680.0,2740.99,2729.02,2682.99,964.40189081 +2017-07-29 02:00:00,2712.0,2749.23,2749.23,2729.02,574.90779636 +2017-07-29 01:00:00,2747.69,2780.21,2780.21,2749.2,316.96192353 +2017-07-29 00:00:00,2776.0,2790.99,2786.07,2780.21,165.7481534 +2017-07-28 23:00:00,2777.37,2798.0,2783.41,2786.07,235.55720376 +2017-07-28 22:00:00,2770.28,2803.0,2774.99,2783.64,946.66317263 +2017-07-28 21:00:00,2743.6,2775.96,2749.93,2774.99,739.64961493 +2017-07-28 20:00:00,2725.75,2749.94,2745.2,2749.93,489.21650658 +2017-07-28 19:00:00,2730.01,2767.91,2759.99,2744.17,653.98617067 +2017-07-28 18:00:00,2752.0,2765.71,2764.17,2759.99,480.9125422 +2017-07-28 17:00:00,2741.8,2779.84,2759.53,2764.17,735.33417833 +2017-07-28 16:00:00,2729.4,2780.98,2741.77,2759.53,911.71035765 +2017-07-28 15:00:00,2711.79,2770.16,2770.16,2744.0,1051.62389147 +2017-07-28 14:00:00,2763.0,2781.99,2763.0,2770.17,665.52644211 +2017-07-28 13:00:00,2752.2,2800.0,2788.48,2763.19,954.72762565 +2017-07-28 12:00:00,2772.44,2817.8,2817.79,2788.47,946.00260653 +2017-07-28 11:00:00,2751.01,2825.11,2755.19,2817.78,1681.45266457 +2017-07-28 10:00:00,2731.0,2764.89,2763.76,2755.18,643.75949995 +2017-07-28 09:00:00,2741.2,2767.89,2760.08,2763.76,480.05730946 +2017-07-28 08:00:00,2722.33,2777.0,2734.31,2760.08,804.03926989 +2017-07-28 07:00:00,2675.0,2734.32,2682.01,2734.32,697.69149116 +2017-07-28 06:00:00,2679.99,2693.05,2680.0,2682.99,235.76808054 +2017-07-28 05:00:00,2656.87,2683.38,2656.95,2679.99,276.79920969 +2017-07-28 04:00:00,2655.55,2678.76,2676.22,2656.98,466.5066666 +2017-07-28 03:00:00,2658.52,2683.19,2677.89,2677.46,623.0802483 +2017-07-28 02:00:00,2670.0,2702.15,2700.27,2677.82,698.20445922 +2017-07-28 01:00:00,2690.0,2719.0,2718.99,2700.27,616.88255331 +2017-07-28 00:00:00,2664.99,2737.28,2664.99,2719.01,1154.09497684 +2017-07-27 23:00:00,2650.75,2686.2,2681.01,2664.99,501.37333435 +2017-07-27 22:00:00,2634.6,2682.92,2646.72,2680.18,654.47628823 +2017-07-27 21:00:00,2584.99,2655.2,2584.99,2646.73,1441.9883934 +2017-07-27 20:00:00,2552.22,2585.0,2569.2,2584.99,530.10233436 +2017-07-27 19:00:00,2553.33,2571.0,2569.5,2569.21,358.28684281 +2017-07-27 18:00:00,2561.94,2578.99,2577.52,2569.51,363.65016426 +2017-07-27 17:00:00,2556.55,2578.0,2560.0,2577.99,350.09015252 +2017-07-27 16:00:00,2526.82,2569.7,2536.0,2560.0,746.18479428 +2017-07-27 15:00:00,2528.77,2559.98,2545.18,2536.0,559.64625807 +2017-07-27 14:00:00,2545.16,2573.33,2571.62,2545.18,380.49757824 +2017-07-27 13:00:00,2560.25,2576.19,2565.54,2571.61,231.90157256 +2017-07-27 12:00:00,2558.36,2578.0,2574.03,2565.61,499.47834212 +2017-07-27 11:00:00,2569.9,2588.91,2588.9,2574.02,305.57359355 +2017-07-27 10:00:00,2565.58,2600.0,2570.19,2588.91,496.34975178 +2017-07-27 09:00:00,2550.0,2570.2,2552.2,2570.2,140.07777361 +2017-07-27 08:00:00,2536.21,2552.2,2541.2,2552.11,119.63729092 +2017-07-27 07:00:00,2535.59,2561.19,2561.19,2541.2,158.46832931 +2017-07-27 06:00:00,2560.0,2564.0,2564.0,2561.19,132.35665892 +2017-07-27 05:00:00,2543.79,2567.11,2564.81,2564.0,287.36916481 +2017-07-27 04:00:00,2547.99,2583.0,2547.99,2564.82,438.48205065 +2017-07-27 03:00:00,2520.0,2553.2,2536.13,2548.0,366.66518075 +2017-07-27 02:00:00,2521.29,2547.54,2546.93,2536.14,326.63747263 +2017-07-27 01:00:00,2531.78,2554.46,2531.79,2546.69,338.18577403 +2017-07-27 00:00:00,2514.1,2541.2,2525.98,2531.79,307.04796956 +2017-07-26 23:00:00,2499.05,2535.75,2499.99,2525.99,699.03864341 +2017-07-26 22:00:00,2446.85,2499.99,2449.17,2499.99,428.18159496 +2017-07-26 21:00:00,2449.02,2505.0,2497.94,2453.42,506.20998574 +2017-07-26 20:00:00,2472.48,2497.97,2477.98,2497.94,384.43942517 +2017-07-26 19:00:00,2465.83,2484.8,2474.01,2478.0,280.34264631 +2017-07-26 18:00:00,2470.0,2494.19,2470.36,2474.01,376.07693439 +2017-07-26 17:00:00,2430.0,2481.58,2432.21,2470.37,598.83577441 +2017-07-26 16:00:00,2403.0,2447.55,2429.99,2432.21,932.30766513 +2017-07-26 15:00:00,2404.58,2489.39,2489.39,2429.99,1016.65450405 +2017-07-26 14:00:00,2461.05,2500.47,2475.01,2489.69,422.36255096 +2017-08-20 13:00:00,4065.45,4114.74,4114.03,4087.2,216.94697517 +2017-08-20 12:00:00,4074.92,4115.0,4090.63,4114.03,270.95316564 +2017-08-20 11:00:00,4052.3,4091.69,4086.0,4090.63,333.99898084 +2017-08-20 10:00:00,4085.99,4127.46,4110.0,4086.0,140.8702213 +2017-08-20 09:00:00,4089.0,4137.95,4137.95,4110.0,156.59187024 +2017-08-20 08:00:00,4125.34,4137.95,4135.0,4137.95,172.06785189 +2017-08-20 07:00:00,4096.24,4137.99,4098.04,4135.0,418.54657544 +2017-08-20 06:00:00,4092.36,4107.05,4095.6,4098.55,194.02293176 +2017-08-20 05:00:00,4095.15,4124.99,4098.99,4097.57,213.45061142 +2017-08-20 04:00:00,4090.31,4101.6,4090.32,4098.99,140.56345217 +2017-08-20 03:00:00,4078.48,4118.41,4108.12,4090.32,150.2061638 +2017-08-20 02:00:00,4082.34,4118.0,4098.0,4108.12,194.50417002 +2017-08-20 01:00:00,4048.94,4120.23,4120.21,4098.0,665.63221802 +2017-08-20 00:00:00,4082.16,4157.43,4157.41,4120.21,660.75887707 +2017-08-19 23:00:00,4155.1,4186.1,4156.68,4157.41,378.30592125 +2017-08-19 22:00:00,4125.25,4171.0,4125.26,4156.8,369.45731589 +2017-08-19 21:00:00,4125.1,4154.8,4128.76,4125.26,450.09696559 +2017-08-19 20:00:00,4086.22,4129.98,4098.4,4128.76,547.66113565 +2017-08-19 19:00:00,4076.89,4100.0,4099.75,4098.4,383.68604147 +2017-08-19 18:00:00,4065.0,4099.75,4069.88,4099.75,395.26457655 +2017-08-19 17:00:00,4040.02,4081.95,4042.02,4071.96,487.35484766 +2017-08-19 16:00:00,4015.0,4077.55,4041.02,4040.07,565.43629224 +2017-08-19 15:00:00,4011.07,4088.72,4070.03,4041.02,623.56356911 +2017-08-19 14:00:00,4068.35,4100.0,4080.0,4070.01,373.81403257 +2017-08-19 13:00:00,4078.8,4138.34,4126.95,4080.0,458.10344322 +2017-08-19 12:00:00,4008.26,4150.0,4026.5,4126.95,572.73064486 +2017-08-19 11:00:00,4001.07,4061.95,4058.19,4026.5,468.13896396 +2017-08-19 10:00:00,4029.0,4096.91,4093.27,4058.19,314.66944443 +2017-08-19 09:00:00,4030.59,4122.0,4042.83,4093.32,192.09604466 +2017-08-19 08:00:00,4029.0,4091.26,4086.52,4042.83,245.8966646 +2017-08-19 07:00:00,4000.0,4086.52,4019.84,4086.52,435.45086768 +2017-08-19 06:00:00,4019.83,4097.0,4089.93,4019.84,324.47742165 +2017-08-19 05:00:00,4062.62,4127.15,4112.47,4090.03,342.162803 +2017-08-19 04:00:00,4112.01,4149.99,4127.04,4112.47,277.70098237 +2017-08-19 03:00:00,4118.49,4175.0,4175.0,4127.04,344.71683908 +2017-08-19 02:00:00,4137.58,4175.68,4145.0,4175.0,361.64419822 +2017-08-19 01:00:00,4140.0,4183.39,4167.39,4145.0,508.51989573 +2017-08-19 00:00:00,4101.71,4178.86,4101.72,4167.42,1081.7919132 +2017-08-18 23:00:00,4085.22,4111.14,4110.0,4101.72,880.43747239 +2017-08-18 22:00:00,4064.85,4142.19,4065.0,4110.0,1681.10194271 +2017-08-18 21:00:00,3960.47,4067.66,4013.0,4064.87,2270.41393882 +2017-08-18 20:00:00,4005.0,4121.67,4121.67,4014.0,1777.09961261 +2017-08-18 19:00:00,4025.0,4121.69,4108.99,4121.67,2563.55323438 +2017-08-18 18:00:00,4101.0,4200.0,4199.35,4109.0,967.58429357 +2017-08-18 17:00:00,4130.05,4244.99,4244.48,4199.38,1782.71002235 +2017-08-18 16:00:00,4233.0,4271.91,4233.01,4244.48,658.0572275 +2017-08-18 15:00:00,4211.92,4255.01,4255.01,4233.01,643.35299449 +2017-08-18 14:00:00,4227.97,4280.75,4280.75,4255.01,1122.87793387 +2017-08-18 13:00:00,4260.84,4310.0,4309.01,4280.75,479.55301127 +2017-08-18 12:00:00,4293.79,4341.0,4318.71,4309.0,359.74210915 +2017-08-18 11:00:00,4306.88,4345.42,4339.21,4318.83,310.51917004 +2017-08-18 10:00:00,4299.98,4350.0,4299.99,4339.21,455.40669189 +2017-08-18 09:00:00,4280.05,4299.99,4280.05,4299.99,230.28844594 +2017-08-18 08:00:00,4259.99,4304.5,4300.25,4280.05,251.646267 +2017-08-18 07:00:00,4265.03,4304.28,4282.6,4300.25,317.92207633 +2017-08-18 06:00:00,4266.08,4312.14,4295.06,4282.64,487.3834911 +2017-08-18 05:00:00,4276.92,4319.0,4278.97,4295.11,577.80312687 +2017-08-18 04:00:00,4240.79,4290.0,4269.99,4278.83,506.50501829 +2017-08-18 03:00:00,4260.01,4297.0,4271.8,4269.99,309.57565311 +2017-08-18 02:00:00,4250.0,4275.0,4253.33,4271.8,564.69855211 +2017-08-18 01:00:00,4200.35,4266.73,4260.91,4253.33,1148.34056869 +2017-08-18 00:00:00,4260.9,4322.14,4280.01,4260.91,476.47856106 +2017-08-17 23:00:00,4275.01,4342.25,4320.01,4280.01,588.54909902 +2017-08-17 22:00:00,4295.01,4339.02,4313.41,4320.01,532.60562968 +2017-08-17 21:00:00,4313.16,4360.32,4323.25,4313.41,745.9455929 +2017-08-17 20:00:00,4246.93,4336.0,4315.62,4323.25,1003.63194163 +2017-08-17 19:00:00,4180.0,4319.99,4234.0,4315.62,1485.05391993 +2017-08-17 18:00:00,4203.12,4288.0,4269.52,4234.25,1905.88979682 +2017-08-17 17:00:00,4255.0,4350.96,4346.01,4268.02,1286.94296047 +2017-08-17 16:00:00,4254.1,4360.82,4350.64,4346.01,2350.9349396 +2017-08-17 15:00:00,4350.0,4457.91,4456.45,4350.63,1116.11026919 +2017-08-17 14:00:00,4437.65,4469.0,4467.98,4456.45,916.71354073 +2017-08-17 13:00:00,4425.0,4467.98,4431.0,4467.98,569.96514626 +2017-08-17 12:00:00,4405.52,4443.59,4415.0,4431.0,468.34377125 +2017-08-17 11:00:00,4413.29,4469.0,4455.02,4415.01,473.94526848 +2017-08-17 10:00:00,4415.67,4458.3,4440.0,4455.01,428.70751156 +2017-08-17 09:00:00,4354.0,4440.0,4355.7,4440.0,1189.82576661 +2017-08-17 08:00:00,4338.7,4360.0,4340.0,4355.7,366.78525494 +2017-08-17 07:00:00,4286.0,4340.0,4310.0,4340.0,430.55647153 +2017-08-17 06:00:00,4300.0,4326.97,4314.77,4310.0,275.72170485 +2017-08-17 05:00:00,4273.32,4325.88,4303.06,4314.8,348.65213568 +2017-08-17 04:00:00,4238.01,4320.0,4280.01,4303.06,436.5598716 +2017-08-17 03:00:00,4232.44,4335.08,4333.01,4280.01,871.84293607 +2017-08-17 02:00:00,4302.84,4337.7,4337.7,4333.01,543.89727198 +2017-08-17 01:00:00,4305.6,4374.05,4355.23,4337.7,578.29286654 +2017-08-17 00:00:00,4334.02,4397.0,4370.01,4355.23,1065.41793772 +2017-08-16 23:00:00,4320.54,4385.5,4325.0,4370.01,732.0268554 +2017-08-16 22:00:00,4282.98,4325.0,4314.31,4324.99,555.43570784 +2017-08-16 21:00:00,4305.0,4349.98,4348.0,4314.0,874.97328033 +2017-08-16 20:00:00,4302.19,4349.0,4302.2,4348.0,850.59696127 +2017-08-16 19:00:00,4279.0,4310.09,4302.85,4301.0,865.40986593 +2017-08-16 18:00:00,4254.0,4302.89,4285.02,4302.85,952.85088784 +2017-08-16 17:00:00,4272.77,4320.0,4296.98,4285.02,636.097687 +2017-08-16 16:00:00,4275.0,4373.99,4305.0,4293.53,1415.40242046 +2017-08-16 15:00:00,4116.99,4330.89,4117.0,4304.99,2243.66102617 +2017-08-16 14:00:00,4099.26,4129.0,4128.84,4117.0,507.37037446 +2017-08-16 13:00:00,4102.48,4130.42,4129.92,4128.84,482.43283576 +2017-08-16 12:00:00,4040.01,4131.59,4079.77,4129.88,584.82399238 +2017-08-16 11:00:00,4061.71,4102.4,4090.02,4079.77,426.84559774 +2017-08-16 10:00:00,4089.94,4155.0,4141.0,4090.02,313.72593286 +2017-08-16 09:00:00,4117.89,4165.0,4164.51,4141.0,263.67395138 +2017-08-16 08:00:00,4053.3,4169.95,4078.41,4164.5,515.82205993 +2017-08-16 07:00:00,4051.89,4114.9,4051.89,4072.6,505.74473358 +2017-08-16 06:00:00,3928.82,4065.21,3988.17,4051.88,841.24110888 +2017-08-16 05:00:00,3959.52,4049.48,4049.48,3988.17,889.3578709 +2017-08-16 04:00:00,4033.97,4077.0,4072.8,4049.46,481.69622576 +2017-08-16 03:00:00,4039.99,4094.98,4040.0,4072.86,462.94854496 +2017-08-16 02:00:00,4029.35,4152.06,4150.02,4039.19,709.72255268 +2017-08-16 01:00:00,4056.87,4167.49,4135.7,4150.99,1021.27857896 +2017-08-16 00:00:00,4115.04,4200.36,4159.93,4135.69,836.48715387 +2017-08-15 23:00:00,4142.08,4195.24,4185.2,4159.93,670.68830854 +2017-08-15 22:00:00,4138.36,4212.0,4138.37,4185.2,1139.30448781 +2017-08-15 21:00:00,4057.6,4156.0,4071.6,4138.37,1035.04913928 +2017-08-15 20:00:00,3985.0,4071.62,4057.01,4071.6,1160.23760625 +2017-08-15 19:00:00,4035.49,4104.98,4084.42,4057.0,1140.7807718 +2017-08-15 18:00:00,4059.01,4182.69,4111.53,4082.83,1711.81157223 +2017-08-15 17:00:00,4057.56,4123.0,4084.03,4111.53,1480.05295695 +2017-08-15 16:00:00,3960.01,4094.13,3989.81,4084.03,1317.09708744 +2017-08-15 15:00:00,3880.0,4054.97,3905.0,3989.78,2063.78696736 +2017-08-15 14:00:00,3807.14,3968.8,3968.5,3905.0,3875.44073978 +2017-08-15 13:00:00,3955.0,4089.96,4069.56,3968.5,1352.3432187 +2017-08-15 12:00:00,4032.68,4154.26,4137.58,4069.56,1086.04331461 +2017-08-15 11:00:00,4014.38,4160.52,4063.35,4137.58,970.58318449 +2017-08-15 10:00:00,3944.65,4146.04,4146.04,4063.35,2335.54264875 +2017-08-15 09:00:00,4095.0,4261.81,4231.02,4146.04,1487.20451676 +2017-08-15 08:00:00,4210.98,4333.97,4305.65,4230.03,611.61730276 +2017-08-15 07:00:00,4235.61,4305.65,4252.0,4305.65,562.8452597 +2017-08-15 06:00:00,4203.04,4384.82,4384.82,4251.99,1555.56474836 +2017-08-15 05:00:00,4369.01,4391.66,4369.77,4384.82,408.27994369 +2017-08-15 04:00:00,4344.01,4428.44,4412.01,4369.76,1339.22529519 +2017-08-15 03:00:00,4384.78,4434.42,4407.96,4412.0,986.29845125 +2017-08-15 02:00:00,4363.05,4420.0,4369.0,4407.95,1449.69329341 +2017-08-15 01:00:00,4325.62,4369.0,4354.89,4369.0,1023.7289012 +2017-08-15 00:00:00,4320.0,4369.69,4320.53,4354.88,1254.94183921 +2017-08-14 23:00:00,4250.86,4324.98,4256.99,4320.6,937.35992784 +2017-08-14 22:00:00,4205.01,4291.0,4290.09,4256.99,909.08693824 +2017-08-14 21:00:00,4257.91,4291.0,4262.99,4290.63,904.15988637 +2017-08-14 20:00:00,4221.28,4271.99,4224.99,4262.99,615.94265521 +2017-08-14 19:00:00,4216.03,4289.1,4289.1,4224.99,1344.95424075 +2017-08-14 18:00:00,4277.49,4302.24,4291.74,4289.1,1125.71246549 +2017-08-14 17:00:00,4257.0,4328.0,4289.0,4291.74,1794.94760622 +2017-08-14 16:00:00,4220.23,4289.98,4247.01,4289.0,1061.58197783 +2017-08-14 15:00:00,4200.0,4309.97,4263.82,4247.01,1536.58929985 +2017-08-14 14:00:00,4245.0,4297.41,4250.1,4263.3,1563.99607337 +2017-08-14 13:00:00,4194.23,4275.0,4200.0,4250.09,1376.97225405 +2017-08-14 12:00:00,4139.02,4209.0,4165.01,4200.0,544.05860719 +2017-08-14 11:00:00,4131.04,4207.9,4190.08,4165.01,459.41296664 +2017-08-14 10:00:00,4156.04,4216.0,4195.0,4190.12,785.6427816 +2017-08-14 09:00:00,4127.67,4195.0,4133.86,4195.0,675.38980272 +2017-08-14 08:00:00,4070.8,4142.7,4070.8,4133.86,614.96487126 +2017-08-14 07:00:00,4070.03,4094.34,4075.0,4070.8,321.4291466 +2017-08-14 06:00:00,4030.58,4075.0,4030.59,4075.0,350.04541875 +2017-08-14 05:00:00,4024.58,4059.2,4041.53,4030.58,278.59716562 +2017-08-14 04:00:00,3986.68,4049.96,3996.29,4041.54,308.1628026 +2017-08-14 03:00:00,3985.01,4079.23,4077.07,3996.29,812.1603866 +2017-08-14 02:00:00,4060.0,4099.99,4087.0,4077.53,792.79386951 +2017-08-14 01:00:00,4079.98,4099.98,4079.99,4087.0,402.14552199 +2017-08-14 00:00:00,4060.47,4113.88,4060.47,4079.99,543.85530211 +2017-08-13 23:00:00,4050.01,4100.41,4100.32,4060.47,542.74659423 +2017-08-13 22:00:00,4085.11,4125.76,4105.23,4100.35,652.70322546 +2017-08-13 21:00:00,4017.36,4125.78,4018.99,4107.49,823.26520587 +2017-08-13 20:00:00,3979.29,4040.02,3979.3,4016.01,1083.07127183 +2017-08-13 19:00:00,3962.07,4060.01,4060.01,3979.3,732.6146602 +2017-08-13 18:00:00,3999.99,4075.46,3999.99,4060.01,655.34868472 +2017-08-13 17:00:00,3980.93,4077.48,4062.63,4000.0,851.53187789 +2017-08-13 16:00:00,4013.96,4094.99,4031.99,4062.63,585.29315348 +2017-08-13 15:00:00,3969.87,4060.0,3984.02,4032.0,817.36061653 +2017-08-13 14:00:00,3950.02,4000.61,4000.0,3984.02,494.5309994 +2017-08-13 13:00:00,3852.28,4020.0,3900.77,4000.0,741.66074515 +2017-08-13 12:00:00,3850.0,3999.0,3998.93,3900.77,1135.643652 +2017-08-13 11:00:00,3946.21,4120.0,4120.0,3998.92,699.01013725 +2017-08-13 10:00:00,4005.0,4125.72,4125.71,4120.0,595.39195368 +2017-08-13 09:00:00,4111.64,4199.99,4185.72,4125.71,713.42004448 +2017-08-13 08:00:00,4108.19,4200.0,4159.0,4185.72,1302.05937854 +2017-08-13 07:00:00,4116.41,4172.01,4138.96,4159.0,856.93759837 +2017-08-13 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06:00:00,3414.11,3453.35,3436.3,3441.01,387.86466829 +2017-08-08 05:00:00,3413.0,3467.37,3464.64,3436.31,702.61884544 +2017-08-08 04:00:00,3433.0,3478.8,3450.0,3464.66,774.25982766 +2017-08-08 03:00:00,3419.99,3455.18,3419.99,3450.01,964.53496949 +2017-08-08 02:00:00,3390.53,3420.0,3390.54,3419.99,823.79226108 +2017-09-02 01:00:00,4930.0,4974.81,4931.76,4967.32,814.75610901 +2017-09-02 00:00:00,4929.07,4962.0,4948.0,4931.76,876.48544516 +2017-09-01 23:00:00,4893.06,4948.0,4893.21,4947.99,678.38111089 +2017-09-01 22:00:00,4869.98,4894.31,4869.99,4894.31,601.09240779 +2017-09-01 21:00:00,4842.0,4887.59,4883.69,4869.99,866.75513075 +2017-09-01 20:00:00,4849.99,4920.0,4871.83,4883.69,1809.86567259 +2017-09-01 19:00:00,4830.0,4875.98,4838.5,4871.83,1290.76774429 +2017-09-01 18:00:00,4835.67,4845.88,4844.94,4838.5,850.12011022 +2017-09-01 17:00:00,4830.33,4844.99,4830.34,4844.94,972.13749387 +2017-09-01 16:00:00,4830.0,4840.0,4839.88,4830.34,844.77160895 +2017-09-01 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03:00:00,4600.99,4614.1,4608.74,4608.03,316.16770014 +2017-08-30 02:00:00,4597.0,4620.07,4617.55,4608.74,592.37217396 +2017-08-30 01:00:00,4599.57,4634.95,4599.58,4617.59,619.46028706 +2017-08-30 00:00:00,4572.84,4599.58,4599.01,4599.58,412.64558512 +2017-08-29 23:00:00,4598.5,4611.49,4598.5,4599.0,426.8394625 +2017-08-29 22:00:00,4586.96,4615.7,4615.69,4598.5,511.88972588 +2017-08-29 21:00:00,4592.05,4643.92,4592.05,4615.72,835.0603986 +2017-08-29 20:00:00,4588.63,4614.57,4588.69,4592.05,1138.44779529 +2017-08-29 19:00:00,4558.47,4588.79,4569.51,4588.69,444.18950788 +2017-08-29 18:00:00,4557.56,4580.46,4557.57,4569.84,438.32088876 +2017-08-29 17:00:00,4534.0,4560.0,4559.97,4557.57,424.23845017 +2017-08-29 16:00:00,4534.0,4584.97,4581.5,4559.97,773.00651907 +2017-08-29 15:00:00,4558.48,4615.0,4565.01,4581.5,989.09389856 +2017-08-29 14:00:00,4550.03,4614.86,4605.8,4565.01,1382.59435249 +2017-08-29 13:00:00,4420.78,4656.83,4434.97,4609.81,2812.03133726 +2017-08-29 12:00:00,4368.82,4434.97,4383.97,4434.97,647.8641586 +2017-08-29 11:00:00,4366.0,4396.93,4366.65,4383.97,292.43113794 +2017-08-29 10:00:00,4350.0,4367.93,4354.61,4366.65,183.31225244 +2017-08-29 09:00:00,4350.0,4366.88,4366.8,4354.61,171.50143292 +2017-08-29 08:00:00,4350.01,4370.0,4350.02,4366.8,284.38944678 +2017-08-29 07:00:00,4350.0,4371.25,4371.25,4350.02,210.80641554 +2017-08-29 06:00:00,4370.32,4371.95,4370.33,4371.25,158.601199 +2017-08-29 05:00:00,4370.32,4391.02,4389.47,4370.33,350.01399884 +2017-08-29 04:00:00,4377.73,4392.0,4385.62,4389.47,260.88343289 +2017-08-29 03:00:00,4377.48,4399.0,4377.49,4385.62,670.04468103 +2017-08-29 02:00:00,4352.61,4378.42,4378.42,4377.49,330.26002844 +2017-08-29 01:00:00,4370.06,4384.44,4371.46,4378.42,339.70463505 +2017-08-29 00:00:00,4363.04,4389.79,4384.99,4371.46,434.43296786 +2017-08-28 23:00:00,4366.78,4385.0,4373.5,4384.99,508.19816195 +2017-08-28 22:00:00,4358.5,4396.0,4375.0,4373.5,834.17775328 +2017-08-28 21:00:00,4339.54,4375.0,4339.82,4374.99,743.88615315 +2017-08-28 20:00:00,4332.58,4342.4,4336.0,4339.98,251.00291838 +2017-08-28 19:00:00,4330.01,4345.0,4330.02,4336.0,260.95654769 +2017-08-28 18:00:00,4327.89,4342.37,4342.37,4330.02,470.66809009 +2017-08-28 17:00:00,4324.99,4348.99,4325.0,4342.37,483.6908301 +2017-08-28 16:00:00,4298.0,4325.0,4298.0,4325.0,535.37135222 +2017-08-28 15:00:00,4285.0,4311.99,4311.97,4298.0,335.82389135 +2017-08-28 14:00:00,4303.75,4319.12,4319.12,4311.9,405.63273938 +2017-08-28 13:00:00,4291.05,4324.0,4295.0,4319.12,379.56329138 +2017-08-28 12:00:00,4291.21,4316.22,4314.99,4295.04,305.67887923 +2017-08-28 11:00:00,4313.85,4319.99,4314.0,4314.99,176.11720872 +2017-08-28 10:00:00,4295.23,4315.0,4300.56,4314.0,259.03572272 +2017-08-28 09:00:00,4282.0,4305.69,4292.45,4300.56,153.73601726 +2017-08-28 08:00:00,4292.01,4306.0,4299.98,4292.42,208.64681234 +2017-08-28 07:00:00,4264.26,4300.0,4266.01,4299.98,157.71793361 +2017-08-28 06:00:00,4239.82,4266.49,4239.82,4266.01,195.60434164 +2017-08-28 05:00:00,4229.99,4261.74,4261.26,4239.82,370.07770477 +2017-08-28 04:00:00,4200.0,4291.64,4291.64,4261.26,1398.31638504 +2017-08-28 03:00:00,4285.0,4316.11,4313.92,4291.64,451.49943788 +2017-08-28 02:00:00,4308.0,4316.99,4310.61,4313.95,334.90340934 +2017-08-28 01:00:00,4302.0,4319.96,4302.38,4310.62,353.42420916 +2017-08-28 00:00:00,4301.37,4343.5,4343.5,4302.38,878.87403005 +2017-08-27 23:00:00,4339.4,4358.67,4356.55,4340.11,680.80738928 +2017-08-27 22:00:00,4352.33,4369.0,4365.04,4356.55,355.6850955 +2017-08-27 21:00:00,4355.0,4370.0,4369.51,4365.04,399.04240136 +2017-08-27 20:00:00,4360.0,4376.0,4362.98,4369.5,445.97396538 +2017-08-27 19:00:00,4347.6,4362.99,4361.88,4362.97,274.32152961 +2017-08-27 18:00:00,4345.0,4361.88,4351.81,4361.88,402.88241923 +2017-08-27 17:00:00,4345.05,4354.99,4346.03,4351.78,380.12048194 +2017-08-27 16:00:00,4340.22,4350.0,4345.01,4345.03,487.9236853 +2017-08-27 15:00:00,4340.0,4349.12,4343.5,4345.01,198.18098139 +2017-08-27 14:00:00,4322.73,4343.53,4322.73,4343.5,141.29756112 +2017-08-27 13:00:00,4315.0,4338.09,4316.58,4322.73,261.77867992 +2017-08-27 12:00:00,4315.0,4341.95,4341.95,4316.58,231.56471872 +2017-08-27 11:00:00,4315.24,4344.0,4316.6,4341.99,219.92585548 +2017-08-27 10:00:00,4315.0,4323.73,4317.34,4316.6,136.32075531 +2017-08-27 09:00:00,4315.04,4339.21,4330.01,4318.09,161.19064416 +2017-08-27 08:00:00,4330.0,4342.42,4338.67,4330.01,58.43007625 +2017-08-27 07:00:00,4338.0,4352.26,4344.82,4338.67,115.87540795 +2017-08-27 06:00:00,4330.98,4356.51,4330.99,4343.82,251.8487 +2017-08-27 05:00:00,4309.87,4333.6,4326.0,4330.99,250.16734767 +2017-08-27 04:00:00,4323.82,4347.83,4323.82,4326.0,200.04101849 +2017-08-27 03:00:00,4320.84,4359.99,4356.99,4323.82,490.81921368 +2017-08-27 02:00:00,4354.78,4388.37,4388.37,4356.99,257.66000795 +2017-08-27 01:00:00,4339.75,4392.0,4342.67,4388.37,380.90984259 +2017-08-27 00:00:00,4335.75,4349.0,4344.32,4342.67,258.57642349 +2017-08-26 23:00:00,4336.3,4349.84,4342.18,4344.32,261.91081931 +2017-08-26 22:00:00,4331.85,4346.03,4336.28,4342.19,241.0354538 +2017-08-26 21:00:00,4335.6,4349.81,4349.81,4336.28,181.81926282 +2017-08-26 20:00:00,4334.26,4349.99,4336.69,4349.99,194.43158853 +2017-08-26 19:00:00,4328.09,4353.0,4328.09,4336.69,365.21914714 +2017-08-26 18:00:00,4295.59,4328.09,4300.8,4328.09,240.82418549 +2017-08-26 17:00:00,4293.1,4308.0,4307.02,4300.0,213.57105859 +2017-08-26 16:00:00,4288.0,4309.49,4297.43,4307.02,289.0874501 +2017-08-26 15:00:00,4281.12,4299.89,4281.13,4297.43,420.60407153 +2017-08-26 14:00:00,4275.0,4289.5,4286.0,4281.13,297.27725979 +2017-08-26 13:00:00,4276.77,4296.84,4279.0,4286.0,232.99085052 +2017-08-26 12:00:00,4265.0,4311.01,4311.01,4279.0,330.25741885 +2017-08-26 11:00:00,4311.0,4319.99,4319.98,4311.01,83.52790151 +2017-08-26 10:00:00,4305.6,4320.0,4305.78,4319.99,80.77388275 +2017-08-26 09:00:00,4283.16,4329.5,4329.45,4305.78,170.95245013 +2017-08-26 08:00:00,4327.77,4344.0,4341.95,4329.47,120.48377135 +2017-08-26 07:00:00,4315.0,4350.0,4323.98,4341.94,162.67445121 +2017-08-26 06:00:00,4313.07,4324.01,4319.69,4323.88,168.91453405 +2017-08-26 05:00:00,4290.2,4321.2,4311.19,4319.78,244.72879525 +2017-08-26 04:00:00,4309.99,4325.1,4310.0,4311.19,229.79535209 +2017-08-26 03:00:00,4260.01,4319.76,4300.01,4310.0,441.18112949 +2017-08-26 02:00:00,4300.0,4331.99,4331.99,4300.01,489.35933083 +2017-08-26 01:00:00,4324.2,4363.13,4363.13,4331.99,423.32334418 +2017-08-26 00:00:00,4360.0,4374.39,4360.0,4363.13,261.73525275 +2017-08-25 23:00:00,4330.0,4375.47,4375.47,4360.0,311.82706538 +2017-08-25 22:00:00,4327.0,4376.09,4343.0,4375.47,346.58798958 +2017-08-25 21:00:00,4322.58,4360.0,4329.03,4343.0,659.77713013 +2017-08-25 20:00:00,4284.01,4345.02,4335.38,4329.03,905.36010272 +2017-08-25 19:00:00,4300.0,4440.96,4440.96,4335.37,1429.55330769 +2017-08-25 18:00:00,4424.98,4441.0,4424.99,4440.95,309.97584596 +2017-08-25 17:00:00,4405.01,4453.9,4450.0,4424.99,763.07030436 +2017-08-25 16:00:00,4418.03,4450.0,4418.04,4450.0,505.59797184 +2017-08-25 15:00:00,4369.99,4449.99,4370.0,4418.04,1309.61223344 +2017-08-25 14:00:00,4350.32,4370.0,4350.33,4370.0,351.24804105 +2017-08-25 13:00:00,4345.32,4350.33,4349.98,4350.33,262.47674287 +2017-08-25 12:00:00,4337.19,4350.08,4346.4,4349.98,230.94125071 +2017-08-25 11:00:00,4331.88,4355.62,4349.99,4346.4,138.83032189 +2017-08-25 10:00:00,4342.99,4361.05,4361.05,4349.99,100.25117558 +2017-08-25 09:00:00,4350.99,4361.28,4351.0,4361.05,133.14464732 +2017-08-25 08:00:00,4314.54,4351.0,4340.0,4351.0,164.80542419 +2017-08-25 07:00:00,4327.3,4348.49,4327.3,4340.0,217.10743325 +2017-08-25 06:00:00,4302.0,4327.3,4324.48,4327.3,258.80882011 +2017-08-25 05:00:00,4300.1,4329.89,4325.01,4324.47,346.80211472 +2017-08-25 04:00:00,4325.0,4354.97,4344.01,4325.01,286.87042312 +2017-08-25 03:00:00,4312.5,4349.42,4349.42,4344.01,458.93587528 +2017-08-25 02:00:00,4330.33,4361.0,4350.0,4349.41,389.34514078 +2017-08-25 01:00:00,4335.77,4368.99,4368.16,4350.0,436.70492627 +2017-08-25 00:00:00,4312.02,4368.16,4312.03,4368.16,601.14544012 +2017-08-24 23:00:00,4311.43,4349.99,4330.0,4312.03,866.25740586 +2017-08-24 22:00:00,4234.22,4334.91,4236.44,4329.99,1286.4798391 +2017-08-24 21:00:00,4223.0,4238.32,4234.0,4236.44,429.54095722 +2017-08-24 20:00:00,4220.08,4235.36,4230.52,4234.0,390.17376693 +2017-08-24 19:00:00,4214.85,4231.0,4230.0,4230.53,301.10579741 +2017-08-24 18:00:00,4186.05,4230.0,4205.59,4230.0,429.8167167 +2017-08-24 17:00:00,4200.0,4218.56,4217.03,4205.6,388.52197412 +2017-08-24 16:00:00,4217.0,4242.73,4234.43,4217.02,429.81287945 +2017-08-24 15:00:00,4216.37,4244.0,4238.88,4234.44,421.63395241 +2017-08-24 14:00:00,4186.03,4238.88,4186.03,4238.88,972.18757089 +2017-08-24 13:00:00,4166.0,4190.0,4171.47,4186.03,336.44802144 +2017-08-24 12:00:00,4150.0,4193.03,4184.17,4171.46,302.44051764 +2017-08-24 11:00:00,4171.06,4195.0,4187.23,4192.32,280.50622045 +2017-08-24 10:00:00,4164.37,4187.23,4179.98,4187.23,136.97198852 +2017-08-24 09:00:00,4179.19,4213.0,4210.0,4179.99,105.18808077 +2017-08-24 08:00:00,4179.85,4210.0,4179.85,4210.0,220.61003672 +2017-08-24 07:00:00,4164.3,4190.0,4164.85,4179.85,231.6014384 +2017-08-24 06:00:00,4155.32,4172.0,4156.31,4164.88,153.22120788 +2017-08-24 05:00:00,4134.61,4160.97,4143.28,4156.31,258.69029571 +2017-08-24 04:00:00,4121.01,4143.29,4133.05,4143.27,259.31293952 +2017-08-24 03:00:00,4112.76,4157.08,4148.95,4133.05,422.31666106 +2017-08-24 02:00:00,4145.59,4198.99,4170.63,4148.95,513.21074001 +2017-08-24 01:00:00,4134.9,4218.0,4141.01,4170.63,766.75192057 +2017-08-24 00:00:00,4132.37,4159.0,4142.5,4141.01,345.18328033 +2017-08-23 23:00:00,4138.0,4158.99,4143.02,4143.49,379.28157863 +2017-08-23 22:00:00,4090.15,4145.0,4097.99,4143.02,446.6571585 +2017-08-23 21:00:00,4091.7,4142.35,4134.37,4097.99,816.23604805 +2017-08-23 20:00:00,4080.0,4134.97,4123.01,4134.37,1130.11946454 +2017-08-23 19:00:00,4124.02,4162.0,4162.0,4124.02,640.4581718 +2017-08-23 18:00:00,4160.04,4187.8,4175.0,4162.0,391.25730612 +2017-08-23 17:00:00,4168.0,4226.0,4226.0,4175.0,720.26320867 +2017-08-23 16:00:00,4209.0,4243.95,4209.98,4226.0,716.71982071 +2017-08-23 15:00:00,4180.0,4210.0,4183.44,4209.29,394.34507087 +2017-08-23 14:00:00,4179.38,4202.87,4202.87,4183.44,419.86863838 +2017-08-23 13:00:00,4180.01,4215.0,4215.0,4202.87,473.12461781 +2017-08-23 12:00:00,4205.53,4247.88,4222.99,4215.0,354.9713153 +2017-08-23 11:00:00,4198.89,4231.91,4229.61,4222.86,261.32514098 +2017-08-23 10:00:00,4206.59,4244.99,4226.86,4229.6,267.68738882 +2017-08-23 09:00:00,4155.0,4235.0,4155.0,4226.86,788.8107919 +2017-08-23 08:00:00,4108.0,4155.0,4115.99,4155.0,495.07701148 +2017-08-23 07:00:00,4096.0,4115.98,4110.99,4115.97,197.57649193 +2017-08-23 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22:00:00,5651.0,5692.51,5681.93,5691.02,416.50584463 +2017-10-25 21:00:00,5670.0,5718.0,5678.36,5681.93,867.85390365 +2017-10-25 20:00:00,5635.21,5694.0,5658.38,5678.37,884.81866686 +2017-10-25 19:00:00,5553.72,5661.99,5555.27,5658.38,736.98540948 +2017-10-25 18:00:00,5526.0,5569.99,5526.55,5555.27,441.46287274 +2017-10-25 17:00:00,5499.98,5552.47,5530.46,5526.55,557.69338235 +2017-10-25 16:00:00,5483.0,5560.0,5483.92,5530.46,514.55465076 +2017-10-25 15:00:00,5443.11,5492.33,5492.24,5483.92,635.77866039 +2017-10-25 14:00:00,5488.27,5549.0,5535.71,5492.24,441.91759095 +2017-10-25 13:00:00,5504.41,5566.0,5523.83,5535.71,309.05430959 +2017-10-25 12:00:00,5480.0,5560.67,5557.64,5531.0,484.27589644 +2017-10-25 11:00:00,5521.13,5580.01,5580.01,5557.41,314.57346671 +2017-10-25 10:00:00,5573.24,5641.99,5638.99,5580.01,230.60698802 +2017-10-25 09:00:00,5615.23,5643.99,5641.0,5638.99,107.04274343 +2017-10-25 08:00:00,5570.2,5640.04,5581.75,5640.04,278.33997082 +2017-10-25 07:00:00,5535.0,5594.89,5535.23,5581.84,227.76314464 +2017-10-25 06:00:00,5487.49,5552.17,5503.11,5531.55,261.02256445 +2017-10-25 05:00:00,5473.08,5575.0,5544.0,5503.11,560.14627572 +2017-10-25 04:00:00,5527.0,5571.61,5560.0,5544.0,555.4808464 +2017-10-25 03:00:00,5399.33,5560.0,5399.58,5560.0,1508.1500768 +2017-10-25 02:00:00,5380.0,5450.99,5390.61,5399.81,908.54884712 +2017-10-25 01:00:00,5376.71,5519.44,5511.71,5390.64,1681.16608701 +2017-10-25 00:00:00,5510.0,5537.0,5525.43,5511.71,430.83746688 +2017-10-24 23:00:00,5496.57,5544.98,5508.01,5525.43,632.81004349 +2017-10-24 22:00:00,5469.48,5544.98,5470.07,5508.01,1139.84148424 +2017-10-24 21:00:00,5462.19,5599.97,5598.99,5470.07,1543.52817008 +2017-10-24 20:00:00,5566.01,5680.0,5679.99,5599.0,1365.15496359 +2017-10-24 19:00:00,5655.0,5686.96,5686.96,5680.0,667.32557654 +2017-10-24 18:00:00,5680.0,5729.0,5720.24,5686.96,473.49565629 +2017-10-24 17:00:00,5713.15,5737.4,5737.4,5720.24,438.90063417 +2017-10-24 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01:00:00,5640.0,5840.01,5780.97,5665.83,2213.22004994 +2017-10-24 00:00:00,5730.14,5906.0,5906.0,5780.98,1130.41954587 +2017-10-23 23:00:00,5851.47,5932.71,5868.29,5905.99,659.36904965 +2017-10-23 22:00:00,5822.0,5898.01,5885.0,5868.29,758.62552748 +2017-10-23 21:00:00,5861.73,5929.9,5915.0,5885.0,589.35497584 +2017-10-23 20:00:00,5905.0,5995.06,5925.0,5915.0,854.82248774 +2017-10-23 19:00:00,5816.43,5950.0,5820.0,5924.99,762.16632796 +2017-10-23 18:00:00,5770.0,5883.99,5851.0,5820.0,836.37246174 +2017-10-23 17:00:00,5819.13,5866.62,5844.21,5851.0,819.669004 +2017-10-23 16:00:00,5730.0,5850.0,5792.26,5844.21,1146.82922146 +2017-10-23 15:00:00,5675.11,5824.98,5719.17,5797.14,1405.13253894 +2017-10-23 14:00:00,5650.98,5775.71,5741.04,5719.15,1407.34167083 +2017-10-23 13:00:00,5672.28,5800.98,5787.15,5735.29,1865.03699275 +2017-10-23 12:00:00,5785.0,5922.37,5922.37,5790.16,827.67291413 +2017-10-23 11:00:00,5891.02,5927.27,5900.01,5922.37,219.92256316 +2017-10-23 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19:00:00,5859.99,5930.55,5897.74,5890.0,568.80832674 +2017-10-22 18:00:00,5897.0,5990.0,5990.0,5897.0,535.33294832 +2017-10-22 17:00:00,5961.5,6002.0,5974.54,5990.0,292.90155586 +2017-10-22 16:00:00,5950.0,6020.0,6014.91,5974.54,380.77436514 +2017-10-22 15:00:00,5971.69,6042.13,5994.98,6018.87,454.86824195 +2017-10-22 14:00:00,5855.7,5994.98,5860.01,5994.98,365.47892413 +2017-10-22 13:00:00,5840.78,5893.47,5874.87,5860.01,234.3334509 +2017-10-22 12:00:00,5770.01,5892.2,5830.36,5874.87,489.70449086 +2017-10-22 11:00:00,5755.95,5835.51,5806.7,5830.36,638.1280659 +2017-10-22 10:00:00,5806.05,5866.87,5836.02,5806.7,299.12952156 +2017-10-22 09:00:00,5820.0,5943.0,5941.21,5836.03,281.22473557 +2017-10-22 08:00:00,5898.06,5944.89,5944.89,5941.21,191.38671912 +2017-10-22 07:00:00,5888.32,5968.0,5888.33,5944.89,304.43144822 +2017-10-22 06:00:00,5810.11,5888.33,5879.39,5888.33,459.25734147 +2017-10-22 05:00:00,5775.0,5920.01,5805.0,5879.39,933.15021162 +2017-10-22 04:00:00,5801.49,5969.73,5969.73,5805.01,1234.66990377 +2017-10-22 03:00:00,5950.1,5994.96,5958.79,5969.73,334.16579051 +2017-10-22 02:00:00,5950.0,6056.53,6056.53,5958.78,829.11141591 +2017-11-16 01:00:00,7130.0,7242.01,7242.01,7171.05,1569.33333653 +2017-11-16 00:00:00,7242.0,7294.0,7294.0,7242.01,520.85475007 +2017-11-15 23:00:00,7206.3,7294.0,7279.05,7294.0,780.81385205 +2017-11-15 22:00:00,7261.07,7323.0,7310.05,7279.05,1018.68217839 +2017-11-15 21:00:00,7232.0,7310.05,7269.52,7310.05,1382.11330302 +2017-11-15 20:00:00,7205.99,7349.0,7228.0,7269.51,2257.42072488 +2017-11-15 19:00:00,7139.99,7244.99,7150.1,7228.0,1117.80880011 +2017-11-15 18:00:00,7125.0,7189.95,7189.95,7150.08,829.44269873 +2017-11-15 17:00:00,7156.04,7210.0,7177.0,7189.95,650.05647613 +2017-11-15 16:00:00,7101.01,7255.0,7255.0,7175.1,1998.75119687 +2017-11-15 15:00:00,7173.01,7270.0,7173.02,7255.0,1265.67388097 +2017-11-15 14:00:00,7160.0,7272.91,7199.5,7173.02,1593.14031328 +2017-11-15 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05:00:00,17005.03,17250.0,17071.82,17240.0,1347.91801547 +2017-12-13 04:00:00,16870.0,17096.6,17096.6,17071.82,1805.29060454 +2017-12-13 03:00:00,17021.0,17389.0,17299.0,17096.6,1683.05579618 +2017-12-13 02:00:00,16750.0,17659.99,17624.45,17299.0,3486.38691987 +2017-12-13 01:00:00,17550.0,17839.01,17839.01,17624.45,1303.90251949 +2017-12-13 00:00:00,17730.11,17900.0,17730.12,17839.0,1284.74002971 +2017-12-12 23:00:00,17600.96,17798.01,17797.99,17730.12,1402.40603866 +2017-12-12 22:00:00,17574.98,17920.42,17575.0,17797.99,1852.29418601 +2017-12-12 21:00:00,17410.0,17627.12,17521.01,17574.99,1180.11467982 +2017-12-12 20:00:00,17520.02,17875.0,17711.63,17521.01,1330.88714221 +2017-12-12 19:00:00,17509.32,17850.0,17788.9,17711.62,1743.45742915 +2017-12-12 18:00:00,17576.38,18149.99,17704.93,17788.9,4922.91556464 +2017-12-12 17:00:00,17242.0,17750.0,17387.01,17704.95,2575.64099152 +2017-12-12 16:00:00,17100.0,17490.0,17266.42,17387.0,2042.59945194 +2017-12-12 15:00:00,16958.89,17266.42,17064.54,17266.42,1824.8600842 +2017-12-12 14:00:00,17050.0,17370.0,17369.99,17064.54,1260.2994389 +2017-12-12 13:00:00,16846.0,17400.0,16850.01,17369.98,2604.43260158 +2017-12-12 12:00:00,16690.0,16950.0,16895.98,16850.0,1172.52136814 +2017-12-12 11:00:00,16844.68,17000.0,16860.01,16895.97,528.03329834 +2017-12-12 10:00:00,16837.42,17005.04,17005.04,16860.0,514.32178927 +2017-12-12 09:00:00,16965.0,17100.0,17067.63,17005.04,554.08655224 +2017-12-12 08:00:00,16918.16,17100.0,16918.17,17070.54,1282.72345386 +2017-12-12 07:00:00,16765.99,16958.15,16765.99,16918.17,1236.73594606 +2017-12-12 05:00:00,16404.01,16766.0,16461.02,16765.99,1369.15979497 +2017-12-12 04:00:00,16450.12,16669.42,16502.01,16450.12,1269.088528 +2017-12-12 03:00:00,16375.0,16899.99,16864.91,16502.01,2409.74652341 +2017-12-12 02:00:00,16755.0,17057.04,16980.0,16864.9,1621.03888847 +2017-12-12 01:00:00,16600.0,16999.99,16839.45,16980.0,1662.44422774 +2017-12-12 00:00:00,16640.0,16897.0,16885.76,16839.45,1859.59941639 +2017-12-11 23:00:00,16800.0,17117.61,17070.8,16885.76,1977.54937144 +2017-12-11 22:00:00,16900.51,17250.01,17250.01,17070.79,1936.65418832 +2017-12-11 21:00:00,17000.0,17336.01,17314.73,17250.0,1913.87948248 +2017-12-11 20:00:00,17000.0,17493.0,17142.38,17314.72,4670.22449137 +2017-12-11 19:00:00,16669.98,17142.39,16669.99,17142.39,1175.1545128 +2017-12-11 18:00:00,16535.99,16720.0,16536.0,16669.99,1001.39182585 +2017-12-11 17:00:00,16529.46,16649.99,16649.99,16536.0,1043.13853532 +2017-12-11 16:00:00,16550.0,16749.0,16710.0,16649.98,1015.02295826 +2017-12-11 15:00:00,16532.95,16750.0,16599.01,16710.0,1032.26096704 +2017-12-11 14:00:00,16414.75,16780.01,16639.38,16599.01,1317.70641154 +2017-12-11 13:00:00,16517.67,16872.59,16825.8,16639.37,1246.51180847 +2017-12-11 12:00:00,16610.7,16900.0,16610.7,16825.8,511.03058079 +2017-12-11 11:00:00,16600.0,16829.99,16801.65,16610.7,437.26368686 +2017-12-11 10:00:00,16708.0,16888.0,16760.83,16801.65,350.94657278 +2017-12-11 09:00:00,16631.48,16850.0,16775.92,16760.84,612.15152032 +2017-12-11 08:00:00,16700.0,16940.0,16849.99,16775.92,686.90261066 +2017-12-11 07:00:00,16733.78,16948.0,16948.0,16849.99,764.88655654 +2017-12-11 06:00:00,16557.0,16950.0,16574.0,16948.0,1268.9686459 +2017-12-11 05:00:00,16525.0,16730.0,16550.01,16574.0,879.95417697 +2017-12-11 04:00:00,16301.0,16888.0,16637.98,16550.01,2459.7590982 +2017-12-11 03:00:00,16523.78,16988.0,16796.17,16637.99,5210.31342557 +2017-12-11 02:00:00,16030.0,16796.17,16158.49,16796.17,3676.74368451 +2018-01-05 01:00:00,15035.0,15099.98,15053.18,15073.0,433.96026573 +2018-01-05 00:00:00,14980.0,15176.86,15145.0,15053.18,547.3032968 +2018-01-04 23:00:00,14979.44,15165.0,15015.0,15144.99,839.83198717 +2018-01-04 22:00:00,14899.81,15049.0,14940.04,15014.99,609.78354102 +2018-01-04 21:00:00,14860.97,15024.99,14890.0,14940.04,686.65053949 +2018-01-04 20:00:00,14860.97,15075.0,14997.99,14889.99,1104.42872061 +2018-01-04 19:00:00,14784.22,14998.0,14815.0,14997.99,804.12031217 +2018-01-04 18:00:00,14717.01,14928.04,14717.01,14815.0,853.929498 +2018-01-04 17:00:00,14608.0,14750.0,14625.5,14717.01,720.27189813 +2018-01-04 16:00:00,14500.0,14649.42,14620.01,14625.49,733.128709 +2018-01-04 15:00:00,14510.0,14676.21,14674.01,14620.01,965.09583421 +2018-01-04 14:00:00,14567.33,14699.06,14619.99,14674.01,750.4636478 +2018-01-04 13:00:00,14471.13,14686.56,14480.0,14619.99,791.98835302 +2018-01-04 12:00:00,14400.0,14647.6,14603.19,14480.0,645.99390345 +2018-01-04 11:00:00,14386.01,14603.96,14531.01,14603.19,418.41145657 +2018-01-04 10:00:00,14531.0,14698.88,14577.88,14531.01,437.18176653 +2018-01-04 09:00:00,14230.0,14614.54,14417.0,14577.88,1011.18436677 +2018-01-04 08:00:00,14406.51,14945.99,14920.01,14406.51,1691.55153709 +2018-01-04 07:00:00,14920.0,15000.0,15000.0,14920.0,558.29908762 +2018-01-04 06:00:00,14970.99,15142.0,14971.01,15000.0,586.03144853 +2018-01-04 05:00:00,14863.69,15000.0,14986.76,14971.23,755.01586666 +2018-01-04 04:00:00,14950.0,15150.02,15150.02,14986.76,1013.80016151 +2018-01-04 03:00:00,15110.0,15300.52,15279.52,15150.01,749.15955898 +2018-01-04 02:00:00,15207.2,15400.0,15369.73,15290.31,1245.1568225 +2018-01-04 01:00:00,14926.26,15370.0,15104.49,15369.73,1247.69669913 +2018-01-04 00:00:00,15032.0,15129.99,15098.23,15104.48,791.26062653 +2018-01-03 23:00:00,14865.0,15098.14,14865.01,15098.14,1001.44543778 +2018-01-03 22:00:00,14863.0,15068.0,15067.99,14865.01,591.29932857 +2018-01-03 21:00:00,14955.73,15080.84,14980.12,15067.99,775.75392655 +2018-01-03 20:00:00,14780.0,14993.42,14789.0,14980.12,804.55355167 +2018-01-03 19:00:00,14775.0,14944.0,14787.89,14789.0,1019.31866566 +2018-01-03 18:00:00,14778.0,14955.0,14954.99,14787.89,1193.80785616 +2018-01-03 17:00:00,14954.99,15120.2,15119.93,14955.0,854.22901041 +2018-01-03 16:00:00,15080.0,15250.0,15085.01,15119.93,845.67494403 +2018-01-03 15:00:00,14925.02,15100.0,14925.03,15085.0,590.46416141 +2018-01-03 14:00:00,14900.0,15100.0,14971.91,14925.03,672.57910675 +2018-01-03 13:00:00,14650.0,14986.06,14650.0,14971.9,523.946231 +2018-01-03 12:00:00,14628.0,14944.83,14903.14,14650.0,357.91885962 +2018-01-03 11:00:00,14750.0,14907.51,14750.01,14903.13,295.05102453 +2018-01-03 10:00:00,14629.0,14950.01,14881.49,14750.01,755.64329271 +2018-01-03 09:00:00,14860.62,15180.01,15164.99,14880.01,742.84120971 +2018-01-03 08:00:00,15135.0,15308.0,15308.0,15162.0,381.59667066 +2018-01-03 07:00:00,15277.62,15400.0,15356.0,15308.0,555.40035192 +2018-01-03 06:00:00,15067.61,15374.7,15098.87,15356.0,971.86729784 +2018-01-03 05:00:00,15015.0,15149.8,15090.01,15098.88,578.00303354 +2018-01-03 04:00:00,14904.21,15150.0,14907.5,15090.01,683.8326088 +2018-01-03 03:00:00,14850.0,15198.88,15041.0,14900.04,1442.89091722 +2018-01-03 02:00:00,14822.47,15084.46,14888.9,15041.0,1008.42456434 +2018-01-03 01:00:00,14816.0,14899.99,14885.0,14888.9,515.47413292 +2018-01-03 00:00:00,14761.0,14970.0,14781.52,14885.0,715.47910266 +2018-01-02 23:00:00,14718.01,14942.24,14870.02,14781.51,804.51558403 +2018-01-02 22:00:00,14761.01,15049.0,14761.01,14862.03,1045.69683397 +2018-01-02 21:00:00,14700.0,14965.01,14830.0,14761.01,1038.15171925 +2018-01-02 20:00:00,14790.01,15177.02,14790.01,14830.0,1605.20712061 +2018-01-02 19:00:00,14554.0,15275.0,14577.0,14790.01,4265.88657528 +2018-01-02 18:00:00,13894.99,14800.0,13895.0,14577.0,4078.56751477 +2018-01-02 17:00:00,13680.0,13895.0,13689.99,13895.0,779.31551969 +2018-01-02 16:00:00,13689.99,13894.0,13741.01,13690.0,717.61332702 +2018-01-02 15:00:00,13660.0,13893.67,13858.99,13741.01,754.87273156 +2018-01-02 14:00:00,13790.0,13991.97,13969.57,13859.0,853.70516343 +2018-01-02 13:00:00,13632.0,13988.0,13632.0,13969.57,845.68990435 +2018-01-02 12:00:00,13580.0,13720.0,13640.01,13632.0,418.27734435 +2018-01-02 11:00:00,13560.0,13740.01,13740.0,13645.41,263.5439855 +2018-01-02 10:00:00,13600.09,13750.0,13600.1,13740.01,504.11205589 +2018-01-02 09:00:00,13478.23,13625.17,13478.24,13600.1,482.88418497 +2018-01-02 08:00:00,13423.33,13558.94,13423.34,13478.23,434.30475236 +2018-01-02 07:00:00,13300.0,13438.99,13368.0,13423.34,220.97266409 +2018-01-02 06:00:00,13154.63,13424.0,13194.01,13368.0,493.6753019 +2018-01-02 05:00:00,13150.0,13250.0,13164.84,13194.02,469.46641365 +2018-01-02 04:00:00,13005.0,13400.0,13372.96,13164.83,1315.37158712 +2018-01-02 03:00:00,13310.66,13550.01,13550.0,13372.95,896.06594839 +2018-01-02 02:00:00,13431.0,13713.27,13639.99,13550.01,1831.90883543 +2018-01-02 01:00:00,13631.0,13889.42,13839.32,13632.94,1207.72415092 +2018-01-02 00:00:00,13480.0,13999.0,13480.0,13830.32,1060.40571583 +2018-01-01 23:00:00,13454.0,13538.11,13538.1,13480.01,458.24331582 +2018-01-01 22:00:00,13475.33,13688.0,13565.01,13538.11,453.65171581 +2018-01-01 21:00:00,13432.0,13772.59,13469.01,13565.0,827.49920157 +2018-01-01 20:00:00,13345.46,13544.24,13345.47,13469.01,575.89473162 +2018-01-01 19:00:00,13156.91,13350.0,13189.98,13345.47,453.70157938 +2018-01-01 18:00:00,13114.47,13321.23,13138.12,13189.98,552.89205543 +2018-01-01 17:00:00,13093.09,13248.6,13093.1,13138.11,380.26933814 +2018-01-01 16:00:00,13035.0,13272.38,13250.37,13093.1,527.28738423 +2018-01-01 15:00:00,13178.85,13399.0,13271.99,13255.29,531.69219527 +2018-01-01 14:00:00,12952.5,13277.73,13115.95,13271.98,804.67304844 +2018-01-01 13:00:00,13054.43,13262.39,13234.45,13115.95,537.39151501 +2018-01-01 12:00:00,13190.0,13339.99,13280.0,13234.45,259.1309727 +2018-01-01 11:00:00,13188.0,13576.48,13576.47,13279.99,445.09012454 +2018-01-01 10:00:00,13479.04,13600.01,13596.95,13576.48,117.80164705 +2018-01-01 09:00:00,13459.98,13650.0,13474.97,13596.95,138.05718175 +2018-01-01 08:00:00,13432.0,13700.0,13601.29,13474.97,412.9200326 +2018-01-01 07:00:00,13580.01,13889.0,13798.0,13601.27,444.90614719 +2018-01-01 06:00:00,13400.0,13800.0,13508.01,13797.99,504.20403246 +2018-01-01 05:00:00,13462.71,13620.0,13620.0,13508.01,443.02198473 +2018-01-01 04:00:00,13361.01,13649.0,13474.0,13620.0,475.27304199 +2018-01-01 03:00:00,13400.57,13703.9,13438.0,13474.0,630.81549071 +2018-01-01 02:00:00,13320.01,13488.99,13345.71,13438.0,520.56952442 +2018-01-01 01:00:00,13332.11,13673.99,13588.0,13345.7,824.68339289 +2018-01-01 00:00:00,13536.13,13885.34,13863.14,13586.93,975.33688204 +2017-12-31 23:00:00,13852.0,13985.37,13947.0,13863.13,473.68084332 +2017-12-31 22:00:00,13850.0,14095.0,14067.0,13947.0,630.57415855 +2017-12-31 21:00:00,14049.0,14168.54,14168.54,14067.0,713.23230673 +2017-12-31 20:00:00,13957.32,14280.26,13957.32,14168.54,1327.219009 +2017-12-31 19:00:00,13874.49,14040.0,13874.5,13957.32,542.08432649 +2017-12-31 18:00:00,13820.01,14050.0,13979.99,13874.5,587.94645499 +2017-12-31 17:00:00,13740.76,14062.0,14009.96,13980.0,1147.28436559 +2017-12-31 16:00:00,13380.12,14196.1,13380.13,14009.99,2549.87142906 +2017-12-31 15:00:00,13230.19,13395.0,13376.0,13380.13,551.71884575 +2017-12-31 14:00:00,13131.0,13424.23,13131.01,13376.0,754.38573525 +2017-12-31 13:00:00,13079.01,13249.99,13144.0,13131.01,333.85126365 +2017-12-31 12:00:00,13052.65,13333.0,13140.07,13143.69,560.35250349 +2017-12-31 11:00:00,13018.6,13250.0,13020.07,13140.28,415.73732568 +2017-12-31 10:00:00,12710.0,13020.07,12727.03,13020.07,273.92368672 +2017-12-31 09:00:00,12701.0,12944.38,12849.7,12701.0,591.0867252 +2017-12-31 08:00:00,12808.0,13200.0,13140.0,12849.69,424.18077435 +2017-12-31 07:00:00,12810.0,13140.0,12841.3,13140.0,497.07082452 +2017-12-31 06:00:00,12811.0,13071.91,12917.62,12841.29,693.96614495 +2017-12-31 05:00:00,12916.26,13225.0,13060.0,12917.62,445.96366662 +2017-12-31 04:00:00,12933.66,13170.0,13150.0,13060.0,629.24551892 +2017-12-31 03:00:00,13070.09,13450.0,13309.62,13169.48,907.14089305 +2017-12-31 02:00:00,13039.74,13330.0,13178.0,13309.62,921.576101 +2017-12-31 01:00:00,13121.66,13347.97,13152.63,13178.07,1043.08432209 +2017-12-31 00:00:00,12633.8,13180.0,12839.98,13152.63,1589.10854255 +2017-12-30 23:00:00,12750.0,13200.0,13168.22,12839.99,957.87275527 +2017-12-30 22:00:00,13168.22,13293.0,13214.0,13168.23,702.54099666 +2017-12-30 21:00:00,13075.0,13250.0,13240.0,13213.99,675.40857566 +2017-12-30 20:00:00,13088.23,13475.69,13465.0,13240.0,965.6797542 +2017-12-30 19:00:00,13083.98,13490.0,13083.99,13465.01,1225.74344722 +2017-12-30 18:00:00,12850.02,13295.99,13283.99,13083.99,1436.38353206 +2017-12-30 17:00:00,12550.0,13433.97,12574.99,13283.99,2405.79320704 +2017-12-30 16:00:00,12500.0,13150.0,13067.0,12575.0,2672.33355899 +2017-12-30 15:00:00,12900.0,13332.0,13320.24,13067.0,1751.07352748 +2017-12-30 14:00:00,12941.38,13596.75,13294.95,13320.23,1216.47504617 +2017-12-30 13:00:00,12845.0,13500.01,13500.01,13262.73,2178.15996787 +2017-12-30 12:00:00,13500.0,13903.08,13890.05,13500.0,698.28842045 +2017-12-30 11:00:00,13740.01,13968.58,13768.0,13888.57,319.23061216 +2017-12-30 10:00:00,13750.1,13950.0,13912.0,13768.0,353.7764311 +2017-12-30 09:00:00,13837.4,13985.58,13936.21,13912.0,358.75914022 +2017-12-30 08:00:00,13929.5,14100.0,14069.8,13929.5,356.21259458 +2017-12-30 07:00:00,13905.0,14069.81,13950.02,14069.81,385.85403589 +2017-12-30 06:00:00,13946.01,14054.98,14009.76,13950.02,611.4315712 +2017-12-30 05:00:00,13601.0,14050.0,13649.98,14007.99,813.67902424 +2017-12-30 04:00:00,13642.21,13983.55,13940.0,13659.64,1562.06200133 +2017-12-30 03:00:00,13804.0,14083.49,13970.01,13942.2,1606.24680786 +2017-12-30 02:00:00,13750.0,14201.0,14112.03,13970.01,3031.04819966 +2017-12-30 01:00:00,14050.0,14550.0,14495.93,14112.03,1511.67468002 +2017-12-30 00:00:00,14300.0,14639.79,14565.04,14495.94,992.00975325 +2017-12-29 23:00:00,14561.34,14790.78,14674.01,14565.05,870.43334419 +2017-12-29 22:00:00,14389.99,14677.37,14389.99,14674.02,649.50415046 +2017-12-29 21:00:00,14359.2,14522.68,14441.0,14389.99,973.29625112 +2017-12-29 20:00:00,14401.0,14649.81,14649.81,14440.01,820.39235945 +2017-12-29 19:00:00,14500.01,14650.0,14555.25,14649.81,867.96074812 +2017-12-29 18:00:00,14534.0,14640.01,14622.14,14550.01,617.30727967 +2017-12-29 17:00:00,14589.53,14819.98,14714.53,14622.14,740.96978792 +2017-12-29 16:00:00,14500.0,14870.0,14530.0,14714.53,1151.01094984 +2017-12-29 15:00:00,14325.0,14599.99,14517.99,14530.0,844.52691502 +2017-12-29 14:00:00,14316.4,14564.26,14319.99,14515.8,581.1434115 +2017-12-29 13:00:00,14047.25,14349.93,14236.12,14320.0,586.61796351 +2017-12-29 12:00:00,14125.44,14389.0,14359.01,14236.13,484.55109053 +2017-12-29 11:00:00,14041.81,14385.91,14041.81,14359.02,447.53181438 +2017-12-29 10:00:00,14041.81,14473.14,14200.01,14041.82,531.02345334 +2017-12-29 09:00:00,14200.0,14588.0,14550.01,14200.01,495.93371394 +2017-12-29 08:00:00,14500.0,14695.44,14599.0,14550.01,460.47791602 +2017-12-29 07:00:00,14544.16,14926.7,14901.0,14598.01,858.88696387 +2017-12-29 06:00:00,14901.0,15087.0,14922.0,14901.01,564.81681313 +2017-12-29 05:00:00,14760.5,14994.53,14804.77,14920.0,516.93892569 +2017-12-29 04:00:00,14804.76,15037.0,14870.0,14804.76,1060.76947694 +2017-12-29 03:00:00,14800.0,14975.01,14975.01,14870.0,964.3293421 +2017-12-29 02:00:00,14377.23,15105.34,14377.23,14975.02,2144.30253286 +2017-12-29 01:00:00,14249.99,14396.8,14350.01,14377.23,421.10174913 +2017-12-29 00:00:00,14280.23,14489.0,14450.01,14350.01,822.22503668 +2017-12-28 23:00:00,14077.38,14468.77,14098.61,14450.01,664.76497946 +2017-12-28 22:00:00,13937.22,14239.0,13949.93,14098.65,818.407971 +2017-12-28 21:00:00,13730.31,14030.0,13926.36,13947.96,930.17394174 +2017-12-28 20:00:00,13900.01,14126.67,13927.05,13926.37,909.1827992 +2017-12-28 19:00:00,13561.01,13979.57,13580.01,13927.05,1385.3974407 +2017-12-28 18:00:00,13500.0,14200.0,14113.84,13584.51,1922.96198964 +2017-12-28 17:00:00,13891.18,14205.87,14061.02,14114.1,1411.61686977 +2017-12-28 16:00:00,14006.85,14330.0,14287.12,14061.02,1063.90737537 +2017-12-28 15:00:00,14287.11,14550.0,14350.02,14287.12,865.49442148 +2017-12-28 14:00:00,13845.0,14370.0,14278.96,14350.01,1063.36626044 +2017-12-28 13:00:00,14245.5,14464.9,14329.57,14278.96,583.22199073 +2017-12-28 12:00:00,13935.68,14399.99,14078.01,14329.57,957.96616765 +2017-12-28 11:00:00,13806.1,14086.35,13814.01,14078.01,797.1091624 +2017-12-28 10:00:00,13807.5,14427.0,14334.68,13814.0,530.52282349 +2017-12-28 09:00:00,14204.79,14490.0,14294.43,14334.68,518.72696758 +2017-12-28 08:00:00,14000.0,14328.95,14230.04,14294.43,669.59832963 +2017-12-28 07:00:00,14010.0,14375.0,14022.53,14230.03,840.74703472 +2017-12-28 06:00:00,13850.0,14175.0,13880.01,14010.01,1587.60767203 +2017-12-28 05:00:00,13801.0,14521.25,14471.65,13880.0,2816.37019751 +2017-12-28 04:00:00,14165.0,14760.1,14441.68,14475.0,2063.41734584 +2017-12-28 03:00:00,13905.0,14774.91,14450.0,14441.69,3785.69824073 +2017-12-28 02:00:00,14120.0,15489.0,15442.27,14450.01,3491.5312577 +2017-12-28 01:00:00,15150.0,15442.27,15213.3,15442.26,804.79125155 +2017-12-28 00:00:00,15105.0,15431.12,15360.01,15213.3,790.99576001 +2017-12-27 23:00:00,15233.0,15462.32,15274.99,15367.08,750.711017 +2017-12-27 22:00:00,15140.01,15490.0,15196.19,15274.99,982.00972404 +2017-12-27 21:00:00,14725.0,15245.0,14755.05,15196.19,1179.6379799 +2017-12-27 20:00:00,14636.0,15031.15,14840.0,14755.04,1368.86155985 +2017-12-27 19:00:00,14750.0,15284.0,15029.99,14840.0,1337.46288675 +2017-12-27 18:00:00,14800.0,15197.0,14918.33,15030.0,1127.298273 +2017-12-27 17:00:00,14524.37,15086.96,14783.02,14918.33,2046.4680022 +2017-12-27 16:00:00,14661.72,15446.1,15334.97,14790.83,2222.77623862 +2017-12-27 15:00:00,15100.0,15457.25,15288.0,15334.98,1294.55343973 +2017-12-27 14:00:00,15165.0,15870.99,15846.22,15288.0,1748.64423683 +2017-12-27 13:00:00,15568.09,15970.99,15970.99,15846.22,619.14628977 +2017-12-27 12:00:00,15740.96,16043.66,15744.91,15970.99,453.64738338 +2017-12-27 11:00:00,15651.0,15850.0,15674.99,15744.89,394.7197422 +2017-12-27 10:00:00,15550.0,15985.96,15890.01,15675.0,1066.54317233 +2017-12-27 09:00:00,15823.0,16250.0,16116.0,15890.0,781.427287 +2017-12-27 08:00:00,16100.55,16318.7,16249.99,16100.55,404.00912538 +2017-12-27 07:00:00,16105.0,16442.87,16400.0,16250.0,695.14039086 +2017-12-27 06:00:00,16365.0,16484.62,16440.0,16400.0,569.32882407 +2017-12-27 05:00:00,16275.0,16440.0,16383.89,16439.99,842.98332035 +2017-12-27 04:00:00,15878.99,16490.0,15879.0,16383.87,2970.09951111 +2017-12-27 03:00:00,15781.0,15879.0,15854.46,15879.0,419.61331596 +2017-12-27 02:00:00,15810.0,15935.01,15935.01,15854.3,458.27067645 +2017-12-27 01:00:00,15794.0,15995.43,15794.01,15935.01,758.17042549 +2017-12-27 00:00:00,15665.66,15800.0,15790.88,15794.01,466.10535154 +2017-12-26 23:00:00,15651.57,15860.0,15780.01,15790.88,693.55835056 +2017-12-26 22:00:00,15719.0,16036.93,15920.0,15780.0,813.66486797 +2017-12-26 21:00:00,15725.0,15991.2,15880.0,15920.0,691.78449108 +2017-12-26 20:00:00,15783.0,16085.0,15899.0,15877.88,1461.52795224 +2017-12-26 19:00:00,15709.99,15923.49,15710.0,15899.0,976.85265785 +2017-12-26 18:00:00,15573.19,15814.99,15709.98,15710.0,796.59067959 +2017-12-26 17:00:00,15535.12,16114.99,16114.99,15709.98,1688.5550429 +2017-12-26 16:00:00,15800.0,16148.0,15820.0,16115.0,2264.04275534 +2017-12-26 15:00:00,15659.0,15890.0,15850.0,15820.0,1080.91037881 +2017-12-26 14:00:00,15270.82,15850.0,15369.27,15850.0,1125.39821028 +2017-12-26 13:00:00,15207.67,15475.27,15346.15,15369.27,493.75476784 +2017-12-26 12:00:00,15100.01,15439.9,15170.5,15346.14,473.60134756 +2017-12-26 11:00:00,15110.99,15368.88,15305.01,15170.5,266.84926546 +2017-12-26 10:00:00,15305.0,15484.24,15399.08,15305.0,150.18968896 +2017-12-26 09:00:00,15059.84,15464.25,15084.99,15399.07,285.15918536 +2017-12-26 08:00:00,15057.18,15499.0,15444.01,15084.99,362.40916532 +2017-12-26 07:00:00,15256.02,15574.99,15574.98,15444.01,453.97329532 +2017-12-26 06:00:00,15310.01,15630.0,15351.02,15574.98,838.56973101 +2017-12-26 05:00:00,15170.0,15710.76,15195.0,15366.36,2270.59024424 +2017-12-26 04:00:00,14815.0,15320.99,14897.42,15194.99,2621.52126356 +2017-12-26 03:00:00,14258.0,14999.0,14269.0,14888.38,1552.89131301 +2017-12-26 02:00:00,14190.03,14349.98,14204.01,14269.0,400.40296474 +2017-12-26 01:00:00,14184.39,14248.0,14248.0,14204.01,216.48682663 +2017-12-26 00:00:00,14171.98,14290.0,14171.99,14248.0,483.42117907 +2017-12-25 23:00:00,14101.03,14200.0,14101.04,14171.98,622.08990562 +2017-12-25 22:00:00,13973.21,14170.0,14090.0,14101.04,531.13925062 +2017-12-25 21:00:00,14000.0,14162.0,14071.01,14089.99,501.0590258 +2017-12-25 20:00:00,14071.0,14299.0,14276.44,14071.01,624.49160722 +2017-12-25 19:00:00,14206.96,14310.0,14300.01,14276.44,386.9238529 +2017-12-25 18:00:00,14188.0,14399.49,14199.99,14300.01,583.71742547 +2017-12-25 17:00:00,14000.02,14305.91,14268.75,14199.99,537.89284824 +2017-12-25 16:00:00,14155.0,14378.0,14177.19,14268.75,419.55018118 +2017-12-25 15:00:00,13911.01,14239.99,13939.32,14177.19,280.40787052 +2017-12-25 14:00:00,13845.0,14147.22,14033.1,13939.32,1212.0656682 +2017-12-25 13:00:00,14000.0,14729.92,14680.0,14033.1,759.13270433 +2017-12-25 12:00:00,14421.55,14774.0,14421.55,14679.99,624.89638976 +2017-12-25 11:00:00,14270.0,14484.56,14292.33,14421.55,235.97117803 +2017-12-25 10:00:00,14200.01,14389.99,14200.02,14292.33,218.03438135 +2017-12-25 09:00:00,14200.01,14491.0,14455.19,14200.01,400.62860165 +2017-12-25 08:00:00,14007.79,14456.0,14232.01,14455.4,605.04107942 +2017-12-25 07:00:00,14008.85,14299.0,14025.0,14232.01,424.43435031 +2017-12-25 06:00:00,13900.01,14286.27,14119.23,14025.0,674.80954671 +2017-12-25 05:00:00,14000.0,14274.0,14169.0,14119.22,492.31072963 +2017-12-25 04:00:00,13450.0,14272.61,13790.97,14169.0,1738.52024844 +2017-12-25 03:00:00,13676.0,14075.0,13827.06,13790.97,890.82354537 +2017-12-25 02:00:00,13680.0,14084.0,14084.0,13827.06,893.22728993 +2017-12-25 01:00:00,13824.07,14180.0,14168.91,14084.01,687.32635202 +2017-12-25 00:00:00,14058.68,14360.0,14221.93,14168.9,1080.85953915 +2017-12-24 23:00:00,14035.0,14249.98,14085.02,14221.94,829.57495326 +2017-12-24 22:00:00,13604.0,14149.0,13718.0,14085.01,638.91942241 +2017-12-24 21:00:00,13689.72,13892.74,13883.63,13718.01,606.74105472 +2017-12-24 20:00:00,13500.0,14099.35,13501.02,13883.63,1087.90629912 +2017-12-24 19:00:00,13356.0,13725.0,13629.1,13516.38,1097.97685291 +2017-12-24 18:00:00,13530.0,13850.0,13755.01,13629.1,905.89395306 +2017-12-24 17:00:00,13690.0,14109.99,13992.08,13755.02,781.2408992 +2017-12-24 16:00:00,13879.74,14250.0,13924.6,13993.43,940.80941362 +2017-12-24 15:00:00,13641.72,14414.79,14414.79,13924.92,1161.2875251 +2017-12-24 14:00:00,13903.43,14620.0,14134.16,14414.98,970.48779541 +2017-12-24 13:00:00,13600.01,14253.99,13690.0,14134.15,1042.85451852 +2017-12-24 12:00:00,13210.0,13801.01,13801.0,13685.9,1354.63376737 +2017-12-24 11:00:00,13573.0,14010.15,14010.15,13801.0,1219.39009765 +2017-12-24 10:00:00,13776.0,14340.43,14300.0,14010.15,974.30264585 +2017-12-24 09:00:00,14190.0,14764.71,14694.83,14300.0,501.03753014 +2017-12-24 08:00:00,14355.55,14753.88,14508.73,14694.84,395.3262874 +2017-12-24 07:00:00,14500.0,14945.0,14839.63,14508.72,658.96280163 +2017-12-24 06:00:00,14522.89,14869.99,14525.0,14818.76,651.34999007 +2017-12-24 05:00:00,14300.0,14585.99,14330.01,14525.0,625.36235646 +2017-12-24 04:00:00,13900.0,14633.0,14569.98,14330.01,1271.58327074 +2017-12-24 03:00:00,13826.99,14772.0,13844.55,14567.47,1995.35127368 +2017-12-24 02:00:00,13818.0,14605.33,14532.98,13844.9,2473.24761724 +2017-12-24 01:00:00,14500.0,15090.52,14955.63,14515.65,1266.5736864 +2017-12-24 00:00:00,14567.0,15109.27,15075.89,14955.63,1384.01961111 +2017-12-23 23:00:00,14680.0,15598.01,15400.0,15075.89,2105.16086688 +2017-12-23 22:00:00,15376.0,15888.0,15830.72,15400.0,1081.58599617 +2017-12-23 21:00:00,15765.5,15945.0,15765.51,15830.72,787.72387599 +2017-12-23 20:00:00,15611.14,15891.0,15611.15,15765.51,1199.15563429 +2017-12-23 19:00:00,15574.0,15649.0,15584.8,15611.15,613.77357618 +2017-12-23 18:00:00,15556.0,15686.48,15590.05,15574.48,641.38207908 +2017-12-23 17:00:00,15303.0,15771.86,15771.86,15590.44,1566.42560885 +2017-12-23 16:00:00,15344.0,15774.99,15501.09,15771.86,1784.18149315 +2017-12-23 15:00:00,15307.23,16261.0,15997.8,15505.7,2835.81143373 +2017-12-23 14:00:00,15399.99,15997.8,15399.99,15997.79,1815.37156528 +2018-01-17 13:00:00,10040.0,10563.57,10400.0,10040.0,1389.32808956 +2018-01-17 12:00:00,10025.98,10794.2,10206.0,10399.99,1266.95816956 +2018-01-17 11:00:00,10015.0,10660.0,10109.02,10206.3,1697.36686111 +2018-01-17 10:00:00,10109.39,10640.0,10624.4,10109.39,1430.11473443 +2018-01-17 09:00:00,10500.01,10971.0,10970.99,10625.98,898.8553447 +2018-01-17 08:00:00,10820.1,11231.0,11229.95,10971.0,807.84232643 +2018-01-17 07:00:00,11130.0,11312.0,11250.01,11231.0,670.31106299 +2018-01-17 06:00:00,11148.06,11445.0,11148.07,11250.0,1307.07247201 +2018-01-17 05:00:00,10890.0,11244.0,11140.14,11148.07,962.50236995 +2018-01-17 04:00:00,10650.0,11350.0,11018.93,11140.14,1849.49212529 +2018-01-17 03:00:00,10545.84,11124.24,11055.27,11018.94,2156.13746999 +2018-01-17 02:00:00,10843.01,11465.16,11334.01,11055.27,1789.20266676 +2018-01-17 01:00:00,11144.0,11669.0,11155.97,11334.0,2112.98706175 +2018-01-17 00:00:00,11013.07,12358.89,11570.01,11155.98,4086.97689755 +2018-01-16 23:00:00,10764.0,11700.0,11250.0,11570.01,3100.13314387 +2018-01-16 22:00:00,9928.62,11366.61,10720.0,11249.99,8335.51137494 +2018-01-16 21:00:00,10226.41,11292.0,11099.87,10720.0,7002.88398696 +2018-01-16 20:00:00,11000.0,11734.0,11550.0,11099.87,3381.3567972 +2018-01-16 19:00:00,11522.23,11890.0,11522.24,11550.0,2347.92131993 +2018-01-16 18:00:00,11064.0,11552.01,11415.85,11522.24,3777.99736023 +2018-01-16 17:00:00,11403.0,12120.0,12060.99,11415.85,2331.41017738 +2018-01-16 16:00:00,11953.85,12442.44,12373.91,12074.7,1286.3643234 +2018-01-16 15:00:00,11953.65,12442.45,12030.01,12378.53,1680.56274715 +2018-01-16 14:00:00,11480.0,12250.0,11540.68,12030.0,2116.70861801 +2018-01-16 13:00:00,11375.0,12354.4,12177.37,11554.83,2289.71997916 +2018-01-16 12:00:00,11861.62,12579.14,12441.52,12177.36,1406.54224965 +2018-01-16 11:00:00,11898.01,12459.22,11898.01,12441.52,1632.32917741 +2018-01-16 10:00:00,11543.37,12160.93,11543.37,11898.0,1675.50808756 +2018-01-16 09:00:00,11204.0,12335.0,12300.0,11543.36,2467.92666119 +2018-01-16 08:00:00,11600.0,12700.0,12605.23,12300.0,4980.88988658 +2018-01-16 07:00:00,12555.0,13240.0,13175.38,12605.22,1070.79724461 +2018-01-16 06:00:00,13061.0,13190.0,13149.9,13173.11,379.89246017 +2018-01-16 05:00:00,12950.0,13149.9,13024.99,13149.9,525.01704371 +2018-01-16 04:00:00,12877.0,13082.91,12951.13,13024.99,789.25691507 +2018-01-16 03:00:00,12840.0,13221.42,13221.42,12951.14,1413.62637419 +2018-01-16 02:00:00,12731.56,13247.0,13108.03,13221.78,2096.28713726 +2018-01-16 01:00:00,12800.0,13397.45,13249.99,13108.02,3648.23866652 +2018-01-16 00:00:00,13131.3,13643.66,13590.0,13250.0,2470.95123082 +2018-01-15 23:00:00,13475.68,13820.0,13814.0,13590.0,963.00250583 +2018-01-15 22:00:00,13774.99,13917.76,13912.4,13814.01,290.14422874 +2018-01-15 21:00:00,13724.99,13937.98,13725.0,13909.96,363.48589809 +2018-01-15 20:00:00,13721.0,13941.8,13900.0,13725.0,335.74765314 +2018-01-15 19:00:00,13800.0,13954.92,13917.36,13899.99,381.10721099 +2018-01-15 18:00:00,13863.2,13958.0,13879.1,13917.36,392.09459065 +2018-01-15 17:00:00,13861.02,14125.0,14118.9,13879.1,634.87418303 +2018-01-15 16:00:00,13960.29,14118.9,14048.0,14118.9,648.87904899 +2018-01-15 15:00:00,14002.78,14117.34,14117.34,14047.99,527.08978908 +2018-01-15 14:00:00,14098.88,14253.0,14141.01,14117.35,835.51346661 +2018-01-15 13:00:00,14036.16,14197.3,14122.22,14141.0,614.35179391 +2018-01-15 12:00:00,13690.0,14122.22,13770.65,14122.22,872.27129957 +2018-01-15 11:00:00,13551.0,13779.0,13750.88,13759.91,414.16424319 +2018-01-15 10:00:00,13662.21,13779.57,13662.23,13750.89,211.63492575 +2018-01-15 09:00:00,13572.21,13720.0,13597.03,13662.22,188.98248373 +2018-01-15 08:00:00,13543.89,13666.66,13642.57,13597.03,194.29353423 +2018-01-15 07:00:00,13640.66,13750.0,13726.0,13642.56,326.28641436 +2018-01-15 06:00:00,13599.99,13773.0,13599.99,13726.0,298.17780876 +2018-01-15 05:00:00,13510.01,13646.1,13620.02,13600.0,177.89891702 +2018-01-15 04:00:00,13504.27,13649.31,13531.44,13620.01,294.88313492 +2018-01-15 03:00:00,13416.0,13579.0,13533.91,13531.43,377.70959235 +2018-01-15 02:00:00,13450.0,13641.38,13626.21,13533.9,493.35143546 +2018-01-15 01:00:00,13625.0,13750.0,13730.0,13626.22,358.0690844 +2018-01-15 00:00:00,13622.75,13730.0,13656.23,13730.0,317.82718828 +2018-01-14 23:00:00,13599.96,13750.67,13599.97,13656.23,460.40563042 +2018-01-14 22:00:00,13423.0,13599.97,13423.01,13599.97,298.24247946 +2018-01-14 21:00:00,13423.0,13530.0,13517.29,13423.01,251.70498362 +2018-01-14 20:00:00,13358.74,13548.09,13406.77,13522.74,411.39225517 +2018-01-14 19:00:00,13371.29,13604.97,13570.35,13406.8,400.4386201 +2018-01-14 18:00:00,13535.0,13645.39,13535.87,13570.35,434.41593354 +2018-01-14 17:00:00,13305.01,13572.84,13389.0,13535.87,450.48723617 +2018-01-14 16:00:00,13171.0,13407.77,13286.01,13389.01,737.53565332 +2018-01-14 15:00:00,13110.0,13559.01,13559.01,13286.02,1237.1430993 +2018-01-14 14:00:00,13476.29,13630.25,13622.01,13559.01,437.59555791 +2018-01-14 13:00:00,13380.0,13696.09,13380.01,13622.2,407.06650515 +2018-01-14 12:00:00,13380.0,13553.45,13553.45,13380.01,486.18044399 +2018-01-14 11:00:00,13502.0,13620.77,13561.03,13553.45,221.61715168 +2018-01-14 10:00:00,13557.69,13636.72,13592.96,13561.03,169.68250556 +2018-01-14 09:00:00,13500.0,13680.01,13680.0,13592.96,510.37382585 +2018-01-14 08:00:00,13641.48,13817.14,13770.01,13680.01,214.33951141 +2018-01-14 07:00:00,13651.0,13875.0,13834.25,13770.01,312.37093422 +2018-01-14 06:00:00,13757.0,13891.92,13800.0,13834.25,349.79633287 +2018-01-14 05:00:00,13599.0,13949.0,13862.2,13800.0,946.09415419 +2018-01-14 04:00:00,13825.21,14235.0,14203.91,13862.13,827.06535991 +2018-01-14 03:00:00,14186.75,14235.0,14208.27,14203.91,181.52020009 +2018-01-14 02:00:00,14174.01,14300.0,14300.0,14212.36,296.26998911 +2018-01-14 01:00:00,14210.0,14332.85,14262.66,14300.0,394.28388202 +2018-01-14 00:00:00,14150.0,14288.0,14187.94,14262.66,347.37089307 +2018-01-13 23:00:00,14173.0,14320.0,14315.99,14187.95,313.52173286 +2018-01-13 22:00:00,14141.47,14316.0,14164.99,14316.0,415.39431436 +2018-01-13 21:00:00,14080.0,14220.0,14178.01,14165.0,429.76269859 +2018-01-13 20:00:00,14070.0,14217.85,14076.63,14178.01,250.37080379 +2018-01-13 19:00:00,14001.0,14277.01,14250.0,14076.63,609.35876319 +2018-01-13 18:00:00,14245.0,14342.16,14299.99,14250.01,367.96026661 +2018-01-13 17:00:00,14230.0,14311.04,14309.69,14299.98,431.92987607 +2018-01-13 16:00:00,14247.12,14360.0,14247.13,14309.68,327.41122744 +2018-01-13 15:00:00,14147.33,14378.0,14369.01,14247.13,528.13438403 +2018-01-13 14:00:00,14310.34,14497.99,14436.61,14369.01,394.17388924 +2018-01-13 13:00:00,14319.49,14500.0,14319.49,14436.61,616.39121866 +2018-01-13 12:00:00,14220.01,14334.91,14220.02,14319.49,222.98893554 +2018-01-13 11:00:00,14155.71,14220.02,14206.0,14220.02,139.18851703 +2018-01-13 10:00:00,14142.69,14210.0,14179.99,14206.0,122.02122757 +2018-01-13 09:00:00,14111.0,14241.01,14241.01,14180.0,263.54304127 +2018-01-13 08:00:00,14241.0,14367.51,14367.51,14241.01,222.57899702 +2018-01-13 07:00:00,14170.0,14400.0,14199.15,14367.5,427.11861784 +2018-01-13 06:00:00,14110.0,14229.62,14210.65,14199.16,274.51041662 +2018-01-13 05:00:00,14140.01,14308.0,14140.01,14210.65,493.55768851 +2018-01-13 04:00:00,14070.0,14160.0,14158.21,14140.0,297.85749183 +2018-01-13 03:00:00,13975.0,14170.0,14160.0,14158.22,538.3798242 +2018-01-13 02:00:00,14101.12,14189.0,14188.01,14160.01,416.41830143 +2018-01-13 01:00:00,14071.0,14299.99,14164.59,14188.01,1047.51543602 +2018-01-13 00:00:00,13792.25,14187.02,13820.0,14164.6,1341.01718501 +2018-01-12 23:00:00,13655.23,13873.0,13655.46,13820.0,356.30188043 +2018-01-12 22:00:00,13600.0,13730.02,13730.02,13655.46,429.5143004 +2018-01-12 21:00:00,13629.59,13902.95,13902.95,13730.02,648.36582917 +2018-01-12 20:00:00,13680.62,13949.9,13767.94,13902.95,772.76582201 +2018-01-12 19:00:00,13494.98,13799.43,13500.01,13767.94,786.69385749 +2018-01-12 18:00:00,13450.0,13600.0,13595.0,13500.01,506.87702247 +2018-01-12 17:00:00,13471.22,13687.49,13579.01,13595.0,436.60678384 +2018-01-12 16:00:00,13379.99,13718.99,13612.47,13579.01,641.59368317 +2018-01-12 15:00:00,13612.47,13923.0,13916.5,13612.47,675.47875575 +2018-01-12 14:00:00,13727.0,13949.99,13869.98,13916.51,512.32204725 +2018-01-12 13:00:00,13821.0,14055.66,14049.99,13869.98,548.83721152 +2018-01-12 12:00:00,13834.88,14054.46,13960.1,14049.99,407.67819234 +2018-01-12 11:00:00,13896.11,14080.83,13943.94,13960.1,627.88019239 +2018-01-12 10:00:00,13506.91,13944.0,13506.91,13943.94,576.45873616 +2018-01-12 09:00:00,13387.33,13605.01,13605.01,13506.91,286.18364583 +2018-01-12 08:00:00,13550.0,13657.26,13631.36,13605.01,218.00326858 +2018-01-12 07:00:00,13628.43,13769.53,13710.0,13631.36,300.10968693 +2018-01-12 06:00:00,13600.0,13780.1,13618.01,13709.99,515.16196461 +2018-01-12 05:00:00,13437.12,13800.0,13699.98,13618.0,688.90721416 +2018-01-12 04:00:00,13500.0,13699.99,13645.01,13699.99,562.1446401 +2018-01-12 03:00:00,13363.0,13699.99,13480.0,13645.0,745.60839461 +2018-01-12 02:00:00,13336.29,13590.02,13434.26,13479.99,843.59604149 +2018-01-12 01:00:00,13060.0,13449.06,13130.01,13434.26,1299.49163503 +2018-01-12 00:00:00,12900.0,13308.06,13308.06,13130.0,1430.19160404 +2018-01-11 23:00:00,12916.18,13350.0,13120.13,13308.06,1404.33881277 +2018-01-11 22:00:00,13001.0,13496.97,13470.71,13120.13,898.94869875 +2018-01-11 21:00:00,13215.08,13473.0,13465.91,13470.71,750.57148726 +2018-01-11 20:00:00,13145.0,13549.0,13401.23,13465.91,854.62905729 +2018-01-11 19:00:00,13162.88,13841.98,13750.01,13401.23,1180.14167156 +2018-01-11 18:00:00,13650.17,13890.0,13700.0,13750.01,558.49401483 +2018-01-11 17:00:00,13663.0,13907.77,13895.02,13700.0,814.91120507 +2018-01-11 16:00:00,13895.0,14125.0,13995.0,13895.01,580.09194044 +2018-01-11 15:00:00,13861.25,14193.5,13936.92,13995.0,1169.4213289 +2018-01-11 14:00:00,13573.69,13936.92,13715.01,13936.92,715.92414591 +2018-01-11 13:00:00,13610.0,13880.0,13804.01,13715.01,610.07590486 +2018-01-11 12:00:00,13470.41,13890.0,13499.6,13804.01,549.17419124 +2018-01-11 11:00:00,13250.0,13505.0,13319.29,13499.6,528.95955322 +2018-01-11 10:00:00,13310.1,13666.73,13565.66,13319.28,409.75961725 +2018-01-11 09:00:00,13463.67,13810.0,13783.74,13565.66,368.54567548 +2018-01-11 08:00:00,13644.98,13888.0,13644.98,13800.99,442.62420172 +2018-01-11 07:00:00,13277.0,13743.0,13407.96,13644.98,736.2174902 +2018-01-11 06:00:00,13193.71,13624.57,13193.72,13407.95,1212.51508666 +2018-01-11 05:00:00,13100.0,13723.27,13356.68,13193.72,2339.16025082 +2018-01-11 04:00:00,12800.01,13763.5,13325.98,13369.87,5332.12630338 +2018-01-11 03:00:00,13100.0,14250.0,14250.0,13325.99,4908.66366101 +2018-01-11 02:00:00,14179.34,14559.0,14500.01,14249.99,705.08867689 +2018-01-11 01:00:00,14450.0,14689.0,14659.01,14500.01,647.03761134 +2018-01-11 00:00:00,14628.18,14970.0,14875.17,14659.01,1171.700723 +2018-01-10 23:00:00,14460.1,14875.18,14489.99,14875.18,1464.20090333 +2018-01-10 22:00:00,14300.0,14521.68,14474.0,14489.99,1154.14640336 +2018-01-10 21:00:00,14410.01,14590.0,14453.27,14473.99,520.87795797 +2018-01-10 20:00:00,14259.98,14500.0,14349.01,14453.47,476.97448283 +2018-01-10 19:00:00,14255.04,14532.99,14495.52,14349.01,773.05354277 +2018-01-10 18:00:00,14433.49,14669.98,14559.57,14495.52,948.84168545 +2018-01-10 17:00:00,14351.0,14573.5,14525.0,14559.58,754.96034433 +2018-01-10 16:00:00,14406.97,14659.99,14406.98,14525.0,1618.57232822 +2018-01-10 15:00:00,13800.0,14490.0,13800.01,14406.98,1488.73108317 +2018-01-10 14:00:00,13610.81,13937.49,13883.81,13800.0,948.39506315 +2018-01-10 13:00:00,13880.0,14100.1,13933.3,13883.82,514.67594841 +2018-01-10 12:00:00,13925.01,14200.95,14130.01,13944.11,650.83430052 +2018-01-10 11:00:00,13870.98,14180.0,13918.68,14130.01,530.37881867 +2018-01-10 10:00:00,13826.31,14000.0,13907.8,13918.68,476.6578982 +2018-01-10 09:00:00,13550.01,13970.46,13565.81,13907.79,872.3016694 +2018-01-10 08:00:00,13555.27,14164.2,14164.2,13565.8,2472.46490562 +2018-01-10 07:00:00,14140.0,14298.0,14296.76,14164.19,367.7827433 +2018-01-10 06:00:00,14172.0,14340.0,14226.98,14296.76,568.79586443 +2018-01-10 05:00:00,14121.19,14374.28,14374.28,14227.0,763.85909498 +2018-01-10 04:00:00,14118.0,14390.0,14163.0,14374.28,1003.98859919 +2018-01-10 03:00:00,14150.0,14399.91,14310.97,14163.0,735.9328563 +2018-01-10 02:00:00,14189.0,14350.0,14200.01,14311.0,747.43073366 +2018-01-10 01:00:00,14100.0,14360.81,14149.42,14200.01,973.62049655 +2018-01-10 00:00:00,14023.14,14525.0,14481.0,14149.41,1837.06741253 +2018-01-09 23:00:00,14270.0,14494.43,14445.0,14480.99,1169.30614403 +2018-01-09 22:00:00,14371.23,14631.34,14589.98,14445.0,935.10961452 +2018-01-09 21:00:00,14560.01,14800.0,14784.46,14587.41,484.76387773 +2018-01-09 20:00:00,14651.22,14808.48,14742.91,14784.46,583.89178914 +2018-01-09 19:00:00,14741.67,14888.57,14833.83,14742.91,712.02159903 +2018-01-09 18:00:00,14830.0,15028.85,14993.0,14848.53,681.22271806 +2018-01-09 17:00:00,14832.25,14994.0,14969.99,14993.0,579.74864642 +2018-01-09 16:00:00,14650.02,14970.02,14699.01,14969.99,587.61934317 +2018-01-09 15:00:00,14575.0,14766.07,14575.0,14699.01,912.30588418 +2018-01-09 14:00:00,14230.0,14600.0,14231.01,14575.0,1659.34258127 +2018-01-09 13:00:00,14231.0,14811.0,14811.0,14231.0,1343.98757939 +2018-01-09 12:00:00,14626.77,14875.0,14808.98,14810.99,359.26506412 +2018-01-09 11:00:00,14600.0,14832.07,14650.01,14808.99,283.70700107 +2018-01-09 10:00:00,14539.75,14910.01,14910.01,14650.01,676.87438865 +2018-01-09 09:00:00,14910.0,15171.77,15171.77,14910.01,148.00302151 +2018-01-09 08:00:00,15147.35,15259.01,15147.35,15171.77,151.41453925 +2018-01-09 07:00:00,14998.0,15186.0,14998.0,15147.35,183.84981212 +2018-01-09 06:00:00,14805.0,15129.99,15085.49,14998.0,537.34871042 +2018-01-09 05:00:00,14950.0,15357.6,15329.0,15085.49,712.488474 +2018-01-09 04:00:00,15259.99,15384.0,15260.0,15328.99,338.813303 +2018-01-09 03:00:00,15200.0,15340.0,15239.91,15263.6,471.87328611 +2018-01-09 02:00:00,15190.0,15269.0,15269.0,15239.91,520.21763864 +2018-01-09 01:00:00,15004.01,15330.0,15259.99,15268.99,667.74100242 +2018-01-09 00:00:00,14879.55,15260.0,14993.73,15259.99,683.70862676 +2018-01-08 23:00:00,14615.0,15039.1,14735.01,14993.74,909.21912352 +2018-01-08 22:00:00,14729.99,14950.0,14948.26,14735.01,678.82310327 +2018-01-08 21:00:00,14901.13,15048.99,14990.0,14948.26,675.22482097 +2018-01-08 20:00:00,14616.82,15148.27,15120.0,14990.0,1397.73623851 +2018-01-08 19:00:00,15005.01,15149.5,15025.0,15120.0,867.19586326 +2018-01-08 18:00:00,14811.0,15165.0,14870.02,15025.01,1175.52964565 +2018-01-08 17:00:00,14602.01,14970.01,14902.0,14870.02,1046.08321933 +2018-01-08 16:00:00,14621.55,14982.99,14621.56,14901.99,1248.67736502 +2018-01-08 15:00:00,14000.0,14862.41,14465.84,14621.56,3360.52088582 +2018-01-08 14:00:00,14345.0,14925.0,14870.0,14465.84,1962.85978913 +2018-01-08 13:00:00,14652.26,15500.0,15432.88,14870.0,1765.2259538 +2018-01-08 12:00:00,15313.13,15552.76,15515.0,15432.88,393.37428546 +2018-01-08 11:00:00,15364.17,15521.0,15384.22,15520.0,305.10781334 +2018-01-08 10:00:00,15189.0,15449.88,15218.0,15384.22,591.08830665 +2018-01-08 09:00:00,15211.0,15549.95,15513.8,15217.99,673.44456782 +2018-01-08 08:00:00,15401.0,15900.04,15900.04,15513.8,584.93496027 +2018-01-08 07:00:00,15819.64,15940.02,15825.0,15900.03,211.55893055 +2018-01-08 06:00:00,15765.27,15904.57,15862.91,15824.99,229.7578567 +2018-01-08 05:00:00,15552.9,15940.0,15680.07,15862.9,699.74532031 +2018-01-08 04:00:00,15570.24,15830.0,15646.3,15680.08,561.05191219 +2018-01-08 03:00:00,15511.0,15948.61,15948.61,15646.3,1250.40101088 +2018-01-08 02:00:00,15834.89,16100.0,15934.75,15948.6,647.19771663 +2018-01-08 01:00:00,15760.0,16049.0,15970.67,15934.46,1241.9017114 +2018-01-08 00:00:00,15950.0,16275.0,16174.22,15970.68,675.30422147 +2018-01-07 23:00:00,16172.21,16408.71,16408.71,16174.22,358.06043088 +2018-01-07 22:00:00,16197.0,16460.0,16220.21,16408.7,512.30113255 +2018-01-07 21:00:00,16147.97,16305.0,16147.98,16220.2,543.99584335 +2018-01-07 20:00:00,16020.0,16169.0,16122.99,16147.98,458.52267257 +2018-01-07 19:00:00,16100.0,16211.11,16111.73,16123.0,518.16734415 +2018-01-07 18:00:00,15775.0,16128.51,15924.02,16111.74,957.14642842 +2018-01-07 17:00:00,15755.01,16256.72,16153.48,15924.01,1660.53498426 +2018-01-07 16:00:00,16080.0,16502.01,16502.01,16153.48,1323.54228032 +2018-01-07 15:00:00,16502.0,16600.0,16567.01,16502.01,326.66100836 +2018-01-07 14:00:00,16439.01,16581.0,16460.01,16567.01,186.36037184 +2018-01-07 13:00:00,16401.0,16543.7,16499.01,16460.01,315.47176407 +2018-01-07 12:00:00,16499.0,16626.97,16626.97,16499.0,237.99234779 +2018-01-07 11:00:00,16626.97,16775.01,16721.47,16626.97,104.27495597 +2018-01-07 10:00:00,16626.95,16737.82,16626.96,16721.46,179.20562696 +2018-01-07 09:00:00,16625.0,16775.01,16754.7,16626.96,98.27416841 +2018-01-07 08:00:00,16709.0,16850.0,16744.0,16754.72,237.12580374 +2018-01-07 07:00:00,16390.29,16744.0,16390.3,16744.0,462.45090093 +2018-01-07 06:00:00,16355.0,16634.19,16610.02,16390.3,898.44881214 +2018-01-07 05:00:00,16600.0,16807.06,16635.31,16610.02,423.12488957 +2018-01-07 04:00:00,16554.99,16796.01,16743.19,16635.31,496.63909591 +2018-01-07 03:00:00,16666.6,16849.96,16833.0,16743.19,555.00991843 +2018-01-07 02:00:00,16833.0,16997.17,16997.17,16833.0,299.26615164 +2018-01-07 01:00:00,16885.0,17039.0,16990.0,16997.17,573.79235963 +2018-01-07 00:00:00,16925.0,17115.01,17099.0,16990.0,614.71155698 +2018-01-06 23:00:00,17000.04,17122.0,17029.99,17098.99,558.61592654 +2018-01-06 22:00:00,16841.43,17174.0,16841.44,17029.99,1668.02139826 +2018-01-06 21:00:00,16712.2,16849.99,16849.5,16841.44,428.78523105 +2018-01-06 20:00:00,16716.56,16849.5,16731.0,16849.5,341.34424047 +2018-01-06 19:00:00,16682.47,16849.99,16785.02,16731.0,409.77236307 +2018-01-06 18:00:00,16726.64,16984.8,16892.0,16785.02,726.47565426 +2018-01-06 17:00:00,16710.0,16892.0,16811.11,16892.0,595.14485407 +2018-01-06 16:00:00,16528.1,16893.18,16597.99,16811.12,735.30331032 +2018-01-06 15:00:00,16449.0,16650.0,16479.89,16598.0,423.97421621 +2018-01-06 14:00:00,16275.99,16518.4,16276.0,16479.88,431.61006277 +2018-01-06 13:00:00,16251.01,16398.23,16300.0,16276.0,514.60878442 +2018-01-06 12:00:00,16300.0,16549.84,16501.0,16300.01,523.63802742 +2018-01-06 11:00:00,16496.2,16684.0,16680.0,16501.0,353.37500654 +2018-01-06 10:00:00,16345.0,16680.0,16362.79,16679.99,246.53455826 +2018-01-06 09:00:00,16328.03,16514.56,16404.48,16362.79,372.79943924 +2018-01-06 08:00:00,16403.43,16600.0,16510.0,16404.49,226.46695373 +2018-01-06 07:00:00,16404.99,16608.01,16608.0,16509.99,430.2664665 +2018-01-06 06:00:00,16564.99,16658.9,16594.09,16608.01,293.18435804 +2018-01-06 05:00:00,16434.0,16682.0,16550.03,16594.08,497.81776238 +2018-01-06 04:00:00,16410.75,16650.0,16570.86,16550.02,946.3901978 +2018-01-06 03:00:00,16519.0,16770.0,16553.37,16571.78,594.46537764 +2018-01-06 02:00:00,16553.37,16992.5,16944.0,16553.37,852.65770787 +2018-01-06 01:00:00,16857.75,16999.0,16889.31,16944.0,613.5597359 +2018-01-06 00:00:00,16655.01,16960.01,16960.01,16889.32,1319.4022872 +2018-01-05 23:00:00,16870.0,17178.0,16975.0,16960.01,1987.57150385 +2018-01-05 22:00:00,16720.13,16991.42,16727.02,16975.0,842.1363545 +2018-01-05 21:00:00,16556.25,16899.5,16556.25,16727.02,1783.16069818 +2018-01-05 20:00:00,16320.0,16556.25,16441.18,16556.25,830.89020524 +2018-01-05 19:00:00,16213.81,16489.0,16380.99,16441.19,1193.50619433 +2018-01-05 18:00:00,16305.24,16550.0,16379.61,16381.0,1024.33987766 +2018-01-05 17:00:00,16239.16,16586.0,16278.59,16379.67,1843.73972769 +2018-01-05 16:00:00,16048.98,16351.5,16048.99,16277.0,1421.58876525 +2018-01-05 15:00:00,15927.13,16050.0,16050.0,16048.98,660.20067137 +2018-01-05 14:00:00,15850.03,16102.0,16053.76,16050.0,763.04005306 +2018-01-05 13:00:00,15848.12,16054.97,15855.01,16053.76,476.92473949 +2018-01-05 12:00:00,15714.01,16016.81,16000.01,15861.58,444.62340484 +2018-01-05 11:00:00,15775.18,16052.73,15995.56,16000.0,556.44259842 +2018-01-05 10:00:00,15781.54,16097.0,15800.37,15995.56,1219.99424209 +2018-01-05 09:00:00,15369.0,15940.0,15369.0,15812.79,2827.91832213 +2018-01-05 08:00:00,14953.98,15369.0,14953.99,15369.0,1042.99165704 +2018-01-05 07:00:00,14842.47,14976.01,14943.5,14953.99,304.05166509 +2018-01-05 06:00:00,14902.24,15046.53,15038.0,14943.5,426.36026875 +2018-01-05 05:00:00,14850.01,15068.1,14938.8,15038.0,510.93451921 +2018-01-05 04:00:00,14819.78,15021.0,14959.0,14938.79,669.65161878 +2018-01-05 03:00:00,14950.0,15120.02,15120.01,14959.0,573.1032176 +2018-01-05 02:00:00,15072.99,15171.0,15073.0,15120.02,533.34680181 +2018-01-30 01:00:00,10900.0,11145.99,11127.96,10900.01,870.65743879 +2018-01-30 00:00:00,11083.1,11150.0,11123.01,11127.96,380.39650648 +2018-01-29 23:00:00,11041.51,11156.0,11041.51,11123.01,397.13219256 +2018-01-29 22:00:00,11009.06,11178.65,11178.65,11041.52,407.57589893 +2018-01-29 21:00:00,11100.99,11188.35,11136.99,11178.65,394.99660629 +2018-01-29 20:00:00,11086.08,11168.2,11086.09,11136.99,371.52864636 +2018-01-29 19:00:00,11077.39,11188.99,11177.0,11094.62,445.10257906 +2018-01-29 18:00:00,11100.0,11205.0,11153.89,11177.0,419.15127221 +2018-01-29 17:00:00,11085.71,11207.43,11087.58,11153.89,595.09687486 +2018-01-29 16:00:00,11032.0,11097.57,11070.12,11087.57,528.90968629 +2018-01-29 15:00:00,10967.93,11099.93,11055.86,11070.13,436.08606397 +2018-01-29 14:00:00,11024.99,11150.0,11025.0,11055.86,473.03402846 +2018-01-29 13:00:00,10869.52,11025.0,10890.95,11025.0,421.55588562 +2018-01-29 12:00:00,10870.0,10997.6,10932.3,10890.95,561.34541128 +2018-01-29 11:00:00,10840.0,11085.02,11085.02,10942.74,944.02005989 +2018-01-29 10:00:00,11040.0,11105.73,11058.39,11085.02,319.71272846 +2018-01-29 09:00:00,11030.0,11087.18,11046.23,11055.0,87.32315145 +2018-01-29 08:00:00,11005.0,11139.99,11020.01,11046.24,216.2273077 +2018-01-29 07:00:00,11002.0,11099.98,11096.0,11020.0,234.87660622 +2018-01-29 06:00:00,11012.0,11240.01,11240.01,11095.0,650.56891707 +2018-01-29 05:00:00,11220.5,11269.01,11269.0,11240.01,230.20462816 +2018-01-29 04:00:00,11250.0,11294.0,11279.99,11269.0,402.1773362 +2018-01-29 03:00:00,11223.49,11300.0,11286.07,11279.99,273.20676245 +2018-01-29 02:00:00,11169.33,11312.0,11311.99,11286.06,645.78027952 +2018-01-29 01:00:00,11245.0,11533.98,11510.23,11311.99,1219.18647594 +2018-01-29 00:00:00,11502.1,11570.0,11536.0,11510.02,491.26044611 +2018-01-28 23:00:00,11494.99,11550.3,11495.0,11536.0,337.8375398 +2018-01-28 22:00:00,11455.16,11588.0,11559.99,11495.0,647.88854033 +2018-01-28 21:00:00,11435.0,11559.99,11447.01,11559.99,511.64263954 +2018-01-28 20:00:00,11399.0,11449.0,11417.48,11447.01,504.00441416 +2018-01-28 19:00:00,11359.38,11417.49,11400.0,11417.49,319.42462478 +2018-01-28 18:00:00,11388.7,11425.0,11419.0,11400.01,237.13214604 +2018-01-28 17:00:00,11358.0,11425.99,11425.99,11419.01,290.89567564 +2018-01-28 16:00:00,11324.0,11429.5,11355.0,11425.98,244.52995778 +2018-01-28 15:00:00,11350.01,11450.0,11350.01,11355.0,375.36372499 +2018-01-28 14:00:00,11302.05,11399.99,11330.47,11350.01,383.94341171 +2018-01-28 13:00:00,11251.0,11339.0,11267.01,11330.47,530.07658385 +2018-01-28 12:00:00,11267.01,11530.95,11499.99,11267.01,1110.14376976 +2018-01-28 11:00:00,11328.0,11500.0,11357.39,11499.99,847.83114701 +2018-01-28 10:00:00,11322.0,11518.0,11499.77,11357.4,949.97815683 +2018-01-28 09:00:00,11434.5,11547.06,11539.0,11499.99,352.97851651 +2018-01-28 08:00:00,11511.22,11570.62,11527.05,11538.18,489.61418927 +2018-01-28 07:00:00,11525.25,11694.97,11694.96,11527.04,998.6480482 +2018-01-28 06:00:00,11510.11,11697.24,11531.01,11694.96,876.38980302 +2018-01-28 05:00:00,11474.61,11644.0,11474.61,11531.01,1338.52320469 +2018-01-28 04:00:00,11328.03,11490.0,11328.04,11474.62,803.10049414 +2018-01-28 03:00:00,11280.0,11329.0,11296.0,11328.03,359.62940568 +2018-01-28 02:00:00,11234.38,11332.0,11330.01,11296.0,565.27418661 +2018-01-28 01:00:00,11261.0,11358.0,11325.68,11330.0,212.3729886 +2018-01-28 00:00:00,11310.86,11424.0,11319.0,11322.52,397.64887619 +2018-01-27 23:00:00,11220.0,11368.08,11361.24,11319.0,559.4787602 +2018-01-27 22:00:00,11301.58,11440.0,11440.0,11361.24,413.04787187 +2018-01-27 21:00:00,11368.64,11440.0,11422.36,11440.0,313.76252205 +2018-01-27 20:00:00,11390.0,11494.08,11396.42,11422.35,944.55589065 +2018-01-27 19:00:00,11313.52,11397.0,11354.99,11396.41,338.84052679 +2018-01-27 18:00:00,11300.0,11357.06,11355.99,11355.0,358.42590455 +2018-01-27 17:00:00,11330.02,11485.56,11485.55,11356.0,583.30280743 +2018-01-27 16:00:00,11330.0,11485.56,11442.02,11485.55,851.68507403 +2018-01-27 15:00:00,10982.96,11442.02,10982.96,11442.02,1241.66150518 +2018-01-27 14:00:00,10920.15,11019.69,11019.69,10982.96,239.11347659 +2018-01-27 13:00:00,10928.0,11047.5,10928.01,11019.5,202.29931038 +2018-01-27 12:00:00,10900.0,11019.69,10932.13,10928.01,303.75157858 +2018-01-27 11:00:00,10850.0,11192.38,11156.29,10932.13,505.8187598 +2018-01-27 10:00:00,11125.0,11249.82,11189.49,11156.28,185.60050878 +2018-01-27 09:00:00,11076.0,11195.0,11114.57,11189.48,128.25350116 +2018-01-27 08:00:00,11090.0,11218.05,11150.01,11114.57,193.58595392 +2018-01-27 07:00:00,11055.55,11222.77,11222.76,11150.0,388.62590767 +2018-01-27 06:00:00,11176.67,11349.0,11198.39,11222.77,1188.98480011 +2018-01-27 05:00:00,10987.07,11199.99,11000.0,11198.39,739.69479385 +2018-01-27 04:00:00,10980.0,11091.0,10980.01,11000.0,292.08332632 +2018-01-27 03:00:00,10959.9,11122.01,11079.4,10980.01,470.83801327 +2018-01-27 02:00:00,10852.92,11150.0,10955.54,11079.41,899.41872772 +2018-01-27 01:00:00,10888.15,11057.5,11057.0,10955.55,442.98654632 +2018-01-27 00:00:00,11050.0,11145.0,11086.88,11057.0,515.37124778 +2018-01-26 23:00:00,10791.69,11130.0,10795.01,11086.89,780.70073184 +2018-01-26 22:00:00,10761.0,10900.0,10881.33,10795.01,448.30625353 +2018-01-26 21:00:00,10819.03,10981.68,10965.01,10881.33,581.02469802 +2018-01-26 20:00:00,10913.0,11044.0,10934.09,10965.01,447.327629 +2018-01-26 19:00:00,10888.86,11049.86,11024.0,10934.08,625.79726698 +2018-01-26 18:00:00,10954.78,11140.0,11137.0,11024.36,636.37186923 +2018-01-26 17:00:00,10955.02,11136.98,11091.0,11136.98,805.25853313 +2018-01-26 16:00:00,11028.17,11250.0,11048.43,11091.0,1156.71708944 +2018-01-26 15:00:00,10795.0,11048.45,10815.0,11048.43,1261.66622992 +2018-01-26 14:00:00,10536.0,10839.99,10550.0,10811.25,902.82815208 +2018-01-26 13:00:00,10541.44,10766.6,10660.0,10550.0,922.38438373 +2018-01-26 12:00:00,10423.91,10719.24,10535.89,10660.01,735.50140135 +2018-01-26 11:00:00,10410.0,10590.15,10553.93,10535.89,776.54483724 +2018-01-26 10:00:00,10350.01,10660.72,10521.01,10553.93,767.77340054 +2018-01-26 09:00:00,10305.0,10747.0,10716.7,10521.01,1498.16975839 +2018-01-26 08:00:00,10560.0,11051.27,11051.27,10724.13,2436.1568321 +2018-01-26 07:00:00,11051.41,11345.0,11345.0,11051.41,474.8139618 +2018-01-26 06:00:00,11260.0,11380.0,11287.81,11345.05,250.86270852 +2018-01-26 05:00:00,11285.72,11428.0,11425.29,11287.8,270.27197981 +2018-01-26 04:00:00,11284.64,11496.0,11490.0,11425.28,703.16447549 +2018-01-26 03:00:00,11451.12,11545.9,11539.99,11489.99,481.37016235 +2018-01-26 02:00:00,11270.0,11570.0,11270.0,11539.99,1467.90158087 +2018-01-26 01:00:00,11250.01,11329.0,11324.4,11269.99,407.33418643 +2018-01-26 00:00:00,11087.89,11324.4,11118.0,11324.4,505.03383222 +2018-01-25 23:00:00,11031.2,11164.98,11160.02,11118.0,419.10334187 +2018-01-25 22:00:00,11150.0,11278.0,11200.0,11160.02,282.24741108 +2018-01-25 21:00:00,11111.0,11315.0,11250.0,11199.99,596.96805232 +2018-01-25 20:00:00,11192.76,11350.0,11200.0,11250.0,704.07145568 +2018-01-25 19:00:00,11161.0,11249.99,11227.31,11199.99,448.56904323 +2018-01-25 18:00:00,10979.55,11250.0,10979.55,11227.31,619.65418681 +2018-01-25 17:00:00,10885.55,10980.01,10885.55,10979.55,412.8456166 +2018-01-25 16:00:00,10875.01,11087.0,10924.9,10885.56,685.96317121 +2018-01-25 15:00:00,10851.0,11172.0,11167.99,10924.9,949.54088187 +2018-01-25 14:00:00,11140.0,11246.99,11216.99,11168.0,296.77295989 +2018-01-25 13:00:00,11042.31,11267.61,11050.01,11216.99,472.31442418 +2018-01-25 12:00:00,11025.0,11190.0,11144.81,11050.01,446.03986504 +2018-01-25 11:00:00,11105.0,11323.75,11254.99,11144.81,217.12937591 +2018-01-25 10:00:00,11206.82,11355.79,11250.01,11254.99,149.17750817 +2018-01-25 09:00:00,11146.0,11290.77,11256.01,11250.02,249.37597404 +2018-01-25 08:00:00,11225.0,11394.96,11360.0,11256.01,308.57997352 +2018-01-25 07:00:00,11349.83,11486.41,11427.47,11360.01,334.17223446 +2018-01-25 06:00:00,11376.03,11528.81,11487.28,11427.47,360.62872464 +2018-01-25 05:00:00,11400.29,11525.0,11415.0,11487.28,472.69045344 +2018-01-25 04:00:00,11305.0,11620.0,11610.01,11415.01,1263.30405968 +2018-01-25 03:00:00,11431.65,11690.0,11515.01,11610.0,1174.63297923 +2018-01-25 02:00:00,11323.86,11595.0,11432.87,11515.0,1356.19969938 +2018-01-25 01:00:00,11274.22,11485.0,11274.23,11432.88,1025.17402663 +2018-01-25 00:00:00,11238.63,11375.0,11356.8,11274.23,558.24406982 +2018-01-24 23:00:00,11100.0,11385.0,11100.0,11356.79,615.10252101 +2018-01-24 22:00:00,11091.0,11180.51,11180.51,11100.01,295.54200472 +2018-01-24 21:00:00,11101.03,11249.99,11124.99,11180.51,633.422067 +2018-01-24 20:00:00,11089.0,11199.3,11173.96,11125.0,560.39976426 +2018-01-24 19:00:00,10970.01,11200.0,10999.99,11173.95,576.66790706 +2018-01-24 18:00:00,10985.0,11130.0,11070.01,11000.0,548.66294624 +2018-01-24 17:00:00,10801.0,11100.0,11033.01,11070.01,669.26182161 +2018-01-24 16:00:00,10906.0,11069.98,11043.02,11033.0,699.02475554 +2018-01-24 15:00:00,11043.01,11262.0,11261.3,11043.01,618.27117832 +2018-01-24 14:00:00,11193.1,11450.0,11281.5,11261.3,1026.72654538 +2018-01-24 13:00:00,11139.74,11326.01,11279.97,11288.08,875.10611045 +2018-01-24 12:00:00,10950.43,11390.0,10999.0,11279.97,1038.09212506 +2018-01-24 11:00:00,10892.33,11140.19,10967.19,10999.0,360.27919188 +2018-01-24 10:00:00,10902.48,11142.0,11049.99,10967.19,433.96596951 +2018-01-24 09:00:00,10750.0,11050.0,10843.09,11050.0,337.98313854 +2018-01-24 08:00:00,10823.69,10996.6,10920.33,10843.09,248.96024204 +2018-01-24 07:00:00,10850.39,11099.0,10933.41,10920.33,539.44329426 +2018-01-24 06:00:00,10630.0,11054.77,10630.0,10933.0,799.91505724 +2018-01-24 05:00:00,10605.0,10757.95,10664.59,10630.0,386.98739972 +2018-01-24 04:00:00,10450.0,10844.92,10820.07,10664.58,953.22846092 +2018-01-24 03:00:00,10670.0,10867.5,10750.0,10820.07,540.41943284 +2018-01-24 02:00:00,10564.77,10770.0,10606.6,10750.0,763.16606253 +2018-01-24 01:00:00,10561.03,10798.51,10594.0,10606.59,732.42032118 +2018-01-24 00:00:00,10571.7,10890.0,10824.95,10594.01,906.69785771 +2018-01-23 23:00:00,10750.42,11050.0,11047.01,10824.94,917.34232035 +2018-01-23 22:00:00,10981.04,11159.0,10981.05,11047.01,589.3399695 +2018-01-23 21:00:00,10925.0,11101.0,11100.99,10981.05,550.55674283 +2018-01-23 20:00:00,10860.6,11164.5,10953.85,11100.98,876.52377232 +2018-01-23 19:00:00,10897.92,11209.0,11194.72,10950.0,1140.55040434 +2018-01-23 18:00:00,11132.87,11343.87,11150.01,11194.72,883.2193866 +2018-01-23 17:00:00,11072.0,11340.0,11337.62,11150.0,1262.34176507 +2018-01-23 16:00:00,10735.02,11370.0,10735.03,11337.43,2368.4576258 +2018-01-23 15:00:00,10375.0,10760.0,10416.0,10735.02,967.16328237 +2018-01-23 14:00:00,10225.0,10489.82,10289.99,10417.07,621.6757845 +2018-01-23 13:00:00,10142.42,10398.5,10205.01,10290.0,635.17159281 +2018-01-23 12:00:00,10055.37,10399.99,10176.6,10205.01,801.61969083 +2018-01-23 11:00:00,9945.0,10434.99,10326.67,10176.59,1247.25806925 +2018-01-23 10:00:00,10268.0,10547.99,10471.34,10330.8,251.15666505 +2018-01-23 09:00:00,10429.66,10717.97,10677.26,10471.34,437.52264469 +2018-01-23 08:00:00,10210.6,10717.97,10289.99,10677.26,787.91854428 +2018-01-23 07:00:00,10161.0,10388.34,10310.21,10289.99,672.86510818 +2018-01-23 06:00:00,10251.03,10600.0,10413.13,10310.22,986.79300656 +2018-01-23 05:00:00,10265.45,10620.0,10589.99,10413.13,1710.64408922 +2018-01-23 04:00:00,10553.27,10923.81,10840.22,10589.99,917.31249632 +2018-01-23 03:00:00,10772.98,10972.0,10772.98,10840.23,761.71473507 +2018-01-23 02:00:00,10656.52,10849.49,10672.01,10772.98,523.08040092 +2018-01-23 01:00:00,10671.0,10950.0,10789.99,10672.5,993.56858784 +2018-01-23 00:00:00,10609.66,10849.51,10766.7,10790.0,993.23278954 +2018-01-22 23:00:00,10559.99,10850.0,10654.3,10766.7,1222.90404718 +2018-01-22 22:00:00,10292.91,10654.3,10375.03,10654.3,1612.61129431 +2018-01-22 21:00:00,10025.0,10460.0,10395.23,10381.19,2529.06708083 +2018-01-22 20:00:00,10300.0,10594.93,10590.0,10395.23,1242.84248572 +2018-01-22 19:00:00,10403.73,10598.1,10453.0,10590.0,1227.03345596 +2018-01-22 18:00:00,10400.0,10649.7,10581.61,10453.0,950.38059568 +2018-01-22 17:00:00,10507.99,10752.7,10508.0,10581.62,1445.31104644 +2018-01-22 16:00:00,10318.81,10665.53,10408.92,10499.58,1366.75135293 +2018-01-22 15:00:00,10222.0,10689.28,10634.99,10408.92,1751.40341675 +2018-01-22 14:00:00,10501.38,10848.0,10596.51,10635.0,1676.22617487 +2018-01-22 13:00:00,10335.11,11309.32,11309.32,10596.51,3390.21453054 +2018-01-22 12:00:00,11211.11,11345.77,11306.01,11308.23,360.94517084 +2018-01-22 11:00:00,11306.0,11700.0,11684.77,11306.01,586.25367975 +2018-01-22 10:00:00,11635.9,11751.25,11710.01,11684.77,199.44986766 +2018-01-22 09:00:00,11597.12,11840.86,11712.4,11710.01,198.04548751 +2018-01-22 08:00:00,11658.54,11849.0,11719.99,11712.39,317.00292732 +2018-01-22 07:00:00,11539.86,11734.59,11615.74,11720.0,229.52081552 +2018-01-22 06:00:00,11433.97,11647.99,11455.01,11615.74,293.30550255 +2018-01-22 05:00:00,11348.0,11583.5,11583.5,11455.0,440.65784054 +2018-01-22 04:00:00,11498.8,11739.96,11498.81,11583.5,793.75988138 +2018-01-22 03:00:00,11412.89,11550.19,11550.19,11498.8,290.70810656 +2018-01-22 02:00:00,11245.0,11550.19,11438.56,11550.18,766.79940319 +2018-01-22 01:00:00,11365.23,11709.99,11698.88,11444.27,690.22099523 +2018-01-22 00:00:00,11461.4,11698.88,11518.17,11698.88,771.15529823 +2018-01-21 23:00:00,11198.0,11518.17,11229.97,11518.17,624.01103629 +2018-01-21 22:00:00,11198.0,11474.0,11366.08,11229.98,602.24505502 +2018-01-21 21:00:00,11150.01,11373.83,11150.01,11366.07,701.41536016 +2018-01-21 20:00:00,11118.0,11542.43,11488.09,11150.02,955.37117874 +2018-01-21 19:00:00,11420.0,11649.0,11500.0,11488.09,617.19834361 +2018-01-21 18:00:00,11310.0,11500.0,11437.0,11500.0,622.3696743 +2018-01-21 17:00:00,11223.0,11489.01,11300.36,11437.0,947.31683793 +2018-01-21 16:00:00,11250.0,11550.93,11550.93,11300.35,1509.48654204 +2018-01-21 15:00:00,11550.92,11894.49,11767.07,11550.92,683.94994893 +2018-01-21 14:00:00,11700.0,12098.12,12010.01,11767.08,620.50045183 +2018-01-21 13:00:00,12004.95,12218.47,12005.01,12010.01,332.53998692 +2018-01-21 12:00:00,12005.0,12224.0,12147.21,12005.01,222.5300491 +2018-01-21 11:00:00,11799.96,12147.21,11799.96,12147.21,260.75482397 +2018-01-21 10:00:00,11743.41,11930.6,11743.41,11795.43,267.42553986 +2018-01-21 09:00:00,11666.66,11900.01,11900.01,11736.72,425.11552558 +2018-01-21 08:00:00,11852.7,12067.0,11937.03,11900.0,448.55896222 +2018-01-21 07:00:00,11722.2,12010.91,12005.57,11937.03,1034.77268855 +2018-01-21 06:00:00,11920.0,12181.0,12109.86,12004.99,854.02060641 +2018-01-21 05:00:00,12082.23,12295.59,12234.75,12107.99,1022.54479546 +2018-01-21 04:00:00,12150.61,12500.01,12500.01,12234.74,814.60817342 +2018-01-21 03:00:00,12500.0,12645.83,12551.93,12500.0,514.7426612 +2018-01-21 02:00:00,12441.31,12608.99,12498.01,12551.93,463.24486719 +2018-01-21 01:00:00,12351.26,12531.75,12360.01,12498.0,667.95817028 +2018-01-21 00:00:00,12360.0,12762.8,12762.8,12360.0,1213.49648924 +2018-01-20 23:00:00,12727.0,12825.01,12824.99,12762.8,420.93723043 +2018-01-20 22:00:00,12805.0,12929.99,12894.99,12825.0,391.84683329 +2018-01-20 21:00:00,12723.0,12895.0,12764.97,12895.0,385.83923538 +2018-01-20 20:00:00,12616.0,12802.16,12762.66,12764.97,547.72709309 +2018-01-20 19:00:00,12665.0,12950.9,12950.9,12762.72,920.66772319 +2018-01-20 18:00:00,12760.01,12985.55,12819.0,12950.89,882.21190131 +2018-01-20 17:00:00,12697.45,12952.0,12840.52,12818.99,950.04853818 +2018-01-20 16:00:00,12537.34,12850.55,12542.01,12840.52,876.41930396 +2018-01-20 15:00:00,12475.0,12629.0,12582.01,12542.25,395.96884964 +2018-01-20 14:00:00,12450.0,12710.0,12462.01,12582.01,471.24294227 +2018-01-20 13:00:00,12445.0,12651.17,12470.0,12462.02,404.5539304 +2018-01-20 12:00:00,12256.01,12488.88,12301.02,12469.99,384.84773645 +2018-01-20 11:00:00,12301.0,12550.0,12549.99,12301.01,313.48322842 +2018-01-20 10:00:00,12450.0,12550.0,12483.98,12550.0,284.04589166 +2018-01-20 09:00:00,12451.0,12690.38,12690.38,12480.38,337.00150687 +2018-01-20 08:00:00,12417.1,12707.08,12535.24,12690.38,531.68630467 +2018-01-20 07:00:00,12362.45,12579.0,12410.0,12535.24,806.81096335 +2018-01-20 06:00:00,12312.83,12692.29,12580.01,12410.0,1508.4227244 +2018-01-20 05:00:00,12198.0,12627.23,12198.01,12580.0,3127.18959945 +2018-01-20 04:00:00,11557.49,12198.21,11731.46,12198.01,2244.95440543 +2018-01-20 03:00:00,11687.99,11798.21,11688.0,11731.46,820.90563388 +2018-01-20 02:00:00,11554.01,11699.99,11690.0,11688.0,490.82546118 +2018-01-20 01:00:00,11521.62,11699.95,11553.85,11690.0,684.17174072 +2018-01-20 00:00:00,11498.99,11600.0,11499.0,11553.85,568.14761564 +2018-01-19 23:00:00,11265.1,11499.0,11269.0,11498.99,409.19021502 +2018-01-19 22:00:00,11251.0,11399.0,11340.0,11269.0,417.28972601 +2018-01-19 21:00:00,11340.0,11545.0,11395.0,11340.01,634.88635236 +2018-01-19 20:00:00,11201.07,11450.0,11258.73,11395.0,506.02070174 +2018-01-19 19:00:00,11165.0,11334.35,11250.42,11258.72,563.62803395 +2018-01-19 18:00:00,11065.34,11342.96,11272.49,11234.69,1301.82700452 +2018-01-19 17:00:00,11207.5,11664.15,11640.46,11272.49,924.77271099 +2018-01-19 16:00:00,11550.0,11699.0,11550.0,11640.45,471.33357616 +2018-01-19 15:00:00,11428.21,11645.22,11495.69,11550.0,617.0769482 +2018-01-19 14:00:00,11431.11,11795.99,11731.0,11499.75,707.17003753 +2018-01-19 13:00:00,11664.86,11973.99,11845.24,11731.01,677.42037132 +2018-01-19 12:00:00,11759.48,11967.5,11760.01,11845.24,780.70615946 +2018-01-19 11:00:00,11659.81,11848.96,11848.96,11760.02,316.9663658 +2018-01-19 10:00:00,11650.7,11848.96,11689.38,11848.96,415.64816667 +2018-01-19 09:00:00,11611.0,11820.71,11727.47,11679.0,277.52675916 +2018-01-19 08:00:00,11250.0,11799.99,11419.86,11727.46,1233.9504062 +2018-01-19 07:00:00,11367.94,11566.0,11549.99,11419.86,305.12092663 +2018-01-19 06:00:00,11330.07,11594.0,11400.0,11550.0,562.26585282 +2018-01-19 05:00:00,11269.03,11517.18,11389.01,11399.99,703.35126655 +2018-01-19 04:00:00,11061.86,11489.05,11183.8,11389.0,881.6880139 +2018-01-19 03:00:00,11050.0,11265.0,11125.01,11183.81,975.10495323 +2018-01-19 02:00:00,11107.0,11548.9,11497.99,11125.0,864.0518076 +2018-01-19 01:00:00,11410.0,11645.0,11540.11,11498.0,539.14403662 +2018-01-19 00:00:00,11227.0,11596.57,11305.53,11542.52,873.1683693 +2018-01-18 23:00:00,11112.03,11377.0,11332.89,11305.53,855.71125637 +2018-01-18 22:00:00,11190.0,11600.0,11579.0,11332.89,1297.22745974 +2018-01-18 21:00:00,11400.0,11886.72,11820.25,11579.0,1650.58604656 +2018-01-18 20:00:00,11700.0,11995.0,11801.0,11820.25,1050.15181146 +2018-01-18 19:00:00,11575.0,11840.0,11810.0,11801.0,1106.73226047 +2018-01-18 18:00:00,11520.0,11810.0,11553.32,11810.0,1010.82559842 +2018-01-18 17:00:00,11553.12,11850.0,11736.0,11553.32,1268.47747309 +2018-01-18 16:00:00,11649.0,12019.97,12019.97,11736.01,1623.61491136 +2018-01-18 15:00:00,11840.0,12123.1,11933.0,12020.82,3539.88312764 +2018-01-18 14:00:00,11642.26,11933.0,11680.01,11933.0,1134.08383857 +2018-01-18 13:00:00,11525.77,11895.0,11717.44,11680.0,1107.76375818 +2018-01-18 12:00:00,11559.97,11948.97,11571.67,11717.43,1242.16313953 +2018-01-18 11:00:00,11322.88,11636.01,11322.89,11584.62,594.96630442 +2018-01-18 10:00:00,11167.94,11389.99,11242.06,11322.89,320.41305182 +2018-01-18 09:00:00,10844.35,11397.69,10878.4,11242.06,650.24901446 +2018-01-18 08:00:00,10701.0,10988.0,10737.99,10885.93,472.77433077 +2018-01-18 07:00:00,10687.21,11220.0,11182.0,10737.99,773.70555262 +2018-01-18 06:00:00,11045.99,11350.0,11046.0,11182.01,811.39333793 +2018-01-18 05:00:00,10871.9,11220.0,11145.02,11045.99,1390.70509811 +2018-01-18 04:00:00,11121.0,11593.03,11370.01,11145.01,1231.89321303 +2018-01-18 03:00:00,11325.0,11800.0,11777.99,11370.01,1714.16269773 +2018-01-18 02:00:00,11450.0,11790.0,11537.0,11777.99,1828.83595761 +2018-01-18 01:00:00,11170.0,11616.01,11299.99,11537.0,1847.66077027 +2018-01-18 00:00:00,10865.15,11300.0,11204.64,11300.0,1610.66771606 +2018-01-17 23:00:00,10764.82,11365.61,11200.0,11200.01,2504.50662657 +2018-01-17 22:00:00,11065.08,11634.12,11380.89,11200.01,4095.29683991 +2018-01-17 21:00:00,10688.83,11446.58,10919.22,11358.0,5254.4733201 +2018-01-17 20:00:00,10390.0,10979.5,10494.55,10919.23,3438.64777426 +2018-01-17 19:00:00,9800.1,10659.0,9820.74,10494.55,2739.12037538 +2018-01-17 18:00:00,9763.38,10148.86,10120.67,9820.75,2146.04163544 +2018-01-17 17:00:00,9910.0,10500.0,10398.01,10120.68,3098.83724382 +2018-01-17 16:00:00,9425.99,10413.48,9489.09,10397.99,4925.91698301 +2018-01-17 15:00:00,9005.0,9749.99,9386.59,9479.99,6570.70646335 +2018-01-17 14:00:00,9355.0,10150.0,10040.0,9386.59,6758.53787536 +2018-02-11 13:00:00,8225.49,8340.0,8279.17,8285.0,368.06865715 +2018-02-11 12:00:00,8130.0,8324.13,8184.99,8279.17,719.81621707 +2018-02-11 11:00:00,7975.0,8190.0,8016.6,8184.99,389.56585387 +2018-02-11 10:00:00,7977.98,8135.0,8130.0,8016.79,372.52505512 +2018-02-11 09:00:00,7851.0,8130.0,7927.41,8130.0,558.30721474 +2018-02-11 08:00:00,7857.78,7950.0,7937.0,7927.41,661.44651758 +2018-02-11 07:00:00,7905.0,8085.44,8082.49,7937.0,806.26960389 +2018-02-11 06:00:00,8005.0,8112.16,8112.15,8082.5,421.7744374 +2018-02-11 05:00:00,8000.5,8163.26,8001.01,8112.16,884.41849356 +2018-02-11 04:00:00,8001.0,8184.0,8070.29,8001.01,1225.33864922 +2018-02-11 03:00:00,8050.0,8270.5,8270.49,8070.28,1828.97428631 +2018-02-11 02:00:00,8203.59,8320.88,8276.73,8270.5,603.46346369 +2018-02-11 01:00:00,8186.5,8420.01,8420.01,8276.73,1369.08942676 +2018-02-11 00:00:00,8317.0,8547.49,8547.48,8420.0,896.01213985 +2018-02-10 23:00:00,8480.83,8584.63,8560.0,8547.49,577.93336857 +2018-02-10 22:00:00,8284.97,8595.0,8284.98,8560.0,1556.7824145 +2018-02-10 21:00:00,8155.0,8329.95,8201.51,8287.9,1309.18725453 +2018-02-10 20:00:00,8167.0,8447.17,8447.17,8201.51,1149.21020372 +2018-02-10 19:00:00,8276.92,8465.0,8333.0,8447.17,669.39970097 +2018-02-10 18:00:00,8322.06,8464.02,8464.02,8333.0,982.85165369 +2018-02-10 17:00:00,8315.02,8499.99,8315.03,8464.02,721.46034468 +2018-02-10 16:00:00,8260.0,8483.0,8368.99,8315.02,1407.98075 +2018-02-10 15:00:00,8329.5,8645.4,8627.71,8369.0,2387.81737773 +2018-02-10 14:00:00,8597.6,8820.0,8770.59,8627.71,674.46236245 +2018-02-10 13:00:00,8650.0,8785.77,8655.0,8770.6,430.70381598 +2018-02-10 12:00:00,8562.5,8679.87,8665.01,8655.87,453.71152992 +2018-02-10 11:00:00,8560.99,8746.51,8560.99,8665.0,544.54431414 +2018-02-10 10:00:00,8560.99,8716.94,8640.7,8560.99,507.07754031 +2018-02-10 09:00:00,8616.0,8788.63,8684.07,8640.7,517.80456952 +2018-02-10 08:00:00,8673.87,8958.01,8958.01,8680.01,1005.74049598 +2018-02-10 07:00:00,8862.59,9061.82,9046.2,8958.01,1119.05852717 +2018-02-10 06:00:00,8860.06,9090.0,8860.07,9046.19,1428.42267465 +2018-02-10 05:00:00,8808.7,8900.0,8808.7,8860.07,552.66558337 +2018-02-10 04:00:00,8796.0,8926.29,8918.65,8808.7,1126.50477286 +2018-02-10 03:00:00,8888.0,8980.96,8920.0,8918.65,908.63780109 +2018-02-10 02:00:00,8764.34,8947.0,8793.54,8919.99,810.42780329 +2018-02-10 01:00:00,8765.0,8960.0,8884.0,8795.0,1732.75721068 +2018-02-10 00:00:00,8592.0,8899.99,8671.0,8884.0,2335.55041888 +2018-02-09 23:00:00,8567.99,8685.0,8568.0,8671.01,847.4952968 +2018-02-09 22:00:00,8465.0,8619.0,8553.01,8567.99,690.06998457 +2018-02-09 21:00:00,8461.0,8620.0,8544.99,8553.0,960.4927509 +2018-02-09 20:00:00,8532.0,8698.75,8615.03,8544.99,1008.14577942 +2018-02-09 19:00:00,8607.35,8699.0,8607.35,8615.04,1139.42556152 +2018-02-09 18:00:00,8555.89,8700.0,8602.02,8599.99,1565.53222656 +2018-02-09 17:00:00,8357.18,8684.38,8357.84,8602.02,2785.89927825 +2018-02-09 16:00:00,8305.77,8390.0,8308.62,8357.84,625.02332839 +2018-02-09 15:00:00,8286.98,8420.0,8386.41,8312.17,882.70181912 +2018-02-09 14:00:00,8246.81,8448.97,8246.81,8386.41,2239.64431416 +2018-02-09 13:00:00,8190.0,8282.88,8199.99,8246.82,422.32813271 +2018-02-09 12:00:00,8166.49,8250.0,8245.0,8199.99,364.35688658 +2018-02-09 11:00:00,8191.5,8338.5,8235.43,8249.99,440.5498132 +2018-02-09 10:00:00,8135.01,8306.97,8238.99,8235.43,610.44885986 +2018-02-09 09:00:00,8057.31,8296.0,8070.0,8239.0,997.16333177 +2018-02-09 08:00:00,7876.34,8081.25,8014.99,8070.0,416.17332743 +2018-02-09 07:00:00,7958.0,8046.99,7959.99,8015.0,358.03090345 +2018-02-09 06:00:00,7825.05,7980.84,7880.0,7959.99,475.33092908 +2018-02-09 05:00:00,7750.0,7930.0,7843.27,7875.01,1021.66735071 +2018-02-09 04:00:00,7810.0,8077.46,8076.61,7843.26,1131.91517188 +2018-02-09 03:00:00,7900.0,8108.18,8108.18,8078.59,1176.38761051 +2018-02-09 02:00:00,7900.0,8111.0,7975.31,8108.18,1175.79963474 +2018-02-09 01:00:00,7751.22,8008.99,7920.62,7975.32,3179.62885202 +2018-02-09 00:00:00,7820.0,8234.46,8218.07,7920.62,3044.30499688 +2018-02-08 23:00:00,8140.0,8278.52,8179.0,8218.1,832.89997352 +2018-02-08 22:00:00,8090.0,8300.0,8159.99,8179.0,1541.55786695 +2018-02-08 21:00:00,8132.0,8340.0,8286.17,8160.0,1660.78105471 +2018-02-08 20:00:00,8285.0,8397.5,8385.56,8286.17,753.35453892 +2018-02-08 19:00:00,8175.55,8444.44,8208.5,8385.55,1938.38482784 +2018-02-08 18:00:00,8029.97,8243.0,8178.36,8209.49,1132.00977214 +2018-02-08 17:00:00,8115.45,8280.01,8280.0,8179.5,1659.26412008 +2018-02-08 16:00:00,8112.09,8298.01,8225.01,8280.0,1471.3766506 +2018-02-08 15:00:00,8211.0,8448.0,8420.01,8225.0,1445.13506076 +2018-02-08 14:00:00,8342.0,8489.87,8451.51,8420.0,1186.33888037 +2018-02-08 13:00:00,8440.0,8590.0,8590.0,8451.5,1056.10115538 +2018-02-08 12:00:00,8350.99,8625.0,8480.01,8589.99,1026.13802643 +2018-02-08 11:00:00,8422.4,8553.6,8550.01,8480.02,623.84290268 +2018-02-08 10:00:00,8298.59,8575.0,8329.0,8550.0,2340.55985498 +2018-02-08 09:00:00,8140.01,8330.0,8236.41,8329.0,481.77466843 +2018-02-08 08:00:00,8187.26,8347.0,8307.01,8236.4,1027.5576483 +2018-02-08 07:00:00,7978.37,8309.0,8004.48,8307.01,1064.64305428 +2018-02-08 06:00:00,7873.23,8039.0,7971.23,8004.49,821.80019365 +2018-02-08 05:00:00,7971.23,8213.74,8145.07,7971.23,789.05264566 +2018-02-08 04:00:00,7953.66,8228.41,7980.06,8138.1,1454.17094011 +2018-02-08 03:00:00,7838.7,8100.0,8030.0,7980.07,1559.71663462 +2018-02-08 02:00:00,7867.99,8141.0,7867.99,8030.01,2043.62426928 +2018-02-08 01:00:00,7550.0,7926.61,7705.01,7868.0,1776.52766566 +2018-02-08 00:00:00,7575.75,7820.0,7575.76,7709.51,1962.96417977 +2018-02-07 23:00:00,7535.0,7850.01,7850.01,7575.75,3018.11499211 +2018-02-07 22:00:00,7760.0,8095.0,8095.0,7850.0,2534.100207 +2018-02-07 21:00:00,8050.0,8265.0,8163.32,8095.0,1011.96727758 +2018-02-07 20:00:00,7963.0,8229.0,8189.37,8165.0,1879.07303194 +2018-02-07 19:00:00,8060.0,8265.01,8265.0,8189.37,1512.55319253 +2018-02-07 18:00:00,8243.7,8445.69,8335.1,8265.0,2079.96427051 +2018-02-07 17:00:00,8015.08,8362.65,8015.09,8335.09,2326.99448594 +2018-02-07 16:00:00,7945.04,8247.01,8223.36,8015.09,2534.95014797 +2018-02-07 15:00:00,8100.0,8350.0,8271.62,8227.0,2188.30839563 +2018-02-07 14:00:00,8111.0,8437.73,8299.98,8271.62,3128.96455093 +2018-02-07 13:00:00,8273.84,8650.0,8375.0,8299.99,3312.49004397 +2018-02-07 12:00:00,8132.4,8452.4,8261.3,8369.97,1927.95945273 +2018-02-07 11:00:00,8061.0,8362.1,8220.01,8261.29,2184.57954267 +2018-02-07 10:00:00,7925.0,8231.0,7976.67,8220.01,2644.48266167 +2018-02-07 09:00:00,7668.79,7992.39,7668.8,7976.66,1913.88374999 +2018-02-07 08:00:00,7622.0,7779.0,7711.32,7668.8,985.25481501 +2018-02-07 07:00:00,7363.6,7749.0,7491.0,7711.32,1260.19669083 +2018-02-07 06:00:00,7280.0,7491.0,7455.0,7491.0,872.20462066 +2018-02-07 05:00:00,7345.23,7577.0,7490.99,7455.0,1654.26091172 +2018-02-07 04:00:00,7215.0,7582.0,7261.81,7491.0,1809.08526232 +2018-02-07 03:00:00,7212.82,7428.64,7347.24,7265.01,2270.97276935 +2018-02-07 02:00:00,7315.33,7742.0,7637.99,7347.24,3019.71457209 +2018-02-07 01:00:00,7503.18,7773.28,7600.01,7637.99,2185.51680818 +2018-02-07 00:00:00,7460.0,7819.96,7688.47,7600.0,2660.98644231 +2018-02-06 23:00:00,7557.62,7869.0,7640.0,7688.46,2774.68238066 +2018-02-06 22:00:00,7439.5,7829.5,7790.01,7633.67,3257.59402288 +2018-02-06 21:00:00,7518.54,7948.89,7518.54,7790.01,5786.63931384 +2018-02-06 20:00:00,7461.0,7775.0,7539.17,7518.54,5134.11334801 +2018-02-06 19:00:00,7161.01,7643.44,7177.01,7539.18,5031.45888635 +2018-02-06 18:00:00,6965.0,7185.0,6989.44,7177.01,2744.25627595 +2018-02-06 17:00:00,6786.16,7100.0,7099.99,6989.43,2421.38906989 +2018-02-06 16:00:00,6929.56,7359.95,7295.0,7099.99,3307.01662117 +2018-02-06 15:00:00,6992.75,7442.89,7184.97,7295.0,5193.01713358 +2018-02-06 14:00:00,6851.23,7269.0,7159.99,7185.0,3961.59804171 +2018-02-06 13:00:00,6654.88,7185.14,6670.0,7159.17,3554.5468031 +2018-02-06 12:00:00,6381.02,6792.59,6467.67,6675.01,1988.87441017 +2018-02-06 11:00:00,6178.5,6490.0,6436.47,6467.02,1950.39320719 +2018-02-06 10:00:00,6338.26,6749.96,6630.01,6435.0,2212.65948343 +2018-02-06 09:00:00,6040.0,6865.68,6045.0,6630.02,3782.69631874 +2018-02-06 08:00:00,5906.18,6200.0,5918.0,6049.98,2499.59372659 +2018-02-06 07:00:00,5873.0,6297.43,6180.37,5918.0,3212.78191332 +2018-02-06 06:00:00,6046.7,6421.4,6389.09,6185.0,2911.00322654 +2018-02-06 05:00:00,5907.25,6599.0,6012.88,6389.09,9647.61084131 +2018-02-06 04:00:00,6011.0,6350.78,6316.1,6012.88,4173.82411593 +2018-02-06 03:00:00,6180.0,6389.99,6365.0,6316.09,5150.39039329 +2018-02-06 02:00:00,6360.6,6652.25,6483.82,6364.99,4591.2034146 +2018-02-06 01:00:00,6483.82,6975.03,6975.03,6483.82,4497.63025457 +2018-02-06 00:00:00,6842.01,7097.5,6905.2,6975.0,2110.13742447 +2018-02-05 23:00:00,6650.0,6941.12,6801.01,6905.19,3273.60254542 +2018-02-05 22:00:00,6801.0,7220.22,7078.34,6801.01,2356.7528591 +2018-02-05 21:00:00,6913.72,7305.0,7137.55,7078.34,3589.92876932 +2018-02-05 20:00:00,6500.02,7449.99,6530.77,7137.55,9585.80473989 +2018-02-05 19:00:00,6425.75,6960.0,6858.12,6530.75,6896.5248204 +2018-02-05 18:00:00,6814.0,7144.99,7000.99,6858.11,5667.40292152 +2018-02-05 17:00:00,7000.0,7300.0,7265.43,7000.99,2762.92465344 +2018-02-05 16:00:00,7222.0,7479.0,7339.48,7265.42,1930.20277226 +2018-02-05 15:00:00,7116.0,7531.94,7325.09,7335.0,4318.39746197 +2018-02-05 14:00:00,7320.0,7670.86,7657.99,7325.09,4526.2853598 +2018-02-05 13:00:00,7600.0,7769.87,7700.01,7655.03,1120.99284145 +2018-02-05 12:00:00,7550.5,7851.63,7560.0,7700.0,1735.90433025 +2018-02-05 11:00:00,7550.89,7748.88,7681.96,7560.0,1737.42059875 +2018-02-05 10:00:00,7681.95,7935.88,7884.0,7681.95,743.60570452 +2018-02-05 09:00:00,7753.95,8037.99,7800.0,7884.01,768.73891792 +2018-02-05 08:00:00,7760.0,7990.0,7986.77,7800.01,1182.9671352 +2018-02-05 07:00:00,7911.99,8136.54,8061.15,7986.78,693.60857834 +2018-02-05 06:00:00,8061.14,8295.0,8197.45,8061.14,468.31498858 +2018-02-05 05:00:00,8174.0,8349.16,8272.99,8197.45,738.13350238 +2018-02-05 04:00:00,7955.0,8300.0,8132.99,8273.0,1091.75693335 +2018-02-05 03:00:00,8010.68,8245.0,8031.78,8133.0,1581.24598862 +2018-02-05 02:00:00,7880.0,8115.0,8084.99,8031.79,1058.08452797 +2018-02-05 01:00:00,7929.9,8210.74,8210.74,8085.0,1380.39801841 +2018-02-05 00:00:00,8167.9,8325.0,8167.9,8210.74,369.69925216 +2018-02-04 23:00:00,8141.0,8425.0,8420.0,8167.91,874.01069056 +2018-02-04 22:00:00,8045.0,8430.0,8065.01,8414.18,1342.74587402 +2018-02-04 21:00:00,8000.01,8250.0,8115.02,8064.99,1376.17499628 +2018-02-04 20:00:00,7859.0,8237.37,8183.39,8120.0,4261.5484065 +2018-02-04 19:00:00,8156.0,8341.0,8340.99,8183.39,1516.44632344 +2018-02-04 18:00:00,8224.24,8557.0,8455.01,8341.0,1184.4008255 +2018-02-04 17:00:00,8389.92,8570.0,8487.99,8455.0,631.29959739 +2018-02-04 16:00:00,8253.38,8500.0,8392.16,8488.0,1807.36993531 +2018-02-04 15:00:00,8305.0,8720.0,8649.95,8385.79,1805.90957563 +2018-02-04 14:00:00,8637.41,8879.19,8723.51,8649.96,627.23190727 +2018-02-04 13:00:00,8637.85,8797.57,8774.99,8722.67,603.3319398 +2018-02-04 12:00:00,8501.54,8774.99,8719.98,8774.99,1230.2341503 +2018-02-04 11:00:00,8720.0,8978.14,8798.57,8720.0,331.93701927 +2018-02-04 10:00:00,8710.0,8860.17,8842.99,8798.58,601.48079638 +2018-02-04 09:00:00,8750.0,9071.0,9071.0,8842.99,845.58828503 +2018-02-04 08:00:00,9052.0,9210.0,9176.2,9071.0,240.68538725 +2018-02-04 07:00:00,9135.23,9285.0,9244.97,9176.2,434.39399637 +2018-02-04 06:00:00,9225.32,9350.0,9277.74,9244.97,707.72003704 +2018-02-04 05:00:00,9060.0,9279.99,9084.54,9277.75,590.09980492 +2018-02-04 04:00:00,9035.31,9195.0,9185.0,9084.54,444.34343248 +2018-02-04 03:00:00,9049.99,9225.28,9049.99,9185.0,724.44491645 +2018-02-04 02:00:00,8923.34,9106.0,8924.24,9049.99,548.09635728 +2018-02-04 01:00:00,8924.24,9130.47,9083.98,8924.25,789.37127172 +2018-02-04 00:00:00,9080.0,9238.24,9227.8,9083.99,543.31643044 +2018-02-03 23:00:00,9029.99,9248.82,9109.48,9240.0,598.32510659 +2018-02-03 22:00:00,9069.0,9198.11,9166.01,9109.47,470.48478996 +2018-02-03 21:00:00,9102.0,9294.99,9285.01,9166.01,858.4111159 +2018-02-03 20:00:00,9260.0,9499.0,9330.0,9285.01,1321.77395798 +2018-02-03 19:00:00,9284.52,9430.0,9425.0,9330.0,745.51896473 +2018-02-03 18:00:00,9155.0,9425.0,9203.79,9425.0,945.74481214 +2018-02-03 17:00:00,9163.42,9375.01,9333.99,9203.78,1130.78304252 +2018-02-03 16:00:00,9050.12,9334.0,9215.0,9333.99,1366.79774124 +2018-02-03 15:00:00,9158.37,9476.37,9370.5,9215.0,1871.09741732 +2018-02-03 14:00:00,9200.0,9400.0,9245.0,9370.5,1445.77464777 +2018-02-03 13:00:00,8954.04,9268.86,9040.02,9239.18,1417.17020196 +2018-02-03 12:00:00,8901.0,9100.0,8999.99,9040.02,1007.25388668 +2018-02-03 11:00:00,8710.0,9000.0,8765.37,9000.0,650.78216248 +2018-02-03 10:00:00,8710.01,8846.33,8846.33,8765.37,378.98392342 +2018-02-03 09:00:00,8797.15,8970.0,8876.76,8846.33,791.11610536 +2018-02-03 08:00:00,8539.14,8893.28,8630.19,8876.75,742.46712585 +2018-02-03 07:00:00,8560.0,8685.0,8612.04,8630.19,703.51506558 +2018-02-03 06:00:00,8365.0,8655.0,8420.22,8612.04,959.4085464 +2018-02-03 05:00:00,8251.62,8447.94,8380.01,8420.22,852.79227643 +2018-02-03 04:00:00,8164.97,8430.37,8246.11,8380.01,1111.55057226 +2018-02-03 03:00:00,8115.48,8525.01,8525.01,8246.1,2301.81443158 +2018-02-03 02:00:00,8525.01,8635.0,8599.98,8525.01,501.80511492 +2018-02-03 01:00:00,8523.28,8749.0,8748.99,8599.98,945.4275862 +2018-02-03 00:00:00,8701.0,8799.1,8787.52,8748.99,582.18649436 +2018-02-02 23:00:00,8710.0,8842.86,8740.0,8787.52,1173.52196915 +2018-02-02 22:00:00,8515.0,8800.0,8570.0,8740.0,1092.08070925 +2018-02-02 21:00:00,8463.57,8644.36,8542.97,8569.99,947.41515732 +2018-02-02 20:00:00,8530.0,8762.52,8561.8,8547.31,1157.47142057 +2018-02-02 19:00:00,8426.77,8690.0,8518.3,8561.8,1471.46466001 +2018-02-02 18:00:00,8450.0,8785.0,8661.8,8518.3,1633.31336659 +2018-02-02 17:00:00,8600.0,9080.0,9080.0,8661.81,1865.35304773 +2018-02-02 16:00:00,8834.47,9090.08,8967.9,9080.0,2300.05487802 +2018-02-02 15:00:00,8540.0,8979.0,8616.4,8967.91,1958.96377252 +2018-02-02 14:00:00,8417.79,8880.0,8806.71,8616.4,3363.69327403 +2018-02-02 13:00:00,8171.18,8808.83,8252.99,8805.99,5645.49147837 +2018-02-02 12:00:00,7540.0,8300.0,7960.99,8252.99,7441.17913559 +2018-02-02 11:00:00,7889.0,8197.5,8132.0,7960.99,3850.25928775 +2018-02-02 10:00:00,8100.0,8323.05,8323.05,8132.0,1782.50157471 +2018-02-02 09:00:00,8166.0,8440.09,8270.0,8323.05,2510.48354371 +2018-02-02 08:00:00,8270.0,8394.84,8390.0,8270.01,1435.69107479 +2018-02-02 07:00:00,8377.15,8644.77,8531.61,8386.63,1145.34758855 +2018-02-02 06:00:00,8310.0,8569.0,8527.02,8542.06,1944.69626197 +2018-02-02 05:00:00,8500.01,8649.97,8637.87,8527.02,1207.62996789 +2018-02-02 04:00:00,8534.06,8730.0,8670.99,8637.87,1380.05467753 +2018-02-02 03:00:00,8650.47,8900.0,8843.99,8671.0,1354.47884793 +2018-02-02 02:00:00,8581.94,8844.0,8621.0,8844.0,1307.3715899 +2018-02-02 01:00:00,8550.0,8776.31,8683.32,8620.99,1983.52805696 +2018-02-02 00:00:00,8600.0,9025.76,9014.22,8683.31,2087.22273637 +2018-02-01 23:00:00,8905.01,9098.99,8939.98,9014.23,1015.42958117 +2018-02-01 22:00:00,8905.0,9119.01,9065.56,8939.98,1425.40214985 +2018-02-01 21:00:00,8943.67,9234.0,9100.0,9065.55,2602.20895336 +2018-02-01 20:00:00,8400.0,9180.0,8722.98,9100.0,7204.72261878 +2018-02-01 19:00:00,8650.0,8971.0,8969.01,8723.01,3321.68973185 +2018-02-01 18:00:00,8900.0,9030.0,8982.99,8969.0,1610.45135182 +2018-02-01 17:00:00,8868.0,9040.0,8939.0,8982.99,2375.83815047 +2018-02-01 16:00:00,8788.8,9220.0,9219.99,8939.01,5143.76542284 +2018-02-01 15:00:00,9171.0,9344.77,9329.02,9220.0,1207.48766177 +2018-02-01 14:00:00,9170.0,9436.0,9178.65,9329.01,1844.4063557 +2018-02-01 13:00:00,9113.21,9375.75,9340.1,9178.48,2151.35275716 +2018-02-01 12:00:00,9222.23,9553.6,9480.01,9340.1,1232.02205988 +2018-02-01 11:00:00,9396.0,9620.89,9404.96,9481.28,829.05928222 +2018-02-01 10:00:00,9381.0,9630.02,9565.0,9404.95,1614.37359393 +2018-02-01 09:00:00,9560.09,9891.22,9851.59,9565.01,876.67037531 +2018-02-01 08:00:00,9751.0,10048.25,10048.25,9851.48,753.63346744 +2018-02-01 04:00:00,9883.0,10049.98,9912.01,10049.98,550.68083973 +2018-02-01 03:00:00,9856.0,10085.0,10085.0,9913.0,916.30130008 +2018-02-01 02:00:00,10071.0,10118.5,10071.0,10085.01,331.85587792 +2018-02-01 01:00:00,10031.56,10140.0,10096.01,10070.0,548.86887819 +2018-02-01 00:00:00,10069.46,10166.25,10099.99,10096.02,615.74962478 +2018-01-31 23:00:00,9998.0,10099.99,10026.27,10099.99,668.43416833 +2018-01-31 22:00:00,9940.0,10043.0,9954.62,10026.28,531.89174932 +2018-01-31 21:00:00,9920.0,10019.0,10016.5,9954.62,568.5860813 +2018-01-31 20:00:00,9941.01,10030.0,9978.41,10016.5,614.54441977 +2018-01-31 19:00:00,9900.0,9979.0,9969.99,9978.4,460.40933073 +2018-01-31 18:00:00,9925.3,10040.0,9951.99,9969.12,523.63097808 +2018-01-31 17:00:00,9942.13,10044.16,9942.17,9952.0,536.21117569 +2018-01-31 16:00:00,9800.0,9950.0,9938.0,9942.16,786.4365738 +2018-01-31 15:00:00,9870.0,9982.99,9899.0,9937.99,470.26452807 +2018-01-31 14:00:00,9809.0,10096.02,10030.19,9899.0,688.53814089 +2018-01-31 13:00:00,10030.18,10275.0,10274.01,10030.19,614.33757372 +2018-01-31 12:00:00,10150.01,10299.95,10212.01,10274.01,359.09743676 +2018-01-31 11:00:00,10030.0,10296.0,10120.27,10212.01,377.13689456 +2018-01-31 10:00:00,10036.4,10161.39,10057.21,10120.26,354.10788742 +2018-01-31 09:00:00,9910.0,10137.83,10099.54,10057.2,288.77418316 +2018-01-31 08:00:00,10079.0,10207.0,10146.99,10099.54,441.2416136 +2018-01-31 07:00:00,9957.32,10150.12,9990.0,10146.99,506.0099744 +2018-01-31 06:00:00,9850.0,10085.0,9870.48,9990.0,872.56537081 +2018-01-31 05:00:00,9657.94,9909.0,9825.99,9870.49,930.9952891 +2018-01-31 04:00:00,9712.0,9894.33,9894.33,9829.53,1029.74625376 +2018-01-31 03:00:00,9800.0,10002.88,10002.87,9894.72,1009.16846766 +2018-01-31 02:00:00,9705.95,10050.0,9776.36,10007.28,1598.30214598 +2018-01-31 01:00:00,9601.02,9865.58,9703.0,9776.35,2674.98372943 +2018-01-31 00:00:00,9620.01,10075.83,9995.0,9703.0,2628.32413095 +2018-01-30 23:00:00,9868.0,10111.6,10111.6,9995.0,1421.41506503 +2018-01-30 22:00:00,10076.99,10243.29,10076.99,10111.6,1070.29995892 +2018-01-30 21:00:00,9940.0,10120.0,9974.98,10076.98,1198.21264085 +2018-01-30 20:00:00,9920.01,10200.0,10185.79,9974.97,1561.6881068 +2018-01-30 19:00:00,9766.0,10349.86,9959.1,10185.8,3395.45852879 +2018-01-30 18:00:00,9711.11,10150.02,10150.01,9959.1,5915.77509761 +2018-01-30 17:00:00,10150.01,10419.98,10360.01,10150.02,1377.36819266 +2018-01-30 16:00:00,10290.0,10450.0,10290.01,10360.0,1127.42575499 +2018-01-30 15:00:00,10211.17,10520.0,10519.0,10290.01,2157.0162838 +2018-01-30 14:00:00,10400.0,10580.0,10445.0,10519.99,1151.52309199 +2018-01-30 13:00:00,10378.72,10880.0,10879.99,10445.0,2461.05833033 +2018-01-30 12:00:00,10855.47,10949.0,10925.0,10880.0,194.55783989 +2018-01-30 11:00:00,10831.9,10927.5,10875.01,10925.0,165.74590049 +2018-01-30 10:00:00,10820.0,10885.49,10850.05,10875.01,158.51043002 +2018-01-30 09:00:00,10835.0,10999.0,10981.91,10850.05,255.92090447 +2018-01-30 08:00:00,10963.83,10998.9,10985.79,10981.9,84.48639087 +2018-01-30 07:00:00,10870.27,10995.0,10918.81,10985.8,220.76814518 +2018-01-30 06:00:00,10900.0,10973.34,10940.01,10918.82,155.101734 +2018-01-30 05:00:00,10913.98,10960.0,10943.0,10940.01,258.06875002 +2018-01-30 04:00:00,10878.76,10999.98,10901.01,10943.65,489.23218134 +2018-01-30 03:00:00,10803.0,10950.0,10924.71,10901.01,962.21436293 +2018-01-30 02:00:00,10900.0,10968.3,10900.01,10924.7,556.9717332 +2018-02-24 01:00:00,10250.0,10333.8,10316.99,10333.8,589.95060047 +2018-02-24 00:00:00,10109.0,10330.0,10144.99,10316.99,852.23483674 +2018-02-23 23:00:00,10102.37,10196.0,10138.56,10144.99,474.50146918 +2018-02-23 22:00:00,9920.0,10143.9,9920.01,10138.56,375.92711204 +2018-02-23 21:00:00,9920.0,10007.88,9975.0,9920.0,443.95453836 +2018-02-23 20:00:00,9900.01,10037.97,10033.81,9975.01,1056.86357309 +2018-02-23 19:00:00,10015.0,10209.7,10209.7,10033.8,563.54841541 +2018-02-23 18:00:00,10097.95,10219.11,10105.17,10209.69,768.54745854 +2018-02-23 17:00:00,10051.0,10149.99,10083.18,10105.18,660.67455503 +2018-02-23 16:00:00,10063.18,10338.0,10338.0,10083.18,2044.36292284 +2018-02-23 15:00:00,10267.9,10355.0,10307.99,10338.0,865.1592444 +2018-02-23 14:00:00,10190.16,10390.77,10190.16,10307.98,1273.09751386 +2018-02-23 13:00:00,10163.07,10243.84,10189.17,10190.0,640.9399322 +2018-02-23 12:00:00,10120.0,10249.16,10194.2,10189.17,606.8620213 +2018-02-23 11:00:00,9990.0,10234.76,10010.01,10194.2,573.81289249 +2018-02-23 10:00:00,9941.0,10188.78,10108.42,10010.01,843.38740392 +2018-02-23 09:00:00,9915.0,10130.0,9920.0,10108.42,870.59197585 +2018-02-23 08:00:00,9838.04,9948.0,9875.0,9915.0,307.98910191 +2018-02-23 07:00:00,9812.8,9875.0,9815.03,9874.99,404.70430227 +2018-02-23 06:00:00,9683.8,9830.0,9828.27,9815.03,964.18146671 +2018-02-23 05:00:00,9820.0,9999.5,9827.0,9828.27,1112.22895865 +2018-02-23 04:00:00,9792.09,9900.0,9792.09,9826.99,1054.21928536 +2018-02-23 03:00:00,9669.29,9820.0,9721.0,9792.1,813.56719057 +2018-02-23 02:00:00,9645.82,9786.0,9728.01,9720.99,744.13246334 +2018-02-23 01:00:00,9576.43,9745.0,9672.82,9728.01,1421.29291134 +2018-02-23 00:00:00,9630.01,9830.0,9830.0,9672.82,1895.39647327 +2018-02-22 23:00:00,9800.0,9958.72,9958.72,9830.0,706.14637327 +2018-02-22 22:00:00,9823.42,9960.0,9915.69,9958.71,706.89508249 +2018-02-22 21:00:00,9860.0,10134.0,10079.0,9915.0,1660.61382543 +2018-02-22 20:00:00,9959.28,10081.0,10046.0,10078.99,1012.70318552 +2018-02-22 19:00:00,9850.63,10046.0,9900.03,10046.0,1364.54059424 +2018-02-22 18:00:00,9805.0,9947.0,9850.0,9900.03,922.03102145 +2018-02-22 17:00:00,9715.27,9950.0,9940.06,9850.0,2124.59757038 +2018-02-22 16:00:00,9920.0,10089.6,10020.0,9940.06,1141.98579704 +2018-02-22 15:00:00,9887.67,10142.58,9915.0,10020.0,1533.88054401 +2018-02-22 14:00:00,9761.0,10025.0,9898.97,9915.0,1677.58082454 +2018-02-22 13:00:00,9788.49,10000.0,9946.92,9898.96,2203.18104252 +2018-02-22 12:00:00,9876.54,10333.29,10265.0,9946.92,2446.51116809 +2018-02-22 11:00:00,10155.0,10300.0,10159.99,10265.0,649.90250109 +2018-02-22 10:00:00,10102.0,10403.39,10357.79,10160.0,1629.49845256 +2018-02-22 09:00:00,10330.0,10571.42,10467.66,10357.79,858.06660503 +2018-02-22 08:00:00,10467.66,10682.38,10620.01,10467.66,476.2033815 +2018-02-22 07:00:00,10560.0,10862.0,10861.32,10627.24,862.94943912 +2018-02-22 06:00:00,10787.76,10900.0,10793.01,10861.31,735.80603623 +2018-02-22 05:00:00,10724.33,10838.99,10724.33,10793.0,824.30920437 +2018-02-22 04:00:00,10620.35,10745.36,10728.1,10728.25,447.79782969 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13:00:00,10715.72,11120.0,11049.0,10735.01,961.94503208 +2018-02-21 12:00:00,10956.01,11054.33,10958.01,11049.0,285.93490518 +2018-02-21 11:00:00,10939.78,11094.94,10969.99,10958.01,303.0919087 +2018-02-21 10:00:00,10900.0,11176.13,11176.12,10969.99,563.92702524 +2018-02-21 09:00:00,11010.69,11180.02,11039.8,11176.13,402.51840339 +2018-02-21 08:00:00,10949.81,11126.97,11126.96,11039.07,367.07538262 +2018-02-21 07:00:00,10978.01,11137.0,11075.2,11126.97,379.54690152 +2018-02-21 06:00:00,10786.0,11081.85,10824.54,11075.2,1194.58161146 +2018-02-21 05:00:00,10710.0,10894.0,10749.15,10824.54,1043.43032841 +2018-02-21 04:00:00,10650.0,10923.0,10922.99,10749.15,2298.15313002 +2018-02-21 03:00:00,10860.0,11150.0,11056.94,10922.99,1195.03298361 +2018-02-21 02:00:00,10910.0,11135.6,11115.0,11056.95,1486.16682406 +2018-02-21 01:00:00,11024.0,11279.99,11082.99,11115.0,2158.96211912 +2018-02-21 00:00:00,10835.0,11235.57,11235.57,11085.0,4133.99783491 +2018-02-20 23:00:00,11000.0,11389.99,11376.06,11235.57,3854.39722655 +2018-02-20 22:00:00,11200.0,11750.0,11711.77,11376.07,3374.31114234 +2018-02-20 21:00:00,11682.55,11775.0,11760.0,11711.77,745.09545746 +2018-02-20 20:00:00,11635.63,11775.0,11677.01,11770.0,2123.78636047 +2018-02-20 19:00:00,11550.0,11683.82,11669.01,11677.0,968.01334054 +2018-02-20 18:00:00,11625.44,11720.0,11686.06,11669.0,976.57424632 +2018-02-20 17:00:00,11593.85,11720.0,11593.85,11686.06,1353.20470478 +2018-02-20 16:00:00,11514.99,11642.79,11514.99,11593.86,896.39492861 +2018-02-20 15:00:00,11415.0,11515.0,11510.04,11514.99,613.20762821 +2018-02-20 14:00:00,11466.02,11569.96,11550.51,11510.04,469.18969835 +2018-02-20 13:00:00,11435.0,11610.45,11435.01,11550.51,461.59275419 +2018-02-20 12:00:00,11418.39,11511.75,11418.39,11435.0,255.6442897 +2018-02-20 11:00:00,11317.23,11471.96,11398.0,11418.39,289.55029898 +2018-02-20 10:00:00,11277.43,11430.09,11350.01,11398.0,383.81930814 +2018-02-20 09:00:00,11188.88,11371.37,11367.4,11350.0,1248.20268097 +2018-02-20 08:00:00,11302.0,11565.36,11536.0,11367.39,861.49868459 +2018-02-20 07:00:00,11485.0,11635.71,11567.32,11536.0,1022.21060341 +2018-02-20 06:00:00,11430.0,11567.32,11437.05,11567.32,849.86780423 +2018-02-20 05:00:00,11384.0,11451.35,11451.34,11437.04,477.11764494 +2018-02-20 04:00:00,11403.99,11494.05,11404.0,11451.34,881.80035403 +2018-02-20 03:00:00,11329.77,11432.0,11378.21,11404.0,647.72808289 +2018-02-20 02:00:00,11355.0,11492.0,11475.0,11378.21,1004.19896062 +2018-02-20 01:00:00,11383.28,11482.41,11397.0,11475.0,1795.73788527 +2018-02-20 00:00:00,11139.99,11420.01,11140.0,11397.0,2871.97686332 +2018-02-19 23:00:00,11055.7,11165.0,11088.93,11140.0,519.37944391 +2018-02-19 22:00:00,11055.99,11151.0,11079.89,11088.92,451.07275231 +2018-02-19 21:00:00,11002.35,11216.0,11216.0,11077.61,1082.08442725 +2018-02-19 20:00:00,11072.05,11216.0,11146.0,11216.0,593.86711747 +2018-02-19 19:00:00,11014.78,11175.0,11072.04,11146.01,804.50828758 +2018-02-19 18:00:00,10934.49,11120.0,10956.66,11072.04,740.25707743 +2018-02-19 17:00:00,10900.0,11110.77,11089.98,10956.66,1367.45718158 +2018-02-19 16:00:00,11064.73,11274.11,11170.01,11089.98,2208.93835433 +2018-02-19 15:00:00,10949.99,11195.0,10950.0,11170.0,1137.8358491 +2018-02-19 14:00:00,10915.0,11004.39,10944.99,10950.0,380.37644549 +2018-02-19 13:00:00,10860.0,10950.0,10889.99,10944.99,320.23694316 +2018-02-19 12:00:00,10864.51,11036.01,10944.98,10890.0,383.72540879 +2018-02-19 11:00:00,10832.68,10973.19,10910.01,10944.98,378.15370968 +2018-02-19 10:00:00,10905.0,11050.0,10923.9,10910.01,1098.54851067 +2018-02-19 09:00:00,10732.81,10936.0,10792.76,10923.89,498.41792943 +2018-02-19 08:00:00,10705.0,10840.0,10816.0,10792.76,321.16495758 +2018-02-19 07:00:00,10479.99,10862.25,10480.0,10816.0,1233.34045703 +2018-02-19 06:00:00,10454.32,10520.0,10471.0,10480.0,216.06018297 +2018-02-19 05:00:00,10400.35,10561.0,10525.0,10471.0,517.06852547 +2018-02-19 04:00:00,10513.42,10592.32,10533.29,10525.0,218.97946539 +2018-02-19 03:00:00,10479.34,10650.0,10590.32,10533.3,487.74878173 +2018-02-19 02:00:00,10425.45,10625.0,10625.0,10590.32,535.97738989 +2018-02-19 01:00:00,10398.34,10625.0,10433.12,10624.99,1057.12335084 +2018-02-19 00:00:00,10297.39,10489.69,10380.03,10433.12,1082.112504 +2018-02-18 23:00:00,10350.0,10594.45,10594.44,10380.04,1317.47843883 +2018-02-18 22:00:00,10530.01,10771.0,10770.0,10594.45,807.68325612 +2018-02-18 21:00:00,10630.0,10790.99,10790.0,10770.01,558.64644817 +2018-02-18 20:00:00,10756.82,10850.0,10850.0,10789.99,544.90618014 +2018-02-18 19:00:00,10701.72,10852.84,10745.0,10850.0,666.11898006 +2018-02-18 18:00:00,10605.0,10770.78,10750.0,10744.99,771.04950848 +2018-02-18 17:00:00,10597.54,10750.0,10599.99,10750.0,587.73819864 +2018-02-18 16:00:00,10487.0,10757.98,10691.99,10599.98,1004.24462689 +2018-02-18 15:00:00,10659.23,10898.0,10793.99,10691.99,959.63160009 +2018-02-18 14:00:00,10729.44,10844.0,10776.66,10794.0,503.03354943 +2018-02-18 13:00:00,10550.79,10866.03,10607.14,10776.66,735.22554692 +2018-02-18 12:00:00,10444.97,10638.2,10627.99,10607.14,504.34050814 +2018-02-18 11:00:00,10481.09,10631.44,10536.41,10627.99,699.70767227 +2018-02-18 10:00:00,10172.65,10540.9,10172.66,10536.41,931.64544612 +2018-02-18 09:00:00,10159.0,10460.0,10383.0,10172.65,1277.12938802 +2018-02-18 08:00:00,10333.0,10636.45,10630.0,10382.99,880.78802724 +2018-02-18 07:00:00,10465.19,10661.5,10471.0,10630.0,1288.41911388 +2018-02-18 06:00:00,10410.0,10680.0,10483.99,10471.01,1501.23854168 +2018-02-18 05:00:00,10480.15,10984.98,10984.98,10483.99,2823.61256089 +2018-02-18 04:00:00,10825.69,11012.86,10886.76,10984.98,1354.34148339 +2018-02-18 03:00:00,10800.0,11201.75,11160.0,10886.76,3036.14022819 +2018-02-18 02:00:00,11128.63,11299.1,11237.99,11160.0,1367.71821104 +2018-02-18 01:00:00,11120.25,11289.6,11146.06,11237.99,1809.94353345 +2018-02-18 00:00:00,11005.0,11146.05,11121.5,11145.99,1045.15475297 +2018-02-17 23:00:00,10954.0,11149.0,10964.98,11121.5,2839.17939583 +2018-02-17 22:00:00,10806.0,10970.0,10850.82,10964.99,1105.55654407 +2018-02-17 21:00:00,10788.38,10858.0,10800.0,10850.81,510.75493736 +2018-02-17 20:00:00,10715.0,10800.0,10745.94,10799.99,410.08534036 +2018-02-17 19:00:00,10715.0,10817.45,10814.3,10745.94,695.07680493 +2018-02-17 18:00:00,10740.0,10822.18,10822.16,10814.29,608.39187518 +2018-02-17 17:00:00,10806.7,10869.99,10837.95,10822.16,604.37288459 +2018-02-17 16:00:00,10737.0,10866.68,10744.95,10837.96,772.06823901 +2018-02-17 15:00:00,10658.0,10753.21,10658.0,10744.94,690.22167815 +2018-02-17 14:00:00,10546.85,10734.15,10734.15,10658.0,920.09538989 +2018-02-17 13:00:00,10690.0,10870.0,10841.61,10734.14,701.13611279 +2018-02-17 12:00:00,10746.01,10898.0,10746.01,10841.61,416.42416969 +2018-02-17 11:00:00,10677.0,10805.0,10677.0,10746.01,315.6629304 +2018-02-17 10:00:00,10652.0,10790.0,10690.93,10676.99,474.06078212 +2018-02-17 09:00:00,10664.92,10867.5,10829.6,10690.93,525.4986471 +2018-02-17 08:00:00,10709.0,10890.76,10739.99,10825.0,826.13845911 +2018-02-17 07:00:00,10640.26,10773.97,10773.97,10739.99,804.02779889 +2018-02-17 06:00:00,10555.41,10779.09,10555.41,10773.97,1573.06858903 +2018-02-17 05:00:00,10470.69,10577.0,10577.0,10555.42,668.31042722 +2018-02-17 04:00:00,10459.01,10588.0,10459.01,10577.0,1202.18934634 +2018-02-17 03:00:00,10375.0,10493.0,10375.0,10459.01,633.88248269 +2018-02-17 02:00:00,10329.99,10453.71,10329.99,10374.99,1597.43674772 +2018-02-17 01:00:00,10164.99,10329.99,10164.99,10329.99,1388.28121894 +2018-02-17 00:00:00,10057.0,10172.32,10167.49,10164.99,499.64088075 +2018-02-16 23:00:00,10155.0,10197.28,10191.01,10167.49,452.42974545 +2018-02-16 22:00:00,10057.0,10199.0,10083.01,10191.01,991.56442477 +2018-02-16 21:00:00,9991.07,10109.0,9991.08,10083.01,659.55996189 +2018-02-16 20:00:00,9970.0,10044.0,10044.0,9991.08,312.70229491 +2018-02-16 19:00:00,9930.0,10050.0,9967.0,10044.0,478.64293665 +2018-02-16 18:00:00,9914.05,10085.71,10085.7,9967.01,1066.03180057 +2018-02-16 17:00:00,10050.5,10107.77,10087.73,10085.7,473.8300175 +2018-02-16 16:00:00,10027.22,10144.16,10046.13,10087.75,565.76925734 +2018-02-16 15:00:00,10024.49,10130.0,10038.5,10046.13,640.9745395 +2018-02-16 14:00:00,9850.0,10084.54,9850.05,10038.5,806.72378167 +2018-02-16 13:00:00,9850.05,9967.99,9880.0,9850.06,569.1681598 +2018-02-16 12:00:00,9777.34,9895.93,9819.9,9880.0,602.6808255 +2018-02-16 11:00:00,9729.58,9860.0,9816.89,9819.89,618.89217661 +2018-02-16 10:00:00,9806.0,9883.42,9880.0,9816.89,341.29629892 +2018-02-16 09:00:00,9848.19,9974.0,9938.94,9880.0,466.11993105 +2018-02-16 08:00:00,9751.25,9963.18,9763.01,9940.0,479.86536356 +2018-02-16 07:00:00,9763.0,9948.22,9900.0,9763.0,1131.58604279 +2018-02-16 06:00:00,9900.0,10124.99,10099.9,9900.0,812.04792746 +2018-02-16 05:00:00,9995.99,10141.0,10003.36,10099.9,570.90891235 +2018-02-16 04:00:00,9952.97,10111.64,10111.64,10003.35,1329.57736121 +2018-02-16 03:00:00,10050.0,10214.96,10187.01,10111.64,1092.57763125 +2018-02-16 02:00:00,10160.02,10307.68,10307.68,10187.01,977.0922371 +2018-02-16 01:00:00,10150.0,10307.68,10221.0,10307.68,1285.05363776 +2018-02-16 00:00:00,10000.0,10221.0,10031.23,10221.0,1118.45164217 +2018-02-15 23:00:00,10031.23,10144.0,10094.9,10031.23,952.36757164 +2018-02-15 22:00:00,9860.8,10118.0,9860.8,10094.9,1210.70366137 +2018-02-15 21:00:00,9850.0,10095.9,10095.9,9860.8,1815.35577553 +2018-02-15 20:00:00,9974.98,10140.0,10124.4,10095.9,1545.23249381 +2018-02-15 19:00:00,10069.99,10188.0,10070.0,10124.4,1207.70087205 +2018-02-15 18:00:00,9945.43,10249.81,10098.99,10070.0,3798.36547576 +2018-02-15 17:00:00,9877.5,10100.0,9920.0,10098.99,3460.31759632 +2018-02-15 16:00:00,9805.73,9920.0,9860.2,9920.0,817.12909123 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00:00:00,9342.46,9472.99,9472.98,9368.83,996.63291361 +2018-02-14 23:00:00,9392.49,9482.5,9430.01,9472.98,1112.3451677 +2018-02-14 22:00:00,9269.0,9436.0,9296.09,9430.01,1493.99058288 +2018-02-14 21:00:00,9246.86,9308.17,9276.5,9296.1,572.98536537 +2018-02-14 20:00:00,9229.8,9310.0,9252.72,9276.5,509.77990337 +2018-02-14 19:00:00,9183.83,9300.0,9299.96,9252.73,1162.01390294 +2018-02-14 18:00:00,9254.0,9369.0,9312.99,9299.97,1000.41414174 +2018-02-14 17:00:00,9220.0,9314.33,9290.01,9312.99,900.83892829 +2018-02-14 16:00:00,9264.96,9369.69,9350.0,9290.0,2256.80643134 +2018-02-14 15:00:00,9170.0,9350.0,9170.01,9350.0,1425.42949464 +2018-02-14 14:00:00,9145.14,9248.99,9236.01,9170.01,1328.25557721 +2018-02-14 13:00:00,9151.82,9300.0,9175.5,9236.01,1716.06447721 +2018-02-14 12:00:00,8931.4,9241.0,8931.4,9175.5,3337.54217561 +2018-02-14 11:00:00,8761.0,8931.4,8761.0,8931.4,620.16958973 +2018-02-14 10:00:00,8744.89,8839.88,8799.56,8760.99,234.54347251 +2018-02-14 09:00:00,8785.6,8869.71,8862.1,8800.0,188.08232443 +2018-02-14 08:00:00,8825.15,8882.01,8878.02,8862.1,315.28654476 +2018-02-14 07:00:00,8780.0,8880.0,8790.0,8878.02,443.88225323 +2018-02-14 06:00:00,8784.95,8848.4,8823.52,8790.0,428.74969805 +2018-02-14 05:00:00,8729.93,8849.99,8797.22,8823.53,744.50390283 +2018-02-14 04:00:00,8679.97,8840.0,8679.98,8797.21,1621.27693706 +2018-02-14 03:00:00,8640.0,8698.36,8690.0,8679.98,532.11355862 +2018-02-14 02:00:00,8641.64,8714.87,8641.65,8690.01,1274.11333524 +2018-02-14 01:00:00,8585.0,8679.4,8585.01,8641.64,727.93540674 +2018-02-14 00:00:00,8520.0,8623.0,8520.01,8585.0,427.52113696 +2018-02-13 23:00:00,8490.0,8554.99,8548.95,8520.01,330.69068536 +2018-02-13 22:00:00,8488.0,8576.71,8568.01,8548.95,861.98957202 +2018-02-13 21:00:00,8568.0,8710.0,8709.99,8568.01,692.43271797 +2018-02-13 20:00:00,8613.86,8730.0,8613.87,8709.99,1007.41700368 +2018-02-13 19:00:00,8566.0,8620.0,8590.0,8613.86,274.41750754 +2018-02-13 18:00:00,8590.0,8650.0,8623.64,8590.01,340.03376741 +2018-02-13 17:00:00,8560.0,8638.78,8560.0,8623.63,463.47531699 +2018-02-13 16:00:00,8507.12,8572.78,8507.12,8560.0,303.71006463 +2018-02-13 15:00:00,8500.0,8612.3,8612.3,8507.12,568.56380847 +2018-02-13 14:00:00,8586.11,8647.0,8590.0,8612.3,318.17906907 +2018-02-13 13:00:00,8543.0,8647.33,8590.0,8590.0,426.24539355 +2018-02-13 12:00:00,8467.66,8611.03,8534.73,8590.01,368.85116589 +2018-02-13 11:00:00,8420.21,8581.88,8519.01,8531.0,553.52374702 +2018-02-13 10:00:00,8393.1,8531.71,8459.99,8519.01,371.9867167 +2018-02-13 09:00:00,8405.0,8549.7,8540.0,8460.0,496.085688 +2018-02-13 08:00:00,8466.34,8646.76,8634.99,8542.31,983.95133084 +2018-02-13 07:00:00,8625.0,8740.12,8717.68,8634.99,260.12675185 +2018-02-13 06:00:00,8586.25,8717.68,8616.98,8717.68,385.72658205 +2018-02-13 05:00:00,8571.43,8637.0,8590.0,8616.98,624.55599531 +2018-02-13 04:00:00,8558.48,8780.0,8773.65,8590.0,1155.05528386 +2018-02-13 03:00:00,8700.0,8773.65,8716.5,8773.64,536.69158032 +2018-02-13 02:00:00,8661.33,8749.99,8749.99,8716.5,736.25908715 +2018-02-13 01:00:00,8700.0,8913.0,8913.0,8749.99,1232.05214862 +2018-02-13 00:00:00,8831.0,8925.0,8872.27,8913.0,660.53656375 +2018-02-12 23:00:00,8826.0,8950.0,8880.0,8872.28,1617.44887308 +2018-02-12 22:00:00,8733.01,8880.0,8819.1,8880.0,827.26127753 +2018-02-12 21:00:00,8749.83,8849.1,8837.45,8819.1,802.51845816 +2018-02-12 20:00:00,8749.99,8883.0,8780.0,8837.45,1359.31938867 +2018-02-12 19:00:00,8634.52,8780.0,8662.23,8779.99,783.29356417 +2018-02-12 18:00:00,8635.0,8760.0,8760.0,8662.23,535.85247605 +2018-02-12 17:00:00,8619.09,8760.0,8669.34,8760.0,710.85047807 +2018-02-12 16:00:00,8630.0,8728.97,8649.02,8669.35,675.80236752 +2018-02-12 15:00:00,8555.0,8674.99,8559.13,8649.02,631.07126288 +2018-02-12 14:00:00,8520.73,8685.0,8675.02,8558.5,852.16410219 +2018-02-12 13:00:00,8658.76,8775.0,8772.44,8675.03,332.95355737 +2018-02-12 12:00:00,8651.39,8772.52,8651.4,8772.44,425.92983242 +2018-02-12 11:00:00,8628.05,8820.0,8818.22,8655.79,634.87782795 +2018-02-12 10:00:00,8730.0,8833.5,8788.4,8818.22,496.04402702 +2018-02-12 09:00:00,8717.0,8789.03,8754.5,8788.41,363.65973233 +2018-02-12 08:00:00,8457.0,8795.93,8457.01,8754.5,1693.05947345 +2018-02-12 07:00:00,8360.81,8509.74,8409.99,8457.01,383.92629953 +2018-02-12 06:00:00,8359.83,8456.81,8362.7,8410.0,265.19725623 +2018-02-12 05:00:00,8340.9,8489.99,8489.99,8362.7,553.10419862 +2018-02-12 04:00:00,8455.0,8537.0,8469.0,8490.0,738.25230619 +2018-02-12 03:00:00,8431.27,8549.01,8537.39,8469.0,1363.14222972 +2018-02-12 02:00:00,8300.0,8537.4,8339.17,8537.4,1346.69002785 +2018-02-12 01:00:00,8165.0,8441.89,8199.0,8339.17,1487.47117178 +2018-02-12 00:00:00,8072.99,8260.08,8073.0,8197.28,838.39597829 +2018-02-11 23:00:00,8032.65,8300.02,8300.02,8072.99,1173.13861739 +2018-02-11 22:00:00,8271.9,8316.0,8315.0,8300.02,213.70662951 +2018-02-11 21:00:00,8216.0,8334.28,8231.02,8315.01,353.46439413 +2018-02-11 20:00:00,8208.87,8290.0,8287.0,8231.02,327.57527079 +2018-02-11 19:00:00,8239.99,8395.0,8341.0,8287.0,680.22776298 +2018-02-11 18:00:00,8193.02,8345.0,8193.02,8342.36,504.07053616 +2018-02-11 17:00:00,8186.1,8365.0,8335.14,8193.03,604.20113131 +2018-02-11 16:00:00,8255.0,8480.0,8417.16,8337.42,735.59683208 +2018-02-11 15:00:00,8354.0,8423.12,8423.11,8417.17,450.52506246 +2018-02-11 14:00:00,8226.28,8423.12,8285.01,8423.12,656.53713109 +2018-03-08 13:00:00,9711.0,9910.0,9799.0,9910.0,547.5637243 +2018-03-08 12:00:00,9734.02,9991.74,9938.05,9799.0,584.98881495 +2018-03-08 11:00:00,9929.57,10042.65,10027.53,9937.26,275.00683276 +2018-03-08 10:00:00,9940.0,10073.12,10064.0,10027.53,359.07653146 +2018-03-08 09:00:00,9919.1,10098.0,9919.11,10064.0,677.16317687 +2018-03-08 08:00:00,9825.28,9969.14,9965.01,9919.11,585.28247412 +2018-03-08 07:00:00,9702.4,9996.0,9759.28,9965.01,772.92946812 +2018-03-08 06:00:00,9736.22,9866.71,9807.01,9759.28,356.15754314 +2018-03-08 05:00:00,9700.0,9844.61,9790.17,9807.0,506.42899328 +2018-03-08 04:00:00,9538.9,9792.45,9554.43,9790.17,1096.04719058 +2018-03-08 03:00:00,9510.0,9703.42,9648.16,9560.19,1092.73024715 +2018-03-08 02:00:00,9570.0,9872.0,9872.0,9648.15,1780.35236521 +2018-03-08 01:00:00,9800.0,10037.44,9952.0,9872.0,886.95015957 +2018-03-08 00:00:00,9867.01,10030.0,9925.0,9952.0,744.73193046 +2018-03-07 23:00:00,9830.0,9980.0,9935.01,9925.0,1002.2869973 +2018-03-07 22:00:00,9887.81,10149.88,9960.01,9935.0,1987.27571065 +2018-03-07 21:00:00,9777.74,9987.46,9777.74,9960.02,1427.25048529 +2018-03-07 20:00:00,9712.53,9856.0,9855.99,9777.75,1096.43935264 +2018-03-07 19:00:00,9618.0,9872.01,9678.36,9855.99,1813.28962093 +2018-03-07 18:00:00,9675.01,9947.0,9735.8,9678.36,3207.90273882 +2018-03-07 17:00:00,9400.0,10094.45,9947.12,9735.81,8664.89585923 +2018-03-07 16:00:00,9870.67,10668.9,10655.01,9947.12,5544.59057015 +2018-03-07 15:00:00,10604.0,10705.0,10650.0,10655.01,482.44137446 +2018-03-07 14:00:00,10535.0,10654.64,10545.0,10650.0,426.21620371 +2018-03-07 13:00:00,10513.54,10632.75,10604.64,10545.0,354.26581727 +2018-03-07 12:00:00,10590.0,10659.29,10641.73,10604.64,183.70320692 +2018-03-07 11:00:00,10467.63,10641.73,10489.99,10641.72,486.7563448 +2018-03-07 10:00:00,10458.92,10589.07,10477.0,10490.0,264.06643394 +2018-03-07 09:00:00,10428.14,10552.99,10552.99,10476.99,266.93132538 +2018-03-07 08:00:00,10524.07,10619.63,10524.08,10552.99,420.01783221 +2018-03-07 07:00:00,10439.02,10550.0,10505.01,10524.08,878.67218975 +2018-03-07 06:00:00,10500.0,10665.0,10665.0,10505.01,939.408889 +2018-03-07 05:00:00,10639.97,10813.92,10769.03,10664.99,540.2145872 +2018-03-07 04:00:00,10716.0,10778.0,10742.81,10769.03,249.57958836 +2018-03-07 03:00:00,10691.63,10800.0,10791.01,10740.0,477.40047528 +2018-03-07 02:00:00,10748.26,10876.47,10854.01,10791.01,483.21735618 +2018-03-07 01:00:00,10812.5,10894.0,10880.0,10854.02,445.53365942 +2018-03-07 00:00:00,10700.0,10888.0,10700.0,10880.0,844.2096086 +2018-03-06 23:00:00,10589.4,10778.1,10773.02,10700.0,749.26646733 +2018-03-06 22:00:00,10725.33,10799.0,10789.91,10773.02,511.63438472 +2018-03-06 21:00:00,10649.07,10798.0,10649.07,10789.9,866.29782835 +2018-03-06 20:00:00,10580.5,10711.0,10704.99,10649.06,1024.00454483 +2018-03-06 19:00:00,10565.85,10725.69,10713.7,10705.0,1782.81605301 +2018-03-06 18:00:00,10705.0,10844.99,10763.02,10713.69,1031.22463968 +2018-03-06 17:00:00,10731.03,10927.01,10926.68,10763.02,1542.45924892 +2018-03-06 16:00:00,10915.01,10975.01,10975.0,10926.69,554.37580027 +2018-03-06 15:00:00,10967.0,11010.0,10998.54,10975.01,565.11330677 +2018-03-06 14:00:00,10831.08,11000.0,10831.09,10998.55,670.21834073 +2018-03-06 13:00:00,10811.0,10920.28,10920.28,10831.09,807.47546068 +2018-03-06 12:00:00,10875.82,10959.0,10942.02,10920.28,452.66917475 +2018-03-06 11:00:00,10855.0,10965.51,10941.11,10942.02,573.84207411 +2018-03-06 10:00:00,10875.0,11250.0,11249.99,10940.01,1649.18728267 +2018-03-06 09:00:00,11249.0,11285.0,11257.25,11249.99,243.36548845 +2018-03-06 08:00:00,11255.89,11279.69,11263.21,11257.26,119.75393301 +2018-03-06 07:00:00,11225.01,11285.0,11284.99,11263.21,328.72536144 +2018-03-06 06:00:00,11275.0,11320.0,11298.06,11285.0,190.64661758 +2018-03-06 05:00:00,11246.0,11310.0,11267.9,11298.05,297.79904595 +2018-03-06 04:00:00,11249.99,11331.48,11249.99,11267.9,652.2078454 +2018-03-06 03:00:00,11170.0,11282.69,11269.46,11250.0,752.59564737 +2018-03-06 02:00:00,11215.25,11298.21,11298.21,11269.46,446.09731364 +2018-03-06 01:00:00,11207.0,11300.01,11300.0,11298.2,1147.63514089 +2018-03-06 00:00:00,11275.0,11395.63,11371.5,11300.0,1606.47702731 +2018-03-05 23:00:00,11339.0,11570.0,11551.47,11377.54,905.26233667 +2018-03-05 22:00:00,11540.0,11590.0,11555.98,11551.47,288.02648144 +2018-03-05 21:00:00,11515.91,11579.64,11579.0,11555.98,596.34323072 +2018-03-05 20:00:00,11560.0,11640.0,11611.01,11579.0,853.13030756 +2018-03-05 19:00:00,11611.0,11643.5,11635.76,11611.0,585.83279999 +2018-03-05 18:00:00,11481.96,11645.74,11481.96,11635.75,1102.25199073 +2018-03-05 17:00:00,11479.99,11520.01,11520.01,11481.97,295.40735643 +2018-03-05 16:00:00,11479.11,11543.52,11479.12,11520.0,296.54583693 +2018-03-05 15:00:00,11461.59,11498.0,11469.99,11479.12,203.57269475 +2018-03-05 14:00:00,11445.0,11500.0,11486.88,11470.0,463.30353935 +2018-03-05 13:00:00,11470.2,11536.06,11525.0,11486.88,218.38400601 +2018-03-05 12:00:00,11480.04,11540.0,11480.04,11525.0,322.95977548 +2018-03-05 11:00:00,11447.88,11499.85,11457.83,11480.04,104.8073971 +2018-03-05 10:00:00,11411.23,11459.01,11459.01,11457.84,162.78426452 +2018-03-05 09:00:00,11422.42,11460.0,11432.97,11459.0,105.1492175 +2018-03-05 08:00:00,11414.89,11522.87,11507.01,11432.97,308.99606181 +2018-03-05 07:00:00,11493.0,11549.03,11506.85,11507.01,214.43822092 +2018-03-05 06:00:00,11486.25,11540.08,11506.0,11506.84,295.18415552 +2018-03-05 05:00:00,11452.26,11526.13,11506.0,11506.0,599.67773662 +2018-03-05 04:00:00,11505.0,11599.01,11555.49,11505.99,664.91938204 +2018-03-05 03:00:00,11452.5,11579.99,11497.01,11555.49,1190.84567091 +2018-03-05 02:00:00,11444.65,11498.5,11444.65,11497.01,560.28742308 +2018-03-05 01:00:00,11404.78,11449.98,11448.87,11444.64,274.32264336 +2018-03-05 00:00:00,11404.11,11475.0,11469.9,11448.88,439.01604778 +2018-03-04 23:00:00,11374.01,11487.0,11374.82,11469.9,824.12712927 +2018-03-04 22:00:00,11331.02,11390.0,11390.0,11374.82,315.00913239 +2018-03-04 21:00:00,11381.0,11448.0,11431.99,11390.0,414.03887634 +2018-03-04 20:00:00,11342.01,11432.0,11342.01,11431.99,650.85763146 +2018-03-04 19:00:00,11326.0,11375.02,11326.0,11342.02,388.50565651 +2018-03-04 18:00:00,11129.0,11347.92,11129.01,11326.01,692.75104624 +2018-03-04 17:00:00,11117.02,11143.57,11138.27,11129.0,188.26370777 +2018-03-04 16:00:00,11118.0,11165.0,11122.49,11138.28,253.50016398 +2018-03-04 15:00:00,11090.0,11125.0,11125.0,11122.5,245.46927691 +2018-03-04 14:00:00,11120.0,11180.0,11179.99,11124.99,149.3942942 +2018-03-04 13:00:00,11156.0,11222.0,11210.0,11180.0,167.59577644 +2018-03-04 12:00:00,11125.45,11210.0,11134.13,11210.0,177.19340966 +2018-03-04 11:00:00,11088.21,11166.0,11138.8,11134.13,110.50926562 +2018-03-04 10:00:00,11121.82,11222.88,11222.87,11138.81,100.50412084 +2018-03-04 09:00:00,11174.44,11250.0,11215.0,11222.88,142.82917481 +2018-03-04 08:00:00,11133.32,11215.0,11145.37,11214.99,197.25258189 +2018-03-04 07:00:00,11041.0,11150.04,11126.0,11145.36,349.21804184 +2018-03-04 06:00:00,11110.01,11200.0,11200.0,11126.01,245.85261192 +2018-03-04 05:00:00,11132.88,11225.0,11190.0,11199.99,264.61241416 +2018-03-04 04:00:00,11101.0,11222.96,11163.0,11190.0,475.08251376 +2018-03-04 03:00:00,11110.0,11313.87,11313.86,11163.0,1078.4387939 +2018-03-04 02:00:00,11275.26,11369.99,11369.98,11313.87,539.31226038 +2018-03-04 01:00:00,11353.77,11400.0,11353.78,11369.98,250.55604766 +2018-03-04 00:00:00,11340.0,11437.24,11432.51,11353.78,414.96854259 +2018-03-03 23:00:00,11365.67,11472.99,11375.0,11432.5,626.64867102 +2018-03-03 22:00:00,11288.08,11375.0,11298.97,11374.99,375.38288006 +2018-03-03 21:00:00,11259.7,11328.92,11273.18,11298.98,656.42310988 +2018-03-03 20:00:00,11214.09,11460.0,11460.0,11273.18,1650.84981604 +2018-03-03 19:00:00,11451.0,11470.0,11464.99,11460.0,274.05863994 +2018-03-03 18:00:00,11446.01,11488.89,11488.89,11465.0,267.25351921 +2018-03-03 17:00:00,11411.59,11494.57,11446.99,11488.89,746.38391401 +2018-03-03 16:00:00,11440.0,11469.35,11453.52,11446.99,349.95103987 +2018-03-03 15:00:00,11389.0,11475.0,11389.0,11453.53,479.23862886 +2018-03-03 14:00:00,11366.8,11460.0,11429.51,11389.0,510.29794685 +2018-03-03 13:00:00,11380.75,11475.0,11380.76,11429.5,764.03379359 +2018-03-03 12:00:00,11275.0,11393.6,11275.0,11386.95,294.45608994 +2018-03-03 11:00:00,11257.0,11325.0,11300.01,11275.0,137.93715219 +2018-03-03 10:00:00,11290.31,11329.99,11290.84,11300.0,131.85821273 +2018-03-03 09:00:00,11261.37,11325.0,11323.01,11290.83,168.19916051 +2018-03-03 08:00:00,11230.0,11323.49,11283.78,11323.01,225.39002718 +2018-03-03 07:00:00,11269.95,11349.14,11313.51,11283.78,243.59436209 +2018-03-03 06:00:00,11295.1,11364.34,11305.05,11313.5,508.42739045 +2018-03-03 05:00:00,11269.0,11354.01,11354.01,11305.04,458.5403793 +2018-03-03 04:00:00,11284.71,11362.0,11289.99,11354.0,585.66754515 +2018-03-03 03:00:00,11212.02,11321.4,11285.62,11290.0,714.34976471 +2018-03-03 02:00:00,11176.99,11339.0,11194.13,11285.62,1320.56916531 +2018-03-03 01:00:00,11069.98,11198.0,11069.99,11194.13,1353.06348167 +2018-03-03 00:00:00,11000.0,11069.99,11000.01,11069.99,355.97867416 +2018-03-02 23:00:00,10952.49,11080.51,11080.51,11000.0,539.38555031 +2018-03-02 22:00:00,11000.0,11080.52,11025.99,11080.51,527.45420723 +2018-03-02 21:00:00,10982.01,11039.0,11038.88,11026.0,726.12915472 +2018-03-02 20:00:00,10881.8,11066.0,10903.43,11038.87,1002.7842681 +2018-03-02 19:00:00,10858.33,10917.15,10913.88,10901.0,544.60977669 +2018-03-02 18:00:00,10861.0,10930.0,10880.0,10913.89,409.09826317 +2018-03-02 17:00:00,10837.23,10890.0,10850.99,10880.0,379.75082951 +2018-03-02 16:00:00,10786.0,10860.63,10850.01,10850.98,560.4321275 +2018-03-02 15:00:00,10785.01,10858.57,10785.01,10850.0,334.90593908 +2018-03-02 14:00:00,10765.0,10972.0,10970.01,10785.01,975.08604408 +2018-03-02 13:00:00,10953.66,11031.0,11014.88,10970.01,277.75997361 +2018-03-02 12:00:00,10902.85,11014.88,10902.85,11014.88,278.31765964 +2018-03-02 11:00:00,10834.0,10938.73,10908.99,10902.85,199.86202329 +2018-03-02 10:00:00,10827.18,10933.0,10881.56,10908.99,300.71866035 +2018-03-02 09:00:00,10850.0,11096.09,11089.08,10881.57,777.32587836 +2018-03-02 08:00:00,11029.02,11110.0,11070.04,11087.91,202.27616474 +2018-03-02 07:00:00,11028.28,11110.0,11080.38,11070.04,328.69676578 +2018-03-02 06:00:00,10983.5,11094.01,10983.5,11080.37,404.72684743 +2018-03-02 05:00:00,10920.0,11029.01,10993.0,10983.51,524.92163508 +2018-03-02 04:00:00,10950.11,11121.01,11090.0,10993.0,760.87784016 +2018-03-02 03:00:00,11030.41,11108.0,11030.5,11090.0,454.49057436 +2018-03-02 02:00:00,11020.0,11135.0,11115.28,11030.46,806.88273661 +2018-03-02 01:00:00,10975.37,11149.0,11008.18,11115.27,1547.86138043 +2018-03-02 00:00:00,10895.0,11042.0,10895.93,11008.17,973.68478159 +2018-03-01 23:00:00,10869.0,10970.0,10954.99,10895.92,809.68073223 +2018-03-01 22:00:00,10748.43,10955.0,10918.0,10954.99,1224.06942546 +2018-03-01 21:00:00,10850.11,11050.0,11034.01,10917.99,1166.96953076 +2018-03-01 20:00:00,10860.02,11075.0,10889.99,11034.0,1745.99195345 +2018-03-01 19:00:00,10840.0,10934.99,10919.31,10890.0,633.51993647 +2018-03-01 18:00:00,10813.0,10930.0,10840.0,10919.3,1128.10200366 +2018-03-01 17:00:00,10705.52,10864.04,10736.0,10840.01,816.90217477 +2018-03-01 16:00:00,10681.72,10760.96,10690.21,10736.0,481.98416961 +2018-03-01 15:00:00,10658.02,10762.3,10762.3,10690.2,546.36067402 +2018-03-01 14:00:00,10725.01,10787.1,10752.0,10762.29,572.58099331 +2018-03-01 13:00:00,10613.6,10782.57,10613.6,10752.0,679.43233983 +2018-03-01 12:00:00,10602.3,10689.63,10650.01,10613.6,234.9226765 +2018-03-01 11:00:00,10649.88,10724.15,10719.0,10650.0,271.22013456 +2018-03-01 10:00:00,10585.01,10719.0,10590.01,10719.0,451.79113859 +2018-03-01 09:00:00,10550.8,10620.0,10616.79,10590.0,208.00415352 +2018-03-01 08:00:00,10513.09,10631.01,10513.1,10616.79,454.15176032 +2018-03-01 07:00:00,10374.2,10528.57,10374.2,10513.09,521.53273626 +2018-03-01 06:00:00,10321.0,10396.54,10390.0,10374.2,200.90565395 +2018-03-01 05:00:00,10364.13,10420.0,10418.0,10390.01,259.40081102 +2018-03-01 04:00:00,10351.99,10445.2,10351.99,10418.0,487.20864966 +2018-03-01 03:00:00,10304.99,10375.0,10322.0,10352.0,293.50313611 +2018-03-01 02:00:00,10280.0,10425.0,10404.34,10322.0,421.64123183 +2018-03-01 01:00:00,10300.0,10404.34,10386.99,10402.59,640.51387328 +2018-03-01 00:00:00,10213.99,10390.0,10307.26,10386.99,1140.16117471 +2018-02-28 23:00:00,10263.0,10454.74,10430.0,10307.27,1713.96465331 +2018-02-28 22:00:00,10427.5,10559.19,10531.0,10430.0,648.02129132 +2018-02-28 21:00:00,10510.98,10679.0,10638.44,10531.0,777.26114785 +2018-02-28 20:00:00,10525.0,10666.0,10525.0,10638.43,1117.9961082 +2018-02-28 19:00:00,10465.0,10525.0,10474.64,10525.0,443.81210344 +2018-02-28 18:00:00,10430.04,10541.5,10435.01,10474.65,556.60968835 +2018-02-28 17:00:00,10400.0,10497.0,10400.01,10435.01,404.90028874 +2018-02-28 16:00:00,10400.0,10534.41,10500.99,10400.0,669.24336697 +2018-02-28 15:00:00,10460.01,10563.33,10506.0,10504.32,553.40095173 +2018-02-28 14:00:00,10450.0,10550.0,10462.43,10506.01,461.94355109 +2018-02-28 13:00:00,10393.0,10504.12,10407.2,10463.04,573.25440391 +2018-02-28 12:00:00,10394.0,10609.75,10557.0,10407.2,849.46112419 +2018-02-28 11:00:00,10525.25,10640.94,10574.99,10557.0,413.73789883 +2018-02-28 10:00:00,10504.99,10631.87,10585.05,10574.99,302.60415954 +2018-02-28 09:00:00,10478.0,10623.69,10508.0,10585.05,795.87396317 +2018-02-28 08:00:00,10508.0,10798.4,10747.06,10508.0,834.86248774 +2018-02-28 07:00:00,10660.0,10806.5,10806.49,10747.07,780.40511212 +2018-02-28 06:00:00,10780.01,11044.0,10939.99,10806.5,2192.72215296 +2018-02-28 05:00:00,10877.95,10945.24,10897.49,10940.0,477.77642481 +2018-02-28 04:00:00,10857.48,10969.99,10897.43,10897.5,981.9502274 +2018-02-28 03:00:00,10662.6,10947.55,10675.01,10897.42,2122.69155754 +2018-02-28 02:00:00,10650.0,10759.47,10679.0,10675.0,928.15782596 +2018-02-28 01:00:00,10615.78,10689.0,10639.08,10679.0,358.61341512 +2018-02-28 00:00:00,10525.0,10658.88,10556.3,10639.08,728.80565897 +2018-02-27 23:00:00,10540.0,10719.0,10708.84,10566.57,984.56369971 +2018-02-27 22:00:00,10690.0,10780.0,10740.0,10708.84,598.5661587 +2018-02-27 21:00:00,10650.0,10765.0,10663.9,10740.0,610.23053882 +2018-02-27 20:00:00,10601.0,10708.0,10680.0,10663.91,607.14111336 +2018-02-27 19:00:00,10607.38,10718.0,10607.38,10680.0,767.8810481 +2018-02-27 18:00:00,10566.56,10628.79,10569.99,10607.38,509.57995075 +2018-02-27 17:00:00,10547.6,10619.64,10617.0,10570.0,543.61607029 +2018-02-27 16:00:00,10561.01,10672.66,10573.07,10616.99,651.29951451 +2018-02-27 15:00:00,10464.67,10670.01,10670.0,10573.08,1695.41709108 +2018-02-27 14:00:00,10660.0,10844.57,10844.56,10670.0,1118.47622796 +2018-02-27 13:00:00,10667.89,10845.07,10667.9,10844.57,976.05254809 +2018-02-27 12:00:00,10651.97,10737.75,10689.96,10667.88,414.18728431 +2018-02-27 11:00:00,10639.3,10721.69,10640.0,10689.96,347.04470934 +2018-02-27 10:00:00,10606.0,10722.17,10720.0,10639.99,435.79921764 +2018-02-27 09:00:00,10648.8,10768.99,10679.67,10720.0,555.7569158 +2018-02-27 08:00:00,10593.58,10720.0,10604.0,10679.66,1021.47767258 +2018-02-27 07:00:00,10294.99,10646.99,10295.0,10604.01,1912.41203228 +2018-02-27 06:00:00,10250.0,10349.0,10305.56,10295.0,440.92545863 +2018-02-27 05:00:00,10214.87,10325.71,10289.65,10305.56,418.03094722 +2018-02-27 04:00:00,10257.31,10330.32,10260.27,10290.03,444.07602913 +2018-02-27 03:00:00,10149.0,10300.0,10157.4,10260.27,503.89314928 +2018-02-27 02:00:00,10133.33,10224.01,10186.57,10157.4,585.16322428 +2018-02-27 01:00:00,10137.13,10355.01,10354.0,10186.58,1334.24962521 +2018-02-27 00:00:00,10284.12,10390.0,10300.0,10354.0,764.68912447 +2018-02-26 23:00:00,10250.0,10364.48,10351.01,10300.0,677.30086047 +2018-02-26 22:00:00,10316.48,10399.0,10375.18,10351.0,536.43533648 +2018-02-26 21:00:00,10250.02,10447.74,10260.0,10375.17,1877.1327085 +2018-02-26 20:00:00,10167.56,10260.0,10220.15,10260.0,715.1647942 +2018-02-26 19:00:00,10202.2,10279.8,10225.0,10220.02,704.45751395 +2018-02-26 18:00:00,10178.11,10250.0,10189.71,10225.0,700.70590523 +2018-02-26 17:00:00,10108.36,10195.07,10179.77,10189.72,1144.22719342 +2018-02-26 16:00:00,10168.0,10369.0,10220.99,10179.78,1614.04225075 +2018-02-26 15:00:00,10144.0,10247.95,10200.0,10221.0,832.50871623 +2018-02-26 14:00:00,10117.82,10350.0,10124.99,10200.0,1807.27091641 +2018-02-26 13:00:00,9896.03,10227.13,9896.04,10124.98,2583.91222176 +2018-02-26 12:00:00,9654.19,9912.0,9744.0,9896.03,731.95731455 +2018-02-26 11:00:00,9672.08,9759.0,9699.83,9744.0,386.40107318 +2018-02-26 10:00:00,9483.18,9722.66,9488.54,9699.82,437.15178155 +2018-02-26 09:00:00,9454.79,9530.0,9457.01,9488.61,219.29893767 +2018-02-26 08:00:00,9404.0,9497.94,9497.94,9457.01,304.28504024 +2018-02-26 07:00:00,9428.0,9499.96,9430.75,9497.94,258.99190898 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15:00:00,9324.75,9472.29,9402.01,9415.6,907.09559747 +2018-02-25 14:00:00,9402.0,9532.1,9507.43,9402.0,477.47950601 +2018-02-25 13:00:00,9420.11,9700.0,9525.01,9507.44,880.87215305 +2018-02-25 12:00:00,9513.0,9692.35,9659.42,9525.0,215.05292076 +2018-02-25 11:00:00,9618.87,9722.0,9654.22,9659.41,159.71167928 +2018-02-25 10:00:00,9574.5,9691.28,9596.52,9654.21,128.66254679 +2018-02-25 09:00:00,9528.9,9656.73,9619.49,9596.51,276.55950949 +2018-02-25 08:00:00,9605.0,9784.68,9743.02,9620.13,401.00192427 +2018-02-25 07:00:00,9717.5,9839.99,9782.94,9743.02,348.79329556 +2018-02-25 06:00:00,9722.0,9850.0,9722.0,9782.95,586.87501258 +2018-02-25 05:00:00,9605.58,9744.0,9710.14,9722.0,402.45258873 +2018-02-25 04:00:00,9550.01,9752.61,9576.19,9714.46,573.2434765 +2018-02-25 03:00:00,9505.17,9625.12,9625.11,9576.52,511.86989307 +2018-02-25 02:00:00,9605.1,9765.0,9760.0,9625.11,431.60382737 +2018-02-25 01:00:00,9637.0,9777.0,9637.0,9760.0,491.52882835 +2018-02-25 00:00:00,9563.73,9688.61,9688.61,9637.01,424.83810145 +2018-02-24 23:00:00,9618.43,9724.94,9618.43,9688.62,528.89608102 +2018-02-24 22:00:00,9483.54,9713.34,9508.01,9618.42,805.91822171 +2018-02-24 21:00:00,9404.0,9538.99,9404.0,9505.33,757.50033513 +2018-02-24 20:00:00,9372.72,9594.0,9594.0,9403.99,1873.20001601 +2018-02-24 19:00:00,9563.0,9687.94,9581.77,9594.0,787.53400895 +2018-02-24 18:00:00,9581.77,9734.04,9660.0,9581.77,735.0515503 +2018-02-24 17:00:00,9660.0,9800.0,9800.0,9660.01,653.39427847 +2018-02-24 16:00:00,9657.42,9837.43,9755.69,9800.0,777.92047242 +2018-02-24 15:00:00,9746.33,9869.99,9782.12,9755.7,626.94970851 +2018-02-24 14:00:00,9650.0,9920.0,9675.86,9782.12,978.71476643 +2018-02-24 13:00:00,9636.87,9900.0,9865.01,9682.51,983.4341996 +2018-02-24 12:00:00,9696.63,9925.0,9804.33,9865.01,617.05338978 +2018-02-24 11:00:00,9680.84,9861.07,9762.98,9804.33,634.61246394 +2018-02-24 10:00:00,9701.02,10053.12,10053.12,9762.99,1462.82397425 +2018-02-24 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18:00:00,8805.0,8870.0,8860.01,8812.37,791.03793067 +2018-03-20 17:00:00,8782.0,8889.99,8819.14,8860.01,1365.562322 +2018-03-20 16:00:00,8523.81,8831.0,8523.81,8819.13,3466.25519655 +2018-03-20 15:00:00,8509.0,8588.62,8515.79,8523.81,759.73693066 +2018-03-20 14:00:00,8450.0,8522.49,8484.14,8515.78,370.79973899 +2018-03-20 13:00:00,8449.83,8550.0,8544.04,8484.14,547.67987049 +2018-03-20 12:00:00,8482.51,8582.0,8523.9,8544.05,428.26773773 +2018-03-20 11:00:00,8440.0,8550.0,8476.98,8523.89,347.14250721 +2018-03-20 10:00:00,8434.04,8495.99,8442.06,8476.99,198.68164482 +2018-03-20 09:00:00,8324.06,8485.7,8360.77,8442.05,276.01660315 +2018-03-20 08:00:00,8316.15,8414.7,8383.91,8360.77,351.72550376 +2018-03-20 07:00:00,8356.83,8502.88,8482.05,8383.91,316.85945417 +2018-03-20 06:00:00,8435.31,8525.45,8472.99,8482.04,357.09110106 +2018-03-20 05:00:00,8387.99,8483.1,8457.99,8472.99,492.95452092 +2018-03-20 04:00:00,8423.13,8592.33,8592.32,8457.99,861.25985026 +2018-03-20 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18:00:00,8075.59,8210.0,8170.13,8146.05,905.61620438 +2018-03-15 17:00:00,8072.44,8225.0,8072.44,8170.13,1140.50870765 +2018-03-15 16:00:00,7970.0,8120.0,8101.3,8072.45,807.34042075 +2018-03-15 15:00:00,7944.43,8292.75,8292.74,8101.29,1926.06610628 +2018-03-15 14:00:00,8280.0,8378.91,8376.31,8295.0,1119.2558621 +2018-03-15 13:00:00,8191.26,8400.0,8235.0,8376.31,1298.51721172 +2018-03-15 12:00:00,8121.19,8245.57,8245.56,8235.0,576.92847117 +2018-03-15 11:00:00,8104.86,8272.9,8110.0,8247.21,788.0998394 +2018-03-15 10:00:00,8059.43,8269.52,8203.51,8109.99,857.66811425 +2018-03-15 09:00:00,8140.0,8290.24,8191.1,8203.51,861.11070457 +2018-03-15 08:00:00,7808.05,8255.98,7876.07,8194.61,1590.27177853 +2018-03-15 07:00:00,7852.69,7954.99,7852.7,7876.06,965.81138737 +2018-03-15 06:00:00,7666.0,7859.04,7791.95,7852.7,1395.14354596 +2018-03-15 05:00:00,7728.03,7917.01,7917.0,7791.95,1414.14340799 +2018-03-15 04:00:00,7834.3,7955.0,7895.01,7917.0,1102.58997932 +2018-03-15 03:00:00,7797.49,7988.99,7797.5,7895.01,1742.36435113 +2018-03-15 02:00:00,7740.0,8135.46,8135.46,7797.5,3057.66997818 +2018-03-15 01:00:00,8080.0,8183.94,8087.51,8135.46,770.30399049 +2018-03-15 00:00:00,8051.0,8263.87,8207.02,8087.5,1438.38120428 +2018-03-14 23:00:00,8164.04,8292.2,8183.93,8207.02,1008.45889097 +2018-03-14 22:00:00,8038.99,8320.0,8038.99,8183.93,1837.69769326 +2018-03-14 21:00:00,7931.0,8320.0,8320.0,8039.0,3475.22204888 +2018-03-14 20:00:00,8225.0,8360.0,8290.0,8320.0,1188.65179291 +2018-03-14 19:00:00,8262.66,8363.52,8262.66,8289.99,1263.94184171 +2018-03-14 18:00:00,8225.87,8335.12,8335.12,8262.66,2116.25840862 +2018-03-14 17:00:00,8255.99,8450.0,8438.99,8335.12,2882.49696059 +2018-03-14 16:00:00,8376.0,8738.01,8738.01,8438.99,2051.47485101 +2018-03-14 15:00:00,8655.55,8743.0,8742.37,8738.0,679.05336618 +2018-03-14 14:00:00,8664.99,8794.53,8665.0,8742.36,1092.63688613 +2018-03-14 13:00:00,8585.0,8700.0,8684.78,8664.99,929.57032423 +2018-03-14 12:00:00,8609.0,8744.94,8693.72,8684.78,1172.4752277 +2018-03-14 11:00:00,8628.0,8764.87,8764.86,8693.72,1230.43146091 +2018-03-14 10:00:00,8688.0,8932.97,8897.73,8764.87,1521.26825508 +2018-03-14 09:00:00,8880.41,9110.4,9110.4,8897.73,1038.97222807 +2018-03-14 08:00:00,9072.82,9115.79,9072.83,9110.39,222.039143 +2018-03-14 07:00:00,9050.01,9162.51,9159.4,9072.83,378.27325983 +2018-03-14 06:00:00,9111.49,9176.0,9175.99,9159.4,263.47535674 +2018-03-14 05:00:00,9083.0,9176.0,9092.01,9175.99,333.65665919 +2018-03-14 04:00:00,9085.0,9248.4,9248.4,9092.01,888.88876972 +2018-03-14 03:00:00,9219.99,9289.5,9220.0,9248.4,358.70413279 +2018-03-14 02:00:00,9211.16,9292.0,9267.71,9219.99,342.17188127 +2018-03-14 01:00:00,9235.35,9320.0,9307.36,9267.71,564.69515419 +2018-03-14 00:00:00,9145.42,9340.0,9145.42,9311.74,1170.07374516 +2018-03-13 23:00:00,9130.4,9188.0,9158.51,9145.41,328.63129358 +2018-03-13 22:00:00,9099.59,9250.0,9099.59,9158.51,1095.37570535 +2018-03-13 21:00:00,9031.47,9139.45,9066.9,9099.59,293.39807684 +2018-03-13 20:00:00,9023.0,9187.27,9067.55,9067.39,583.34161264 +2018-03-13 19:00:00,9005.0,9194.17,9158.99,9067.52,865.10024115 +2018-03-13 18:00:00,9062.0,9169.99,9107.0,9158.99,441.48579336 +2018-03-13 17:00:00,9107.0,9258.22,9237.19,9107.0,708.8406403 +2018-03-13 16:00:00,8969.83,9301.42,9080.94,9237.2,1488.45534277 +2018-03-13 15:00:00,8961.79,9110.99,9082.0,9080.94,601.61308116 +2018-03-13 14:00:00,9031.84,9185.0,9126.99,9082.0,722.02276858 +2018-03-13 13:00:00,8950.0,9247.31,8955.56,9127.0,1631.43050566 +2018-03-13 12:00:00,8855.0,9066.63,9066.63,8956.95,794.25443163 +2018-03-13 11:00:00,8891.0,9096.27,8891.0,9066.64,515.30481795 +2018-03-13 10:00:00,8891.0,9311.46,9260.0,8891.0,857.30342174 +2018-03-13 09:00:00,9160.02,9349.99,9178.0,9260.0,420.2959295 +2018-03-13 08:00:00,9057.84,9216.25,9213.07,9178.01,359.82892192 +2018-03-13 07:00:00,9100.0,9401.0,9348.01,9213.08,828.40595719 +2018-03-13 06:00:00,9348.0,9472.88,9390.0,9348.01,675.29785038 +2018-03-13 05:00:00,9316.03,9420.0,9381.33,9390.0,398.67887526 +2018-03-13 04:00:00,9020.6,9450.09,9041.0,9381.33,1340.96739652 +2018-03-13 03:00:00,8965.0,9140.0,9120.96,9041.0,721.78768797 +2018-03-13 02:00:00,9070.0,9170.01,9089.99,9120.96,305.69260564 +2018-03-13 01:00:00,9082.0,9244.01,9244.01,9089.99,564.84015489 +2018-03-13 00:00:00,9059.05,9268.12,9120.0,9244.0,665.04888484 +2018-03-12 23:00:00,9048.41,9221.0,9048.41,9120.0,730.24393422 +2018-03-12 22:00:00,9005.0,9163.97,9100.01,9042.4,897.98133901 +2018-03-12 21:00:00,8945.0,9120.9,9019.95,9100.01,608.55454721 +2018-03-12 20:00:00,8780.49,9042.17,8931.01,9019.95,1644.53656659 +2018-03-12 19:00:00,8860.0,9205.01,9200.02,8931.0,2071.34571697 +2018-03-12 18:00:00,9131.5,9245.36,9175.01,9200.01,552.94617953 +2018-03-12 17:00:00,9044.12,9292.96,9190.01,9175.0,1197.48825419 +2018-03-12 16:00:00,9005.01,9258.62,9177.4,9190.0,1614.00252319 +2018-03-12 15:00:00,9127.39,9334.67,9236.0,9177.39,1538.80899368 +2018-03-12 14:00:00,9215.0,9779.0,9775.0,9236.0,2508.2478346 +2018-03-12 13:00:00,9700.0,9794.0,9789.99,9775.0,539.5842771 +2018-03-12 12:00:00,9750.0,9837.27,9837.27,9789.99,374.50694229 +2018-03-12 11:00:00,9763.0,9849.12,9822.23,9837.27,330.32071938 +2018-03-12 10:00:00,9755.0,9890.0,9815.4,9822.23,598.98923245 +2018-03-12 09:00:00,9512.38,9859.0,9525.99,9819.99,832.61474392 +2018-03-12 08:00:00,9470.0,9624.44,9594.92,9526.0,339.24112662 +2018-03-12 07:00:00,9519.41,9623.1,9600.01,9594.91,468.49239065 +2018-03-12 06:00:00,9542.0,9694.98,9575.0,9600.0,443.03911909 +2018-03-12 05:00:00,9501.0,9633.55,9550.0,9575.0,488.13852819 +2018-03-12 04:00:00,9390.0,9575.0,9441.54,9550.01,570.19103044 +2018-03-12 03:00:00,9355.15,9618.99,9575.08,9441.53,902.76158381 +2018-03-12 02:00:00,9500.0,9616.95,9537.02,9575.08,417.65509103 +2018-03-12 01:00:00,9462.69,9697.05,9590.73,9537.02,866.35289649 +2018-03-12 00:00:00,9533.87,9636.0,9533.88,9590.73,745.55057338 +2018-03-11 23:00:00,9410.0,9569.99,9513.86,9533.88,1179.76040083 +2018-03-11 22:00:00,9488.65,9760.0,9536.01,9513.87,1491.89750962 +2018-03-11 21:00:00,9536.01,9649.0,9618.0,9536.01,470.76236228 +2018-03-11 20:00:00,9451.36,9646.01,9646.01,9618.0,1404.73989081 +2018-03-11 19:00:00,9560.01,9699.01,9593.15,9646.01,1012.71877215 +2018-03-11 18:00:00,9550.0,9715.0,9631.78,9593.15,1592.73366637 +2018-03-11 17:00:00,9201.68,9690.16,9207.01,9631.78,2609.09473136 +2018-03-11 16:00:00,9075.99,9274.0,9076.0,9207.0,854.22564981 +2018-03-11 15:00:00,9050.05,9256.48,9203.26,9075.99,806.24613041 +2018-03-11 14:00:00,9118.16,9314.32,9213.69,9203.25,827.71535232 +2018-03-11 13:00:00,9177.85,9339.0,9186.83,9213.69,1013.86696047 +2018-03-11 12:00:00,9012.23,9257.0,9024.55,9186.83,1060.16680152 +2018-03-11 11:00:00,8661.22,9092.32,8722.45,9024.53,687.67746106 +2018-03-11 10:00:00,8610.33,8736.9,8667.68,8722.46,163.51314204 +2018-03-11 09:00:00,8621.05,8788.99,8783.39,8667.68,301.28322737 +2018-03-11 08:00:00,8732.2,8803.15,8732.2,8782.8,420.83880082 +2018-03-11 07:00:00,8700.0,8843.28,8843.27,8732.2,333.64331704 +2018-03-11 06:00:00,8783.0,8854.99,8839.96,8843.28,395.35255659 +2018-03-11 05:00:00,8650.0,8850.0,8692.53,8839.96,567.27245074 +2018-03-11 04:00:00,8569.47,8733.92,8637.69,8692.53,453.9100055 +2018-03-11 03:00:00,8520.0,8748.01,8748.0,8637.69,788.08151277 +2018-03-11 02:00:00,8570.0,8754.0,8614.03,8748.0,639.83335371 +2018-03-11 01:00:00,8529.96,8690.0,8529.96,8614.03,980.88405179 +2018-03-11 00:00:00,8516.0,8806.78,8795.45,8529.96,1759.93643397 +2018-03-10 23:00:00,8750.0,8859.28,8859.28,8795.44,476.76018913 +2018-03-10 22:00:00,8720.08,8883.48,8829.28,8858.29,999.92467246 +2018-03-10 21:00:00,8770.22,8874.98,8860.0,8829.29,949.2168072 +2018-03-10 20:00:00,8843.4,9127.0,9127.0,8860.01,1191.71785 +2018-03-10 19:00:00,9002.62,9143.54,9100.0,9127.0,736.43543448 +2018-03-10 18:00:00,8967.61,9172.01,9172.01,9100.0,1839.72315815 +2018-03-10 17:00:00,9172.0,9425.0,9404.99,9172.0,1156.30221997 +2018-03-10 16:00:00,9350.02,9419.59,9365.99,9404.99,363.60053666 +2018-03-10 15:00:00,9351.0,9489.24,9445.0,9366.0,529.76673553 +2018-03-10 14:00:00,9302.5,9493.95,9302.5,9444.99,484.37449862 +2018-03-10 13:00:00,9260.87,9339.72,9315.66,9302.51,226.376942 +2018-03-10 12:00:00,9280.0,9374.85,9372.0,9315.67,238.61705648 +2018-03-10 11:00:00,9305.76,9400.0,9330.0,9371.99,137.25197239 +2018-03-10 10:00:00,9188.0,9356.1,9218.26,9329.99,282.28560632 +2018-03-10 09:00:00,9212.76,9382.65,9343.61,9218.25,454.72225112 +2018-03-10 08:00:00,9331.3,9429.79,9360.89,9343.61,324.46936781 +2018-03-10 07:00:00,9340.31,9465.5,9450.01,9360.89,497.39100703 +2018-03-10 06:00:00,9352.39,9518.77,9352.4,9450.0,1010.82919251 +2018-03-10 05:00:00,9231.78,9357.0,9323.01,9352.4,469.35868835 +2018-03-10 04:00:00,9220.04,9349.0,9260.01,9323.0,453.50557845 +2018-03-10 03:00:00,9164.28,9313.22,9300.74,9260.01,1124.07608573 +2018-03-10 02:00:00,9252.51,9355.05,9323.95,9300.74,817.41986644 +2018-03-10 01:00:00,9300.0,9416.56,9325.0,9323.95,1359.89898013 +2018-03-10 00:00:00,9240.01,9335.0,9255.0,9325.0,1130.8317074 +2018-03-09 23:00:00,9154.38,9339.0,9230.0,9255.0,1881.42181369 +2018-03-09 22:00:00,8930.0,9245.08,9004.84,9230.01,1584.63266835 +2018-03-09 21:00:00,8952.4,9130.0,8992.41,9004.83,1591.82357513 +2018-03-09 20:00:00,8760.0,9011.0,8786.03,8992.41,1422.56293105 +2018-03-09 19:00:00,8671.57,8900.0,8899.01,8786.03,1532.22958218 +2018-03-09 18:00:00,8763.95,8950.0,8763.95,8899.01,1522.45088098 +2018-03-09 17:00:00,8681.69,8842.0,8708.46,8763.96,1268.56108868 +2018-03-09 16:00:00,8650.0,9066.22,8969.96,8711.3,2411.41987788 +2018-03-09 15:00:00,8928.65,9162.11,9162.1,8969.96,1565.458146 +2018-03-09 14:00:00,8917.56,9169.0,8930.11,9162.09,1669.56263429 +2018-03-09 13:00:00,8830.68,9010.0,8995.83,8930.0,1009.07729416 +2018-03-09 12:00:00,8878.98,9047.4,8952.79,8995.78,1183.39235266 +2018-03-09 11:00:00,8674.78,8958.99,8731.28,8952.79,1107.53948293 +2018-03-09 10:00:00,8482.0,8764.99,8555.89,8730.18,861.25874107 +2018-03-09 09:00:00,8415.0,8733.69,8680.0,8555.89,999.44496934 +2018-03-09 08:00:00,8610.0,8833.08,8727.0,8680.0,1447.31345364 +2018-03-09 07:00:00,8709.0,8864.4,8812.23,8727.0,1696.45627206 +2018-03-09 06:00:00,8370.0,8857.22,8499.91,8815.08,3828.37159875 +2018-03-09 05:00:00,8461.0,8767.0,8640.01,8499.9,2541.32575147 +2018-03-09 04:00:00,8573.23,8976.24,8976.24,8640.0,3767.85611595 +2018-03-09 03:00:00,8951.0,9049.0,9015.0,8976.24,1219.20129504 +2018-03-09 02:00:00,8903.0,9146.44,9108.64,9014.99,2930.62696236 +2018-03-09 01:00:00,9001.11,9380.0,9380.0,9108.64,2348.68695949 +2018-03-09 00:00:00,9304.89,9410.0,9304.9,9379.99,650.68317106 +2018-03-08 23:00:00,9270.0,9369.0,9270.01,9304.89,548.34652147 +2018-03-08 22:00:00,9250.0,9420.0,9337.0,9270.01,689.56311708 +2018-03-08 21:00:00,9330.0,9462.59,9394.99,9337.01,910.27152221 +2018-03-08 20:00:00,9281.52,9395.0,9367.5,9395.0,966.70787799 +2018-03-08 19:00:00,9245.12,9388.0,9355.0,9367.5,1042.46071567 +2018-03-08 18:00:00,9212.0,9419.99,9300.0,9357.09,1474.38115016 +2018-03-08 17:00:00,9050.0,9432.6,9432.6,9300.0,4187.13080958 +2018-03-08 16:00:00,9365.0,9928.98,9928.98,9432.6,2396.78455799 +2018-03-08 15:00:00,9770.0,9938.0,9771.99,9928.98,526.71716636 +2018-03-08 14:00:00,9770.0,9933.43,9910.0,9771.99,419.02215882 +2018-04-02 13:00:00,6999.0,7045.18,7010.0,7013.95,516.12852447 +2018-04-02 12:00:00,6978.99,7040.0,7037.0,7010.01,701.06270906 +2018-04-02 11:00:00,7027.95,7100.0,7064.7,7036.99,714.86899979 +2018-04-02 10:00:00,7005.74,7067.38,7050.0,7064.71,187.21623803 +2018-04-02 09:00:00,7037.25,7075.0,7060.0,7050.0,214.36670256 +2018-04-02 08:00:00,7020.1,7088.0,7060.0,7059.99,315.94524161 +2018-04-02 07:00:00,6880.0,7095.19,6895.01,7059.99,673.95982788 +2018-04-02 06:00:00,6888.88,6935.0,6893.01,6895.0,245.95691287 +2018-04-02 05:00:00,6851.1,6907.47,6884.99,6893.0,340.43989856 +2018-04-02 04:00:00,6873.06,7013.0,6992.01,6884.99,491.25824514 +2018-04-02 03:00:00,6950.07,7022.0,6978.0,6992.01,354.15680427 +2018-04-02 02:00:00,6924.17,6984.0,6939.01,6978.0,352.68580904 +2018-04-02 01:00:00,6920.0,7008.85,6985.0,6939.0,606.91199835 +2018-04-02 00:00:00,6777.28,7037.01,6816.01,6985.0,1377.07531417 +2018-04-01 23:00:00,6762.2,6830.01,6816.04,6816.01,459.18313676 +2018-04-01 22:00:00,6752.01,6844.04,6828.34,6816.05,550.59616358 +2018-04-01 21:00:00,6815.0,6905.99,6887.8,6828.35,314.31101283 +2018-04-01 20:00:00,6863.05,6950.15,6909.99,6887.79,440.8665253 +2018-04-01 19:00:00,6814.57,6986.85,6827.02,6910.0,913.25523652 +2018-04-01 18:00:00,6745.02,6860.0,6831.75,6827.99,782.0924491 +2018-04-01 17:00:00,6777.53,6861.26,6805.0,6831.75,782.17652727 +2018-04-01 16:00:00,6450.0,6876.44,6450.0,6805.01,2263.51028032 +2018-04-01 15:00:00,6450.0,6550.0,6513.0,6450.01,865.09447175 +2018-04-01 14:00:00,6465.0,6568.01,6568.01,6513.0,1862.01035557 +2018-04-01 13:00:00,6565.07,6709.7,6709.7,6568.01,1019.45762682 +2018-04-01 12:00:00,6691.0,6750.0,6700.0,6709.7,303.76668406 +2018-04-01 11:00:00,6672.14,6726.62,6718.01,6700.01,304.50091369 +2018-04-01 10:00:00,6666.66,6743.65,6743.65,6718.0,144.01078031 +2018-04-01 09:00:00,6649.88,6749.0,6716.0,6743.65,990.81307881 +2018-04-01 08:00:00,6711.0,6750.23,6720.57,6716.0,314.23532701 +2018-04-01 07:00:00,6710.0,6855.1,6852.01,6720.0,788.41770229 +2018-04-01 06:00:00,6829.29,6935.0,6934.99,6852.0,593.98555398 +2018-04-01 05:00:00,6927.79,6970.01,6938.71,6935.0,121.60095664 +2018-04-01 04:00:00,6934.0,6988.85,6934.0,6938.72,319.22853811 +2018-04-01 03:00:00,6900.0,6960.0,6930.99,6934.0,212.99861279 +2018-04-01 02:00:00,6901.0,7022.19,7003.56,6931.0,351.93476193 +2018-04-01 01:00:00,6983.62,7040.0,6991.9,7003.56,229.75761541 +2018-04-01 00:00:00,6928.49,7044.46,6928.5,6991.89,506.71849748 +2018-03-31 23:00:00,6887.9,6961.0,6952.5,6928.5,317.10608235 +2018-03-31 22:00:00,6911.97,6980.23,6929.99,6952.5,301.62845836 +2018-03-31 21:00:00,6859.0,6948.67,6900.0,6929.99,373.51299463 +2018-03-31 20:00:00,6900.0,7060.0,7055.0,6900.01,958.11291964 +2018-03-31 19:00:00,7000.01,7067.0,7040.01,7055.0,409.58938641 +2018-03-31 18:00:00,7040.0,7145.22,7121.3,7040.02,668.96249671 +2018-03-31 17:00:00,7073.0,7156.98,7141.7,7126.0,517.71692955 +2018-03-31 16:00:00,7057.99,7170.34,7057.99,7141.68,678.37197361 +2018-03-31 15:00:00,7017.24,7068.27,7068.27,7058.0,243.46023881 +2018-03-31 14:00:00,6975.8,7069.98,7041.01,7068.27,724.36004575 +2018-03-31 13:00:00,7033.49,7181.72,7181.72,7041.01,518.76785857 +2018-03-31 12:00:00,7060.98,7200.0,7095.01,7181.73,622.47681648 +2018-03-31 11:00:00,7050.0,7124.99,7082.24,7095.01,329.70702342 +2018-03-31 10:00:00,6962.42,7149.0,7000.0,7082.24,860.5638483 +2018-03-31 09:00:00,6878.6,7000.0,6905.94,6999.99,242.42273459 +2018-03-31 08:00:00,6824.09,6969.46,6824.09,6905.94,535.10673129 +2018-03-31 07:00:00,6780.0,6853.56,6818.25,6824.1,393.50474082 +2018-03-31 06:00:00,6805.0,6932.36,6920.16,6818.26,376.10146838 +2018-03-31 05:00:00,6862.05,7020.01,7020.01,6920.17,708.35993994 +2018-03-31 04:00:00,6968.0,7049.99,6969.0,7020.0,355.49693985 +2018-03-31 03:00:00,6966.37,7050.3,7047.88,6969.0,839.46012788 +2018-03-31 02:00:00,6999.13,7121.76,7099.01,7047.87,1075.91390982 +2018-03-31 01:00:00,6945.81,7138.0,6993.73,7099.01,1408.59891054 +2018-03-31 00:00:00,6848.0,7043.0,6848.01,6993.72,1492.1942714 +2018-03-30 23:00:00,6770.1,6893.07,6788.0,6848.01,558.14613785 +2018-03-30 22:00:00,6755.08,6916.01,6916.01,6788.0,963.20149329 +2018-03-30 21:00:00,6840.0,6949.0,6859.09,6916.01,597.76769978 +2018-03-30 20:00:00,6767.11,6923.91,6820.01,6860.0,1366.80445144 +2018-03-30 19:00:00,6740.0,6880.0,6743.0,6820.01,1541.10628669 +2018-03-30 18:00:00,6670.09,6750.0,6725.22,6743.0,670.88205529 +2018-03-30 17:00:00,6610.56,6765.0,6682.49,6725.22,1510.29493106 +2018-03-30 16:00:00,6600.0,6870.58,6786.0,6682.49,1801.18985783 +2018-03-30 15:00:00,6657.0,6842.8,6842.8,6786.0,1541.9965245 +2018-03-30 14:00:00,6835.0,6930.0,6890.0,6842.8,620.19797553 +2018-03-30 13:00:00,6840.79,7023.0,7020.0,6889.99,669.05718211 +2018-03-30 12:00:00,6933.6,7023.69,7014.16,7020.0,475.14548357 +2018-03-30 11:00:00,6886.61,7030.07,6886.61,7012.63,374.23621863 +2018-03-30 10:00:00,6885.86,7090.2,7025.0,6886.61,563.71187223 +2018-03-30 09:00:00,7023.0,7147.84,7090.01,7025.01,437.93384072 +2018-03-30 08:00:00,7090.01,7275.35,7200.04,7090.02,483.7723321 +2018-03-30 07:00:00,6960.11,7258.0,7037.01,7200.04,988.26393902 +2018-03-30 06:00:00,6991.0,7175.01,7110.2,7037.01,1067.31481344 +2018-03-30 05:00:00,6704.81,7185.0,6710.0,7110.39,2375.41323215 +2018-03-30 04:00:00,6630.1,6877.36,6867.31,6704.79,1643.57827922 +2018-03-30 03:00:00,6801.09,6947.0,6847.0,6867.3,1203.05809959 +2018-03-30 02:00:00,6763.5,6927.77,6886.84,6847.0,1528.3301603 +2018-03-30 01:00:00,6675.0,6888.0,6815.0,6886.84,3264.51262613 +2018-03-30 00:00:00,6809.99,7149.0,7080.0,6815.01,3066.83416953 +2018-03-29 23:00:00,7061.59,7216.56,7167.08,7080.0,1111.19297527 +2018-03-29 22:00:00,7051.63,7345.85,7063.85,7167.09,2638.7147925 +2018-03-29 21:00:00,6905.0,7248.99,7090.0,7063.85,4713.93447692 +2018-03-29 20:00:00,7090.0,7362.32,7337.16,7090.0,2917.93593098 +2018-03-29 19:00:00,7333.45,7465.0,7436.58,7337.16,778.4585356 +2018-03-29 18:00:00,7411.2,7447.6,7432.5,7436.58,411.60048154 +2018-03-29 17:00:00,7422.3,7497.19,7488.04,7432.51,631.91121826 +2018-03-29 16:00:00,7460.0,7551.64,7460.0,7488.04,1206.29027219 +2018-03-29 15:00:00,7373.81,7460.0,7383.51,7460.0,980.45339456 +2018-03-29 14:00:00,7323.2,7490.0,7460.93,7383.5,2576.34434902 +2018-03-29 13:00:00,7441.0,7524.5,7498.58,7460.93,797.81100401 +2018-03-29 12:00:00,7466.0,7565.23,7468.0,7498.58,748.84436482 +2018-03-29 11:00:00,7427.64,7496.56,7473.01,7468.0,611.11823423 +2018-03-29 10:00:00,7450.0,7537.86,7515.3,7473.0,587.23670031 +2018-03-29 09:00:00,7469.41,7574.44,7536.62,7515.16,804.8461202 +2018-03-29 08:00:00,7500.0,7570.06,7523.99,7536.62,626.37493379 +2018-03-29 07:00:00,7503.0,7617.69,7617.69,7523.99,602.81852552 +2018-03-29 06:00:00,7537.0,7625.02,7555.35,7617.69,561.86250182 +2018-03-29 05:00:00,7555.34,7659.94,7600.0,7555.34,878.28059935 +2018-03-29 04:00:00,7600.0,7870.0,7870.0,7600.0,2395.77780585 +2018-03-29 03:00:00,7832.03,7890.01,7890.0,7870.0,417.43626858 +2018-03-29 02:00:00,7857.64,7900.09,7875.0,7890.01,238.56740155 +2018-03-29 01:00:00,7875.0,7957.0,7935.0,7875.04,387.31739902 +2018-03-29 00:00:00,7912.47,7942.73,7942.73,7935.0,186.87733314 +2018-03-28 23:00:00,7912.47,7960.0,7943.0,7942.72,310.2088102 +2018-03-28 22:00:00,7872.04,7998.0,7874.92,7943.0,803.473503 +2018-03-28 21:00:00,7843.94,7920.0,7915.01,7874.92,414.9809803 +2018-03-28 20:00:00,7876.41,7937.9,7906.01,7915.02,539.0120536 +2018-03-28 19:00:00,7890.0,7944.97,7938.67,7906.0,450.9177233 +2018-03-28 18:00:00,7885.4,7945.74,7918.84,7938.67,300.43544173 +2018-03-28 17:00:00,7865.0,7931.63,7870.99,7918.84,375.14662469 +2018-03-28 16:00:00,7858.36,7914.99,7859.65,7870.98,379.33268164 +2018-03-28 15:00:00,7827.3,7925.04,7895.56,7859.64,620.64447877 +2018-03-28 14:00:00,7875.0,8021.0,8019.99,7895.56,934.19363764 +2018-03-28 13:00:00,8010.0,8040.0,8011.5,8019.99,488.51749016 +2018-03-28 12:00:00,7987.66,8047.0,8039.44,8011.5,337.67395923 +2018-03-28 11:00:00,8006.79,8088.0,8032.85,8039.45,328.14628621 +2018-03-28 10:00:00,8030.0,8087.92,8079.02,8032.85,166.78590416 +2018-03-28 09:00:00,7900.94,8088.0,7900.94,8079.02,765.81121502 +2018-03-28 08:00:00,7859.06,7915.89,7874.99,7900.95,98.4269997 +2018-03-28 07:00:00,7863.99,7937.7,7893.99,7875.0,296.39007716 +2018-03-28 06:00:00,7844.99,7894.78,7845.0,7893.99,400.36111408 +2018-03-28 05:00:00,7808.0,7869.99,7820.25,7844.99,164.35925669 +2018-03-28 04:00:00,7816.05,7860.0,7859.99,7820.25,312.37884925 +2018-03-28 03:00:00,7822.49,7888.5,7822.49,7860.0,450.61534388 +2018-03-28 02:00:00,7760.0,7835.0,7809.98,7822.49,499.31251039 +2018-03-28 01:00:00,7776.33,7835.0,7793.01,7809.98,492.30399314 +2018-03-28 00:00:00,7727.76,7822.55,7793.61,7790.99,1037.26863607 +2018-03-27 23:00:00,7769.41,7985.62,7969.98,7793.61,1143.01480951 +2018-03-27 22:00:00,7918.0,7998.99,7992.01,7969.97,277.05847392 +2018-03-27 21:00:00,7967.65,8014.0,7988.81,7992.01,359.7702536 +2018-03-27 20:00:00,7865.65,8033.34,7890.0,7988.82,684.77377085 +2018-03-27 19:00:00,7838.35,7900.0,7879.99,7890.0,394.62060399 +2018-03-27 18:00:00,7835.15,7924.0,7915.0,7879.99,706.70583244 +2018-03-27 17:00:00,7890.0,8100.01,8100.01,7915.0,866.50690294 +2018-03-27 16:00:00,8066.0,8111.0,8066.01,8100.01,397.26855672 +2018-03-27 15:00:00,8050.0,8129.0,8068.17,8066.01,648.59554694 +2018-03-27 14:00:00,8039.15,8099.57,8095.5,8068.18,593.0222817 +2018-03-27 13:00:00,7940.01,8127.83,7940.02,8095.51,843.01172767 +2018-03-27 12:00:00,7889.63,7990.0,7937.52,7940.02,287.05556486 +2018-03-27 11:00:00,7874.07,7999.58,7988.02,7937.52,274.62017204 +2018-03-27 10:00:00,7919.93,8040.03,7927.13,7988.01,191.05710298 +2018-03-27 09:00:00,7890.0,7985.36,7939.99,7927.14,256.20711623 +2018-03-27 08:00:00,7825.01,8015.01,7930.91,7939.99,545.37804355 +2018-03-27 07:00:00,7874.56,7984.43,7976.01,7933.03,444.83450241 +2018-03-27 06:00:00,7890.62,8059.11,7933.67,7976.01,563.20521265 +2018-03-27 05:00:00,7769.99,7951.79,7770.0,7933.67,676.5292159 +2018-03-27 04:00:00,7757.0,7898.99,7860.0,7770.0,1009.76525617 +2018-03-27 03:00:00,7825.28,7904.83,7841.81,7860.0,587.10808745 +2018-03-27 02:00:00,7823.6,8039.69,8029.98,7841.82,1647.75819299 +2018-03-27 01:00:00,8024.6,8201.83,8199.99,8028.13,852.22791326 +2018-03-27 00:00:00,8140.0,8219.99,8144.99,8199.98,737.63520128 +2018-03-26 23:00:00,8122.82,8250.0,8180.0,8145.0,1095.37068137 +2018-03-26 22:00:00,7881.64,8244.7,7886.29,8179.99,1875.07024412 +2018-03-26 21:00:00,7870.0,7917.14,7886.79,7887.36,386.29334569 +2018-03-26 20:00:00,7858.1,7937.99,7917.66,7886.79,656.59465225 +2018-03-26 19:00:00,7880.01,7960.0,7910.01,7917.67,2102.76607645 +2018-03-26 18:00:00,7880.0,7934.88,7919.87,7910.01,877.85038622 +2018-03-26 17:00:00,7854.0,8077.94,8077.94,7919.87,2532.94382784 +2018-03-26 16:00:00,8051.96,8089.0,8079.99,8077.93,497.59643321 +2018-03-26 15:00:00,8071.0,8110.0,8083.63,8080.0,457.6982972 +2018-03-26 14:00:00,8030.0,8110.0,8086.56,8083.63,1257.11318643 +2018-03-26 13:00:00,8065.85,8165.44,8120.01,8086.57,1248.20836146 +2018-03-26 12:00:00,8020.0,8153.5,8100.0,8120.0,1394.64466623 +2018-03-26 11:00:00,8067.88,8204.9,8201.1,8099.84,1321.56635034 +2018-03-26 10:00:00,8201.1,8335.0,8298.84,8201.1,693.53276862 +2018-03-26 09:00:00,8256.98,8391.95,8391.94,8298.83,814.13530158 +2018-03-26 08:00:00,8388.0,8424.0,8409.71,8391.94,74.08898133 +2018-03-26 07:00:00,8390.65,8445.01,8445.01,8409.71,181.53924291 +2018-03-26 06:00:00,8433.88,8460.0,8460.0,8445.01,71.40263923 +2018-03-26 05:00:00,8438.91,8479.17,8438.91,8460.05,115.34122744 +2018-03-26 04:00:00,8423.58,8473.65,8429.99,8438.92,170.67801719 +2018-03-26 03:00:00,8420.09,8471.8,8429.06,8429.99,287.36660366 +2018-03-26 02:00:00,8391.96,8449.99,8424.99,8430.39,382.54457234 +2018-03-26 01:00:00,8370.0,8429.89,8370.01,8425.0,388.4387469 +2018-03-26 00:00:00,8370.0,8498.0,8453.0,8370.0,507.0666945 +2018-03-25 23:00:00,8400.0,8470.19,8438.69,8453.0,684.42894092 +2018-03-25 22:00:00,8413.67,8648.0,8626.62,8438.69,916.97620748 +2018-03-25 21:00:00,8589.0,8633.8,8602.25,8626.62,265.34144851 +2018-03-25 20:00:00,8525.0,8617.0,8617.0,8602.25,417.96659882 +2018-03-25 19:00:00,8587.83,8670.0,8624.15,8616.99,382.79075001 +2018-03-25 18:00:00,8530.0,8660.52,8530.0,8624.15,566.95042189 +2018-03-25 17:00:00,8488.72,8554.57,8544.95,8530.0,315.37221267 +2018-03-25 16:00:00,8471.0,8563.0,8474.12,8544.96,274.3657117 +2018-03-25 15:00:00,8462.76,8571.14,8560.01,8474.11,324.30941005 +2018-03-25 14:00:00,8526.44,8630.0,8557.86,8560.0,387.66237979 +2018-03-25 13:00:00,8482.0,8585.87,8504.99,8557.86,192.16221903 +2018-03-25 12:00:00,8401.0,8520.0,8421.99,8505.0,262.71522796 +2018-03-25 11:00:00,8359.45,8489.29,8489.29,8422.0,676.78901456 +2018-03-25 10:00:00,8450.0,8528.49,8518.87,8489.28,119.21316889 +2018-03-25 09:00:00,8495.0,8543.37,8543.0,8518.88,77.20608641 +2018-03-25 08:00:00,8462.28,8574.3,8471.91,8543.0,151.36563717 +2018-03-25 07:00:00,8400.93,8515.99,8515.98,8471.91,439.10564499 +2018-03-25 06:00:00,8492.52,8568.0,8530.0,8515.98,166.85149759 +2018-03-25 05:00:00,8524.04,8574.63,8524.05,8530.0,195.94679932 +2018-03-25 04:00:00,8500.0,8550.0,8541.01,8524.05,269.73404755 +2018-03-25 03:00:00,8450.0,8557.49,8478.68,8541.01,368.44237976 +2018-03-25 02:00:00,8450.0,8555.47,8535.0,8478.69,332.35772143 +2018-03-25 01:00:00,8505.0,8587.97,8547.89,8534.99,506.29911951 +2018-03-25 00:00:00,8476.0,8549.61,8531.96,8547.89,754.4997148 +2018-03-24 23:00:00,8508.0,8665.63,8639.84,8531.34,923.60066755 +2018-03-24 22:00:00,8575.0,8717.97,8680.0,8639.85,1384.4158242 +2018-03-24 21:00:00,8625.3,8945.9,8945.89,8680.0,1388.60209513 +2018-03-24 20:00:00,8905.0,8960.0,8905.0,8945.89,375.87501465 +2018-03-24 19:00:00,8885.24,8945.0,8910.0,8905.0,413.51712611 +2018-03-24 18:00:00,8872.74,8918.45,8882.04,8910.0,219.33406656 +2018-03-24 17:00:00,8860.0,8925.47,8925.47,8882.05,388.1248924 +2018-03-24 16:00:00,8903.16,8956.6,8941.99,8925.46,480.52567884 +2018-03-24 15:00:00,8917.0,8973.38,8973.38,8941.99,402.14249045 +2018-03-24 14:00:00,8835.59,8999.0,8867.0,8973.38,661.3464483 +2018-03-24 13:00:00,8838.44,8892.06,8855.85,8867.0,219.23050511 +2018-03-24 12:00:00,8666.81,8884.64,8719.0,8863.9,432.9257594 +2018-03-24 11:00:00,8707.0,8790.0,8779.71,8719.01,234.22088353 +2018-03-24 10:00:00,8718.03,8893.19,8893.19,8779.71,809.10966493 +2018-03-24 09:00:00,8867.0,8912.66,8882.52,8893.19,110.97334591 +2018-03-24 08:00:00,8867.0,8919.89,8919.89,8882.52,105.94181869 +2018-03-24 07:00:00,8890.69,8949.67,8890.69,8919.95,308.5756381 +2018-03-24 06:00:00,8840.56,8895.0,8840.56,8890.7,176.43701965 +2018-03-24 05:00:00,8840.0,8955.0,8940.37,8840.57,407.98806034 +2018-03-24 04:00:00,8869.11,8950.0,8877.74,8940.38,407.33001504 +2018-03-24 03:00:00,8860.59,8895.03,8888.06,8877.74,152.59689851 +2018-03-24 02:00:00,8814.46,8900.0,8828.5,8888.06,397.13882496 +2018-03-24 01:00:00,8826.89,8911.33,8906.94,8828.5,459.69498192 +2018-03-24 00:00:00,8876.76,8966.55,8927.8,8906.94,1003.66290309 +2018-03-23 23:00:00,8653.53,8927.81,8653.54,8927.1,1369.11354208 +2018-03-23 22:00:00,8617.72,8679.99,8659.36,8653.54,340.67279022 +2018-03-23 21:00:00,8608.74,8659.36,8608.74,8659.36,335.79789288 +2018-03-23 20:00:00,8560.06,8632.18,8632.17,8608.74,486.40419295 +2018-03-23 19:00:00,8588.7,8632.18,8613.4,8632.17,330.31830981 +2018-03-23 18:00:00,8553.13,8700.0,8627.69,8613.41,1558.78357909 +2018-03-23 17:00:00,8611.6,8649.59,8630.01,8627.69,314.08010274 +2018-03-23 16:00:00,8587.79,8650.0,8630.99,8630.02,410.41715769 +2018-03-23 15:00:00,8572.99,8673.67,8572.99,8631.0,1027.46567131 +2018-03-23 14:00:00,8364.99,8603.0,8365.0,8573.0,1154.09339432 +2018-03-23 13:00:00,8293.37,8365.0,8318.01,8365.0,644.17350109 +2018-03-23 12:00:00,8280.04,8512.7,8512.7,8318.01,686.14086958 +2018-03-23 11:00:00,8452.27,8515.0,8480.0,8512.7,163.78172112 +2018-03-23 10:00:00,8426.99,8490.0,8485.78,8480.0,156.76123585 +2018-03-23 09:00:00,8470.0,8522.45,8480.01,8485.78,231.85031234 +2018-03-23 08:00:00,8400.0,8516.73,8400.0,8480.01,415.53894069 +2018-03-23 07:00:00,8363.01,8415.0,8363.02,8400.01,173.39094829 +2018-03-23 06:00:00,8350.0,8447.63,8407.12,8363.02,295.9265547 +2018-03-23 05:00:00,8350.1,8412.05,8412.05,8407.12,534.91824638 +2018-03-23 04:00:00,8365.0,8459.99,8402.02,8412.06,440.96037401 +2018-03-23 03:00:00,8343.03,8425.0,8418.99,8402.02,897.22169061 +2018-03-23 02:00:00,8372.0,8614.97,8602.51,8419.0,2271.68392469 +2018-03-23 01:00:00,8568.38,8642.45,8642.14,8602.51,668.40134465 +2018-03-23 00:00:00,8634.9,8715.09,8715.09,8642.14,358.92925274 +2018-03-22 23:00:00,8677.7,8768.38,8681.48,8715.09,606.96685022 +2018-03-22 22:00:00,8599.99,8695.0,8600.0,8681.48,447.44156954 +2018-03-22 21:00:00,8523.57,8636.12,8591.56,8599.99,488.87386092 +2018-03-22 20:00:00,8576.08,8605.0,8603.93,8591.57,318.86965639 +2018-03-22 19:00:00,8562.0,8669.0,8653.27,8603.93,638.35985994 +2018-03-22 18:00:00,8630.76,8676.54,8664.0,8653.26,334.61938749 +2018-03-22 17:00:00,8557.6,8684.0,8607.0,8664.0,907.12575008 +2018-03-22 16:00:00,8576.0,8659.8,8609.99,8607.0,848.36440796 +2018-03-22 15:00:00,8492.24,8610.0,8492.25,8610.0,1002.01539315 +2018-03-22 14:00:00,8467.27,8640.0,8600.01,8492.25,1614.48625441 +2018-03-22 13:00:00,8568.38,8720.0,8710.01,8600.01,816.21162208 +2018-03-22 12:00:00,8649.87,8760.0,8649.99,8710.0,488.09921368 +2018-03-22 11:00:00,8629.0,8748.98,8730.0,8649.99,782.05287275 +2018-03-22 10:00:00,8670.0,8777.57,8776.0,8730.1,946.06524798 +2018-03-22 09:00:00,8722.07,9017.0,8999.86,8777.87,1334.45715101 +2018-03-22 08:00:00,8963.47,8999.86,8963.47,8999.86,76.07148033 +2018-03-22 07:00:00,8915.45,9017.0,9016.1,8966.87,392.31362906 +2018-03-22 06:00:00,9004.99,9030.0,9005.0,9016.1,123.94181437 +2018-03-22 05:00:00,9000.0,9036.0,9019.53,9005.0,240.01284489 +2018-03-22 04:00:00,8984.84,9020.0,9019.5,9019.54,298.60977537 +2018-03-22 03:00:00,8981.72,9070.01,9036.2,9019.51,510.31336617 +2018-03-22 02:00:00,9032.0,9069.02,9043.57,9036.2,302.89407148 +2018-03-22 01:00:00,8997.69,9073.93,9025.01,9043.56,758.79620615 +2018-03-22 00:00:00,8874.04,9048.0,8891.81,9025.01,713.27574825 +2018-03-21 23:00:00,8809.96,8913.97,8835.9,8891.81,561.14089742 +2018-03-21 22:00:00,8819.99,8924.95,8915.39,8835.9,616.52249918 +2018-03-21 21:00:00,8888.0,8945.67,8894.97,8915.39,296.04670417 +2018-03-21 20:00:00,8850.0,8908.0,8880.02,8894.99,459.29251538 +2018-03-21 19:00:00,8870.0,8957.62,8870.0,8880.01,531.69648912 +2018-03-21 18:00:00,8800.92,8933.46,8855.0,8870.0,626.66624386 +2018-03-21 17:00:00,8745.0,8908.56,8866.07,8855.01,2226.1381622 +2018-03-21 16:00:00,8800.55,9063.51,9055.01,8866.07,2372.26547758 +2018-03-21 15:00:00,9049.99,9174.0,9049.99,9055.0,1087.24595863 +2018-03-21 14:00:00,9023.38,9100.0,9023.39,9050.0,665.30803568 +2018-03-21 13:00:00,9005.0,9072.0,9023.99,9023.38,304.5865506 +2018-03-21 12:00:00,8970.49,9090.0,9073.4,9024.0,416.54603918 +2018-03-21 11:00:00,9062.1,9117.0,9070.0,9073.39,295.96481497 +2018-03-21 10:00:00,9050.0,9089.86,9052.8,9070.0,141.69926199 +2018-03-21 09:00:00,8957.49,9073.05,8957.49,9052.79,214.87261451 +2018-03-21 08:00:00,8893.38,8980.0,8931.13,8957.5,275.2235147 +2018-03-21 07:00:00,8894.67,9089.94,9081.59,8931.13,764.94918825 +2018-03-21 06:00:00,9015.53,9086.0,9042.38,9081.6,319.7728294 +2018-03-21 05:00:00,9041.51,9112.25,9060.9,9042.38,383.79943569 +2018-03-21 04:00:00,9022.0,9143.16,9022.0,9060.9,1243.78258702 +2018-03-21 03:00:00,8950.0,9054.0,8959.0,9022.01,882.16413813 +2018-03-21 02:00:00,8944.01,8988.0,8969.99,8959.0,452.64413024 +2018-04-15 01:00:00,8051.1,8115.0,8071.68,8107.0,442.08493595 +2018-04-15 00:00:00,8003.11,8124.0,8003.12,8071.68,797.18903301 +2018-04-14 23:00:00,7975.0,8056.01,8056.01,8003.11,379.37176967 +2018-04-14 22:00:00,8048.9,8079.0,8051.96,8056.01,185.09709808 +2018-04-14 21:00:00,8037.43,8086.74,8080.77,8051.95,353.92499829 +2018-04-14 20:00:00,8015.88,8080.77,8026.01,8080.76,342.19498589 +2018-04-14 19:00:00,8001.71,8042.51,8042.51,8026.0,264.54832602 +2018-04-14 18:00:00,7960.54,8042.51,7974.99,8042.51,343.62881424 +2018-04-14 17:00:00,7956.54,8005.0,8004.99,7974.99,279.30497528 +2018-04-14 16:00:00,7941.99,8010.0,7965.11,8005.0,335.1554309 +2018-04-14 15:00:00,7965.1,7999.99,7981.74,7965.11,227.41309184 +2018-04-14 14:00:00,7941.99,7981.74,7965.86,7981.74,269.33426041 +2018-04-14 13:00:00,7903.98,7965.87,7903.99,7965.87,292.06691226 +2018-04-14 12:00:00,7875.0,7988.39,7974.96,7903.99,543.84703786 +2018-04-14 11:00:00,7936.68,8010.0,7961.99,7974.95,175.2492085 +2018-04-14 10:00:00,7927.15,8040.1,8035.01,7961.99,312.41737651 +2018-04-14 09:00:00,7996.52,8111.95,8102.14,8035.0,337.152569 +2018-04-14 08:00:00,8078.91,8150.0,8129.6,8102.15,363.1170854 +2018-04-14 07:00:00,7990.16,8150.0,8008.5,8129.59,1251.0241182 +2018-04-14 06:00:00,7963.52,8010.0,7963.52,8008.51,150.88931641 +2018-04-14 05:00:00,7963.52,8021.34,7974.98,7963.52,314.76594431 +2018-04-14 04:00:00,7960.0,8035.95,8034.39,7974.98,380.34433447 +2018-04-14 03:00:00,8000.0,8040.0,8027.0,8034.39,361.17423018 +2018-04-14 02:00:00,7997.71,8060.0,8036.96,8027.0,559.46430989 +2018-04-14 01:00:00,7908.18,8050.0,7913.0,8036.97,823.71557858 +2018-04-14 00:00:00,7830.0,7932.0,7893.19,7913.0,492.85912086 +2018-04-13 23:00:00,7860.91,7965.0,7900.0,7893.19,803.92029048 +2018-04-13 22:00:00,7805.9,7900.0,7874.95,7900.0,797.83798235 +2018-04-13 21:00:00,7842.0,7912.0,7897.01,7874.96,617.76707214 +2018-04-13 20:00:00,7845.0,8096.02,8096.02,7897.01,2310.89995838 +2018-04-13 19:00:00,8045.0,8118.0,8113.0,8096.02,650.65472689 +2018-04-13 18:00:00,8085.91,8125.01,8125.0,8114.99,579.94616872 +2018-04-13 17:00:00,8069.0,8153.03,8131.02,8125.01,712.86656912 +2018-04-13 16:00:00,8098.31,8150.0,8131.62,8131.02,816.96783106 +2018-04-13 15:00:00,8081.23,8131.63,8112.0,8131.63,453.09878158 +2018-04-13 14:00:00,8037.0,8120.0,8098.93,8112.01,1041.49072243 +2018-04-13 13:00:00,8030.0,8214.71,8203.01,8098.92,1578.46649897 +2018-04-13 12:00:00,8087.0,8220.0,8087.0,8203.0,1140.9614811 +2018-04-13 11:00:00,8065.0,8132.0,8065.01,8087.01,795.64474587 +2018-04-13 10:00:00,8018.05,8094.74,8059.0,8065.0,462.67071741 +2018-04-13 09:00:00,8057.74,8146.69,8124.01,8059.0,679.62844997 +2018-04-13 08:00:00,8048.07,8139.92,8074.83,8125.0,944.90156151 +2018-04-13 07:00:00,7819.99,8176.92,7819.99,8074.83,1992.75496361 +2018-04-13 06:00:00,7786.3,7865.0,7794.75,7819.98,437.4019663 +2018-04-13 05:00:00,7766.91,7824.99,7813.65,7794.76,400.02482578 +2018-04-13 04:00:00,7800.0,7835.0,7825.01,7814.0,484.67010518 +2018-04-13 03:00:00,7825.0,7894.0,7875.0,7825.0,523.02126748 +2018-04-13 02:00:00,7779.99,7885.0,7780.0,7875.0,772.07654325 +2018-04-13 01:00:00,7760.0,7894.0,7893.19,7779.99,1103.0144041 +2018-04-13 00:00:00,7833.0,7972.17,7915.99,7893.19,2022.52243283 +2018-04-12 23:00:00,7840.0,7975.0,7850.0,7916.0,2006.5183172 +2018-04-12 22:00:00,7750.22,7850.0,7830.51,7849.99,1270.3661622 +2018-04-12 21:00:00,7716.0,7900.0,7730.0,7830.52,1764.7755939 +2018-04-12 20:00:00,7679.0,7730.0,7683.01,7730.0,584.60203478 +2018-04-12 19:00:00,7669.69,7743.0,7675.0,7683.01,989.63909485 +2018-04-12 18:00:00,7661.55,7685.0,7680.0,7675.0,738.15372555 +2018-04-12 17:00:00,7612.01,7745.35,7612.02,7680.0,2046.19642621 +2018-04-12 16:00:00,7555.0,7618.0,7617.99,7612.02,1159.43354596 +2018-04-12 15:00:00,7591.11,7647.3,7644.0,7617.99,864.79421031 +2018-04-12 14:00:00,7585.6,7717.0,7685.47,7644.05,1408.55646242 +2018-04-12 13:00:00,7640.0,7721.0,7700.99,7685.7,1621.64749784 +2018-04-12 12:00:00,7616.1,7788.25,7725.01,7700.99,3074.65593024 +2018-04-12 11:00:00,6930.17,8050.0,6930.18,7725.0,8677.38171489 +2018-04-12 10:00:00,6842.2,6945.08,6850.01,6930.18,312.60938026 +2018-04-12 09:00:00,6826.3,6850.02,6843.51,6850.01,167.9289854 +2018-04-12 08:00:00,6811.0,6845.0,6829.01,6843.5,280.67676088 +2018-04-12 07:00:00,6767.77,6846.87,6786.99,6829.01,396.0049074 +2018-04-12 06:00:00,6780.0,6941.02,6937.21,6786.98,1229.10915273 +2018-04-12 05:00:00,6923.0,6960.0,6960.0,6937.2,400.97213607 +2018-04-12 04:00:00,6935.5,6960.0,6936.0,6960.0,505.99931607 +2018-04-12 03:00:00,6931.0,6949.04,6940.0,6936.0,504.99799502 +2018-04-12 02:00:00,6924.99,6940.0,6925.0,6939.99,276.64727263 +2018-04-12 01:00:00,6901.0,6927.99,6927.99,6925.0,400.77234373 +2018-04-12 00:00:00,6921.31,6950.0,6943.0,6928.0,523.4941962 +2018-04-11 23:00:00,6914.99,6974.0,6915.0,6942.99,1031.59645455 +2018-04-11 22:00:00,6898.94,6915.0,6898.94,6915.0,284.08665571 +2018-04-11 21:00:00,6882.2,6898.95,6889.92,6898.95,189.85664655 +2018-04-11 20:00:00,6884.43,6914.48,6914.48,6889.92,409.73891188 +2018-04-11 19:00:00,6896.97,6914.93,6901.48,6914.47,341.04616521 +2018-04-11 18:00:00,6892.38,6909.97,6902.0,6901.48,382.0628392 +2018-04-11 17:00:00,6870.7,6918.0,6917.98,6902.0,471.65054464 +2018-04-11 16:00:00,6906.0,6930.0,6930.0,6917.98,452.97711852 +2018-04-11 15:00:00,6917.0,6938.01,6938.01,6929.99,355.34992331 +2018-04-11 14:00:00,6932.0,6954.0,6932.0,6938.01,367.03688289 +2018-04-11 13:00:00,6854.9,6960.0,6854.9,6932.0,1273.38258542 +2018-04-11 12:00:00,6845.0,6857.81,6857.81,6854.91,160.90624985 +2018-04-11 11:00:00,6819.0,6858.0,6841.23,6857.82,206.91679149 +2018-04-11 10:00:00,6839.9,6853.33,6853.33,6841.23,146.30596406 +2018-04-11 09:00:00,6849.8,6857.5,6853.99,6853.32,83.58816394 +2018-04-11 08:00:00,6844.37,6858.75,6844.38,6854.0,105.25533592 +2018-04-11 07:00:00,6839.99,6844.38,6840.0,6844.38,84.13930835 +2018-04-11 06:00:00,6810.0,6840.0,6826.73,6839.99,211.60804791 +2018-04-11 05:00:00,6826.72,6859.0,6827.98,6826.72,420.14218475 +2018-04-11 04:00:00,6817.99,6827.99,6818.0,6827.98,87.01235671 +2018-04-11 03:00:00,6806.01,6841.99,6840.0,6818.0,294.6204596 +2018-04-11 02:00:00,6831.7,6848.5,6835.99,6840.0,257.32490539 +2018-04-11 01:00:00,6824.99,6846.0,6837.5,6836.0,220.3923215 +2018-04-11 00:00:00,6824.99,6849.0,6825.0,6837.5,345.99918875 +2018-04-10 23:00:00,6784.26,6830.0,6791.0,6824.99,313.48879812 +2018-04-10 22:00:00,6784.15,6893.29,6841.52,6790.99,789.11285361 +2018-04-10 21:00:00,6825.87,6855.0,6835.98,6841.52,465.88045845 +2018-04-10 20:00:00,6812.84,6847.36,6847.36,6835.98,323.54142375 +2018-04-10 19:00:00,6829.96,6847.36,6838.0,6847.36,259.39159042 +2018-04-10 18:00:00,6823.7,6859.98,6859.09,6838.0,312.54886355 +2018-04-10 17:00:00,6835.0,6865.81,6837.91,6859.09,334.89910536 +2018-04-10 16:00:00,6814.0,6838.4,6821.01,6837.91,399.26622596 +2018-04-10 15:00:00,6751.23,6850.0,6751.24,6821.0,1032.56421554 +2018-04-10 14:00:00,6737.82,6769.65,6754.17,6751.23,411.28874845 +2018-04-10 13:00:00,6749.41,6770.0,6751.92,6754.17,214.87282248 +2018-04-10 12:00:00,6725.73,6758.85,6740.0,6751.92,227.25695701 +2018-04-10 11:00:00,6699.92,6747.73,6720.0,6740.0,256.72070598 +2018-04-10 10:00:00,6713.7,6770.0,6770.0,6719.99,158.69549026 +2018-04-10 09:00:00,6734.26,6770.0,6735.0,6769.99,78.00404136 +2018-04-10 08:00:00,6661.19,6735.0,6725.95,6734.99,233.35413081 +2018-04-10 07:00:00,6700.0,6740.0,6705.56,6725.95,124.5279037 +2018-04-10 06:00:00,6695.47,6761.02,6757.45,6705.56,223.06056442 +2018-04-10 05:00:00,6731.97,6765.2,6760.25,6757.45,182.2305043 +2018-04-10 04:00:00,6747.6,6798.07,6789.0,6760.24,237.56764833 +2018-04-10 03:00:00,6739.99,6789.0,6739.99,6789.0,267.68613634 +2018-04-10 02:00:00,6728.21,6759.46,6728.54,6741.35,169.06462583 +2018-04-10 01:00:00,6714.46,6766.98,6766.98,6728.53,255.84504753 +2018-04-10 00:00:00,6758.18,6780.88,6771.14,6766.98,220.95413787 +2018-04-09 23:00:00,6692.73,6784.0,6692.99,6771.13,382.20831014 +2018-04-09 22:00:00,6680.34,6713.9,6713.89,6693.0,287.0637474 +2018-04-09 21:00:00,6665.67,6726.06,6665.68,6713.9,378.66674331 +2018-04-09 20:00:00,6617.0,6678.94,6677.51,6665.67,851.41162575 +2018-04-09 19:00:00,6650.0,6750.42,6747.59,6677.5,1271.09501078 +2018-04-09 18:00:00,6729.26,6759.13,6735.51,6747.58,305.41356855 +2018-04-09 17:00:00,6719.62,6739.9,6737.67,6735.52,282.07763368 +2018-04-09 16:00:00,6711.74,6743.0,6724.01,6737.67,362.34950297 +2018-04-09 15:00:00,6712.0,6787.17,6741.99,6724.01,846.09314946 +2018-04-09 14:00:00,6685.0,6742.0,6734.01,6742.0,648.00096964 +2018-04-09 13:00:00,6726.02,6759.83,6749.5,6736.93,420.54008279 +2018-04-09 12:00:00,6703.02,6780.0,6755.0,6749.51,825.11959189 +2018-04-09 11:00:00,6703.0,6783.01,6782.0,6755.0,999.77724297 +2018-04-09 10:00:00,6776.0,7081.0,7081.0,6783.0,2049.85166864 +2018-04-09 09:00:00,7075.0,7169.53,7165.0,7081.0,396.01955695 +2018-04-09 08:00:00,7120.0,7165.9,7120.89,7165.01,335.53887411 +2018-04-09 07:00:00,7112.05,7138.0,7118.0,7120.89,138.37739892 +2018-04-09 06:00:00,7091.01,7130.0,7103.32,7118.0,153.46525792 +2018-04-09 05:00:00,7103.31,7135.13,7135.13,7103.32,162.49166017 +2018-04-09 04:00:00,7103.31,7150.0,7120.0,7135.13,279.49718335 +2018-04-09 03:00:00,7069.7,7124.13,7110.0,7119.99,399.23139825 +2018-04-09 02:00:00,7107.38,7163.03,7111.0,7110.0,702.67983026 +2018-04-09 01:00:00,7055.1,7125.0,7055.1,7110.99,870.17430679 +2018-04-09 00:00:00,7020.0,7090.21,7020.01,7055.11,603.37532197 +2018-04-08 23:00:00,6992.63,7024.91,7020.94,7020.01,194.76582609 +2018-04-08 22:00:00,6991.35,7050.0,6991.36,7020.93,383.03567077 +2018-04-08 21:00:00,6957.3,6991.36,6957.3,6991.35,154.39620262 +2018-04-08 20:00:00,6957.3,6989.0,6989.0,6957.3,185.06651149 +2018-04-08 19:00:00,6975.94,7000.0,6994.0,6989.0,191.98412538 +2018-04-08 18:00:00,6956.77,7005.59,6980.0,6994.01,337.14569116 +2018-04-08 17:00:00,6950.0,6995.96,6990.01,6980.0,343.61694769 +2018-04-08 16:00:00,6990.0,7037.02,7037.02,6990.0,402.52732259 +2018-04-08 15:00:00,7030.46,7060.0,7030.46,7037.02,218.20569081 +2018-04-08 14:00:00,7030.46,7070.0,7059.96,7030.46,294.54868439 +2018-04-08 13:00:00,7049.36,7080.0,7080.0,7059.95,289.24938317 +2018-04-08 12:00:00,7062.79,7099.99,7099.98,7080.0,298.11795085 +2018-04-08 11:00:00,6976.02,7099.99,6980.0,7099.97,525.41340194 +2018-04-08 10:00:00,6980.0,7000.0,6991.9,6980.01,100.11077017 +2018-04-08 09:00:00,6958.01,7008.0,6958.01,6991.91,190.70048103 +2018-04-08 08:00:00,6940.0,6960.0,6940.57,6958.01,36.09245 +2018-04-08 07:00:00,6919.0,6949.37,6919.01,6940.56,60.8824966 +2018-04-08 06:00:00,6880.0,6944.04,6944.04,6919.0,392.89816401 +2018-04-08 05:00:00,6920.01,7000.0,6969.0,6944.04,545.629184 +2018-04-08 04:00:00,6953.73,6990.0,6958.84,6969.0,212.74339269 +2018-04-08 03:00:00,6924.22,6960.0,6937.0,6958.85,119.94083307 +2018-04-08 02:00:00,6921.1,6961.59,6942.0,6936.99,135.4396929 +2018-04-08 01:00:00,6907.61,6981.01,6964.36,6942.0,249.15287407 +2018-04-08 00:00:00,6894.0,6973.0,6894.01,6964.36,435.18565927 +2018-04-07 23:00:00,6860.1,6940.53,6930.03,6894.01,447.53686401 +2018-04-07 22:00:00,6911.99,6977.0,6969.22,6930.03,461.2555156 +2018-04-07 21:00:00,6951.29,7002.02,7002.02,6969.22,440.51364397 +2018-04-07 20:00:00,6974.0,7004.99,6988.0,7002.02,305.5120528 +2018-04-07 19:00:00,6970.84,6988.02,6981.96,6988.0,214.86647811 +2018-04-07 18:00:00,6966.81,7020.01,7004.0,6981.95,442.56658667 +2018-04-07 17:00:00,6980.17,7024.5,7019.99,7003.99,335.31398984 +2018-04-07 16:00:00,6992.88,7064.64,7001.01,7019.97,811.59088897 +2018-04-07 15:00:00,6852.74,7022.77,6852.75,7001.01,1810.51935306 +2018-04-07 14:00:00,6840.99,6869.0,6841.0,6852.75,199.40790538 +2018-04-07 13:00:00,6773.65,6869.0,6869.0,6838.44,419.89886042 +2018-04-07 12:00:00,6860.99,6869.0,6860.99,6869.0,89.64110331 +2018-04-07 11:00:00,6851.6,6867.75,6862.01,6860.99,80.28381247 +2018-04-07 10:00:00,6848.0,6869.0,6857.19,6862.01,71.54675779 +2018-04-07 09:00:00,6841.4,6875.0,6874.99,6857.19,135.7779956 +2018-04-07 08:00:00,6855.0,6900.0,6855.01,6875.0,339.60645374 +2018-04-07 07:00:00,6844.01,6862.44,6862.44,6855.0,107.85456382 +2018-04-07 06:00:00,6838.47,6877.0,6846.01,6862.43,239.92435465 +2018-04-07 05:00:00,6834.05,6879.99,6842.4,6846.01,318.57040918 +2018-04-07 04:00:00,6824.7,6850.06,6850.0,6842.4,240.83809057 +2018-04-07 03:00:00,6818.59,6879.78,6833.0,6850.0,336.61181695 +2018-04-07 02:00:00,6806.48,6854.99,6836.99,6833.0,396.87861475 +2018-04-07 01:00:00,6639.77,6900.0,6639.77,6837.0,1826.01354089 +2018-04-07 00:00:00,6605.08,6639.77,6619.01,6639.77,278.84402135 +2018-04-06 23:00:00,6522.07,6623.0,6551.0,6619.01,357.27864352 +2018-04-06 22:00:00,6551.0,6625.0,6625.0,6551.0,427.89454677 +2018-04-06 21:00:00,6606.0,6625.0,6606.0,6625.0,253.02705096 +2018-04-06 20:00:00,6595.8,6620.01,6619.99,6606.0,341.19865055 +2018-04-06 19:00:00,6585.0,6620.0,6599.01,6620.0,366.15812254 +2018-04-06 18:00:00,6592.2,6630.0,6614.32,6599.01,428.47327299 +2018-04-06 17:00:00,6600.0,6625.0,6612.21,6617.52,385.20093921 +2018-04-06 16:00:00,6583.99,6630.01,6594.58,6612.22,698.6819775 +2018-04-06 15:00:00,6570.01,6608.52,6602.95,6594.58,449.44611034 +2018-04-06 14:00:00,6596.25,6629.39,6625.11,6602.95,324.99390758 +2018-04-06 13:00:00,6570.68,6645.81,6605.0,6625.11,364.98588265 +2018-04-06 12:00:00,6557.1,6625.0,6616.17,6605.01,396.96510997 +2018-04-06 11:00:00,6518.89,6663.24,6518.89,6616.17,489.0980765 +2018-04-06 10:00:00,6518.88,6595.1,6586.37,6518.89,405.12093872 +2018-04-06 09:00:00,6566.62,6606.66,6606.65,6586.37,191.26890194 +2018-04-06 08:00:00,6572.82,6629.0,6629.0,6606.66,209.04425604 +2018-04-06 07:00:00,6561.25,6657.89,6577.19,6628.99,572.59147486 +2018-04-06 06:00:00,6537.15,6770.01,6770.0,6577.19,1854.78634182 +2018-04-06 05:00:00,6770.0,6847.0,6792.98,6770.01,455.74745972 +2018-04-06 04:00:00,6751.08,6819.09,6767.11,6792.99,475.81758694 +2018-04-06 03:00:00,6749.99,6775.0,6774.0,6767.1,237.16924231 +2018-04-06 02:00:00,6731.0,6815.0,6797.68,6774.6,456.34229228 +2018-04-06 01:00:00,6763.02,6817.18,6812.0,6797.69,273.64234687 +2018-04-06 00:00:00,6776.08,6842.71,6785.86,6812.0,341.6165473 +2018-04-05 23:00:00,6782.47,6839.99,6819.99,6785.85,527.20004797 +2018-04-05 22:00:00,6726.59,6824.99,6726.59,6820.0,658.89422591 +2018-04-05 21:00:00,6674.22,6754.0,6754.0,6726.59,420.00504759 +2018-04-05 20:00:00,6739.12,6780.0,6767.68,6753.99,330.58979285 +2018-04-05 19:00:00,6695.0,6798.23,6695.0,6767.67,499.50183446 +2018-04-05 18:00:00,6688.53,6750.0,6704.0,6695.0,523.7727497 +2018-04-05 17:00:00,6685.01,6794.34,6720.81,6704.0,557.29651388 +2018-04-05 16:00:00,6670.0,6760.0,6741.05,6720.82,669.63194419 +2018-04-05 15:00:00,6703.0,6766.32,6765.01,6741.05,635.79089221 +2018-04-05 14:00:00,6765.0,6933.11,6842.99,6765.01,761.61901328 +2018-04-05 13:00:00,6632.5,6850.0,6665.51,6843.0,977.13560874 +2018-04-05 12:00:00,6631.0,6792.01,6790.7,6669.01,690.15704285 +2018-04-05 11:00:00,6776.54,6820.73,6791.99,6790.64,189.60049361 +2018-04-05 10:00:00,6769.73,6844.0,6843.99,6792.0,257.61756247 +2018-04-05 09:00:00,6835.57,6887.15,6872.13,6844.0,253.19022232 +2018-04-05 08:00:00,6778.86,6903.1,6786.0,6872.12,460.0972395 +2018-04-05 07:00:00,6721.53,6819.0,6747.98,6786.0,252.05139025 +2018-04-05 06:00:00,6723.0,6852.0,6843.02,6747.99,367.25502902 +2018-04-05 05:00:00,6761.61,6850.26,6780.02,6843.02,419.8689124 +2018-04-05 04:00:00,6750.06,6845.0,6767.45,6780.02,866.63406207 +2018-04-05 03:00:00,6597.77,6800.0,6610.0,6767.46,877.56256775 +2018-04-05 02:00:00,6590.0,6645.0,6595.01,6609.99,745.97240933 +2018-04-05 01:00:00,6568.64,6711.59,6697.1,6595.0,1661.72922856 +2018-04-05 00:00:00,6682.01,6815.0,6791.68,6697.1,851.12033533 +2018-04-04 23:00:00,6708.46,6818.0,6756.0,6791.68,586.23215091 +2018-04-04 22:00:00,6711.0,6824.82,6824.81,6756.01,722.17707462 +2018-04-04 21:00:00,6759.56,6854.98,6832.99,6824.82,397.3735013 +2018-04-04 20:00:00,6828.51,6898.29,6855.99,6832.99,547.25611752 +2018-04-04 19:00:00,6775.0,6881.0,6825.0,6856.0,714.23268792 +2018-04-04 18:00:00,6725.0,6847.31,6845.89,6825.0,928.70844075 +2018-04-04 17:00:00,6825.01,6888.01,6888.0,6845.9,536.07583643 +2018-04-04 16:00:00,6785.21,6900.0,6785.21,6888.0,826.56883944 +2018-04-04 15:00:00,6766.5,6900.0,6864.96,6785.21,963.84829226 +2018-04-04 14:00:00,6805.71,7073.01,7073.01,6864.96,2031.59671612 +2018-04-04 13:00:00,7060.01,7106.62,7061.0,7072.92,540.9084832 +2018-04-04 12:00:00,7012.5,7075.0,7067.62,7061.01,288.73951961 +2018-04-04 11:00:00,7007.7,7095.0,7095.0,7067.62,485.20827584 +2018-04-04 10:00:00,7044.0,7126.81,7085.66,7095.01,734.32923322 +2018-04-04 09:00:00,7054.11,7300.0,7299.99,7085.67,1520.4764378 +2018-04-04 08:00:00,7281.0,7335.64,7321.22,7299.99,171.17183231 +2018-04-04 07:00:00,7321.21,7365.71,7352.7,7321.21,185.72544576 +2018-04-04 06:00:00,7340.0,7365.0,7356.99,7352.69,130.86239106 +2018-04-04 05:00:00,7299.9,7385.0,7299.91,7357.0,351.78044811 +2018-04-04 04:00:00,7275.78,7304.65,7291.99,7299.91,307.56560581 +2018-04-04 03:00:00,7275.99,7319.5,7296.34,7291.99,366.39470844 +2018-04-04 02:00:00,7227.17,7340.94,7333.99,7296.35,834.39978272 +2018-04-04 01:00:00,7300.0,7415.0,7407.79,7334.0,811.42380203 +2018-04-04 00:00:00,7390.0,7424.91,7424.91,7407.8,349.49753619 +2018-04-03 23:00:00,7376.0,7430.0,7392.47,7424.9,327.36755128 +2018-04-03 22:00:00,7361.58,7429.47,7429.47,7392.48,373.62159844 +2018-04-03 21:00:00,7371.0,7434.0,7399.0,7429.46,412.03606584 +2018-04-03 20:00:00,7384.34,7475.0,7463.18,7399.01,832.33277483 +2018-04-03 19:00:00,7452.0,7520.0,7465.47,7463.18,843.82811704 +2018-04-03 18:00:00,7410.03,7500.0,7425.0,7465.46,1600.91788936 +2018-04-03 17:00:00,7375.0,7425.0,7403.01,7425.0,617.84373465 +2018-04-03 16:00:00,7368.0,7439.51,7389.99,7403.0,970.68976922 +2018-04-03 15:00:00,7342.0,7417.97,7352.99,7390.0,897.26354962 +2018-04-03 14:00:00,7290.5,7353.0,7336.06,7352.99,693.08219092 +2018-04-03 13:00:00,7321.0,7435.0,7367.62,7336.06,937.53601351 +2018-04-03 12:00:00,7301.0,7369.99,7307.01,7367.62,382.1802541 +2018-04-03 11:00:00,7299.0,7342.33,7313.62,7307.01,398.17139755 +2018-04-03 10:00:00,7265.14,7388.95,7363.77,7313.61,500.71071522 +2018-04-03 09:00:00,7335.58,7382.99,7340.0,7363.77,222.86698508 +2018-04-03 08:00:00,7335.58,7410.54,7410.54,7339.99,348.45629701 +2018-04-03 07:00:00,7334.96,7425.0,7345.06,7410.54,441.57517367 +2018-04-03 06:00:00,7325.1,7370.0,7337.0,7345.05,301.4268477 +2018-04-03 05:00:00,7286.63,7398.09,7370.0,7337.0,983.76599676 +2018-04-03 04:00:00,7193.99,7370.0,7194.0,7370.0,2188.25464944 +2018-04-03 03:00:00,7152.0,7210.0,7206.55,7194.0,1014.29069102 +2018-04-03 02:00:00,7034.19,7216.35,7034.2,7206.56,2342.12669329 +2018-04-03 01:00:00,7016.8,7046.0,7030.0,7034.2,386.01469522 +2018-04-03 00:00:00,7017.0,7098.09,7045.01,7030.0,906.83278825 +2018-04-02 23:00:00,7011.0,7049.26,7032.36,7045.01,550.92006681 +2018-04-02 22:00:00,6975.0,7065.0,6975.01,7032.35,818.57780966 +2018-04-02 21:00:00,6919.05,6994.0,6929.99,6975.01,682.49099711 +2018-04-02 20:00:00,6893.36,6980.0,6979.99,6930.0,855.03867615 +2018-04-02 19:00:00,6950.0,6994.0,6967.9,6979.99,531.12852122 +2018-04-02 18:00:00,6942.42,6995.0,6981.17,6967.91,731.14323782 +2018-04-02 17:00:00,6954.0,7013.0,7013.0,6981.17,978.06145699 +2018-04-02 16:00:00,6979.27,7046.0,7029.99,7013.0,672.08271169 +2018-04-02 15:00:00,6914.07,7050.0,6919.99,7030.0,738.97759052 +2018-04-02 14:00:00,6880.0,7015.93,7013.01,6920.0,666.69136132 +2018-04-27 13:00:00,9150.0,9299.67,9287.35,9215.0,725.2072526 +2018-04-27 12:00:00,9254.62,9343.96,9302.0,9287.35,279.05995529 +2018-04-27 11:00:00,9285.0,9359.95,9356.61,9302.0,352.46604802 +2018-04-27 10:00:00,9300.38,9369.0,9341.18,9356.6,381.3008222 +2018-04-27 09:00:00,9241.63,9349.0,9254.0,9341.18,414.95101551 +2018-04-27 08:00:00,9210.33,9275.6,9222.0,9254.0,309.27909236 +2018-04-27 07:00:00,9188.27,9225.0,9225.0,9222.0,184.04910724 +2018-04-27 06:00:00,9175.0,9239.67,9180.2,9225.0,319.08561662 +2018-04-27 05:00:00,9162.0,9215.22,9203.03,9180.19,319.67935423 +2018-04-27 04:00:00,9120.01,9227.54,9148.99,9203.02,431.09127444 +2018-04-27 03:00:00,9139.51,9260.36,9257.54,9148.99,601.71597507 +2018-04-27 02:00:00,9244.95,9280.0,9244.96,9257.54,300.59924027 +2018-04-27 01:00:00,9228.81,9296.72,9228.81,9244.96,449.51486992 +2018-04-27 00:00:00,9183.49,9284.37,9272.12,9228.81,596.05361737 +2018-04-26 23:00:00,9204.16,9318.0,9209.99,9272.11,1237.38526414 +2018-04-26 22:00:00,9094.99,9230.38,9095.0,9210.0,829.3029357 +2018-04-26 21:00:00,9068.99,9150.0,9115.0,9095.0,679.76137474 +2018-04-26 20:00:00,8867.32,9119.0,8868.98,9115.0,1761.70280958 +2018-04-26 19:00:00,8839.93,8869.95,8839.94,8868.99,413.92395827 +2018-04-26 18:00:00,8813.07,8886.0,8864.25,8839.94,503.44877768 +2018-04-26 17:00:00,8849.0,8906.0,8880.0,8864.25,514.23596247 +2018-04-26 16:00:00,8777.74,8880.0,8799.71,8880.0,438.37561831 +2018-04-26 15:00:00,8777.0,8818.0,8817.43,8799.71,253.54647185 +2018-04-26 14:00:00,8734.07,8849.99,8816.01,8817.42,626.30556435 +2018-04-26 13:00:00,8800.0,8892.14,8892.14,8816.01,290.98623447 +2018-04-26 12:00:00,8847.99,8929.41,8847.99,8892.15,337.03053939 +2018-04-26 11:00:00,8817.0,8907.24,8836.79,8847.99,339.04328317 +2018-04-26 10:00:00,8736.75,8855.75,8736.76,8836.79,381.20239319 +2018-04-26 09:00:00,8661.03,8753.42,8715.01,8736.75,309.80215388 +2018-04-26 08:00:00,8690.0,8885.96,8851.33,8715.0,637.07023991 +2018-04-26 07:00:00,8805.0,8870.65,8837.21,8851.32,176.86436246 +2018-04-26 06:00:00,8780.79,8915.0,8888.0,8837.22,469.58063363 +2018-04-26 05:00:00,8866.86,8945.0,8915.0,8888.0,399.4429572 +2018-04-26 04:00:00,8805.94,8919.68,8805.95,8915.0,552.6556152 +2018-04-26 03:00:00,8779.89,8882.4,8850.01,8802.79,499.74470984 +2018-04-26 02:00:00,8758.54,8882.15,8758.54,8850.01,493.57675876 +2018-04-26 01:00:00,8740.25,8843.5,8806.8,8758.54,801.881981 +2018-04-26 00:00:00,8660.0,8869.21,8865.98,8806.79,2269.97910347 +2018-04-25 23:00:00,8780.0,9002.0,8957.01,8865.98,1598.081514 +2018-04-25 22:00:00,8930.49,9177.96,9177.0,8957.01,1304.46946329 +2018-04-25 21:00:00,9079.99,9177.0,9080.0,9177.0,581.72062335 +2018-04-25 20:00:00,8969.79,9096.68,8969.8,9080.0,625.44505128 +2018-04-25 19:00:00,8945.83,9016.0,8985.0,8969.79,718.24090727 +2018-04-25 18:00:00,8951.31,9045.37,9044.99,8985.0,939.62533759 +2018-04-25 17:00:00,8909.0,9075.98,8909.0,9044.98,1275.54195207 +2018-04-25 16:00:00,8768.0,8935.25,8934.6,8909.0,1172.74558852 +2018-04-25 15:00:00,8719.86,8941.23,8749.88,8938.78,1450.39701193 +2018-04-25 14:00:00,8602.43,9034.65,9019.22,8749.88,3812.98795762 +2018-04-25 13:00:00,8960.0,9160.5,9145.0,9019.22,1632.24322211 +2018-04-25 12:00:00,9085.0,9200.0,9127.01,9145.0,907.61445442 +2018-04-25 11:00:00,9020.82,9175.0,9148.35,9127.0,1002.21182185 +2018-04-25 10:00:00,9021.0,9302.0,9301.99,9148.36,1412.5645573 +2018-04-25 09:00:00,9250.0,9350.0,9300.0,9301.99,352.79753258 +2018-04-25 08:00:00,9300.0,9435.0,9411.0,9300.01,300.3074972 +2018-04-25 07:00:00,9317.0,9435.0,9413.0,9420.81,437.41328359 +2018-04-25 06:00:00,9354.95,9463.9,9369.4,9412.49,605.31442917 +2018-04-25 05:00:00,9240.0,9398.17,9298.99,9369.41,1405.69258254 +2018-04-25 04:00:00,9140.42,9512.0,9390.0,9298.99,3309.48348815 +2018-04-25 03:00:00,9344.98,9726.83,9695.32,9390.0,2238.59182525 +2018-04-25 02:00:00,9629.45,9763.49,9629.45,9695.32,1201.500181 +2018-04-25 01:00:00,9515.0,9649.0,9553.0,9629.45,913.72857394 +2018-04-25 00:00:00,9461.32,9686.13,9645.0,9553.0,2615.40998658 +2018-04-24 23:00:00,9533.72,9728.56,9570.01,9645.1,1999.45191445 +2018-04-24 22:00:00,9452.25,9587.82,9471.44,9570.0,1969.6757384 +2018-04-24 21:00:00,9447.44,9489.98,9455.01,9471.44,664.49004867 +2018-04-24 20:00:00,9417.09,9460.0,9445.0,9455.01,610.07748022 +2018-04-24 19:00:00,9303.16,9445.0,9397.64,9445.0,1526.77259291 +2018-04-24 18:00:00,9365.81,9410.0,9402.3,9397.64,711.62894668 +2018-04-24 17:00:00,9345.0,9405.0,9350.0,9402.3,729.44807709 +2018-04-24 16:00:00,9321.01,9365.0,9354.99,9350.0,480.50378172 +2018-04-24 15:00:00,9290.0,9365.0,9290.01,9355.0,555.50351588 +2018-04-24 14:00:00,9200.0,9320.0,9269.0,9290.0,1172.99811648 +2018-04-24 13:00:00,9234.0,9401.99,9371.43,9268.99,1309.12697676 +2018-04-24 12:00:00,9291.96,9371.43,9291.97,9371.43,577.56380805 +2018-04-24 11:00:00,9280.0,9328.74,9287.1,9291.97,510.4169822 +2018-04-24 10:00:00,9270.0,9339.69,9280.0,9287.1,490.50900394 +2018-04-24 09:00:00,9231.87,9280.0,9253.9,9280.0,229.3714367 +2018-04-24 08:00:00,9224.27,9266.39,9224.27,9253.91,120.36291577 +2018-04-24 07:00:00,9205.5,9240.77,9233.0,9224.28,240.42044359 +2018-04-24 06:00:00,9230.41,9277.5,9269.91,9232.99,307.74742151 +2018-04-24 05:00:00,9220.04,9290.0,9256.55,9269.91,626.55321173 +2018-04-24 04:00:00,9192.0,9271.68,9192.01,9256.55,854.0855611 +2018-04-24 03:00:00,9173.05,9209.94,9192.0,9192.0,576.62946164 +2018-04-24 02:00:00,9170.0,9225.0,9185.94,9192.0,901.21047823 +2018-04-24 01:00:00,9101.45,9195.0,9180.0,9185.93,1064.53542399 +2018-04-24 00:00:00,8930.0,9221.4,8931.31,9180.0,2614.18673033 +2018-04-23 23:00:00,8910.0,8931.32,8929.3,8931.3,277.87278864 +2018-04-23 22:00:00,8920.01,8939.0,8939.0,8929.29,229.92011202 +2018-04-23 21:00:00,8920.01,8939.0,8924.41,8939.0,252.98789728 +2018-04-23 20:00:00,8840.85,8929.99,8850.0,8924.4,494.42478005 +2018-04-23 19:00:00,8815.0,8907.48,8906.0,8850.0,515.74394084 +2018-04-23 18:00:00,8888.34,8909.0,8888.34,8906.01,423.63112566 +2018-04-23 17:00:00,8880.0,8915.99,8915.99,8888.33,508.71275563 +2018-04-23 16:00:00,8902.0,8929.99,8902.01,8915.98,364.4173971 +2018-04-23 15:00:00,8896.79,8928.2,8911.24,8902.01,320.49893574 +2018-04-23 14:00:00,8863.0,8931.4,8920.11,8911.23,549.78400089 +2018-04-23 13:00:00,8917.77,8948.9,8937.49,8920.1,336.66789574 +2018-04-23 12:00:00,8911.48,8991.0,8914.98,8937.49,628.42911803 +2018-04-23 11:00:00,8883.5,8917.79,8893.98,8914.98,195.72015623 +2018-04-23 10:00:00,8880.0,8917.84,8890.0,8893.98,269.56164022 +2018-04-23 09:00:00,8850.01,8912.9,8910.14,8889.99,236.23768002 +2018-04-23 08:00:00,8902.94,8947.91,8926.72,8910.14,185.57205529 +2018-04-23 07:00:00,8896.0,8950.0,8896.01,8926.72,309.79550355 +2018-04-23 06:00:00,8854.0,8910.18,8874.01,8896.0,364.54946069 +2018-04-23 05:00:00,8838.1,8876.3,8854.99,8874.01,148.24083321 +2018-04-23 04:00:00,8842.0,8876.3,8865.71,8855.0,144.3646542 +2018-04-23 03:00:00,8842.99,8888.0,8842.99,8865.71,323.86570893 +2018-04-23 02:00:00,8828.88,8879.84,8849.01,8843.0,379.24733064 +2018-04-23 01:00:00,8805.0,8875.0,8820.0,8847.63,295.0075884 +2018-04-23 00:00:00,8775.1,8843.01,8795.0,8820.0,285.08222059 +2018-04-22 23:00:00,8754.01,8855.0,8854.99,8795.01,781.10209977 +2018-04-22 22:00:00,8829.0,8910.0,8910.0,8855.0,368.17751925 +2018-04-22 21:00:00,8885.15,8914.6,8890.0,8910.0,141.20933942 +2018-04-22 20:00:00,8874.0,8915.0,8881.0,8890.0,247.12647605 +2018-04-22 19:00:00,8865.0,8950.85,8950.84,8880.99,561.3912 +2018-04-22 18:00:00,8930.0,8960.0,8939.4,8950.85,168.79828681 +2018-04-22 17:00:00,8916.9,8961.0,8917.0,8939.41,217.17160705 +2018-04-22 16:00:00,8850.0,9010.0,8931.01,8917.0,1105.63070913 +2018-04-22 15:00:00,8930.2,8980.0,8974.84,8931.01,300.90609959 +2018-04-22 14:00:00,8875.0,8991.34,8875.01,8974.84,375.21273783 +2018-04-22 13:00:00,8840.25,8900.0,8857.01,8875.01,215.29940886 +2018-04-22 12:00:00,8800.0,8955.99,8928.01,8857.01,689.12653112 +2018-04-22 11:00:00,8921.73,9015.0,8950.0,8928.01,505.5903921 +2018-04-22 10:00:00,8902.45,8950.41,8909.24,8949.99,202.48888206 +2018-04-22 09:00:00,8885.77,8966.06,8935.95,8909.24,151.15512128 +2018-04-22 08:00:00,8866.32,8952.31,8866.32,8935.94,279.88903226 +2018-04-22 07:00:00,8850.01,8896.0,8888.87,8866.31,116.45078898 +2018-04-22 06:00:00,8849.96,8888.0,8850.01,8886.3,93.45273962 +2018-04-22 05:00:00,8841.7,8884.47,8841.71,8850.0,216.03970041 +2018-04-22 04:00:00,8825.34,8841.83,8840.0,8841.71,180.51729215 +2018-04-22 03:00:00,8840.0,8870.0,8854.33,8840.01,135.71574898 +2018-04-22 02:00:00,8828.0,8866.95,8830.1,8854.32,189.14271535 +2018-04-22 01:00:00,8815.64,8840.75,8835.0,8830.1,227.78108652 +2018-04-22 00:00:00,8815.65,8915.43,8915.42,8835.0,336.39158489 +2018-04-21 23:00:00,8808.01,8972.09,8808.02,8915.42,608.528745 +2018-04-21 22:00:00,8778.01,8822.3,8778.83,8806.83,229.56460736 +2018-04-21 21:00:00,8755.01,8809.0,8777.09,8778.82,182.50801462 +2018-04-21 20:00:00,8724.0,8794.0,8792.0,8777.1,339.71005157 +2018-04-21 19:00:00,8768.08,8824.23,8800.01,8791.0,411.63165259 +2018-04-21 18:00:00,8753.01,8831.0,8771.01,8800.0,346.64665933 +2018-04-21 17:00:00,8740.01,8813.14,8786.98,8771.0,384.77934418 +2018-04-21 16:00:00,8772.0,8872.35,8819.12,8786.99,836.45028396 +2018-04-21 15:00:00,8768.0,8846.33,8768.01,8819.12,598.46424317 +2018-04-21 14:00:00,8765.65,8787.0,8767.91,8768.0,256.14157106 +2018-04-21 13:00:00,8710.0,8775.0,8761.2,8767.91,336.11846634 +2018-04-21 12:00:00,8700.0,8771.41,8711.79,8761.19,345.79403458 +2018-04-21 11:00:00,8610.7,8716.0,8712.53,8711.79,586.24780701 +2018-04-21 10:00:00,8680.0,8759.3,8715.5,8712.52,388.69385878 +2018-04-21 09:00:00,8652.26,8809.99,8803.92,8715.5,703.6919836 +2018-04-21 08:00:00,8730.4,8884.92,8878.0,8803.91,1235.80186082 +2018-04-21 07:00:00,8871.59,9038.87,8932.48,8878.0,1332.72117335 +2018-04-21 06:00:00,8863.92,8943.33,8863.92,8932.48,462.45265928 +2018-04-21 05:00:00,8848.0,8865.99,8848.0,8863.92,187.29117459 +2018-04-21 04:00:00,8837.17,8870.01,8870.01,8848.01,387.83584827 +2018-04-21 03:00:00,8840.99,8916.7,8840.99,8870.01,596.23230829 +2018-04-21 02:00:00,8810.01,8885.0,8821.64,8841.0,484.2575249 +2018-04-21 01:00:00,8775.94,8831.01,8831.01,8821.64,505.93926253 +2018-04-21 00:00:00,8805.0,8866.42,8866.27,8831.0,557.56255621 +2018-04-20 23:00:00,8799.01,8897.33,8844.12,8866.27,910.6395351 +2018-04-20 22:00:00,8515.18,8932.57,8515.18,8844.12,3336.25833272 +2018-04-20 21:00:00,8515.17,8549.0,8529.91,8515.17,358.21576745 +2018-04-20 20:00:00,8500.0,8529.92,8524.22,8529.92,428.3999265 +2018-04-20 19:00:00,8500.66,8541.66,8504.01,8524.22,457.03194402 +2018-04-20 18:00:00,8486.81,8519.0,8493.75,8504.0,454.13124671 +2018-04-20 17:00:00,8492.26,8515.0,8507.0,8493.74,438.37403815 +2018-04-20 16:00:00,8457.93,8507.01,8474.0,8506.99,576.73449925 +2018-04-20 15:00:00,8452.0,8501.93,8501.92,8474.0,499.1222284 +2018-04-20 14:00:00,8494.99,8510.0,8505.0,8501.92,390.45657649 +2018-04-20 13:00:00,8475.05,8525.0,8521.96,8505.0,477.783273 +2018-04-20 12:00:00,8503.0,8543.21,8516.28,8521.96,674.707668 +2018-04-20 11:00:00,8489.0,8525.0,8489.01,8516.29,544.80053931 +2018-04-20 10:00:00,8298.55,8533.0,8315.36,8489.0,1734.81048559 +2018-04-20 09:00:00,8283.0,8323.92,8306.44,8315.36,167.75213597 +2018-04-20 08:00:00,8306.0,8349.98,8319.43,8306.44,214.60808264 +2018-04-20 07:00:00,8308.99,8345.0,8308.99,8319.43,239.29109757 +2018-04-20 06:00:00,8271.76,8310.0,8276.59,8309.0,278.27056524 +2018-04-20 05:00:00,8216.21,8290.01,8259.99,8276.58,428.94041574 +2018-04-20 04:00:00,8255.19,8331.01,8331.0,8260.0,696.52948551 +2018-04-20 03:00:00,8330.0,8349.99,8330.0,8331.01,228.28623695 +2018-04-20 02:00:00,8288.19,8398.8,8362.0,8330.01,1184.77515563 +2018-04-20 01:00:00,8318.0,8373.56,8349.96,8362.0,588.94030039 +2018-04-20 00:00:00,8273.99,8355.0,8274.0,8349.96,1106.44805448 +2018-04-19 23:00:00,8241.0,8285.0,8259.99,8274.0,249.17110641 +2018-04-19 22:00:00,8256.63,8286.35,8261.0,8259.98,446.94923255 +2018-04-19 21:00:00,8229.65,8261.0,8229.65,8261.0,402.95977013 +2018-04-19 20:00:00,8210.0,8248.8,8248.8,8229.65,440.25465207 +2018-04-19 19:00:00,8244.0,8263.05,8263.05,8248.8,347.76768494 +2018-04-19 18:00:00,8239.9,8282.71,8259.01,8263.04,764.4576683 +2018-04-19 17:00:00,8235.72,8300.0,8239.99,8259.01,928.41687203 +2018-04-19 16:00:00,8218.99,8280.0,8219.0,8240.0,778.57711454 +2018-04-19 15:00:00,8214.8,8240.78,8225.0,8219.0,261.29129128 +2018-04-19 14:00:00,8170.0,8255.61,8223.0,8224.99,649.95003812 +2018-04-19 13:00:00,8220.0,8240.0,8237.11,8223.0,305.52390286 +2018-04-19 12:00:00,8190.0,8240.0,8199.96,8237.12,298.5593823 +2018-04-19 11:00:00,8187.23,8234.0,8224.21,8199.96,210.58455609 +2018-04-19 10:00:00,8212.87,8258.31,8224.2,8224.21,308.65301098 +2018-04-19 09:00:00,8150.05,8269.96,8173.91,8224.21,1101.21588106 +2018-04-19 08:00:00,8156.0,8226.65,8160.11,8173.9,265.41407802 +2018-04-19 07:00:00,8105.0,8230.08,8173.98,8160.11,403.49071721 +2018-04-19 06:00:00,8162.0,8198.95,8174.49,8173.98,200.18967305 +2018-04-19 05:00:00,8162.41,8191.15,8185.21,8174.5,250.39900964 +2018-04-19 04:00:00,8134.0,8195.0,8190.01,8185.22,496.31739126 +2018-04-19 03:00:00,8160.0,8203.11,8203.11,8190.01,420.31392547 +2018-04-19 02:00:00,8145.26,8268.9,8179.79,8203.11,1200.37285258 +2018-04-19 01:00:00,8130.0,8199.0,8148.43,8179.79,786.86618789 +2018-04-19 00:00:00,8101.47,8152.06,8152.05,8148.44,418.54018885 +2018-04-18 23:00:00,8145.83,8177.99,8151.54,8152.05,365.00057783 +2018-04-18 22:00:00,8120.3,8202.69,8189.2,8151.54,882.21785882 +2018-04-18 21:00:00,8180.35,8189.95,8183.01,8189.19,269.85758039 +2018-04-18 20:00:00,8092.0,8243.99,8110.0,8183.01,1291.75689141 +2018-04-18 19:00:00,8084.39,8120.0,8103.95,8110.0,439.69510998 +2018-04-18 18:00:00,8096.0,8110.0,8096.0,8103.95,220.81503547 +2018-04-18 17:00:00,8080.0,8124.99,8113.85,8096.0,616.65826351 +2018-04-18 16:00:00,8005.17,8130.0,8005.5,8113.85,769.91605412 +2018-04-18 15:00:00,7950.0,8010.0,7954.83,8005.5,642.17881343 +2018-04-18 14:00:00,7950.6,8096.55,8096.54,7954.83,749.82477897 +2018-04-18 13:00:00,8080.0,8107.0,8089.99,8096.54,309.12587874 +2018-04-18 12:00:00,8087.0,8114.98,8106.0,8089.99,273.37252266 +2018-04-18 11:00:00,8079.0,8108.0,8092.3,8106.0,277.81521181 +2018-04-18 10:00:00,8079.45,8104.86,8100.01,8092.29,130.97002599 +2018-04-18 09:00:00,8082.01,8108.0,8087.01,8100.01,150.30391 +2018-04-18 08:00:00,8077.81,8116.05,8109.62,8087.02,262.85810578 +2018-04-18 07:00:00,8090.23,8155.0,8120.1,8109.62,710.76267544 +2018-04-18 06:00:00,7879.8,8129.67,7921.0,8120.1,979.82476468 +2018-04-18 05:00:00,7909.33,7937.95,7924.99,7921.0,312.38299708 +2018-04-18 04:00:00,7912.0,7935.0,7935.0,7924.99,204.12909738 +2018-04-18 03:00:00,7912.94,7936.0,7912.94,7934.99,202.15842065 +2018-04-18 02:00:00,7906.42,7949.0,7930.12,7912.95,235.70672092 +2018-04-18 01:00:00,7909.99,7949.12,7910.0,7930.12,403.19774811 +2018-04-18 00:00:00,7880.01,7926.0,7892.11,7910.0,273.3301941 +2018-04-17 23:00:00,7867.5,7898.99,7898.99,7892.1,238.69860208 +2018-04-17 22:00:00,7886.99,7910.0,7908.01,7898.98,354.64668571 +2018-04-17 21:00:00,7901.0,7930.0,7912.28,7908.43,295.52017248 +2018-04-17 20:00:00,7822.0,7928.0,7880.0,7912.28,1068.42952609 +2018-04-17 19:00:00,7860.0,7954.0,7954.0,7880.01,1449.93246043 +2018-04-17 18:00:00,7930.02,8106.01,8106.0,7954.01,1251.59077673 +2018-04-17 17:00:00,8099.15,8116.91,8113.0,8106.0,277.45317821 +2018-04-17 16:00:00,8084.0,8120.92,8084.0,8113.0,369.46874211 +2018-04-17 15:00:00,8079.0,8108.0,8104.29,8084.4,423.91834491 +2018-04-17 14:00:00,8081.0,8120.0,8091.17,8104.29,311.46052231 +2018-04-17 13:00:00,8060.0,8110.96,8097.99,8091.17,285.5827739 +2018-04-17 12:00:00,8095.0,8141.69,8109.99,8097.98,324.50498358 +2018-04-17 11:00:00,8090.0,8111.01,8094.01,8109.99,225.22745566 +2018-04-17 10:00:00,8081.0,8147.5,8144.88,8094.01,253.73174329 +2018-04-17 09:00:00,8129.24,8157.88,8139.98,8144.88,241.65827422 +2018-04-17 08:00:00,8122.29,8150.22,8122.3,8139.99,193.72437351 +2018-04-17 07:00:00,8012.01,8162.5,8014.01,8122.29,785.91461032 +2018-04-17 06:00:00,7962.69,8032.31,7974.01,8014.01,249.30947463 +2018-04-17 05:00:00,7974.0,8010.0,8009.99,7974.01,309.19802368 +2018-04-17 04:00:00,7999.99,8027.0,8025.01,8009.99,306.64436295 +2018-04-17 03:00:00,8010.0,8033.0,8026.0,8025.01,263.35863562 +2018-04-17 02:00:00,7961.34,8030.0,8029.99,8026.0,486.82822877 +2018-04-17 01:00:00,8022.0,8063.01,8042.91,8028.88,404.33709487 +2018-04-17 00:00:00,8017.88,8060.87,8048.92,8042.92,329.21848755 +2018-04-16 23:00:00,8011.31,8079.75,8011.31,8048.93,443.03209779 +2018-04-16 22:00:00,7978.87,8022.01,8015.0,8011.3,308.43850313 +2018-04-16 21:00:00,7978.87,8017.23,7979.0,8015.0,336.92242522 +2018-04-16 20:00:00,7950.0,7994.99,7984.99,7978.87,479.34354058 +2018-04-16 19:00:00,7959.0,8037.65,8020.0,7984.99,485.14234518 +2018-04-16 18:00:00,8015.0,8040.0,8030.99,8019.99,360.52308687 +2018-04-16 17:00:00,7966.99,8051.03,7967.0,8031.0,514.47492318 +2018-04-16 16:00:00,7940.0,7974.06,7974.06,7967.0,276.97657041 +2018-04-16 15:00:00,7960.0,7989.15,7972.99,7976.98,389.84194162 +2018-04-16 14:00:00,7930.0,7994.0,7958.0,7973.0,398.90535861 +2018-04-16 13:00:00,7905.99,7967.17,7952.87,7958.0,566.8981031 +2018-04-16 12:00:00,7925.0,8085.99,8085.98,7952.86,875.3079237 +2018-04-16 11:00:00,8021.13,8095.55,8071.0,8085.99,209.55947469 +2018-04-16 10:00:00,8053.0,8120.65,8098.09,8071.0,253.60144302 +2018-04-16 09:00:00,8050.0,8135.0,8127.99,8098.08,487.83975947 +2018-04-16 08:00:00,8092.2,8134.98,8106.01,8127.99,157.46051806 +2018-04-16 07:00:00,8070.6,8116.99,8090.0,8106.0,215.90870108 +2018-04-16 06:00:00,8027.76,8094.99,8050.0,8090.0,467.95398763 +2018-04-16 05:00:00,8005.69,8138.79,8138.78,8050.01,990.50117261 +2018-04-16 04:00:00,8125.0,8161.68,8161.68,8138.78,470.50787026 +2018-04-16 03:00:00,8121.63,8170.0,8140.0,8161.69,910.51495856 +2018-04-16 02:00:00,8100.0,8350.0,8341.01,8140.0,2548.32565862 +2018-04-16 01:00:00,8333.68,8398.98,8380.0,8342.99,594.73395747 +2018-04-16 00:00:00,8330.0,8398.0,8355.24,8380.0,686.55191379 +2018-04-15 23:00:00,8320.0,8365.0,8345.01,8355.25,413.84572807 +2018-04-15 22:00:00,8300.0,8359.99,8300.01,8345.01,555.39332515 +2018-04-15 21:00:00,8285.43,8305.69,8298.73,8300.0,208.20560862 +2018-04-15 20:00:00,8288.34,8320.0,8309.57,8300.77,308.87837327 +2018-04-15 19:00:00,8285.99,8328.92,8328.92,8309.6,318.54910987 +2018-04-15 18:00:00,8291.0,8334.89,8293.62,8328.92,317.4462431 +2018-04-15 17:00:00,8267.0,8314.36,8279.99,8293.63,249.16793377 +2018-04-15 16:00:00,8269.99,8302.0,8281.0,8279.99,424.97204855 +2018-04-15 15:00:00,8250.01,8335.0,8335.0,8281.01,640.6148268 +2018-04-15 14:00:00,8326.16,8368.0,8346.0,8334.99,327.3963079 +2018-04-15 13:00:00,8331.01,8379.0,8331.01,8346.01,305.48090849 +2018-04-15 12:00:00,8305.26,8349.0,8330.01,8331.01,397.09363496 +2018-04-15 11:00:00,8122.12,8392.56,8122.12,8330.0,1954.77341227 +2018-04-15 10:00:00,8112.99,8127.36,8112.99,8122.13,51.55451209 +2018-04-15 09:00:00,8089.75,8129.0,8120.0,8113.0,129.91603996 +2018-04-15 08:00:00,8088.31,8150.0,8088.31,8120.0,349.34675761 +2018-04-15 07:00:00,8087.0,8124.16,8124.16,8088.31,131.72288311 +2018-04-15 06:00:00,8100.0,8127.26,8123.37,8124.16,167.39568542 +2018-04-15 05:00:00,8046.29,8123.37,8105.15,8123.37,417.90027608 +2018-04-15 04:00:00,8084.23,8150.0,8087.0,8105.15,477.86603143 +2018-04-15 03:00:00,8080.99,8099.0,8092.81,8087.0,161.08355038 +2018-04-15 02:00:00,8080.0,8119.99,8107.01,8092.48,351.67741686 +2018-05-10 01:00:00,9305.6,9341.0,9308.33,9316.17,202.19739857 +2018-05-10 00:00:00,9297.0,9353.0,9300.08,9308.32,344.92691363 +2018-05-09 23:00:00,9275.0,9315.0,9310.01,9300.08,205.1103368 +2018-05-09 22:00:00,9231.67,9315.0,9234.86,9310.01,254.25399819 +2018-05-09 21:00:00,9225.79,9250.0,9244.02,9234.85,264.48760537 +2018-05-09 20:00:00,9240.8,9291.23,9276.0,9244.02,155.32106488 +2018-05-09 19:00:00,9250.0,9280.0,9266.53,9276.0,445.60616815 +2018-05-09 18:00:00,9263.91,9330.0,9304.01,9266.52,229.0855171 +2018-05-09 17:00:00,9295.9,9370.0,9295.9,9304.01,515.00384393 +2018-05-09 16:00:00,9266.0,9299.0,9275.51,9295.91,253.46991782 +2018-05-09 15:00:00,9275.51,9306.79,9299.99,9275.52,272.01214488 +2018-05-09 14:00:00,9247.65,9299.99,9260.0,9299.98,348.82613173 +2018-05-09 13:00:00,9245.94,9290.18,9267.0,9259.99,460.95470621 +2018-05-09 12:00:00,9245.92,9322.0,9245.92,9267.01,535.46499581 +2018-05-09 11:00:00,9167.19,9245.53,9180.65,9245.53,322.41014923 +2018-05-09 10:00:00,9067.45,9189.0,9094.42,9180.66,266.78365153 +2018-05-09 09:00:00,9069.87,9104.72,9104.72,9094.42,101.11197438 +2018-05-09 08:00:00,9018.0,9115.69,9018.67,9104.72,134.19407066 +2018-05-09 07:00:00,9018.66,9069.0,9056.98,9018.66,77.43604344 +2018-05-09 06:00:00,9036.0,9066.0,9036.94,9056.97,171.51959579 +2018-05-09 05:00:00,8990.0,9054.99,9054.98,9036.95,646.01069057 +2018-05-09 04:00:00,8960.0,9055.0,9020.55,9054.99,764.20161622 +2018-05-09 03:00:00,8990.28,9077.62,9077.62,9020.56,1148.19205103 +2018-05-09 02:00:00,9069.46,9157.74,9153.7,9077.62,440.9138237 +2018-05-09 01:00:00,9120.0,9165.0,9120.0,9153.7,177.91104754 +2018-05-09 00:00:00,9119.99,9180.31,9177.81,9120.0,438.66968829 +2018-05-08 23:00:00,9177.7,9247.24,9193.0,9177.82,285.7083745 +2018-05-08 22:00:00,9184.01,9231.44,9187.01,9192.99,200.57574961 +2018-05-08 21:00:00,9160.0,9202.63,9160.0,9187.01,314.92721829 +2018-05-08 20:00:00,9160.0,9235.0,9234.99,9160.0,293.63286541 +2018-05-08 19:00:00,9200.0,9235.0,9200.01,9235.0,296.92894616 +2018-05-08 18:00:00,9055.0,9238.0,9119.51,9200.01,717.83781279 +2018-05-08 17:00:00,9115.86,9150.0,9123.36,9117.0,224.31474753 +2018-05-08 16:00:00,9092.92,9173.16,9173.15,9123.35,749.02714125 +2018-05-08 15:00:00,9126.16,9177.0,9126.16,9173.16,427.59117742 +2018-05-08 14:00:00,9100.0,9155.19,9113.0,9126.17,478.58128957 +2018-05-08 13:00:00,9083.3,9158.0,9123.41,9113.0,522.46343106 +2018-05-08 12:00:00,9050.0,9200.0,9200.0,9123.41,1417.18583424 +2018-05-08 11:00:00,9187.0,9299.08,9295.16,9200.0,565.71132131 +2018-05-08 10:00:00,9280.65,9335.4,9299.66,9295.15,224.03766664 +2018-05-08 09:00:00,9253.0,9380.0,9380.0,9299.66,316.06329617 +2018-05-08 08:00:00,9349.99,9380.0,9350.0,9380.0,76.1406532 +2018-05-08 07:00:00,9324.7,9357.45,9324.71,9350.0,113.72561359 +2018-05-08 06:00:00,9300.0,9357.54,9328.67,9324.71,226.26784667 +2018-05-08 05:00:00,9311.0,9410.56,9410.56,9328.29,368.31967947 +2018-05-08 04:00:00,9394.89,9426.4,9420.5,9410.57,176.09368552 +2018-05-08 03:00:00,9385.0,9434.12,9425.92,9420.49,264.71865986 +2018-05-08 02:00:00,9411.42,9463.13,9411.43,9425.92,648.51876914 +2018-05-08 01:00:00,9375.92,9427.95,9375.92,9411.43,405.12550122 +2018-05-08 00:00:00,9353.0,9392.0,9356.25,9375.93,248.48273844 +2018-05-07 23:00:00,9287.78,9369.66,9310.0,9353.0,302.12125601 +2018-05-07 22:00:00,9275.0,9395.84,9395.84,9310.01,507.87810292 +2018-05-07 21:00:00,9380.0,9438.23,9433.0,9395.84,290.91453801 +2018-05-07 20:00:00,9385.0,9433.0,9415.0,9432.99,274.44964513 +2018-05-07 19:00:00,9359.54,9430.0,9359.9,9415.0,585.01708344 +2018-05-07 18:00:00,9342.86,9369.99,9342.86,9359.9,243.99649 +2018-05-07 17:00:00,9339.93,9379.97,9347.05,9342.87,448.0581595 +2018-05-07 16:00:00,9324.99,9380.01,9324.99,9347.05,461.38860617 +2018-05-07 15:00:00,9292.53,9325.0,9300.0,9325.0,273.65748728 +2018-05-07 14:00:00,9162.85,9307.0,9263.74,9300.01,1212.14538133 +2018-05-07 13:00:00,9257.81,9323.0,9322.99,9263.74,354.68104389 +2018-05-07 12:00:00,9294.23,9340.0,9317.76,9323.0,248.16618794 +2018-05-07 11:00:00,9280.0,9329.88,9289.0,9310.0,233.25742018 +2018-05-07 10:00:00,9259.34,9317.15,9259.35,9289.0,148.86887657 +2018-05-07 09:00:00,9250.0,9364.99,9364.99,9259.35,230.81868155 +2018-05-07 08:00:00,9267.85,9370.98,9303.0,9365.0,185.82049713 +2018-05-07 07:00:00,9250.0,9331.51,9331.51,9303.0,252.37750698 +2018-05-07 06:00:00,9330.0,9356.55,9339.99,9331.5,85.39568102 +2018-05-07 05:00:00,9260.16,9365.0,9310.0,9339.98,233.28488583 +2018-05-07 04:00:00,9309.99,9350.0,9317.44,9309.99,292.69622855 +2018-05-07 03:00:00,9220.01,9317.44,9289.26,9317.44,601.83631281 +2018-05-07 02:00:00,9260.0,9327.96,9322.63,9289.26,575.11710406 +2018-05-07 01:00:00,9271.58,9448.0,9444.01,9322.63,1358.52721032 +2018-05-07 00:00:00,9425.0,9619.55,9600.0,9444.01,509.5080755 +2018-05-06 23:00:00,9555.0,9600.01,9576.43,9600.0,238.73618743 +2018-05-06 22:00:00,9505.37,9633.83,9505.38,9576.43,507.90563976 +2018-05-06 21:00:00,9490.0,9515.98,9515.97,9505.38,132.63538599 +2018-05-06 20:00:00,9489.95,9515.98,9502.0,9515.97,150.85260056 +2018-05-06 19:00:00,9480.0,9520.01,9520.01,9502.0,239.75076973 +2018-05-06 18:00:00,9520.0,9555.22,9546.0,9520.01,129.32622127 +2018-05-06 17:00:00,9520.6,9561.0,9530.16,9546.0,253.16298308 +2018-05-06 16:00:00,9460.65,9559.14,9460.65,9530.17,306.48781184 +2018-05-06 15:00:00,9450.0,9510.41,9510.4,9460.64,254.50945427 +2018-05-06 14:00:00,9510.4,9560.0,9553.01,9510.41,315.81716643 +2018-05-06 13:00:00,9488.5,9607.22,9492.27,9553.01,320.5257967 +2018-05-06 12:00:00,9390.0,9510.0,9451.0,9492.28,499.50685289 +2018-05-06 11:00:00,9431.0,9537.16,9508.67,9451.0,261.48345505 +2018-05-06 10:00:00,9505.6,9550.0,9506.53,9508.68,126.08871905 +2018-05-06 09:00:00,9474.05,9533.0,9523.38,9506.52,177.97242438 +2018-05-06 08:00:00,9400.0,9665.0,9664.99,9521.48,633.45012695 +2018-05-06 07:00:00,9614.94,9665.0,9642.52,9664.99,113.29018105 +2018-05-06 06:00:00,9567.0,9711.8,9711.8,9642.51,905.13431934 +2018-05-06 05:00:00,9711.8,9800.01,9800.0,9711.81,398.71862631 +2018-05-06 04:00:00,9800.0,9841.0,9816.06,9800.01,158.8455216 +2018-05-06 03:00:00,9809.0,9835.0,9825.39,9816.06,249.22205693 +2018-05-06 02:00:00,9802.43,9866.73,9861.0,9825.4,319.9129214 +2018-05-06 01:00:00,9838.4,9880.0,9870.01,9861.0,449.18719093 +2018-05-06 00:00:00,9783.0,9870.31,9799.99,9870.01,508.69259295 +2018-05-05 23:00:00,9780.0,9819.2,9788.02,9800.0,293.3754031 +2018-05-05 22:00:00,9738.0,9815.17,9748.98,9788.02,327.18281587 +2018-05-05 21:00:00,9660.28,9748.99,9720.0,9748.98,565.28151971 +2018-05-05 20:00:00,9705.0,9820.0,9815.55,9720.01,594.27207234 +2018-05-05 19:00:00,9815.12,9834.75,9834.74,9815.55,115.74913694 +2018-05-05 18:00:00,9805.0,9859.43,9848.08,9834.75,281.095536 +2018-05-05 17:00:00,9848.08,9898.17,9882.96,9848.08,279.10861687 +2018-05-05 16:00:00,9860.0,9900.0,9880.0,9882.96,371.4293239 +2018-05-05 15:00:00,9880.0,9927.99,9916.51,9880.01,515.27902057 +2018-05-05 14:00:00,9869.99,9927.62,9870.0,9916.51,626.07042195 +2018-05-05 13:00:00,9869.99,9948.12,9895.25,9870.0,1086.63463335 +2018-05-05 12:00:00,9850.75,9919.0,9850.75,9894.72,378.01955582 +2018-05-05 11:00:00,9813.01,9877.01,9877.0,9850.75,231.47071418 +2018-05-05 10:00:00,9807.52,9893.0,9808.71,9877.0,367.57891992 +2018-05-05 09:00:00,9795.09,9826.0,9795.09,9805.72,111.39882024 +2018-05-05 08:00:00,9771.77,9820.77,9777.85,9795.1,137.64079657 +2018-05-05 07:00:00,9765.0,9783.41,9765.01,9777.84,88.21201715 +2018-05-05 06:00:00,9765.0,9795.0,9795.0,9765.01,136.87276936 +2018-05-05 05:00:00,9780.0,9825.05,9825.04,9795.0,288.77700883 +2018-05-05 04:00:00,9795.0,9849.0,9811.01,9825.05,448.81109194 +2018-05-05 03:00:00,9780.12,9817.38,9816.4,9811.01,354.11115694 +2018-05-05 02:00:00,9759.34,9851.45,9759.34,9806.5,970.93099346 +2018-05-05 01:00:00,9711.71,9759.34,9742.59,9759.34,344.93786933 +2018-05-05 00:00:00,9668.02,9759.63,9685.0,9742.59,476.86085696 +2018-05-04 23:00:00,9685.0,9728.64,9727.52,9685.0,217.47749555 +2018-05-04 22:00:00,9681.07,9729.0,9701.0,9727.53,485.35314798 +2018-05-04 21:00:00,9680.99,9725.0,9684.89,9701.0,443.08538607 +2018-05-04 20:00:00,9645.0,9692.05,9650.0,9684.89,388.96936719 +2018-05-04 19:00:00,9628.0,9655.15,9630.49,9649.99,224.85646165 +2018-05-04 18:00:00,9617.39,9653.36,9653.36,9630.5,308.63750914 +2018-05-04 17:00:00,9637.96,9711.91,9637.97,9653.36,728.91657882 +2018-05-04 16:00:00,9539.63,9641.69,9590.99,9637.97,544.94152419 +2018-05-04 15:00:00,9565.0,9674.34,9672.01,9591.0,723.8168607 +2018-05-04 14:00:00,9621.51,9674.0,9629.99,9672.01,362.2986335 +2018-05-04 13:00:00,9620.0,9700.0,9676.65,9629.99,609.52994652 +2018-05-04 12:00:00,9665.5,9745.0,9727.17,9676.65,417.49466176 +2018-05-04 11:00:00,9619.11,9733.02,9677.0,9727.17,389.75687095 +2018-05-04 10:00:00,9660.18,9691.39,9675.57,9677.0,168.06503296 +2018-05-04 09:00:00,9611.36,9722.64,9718.47,9675.56,344.52222403 +2018-05-04 08:00:00,9650.0,9742.0,9650.0,9718.47,496.79480555 +2018-05-04 07:00:00,9620.0,9669.0,9645.07,9650.01,218.81228842 +2018-05-04 06:00:00,9562.0,9668.28,9593.01,9645.08,358.32412939 +2018-05-04 05:00:00,9560.0,9600.0,9599.99,9593.01,169.28232229 +2018-05-04 04:00:00,9563.5,9609.0,9563.52,9599.99,216.81642271 +2018-05-04 03:00:00,9529.05,9631.24,9611.0,9563.53,467.88687023 +2018-05-04 02:00:00,9595.68,9632.5,9613.0,9611.0,308.05801636 +2018-05-04 01:00:00,9589.99,9675.0,9590.01,9612.99,533.82451009 +2018-05-04 00:00:00,9451.5,9725.75,9725.74,9590.01,1710.3815327 +2018-05-03 23:00:00,9674.99,9800.0,9674.99,9725.74,1410.90837704 +2018-05-03 22:00:00,9621.85,9675.0,9636.94,9674.99,473.40546091 +2018-05-03 21:00:00,9632.71,9649.99,9639.75,9636.94,295.29667555 +2018-05-03 20:00:00,9567.81,9642.99,9623.61,9639.76,622.90873775 +2018-05-03 19:00:00,9575.0,9673.48,9635.51,9623.6,699.18757269 +2018-05-03 18:00:00,9580.0,9720.24,9668.99,9630.68,1779.87546216 +2018-05-03 17:00:00,9500.2,9669.0,9569.01,9669.0,1271.88823615 +2018-05-03 16:00:00,9378.39,9579.05,9388.99,9569.0,1063.76422929 +2018-05-03 15:00:00,9374.69,9425.0,9409.99,9389.0,545.91781138 +2018-05-03 14:00:00,9374.23,9445.62,9420.0,9410.0,1002.23358458 +2018-05-03 13:00:00,9269.0,9420.0,9300.0,9420.0,810.73086741 +2018-05-03 12:00:00,9154.34,9329.99,9170.0,9300.01,858.68974951 +2018-05-03 11:00:00,9139.27,9208.0,9204.64,9170.0,437.29108039 +2018-05-03 10:00:00,9179.99,9211.0,9180.0,9204.65,103.27813945 +2018-05-03 09:00:00,9170.55,9210.0,9210.0,9179.99,163.79301925 +2018-05-03 08:00:00,9183.62,9230.0,9229.99,9210.0,104.18324619 +2018-05-03 07:00:00,9188.18,9230.0,9205.0,9229.99,89.36455494 +2018-05-03 06:00:00,9155.1,9222.51,9185.0,9205.0,270.23477403 +2018-05-03 05:00:00,9172.73,9255.12,9255.11,9185.01,260.93677076 +2018-05-03 04:00:00,9215.65,9290.0,9215.65,9255.11,623.11986769 +2018-05-03 03:00:00,9180.59,9243.0,9220.0,9215.66,431.98525658 +2018-05-03 02:00:00,9168.12,9220.0,9201.18,9220.0,454.49025619 +2018-05-03 01:00:00,9149.99,9206.77,9149.99,9201.18,314.35140949 +2018-05-03 00:00:00,9131.0,9212.09,9190.47,9150.0,868.61930013 +2018-05-02 23:00:00,9133.0,9249.65,9242.0,9190.48,1220.6678191 +2018-05-02 22:00:00,9201.61,9246.16,9226.01,9241.99,382.16705098 +2018-05-02 21:00:00,9175.99,9251.05,9176.0,9226.01,942.69798765 +2018-05-02 20:00:00,9103.53,9176.0,9113.08,9175.99,623.12061681 +2018-05-02 19:00:00,9050.0,9118.0,9118.0,9113.07,511.89214894 +2018-05-02 18:00:00,9090.98,9119.0,9103.24,9117.99,250.62013488 +2018-05-02 17:00:00,9101.09,9122.0,9114.85,9103.24,185.32189614 +2018-05-02 16:00:00,9110.23,9136.98,9133.99,9114.86,314.87643203 +2018-05-02 15:00:00,9063.0,9134.75,9069.83,9133.99,306.32252261 +2018-05-02 14:00:00,9040.0,9089.72,9068.0,9069.82,375.97491343 +2018-05-02 13:00:00,9012.5,9068.3,9068.3,9068.0,429.44009001 +2018-05-02 12:00:00,9056.64,9160.0,9145.0,9068.29,450.62666725 +2018-05-02 11:00:00,9140.52,9170.09,9140.52,9145.0,120.82794383 +2018-05-02 10:00:00,9117.05,9175.0,9117.06,9140.52,227.80654607 +2018-05-02 09:00:00,9112.09,9144.49,9120.0,9117.06,182.29532119 +2018-05-02 08:00:00,9107.51,9145.0,9144.99,9120.0,85.59514589 +2018-05-02 07:00:00,9130.0,9155.94,9150.0,9145.0,154.85487296 +2018-05-02 06:00:00,9069.48,9150.0,9069.98,9149.99,296.41108291 +2018-05-02 05:00:00,9069.98,9088.13,9072.0,9069.98,242.4367752 +2018-05-02 04:00:00,9028.0,9080.0,9028.0,9071.99,189.47838593 +2018-05-02 03:00:00,9000.32,9039.33,9039.33,9027.0,165.35506892 +2018-05-02 02:00:00,9023.71,9040.0,9024.0,9039.33,155.85772885 +2018-05-02 01:00:00,8990.0,9030.76,9030.76,9024.0,358.53726018 +2018-05-02 00:00:00,9026.36,9093.6,9072.29,9030.76,652.44020316 +2018-05-01 23:00:00,9039.59,9083.79,9042.45,9072.29,325.60980784 +2018-05-01 22:00:00,9038.0,9081.11,9075.11,9042.45,290.34362882 +2018-05-01 21:00:00,9014.0,9089.63,9014.0,9075.11,291.44516404 +2018-05-01 20:00:00,8966.84,9040.0,8973.0,9014.0,438.03816158 +2018-05-01 19:00:00,8970.05,8989.5,8983.94,8973.0,201.65810992 +2018-05-01 18:00:00,8939.41,8992.5,8991.23,8983.94,381.98342729 +2018-05-01 17:00:00,8954.84,9021.0,8984.99,8991.22,314.34968237 +2018-05-01 16:00:00,8913.37,8987.07,8913.37,8985.0,368.646051 +2018-05-01 15:00:00,8896.0,8939.81,8901.48,8913.38,332.26859163 +2018-05-01 14:00:00,8880.0,8922.48,8914.29,8901.48,314.65121061 +2018-05-01 13:00:00,8851.13,8930.0,8894.0,8914.28,532.37533036 +2018-05-01 12:00:00,8831.21,8980.18,8970.01,8894.0,774.11320386 +2018-05-01 11:00:00,8970.0,9037.72,9019.99,8970.0,202.76629706 +2018-05-01 10:00:00,8977.99,9033.96,9029.12,9020.0,154.10890017 +2018-05-01 09:00:00,9011.99,9054.99,9032.05,9024.61,156.3392643 +2018-05-01 08:00:00,8974.41,9050.0,8974.41,9032.06,207.87924808 +2018-05-01 07:00:00,8967.82,9004.79,8971.25,8974.42,178.85750424 +2018-05-01 06:00:00,8939.99,8976.62,8940.0,8971.25,242.69050423 +2018-05-01 05:00:00,8900.0,8981.6,8981.6,8940.0,443.91884091 +2018-05-01 04:00:00,8948.6,8996.0,8948.61,8981.6,322.25995591 +2018-05-01 03:00:00,8924.7,9014.0,9007.0,8948.6,425.90163566 +2018-05-01 02:00:00,8943.27,9031.25,8995.0,9007.0,966.68476236 +2018-05-01 01:00:00,8886.0,9020.0,8973.66,8995.0,1482.49876107 +2018-05-01 00:00:00,8950.0,9245.37,9243.83,8969.0,2022.96240753 +2018-04-30 23:00:00,9179.98,9243.83,9179.99,9243.83,289.93614453 +2018-04-30 22:00:00,9170.46,9280.54,9209.99,9179.99,497.08021223 +2018-04-30 21:00:00,9204.01,9272.4,9272.4,9210.0,486.13223556 +2018-04-30 20:00:00,9272.39,9312.06,9301.89,9272.39,244.08270307 +2018-04-30 19:00:00,9275.0,9315.0,9308.19,9301.89,275.72880832 +2018-04-30 18:00:00,9301.01,9331.04,9301.56,9308.19,386.30752107 +2018-04-30 17:00:00,9255.64,9312.0,9255.65,9301.56,413.52709526 +2018-04-30 16:00:00,9251.89,9310.0,9278.41,9255.65,649.60291894 +2018-04-30 15:00:00,9235.52,9285.0,9255.53,9278.41,356.69823471 +2018-04-30 14:00:00,9244.0,9272.01,9272.01,9255.53,331.79065342 +2018-04-30 13:00:00,9272.0,9311.0,9291.93,9272.01,227.46460165 +2018-04-30 12:00:00,9261.6,9294.0,9261.66,9291.94,212.85466617 +2018-04-30 11:00:00,9233.31,9270.0,9255.01,9261.66,170.97859152 +2018-04-30 10:00:00,9179.01,9271.72,9197.08,9255.01,210.76761819 +2018-04-30 09:00:00,9170.06,9220.0,9190.0,9197.07,255.4331361 +2018-04-30 08:00:00,9110.88,9246.62,9216.96,9190.0,691.58778467 +2018-04-30 07:00:00,9190.0,9308.54,9298.7,9216.95,575.32296594 +2018-04-30 06:00:00,9270.0,9329.86,9329.86,9298.7,133.05234517 +2018-04-30 05:00:00,9259.0,9334.66,9269.01,9329.85,265.04536763 +2018-04-30 04:00:00,9261.0,9319.0,9268.04,9269.0,347.65696182 +2018-04-30 03:00:00,9250.0,9447.0,9419.98,9268.04,836.93966027 +2018-04-30 02:00:00,9384.5,9423.23,9398.0,9419.99,459.96082213 +2018-04-30 01:00:00,9369.89,9407.0,9402.24,9398.0,240.05283706 +2018-04-30 00:00:00,9349.9,9415.0,9389.01,9402.25,304.26931566 +2018-04-29 23:00:00,9377.0,9412.02,9389.99,9389.01,204.97366716 +2018-04-29 22:00:00,9315.99,9418.65,9315.99,9390.0,494.7337395 +2018-04-29 21:00:00,9294.13,9333.0,9294.14,9316.0,170.08509767 +2018-04-29 20:00:00,9285.0,9307.36,9300.11,9294.14,145.87808175 +2018-04-29 19:00:00,9300.1,9331.0,9312.89,9300.11,163.41712366 +2018-04-29 18:00:00,9295.08,9315.0,9314.99,9312.89,152.07740021 +2018-04-29 17:00:00,9230.0,9315.0,9299.0,9315.0,236.70960341 +2018-04-29 16:00:00,9281.43,9324.91,9316.35,9299.0,183.98285773 +2018-04-29 15:00:00,9275.9,9330.9,9279.5,9316.35,251.03890616 +2018-04-29 14:00:00,9273.0,9349.0,9301.03,9279.5,354.72800749 +2018-04-29 13:00:00,9239.99,9309.25,9240.0,9301.03,349.94869238 +2018-04-29 12:00:00,9207.83,9307.89,9254.0,9240.0,339.24920127 +2018-04-29 11:00:00,9180.01,9258.56,9215.01,9254.0,222.4924414 +2018-04-29 10:00:00,9179.99,9304.29,9294.92,9215.01,253.2480945 +2018-04-29 09:00:00,9200.0,9328.45,9293.83,9294.92,423.75899381 +2018-04-29 08:00:00,9282.16,9434.3,9431.09,9293.83,295.47660452 +2018-04-29 07:00:00,9402.74,9455.77,9443.86,9431.09,148.22181984 +2018-04-29 06:00:00,9376.03,9450.0,9420.1,9443.86,172.8993839 +2018-04-29 05:00:00,9377.0,9452.45,9432.0,9420.1,214.2721921 +2018-04-29 04:00:00,9423.99,9458.0,9424.0,9432.01,278.12251581 +2018-04-29 03:00:00,9361.94,9487.93,9480.0,9423.99,844.24152061 +2018-04-29 02:00:00,9433.0,9512.5,9433.0,9479.99,889.99382749 +2018-04-29 01:00:00,9375.0,9473.59,9376.01,9433.0,656.19455047 +2018-04-29 00:00:00,9329.99,9415.0,9329.99,9376.01,492.24379944 +2018-04-28 23:00:00,9319.0,9350.0,9326.62,9329.99,172.65965629 +2018-04-28 22:00:00,9259.0,9339.0,9259.0,9326.62,203.14721689 +2018-04-28 21:00:00,9250.0,9330.0,9320.31,9259.0,439.14473652 +2018-04-28 20:00:00,9320.31,9392.0,9378.85,9320.31,421.59319071 +2018-04-28 19:00:00,9355.45,9387.24,9387.23,9378.84,266.48077835 +2018-04-28 18:00:00,9283.0,9395.34,9290.5,9387.23,442.68190949 +2018-04-28 17:00:00,9287.69,9321.09,9287.69,9290.5,242.09051269 +2018-04-28 16:00:00,9255.95,9360.0,9339.99,9287.7,377.79924981 +2018-04-28 15:00:00,9252.0,9340.0,9311.0,9339.99,305.06221026 +2018-04-28 14:00:00,9272.23,9415.0,9369.73,9311.01,559.08410692 +2018-04-28 13:00:00,9332.12,9388.77,9349.97,9369.73,376.94506724 +2018-04-28 12:00:00,9199.02,9447.0,9199.94,9349.96,857.89619615 +2018-04-28 11:00:00,9194.22,9274.24,9269.78,9199.94,188.28870709 +2018-04-28 10:00:00,9230.01,9311.49,9266.35,9269.78,257.21664642 +2018-04-28 09:00:00,9168.06,9281.29,9218.41,9266.35,441.57294491 +2018-04-28 08:00:00,9064.12,9318.64,9125.98,9218.41,1199.31988312 +2018-04-28 07:00:00,9107.39,9151.94,9151.39,9125.98,142.07554318 +2018-04-28 06:00:00,9144.14,9182.67,9144.15,9151.39,165.58031843 +2018-04-28 05:00:00,9121.81,9175.75,9121.82,9144.14,175.6980659 +2018-04-28 04:00:00,9100.47,9150.01,9150.01,9121.82,231.21715646 +2018-04-28 03:00:00,9051.01,9173.58,9051.01,9150.0,242.33408915 +2018-04-28 02:00:00,9051.01,9110.0,9110.0,9051.02,235.32799616 +2018-04-28 01:00:00,8999.99,9110.0,9000.0,9110.0,285.4540152 +2018-04-28 00:00:00,8863.42,9030.0,8922.56,9000.0,620.84346532 +2018-04-27 23:00:00,8910.0,9055.0,9030.0,8922.55,484.33577816 +2018-04-27 22:00:00,8980.99,9079.64,8980.99,9030.0,396.50094498 +2018-04-27 21:00:00,8928.57,9050.0,8970.99,8980.99,808.52308899 +2018-04-27 20:00:00,8943.87,9154.9,9091.22,8970.99,1213.58668633 +2018-04-27 19:00:00,9059.25,9240.0,9231.01,9091.23,1124.89067578 +2018-04-27 18:00:00,9225.0,9287.27,9279.34,9231.0,398.95479987 +2018-04-27 17:00:00,9267.24,9317.85,9267.24,9275.9,604.70884365 +2018-04-27 16:00:00,9218.05,9295.0,9224.99,9267.24,514.38847696 +2018-04-27 15:00:00,9201.23,9262.0,9261.0,9225.0,443.72508312 +2018-04-27 14:00:00,9193.08,9261.0,9215.0,9261.0,433.61881315 +2018-05-22 13:00:00,8171.0,8232.65,8171.0,8224.15,436.24578196 +2018-05-22 12:00:00,8145.06,8209.96,8201.76,8170.99,475.24845599 +2018-05-22 11:00:00,8197.27,8260.0,8250.8,8201.76,296.43918263 +2018-05-22 10:00:00,8234.55,8273.12,8234.55,8250.4,177.12885232 +2018-05-22 09:00:00,8225.0,8290.85,8290.85,8234.55,228.46135503 +2018-05-22 08:00:00,8290.84,8315.79,8315.79,8290.85,66.59579653 +2018-05-22 07:00:00,8303.0,8328.96,8318.32,8315.78,46.12107996 +2018-05-22 06:00:00,8281.86,8349.0,8293.18,8318.31,256.78992686 +2018-05-22 05:00:00,8280.0,8304.24,8288.01,8293.18,109.92092253 +2018-05-22 04:00:00,8280.0,8329.0,8320.41,8288.01,120.24316731 +2018-05-22 03:00:00,8290.0,8325.0,8294.02,8321.84,92.64004275 +2018-05-22 02:00:00,8270.76,8315.7,8284.99,8294.02,166.88016172 +2018-05-22 01:00:00,8263.0,8363.4,8363.39,8284.87,299.24243088 +2018-05-22 00:00:00,8340.85,8400.0,8393.43,8363.4,167.70405773 +2018-05-21 23:00:00,8380.43,8412.41,8396.99,8393.44,106.90855114 +2018-05-21 22:00:00,8367.31,8397.0,8383.81,8397.0,127.27568496 +2018-05-21 21:00:00,8379.4,8414.95,8410.25,8383.8,167.07677852 +2018-05-21 20:00:00,8365.63,8438.76,8381.66,8410.24,198.80323552 +2018-05-21 19:00:00,8349.99,8385.56,8350.0,8381.66,310.39651659 +2018-05-21 18:00:00,8309.23,8385.71,8385.71,8349.99,385.99585568 +2018-05-21 17:00:00,8384.0,8400.0,8391.97,8385.71,136.7360905 +2018-05-21 16:00:00,8371.01,8404.0,8404.0,8391.96,215.7049007 +2018-05-21 15:00:00,8382.88,8420.0,8401.77,8403.99,183.52643435 +2018-05-21 14:00:00,8361.49,8489.99,8484.21,8401.77,712.76599314 +2018-05-21 13:00:00,8475.0,8504.56,8498.89,8486.39,176.61463294 +2018-05-21 12:00:00,8472.99,8507.4,8488.3,8498.88,183.05516471 +2018-05-21 11:00:00,8433.23,8489.99,8467.57,8488.3,140.52422813 +2018-05-21 10:00:00,8438.08,8489.95,8477.16,8467.57,250.24759924 +2018-05-21 09:00:00,8475.0,8518.93,8518.93,8476.01,100.44204838 +2018-05-21 08:00:00,8491.0,8535.21,8535.21,8518.93,104.66547992 +2018-05-21 07:00:00,8520.01,8577.02,8549.44,8535.2,291.21068495 +2018-05-21 06:00:00,8480.0,8584.39,8513.52,8549.44,379.95384593 +2018-05-21 05:00:00,8497.55,8518.24,8511.12,8513.52,68.43518915 +2018-05-21 04:00:00,8488.06,8519.99,8492.01,8511.12,81.19593192 +2018-05-21 03:00:00,8479.46,8509.33,8496.8,8492.01,102.40130223 +2018-05-21 02:00:00,8454.7,8512.79,8454.7,8496.8,253.72286207 +2018-05-21 01:00:00,8436.0,8486.66,8475.01,8454.69,250.44719779 +2018-05-21 00:00:00,8461.21,8539.0,8516.86,8475.01,197.77217412 +2018-05-20 23:00:00,8481.99,8516.86,8481.99,8516.86,104.68736361 +2018-05-20 22:00:00,8480.0,8535.03,8515.17,8481.99,203.30713918 +2018-05-20 21:00:00,8515.0,8560.03,8555.04,8515.16,182.38607238 +2018-05-20 20:00:00,8515.03,8600.0,8515.03,8555.04,280.95571829 +2018-05-20 19:00:00,8481.0,8520.01,8520.01,8515.03,180.00315031 +2018-05-20 18:00:00,8510.0,8549.28,8510.0,8520.0,227.41898658 +2018-05-20 17:00:00,8469.46,8529.17,8487.64,8510.0,336.85236176 +2018-05-20 16:00:00,8373.79,8541.24,8373.79,8487.65,898.84506446 +2018-05-20 15:00:00,8340.0,8374.0,8341.15,8373.79,222.80531645 +2018-05-20 14:00:00,8319.99,8349.77,8325.88,8341.15,165.17891433 +2018-05-20 13:00:00,8297.67,8329.86,8311.54,8325.8,163.03749145 +2018-05-20 12:00:00,8295.96,8350.0,8337.48,8311.55,146.34156766 +2018-05-20 11:00:00,8330.0,8346.1,8346.1,8337.48,61.72959484 +2018-05-20 10:00:00,8327.0,8373.35,8346.91,8346.1,153.24488282 +2018-05-20 09:00:00,8270.05,8349.99,8280.3,8346.91,313.84861491 +2018-05-20 08:00:00,8256.32,8285.0,8262.43,8280.3,76.90575091 +2018-05-20 07:00:00,8229.93,8266.38,8250.83,8262.43,68.55019725 +2018-05-20 06:00:00,8250.82,8266.0,8253.78,8250.82,50.02379254 +2018-05-20 05:00:00,8248.0,8270.0,8264.11,8253.79,69.16985532 +2018-05-20 04:00:00,8242.07,8264.12,8250.03,8264.12,47.33138329 +2018-05-20 03:00:00,8242.0,8281.61,8275.01,8255.91,133.04147626 +2018-05-20 02:00:00,8216.53,8275.0,8218.9,8275.0,151.29718917 +2018-05-20 01:00:00,8172.0,8218.9,8200.58,8218.9,145.23963681 +2018-05-20 00:00:00,8188.0,8236.99,8235.6,8200.59,104.62919221 +2018-05-19 23:00:00,8205.0,8244.08,8221.55,8235.6,122.01842552 +2018-05-19 22:00:00,8171.44,8231.35,8198.0,8221.55,170.81992729 +2018-05-19 21:00:00,8190.0,8260.0,8253.76,8197.99,391.01580556 +2018-05-19 20:00:00,8253.76,8310.0,8306.57,8253.76,144.83361568 +2018-05-19 19:00:00,8296.0,8310.0,8305.96,8306.57,103.6161577 +2018-05-19 18:00:00,8302.99,8336.14,8302.99,8307.01,139.0450097 +2018-05-19 17:00:00,8280.96,8312.96,8296.99,8303.0,92.31836811 +2018-05-19 16:00:00,8291.33,8320.0,8317.85,8297.0,191.36437781 +2018-05-19 15:00:00,8300.01,8322.7,8315.01,8317.31,164.3175373 +2018-05-19 14:00:00,8299.99,8333.97,8299.99,8315.01,207.33541872 +2018-05-19 13:00:00,8294.58,8363.87,8349.0,8299.99,273.18371749 +2018-05-19 12:00:00,8323.26,8390.0,8368.32,8348.99,177.69148067 +2018-05-19 11:00:00,8238.95,8368.31,8239.31,8368.31,370.83793269 +2018-05-19 10:00:00,8200.01,8249.0,8200.01,8239.3,66.32913944 +2018-05-19 09:00:00,8200.0,8214.5,8214.5,8200.01,45.01008468 +2018-05-19 08:00:00,8165.56,8214.5,8184.99,8214.49,51.900777 +2018-05-19 07:00:00,8152.54,8237.0,8225.86,8185.0,300.78552532 +2018-05-19 06:00:00,8225.85,8243.0,8233.46,8225.85,61.19366067 +2018-05-19 05:00:00,8222.0,8234.96,8234.96,8233.46,77.2524216 +2018-05-19 04:00:00,8220.0,8243.79,8235.0,8234.96,154.90590369 +2018-05-19 03:00:00,8192.01,8272.47,8200.85,8235.0,378.24620614 +2018-05-19 02:00:00,8177.47,8214.65,8191.48,8200.85,138.27168344 +2018-05-19 01:00:00,8166.09,8227.0,8220.35,8191.48,217.49088602 +2018-05-19 00:00:00,8212.19,8250.0,8238.51,8220.34,158.63638861 +2018-05-18 23:00:00,8219.99,8247.74,8219.99,8238.51,140.61422233 +2018-05-18 22:00:00,8212.6,8249.0,8231.77,8219.99,115.28356083 +2018-05-18 21:00:00,8220.01,8263.96,8220.01,8231.77,182.42940731 +2018-05-18 20:00:00,8210.91,8247.1,8227.35,8220.0,234.81429301 +2018-05-18 19:00:00,8185.17,8280.0,8216.01,8227.35,788.95243479 +2018-05-18 18:00:00,8088.01,8230.0,8113.55,8216.0,807.62102195 +2018-05-18 17:00:00,8100.0,8140.0,8126.44,8113.56,186.82174939 +2018-05-18 16:00:00,8089.21,8145.0,8113.13,8130.1,375.19793522 +2018-05-18 15:00:00,8070.32,8132.84,8082.07,8113.13,279.94431759 +2018-05-18 14:00:00,8047.08,8098.3,8098.3,8082.08,274.62093463 +2018-05-18 13:00:00,8067.11,8124.6,8111.66,8103.32,204.02308871 +2018-05-18 12:00:00,8085.17,8139.99,8110.0,8110.51,165.01783754 +2018-05-18 11:00:00,8051.0,8133.89,8130.58,8109.0,332.68148618 +2018-05-18 10:00:00,8091.76,8148.38,8109.31,8130.59,92.64161363 +2018-05-18 09:00:00,8084.45,8136.5,8125.0,8110.0,113.2727949 +2018-05-18 08:00:00,8082.16,8139.96,8095.0,8125.0,164.67212024 +2018-05-18 07:00:00,7972.6,8172.82,7972.6,8094.99,775.65786945 +2018-05-18 06:00:00,7951.54,8040.3,8040.3,7972.6,352.50238237 +2018-05-18 05:00:00,7990.1,8054.59,8022.6,8040.29,229.43430229 +2018-05-18 04:00:00,7998.93,8067.16,7998.93,8022.6,411.99381905 +2018-05-18 03:00:00,7987.68,8026.0,7996.63,7996.88,215.03623667 +2018-05-18 02:00:00,7952.46,8019.98,7980.0,7996.47,304.84360704 +2018-05-18 01:00:00,7930.0,8010.99,7960.05,7979.99,476.75572366 +2018-05-18 00:00:00,7927.21,8059.0,8059.0,7954.91,1014.44316753 +2018-05-17 23:00:00,8006.0,8095.0,8075.01,8059.0,358.13864099 +2018-05-17 22:00:00,8001.0,8146.98,8146.98,8075.0,1292.02888281 +2018-05-17 21:00:00,8139.0,8202.76,8202.74,8146.98,355.65768368 +2018-05-17 20:00:00,8175.0,8227.0,8175.01,8202.75,339.17113897 +2018-05-17 19:00:00,8156.08,8189.0,8168.57,8175.01,362.30281882 +2018-05-17 18:00:00,8101.0,8270.01,8256.0,8168.58,793.56742055 +2018-05-17 17:00:00,8236.99,8282.85,8279.3,8255.99,255.53426148 +2018-05-17 16:00:00,8233.0,8305.0,8303.83,8279.31,373.16451207 +2018-05-17 15:00:00,8299.0,8323.39,8316.3,8303.83,210.76463205 +2018-05-17 14:00:00,8294.73,8350.0,8294.74,8316.3,510.10228262 +2018-05-17 13:00:00,8262.01,8300.0,8273.31,8298.0,132.35127103 +2018-05-17 12:00:00,8227.26,8322.98,8299.99,8273.3,348.38075991 +2018-05-17 11:00:00,8289.53,8317.03,8302.0,8299.99,112.45512657 +2018-05-17 10:00:00,8262.51,8311.45,8288.3,8302.0,104.15917354 +2018-05-17 09:00:00,8259.99,8316.24,8260.0,8288.27,126.1659367 +2018-05-17 08:00:00,8235.05,8280.0,8249.59,8260.0,139.04153099 +2018-05-17 07:00:00,8200.0,8346.6,8337.01,8249.6,577.95030601 +2018-05-17 06:00:00,8337.3,8377.84,8359.97,8337.3,107.6516843 +2018-05-17 05:00:00,8280.23,8369.66,8320.0,8359.97,274.9956178 +2018-05-17 04:00:00,8321.65,8380.0,8360.0,8321.65,188.99923049 +2018-05-17 03:00:00,8323.57,8483.48,8369.97,8360.0,682.19711597 +2018-05-17 02:00:00,8359.46,8394.0,8365.11,8369.97,273.09071068 +2018-05-17 01:00:00,8320.0,8370.35,8350.75,8365.1,302.91880097 +2018-05-17 00:00:00,8326.41,8398.97,8344.01,8350.75,256.95345692 +2018-05-16 23:00:00,8282.97,8353.75,8292.22,8344.0,236.18511384 +2018-05-16 22:00:00,8282.34,8384.13,8284.68,8292.22,336.59261294 +2018-05-16 21:00:00,8263.64,8310.0,8291.23,8284.68,176.25409251 +2018-05-16 20:00:00,8225.18,8294.3,8239.96,8291.23,365.20751745 +2018-05-16 19:00:00,8240.0,8375.63,8279.89,8240.0,367.0678526 +2018-05-16 18:00:00,8271.13,8348.99,8294.05,8279.9,253.98396878 +2018-05-16 17:00:00,8252.03,8354.0,8262.23,8290.2,866.20621678 +2018-05-16 16:00:00,8220.0,8326.31,8275.0,8262.22,508.48314524 +2018-05-16 15:00:00,8209.67,8360.0,8218.25,8275.01,797.31173828 +2018-05-16 14:00:00,8166.02,8220.5,8174.99,8218.25,358.83349627 +2018-05-16 13:00:00,8114.35,8368.0,8352.91,8175.0,911.72306788 +2018-05-16 12:00:00,8348.46,8395.05,8367.72,8352.9,114.15465815 +2018-05-16 11:00:00,8367.71,8436.37,8373.69,8367.71,212.64284445 +2018-05-16 10:00:00,8233.05,8436.14,8233.06,8370.0,562.80217002 +2018-05-16 09:00:00,8203.45,8249.19,8215.01,8233.06,128.40434952 +2018-05-16 08:00:00,8200.0,8240.0,8227.01,8215.01,106.74838478 +2018-05-16 07:00:00,8218.67,8255.58,8234.28,8227.88,102.85874334 +2018-05-16 06:00:00,8182.47,8259.0,8206.68,8234.25,263.66869945 +2018-05-16 05:00:00,8175.0,8235.14,8219.83,8206.68,369.12558398 +2018-05-16 04:00:00,8167.73,8282.09,8167.73,8219.84,445.47609312 +2018-05-16 03:00:00,8135.61,8211.51,8137.04,8167.73,702.01061045 +2018-05-16 02:00:00,8103.33,8339.95,8330.0,8137.04,1485.05623733 +2018-05-16 01:00:00,8283.14,8475.0,8463.01,8329.99,895.24701509 +2018-05-16 00:00:00,8420.74,8500.0,8477.47,8463.01,292.34965402 +2018-05-15 23:00:00,8451.89,8504.34,8461.99,8477.46,201.45840927 +2018-05-15 22:00:00,8431.03,8561.87,8500.01,8461.99,438.98756743 +2018-05-15 21:00:00,8500.0,8551.62,8519.99,8500.0,218.65843121 +2018-05-15 20:00:00,8500.0,8566.39,8550.48,8519.99,278.66713544 +2018-05-15 19:00:00,8456.7,8569.62,8513.6,8552.24,842.85881713 +2018-05-15 18:00:00,8420.45,8554.36,8554.36,8513.6,1283.97580943 +2018-05-15 17:00:00,8505.23,8564.12,8536.07,8554.36,452.8672559 +2018-05-15 16:00:00,8507.08,8592.57,8530.91,8536.05,459.90748005 +2018-05-15 15:00:00,8485.28,8548.34,8519.99,8530.9,628.95271343 +2018-05-15 14:00:00,8480.0,8750.0,8749.99,8519.99,1327.44501723 +2018-05-15 13:00:00,8691.86,8765.02,8765.02,8750.0,475.20734652 +2018-05-15 12:00:00,8745.82,8784.0,8761.06,8765.03,214.21762537 +2018-05-15 11:00:00,8745.5,8810.0,8786.91,8761.05,175.30493701 +2018-05-15 10:00:00,8701.85,8847.0,8712.53,8800.0,778.89702153 +2018-05-15 09:00:00,8712.52,8739.92,8723.1,8712.52,160.07593294 +2018-05-15 08:00:00,8659.0,8739.92,8739.92,8723.11,338.90964794 +2018-05-15 07:00:00,8721.79,8759.1,8739.92,8739.92,92.660528 +2018-05-15 06:00:00,8711.49,8797.18,8724.97,8739.91,348.96028477 +2018-05-15 05:00:00,8687.0,8747.75,8687.02,8724.97,331.80813818 +2018-05-15 04:00:00,8676.36,8740.24,8714.01,8687.03,396.95024648 +2018-05-15 03:00:00,8638.0,8714.01,8672.7,8714.01,225.02084976 +2018-05-15 02:00:00,8628.05,8728.09,8709.1,8672.7,331.73549746 +2018-05-15 01:00:00,8661.25,8729.9,8705.01,8709.11,219.67857258 +2018-05-15 00:00:00,8666.2,8750.0,8670.0,8705.0,669.06281542 +2018-05-14 23:00:00,8610.36,8694.0,8611.0,8670.0,440.1938689 +2018-05-14 22:00:00,8611.0,8753.99,8737.14,8611.0,817.95497673 +2018-05-14 21:00:00,8720.15,8846.96,8809.43,8738.21,482.0615101 +2018-05-14 20:00:00,8749.55,8880.01,8750.0,8809.44,1263.51763265 +2018-05-14 19:00:00,8730.0,8775.0,8730.88,8750.0,430.20348342 +2018-05-14 18:00:00,8718.05,8755.0,8743.5,8730.88,382.27581292 +2018-05-14 17:00:00,8708.68,8779.98,8773.06,8743.5,277.02557527 +2018-05-14 16:00:00,8746.04,8800.0,8783.01,8773.05,409.63710498 +2018-05-14 15:00:00,8717.38,8824.0,8745.0,8783.01,819.75480152 +2018-05-14 14:00:00,8681.35,8824.0,8699.47,8745.0,1965.11885323 +2018-05-14 13:00:00,8338.29,8725.0,8427.46,8699.47,1699.20539869 +2018-05-14 12:00:00,8385.0,8429.13,8426.28,8427.46,211.8376578 +2018-05-14 11:00:00,8396.76,8449.99,8405.65,8426.28,216.19370724 +2018-05-14 10:00:00,8350.0,8429.0,8397.86,8405.64,204.53612097 +2018-05-14 09:00:00,8370.15,8440.0,8439.98,8397.86,219.43246005 +2018-05-14 08:00:00,8381.26,8439.99,8384.81,8439.98,175.65265647 +2018-05-14 07:00:00,8337.0,8400.0,8399.99,8384.81,156.98130056 +2018-05-14 06:00:00,8343.22,8400.0,8383.01,8400.0,253.58729711 +2018-05-14 05:00:00,8289.79,8383.01,8377.08,8383.01,800.90883906 +2018-05-14 04:00:00,8350.0,8435.27,8405.01,8377.07,549.57233835 +2018-05-14 03:00:00,8378.0,8642.75,8633.83,8405.01,1268.62447221 +2018-05-14 02:00:00,8608.05,8694.27,8694.26,8633.83,335.39487644 +2018-05-14 01:00:00,8658.0,8712.0,8680.25,8694.27,209.51003574 +2018-05-14 00:00:00,8602.0,8706.99,8686.1,8680.25,538.59789687 +2018-05-13 23:00:00,8658.0,8749.81,8747.78,8686.1,332.30393318 +2018-05-13 22:00:00,8670.0,8747.79,8670.01,8747.79,332.85888132 +2018-05-13 21:00:00,8670.0,8774.32,8715.01,8670.01,353.35915823 +2018-05-13 20:00:00,8622.21,8741.19,8622.22,8715.0,327.25870736 +2018-05-13 19:00:00,8605.0,8644.56,8639.69,8622.21,134.3343191 +2018-05-13 18:00:00,8578.39,8644.59,8578.4,8639.69,204.12119829 +2018-05-13 17:00:00,8570.81,8678.23,8656.19,8578.4,374.10795657 +2018-05-13 16:00:00,8604.76,8690.0,8619.38,8656.18,498.88518168 +2018-05-13 15:00:00,8584.44,8651.0,8651.0,8619.38,447.77804743 +2018-05-13 14:00:00,8570.0,8651.0,8570.0,8650.99,320.18136289 +2018-05-13 13:00:00,8538.0,8581.0,8581.0,8570.0,179.46854664 +2018-05-13 12:00:00,8555.0,8627.78,8570.01,8581.0,212.69637682 +2018-05-13 11:00:00,8557.43,8583.51,8565.0,8570.0,88.12350382 +2018-05-13 10:00:00,8545.0,8599.91,8599.91,8565.0,85.42428848 +2018-05-13 09:00:00,8409.11,8650.0,8435.28,8607.13,640.81937805 +2018-05-13 08:00:00,8411.7,8475.0,8465.55,8438.25,102.33009993 +2018-05-13 07:00:00,8411.97,8487.1,8454.99,8465.55,178.54924284 +2018-05-13 06:00:00,8386.55,8500.9,8391.15,8454.98,300.35178951 +2018-05-13 05:00:00,8352.1,8418.2,8363.87,8391.15,159.77207946 +2018-05-13 04:00:00,8345.0,8450.4,8445.46,8363.87,384.07867803 +2018-05-13 03:00:00,8402.41,8449.84,8416.3,8445.46,154.87962022 +2018-05-13 02:00:00,8378.8,8446.5,8446.5,8416.3,393.78127381 +2018-05-13 01:00:00,8423.91,8472.38,8423.91,8446.5,180.33405398 +2018-05-13 00:00:00,8423.9,8525.0,8474.31,8423.91,292.79663431 +2018-05-12 23:00:00,8450.0,8547.0,8456.35,8475.0,459.62578668 +2018-05-12 22:00:00,8403.0,8498.43,8428.47,8456.35,289.71946676 +2018-05-12 21:00:00,8350.0,8435.36,8435.36,8428.48,296.34971973 +2018-05-12 20:00:00,8435.35,8509.99,8485.47,8435.35,242.25643046 +2018-05-12 19:00:00,8363.29,8509.15,8379.99,8485.47,381.11598183 +2018-05-12 18:00:00,8350.01,8387.3,8385.54,8379.05,317.93929203 +2018-05-12 17:00:00,8305.0,8408.18,8336.99,8385.54,478.91550042 +2018-05-12 16:00:00,8284.32,8398.0,8364.0,8337.0,757.66470298 +2018-05-12 15:00:00,8321.0,8508.03,8501.0,8364.0,571.87250854 +2018-05-12 14:00:00,8467.29,8557.7,8557.7,8501.01,602.58154424 +2018-05-12 13:00:00,8557.7,8636.65,8628.47,8557.7,362.90349648 +2018-05-12 12:00:00,8549.8,8658.57,8549.8,8628.47,871.74874201 +2018-05-12 11:00:00,8501.0,8588.44,8582.0,8549.81,408.72288212 +2018-05-12 10:00:00,8481.1,8582.0,8514.03,8581.99,539.58507818 +2018-05-12 09:00:00,8244.22,8533.08,8266.28,8512.4,649.01561537 +2018-05-12 08:00:00,8260.37,8336.47,8336.47,8266.28,425.15212389 +2018-05-12 07:00:00,8270.81,8342.52,8308.1,8336.48,212.40192484 +2018-05-12 06:00:00,8223.43,8335.6,8319.63,8308.1,905.15761053 +2018-05-12 05:00:00,8304.0,8398.39,8397.57,8319.62,837.77694914 +2018-05-12 04:00:00,8383.0,8440.89,8407.5,8397.57,243.78756394 +2018-05-12 03:00:00,8357.28,8448.6,8430.83,8407.5,397.77213889 +2018-05-12 02:00:00,8413.77,8466.42,8448.82,8436.09,244.94515868 +2018-05-12 01:00:00,8375.0,8476.3,8455.0,8448.81,592.0404282 +2018-05-12 00:00:00,8403.33,8471.86,8403.33,8455.0,303.02584823 +2018-05-11 23:00:00,8363.33,8475.0,8425.49,8403.33,531.6310727 +2018-05-11 22:00:00,8379.01,8455.0,8386.72,8425.48,489.20184517 +2018-05-11 21:00:00,8351.0,8449.0,8432.01,8386.72,820.96374949 +2018-05-11 20:00:00,8380.0,8635.0,8609.68,8432.01,1608.01807696 +2018-05-11 19:00:00,8601.1,8675.0,8612.23,8609.67,402.17460515 +2018-05-11 18:00:00,8563.58,8638.0,8593.0,8612.24,347.16304409 +2018-05-11 17:00:00,8559.0,8652.82,8643.63,8593.0,437.89241251 +2018-05-11 16:00:00,8570.0,8668.23,8579.63,8643.63,562.00544967 +2018-05-11 15:00:00,8565.7,8649.27,8642.33,8579.63,654.78434991 +2018-05-11 14:00:00,8532.27,8655.0,8533.26,8642.34,895.41269855 +2018-05-11 13:00:00,8513.87,8616.66,8542.0,8533.26,831.71834201 +2018-05-11 12:00:00,8505.01,8611.12,8611.12,8547.75,1767.17345128 +2018-05-11 11:00:00,8611.12,8737.0,8717.0,8611.12,770.72020269 +2018-05-11 10:00:00,8700.0,8780.0,8743.64,8717.0,502.79766516 +2018-05-11 09:00:00,8679.03,8792.06,8792.06,8743.64,484.98442852 +2018-05-11 08:00:00,8724.34,8825.79,8738.51,8792.06,486.88099945 +2018-05-11 07:00:00,8694.1,8845.66,8810.0,8738.5,1548.28199643 +2018-05-11 06:00:00,8800.0,8992.01,8992.01,8809.99,872.70777753 +2018-05-11 05:00:00,8940.5,9005.0,8948.51,8992.01,319.61523767 +2018-05-11 04:00:00,8920.48,8964.99,8920.49,8948.51,214.98183703 +2018-05-11 03:00:00,8887.18,8935.0,8900.01,8920.49,265.17301831 +2018-05-11 02:00:00,8888.11,8954.74,8920.0,8900.01,337.54665606 +2018-05-11 01:00:00,8906.99,8951.98,8931.01,8919.99,539.1385082 +2018-05-11 00:00:00,8876.0,9010.51,9010.51,8931.01,1821.95955726 +2018-05-10 23:00:00,9001.01,9096.9,9096.42,9010.51,623.33359956 +2018-05-10 22:00:00,9054.99,9102.99,9102.6,9096.42,348.45287501 +2018-05-10 21:00:00,9095.0,9131.66,9095.53,9102.6,178.95542231 +2018-05-10 20:00:00,9056.93,9108.43,9087.85,9095.53,488.07068672 +2018-05-10 19:00:00,9070.0,9128.06,9127.81,9088.36,471.35424055 +2018-05-10 18:00:00,9070.0,9158.0,9150.0,9127.81,890.50854264 +2018-05-10 17:00:00,9102.9,9342.22,9342.21,9150.0,1711.00009963 +2018-05-10 16:00:00,9319.59,9367.45,9319.6,9342.22,274.69552887 +2018-05-10 15:00:00,9318.38,9343.74,9323.13,9319.6,303.21370883 +2018-05-10 14:00:00,9322.0,9370.3,9370.3,9323.13,223.61625791 +2018-05-10 13:00:00,9330.0,9380.0,9333.0,9370.3,291.0239926 +2018-05-10 12:00:00,9314.16,9339.99,9320.77,9335.25,114.48844993 +2018-05-10 11:00:00,9318.26,9374.05,9369.06,9320.77,135.16026646 +2018-05-10 10:00:00,9327.57,9380.0,9342.1,9369.05,98.24855833 +2018-05-10 09:00:00,9321.0,9345.0,9333.5,9342.1,56.67434674 +2018-05-10 08:00:00,9328.33,9375.0,9355.03,9333.49,109.62073427 +2018-05-10 07:00:00,9274.99,9386.32,9275.0,9355.03,165.89042262 +2018-05-10 06:00:00,9255.43,9320.0,9288.06,9275.0,138.64489933 +2018-05-10 05:00:00,9288.05,9348.76,9291.64,9288.05,133.4598135 +2018-05-10 03:00:00,9280.99,9319.88,9307.74,9291.7,168.6544019 +2018-05-10 02:00:00,9280.0,9316.18,9316.18,9307.73,124.27018681 +2018-06-04 01:00:00,7656.0,7713.45,7709.89,7705.0,221.96946841 +2018-06-04 00:00:00,7703.44,7747.57,7706.37,7709.89,326.99217969 +2018-06-03 23:00:00,7695.0,7710.0,7704.59,7706.37,144.64399024 +2018-06-03 22:00:00,7687.95,7710.0,7690.01,7704.59,205.3242585 +2018-06-03 21:00:00,7675.27,7737.89,7737.89,7690.01,228.9640458 +2018-06-03 20:00:00,7675.0,7737.89,7708.72,7732.78,228.78269223 +2018-06-03 19:00:00,7650.04,7716.22,7685.12,7708.73,297.5083704 +2018-06-03 18:00:00,7680.81,7696.44,7691.01,7685.13,192.7982151 +2018-06-03 17:00:00,7679.43,7705.86,7705.85,7691.01,235.88205567 +2018-06-03 16:00:00,7705.5,7728.42,7725.6,7705.86,185.76964409 +2018-06-03 15:00:00,7713.53,7729.92,7715.01,7725.6,194.88848625 +2018-06-03 14:00:00,7695.0,7720.87,7720.87,7715.01,188.60537985 +2018-06-03 13:00:00,7715.16,7739.9,7719.81,7720.87,211.40043777 +2018-06-03 12:00:00,7704.06,7720.0,7711.75,7719.8,82.28358683 +2018-06-03 11:00:00,7695.78,7720.0,7704.5,7711.76,110.31451144 +2018-06-03 10:00:00,7701.0,7739.99,7738.05,7704.5,128.86415005 +2018-06-03 09:00:00,7714.99,7738.06,7725.0,7738.05,120.58999754 +2018-06-03 08:00:00,7712.01,7750.0,7715.08,7725.0,631.07062576 +2018-06-03 07:00:00,7707.77,7724.99,7717.27,7714.33,185.53944907 +2018-06-03 06:00:00,7640.01,7777.0,7645.97,7717.28,634.10155582 +2018-06-03 05:00:00,7643.08,7652.81,7645.98,7645.96,104.59933655 +2018-06-03 04:00:00,7624.84,7645.98,7645.98,7645.97,114.50126871 +2018-06-03 03:00:00,7620.98,7666.47,7635.09,7645.98,254.65532062 +2018-06-03 02:00:00,7583.24,7635.41,7635.4,7635.1,264.47051822 +2018-06-03 01:00:00,7635.4,7650.0,7649.0,7635.41,153.15758917 +2018-06-03 00:00:00,7635.0,7649.0,7636.41,7649.0,108.14796677 +2018-06-02 23:00:00,7626.44,7644.22,7630.0,7636.42,64.70776722 +2018-06-02 22:00:00,7612.97,7636.76,7636.76,7629.99,130.36051679 +2018-06-02 21:00:00,7615.0,7645.0,7615.0,7636.76,93.85527623 +2018-06-02 20:00:00,7615.0,7663.47,7661.42,7615.01,254.56330481 +2018-06-02 19:00:00,7650.0,7672.47,7651.0,7661.42,189.39744471 +2018-06-02 18:00:00,7630.26,7655.0,7634.26,7651.0,144.90861883 +2018-06-02 17:00:00,7625.0,7649.08,7626.18,7634.26,232.50442931 +2018-06-02 16:00:00,7600.0,7631.51,7618.01,7626.18,157.98566045 +2018-06-02 15:00:00,7570.83,7675.99,7639.22,7618.02,366.95435935 +2018-06-02 14:00:00,7626.3,7640.0,7632.67,7639.22,227.62023558 +2018-06-02 13:00:00,7624.17,7644.0,7632.98,7632.66,125.955589 +2018-06-02 12:00:00,7625.79,7641.0,7640.99,7632.99,136.63425548 +2018-06-02 11:00:00,7605.16,7655.99,7655.0,7641.0,157.35500188 +2018-06-02 10:00:00,7645.09,7669.0,7654.99,7654.99,178.59118454 +2018-06-02 09:00:00,7629.19,7654.99,7650.11,7654.99,151.92934546 +2018-06-02 08:00:00,7636.0,7683.05,7640.0,7650.1,101.6668843 +2018-06-02 07:00:00,7630.0,7667.36,7649.94,7640.0,433.4712848 +2018-06-02 06:00:00,7450.0,7697.09,7515.01,7649.94,910.87498211 +2018-06-02 05:00:00,7474.32,7520.0,7480.16,7515.01,245.11409996 +2018-06-02 04:00:00,7469.45,7485.72,7482.66,7480.16,135.47863476 +2018-06-02 03:00:00,7479.46,7498.0,7487.01,7482.66,166.93817894 +2018-06-02 02:00:00,7480.17,7498.0,7489.74,7487.01,87.54481254 +2018-06-02 01:00:00,7459.87,7490.0,7467.99,7489.75,95.85540814 +2018-06-02 00:00:00,7440.0,7519.21,7514.32,7468.74,280.59767111 +2018-06-01 23:00:00,7500.16,7532.01,7504.2,7514.32,241.9185542 +2018-06-01 22:00:00,7432.04,7524.63,7432.04,7504.19,445.75303456 +2018-06-01 21:00:00,7425.8,7443.21,7432.42,7432.05,162.45408976 +2018-06-01 20:00:00,7401.02,7448.0,7439.31,7432.41,390.97799643 +2018-06-01 19:00:00,7397.98,7445.0,7397.99,7439.3,473.27865174 +2018-06-01 18:00:00,7387.51,7425.01,7424.95,7397.99,297.47526602 +2018-06-01 17:00:00,7401.85,7439.99,7439.1,7424.95,326.87522284 +2018-06-01 16:00:00,7427.04,7446.01,7438.36,7439.1,206.10194092 +2018-06-01 15:00:00,7393.07,7450.0,7425.0,7438.36,398.91799418 +2018-06-01 14:00:00,7406.73,7434.31,7415.01,7425.0,261.93570977 +2018-06-01 13:00:00,7394.99,7425.0,7399.77,7415.0,292.95695559 +2018-06-01 12:00:00,7351.01,7418.19,7351.02,7399.77,486.12305327 +2018-06-01 11:00:00,7351.01,7560.0,7546.01,7351.02,701.09015115 +2018-06-01 10:00:00,7528.0,7549.98,7538.02,7546.0,72.41396983 +2018-06-01 09:00:00,7528.0,7583.0,7582.79,7538.02,275.32037507 +2018-06-01 08:00:00,7553.57,7582.94,7566.05,7582.94,76.55898076 +2018-06-01 07:00:00,7544.0,7599.99,7544.0,7566.05,382.0169192 +2018-06-01 06:00:00,7488.11,7550.0,7490.0,7544.0,366.02662184 +2018-06-01 05:00:00,7484.99,7490.0,7485.0,7489.99,74.46549904 +2018-06-01 04:00:00,7467.57,7490.99,7490.99,7485.0,118.54343891 +2018-06-01 03:00:00,7461.42,7500.0,7489.01,7490.98,182.14018132 +2018-06-01 02:00:00,7480.1,7521.95,7485.8,7489.0,299.88370715 +2018-06-01 01:00:00,7480.0,7507.93,7502.75,7485.8,123.00157559 +2018-06-01 00:00:00,7484.99,7522.0,7485.0,7502.75,280.59309331 +2018-05-31 23:00:00,7449.99,7485.0,7450.0,7485.0,232.77012516 +2018-05-31 22:00:00,7415.09,7555.01,7555.0,7449.99,634.57640223 +2018-05-31 21:00:00,7537.01,7563.06,7540.01,7555.01,251.50607222 +2018-05-31 20:00:00,7528.41,7559.03,7540.01,7540.01,212.97080817 +2018-05-31 19:00:00,7530.33,7556.0,7550.05,7540.0,259.17844354 +2018-05-31 18:00:00,7550.05,7584.59,7570.05,7550.05,212.09465617 +2018-05-31 17:00:00,7540.32,7609.99,7541.45,7570.05,502.55090939 +2018-05-31 16:00:00,7528.0,7554.96,7551.98,7542.53,237.28916398 +2018-05-31 15:00:00,7539.99,7579.0,7540.0,7551.97,369.32510721 +2018-05-31 14:00:00,7525.0,7540.0,7535.68,7540.0,143.49538204 +2018-05-31 13:00:00,7506.06,7542.83,7542.48,7535.68,263.99816767 +2018-05-31 12:00:00,7537.0,7569.9,7538.69,7544.19,159.53652607 +2018-05-31 11:00:00,7533.4,7551.07,7539.99,7538.69,153.45127359 +2018-05-31 10:00:00,7511.0,7540.0,7533.9,7539.99,104.74813696 +2018-05-31 09:00:00,7524.9,7556.4,7538.54,7533.9,99.5624111 +2018-05-31 08:00:00,7504.97,7562.01,7562.01,7538.54,235.8954325 +2018-05-31 07:00:00,7551.01,7582.05,7572.55,7562.0,79.09800883 +2018-05-31 06:00:00,7496.11,7599.0,7496.11,7572.55,625.93232615 +2018-05-31 05:00:00,7477.49,7509.99,7489.22,7496.12,204.28923112 +2018-05-31 04:00:00,7361.31,7499.0,7364.82,7489.21,429.07341035 +2018-05-31 03:00:00,7347.64,7374.32,7347.65,7364.82,148.35511726 +2018-05-31 02:00:00,7340.84,7351.63,7349.66,7347.64,93.6161574 +2018-05-31 01:00:00,7340.0,7364.8,7364.25,7349.66,216.58169919 +2018-05-31 00:00:00,7350.71,7380.0,7380.0,7364.25,197.93304719 +2018-05-30 23:00:00,7342.26,7390.2,7342.31,7380.01,215.89399182 +2018-05-30 22:00:00,7328.74,7349.99,7328.74,7342.31,212.12808231 +2018-05-30 21:00:00,7325.01,7339.99,7339.96,7328.74,231.20937413 +2018-05-30 20:00:00,7308.55,7339.99,7308.89,7339.95,281.96340144 +2018-05-30 19:00:00,7290.74,7312.5,7290.75,7308.89,240.74456278 +2018-05-30 18:00:00,7290.0,7316.01,7315.0,7290.75,248.45188698 +2018-05-30 17:00:00,7288.33,7316.77,7299.39,7315.0,286.66877902 +2018-05-30 16:00:00,7272.71,7349.14,7329.95,7299.4,421.84580589 +2018-05-30 15:00:00,7310.0,7387.43,7387.42,7329.95,585.54846041 +2018-05-30 14:00:00,7336.25,7508.75,7504.41,7387.42,984.61967431 +2018-05-30 13:00:00,7486.82,7526.71,7522.9,7504.4,185.16335919 +2018-05-30 12:00:00,7490.0,7534.76,7502.31,7522.91,143.01723856 +2018-05-30 11:00:00,7490.0,7538.14,7495.0,7502.32,172.22042621 +2018-05-30 10:00:00,7470.38,7515.0,7488.83,7495.01,140.46553573 +2018-05-30 09:00:00,7457.99,7498.97,7470.07,7488.82,149.39077539 +2018-05-30 08:00:00,7450.0,7484.0,7484.0,7470.07,138.64818062 +2018-05-30 07:00:00,7443.15,7484.0,7459.91,7484.0,120.22516503 +2018-05-30 06:00:00,7422.46,7534.27,7494.99,7459.9,217.20169334 +2018-05-30 05:00:00,7489.0,7503.31,7489.01,7495.0,101.33231167 +2018-05-30 04:00:00,7463.3,7493.86,7493.86,7489.01,116.89321128 +2018-05-30 02:00:00,7493.85,7544.1,7516.74,7493.86,283.9297697 +2018-05-30 01:00:00,7486.05,7557.78,7486.05,7516.75,474.58471431 +2018-05-30 00:00:00,7442.62,7508.01,7460.0,7486.74,298.05837594 +2018-05-29 23:00:00,7410.0,7475.97,7423.2,7460.0,208.12654706 +2018-05-29 22:00:00,7399.77,7495.0,7494.99,7423.21,493.0112408 +2018-05-29 21:00:00,7480.0,7513.29,7498.93,7495.0,203.34088087 +2018-05-29 20:00:00,7452.73,7518.0,7465.0,7498.92,525.33936129 +2018-05-29 19:00:00,7447.99,7467.32,7447.99,7464.99,201.85407906 +2018-05-29 18:00:00,7440.0,7524.99,7513.08,7448.0,652.7407191 +2018-05-29 17:00:00,7411.58,7522.0,7430.0,7513.09,517.44544779 +2018-05-29 16:00:00,7417.55,7431.17,7425.0,7429.99,495.75711293 +2018-05-29 15:00:00,7391.69,7425.0,7414.99,7425.0,567.68398953 +2018-05-29 14:00:00,7402.97,7467.98,7454.0,7415.0,328.20521115 +2018-05-29 13:00:00,7409.89,7475.0,7409.89,7454.0,686.08930916 +2018-05-29 12:00:00,7380.87,7442.15,7394.3,7409.89,361.44968504 +2018-05-29 11:00:00,7178.49,7479.98,7178.49,7394.3,1544.88585544 +2018-05-29 10:00:00,7111.82,7204.0,7124.89,7178.49,611.57065806 +2018-05-29 09:00:00,7091.79,7125.0,7123.7,7124.88,236.10547384 +2018-05-29 08:00:00,7105.6,7145.0,7145.0,7123.79,97.68068655 +2018-05-29 07:00:00,7093.15,7150.0,7096.6,7145.0,446.50164455 +2018-05-29 06:00:00,7088.81,7111.0,7101.9,7096.6,138.82831547 +2018-05-29 05:00:00,7073.5,7120.0,7119.99,7101.9,537.70198411 +2018-05-29 04:00:00,7105.0,7130.0,7115.06,7120.0,238.23105852 +2018-05-29 03:00:00,7099.24,7125.0,7107.6,7115.06,322.05624818 +2018-05-29 02:00:00,7087.0,7117.51,7117.5,7107.6,251.56073508 +2018-05-29 01:00:00,7058.0,7125.0,7125.0,7117.5,342.02278778 +2018-05-29 00:00:00,7107.88,7133.0,7107.94,7125.0,341.90270935 +2018-05-28 23:00:00,7100.0,7136.36,7136.36,7107.94,407.481126 +2018-05-28 22:00:00,7087.0,7160.0,7158.56,7136.36,946.80118649 +2018-05-28 21:00:00,7126.01,7214.93,7211.8,7158.56,536.69880826 +2018-05-28 20:00:00,7205.59,7242.62,7225.94,7211.8,118.132089 +2018-05-28 19:00:00,7201.66,7257.53,7201.66,7226.3,227.84906477 +2018-05-28 18:00:00,7201.65,7239.89,7228.35,7201.65,234.85414996 +2018-05-28 17:00:00,7193.0,7228.11,7201.31,7227.3,253.81326826 +2018-05-28 16:00:00,7199.34,7239.99,7227.98,7201.3,225.30479344 +2018-05-28 15:00:00,7205.69,7265.0,7246.05,7227.99,342.49509215 +2018-05-28 14:00:00,7245.02,7280.0,7267.74,7246.04,231.65384213 +2018-05-28 13:00:00,7253.31,7286.13,7286.12,7267.74,145.2975692 +2018-05-28 12:00:00,7180.0,7307.0,7220.0,7287.61,421.29256537 +2018-05-28 11:00:00,7207.95,7236.37,7236.37,7220.0,109.61846305 +2018-05-28 10:00:00,7220.99,7240.0,7221.0,7236.37,58.41156106 +2018-05-28 09:00:00,7220.99,7246.06,7233.83,7220.99,122.47762246 +2018-05-28 08:00:00,7219.17,7241.99,7236.74,7233.84,155.14714664 +2018-05-28 07:00:00,7215.01,7247.09,7221.91,7236.74,215.18059948 +2018-05-28 06:00:00,7182.42,7230.01,7196.86,7221.91,343.30240915 +2018-05-28 05:00:00,7167.99,7355.0,7329.08,7196.87,1325.57998736 +2018-05-28 04:00:00,7314.82,7391.2,7390.01,7332.14,329.55551572 +2018-05-28 03:00:00,7354.0,7444.8,7369.38,7390.01,467.95941994 +2018-05-28 02:00:00,7355.0,7369.4,7365.25,7369.39,87.26495984 +2018-05-28 01:00:00,7320.71,7380.0,7356.83,7365.25,320.77557387 +2018-05-28 00:00:00,7330.01,7370.39,7346.64,7356.82,158.72000232 +2018-05-27 23:00:00,7328.85,7369.69,7340.0,7346.64,232.59715753 +2018-05-27 22:00:00,7315.92,7340.0,7324.99,7339.99,112.47439046 +2018-05-27 21:00:00,7290.93,7325.0,7312.13,7325.0,182.88470124 +2018-05-27 20:00:00,7296.14,7322.13,7296.15,7306.84,129.07843672 +2018-05-27 19:00:00,7277.2,7300.0,7286.4,7296.15,141.8663496 +2018-05-27 18:00:00,7272.0,7392.7,7352.5,7288.23,524.21357462 +2018-05-27 17:00:00,7323.01,7353.0,7346.96,7352.5,118.22557037 +2018-05-27 16:00:00,7330.0,7357.3,7337.18,7346.96,135.71074822 +2018-05-27 15:00:00,7326.27,7353.78,7338.87,7337.18,134.78193229 +2018-05-27 14:00:00,7286.0,7356.0,7301.99,7338.87,186.04019557 +2018-05-27 13:00:00,7284.24,7310.0,7302.95,7302.0,117.09098731 +2018-05-27 12:00:00,7293.05,7335.15,7335.15,7302.95,110.67929295 +2018-05-27 11:00:00,7290.39,7347.0,7323.27,7335.15,88.65011919 +2018-05-27 10:00:00,7310.12,7390.19,7315.63,7323.28,217.56562438 +2018-05-27 09:00:00,7291.65,7329.38,7296.91,7314.12,40.25023576 +2018-05-27 08:00:00,7229.01,7325.21,7318.65,7296.9,280.53986262 +2018-05-27 07:00:00,7266.15,7344.99,7288.23,7318.65,143.48619273 +2018-05-27 06:00:00,7266.0,7303.51,7274.99,7288.23,73.12740057 +2018-05-27 05:00:00,7241.81,7306.15,7306.15,7274.99,157.04725706 +2018-05-27 04:00:00,7279.01,7311.0,7297.34,7307.28,87.51794317 +2018-05-27 03:00:00,7250.07,7301.31,7301.31,7297.34,240.13214084 +2018-05-27 02:00:00,7275.37,7316.43,7275.38,7301.3,162.61886763 +2018-05-27 01:00:00,7250.0,7307.15,7255.77,7275.38,210.55676903 +2018-05-27 00:00:00,7230.01,7337.95,7337.94,7257.11,741.08015362 +2018-05-26 23:00:00,7287.23,7350.06,7316.97,7337.95,323.18348082 +2018-05-26 22:00:00,7305.1,7465.9,7464.01,7316.97,508.89728363 +2018-05-26 21:00:00,7464.01,7627.8,7527.5,7464.01,332.979539 +2018-05-26 20:00:00,7519.1,7539.87,7530.06,7527.5,104.56838621 +2018-05-26 19:00:00,7520.87,7555.77,7548.68,7530.06,148.21480484 +2018-05-26 18:00:00,7532.64,7560.0,7547.48,7548.69,146.47484817 +2018-05-26 17:00:00,7519.99,7556.68,7520.0,7547.48,145.12083598 +2018-05-26 16:00:00,7519.0,7540.0,7536.15,7520.0,124.67490354 +2018-05-26 15:00:00,7518.32,7541.01,7518.33,7536.15,131.03858817 +2018-05-26 14:00:00,7514.36,7540.0,7535.11,7518.33,120.89974573 +2018-05-26 13:00:00,7510.35,7546.84,7521.47,7535.11,149.88326402 +2018-05-26 12:00:00,7480.0,7543.0,7529.23,7521.46,222.15831513 +2018-05-26 11:00:00,7529.22,7554.09,7544.4,7529.22,110.96749849 +2018-05-26 10:00:00,7517.0,7547.36,7544.0,7544.41,83.6984258 +2018-05-26 09:00:00,7538.0,7551.0,7538.86,7544.0,52.57028267 +2018-05-26 08:00:00,7522.5,7560.0,7549.99,7538.86,95.96993767 +2018-05-26 07:00:00,7417.83,7640.46,7420.0,7549.99,810.0187657 +2018-05-26 06:00:00,7401.86,7440.0,7432.15,7420.0,85.66594406 +2018-05-26 05:00:00,7380.0,7434.0,7383.46,7432.15,114.81424611 +2018-05-26 04:00:00,7381.0,7430.31,7430.31,7383.46,239.50303675 +2018-05-26 03:00:00,7415.79,7436.07,7415.8,7430.31,83.46296109 +2018-05-26 02:00:00,7415.79,7454.08,7443.08,7415.8,151.87835539 +2018-05-26 01:00:00,7425.06,7469.61,7447.29,7443.08,142.73399518 +2018-05-26 00:00:00,7425.88,7459.11,7459.11,7447.29,142.91418708 +2018-05-25 23:00:00,7384.88,7499.99,7399.96,7459.11,332.7200577 +2018-05-25 22:00:00,7365.56,7439.08,7438.05,7399.96,262.49735171 +2018-05-25 21:00:00,7420.0,7451.28,7444.95,7438.04,227.37730424 +2018-05-25 20:00:00,7406.23,7453.78,7420.01,7444.95,209.96516709 +2018-05-25 19:00:00,7368.0,7447.56,7428.6,7420.01,513.78575892 +2018-05-25 18:00:00,7390.0,7440.65,7433.45,7428.61,567.58020025 +2018-05-25 17:00:00,7407.27,7476.63,7470.89,7433.45,568.06322707 +2018-05-25 16:00:00,7464.0,7496.01,7496.01,7470.89,222.1974365 +2018-05-25 15:00:00,7431.99,7513.0,7470.29,7496.01,422.81778084 +2018-05-25 14:00:00,7470.28,7512.99,7482.66,7470.29,227.50860659 +2018-05-25 13:00:00,7467.9,7504.84,7504.84,7481.62,273.37663506 +2018-05-25 12:00:00,7455.0,7545.86,7455.3,7504.84,386.1956189 +2018-05-25 11:00:00,7329.96,7480.22,7365.2,7455.3,688.60856089 +2018-05-25 10:00:00,7326.94,7474.9,7410.32,7365.2,569.10984021 +2018-05-25 09:00:00,7393.84,7452.46,7452.46,7410.77,236.32717049 +2018-05-25 08:00:00,7390.0,7459.86,7428.66,7452.46,330.77704735 +2018-05-25 07:00:00,7387.31,7520.71,7505.5,7430.0,716.48035075 +2018-05-25 06:00:00,7475.0,7649.98,7632.22,7505.5,505.0761749 +2018-05-25 05:00:00,7591.36,7639.98,7596.99,7632.22,152.19680445 +2018-05-25 04:00:00,7571.01,7619.0,7600.0,7596.98,159.42746516 +2018-05-25 03:00:00,7574.59,7630.0,7630.0,7600.0,312.66567402 +2018-05-25 02:00:00,7568.93,7661.85,7568.93,7630.0,461.83029702 +2018-05-25 01:00:00,7527.3,7573.83,7554.26,7568.93,142.87698418 +2018-05-25 00:00:00,7529.0,7588.61,7584.15,7554.26,191.91853 +2018-05-24 23:00:00,7537.97,7622.3,7579.99,7584.15,353.42871169 +2018-05-24 22:00:00,7520.88,7596.35,7539.94,7580.0,227.51850157 +2018-05-24 21:00:00,7476.1,7560.87,7555.01,7539.93,424.68452226 +2018-05-24 20:00:00,7515.04,7587.02,7587.02,7555.0,333.64945858 +2018-05-24 19:00:00,7559.46,7629.53,7590.9,7587.27,527.33287938 +2018-05-24 18:00:00,7500.0,7605.0,7514.76,7590.91,573.64708313 +2018-05-24 17:00:00,7446.14,7539.0,7520.92,7514.77,447.23831835 +2018-05-24 16:00:00,7487.8,7565.01,7562.15,7520.92,390.51135279 +2018-05-24 15:00:00,7493.16,7571.02,7502.58,7562.15,600.87804739 +2018-05-24 14:00:00,7461.83,7595.25,7491.13,7502.58,574.46459738 +2018-05-24 13:00:00,7480.9,7533.91,7505.02,7491.13,409.38382834 +2018-05-24 12:00:00,7269.0,7535.0,7362.93,7505.02,1171.38050647 +2018-05-24 11:00:00,7340.0,7395.89,7343.52,7362.93,373.21200014 +2018-05-24 10:00:00,7300.0,7400.0,7375.0,7343.51,299.71923705 +2018-05-24 09:00:00,7282.23,7434.11,7411.11,7375.0,769.30244016 +2018-05-24 08:00:00,7373.84,7557.69,7557.69,7407.1,866.58355772 +2018-05-24 07:00:00,7530.0,7677.86,7653.5,7557.68,522.20917145 +2018-05-24 06:00:00,7627.62,7695.73,7687.08,7653.51,175.81596837 +2018-05-24 05:00:00,7660.97,7725.0,7723.99,7687.07,190.46907514 +2018-05-24 04:00:00,7606.22,7734.99,7613.89,7724.0,574.85694706 +2018-05-24 03:00:00,7567.04,7650.0,7567.04,7617.57,398.15602411 +2018-05-24 02:00:00,7550.83,7612.5,7600.01,7567.05,254.49162229 +2018-05-24 01:00:00,7574.89,7647.0,7580.0,7600.01,487.67106801 +2018-05-24 00:00:00,7505.01,7608.88,7505.01,7585.0,428.75333866 +2018-05-23 23:00:00,7466.52,7581.71,7555.73,7505.0,583.31843435 +2018-05-23 22:00:00,7550.0,7645.57,7645.56,7555.73,410.36798002 +2018-05-23 21:00:00,7569.99,7645.64,7590.0,7645.64,375.58925042 +2018-05-23 20:00:00,7520.31,7659.54,7595.48,7590.0,1098.91349235 +2018-05-23 19:00:00,7497.1,7600.0,7497.1,7595.48,1033.5895804 +2018-05-23 18:00:00,7452.63,7546.78,7518.01,7497.09,1068.27069308 +2018-05-23 17:00:00,7433.19,7625.0,7615.27,7524.24,2100.72954018 +2018-05-23 16:00:00,7552.0,7714.96,7714.96,7615.28,2049.83063308 +2018-05-23 15:00:00,7666.0,7900.0,7888.01,7714.96,1309.89801945 +2018-05-23 14:00:00,7861.46,7905.0,7904.01,7890.0,356.77789611 +2018-05-23 13:00:00,7885.9,7938.65,7910.5,7904.0,254.58922142 +2018-05-23 12:00:00,7850.29,7936.0,7860.01,7910.5,298.44764092 +2018-05-23 11:00:00,7808.23,7877.32,7849.04,7860.0,281.22666399 +2018-05-23 10:00:00,7835.0,7911.46,7850.32,7849.03,254.06024198 +2018-05-23 09:00:00,7809.0,7866.56,7851.0,7850.31,274.36083594 +2018-05-23 08:00:00,7812.49,7889.38,7859.9,7851.0,369.09641892 +2018-05-23 07:00:00,7813.23,7945.13,7945.13,7859.92,696.68072283 +2018-05-23 06:00:00,7903.0,7949.72,7912.51,7945.13,111.0498882 +2018-05-23 05:00:00,7888.16,7932.4,7897.0,7912.51,287.7360768 +2018-05-23 04:00:00,7881.21,7952.45,7952.09,7897.0,369.51891751 +2018-05-23 03:00:00,7901.24,7973.28,7908.01,7952.09,381.46012331 +2018-05-23 02:00:00,7883.0,7927.0,7911.53,7908.01,449.10676137 +2018-05-23 01:00:00,7864.0,7963.0,7963.0,7911.52,970.79287433 +2018-05-23 00:00:00,7950.0,8030.06,7987.7,7963.0,507.05486032 +2018-05-22 23:00:00,7970.37,8043.28,7970.37,7987.7,575.67522656 +2018-05-22 22:00:00,7950.0,8100.01,8070.0,7970.38,926.95942175 +2018-05-22 21:00:00,8063.77,8108.65,8108.64,8070.01,520.11859027 +2018-05-22 20:00:00,8100.0,8195.81,8186.4,8108.94,461.00017141 +2018-05-22 19:00:00,8164.76,8216.59,8204.96,8186.4,307.81185341 +2018-05-22 18:00:00,8190.84,8219.72,8215.0,8204.96,246.00027591 +2018-05-22 17:00:00,8215.0,8235.2,8220.48,8215.0,294.37698008 +2018-05-22 16:00:00,8216.0,8239.99,8230.36,8220.49,235.76072826 +2018-05-22 15:00:00,8205.91,8240.0,8229.98,8230.35,148.3218867 +2018-05-22 14:00:00,8198.51,8231.84,8224.14,8228.0,249.57965364 +2018-06-16 13:00:00,6371.96,6440.0,6437.22,6405.63,311.86057733 +2018-06-16 12:00:00,6429.0,6470.0,6454.99,6437.22,102.03206851 +2018-06-16 11:00:00,6443.15,6470.71,6470.71,6455.0,86.9516229 +2018-06-16 10:00:00,6461.99,6514.91,6462.0,6470.7,156.81559359 +2018-06-16 09:00:00,6450.67,6467.48,6453.0,6461.99,78.56368255 +2018-06-16 08:00:00,6436.27,6459.0,6459.0,6453.0,75.02703915 +2018-06-16 07:00:00,6458.99,6475.21,6462.4,6458.99,102.19847729 +2018-06-16 06:00:00,6438.18,6471.22,6459.71,6462.39,144.13478841 +2018-06-16 05:00:00,6429.95,6481.41,6429.99,6459.72,162.6405443 +2018-06-16 04:00:00,6412.55,6439.0,6412.56,6430.0,118.43429151 +2018-06-16 03:00:00,6410.19,6454.55,6453.51,6418.21,198.04946261 +2018-06-16 02:00:00,6435.0,6454.57,6448.51,6454.57,180.09048497 +2018-06-16 01:00:00,6388.38,6450.0,6396.99,6448.52,197.62507637 +2018-06-16 00:00:00,6384.01,6421.92,6391.21,6397.0,213.24504754 +2018-06-15 23:00:00,6370.0,6418.0,6403.85,6391.22,395.72014784 +2018-06-15 22:00:00,6390.01,6478.76,6475.89,6402.5,408.03205234 +2018-06-15 21:00:00,6465.91,6499.3,6499.3,6475.89,182.63408612 +2018-06-15 20:00:00,6445.0,6550.44,6550.43,6499.3,554.05734459 +2018-06-15 19:00:00,6537.63,6554.75,6553.77,6550.42,193.83308108 +2018-06-15 18:00:00,6535.35,6558.28,6543.01,6553.76,177.8142445 +2018-06-15 17:00:00,6507.5,6572.29,6568.01,6543.01,305.86841461 +2018-06-15 16:00:00,6539.99,6616.72,6551.39,6568.02,281.64136042 +2018-06-15 15:00:00,6526.93,6556.52,6540.01,6551.39,198.29313817 +2018-06-15 14:00:00,6489.16,6550.0,6508.1,6540.01,213.14669188 +2018-06-15 13:00:00,6491.8,6543.6,6504.98,6508.09,355.62335855 +2018-06-15 12:00:00,6490.0,6534.25,6534.24,6504.99,279.17211276 +2018-06-15 11:00:00,6475.0,6660.0,6583.93,6534.25,1073.4105538 +2018-06-15 10:00:00,6564.58,6595.45,6587.08,6583.93,163.55787205 +2018-06-15 09:00:00,6561.32,6592.48,6589.01,6584.31,148.23828506 +2018-06-15 08:00:00,6559.53,6617.77,6580.99,6589.01,230.24876928 +2018-06-15 07:00:00,6576.01,6598.24,6578.07,6581.0,133.52470503 +2018-06-15 06:00:00,6564.11,6612.04,6576.01,6578.06,215.29035282 +2018-06-15 05:00:00,6543.06,6587.72,6564.99,6576.01,216.62669425 +2018-06-15 04:00:00,6537.68,6602.43,6600.13,6565.0,317.35863968 +2018-06-15 03:00:00,6585.72,6618.99,6592.94,6600.12,141.88928009 +2018-06-15 02:00:00,6561.0,6594.98,6592.41,6592.93,223.62703107 +2018-06-15 01:00:00,6564.84,6625.0,6620.0,6592.42,365.50023755 +2018-06-15 00:00:00,6592.04,6650.0,6638.49,6620.0,253.53047443 +2018-06-14 23:00:00,6590.11,6683.48,6621.8,6638.49,397.48448173 +2018-06-14 22:00:00,6591.79,6668.25,6658.0,6621.8,491.48958957 +2018-06-14 21:00:00,6650.0,6694.56,6662.51,6658.0,344.17047841 +2018-06-14 20:00:00,6638.5,6689.1,6652.0,6662.51,409.78543747 +2018-06-14 19:00:00,6617.11,6655.53,6650.0,6651.99,383.41880809 +2018-06-14 18:00:00,6612.18,6750.0,6612.18,6650.0,1168.24862659 +2018-06-14 17:00:00,6499.0,6660.0,6526.22,6612.18,1411.8990396 +2018-06-14 16:00:00,6339.99,6559.99,6340.0,6526.22,1054.06495976 +2018-06-14 15:00:00,6310.0,6415.0,6414.99,6340.0,828.66199442 +2018-06-14 14:00:00,6373.61,6436.12,6375.54,6414.98,345.28029877 +2018-06-14 13:00:00,6356.62,6479.15,6479.15,6375.53,950.18807868 +2018-06-14 12:00:00,6474.64,6525.01,6525.0,6479.14,286.82938259 +2018-06-14 11:00:00,6485.31,6539.99,6486.83,6525.01,333.63776697 +2018-06-14 10:00:00,6466.18,6500.0,6494.97,6486.82,347.44257435 +2018-06-14 09:00:00,6475.93,6498.53,6484.99,6494.45,157.49367358 +2018-06-14 08:00:00,6470.03,6538.47,6475.0,6485.0,843.8017854 +2018-06-14 07:00:00,6449.0,6488.67,6481.99,6475.0,335.58289985 +2018-06-14 06:00:00,6470.0,6500.0,6475.76,6481.99,307.05248448 +2018-06-14 05:00:00,6430.64,6484.0,6475.18,6475.76,407.96763035 +2018-06-14 04:00:00,6475.17,6510.0,6495.46,6475.17,304.51126131 +2018-06-14 03:00:00,6462.5,6504.32,6473.31,6495.46,462.35065074 +2018-06-14 02:00:00,6317.0,6529.8,6317.0,6473.3,2217.50335791 +2018-06-14 01:00:00,6277.87,6333.0,6280.32,6317.0,314.54452906 +2018-06-14 00:00:00,6269.0,6329.0,6302.32,6280.33,444.84546677 +2018-06-13 23:00:00,6287.77,6345.0,6329.26,6302.31,584.533028 +2018-06-13 22:00:00,6268.68,6350.0,6277.68,6329.26,688.61415305 +2018-06-13 21:00:00,6240.0,6288.42,6252.77,6277.69,430.371706 +2018-06-13 20:00:00,6233.11,6290.84,6281.0,6252.77,628.7641544 +2018-06-13 19:00:00,6250.45,6337.11,6327.01,6280.99,892.21109715 +2018-06-13 18:00:00,6311.17,6373.0,6321.86,6327.01,852.5538245 +2018-06-13 17:00:00,6231.11,6329.98,6280.19,6324.05,1568.75168109 +2018-06-13 16:00:00,6135.0,6400.0,6376.04,6280.19,4096.02429211 +2018-06-13 15:00:00,6342.0,6462.91,6430.15,6376.0,1009.85631918 +2018-06-13 14:00:00,6405.02,6455.13,6455.13,6432.95,768.19579636 +2018-06-13 13:00:00,6442.24,6487.31,6462.05,6455.13,376.71084936 +2018-06-13 12:00:00,6425.0,6488.46,6452.01,6462.06,499.38886359 +2018-06-13 11:00:00,6422.39,6463.0,6437.91,6452.01,289.42199066 +2018-06-13 10:00:00,6406.01,6479.04,6406.01,6437.9,558.71454045 +2018-06-13 09:00:00,6380.0,6537.88,6529.11,6406.01,1102.79246603 +2018-06-13 08:00:00,6505.0,6563.62,6542.84,6529.11,475.48551248 +2018-06-13 07:00:00,6535.13,6585.0,6574.74,6542.84,200.03481154 +2018-06-13 06:00:00,6564.89,6582.53,6567.12,6574.74,158.59119096 +2018-06-13 05:00:00,6559.5,6618.95,6591.09,6567.11,478.47038919 +2018-06-13 04:00:00,6529.29,6595.0,6554.5,6589.45,542.66894056 +2018-06-13 03:00:00,6541.0,6566.99,6559.01,6554.49,291.57972894 +2018-06-13 02:00:00,6554.27,6567.0,6555.0,6559.01,240.7699677 +2018-06-13 01:00:00,6541.0,6565.0,6555.01,6554.99,276.25004152 +2018-06-13 00:00:00,6541.0,6574.0,6549.47,6555.01,362.65952441 +2018-06-12 23:00:00,6481.47,6574.99,6535.0,6545.0,689.46814127 +2018-06-12 22:00:00,6526.6,6547.49,6543.81,6535.0,336.80515626 +2018-06-12 21:00:00,6507.42,6559.0,6537.54,6543.81,460.1903633 +2018-06-12 20:00:00,6490.08,6582.14,6510.01,6537.54,935.95496837 +2018-06-12 19:00:00,6450.0,6686.4,6686.39,6510.01,3004.00269459 +2018-06-12 18:00:00,6662.27,6729.93,6729.93,6686.39,712.08785232 +2018-06-12 17:00:00,6722.0,6749.0,6740.63,6725.38,327.08828131 +2018-06-12 16:00:00,6692.69,6770.0,6764.83,6740.63,479.17957426 +2018-06-12 15:00:00,6746.0,6765.0,6760.0,6764.84,249.04787212 +2018-06-12 14:00:00,6731.15,6774.45,6739.99,6760.0,381.01904066 +2018-06-12 13:00:00,6711.99,6743.02,6730.48,6739.99,424.72918458 +2018-06-12 12:00:00,6713.45,6840.0,6840.0,6732.89,393.05296079 +2018-06-12 11:00:00,6812.03,6848.45,6845.3,6840.0,133.13093399 +2018-06-12 10:00:00,6831.96,6849.99,6847.1,6845.3,126.69815682 +2018-06-12 09:00:00,6841.01,6859.95,6852.76,6847.09,58.95653738 +2018-06-12 08:00:00,6807.0,6870.0,6832.0,6852.77,130.35210982 +2018-06-12 07:00:00,6821.07,6854.0,6838.2,6831.37,186.0866166 +2018-06-12 06:00:00,6835.23,6846.85,6844.4,6838.2,91.04630972 +2018-06-12 05:00:00,6828.53,6850.0,6829.01,6844.4,132.08766544 +2018-06-12 04:00:00,6817.85,6854.98,6817.86,6829.01,200.54512916 +2018-06-12 03:00:00,6793.05,6870.0,6868.44,6817.85,275.78888561 +2018-06-12 02:00:00,6850.0,6875.0,6858.0,6868.43,437.79138854 +2018-06-12 01:00:00,6842.0,6859.99,6849.0,6858.0,267.69447747 +2018-06-12 00:00:00,6834.85,6885.84,6881.0,6849.0,388.1187359 +2018-06-11 23:00:00,6780.0,6913.83,6789.99,6881.0,819.93700575 +2018-06-11 22:00:00,6757.64,6789.99,6774.0,6789.98,326.89107948 +2018-06-11 21:00:00,6755.99,6775.0,6761.55,6773.99,366.97838048 +2018-06-11 20:00:00,6735.0,6769.99,6765.01,6761.54,488.00570913 +2018-06-11 19:00:00,6740.09,6800.0,6755.0,6765.01,573.41187305 +2018-06-11 18:00:00,6684.0,6770.0,6721.81,6755.0,662.18311939 +2018-06-11 17:00:00,6719.99,6749.71,6738.01,6721.81,353.20357009 +2018-06-11 16:00:00,6712.0,6758.77,6714.98,6738.01,471.39689829 +2018-06-11 15:00:00,6670.0,6735.0,6720.0,6714.99,610.02425967 +2018-06-11 14:00:00,6688.33,6758.73,6753.52,6719.99,722.57158883 +2018-06-11 13:00:00,6753.51,6773.0,6767.29,6753.52,373.43154922 +2018-06-11 12:00:00,6730.42,6788.8,6788.8,6767.29,487.60221666 +2018-06-11 11:00:00,6760.01,6797.0,6773.74,6788.79,373.93544654 +2018-06-11 10:00:00,6737.29,6777.7,6772.58,6773.74,309.94579796 +2018-06-11 09:00:00,6766.74,6819.99,6796.57,6772.8,435.20888029 +2018-06-11 08:00:00,6666.66,6839.3,6667.25,6796.57,700.67195249 +2018-06-11 07:00:00,6667.88,6780.0,6770.41,6667.88,392.02838282 +2018-06-11 06:00:00,6755.0,6778.7,6755.01,6770.42,184.43599068 +2018-06-11 05:00:00,6755.0,6806.33,6802.05,6755.01,249.67263178 +2018-06-11 04:00:00,6760.0,6812.8,6785.42,6802.05,365.18865066 +2018-06-11 03:00:00,6765.0,6799.0,6795.8,6785.37,367.04015702 +2018-06-11 02:00:00,6753.21,6829.75,6763.43,6795.79,854.27508829 +2018-06-11 01:00:00,6693.41,6763.43,6730.38,6763.43,543.36812352 +2018-06-11 00:00:00,6722.0,6772.92,6770.31,6730.39,589.13119118 +2018-06-10 23:00:00,6683.01,6780.0,6688.0,6770.31,725.01554208 +2018-06-10 22:00:00,6672.01,6758.79,6758.79,6687.99,1207.97171461 +2018-06-10 21:00:00,6707.81,6790.96,6719.85,6758.78,757.5397513 +2018-06-10 20:00:00,6705.0,6868.0,6868.0,6719.86,1399.93137066 +2018-06-10 19:00:00,6750.0,6868.0,6759.02,6868.0,2183.67829726 +2018-06-10 18:00:00,6652.0,6791.0,6751.96,6759.02,2576.18134601 +2018-06-10 17:00:00,6700.0,7216.36,7208.0,6755.93,4869.40380593 +2018-06-10 16:00:00,7201.0,7245.0,7236.99,7208.01,214.54925549 +2018-06-10 15:00:00,7210.1,7263.92,7240.01,7236.99,244.73331574 +2018-06-10 14:00:00,7230.93,7279.12,7279.12,7240.01,185.08167595 +2018-06-10 13:00:00,7187.01,7283.97,7237.81,7279.11,225.91744497 +2018-06-10 12:00:00,7226.0,7262.25,7235.0,7237.81,85.67860551 +2018-06-10 11:00:00,7221.14,7257.0,7247.59,7234.99,128.01687786 +2018-06-10 10:00:00,7222.09,7247.59,7243.15,7247.58,70.43883715 +2018-06-10 09:00:00,7222.0,7251.99,7222.0,7243.14,141.21727222 +2018-06-10 08:00:00,7187.5,7243.33,7209.4,7222.01,300.93780259 +2018-06-10 07:00:00,7200.0,7319.82,7319.82,7209.39,543.43176243 +2018-06-10 06:00:00,7299.01,7319.99,7305.37,7319.81,80.93581168 +2018-06-10 05:00:00,7289.99,7308.37,7289.99,7305.38,165.24557346 +2018-06-10 04:00:00,7272.38,7316.11,7272.38,7290.0,185.80938805 +2018-06-10 03:00:00,7265.0,7330.73,7327.34,7272.38,262.23469057 +2018-06-10 02:00:00,7279.6,7330.0,7327.0,7327.34,411.75979122 +2018-06-10 01:00:00,7279.6,7363.67,7280.07,7327.0,587.49466636 +2018-06-10 00:00:00,7280.07,7496.41,7496.41,7280.07,1235.57220739 +2018-06-09 23:00:00,7468.0,7609.97,7598.0,7496.4,614.98701156 +2018-06-09 22:00:00,7584.68,7620.0,7617.04,7597.99,90.16546451 +2018-06-09 21:00:00,7612.0,7630.0,7630.0,7617.04,75.60520834 +2018-06-09 20:00:00,7610.03,7630.0,7611.96,7630.0,105.24043179 +2018-06-09 19:00:00,7602.5,7615.0,7610.1,7611.96,61.47775949 +2018-06-09 18:00:00,7588.5,7610.11,7599.0,7610.11,196.60149828 +2018-06-09 17:00:00,7575.0,7600.0,7579.12,7599.0,90.10703446 +2018-06-09 16:00:00,7579.1,7617.7,7617.7,7579.11,119.16896497 +2018-06-09 15:00:00,7595.0,7622.25,7595.0,7619.69,142.16853034 +2018-06-09 14:00:00,7582.45,7605.24,7593.56,7595.01,97.6537283 +2018-06-09 13:00:00,7574.63,7605.0,7605.0,7593.56,148.24838085 +2018-06-09 12:00:00,7594.05,7642.95,7630.65,7604.99,88.23049094 +2018-06-09 11:00:00,7630.65,7650.01,7650.01,7630.66,31.81401982 +2018-06-09 10:00:00,7638.64,7654.82,7638.65,7650.01,41.07596445 +2018-06-09 09:00:00,7625.0,7642.57,7625.0,7638.64,34.58437768 +2018-06-09 08:00:00,7625.0,7651.42,7651.42,7625.01,44.19440834 +2018-06-09 07:00:00,7651.41,7667.38,7662.51,7651.42,30.27064726 +2018-06-09 06:00:00,7660.02,7670.0,7660.89,7662.51,77.12909359 +2018-06-09 05:00:00,7652.12,7668.88,7660.8,7660.89,59.9977733 +2018-06-09 04:00:00,7659.79,7670.0,7659.8,7660.8,52.2498646 +2018-06-09 03:00:00,7654.91,7671.77,7671.77,7659.8,72.66625314 +2018-06-09 02:00:00,7649.99,7680.0,7650.0,7671.77,288.95474681 +2018-06-09 01:00:00,7625.01,7650.0,7628.47,7650.0,105.23172929 +2018-06-09 00:00:00,7613.0,7631.96,7616.0,7628.47,107.42357847 +2018-06-08 23:00:00,7611.01,7641.03,7637.11,7618.8,106.39656692 +2018-06-08 22:00:00,7631.31,7649.99,7649.36,7637.1,161.97740619 +2018-06-08 21:00:00,7638.0,7649.36,7646.82,7649.36,101.81300826 +2018-06-08 20:00:00,7625.68,7650.0,7637.85,7646.82,255.29028275 +2018-06-08 19:00:00,7633.7,7644.5,7644.5,7637.85,109.70591883 +2018-06-08 18:00:00,7642.79,7650.0,7650.0,7644.49,102.63790759 +2018-06-08 17:00:00,7646.0,7657.0,7652.23,7650.0,131.72887685 +2018-06-08 16:00:00,7627.0,7665.0,7635.97,7652.23,174.44166956 +2018-06-08 15:00:00,7565.01,7644.05,7588.01,7635.97,547.73439052 +2018-06-08 14:00:00,7568.0,7591.55,7582.97,7588.01,187.05806567 +2018-06-08 13:00:00,7550.0,7584.61,7551.67,7582.97,114.69373752 +2018-06-08 12:00:00,7536.58,7575.98,7561.65,7551.67,190.68453345 +2018-06-08 11:00:00,7550.1,7576.6,7570.37,7560.01,247.60997835 +2018-06-08 10:00:00,7565.0,7630.61,7630.61,7570.37,269.93977779 +2018-06-08 09:00:00,7630.0,7640.0,7636.27,7630.6,59.18119689 +2018-06-08 08:00:00,7617.86,7636.27,7629.89,7636.27,52.43009121 +2018-06-08 07:00:00,7629.88,7650.0,7644.12,7629.89,107.56084098 +2018-06-08 06:00:00,7623.41,7644.12,7634.83,7644.12,80.68741498 +2018-06-08 05:00:00,7623.86,7635.99,7633.52,7634.83,84.60534734 +2018-06-08 04:00:00,7616.59,7648.09,7637.99,7633.51,176.08441615 +2018-06-08 03:00:00,7637.92,7656.98,7656.98,7639.03,125.84806767 +2018-06-08 02:00:00,7656.97,7679.0,7671.5,7656.98,315.34125766 +2018-06-08 01:00:00,7671.4,7684.96,7684.0,7671.5,71.03009737 +2018-06-08 00:00:00,7675.48,7690.0,7684.93,7684.01,171.06198291 +2018-06-07 23:00:00,7651.24,7684.93,7656.58,7684.93,133.64834573 +2018-06-07 22:00:00,7646.0,7660.0,7657.27,7656.58,195.84842744 +2018-06-07 21:00:00,7643.67,7663.81,7663.63,7657.27,223.20123874 +2018-06-07 20:00:00,7635.0,7692.26,7690.0,7661.0,392.2842908 +2018-06-07 19:00:00,7681.02,7697.76,7695.01,7690.01,245.5171908 +2018-06-07 18:00:00,7690.0,7700.0,7695.02,7695.01,128.84114571 +2018-06-07 17:00:00,7669.67,7719.99,7705.0,7695.02,343.34314758 +2018-06-07 16:00:00,7681.73,7705.0,7683.84,7705.0,163.97675905 +2018-06-07 15:00:00,7660.01,7704.75,7676.55,7683.85,289.9810625 +2018-06-07 14:00:00,7651.2,7700.0,7694.77,7676.55,223.46424215 +2018-06-07 13:00:00,7691.74,7707.5,7698.41,7694.78,128.99670362 +2018-06-07 12:00:00,7675.6,7709.87,7680.34,7698.42,101.60808887 +2018-06-07 11:00:00,7675.02,7694.96,7680.09,7680.34,154.3960111 +2018-06-07 10:00:00,7679.0,7700.0,7697.58,7680.24,90.9244752 +2018-06-07 09:00:00,7663.0,7699.73,7683.97,7697.57,76.32247314 +2018-06-07 08:00:00,7671.39,7719.99,7704.99,7683.97,195.44763764 +2018-06-07 07:00:00,7699.67,7709.54,7699.68,7705.0,63.15256256 +2018-06-07 06:00:00,7667.23,7706.65,7703.99,7699.68,400.418695 +2018-06-07 05:00:00,7700.0,7715.9,7714.4,7704.0,156.86335574 +2018-06-07 04:00:00,7700.0,7727.0,7727.0,7714.41,97.97693062 +2018-06-07 03:00:00,7703.4,7735.0,7708.0,7727.0,230.95764016 +2018-06-07 02:00:00,7708.0,7747.0,7716.79,7708.01,234.05931071 +2018-06-07 01:00:00,7706.29,7744.24,7716.46,7716.79,383.53402866 +2018-06-07 00:00:00,7654.99,7731.7,7655.0,7716.47,386.75902982 +2018-06-06 23:00:00,7632.45,7658.34,7656.83,7655.0,124.65822335 +2018-06-06 22:00:00,7637.15,7683.83,7654.76,7656.94,230.2496023 +2018-06-06 21:00:00,7614.13,7691.0,7616.28,7654.76,540.21460863 +2018-06-06 20:00:00,7508.25,7640.0,7529.96,7616.29,513.51913721 +2018-06-06 19:00:00,7509.38,7529.96,7509.38,7529.96,137.18574234 +2018-06-06 18:00:00,7484.0,7525.11,7525.11,7509.38,309.38644566 +2018-06-06 17:00:00,7515.01,7533.32,7515.17,7525.1,252.20599293 +2018-06-06 16:00:00,7501.0,7655.0,7655.0,7515.16,787.98591434 +2018-06-06 15:00:00,7620.79,7660.0,7620.84,7655.0,254.68628882 +2018-06-06 14:00:00,7620.01,7640.0,7635.01,7620.84,174.52855392 +2018-06-06 13:00:00,7630.0,7653.11,7653.11,7635.0,150.53036979 +2018-06-06 12:00:00,7601.11,7661.22,7615.39,7653.1,255.31984115 +2018-06-06 11:00:00,7606.9,7629.99,7606.9,7615.38,85.23636789 +2018-06-06 10:00:00,7590.0,7615.0,7594.01,7606.9,134.68561816 +2018-06-06 09:00:00,7589.41,7615.0,7611.31,7594.01,76.48941431 +2018-06-06 08:00:00,7582.89,7619.67,7612.57,7611.31,98.84001135 +2018-06-06 07:00:00,7607.15,7673.98,7625.64,7612.57,266.4236591 +2018-06-06 06:00:00,7598.99,7635.0,7599.0,7625.64,153.624752 +2018-06-06 05:00:00,7566.62,7599.0,7587.39,7599.0,260.81881679 +2018-06-06 04:00:00,7582.73,7617.0,7609.36,7587.38,281.51800953 +2018-06-06 03:00:00,7607.0,7622.33,7610.18,7609.36,84.21517797 +2018-06-06 02:00:00,7600.0,7628.0,7627.99,7610.17,169.28170506 +2018-06-06 01:00:00,7591.0,7628.0,7606.06,7628.0,218.08120785 +2018-06-06 00:00:00,7606.05,7627.73,7612.51,7606.05,177.20184399 +2018-06-05 23:00:00,7603.0,7628.9,7623.99,7612.51,152.39848791 +2018-06-05 22:00:00,7585.88,7624.0,7585.89,7624.0,150.3828424 +2018-06-05 21:00:00,7567.96,7632.59,7624.43,7585.89,491.09202133 +2018-06-05 20:00:00,7609.0,7635.0,7610.19,7624.43,242.39251376 +2018-06-05 19:00:00,7607.0,7626.86,7617.43,7611.41,223.67308236 +2018-06-05 18:00:00,7612.29,7649.9,7614.28,7617.43,250.64718089 +2018-06-05 17:00:00,7559.41,7677.5,7567.0,7615.05,696.93080664 +2018-06-05 16:00:00,7542.45,7590.0,7575.79,7567.0,366.29449308 +2018-06-05 15:00:00,7403.86,7578.75,7403.87,7575.79,643.57199091 +2018-06-05 14:00:00,7373.33,7409.47,7381.62,7403.86,223.87571475 +2018-06-05 13:00:00,7355.0,7423.75,7406.6,7381.62,306.87642297 +2018-06-05 12:00:00,7406.59,7433.81,7417.98,7406.59,105.27801469 +2018-06-05 11:00:00,7404.78,7437.94,7420.0,7417.98,99.78287759 +2018-06-05 10:00:00,7414.0,7437.34,7420.01,7419.99,39.48651907 +2018-06-05 09:00:00,7420.0,7450.0,7450.0,7420.01,72.42991371 +2018-06-05 08:00:00,7408.47,7463.78,7408.47,7450.01,109.31871179 +2018-06-05 07:00:00,7390.36,7425.17,7425.17,7408.47,109.13791215 +2018-06-05 06:00:00,7408.06,7446.68,7428.99,7426.95,112.86650315 +2018-06-05 05:00:00,7375.05,7429.0,7387.74,7428.99,113.85664037 +2018-06-05 04:00:00,7374.35,7418.0,7407.9,7387.73,193.3032829 +2018-06-05 03:00:00,7380.15,7417.1,7402.02,7407.91,226.04420821 +2018-06-05 02:00:00,7391.0,7487.22,7482.85,7404.04,525.71443829 +2018-06-05 01:00:00,7470.0,7499.99,7487.22,7482.85,189.10839407 +2018-06-05 00:00:00,7480.6,7500.0,7487.37,7487.22,95.60928782 +2018-06-04 23:00:00,7460.58,7500.0,7499.02,7487.37,380.85994532 +2018-06-04 22:00:00,7495.17,7532.4,7525.05,7498.66,174.41483286 +2018-06-04 21:00:00,7522.59,7541.0,7527.45,7525.04,245.32664214 +2018-06-04 20:00:00,7481.64,7527.45,7493.56,7527.45,273.34729516 +2018-06-04 19:00:00,7485.67,7506.86,7499.89,7493.56,171.55161386 +2018-06-04 18:00:00,7461.76,7499.95,7479.03,7499.89,266.48570163 +2018-06-04 17:00:00,7453.0,7485.0,7483.08,7479.03,308.04788784 +2018-06-04 16:00:00,7483.0,7500.0,7496.18,7483.07,153.71098734 +2018-06-04 15:00:00,7473.89,7500.0,7481.0,7496.17,300.10740289 +2018-06-04 14:00:00,7447.61,7505.53,7505.53,7481.0,685.16056334 +2018-06-04 13:00:00,7497.96,7529.98,7529.98,7505.52,246.15579115 +2018-06-04 12:00:00,7501.37,7537.83,7506.1,7529.86,163.96210101 +2018-06-04 11:00:00,7480.79,7595.01,7595.0,7506.1,683.2463924 +2018-06-04 10:00:00,7595.0,7617.89,7612.52,7595.01,50.13900169 +2018-06-04 09:00:00,7579.07,7612.52,7599.55,7612.52,69.09058072 +2018-06-04 08:00:00,7579.07,7601.89,7599.61,7599.54,83.10093891 +2018-06-04 07:00:00,7575.94,7619.27,7582.5,7599.62,92.80860846 +2018-06-04 06:00:00,7531.36,7661.78,7661.63,7582.51,657.09520459 +2018-06-04 05:00:00,7610.0,7696.21,7696.21,7661.63,298.9438541 +2018-06-04 04:00:00,7685.54,7696.21,7685.54,7696.21,34.96438892 +2018-06-04 02:00:00,7685.53,7706.8,7705.0,7685.54,146.80094781 +2018-06-29 01:00:00,5850.0,5906.91,5888.74,5873.92,432.89339376 +2018-06-29 00:00:00,5850.24,5900.0,5850.25,5888.75,540.9528252 +2018-06-28 23:00:00,5816.6,5941.51,5940.01,5851.66,1335.38137638 +2018-06-28 22:00:00,5875.04,5959.97,5922.41,5943.52,876.60404661 +2018-06-28 21:00:00,5915.0,6046.74,6046.73,5922.41,1197.60402177 +2018-06-28 20:00:00,6031.03,6092.76,6085.82,6046.74,414.9786851 +2018-06-28 19:00:00,6045.84,6099.52,6097.33,6085.12,452.25286704 +2018-06-28 18:00:00,6091.15,6104.11,6099.99,6097.33,235.21618801 +2018-06-28 17:00:00,6093.47,6100.0,6095.0,6099.99,161.52540221 +2018-06-28 16:00:00,6094.11,6114.51,6098.75,6095.01,183.53475473 +2018-06-28 15:00:00,6091.51,6109.99,6109.98,6098.75,259.63410923 +2018-06-28 14:00:00,6064.0,6122.0,6106.61,6109.99,449.53503053 +2018-06-28 13:00:00,6093.5,6106.61,6104.01,6106.61,333.69789898 +2018-06-28 12:00:00,6101.22,6120.01,6111.54,6104.01,99.81058107 +2018-06-28 11:00:00,6086.15,6112.15,6086.15,6111.54,87.70541859 +2018-06-28 10:00:00,6080.28,6103.58,6097.55,6086.16,118.62392088 +2018-06-28 09:00:00,6091.92,6118.61,6113.5,6097.28,107.40664501 +2018-06-28 08:00:00,6105.8,6127.43,6105.8,6113.49,166.87386671 +2018-06-28 07:00:00,6083.46,6105.8,6100.74,6105.8,154.90297195 +2018-06-28 06:00:00,6098.89,6110.89,6108.01,6100.75,55.29623719 +2018-06-28 05:00:00,6094.31,6114.05,6102.9,6108.01,82.50221395 +2018-06-28 04:00:00,6078.46,6107.06,6094.39,6102.91,181.34776368 +2018-06-28 03:00:00,6076.74,6124.2,6109.94,6094.39,197.41074716 +2018-06-28 02:00:00,6083.87,6147.54,6137.5,6109.94,273.22298187 +2018-06-28 01:00:00,6120.05,6142.01,6142.01,6137.5,153.84880698 +2018-06-28 00:00:00,6132.16,6161.47,6132.16,6142.0,190.89511097 +2018-06-27 23:00:00,6116.0,6175.43,6137.51,6132.17,382.36452264 +2018-06-27 22:00:00,6119.91,6145.0,6119.91,6137.51,261.56907472 +2018-06-27 21:00:00,6117.07,6128.95,6124.6,6117.07,220.74156426 +2018-06-27 20:00:00,6115.0,6136.26,6136.26,6126.79,278.19492057 +2018-06-27 19:00:00,6111.0,6149.25,6118.49,6136.25,411.64845232 +2018-06-27 18:00:00,6112.19,6126.0,6120.55,6118.49,204.99012628 +2018-06-27 17:00:00,6108.69,6129.99,6125.7,6120.55,280.54877119 +2018-06-27 16:00:00,6092.43,6130.0,6107.62,6125.69,342.21858915 +2018-06-27 15:00:00,6053.09,6150.0,6053.09,6107.61,1008.8314412 +2018-06-27 14:00:00,5983.56,6087.49,6087.48,6053.08,667.11173886 +2018-06-27 13:00:00,6085.04,6103.09,6085.04,6087.49,203.88346359 +2018-06-27 12:00:00,6056.61,6092.95,6092.95,6085.05,223.4162602 +2018-06-27 11:00:00,6088.0,6114.07,6112.87,6093.83,136.33542288 +2018-06-27 10:00:00,6087.5,6131.0,6097.96,6118.39,161.542543 +2018-06-27 09:00:00,6071.35,6100.0,6071.94,6097.96,111.90413143 +2018-06-27 08:00:00,6069.82,6117.06,6069.82,6071.94,141.70295474 +2018-06-27 07:00:00,6062.0,6084.0,6073.74,6069.82,63.93516 +2018-06-27 06:00:00,6073.72,6089.02,6074.24,6073.74,97.72840729 +2018-06-27 05:00:00,6055.0,6090.01,6055.01,6074.25,228.7389271 +2018-06-27 04:00:00,6039.69,6060.0,6039.69,6055.01,179.08134045 +2018-06-27 03:00:00,6035.0,6080.0,6071.09,6039.7,357.35150389 +2018-06-27 02:00:00,6066.0,6084.0,6083.01,6071.1,166.30670232 +2018-06-27 01:00:00,6060.0,6124.0,6090.01,6083.02,329.16955494 +2018-06-27 00:00:00,6020.0,6099.0,6074.01,6090.0,602.12067103 +2018-06-26 23:00:00,6006.39,6156.57,6156.57,6074.0,970.2652063 +2018-06-26 22:00:00,6100.0,6217.57,6217.56,6156.57,874.59412328 +2018-06-26 21:00:00,6180.0,6256.0,6182.39,6217.56,385.4649114 +2018-06-26 20:00:00,6170.04,6189.0,6170.04,6182.38,215.81961377 +2018-06-26 19:00:00,6164.44,6186.03,6170.0,6170.03,305.99456243 +2018-06-26 18:00:00,6170.0,6200.0,6195.0,6170.01,272.75156749 +2018-06-26 17:00:00,6174.23,6194.99,6185.0,6194.99,154.64085842 +2018-06-26 16:00:00,6168.48,6226.97,6185.0,6185.0,381.89190612 +2018-06-26 15:00:00,6161.92,6185.0,6181.0,6185.0,283.88828599 +2018-06-26 14:00:00,6127.36,6196.55,6169.0,6181.01,392.82180605 +2018-06-26 13:00:00,6146.93,6238.33,6207.94,6169.25,441.84149114 +2018-06-26 12:00:00,6196.02,6225.02,6203.5,6207.93,119.36892081 +2018-06-26 11:00:00,6195.5,6221.41,6221.41,6203.5,98.29246615 +2018-06-26 10:00:00,6188.59,6225.0,6188.59,6221.42,96.02336939 +2018-06-26 09:00:00,6154.0,6218.99,6217.0,6188.6,188.46706811 +2018-06-26 08:00:00,6191.3,6226.57,6226.57,6217.0,128.42532363 +2018-06-26 07:00:00,6210.03,6236.78,6236.52,6226.57,171.17920085 +2018-06-26 06:00:00,6236.51,6255.02,6250.0,6236.51,91.32912517 +2018-06-26 05:00:00,6239.78,6271.0,6246.82,6249.99,128.1636581 +2018-06-26 04:00:00,6226.13,6250.0,6238.01,6246.82,193.51121283 +2018-06-26 03:00:00,6221.87,6251.78,6241.08,6238.01,134.6459362 +2018-06-26 02:00:00,6228.2,6241.08,6228.2,6241.08,106.81561204 +2018-06-26 01:00:00,6192.67,6237.01,6192.67,6228.2,257.54776608 +2018-06-26 00:00:00,6184.17,6260.0,6246.01,6192.68,286.93775676 +2018-06-25 23:00:00,6233.0,6250.0,6233.63,6246.01,180.34511092 +2018-06-25 22:00:00,6230.3,6273.02,6259.99,6235.46,180.95234353 +2018-06-25 21:00:00,6243.84,6260.0,6250.05,6260.0,185.19742882 +2018-06-25 20:00:00,6245.0,6274.0,6258.55,6250.36,203.70873933 +2018-06-25 19:00:00,6237.99,6269.96,6265.0,6258.54,408.54539466 +2018-06-25 18:00:00,6254.83,6294.08,6280.0,6265.0,321.6996709 +2018-06-25 17:00:00,6263.14,6288.36,6276.01,6280.01,197.7507517 +2018-06-25 16:00:00,6256.0,6321.85,6289.5,6276.01,393.82178597 +2018-06-25 15:00:00,6271.0,6305.0,6294.0,6287.65,438.7507532 +2018-06-25 14:00:00,6121.27,6340.01,6136.12,6294.01,1687.80655472 +2018-06-25 13:00:00,6081.5,6136.95,6109.68,6136.13,279.8986334 +2018-06-25 12:00:00,6070.13,6275.0,6228.56,6109.69,1715.69094984 +2018-06-25 11:00:00,6180.31,6235.57,6183.23,6228.56,564.81500634 +2018-06-25 10:00:00,6164.99,6220.0,6165.0,6183.24,509.5883047 +2018-06-25 09:00:00,6149.22,6175.0,6153.43,6164.99,169.44243042 +2018-06-25 08:00:00,6144.98,6180.0,6152.86,6153.43,250.82402051 +2018-06-25 07:00:00,6146.0,6164.7,6164.69,6152.86,104.97919214 +2018-06-25 06:00:00,6144.04,6190.0,6150.24,6165.89,212.73077365 +2018-06-25 05:00:00,6138.05,6161.77,6138.05,6150.23,85.60567395 +2018-06-25 04:00:00,6136.13,6188.89,6136.13,6141.33,291.8755938 +2018-06-25 03:00:00,6116.0,6147.44,6134.47,6136.0,229.64168187 +2018-06-25 02:00:00,6115.67,6144.98,6144.63,6134.47,215.70619249 +2018-06-25 01:00:00,6143.0,6168.0,6168.0,6144.63,171.56377268 +2018-06-25 00:00:00,6137.76,6185.82,6150.0,6169.5,236.34768862 +2018-06-24 23:00:00,6121.71,6170.0,6146.57,6149.99,178.45039917 +2018-06-24 22:00:00,6111.0,6160.99,6155.76,6146.48,320.54973899 +2018-06-24 21:00:00,6149.96,6193.0,6182.25,6155.76,172.72965209 +2018-06-24 20:00:00,6153.11,6199.0,6178.5,6182.25,391.43562786 +2018-06-24 19:00:00,6157.59,6200.0,6181.48,6178.51,464.54191365 +2018-06-24 18:00:00,6153.38,6199.99,6188.38,6181.49,622.06586581 +2018-06-24 17:00:00,6137.16,6250.0,6200.0,6188.38,1450.6035764 +2018-06-24 16:00:00,5778.22,6255.8,5783.52,6200.0,1981.28897125 +2018-06-24 15:00:00,5777.0,5924.9,5924.9,5778.11,1214.87286674 +2018-06-24 14:00:00,5915.22,5947.17,5947.17,5924.89,247.11479089 +2018-06-24 13:00:00,5907.07,5947.17,5916.99,5947.17,378.6106766 +2018-06-24 12:00:00,5890.73,5925.83,5925.83,5916.98,457.12146906 +2018-06-24 11:00:00,5900.65,5943.81,5942.0,5925.82,342.35754997 +2018-06-24 10:00:00,5885.0,5950.0,5893.98,5942.0,175.02569738 +2018-06-24 09:00:00,5863.54,5907.48,5863.55,5893.98,221.0060531 +2018-06-24 08:00:00,5830.0,5880.0,5863.74,5863.55,253.57086664 +2018-06-24 07:00:00,5860.01,5919.99,5898.71,5863.74,481.7730969 +2018-06-24 06:00:00,5825.0,5910.75,5910.75,5898.71,850.74190068 +2018-06-24 05:00:00,5867.0,5935.0,5918.78,5910.75,704.76679272 +2018-06-24 04:00:00,5900.0,6085.0,6084.99,5918.77,1155.95344773 +2018-06-24 03:00:00,6048.49,6120.16,6120.16,6085.0,402.95698841 +2018-06-24 02:00:00,6107.39,6124.06,6107.39,6120.17,112.64964822 +2018-06-24 01:00:00,6080.0,6138.59,6132.02,6107.39,362.73170975 +2018-06-24 00:00:00,6113.63,6192.75,6178.29,6132.01,268.4002389 +2018-06-23 23:00:00,6160.0,6200.2,6200.19,6178.29,244.99786387 +2018-06-23 22:00:00,6196.39,6250.0,6232.0,6200.2,245.88841317 +2018-06-23 21:00:00,6131.1,6240.0,6133.92,6232.84,296.06744578 +2018-06-23 20:00:00,6130.0,6145.0,6143.8,6133.93,150.53989315 +2018-06-23 19:00:00,6121.12,6158.99,6140.22,6143.81,433.40151323 +2018-06-23 18:00:00,6125.0,6150.0,6141.04,6144.98,273.97728655 +2018-06-23 17:00:00,6113.76,6144.93,6129.0,6141.18,376.12223773 +2018-06-23 16:00:00,6115.0,6139.96,6119.92,6129.0,236.07670495 +2018-06-23 15:00:00,6073.57,6131.24,6131.24,6119.92,372.69116921 +2018-06-23 14:00:00,6120.02,6160.0,6160.0,6131.23,133.11120549 +2018-06-23 13:00:00,6110.01,6160.0,6143.92,6160.0,176.35024421 +2018-06-23 12:00:00,6087.38,6150.0,6149.98,6143.91,307.91531482 +2018-06-23 11:00:00,6124.99,6189.53,6145.63,6150.75,329.47754741 +2018-06-23 10:00:00,6129.47,6148.0,6139.0,6143.15,149.55204422 +2018-06-23 09:00:00,6104.02,6165.0,6104.03,6139.0,126.62725331 +2018-06-23 08:00:00,6092.99,6140.99,6120.29,6104.02,79.25134216 +2018-06-23 07:00:00,6055.0,6123.96,6064.04,6120.28,90.01752834 +2018-06-23 06:00:00,6040.01,6105.28,6105.27,6064.03,266.71434034 +2018-06-23 05:00:00,6102.84,6144.46,6133.3,6105.27,117.62065598 +2018-06-23 04:00:00,6100.75,6146.0,6110.0,6133.29,151.02998167 +2018-06-23 03:00:00,6089.82,6141.27,6135.88,6110.0,257.2176359 +2018-06-23 02:00:00,6119.08,6160.0,6144.0,6135.88,337.50371492 +2018-06-23 01:00:00,6129.29,6159.99,6149.81,6144.0,215.35794737 +2018-06-23 00:00:00,6040.08,6174.98,6059.82,6149.81,702.69858709 +2018-06-22 23:00:00,6040.1,6081.59,6081.59,6059.82,337.63571896 +2018-06-22 22:00:00,5965.0,6098.77,6028.43,6081.59,817.27684665 +2018-06-22 21:00:00,5921.21,6080.38,6080.37,6032.27,2656.10385724 +2018-06-22 20:00:00,6025.0,6210.0,6195.66,6080.37,1677.85326272 +2018-06-22 19:00:00,6186.93,6248.99,6225.0,6195.33,751.38537453 +2018-06-22 18:00:00,6157.0,6247.0,6157.79,6226.21,596.34392475 +2018-06-22 17:00:00,6130.0,6186.5,6179.14,6160.0,552.42941017 +2018-06-22 16:00:00,6128.0,6187.49,6159.97,6179.14,663.56677622 +2018-06-22 15:00:00,6120.09,6190.0,6174.01,6159.98,760.87905837 +2018-06-22 14:00:00,6120.0,6206.39,6120.0,6174.01,905.68047467 +2018-06-22 13:00:00,6070.93,6340.91,6340.81,6120.0,2484.29967786 +2018-06-22 12:00:00,6325.72,6367.0,6360.11,6340.81,324.24556653 +2018-06-22 11:00:00,6341.59,6378.73,6373.0,6360.11,216.34274869 +2018-06-22 10:00:00,6308.67,6387.62,6308.67,6373.0,542.10165122 +2018-06-22 09:00:00,6291.99,6399.99,6399.99,6308.67,542.84946957 +2018-06-22 08:00:00,6347.0,6522.37,6511.42,6399.99,846.20102469 +2018-06-22 07:00:00,6468.34,6649.53,6649.53,6508.48,1699.69974652 +2018-06-22 06:00:00,6645.0,6666.16,6660.91,6649.53,74.63877395 +2018-06-22 05:00:00,6660.9,6672.0,6662.66,6660.91,101.73909164 +2018-06-22 04:00:00,6645.0,6670.0,6670.0,6662.66,198.93378502 +2018-06-22 03:00:00,6662.84,6678.15,6662.84,6669.99,138.04745332 +2018-06-22 02:00:00,6632.38,6668.5,6636.99,6662.84,339.49757984 +2018-06-22 01:00:00,6613.75,6722.01,6722.0,6637.0,851.02402423 +2018-06-22 00:00:00,6718.99,6725.0,6719.01,6722.01,114.47569551 +2018-06-21 23:00:00,6718.0,6720.77,6720.77,6719.01,101.46806083 +2018-06-21 22:00:00,6700.0,6743.0,6711.05,6720.77,380.77857295 +2018-06-21 21:00:00,6705.08,6720.0,6719.8,6711.06,174.78523341 +2018-06-21 20:00:00,6708.98,6726.99,6713.8,6717.32,155.4599123 +2018-06-21 19:00:00,6695.0,6719.0,6695.01,6713.8,163.00286192 +2018-06-21 18:00:00,6695.0,6715.95,6715.94,6695.0,200.6550642 +2018-06-21 17:00:00,6690.48,6720.0,6716.9,6715.95,191.40797953 +2018-06-21 16:00:00,6710.0,6729.0,6718.99,6716.9,199.97641291 +2018-06-21 15:00:00,6713.82,6738.29,6723.0,6718.99,209.4181122 +2018-06-21 14:00:00,6695.36,6726.13,6726.12,6723.0,197.94232892 +2018-06-21 13:00:00,6692.45,6728.77,6717.29,6726.12,361.89384283 +2018-06-21 12:00:00,6717.28,6736.9,6734.99,6717.28,122.90666959 +2018-06-21 11:00:00,6719.9,6739.0,6739.0,6735.0,102.28766512 +2018-06-21 10:00:00,6728.72,6780.0,6735.97,6739.0,250.78365599 +2018-06-21 09:00:00,6682.3,6744.9,6726.0,6734.99,334.86995548 +2018-06-21 08:00:00,6720.99,6756.05,6756.05,6726.0,106.39424969 +2018-06-21 07:00:00,6754.0,6764.0,6761.21,6756.05,43.40304439 +2018-06-21 06:00:00,6740.1,6761.26,6754.99,6761.06,97.88497592 +2018-06-21 05:00:00,6751.5,6760.1,6760.1,6754.99,71.95599854 +2018-06-21 04:00:00,6752.29,6770.01,6770.0,6760.09,77.16933218 +2018-06-21 03:00:00,6762.81,6779.44,6779.44,6770.0,102.38877034 +2018-06-21 02:00:00,6757.29,6787.0,6757.3,6779.44,190.80705309 +2018-06-21 01:00:00,6747.31,6760.8,6757.48,6757.3,96.46514681 +2018-06-21 00:00:00,6732.22,6781.43,6759.54,6757.49,450.89789789 +2018-06-20 23:00:00,6735.75,6759.18,6737.67,6759.18,220.04794315 +2018-06-20 22:00:00,6710.3,6737.68,6718.31,6737.68,211.45281615 +2018-06-20 21:00:00,6718.31,6749.49,6749.49,6718.32,198.54229005 +2018-06-20 20:00:00,6707.44,6755.0,6754.16,6749.93,276.22463493 +2018-06-20 19:00:00,6746.0,6755.91,6746.0,6754.16,154.86689815 +2018-06-20 18:00:00,6741.19,6762.72,6749.38,6746.0,280.54145093 +2018-06-20 17:00:00,6743.08,6757.0,6755.26,6749.37,211.62952708 +2018-06-20 16:00:00,6755.25,6817.0,6756.85,6755.26,851.86017491 +2018-06-20 15:00:00,6752.01,6764.0,6758.71,6756.85,300.57487693 +2018-06-20 14:00:00,6728.01,6779.56,6728.02,6758.71,390.75295553 +2018-06-20 13:00:00,6587.06,6760.0,6616.09,6728.02,713.35430704 +2018-06-20 12:00:00,6612.67,6635.1,6635.1,6616.1,123.49842779 +2018-06-20 11:00:00,6622.0,6638.87,6622.71,6635.1,109.93095302 +2018-06-20 10:00:00,6611.12,6648.41,6643.33,6622.71,115.28443229 +2018-06-20 09:00:00,6630.0,6662.49,6640.01,6643.33,97.55629615 +2018-06-20 08:00:00,6627.76,6641.03,6627.76,6640.01,91.50654948 +2018-06-20 07:00:00,6618.21,6634.9,6624.73,6627.77,137.89359797 +2018-06-20 06:00:00,6595.8,6656.01,6599.98,6624.73,230.68086046 +2018-06-20 05:00:00,6595.93,6611.84,6602.63,6599.98,169.89163195 +2018-06-20 04:00:00,6578.8,6613.01,6613.01,6602.64,165.55475986 +2018-06-20 03:00:00,6609.99,6622.82,6610.0,6613.01,169.52587042 +2018-06-20 02:00:00,6599.53,6625.0,6625.0,6610.0,222.54101209 +2018-06-20 01:00:00,6557.66,6675.04,6670.2,6624.99,952.98600392 +2018-06-20 00:00:00,6658.96,6742.2,6736.41,6670.2,286.59530046 +2018-06-19 23:00:00,6717.0,6743.22,6724.95,6736.41,185.65179694 +2018-06-19 22:00:00,6703.14,6730.0,6717.0,6724.94,154.38233469 +2018-06-19 21:00:00,6692.75,6733.72,6695.64,6717.0,256.29530367 +2018-06-19 20:00:00,6690.58,6744.21,6744.21,6695.65,375.85545107 +2018-06-19 19:00:00,6716.0,6747.01,6716.01,6744.21,187.74786565 +2018-06-19 18:00:00,6708.44,6723.82,6720.01,6716.01,266.79497352 +2018-06-19 17:00:00,6700.12,6724.41,6715.0,6720.01,150.25662296 +2018-06-19 16:00:00,6670.01,6750.3,6750.3,6714.99,579.17772958 +2018-06-19 15:00:00,6741.93,6756.46,6744.99,6750.29,250.82018373 +2018-06-19 14:00:00,6735.06,6760.0,6755.99,6744.99,379.4393371 +2018-06-19 13:00:00,6752.53,6829.06,6763.03,6756.0,746.97916022 +2018-06-19 12:00:00,6724.0,6778.0,6724.01,6764.62,377.6331573 +2018-06-19 11:00:00,6706.11,6768.48,6708.79,6724.01,563.38685919 +2018-06-19 10:00:00,6687.4,6736.55,6711.21,6709.77,283.57403454 +2018-06-19 09:00:00,6694.36,6711.21,6694.36,6711.21,62.06243981 +2018-06-19 08:00:00,6679.5,6708.29,6702.88,6694.35,88.85448174 +2018-06-19 07:00:00,6674.47,6705.45,6684.89,6702.87,78.22174541 +2018-06-19 06:00:00,6676.25,6712.74,6707.29,6684.89,133.56568768 +2018-06-19 05:00:00,6690.89,6714.21,6708.01,6707.29,81.55807065 +2018-06-19 04:00:00,6689.0,6711.32,6690.0,6708.01,83.51373144 +2018-06-19 03:00:00,6680.0,6701.0,6684.98,6689.99,219.62245173 +2018-06-19 02:00:00,6676.03,6723.1,6711.01,6684.98,349.04327758 +2018-06-19 01:00:00,6711.0,6720.0,6714.5,6711.0,147.52022626 +2018-06-19 00:00:00,6709.19,6723.09,6709.19,6714.5,153.22495131 +2018-06-18 23:00:00,6689.9,6711.49,6704.2,6709.02,159.13032831 +2018-06-18 22:00:00,6701.68,6724.0,6714.01,6704.19,171.90975178 +2018-06-18 21:00:00,6704.08,6724.0,6723.84,6714.02,278.5814265 +2018-06-18 20:00:00,6695.13,6724.0,6697.33,6724.0,431.88453625 +2018-06-18 19:00:00,6670.0,6729.88,6726.15,6698.23,474.20444408 +2018-06-18 18:00:00,6718.0,6750.0,6725.86,6726.16,429.25352686 +2018-06-18 17:00:00,6644.99,6807.64,6644.99,6725.85,1268.81761785 +2018-06-18 16:00:00,6457.0,6679.99,6461.92,6644.99,1631.05994882 +2018-06-18 15:00:00,6442.18,6470.0,6455.0,6461.91,219.32919916 +2018-06-18 14:00:00,6422.07,6476.06,6435.87,6454.63,329.43653038 +2018-06-18 13:00:00,6404.61,6437.69,6428.39,6435.87,238.87727524 +2018-06-18 12:00:00,6421.66,6442.11,6421.98,6428.4,154.69379604 +2018-06-18 11:00:00,6398.22,6431.01,6431.0,6421.97,183.55092458 +2018-06-18 10:00:00,6431.0,6456.04,6454.68,6431.0,118.02591802 +2018-06-18 09:00:00,6450.36,6474.9,6462.52,6454.68,122.21013656 +2018-06-18 08:00:00,6432.24,6489.99,6440.0,6462.52,200.48934415 +2018-06-18 07:00:00,6423.22,6441.5,6437.0,6440.0,99.13290515 +2018-06-18 06:00:00,6419.99,6445.0,6424.74,6436.99,141.89829762 +2018-06-18 05:00:00,6391.89,6447.48,6405.65,6426.6,214.74351039 +2018-06-18 04:00:00,6385.02,6418.87,6413.01,6405.64,187.15367357 +2018-06-18 03:00:00,6405.53,6434.0,6434.0,6413.01,104.26509751 +2018-06-18 02:00:00,6420.83,6434.0,6429.99,6433.99,84.01028036 +2018-06-18 01:00:00,6385.0,6440.95,6404.5,6429.99,380.27164789 +2018-06-18 00:00:00,6392.0,6455.0,6447.15,6404.49,423.12581836 +2018-06-17 23:00:00,6428.14,6486.98,6486.98,6447.16,346.90937711 +2018-06-17 22:00:00,6475.38,6505.0,6493.0,6486.98,182.78401138 +2018-06-17 21:00:00,6480.0,6505.0,6497.32,6493.0,134.87843106 +2018-06-17 20:00:00,6479.9,6517.59,6517.59,6497.32,191.07422696 +2018-06-17 19:00:00,6505.7,6539.99,6505.7,6517.58,173.49092478 +2018-06-17 18:00:00,6495.0,6509.01,6500.3,6504.97,147.71531777 +2018-06-17 17:00:00,6493.83,6512.0,6504.41,6499.0,94.24142754 +2018-06-17 16:00:00,6496.13,6519.6,6517.4,6504.4,186.17289251 +2018-06-17 15:00:00,6444.44,6520.0,6478.35,6517.4,278.49914043 +2018-06-17 14:00:00,6464.94,6490.0,6484.15,6478.36,125.10958946 +2018-06-17 13:00:00,6450.0,6490.04,6455.56,6484.16,154.60921152 +2018-06-17 12:00:00,6454.15,6509.99,6509.18,6455.56,140.5583699 +2018-06-17 11:00:00,6502.65,6521.55,6521.54,6509.18,69.03393006 +2018-06-17 10:00:00,6505.99,6524.42,6524.42,6521.54,48.32511081 +2018-06-17 09:00:00,6506.43,6524.42,6508.37,6524.42,70.9795132 +2018-06-17 08:00:00,6508.37,6570.01,6526.21,6508.38,165.39353292 +2018-06-17 07:00:00,6505.0,6527.98,6505.01,6526.21,70.85599089 +2018-06-17 06:00:00,6505.0,6510.01,6510.01,6505.0,60.95719393 +2018-06-17 05:00:00,6510.0,6536.76,6527.52,6510.01,42.57402699 +2018-06-17 04:00:00,6509.71,6546.33,6536.38,6527.52,163.11197417 +2018-06-17 03:00:00,6519.32,6539.0,6519.32,6532.88,151.32765795 +2018-06-17 02:00:00,6514.13,6536.95,6519.99,6519.31,126.44963874 +2018-06-17 01:00:00,6506.89,6528.26,6506.9,6520.0,73.04049156 +2018-06-17 00:00:00,6484.3,6520.0,6484.3,6506.89,77.00594383 +2018-06-16 23:00:00,6472.97,6532.51,6532.51,6484.29,156.61302342 +2018-06-16 22:00:00,6521.14,6541.99,6525.0,6532.52,76.50616333 +2018-06-16 21:00:00,6516.09,6543.54,6520.5,6525.0,157.68074639 +2018-06-16 20:00:00,6495.97,6529.99,6497.98,6520.01,145.51369265 +2018-06-16 19:00:00,6485.0,6513.0,6509.68,6497.97,169.31361659 +2018-06-16 18:00:00,6501.0,6531.32,6527.24,6509.68,133.16302945 +2018-06-16 17:00:00,6492.3,6544.0,6520.65,6527.24,302.60566313 +2018-06-16 16:00:00,6340.07,6549.99,6363.81,6520.67,732.88655034 +2018-06-16 15:00:00,6330.0,6415.96,6415.11,6363.82,377.22890222 +2018-06-16 14:00:00,6393.39,6416.0,6405.63,6415.11,142.1494185 +2018-07-11 13:00:00,6364.05,6387.01,6370.25,6373.57,199.21759175 +2018-07-11 12:00:00,6357.5,6388.18,6375.88,6370.25,112.36868658 +2018-07-11 11:00:00,6350.53,6395.98,6350.53,6375.87,185.83756003 +2018-07-11 10:00:00,6331.85,6352.0,6342.62,6350.54,69.3037239 +2018-07-11 09:00:00,6328.26,6372.0,6371.47,6342.62,98.15337374 +2018-07-11 08:00:00,6342.37,6371.99,6342.38,6371.47,55.17819959 +2018-07-11 07:00:00,6314.99,6363.23,6315.0,6342.37,180.76090611 +2018-07-11 06:00:00,6281.01,6338.6,6337.47,6314.99,188.81890846 +2018-07-11 05:00:00,6291.3,6345.26,6345.26,6337.47,211.87144657 +2018-07-11 04:00:00,6323.5,6358.48,6344.5,6345.25,129.31641362 +2018-07-11 03:00:00,6336.08,6374.56,6366.56,6344.51,171.12730205 +2018-07-11 02:00:00,6360.0,6374.96,6368.75,6366.56,85.10393063 +2018-07-11 01:00:00,6357.99,6391.2,6383.6,6368.76,160.68758923 +2018-07-11 00:00:00,6282.77,6400.0,6303.69,6382.57,815.64201129 +2018-07-10 23:00:00,6279.0,6372.0,6369.2,6303.7,876.70658269 +2018-07-10 22:00:00,6361.0,6385.0,6378.2,6369.2,243.8270611 +2018-07-10 21:00:00,6375.6,6402.18,6386.84,6378.2,171.74817003 +2018-07-10 20:00:00,6374.99,6399.38,6375.0,6386.84,206.72543379 +2018-07-10 19:00:00,6360.1,6376.0,6376.0,6375.0,149.6083619 +2018-07-10 18:00:00,6364.0,6384.15,6368.72,6376.0,218.51818357 +2018-07-10 17:00:00,6344.92,6374.0,6355.0,6368.73,187.48678268 +2018-07-10 16:00:00,6334.25,6409.47,6381.0,6355.0,416.20567217 +2018-07-10 15:00:00,6365.0,6385.0,6380.01,6381.0,224.83131345 +2018-07-10 14:00:00,6340.28,6385.26,6385.26,6380.01,387.57832476 +2018-07-10 13:00:00,6362.98,6395.62,6367.64,6385.25,322.70440759 +2018-07-10 12:00:00,6324.56,6379.0,6361.32,6367.64,387.93353215 +2018-07-10 11:00:00,6320.16,6470.29,6470.21,6361.31,1009.68011061 +2018-07-10 10:00:00,6431.0,6475.0,6444.16,6470.21,374.26350536 +2018-07-10 09:00:00,6424.87,6591.84,6591.84,6444.16,1318.20968174 +2018-07-10 08:00:00,6581.4,6613.98,6604.34,6591.84,63.06966793 +2018-07-10 07:00:00,6586.15,6607.85,6601.71,6604.34,46.06441627 +2018-07-10 06:00:00,6565.98,6627.44,6627.44,6601.71,489.85424705 +2018-07-10 05:00:00,6622.37,6645.0,6641.4,6627.43,87.73086807 +2018-07-10 04:00:00,6627.86,6647.72,6634.53,6641.39,92.11619446 +2018-07-10 03:00:00,6620.83,6648.0,6631.26,6634.52,179.96828114 +2018-07-10 02:00:00,6623.0,6660.03,6655.14,6631.26,287.74838142 +2018-07-10 01:00:00,6654.12,6674.0,6666.01,6655.14,204.10854209 +2018-07-10 00:00:00,6640.22,6679.47,6664.01,6666.0,231.1791036 +2018-07-09 23:00:00,6625.0,6700.0,6699.23,6664.01,626.4894285 +2018-07-09 22:00:00,6680.0,6815.82,6712.18,6700.0,1021.89469059 +2018-07-09 21:00:00,6695.0,6712.18,6700.0,6712.18,193.52991549 +2018-07-09 20:00:00,6700.0,6712.16,6712.16,6700.0,164.95396484 +2018-07-09 19:00:00,6701.0,6712.17,6701.08,6712.15,202.74773502 +2018-07-09 18:00:00,6681.03,6702.0,6691.0,6701.08,254.00555791 +2018-07-09 17:00:00,6669.32,6708.57,6708.57,6690.99,301.46515714 +2018-07-09 16:00:00,6670.0,6719.77,6716.43,6708.56,427.90480448 +2018-07-09 15:00:00,6715.0,6727.73,6719.5,6716.43,178.07674839 +2018-07-09 14:00:00,6715.01,6725.0,6725.0,6719.5,219.16040126 +2018-07-09 13:00:00,6705.33,6734.73,6707.93,6725.0,217.76692696 +2018-07-09 12:00:00,6700.16,6718.99,6712.61,6707.92,98.30484637 +2018-07-09 11:00:00,6692.55,6748.84,6692.63,6712.6,205.27502978 +2018-07-09 10:00:00,6676.62,6699.58,6686.35,6692.64,47.17524321 +2018-07-09 09:00:00,6660.01,6711.36,6711.36,6686.35,179.07392577 +2018-07-09 08:00:00,6710.0,6724.0,6720.35,6711.35,60.67006464 +2018-07-09 07:00:00,6702.84,6738.58,6705.5,6720.35,68.74055 +2018-07-09 06:00:00,6695.9,6709.86,6695.9,6705.5,77.99123397 +2018-07-09 05:00:00,6687.5,6700.27,6700.27,6695.91,148.1315352 +2018-07-09 04:00:00,6700.26,6709.51,6709.51,6700.26,89.68786104 +2018-07-09 03:00:00,6696.49,6713.67,6696.49,6709.51,101.53557727 +2018-07-09 02:00:00,6685.0,6699.19,6699.19,6696.5,92.21633782 +2018-07-09 01:00:00,6688.0,6709.97,6709.96,6699.18,177.01471965 +2018-07-09 00:00:00,6688.02,6721.94,6701.97,6709.97,100.31739411 +2018-07-08 23:00:00,6671.0,6740.04,6740.04,6701.97,460.69195194 +2018-07-08 22:00:00,6740.03,6751.55,6748.15,6740.04,128.62197484 +2018-07-08 21:00:00,6740.0,6749.76,6744.74,6748.09,110.93614125 +2018-07-08 20:00:00,6744.74,6759.22,6755.79,6744.75,133.77689649 +2018-07-08 19:00:00,6740.99,6759.13,6745.01,6755.79,137.75227331 +2018-07-08 18:00:00,6743.96,6753.0,6750.81,6745.01,101.49539606 +2018-07-08 17:00:00,6743.0,6753.83,6746.38,6750.8,98.49617279 +2018-07-08 16:00:00,6740.0,6753.38,6741.98,6746.37,124.82669845 +2018-07-08 15:00:00,6738.57,6762.88,6751.25,6741.99,130.6257581 +2018-07-08 14:00:00,6725.0,6754.5,6734.5,6751.25,186.42083304 +2018-07-08 13:00:00,6711.0,6740.0,6728.86,6734.51,93.50916357 +2018-07-08 12:00:00,6715.0,6761.0,6729.04,6728.86,194.64944933 +2018-07-08 11:00:00,6718.06,6729.04,6720.86,6729.04,46.84143324 +2018-07-08 10:00:00,6720.85,6726.0,6725.74,6720.85,28.87023672 +2018-07-08 09:00:00,6720.86,6725.74,6725.1,6725.74,38.58872809 +2018-07-08 08:00:00,6720.0,6732.66,6732.57,6725.1,35.86810917 +2018-07-08 07:00:00,6724.99,6732.67,6725.0,6732.56,46.44263737 +2018-07-08 06:00:00,6721.37,6733.87,6726.03,6725.0,119.97638157 +2018-07-08 05:00:00,6718.38,6729.0,6718.38,6726.02,73.79615074 +2018-07-08 04:00:00,6711.0,6722.89,6722.88,6718.39,91.02217376 +2018-07-08 03:00:00,6718.11,6739.99,6739.0,6722.89,111.4267661 +2018-07-08 02:00:00,6722.25,6745.14,6737.74,6739.0,194.43613798 +2018-07-08 01:00:00,6736.0,6754.0,6741.8,6737.74,167.72200214 +2018-07-08 00:00:00,6721.0,6778.31,6753.29,6741.8,464.73183176 +2018-07-07 23:00:00,6570.0,6843.26,6570.0,6753.28,1570.79636429 +2018-07-07 22:00:00,6517.8,6573.7,6528.1,6570.0,231.07282626 +2018-07-07 21:00:00,6515.0,6538.94,6521.99,6528.1,111.45789898 +2018-07-07 20:00:00,6512.0,6540.01,6540.01,6517.5,225.37916654 +2018-07-07 19:00:00,6540.0,6551.0,6551.0,6540.01,72.4349054 +2018-07-07 18:00:00,6525.69,6551.0,6549.44,6551.0,83.64975696 +2018-07-07 17:00:00,6540.0,6560.2,6560.2,6549.44,81.26164257 +2018-07-07 16:00:00,6555.74,6567.5,6555.74,6560.2,112.08427537 +2018-07-07 15:00:00,6544.75,6565.79,6560.56,6555.74,85.80899009 +2018-07-07 14:00:00,6522.44,6583.62,6525.2,6560.55,191.94428168 +2018-07-07 13:00:00,6521.0,6561.6,6561.6,6525.19,178.33947455 +2018-07-07 12:00:00,6540.83,6614.8,6581.26,6561.6,180.15643384 +2018-07-07 11:00:00,6575.0,6586.33,6586.33,6581.26,55.20243495 +2018-07-07 10:00:00,6566.0,6586.33,6575.02,6586.33,32.77147226 +2018-07-07 09:00:00,6570.01,6577.0,6577.0,6575.01,24.34359529 +2018-07-07 08:00:00,6577.0,6590.16,6590.15,6577.0,49.22817939 +2018-07-07 07:00:00,6575.02,6590.99,6579.46,6590.16,69.39608156 +2018-07-07 06:00:00,6575.29,6594.0,6594.0,6579.47,52.52095319 +2018-07-07 05:00:00,6592.38,6602.73,6599.02,6593.99,57.57640518 +2018-07-07 04:00:00,6591.77,6614.53,6599.32,6599.01,117.68627998 +2018-07-07 03:00:00,6580.46,6599.32,6583.95,6599.32,113.97714746 +2018-07-07 02:00:00,6559.09,6590.0,6559.09,6583.97,104.60692311 +2018-07-07 01:00:00,6557.5,6594.66,6589.99,6559.1,357.21069215 +2018-07-07 00:00:00,6582.85,6609.29,6599.99,6589.99,337.35973498 +2018-07-06 23:00:00,6571.94,6610.0,6573.08,6600.0,173.82706945 +2018-07-06 22:00:00,6568.17,6620.0,6586.97,6573.08,212.11839125 +2018-07-06 21:00:00,6562.0,6589.0,6570.76,6588.19,153.73519835 +2018-07-06 20:00:00,6569.5,6592.1,6569.53,6570.76,194.24709304 +2018-07-06 19:00:00,6561.89,6575.97,6565.99,6569.53,154.03760105 +2018-07-06 18:00:00,6500.0,6606.99,6597.68,6566.0,948.88856247 +2018-07-06 17:00:00,6551.0,6630.0,6559.11,6597.94,502.35368244 +2018-07-06 16:00:00,6553.66,6573.72,6564.99,6559.1,168.89702076 +2018-07-06 15:00:00,6546.72,6568.75,6554.13,6565.0,202.84032923 +2018-07-06 14:00:00,6550.0,6569.91,6565.0,6554.14,241.84647228 +2018-07-06 13:00:00,6546.71,6584.95,6580.65,6565.52,125.22353749 +2018-07-06 12:00:00,6526.05,6639.0,6526.05,6580.65,624.62190155 +2018-07-06 11:00:00,6508.57,6537.45,6523.01,6526.05,86.16545627 +2018-07-06 10:00:00,6492.0,6545.54,6495.57,6523.01,107.49781387 +2018-07-06 09:00:00,6488.0,6518.03,6503.01,6496.68,58.36614491 +2018-07-06 08:00:00,6472.2,6531.99,6479.16,6503.0,118.42962668 +2018-07-06 07:00:00,6452.2,6494.22,6465.94,6479.16,140.85490193 +2018-07-06 06:00:00,6460.0,6510.75,6504.24,6465.93,136.77896453 +2018-07-06 05:00:00,6503.05,6530.0,6527.91,6504.24,114.19758594 +2018-07-06 04:00:00,6481.05,6527.99,6525.16,6527.92,227.97482036 +2018-07-06 03:00:00,6525.16,6539.99,6539.96,6525.17,69.71357911 +2018-07-06 02:00:00,6516.0,6539.99,6516.01,6539.95,118.22787391 +2018-07-06 01:00:00,6510.8,6533.46,6533.46,6516.01,189.65085097 +2018-07-06 00:00:00,6525.48,6544.94,6532.96,6533.46,144.79859041 +2018-07-05 23:00:00,6525.0,6548.0,6538.35,6532.95,141.70890914 +2018-07-05 22:00:00,6480.76,6540.0,6488.31,6538.34,218.74287355 +2018-07-05 21:00:00,6475.47,6504.61,6504.61,6488.31,212.41124878 +2018-07-05 20:00:00,6486.85,6515.35,6504.22,6504.6,140.96470526 +2018-07-05 19:00:00,6461.0,6527.86,6479.98,6505.0,524.64626979 +2018-07-05 18:00:00,6449.5,6586.18,6566.45,6479.98,917.62643657 +2018-07-05 17:00:00,6551.0,6596.04,6589.79,6566.46,178.43770021 +2018-07-05 16:00:00,6584.12,6639.34,6609.29,6589.79,291.56340728 +2018-07-05 15:00:00,6539.0,6616.0,6584.42,6609.28,521.93145715 +2018-07-05 14:00:00,6568.0,6612.52,6599.0,6584.42,302.44629802 +2018-07-05 13:00:00,6585.0,6670.0,6633.06,6599.01,355.02425269 +2018-07-05 12:00:00,6575.86,6659.61,6615.11,6633.61,259.37404186 +2018-07-05 11:00:00,6615.1,6684.0,6634.17,6615.11,209.00845146 +2018-07-05 10:00:00,6599.88,6650.0,6631.92,6634.17,126.43412226 +2018-07-05 09:00:00,6546.21,6650.0,6617.5,6631.91,273.19797122 +2018-07-05 08:00:00,6598.03,6620.0,6609.96,6617.46,50.36196892 +2018-07-05 07:00:00,6592.66,6615.83,6592.67,6609.97,147.71740979 +2018-07-05 06:00:00,6582.9,6610.0,6603.5,6592.67,83.18589202 +2018-07-05 05:00:00,6569.17,6671.43,6621.0,6603.5,343.85893481 +2018-07-05 04:00:00,6614.47,6637.19,6627.01,6620.99,177.72983928 +2018-07-05 03:00:00,6600.0,6640.67,6600.0,6627.0,169.2582481 +2018-07-05 02:00:00,6590.01,6640.76,6630.83,6600.0,167.15463031 +2018-07-05 01:00:00,6555.0,6700.0,6559.31,6630.83,677.88481838 +2018-07-05 00:00:00,6508.72,6587.47,6587.46,6564.58,494.4532146 +2018-07-04 23:00:00,6557.39,6600.0,6592.95,6587.47,244.60402313 +2018-07-04 22:00:00,6560.24,6692.0,6689.93,6592.94,795.05463732 +2018-07-04 21:00:00,6668.7,6690.0,6685.0,6689.93,201.59527984 +2018-07-04 20:00:00,6681.94,6695.35,6683.5,6685.0,242.55830008 +2018-07-04 19:00:00,6661.59,6683.5,6673.88,6683.5,158.09633568 +2018-07-04 18:00:00,6661.89,6695.0,6679.77,6673.88,209.0669747 +2018-07-04 17:00:00,6665.69,6683.46,6668.1,6679.77,136.34060448 +2018-07-04 16:00:00,6655.05,6688.79,6679.49,6668.1,241.07196613 +2018-07-04 15:00:00,6674.01,6700.0,6694.01,6679.5,233.97491646 +2018-07-04 14:00:00,6681.0,6719.17,6715.99,6694.01,524.45606112 +2018-07-04 13:00:00,6533.5,6796.62,6540.22,6716.0,1590.0506778 +2018-07-04 12:00:00,6516.73,6546.49,6516.74,6540.22,132.14697084 +2018-07-04 11:00:00,6493.0,6523.5,6502.23,6516.74,89.64906466 +2018-07-04 10:00:00,6502.22,6522.64,6514.87,6502.22,60.87317972 +2018-07-04 09:00:00,6487.8,6523.76,6508.18,6514.87,51.03156555 +2018-07-04 08:00:00,6465.39,6550.0,6470.93,6508.18,305.03009014 +2018-07-04 07:00:00,6464.53,6485.0,6465.83,6470.94,42.31065029 +2018-07-04 06:00:00,6464.53,6498.99,6480.98,6465.83,160.13463985 +2018-07-04 05:00:00,6454.33,6487.0,6469.0,6480.98,86.33562229 +2018-07-04 04:00:00,6460.5,6480.03,6464.87,6469.0,127.30354255 +2018-07-04 03:00:00,6460.03,6482.86,6462.23,6464.88,192.67379568 +2018-07-04 02:00:00,6440.0,6472.99,6455.03,6462.22,187.01562496 +2018-07-04 01:00:00,6411.51,6462.99,6458.69,6455.03,340.01134717 +2018-07-04 00:00:00,6444.8,6518.25,6502.62,6458.69,496.46962789 +2018-07-03 23:00:00,6466.48,6520.17,6482.48,6502.62,271.52436164 +2018-07-03 22:00:00,6465.0,6610.0,6605.0,6482.48,1020.39883529 +2018-07-03 21:00:00,6594.14,6619.98,6613.22,6605.0,230.09898557 +2018-07-03 20:00:00,6594.99,6624.99,6610.0,6613.23,218.55608167 +2018-07-03 19:00:00,6544.64,6649.78,6573.5,6610.01,543.06214223 +2018-07-03 18:00:00,6570.15,6584.6,6582.78,6573.5,140.62556055 +2018-07-03 17:00:00,6569.08,6586.95,6586.95,6582.78,284.29112705 +2018-07-03 16:00:00,6580.0,6592.94,6588.57,6586.95,255.47540484 +2018-07-03 15:00:00,6571.15,6588.58,6580.7,6588.57,149.38240448 +2018-07-03 14:00:00,6560.0,6580.7,6570.08,6580.7,171.14746392 +2018-07-03 13:00:00,6558.45,6587.05,6585.14,6570.08,251.34174256 +2018-07-03 12:00:00,6565.3,6585.97,6584.01,6585.14,122.84380583 +2018-07-03 11:00:00,6557.32,6600.34,6574.77,6584.0,259.32749562 +2018-07-03 10:00:00,6535.0,6622.01,6622.01,6574.77,683.55750751 +2018-07-03 09:00:00,6617.33,6640.29,6632.2,6622.0,78.67717955 +2018-07-03 08:00:00,6618.02,6647.78,6643.24,6632.19,161.3617409 +2018-07-03 07:00:00,6640.25,6646.75,6640.26,6643.25,121.41185617 +2018-07-03 06:00:00,6618.02,6640.26,6630.68,6640.25,153.60582542 +2018-07-03 05:00:00,6630.67,6647.01,6647.0,6630.68,144.73707171 +2018-07-03 04:00:00,6633.67,6673.99,6634.2,6647.01,362.37619838 +2018-07-03 03:00:00,6620.0,6656.19,6625.01,6634.19,325.63225959 +2018-07-03 02:00:00,6615.75,6636.17,6615.75,6625.0,218.95633586 +2018-07-03 01:00:00,6605.1,6615.75,6611.82,6615.75,141.09939393 +2018-07-03 00:00:00,6600.0,6617.0,6611.79,6611.82,191.77499881 +2018-07-02 23:00:00,6602.0,6626.22,6626.22,6611.79,323.5690342 +2018-07-02 22:00:00,6615.0,6647.01,6647.01,6626.22,536.83463596 +2018-07-02 21:00:00,6618.99,6650.0,6618.99,6647.01,286.97438078 +2018-07-02 20:00:00,6617.0,6624.31,6621.81,6619.0,337.22708969 +2018-07-02 19:00:00,6610.0,6669.99,6629.0,6621.81,584.71219565 +2018-07-02 18:00:00,6606.5,6630.0,6610.0,6628.99,278.80599515 +2018-07-02 17:00:00,6605.0,6619.94,6605.01,6610.01,247.38208984 +2018-07-02 16:00:00,6595.49,6625.0,6611.0,6605.01,315.29038332 +2018-07-02 15:00:00,6607.0,6630.89,6609.94,6610.99,413.83492497 +2018-07-02 14:00:00,6585.0,6635.0,6595.84,6609.94,800.65736932 +2018-07-02 13:00:00,6333.3,6665.0,6333.33,6595.84,2436.07726303 +2018-07-02 12:00:00,6323.41,6339.24,6336.68,6333.4,182.19365775 +2018-07-02 11:00:00,6323.6,6346.05,6323.6,6336.68,149.15328777 +2018-07-02 10:00:00,6313.09,6345.28,6318.19,6323.59,67.69100172 +2018-07-02 09:00:00,6307.01,6333.09,6329.99,6318.19,52.85801272 +2018-07-02 08:00:00,6326.09,6356.36,6330.4,6329.99,72.91195643 +2018-07-02 07:00:00,6301.98,6340.23,6304.29,6330.4,80.75391361 +2018-07-02 06:00:00,6270.01,6313.0,6292.52,6304.29,121.49970222 +2018-07-02 05:00:00,6290.0,6305.1,6304.55,6292.52,88.81529497 +2018-07-02 04:00:00,6270.01,6330.0,6329.81,6304.55,358.00409227 +2018-07-02 03:00:00,6319.0,6332.0,6326.06,6329.8,163.72922663 +2018-07-02 02:00:00,6321.45,6332.0,6329.34,6326.05,106.13076239 +2018-07-02 01:00:00,6318.32,6343.7,6338.5,6329.34,100.20775846 +2018-07-02 00:00:00,6316.83,6351.0,6349.5,6338.5,182.6512675 +2018-07-01 23:00:00,6342.51,6382.89,6360.04,6349.5,152.75820456 +2018-07-01 22:00:00,6353.95,6383.81,6360.0,6360.04,168.99425343 +2018-07-01 21:00:00,6336.75,6360.11,6347.78,6360.0,149.82198909 +2018-07-01 20:00:00,6305.52,6393.96,6313.76,6347.77,597.88511972 +2018-07-01 19:00:00,6292.0,6319.9,6319.01,6315.7,150.43129548 +2018-07-01 18:00:00,6319.0,6328.4,6326.01,6319.01,84.54728634 +2018-07-01 17:00:00,6311.54,6328.67,6315.01,6326.01,96.71963197 +2018-07-01 16:00:00,6303.0,6324.23,6315.12,6315.01,135.83876483 +2018-07-01 15:00:00,6256.76,6324.67,6291.3,6315.11,265.09656158 +2018-07-01 14:00:00,6265.0,6334.99,6334.99,6291.3,369.14693825 +2018-07-01 13:00:00,6319.57,6358.97,6350.0,6334.98,375.56115228 +2018-07-01 12:00:00,6346.0,6374.98,6363.64,6349.99,78.474666 +2018-07-01 11:00:00,6358.54,6369.9,6358.54,6363.65,36.26870836 +2018-07-01 10:00:00,6351.8,6365.04,6351.8,6358.54,30.29527726 +2018-07-01 09:00:00,6339.32,6385.99,6380.1,6349.69,155.62878444 +2018-07-01 08:00:00,6360.0,6380.1,6368.49,6380.09,28.54342905 +2018-07-01 07:00:00,6355.17,6379.26,6355.18,6368.5,85.71817398 +2018-07-01 06:00:00,6355.17,6390.68,6376.22,6355.18,113.85064417 +2018-07-01 05:00:00,6345.5,6397.48,6345.52,6376.22,169.98440238 +2018-07-01 04:00:00,6335.0,6350.15,6350.14,6345.52,58.24216231 +2018-07-01 03:00:00,6333.48,6355.0,6338.99,6350.15,59.26970058 +2018-07-01 02:00:00,6330.54,6352.39,6352.38,6339.0,98.789383 +2018-07-01 01:00:00,6315.0,6364.99,6364.99,6352.39,222.64416606 +2018-07-01 00:00:00,6357.01,6424.14,6383.19,6365.0,384.5462957 +2018-06-30 23:00:00,6335.99,6408.99,6336.0,6383.19,316.34678218 +2018-06-30 22:00:00,6334.99,6336.0,6334.99,6336.0,73.65091006 +2018-06-30 21:00:00,6327.5,6356.0,6354.63,6335.0,102.30754571 +2018-06-30 20:00:00,6323.23,6365.03,6323.23,6354.62,198.45393676 +2018-06-30 19:00:00,6312.51,6323.47,6312.51,6323.24,92.76976655 +2018-06-30 18:00:00,6302.29,6347.57,6335.0,6312.52,227.30181024 +2018-06-30 17:00:00,6333.15,6360.93,6349.34,6335.01,163.15065215 +2018-06-30 16:00:00,6345.0,6375.0,6372.99,6349.34,190.28334017 +2018-06-30 15:00:00,6330.0,6377.49,6364.01,6372.99,228.51655101 +2018-06-30 14:00:00,6342.0,6387.0,6387.0,6364.01,406.69799409 +2018-06-30 13:00:00,6386.99,6400.0,6389.48,6387.0,164.98604295 +2018-06-30 12:00:00,6379.19,6463.02,6394.98,6389.99,302.66576599 +2018-06-30 11:00:00,6382.0,6400.0,6382.38,6394.97,56.89766752 +2018-06-30 10:00:00,6376.27,6404.0,6404.0,6382.38,67.11704473 +2018-06-30 09:00:00,6374.17,6404.0,6385.89,6404.0,61.95297471 +2018-06-30 08:00:00,6380.0,6410.0,6410.0,6385.88,79.65394791 +2018-06-30 07:00:00,6382.63,6418.28,6389.07,6410.0,128.04425379 +2018-06-30 06:00:00,6382.63,6395.0,6387.71,6389.06,124.71190187 +2018-06-30 05:00:00,6382.64,6405.52,6382.64,6387.7,153.74709845 +2018-06-30 04:00:00,6364.99,6395.0,6364.99,6382.63,243.07435435 +2018-06-30 03:00:00,6361.67,6435.0,6394.37,6365.0,689.73119626 +2018-06-30 02:00:00,6376.56,6436.0,6409.39,6394.37,648.59348243 +2018-06-30 01:00:00,6225.38,6520.15,6225.39,6407.1,1703.70215969 +2018-06-30 00:00:00,6185.0,6249.0,6202.36,6225.39,359.02732336 +2018-06-29 23:00:00,6185.0,6268.53,6245.25,6202.36,641.48805564 +2018-06-29 22:00:00,5917.74,6300.0,5917.74,6245.01,2634.49411089 +2018-06-29 21:00:00,5891.59,5927.44,5905.42,5917.75,325.38751241 +2018-06-29 20:00:00,5879.99,5936.9,5880.0,5905.42,621.26238737 +2018-06-29 19:00:00,5865.79,5890.27,5882.23,5879.99,247.5220245 +2018-06-29 18:00:00,5880.0,5895.0,5889.99,5882.23,227.66126542 +2018-06-29 17:00:00,5872.14,5892.59,5872.69,5889.99,347.90096695 +2018-06-29 16:00:00,5866.49,5900.0,5897.28,5872.7,284.13094474 +2018-06-29 15:00:00,5879.44,5901.18,5901.18,5897.29,326.42549514 +2018-06-29 14:00:00,5856.99,5901.18,5856.99,5901.18,445.49302728 +2018-06-29 13:00:00,5812.1,5873.11,5859.13,5856.99,648.25428831 +2018-06-29 12:00:00,5844.99,5900.0,5869.47,5858.75,335.49607864 +2018-06-29 11:00:00,5834.01,5887.0,5885.0,5869.48,299.63055097 +2018-06-29 10:00:00,5872.44,5916.66,5916.66,5885.0,119.62476959 +2018-06-29 09:00:00,5890.57,5916.66,5895.22,5916.65,87.91560233 +2018-06-29 08:00:00,5889.46,5916.77,5891.77,5895.22,146.64079427 +2018-06-29 07:00:00,5875.6,5895.0,5876.57,5891.77,114.17863231 +2018-06-29 06:00:00,5865.0,5900.0,5895.0,5876.57,168.77274802 +2018-06-29 05:00:00,5790.01,5965.74,5855.22,5895.0,1237.32599839 +2018-06-29 04:00:00,5855.01,5878.8,5878.8,5855.21,253.30596877 +2018-06-29 03:00:00,5852.0,5880.0,5865.02,5878.8,209.52978051 +2018-06-29 02:00:00,5850.0,5885.0,5873.91,5865.02,368.83526697 +2018-07-24 01:00:00,7709.99,7750.0,7710.0,7738.69,329.58010667 +2018-07-24 00:00:00,7695.99,7727.1,7720.08,7710.0,301.03782818 +2018-07-23 23:00:00,7705.55,7721.35,7721.0,7720.09,392.33552131 +2018-07-23 22:00:00,7720.0,7760.0,7749.0,7720.99,288.84222635 +2018-07-23 21:00:00,7705.92,7755.0,7705.92,7749.0,310.53505474 +2018-07-23 20:00:00,7702.0,7760.0,7746.63,7705.93,495.15318685 +2018-07-23 19:00:00,7732.12,7798.0,7742.5,7746.63,727.47842263 +2018-07-23 18:00:00,7628.0,7809.0,7724.51,7742.5,1939.98740228 +2018-07-23 17:00:00,7700.0,7747.0,7729.99,7724.51,568.64793255 +2018-07-23 16:00:00,7706.0,7740.0,7725.52,7729.99,521.59020944 +2018-07-23 15:00:00,7688.0,7745.0,7695.78,7725.52,440.67903246 +2018-07-23 14:00:00,7690.0,7716.22,7712.89,7695.78,415.8887726 +2018-07-23 13:00:00,7699.5,7727.0,7700.0,7712.88,350.04253814 +2018-07-23 12:00:00,7672.52,7712.05,7686.65,7700.0,249.49318308 +2018-07-23 11:00:00,7652.24,7708.54,7689.0,7686.64,290.76771268 +2018-07-23 10:00:00,7671.11,7712.0,7708.5,7688.99,140.0285788 +2018-07-23 09:00:00,7663.52,7714.99,7710.01,7708.5,145.59664725 +2018-07-23 08:00:00,7676.0,7748.0,7742.48,7710.0,324.88755614 +2018-07-23 07:00:00,7645.0,7779.99,7671.78,7742.47,1002.09412313 +2018-07-23 06:00:00,7645.9,7694.5,7645.9,7671.77,607.17215948 +2018-07-23 05:00:00,7632.22,7665.01,7665.0,7645.9,243.27124013 +2018-07-23 04:00:00,7624.99,7700.0,7625.0,7665.01,653.2211468 +2018-07-23 03:00:00,7610.0,7640.0,7622.73,7625.0,261.68846725 +2018-07-23 02:00:00,7510.09,7664.98,7510.09,7622.73,1549.37421051 +2018-07-23 01:00:00,7454.65,7510.09,7464.0,7510.09,204.08599296 +2018-07-23 00:00:00,7378.26,7468.43,7400.0,7463.99,327.0621409 +2018-07-22 23:00:00,7381.75,7409.02,7404.97,7397.8,136.77037644 +2018-07-22 22:00:00,7340.0,7420.0,7376.95,7404.1,476.21573679 +2018-07-22 21:00:00,7327.75,7569.69,7518.16,7376.95,1184.08678168 +2018-07-22 20:00:00,7514.0,7530.0,7516.59,7518.17,170.41978287 +2018-07-22 19:00:00,7511.5,7528.99,7518.01,7516.59,165.18165226 +2018-07-22 18:00:00,7495.8,7529.99,7495.81,7518.01,280.22214956 +2018-07-22 17:00:00,7490.33,7520.0,7511.27,7495.81,144.49573 +2018-07-22 16:00:00,7490.0,7529.99,7517.33,7510.06,256.02594414 +2018-07-22 15:00:00,7488.22,7543.8,7488.22,7517.32,445.05535851 +2018-07-22 14:00:00,7454.47,7500.0,7456.99,7488.21,269.88911674 +2018-07-22 13:00:00,7432.98,7488.0,7438.71,7456.98,164.00763229 +2018-07-22 12:00:00,7437.0,7455.0,7444.98,7438.71,107.29989576 +2018-07-22 11:00:00,7444.84,7462.17,7456.43,7444.84,78.3156385 +2018-07-22 10:00:00,7420.0,7456.43,7437.3,7456.43,55.2703773 +2018-07-22 09:00:00,7430.9,7445.16,7435.31,7437.3,24.43079669 +2018-07-22 08:00:00,7393.41,7449.99,7393.42,7435.3,136.26628809 +2018-07-22 07:00:00,7378.0,7399.0,7387.5,7393.42,36.15826148 +2018-07-22 06:00:00,7374.0,7408.0,7408.0,7387.51,51.23336518 +2018-07-22 05:00:00,7370.86,7408.0,7394.62,7407.99,109.51469356 +2018-07-22 04:00:00,7357.85,7414.85,7414.85,7394.62,200.72675506 +2018-07-22 03:00:00,7402.07,7431.83,7431.82,7414.85,265.92270738 +2018-07-22 02:00:00,7423.0,7475.01,7467.0,7431.83,153.88118545 +2018-07-22 01:00:00,7427.62,7467.0,7432.0,7467.0,330.24367582 +2018-07-22 00:00:00,7340.0,7432.0,7408.0,7432.0,357.58522351 +2018-07-21 23:00:00,7407.33,7425.01,7425.01,7408.0,113.68388489 +2018-07-21 22:00:00,7400.62,7427.0,7403.29,7425.01,184.42360312 +2018-07-21 21:00:00,7400.0,7428.53,7418.68,7403.29,121.05379174 +2018-07-21 20:00:00,7412.0,7444.77,7426.68,7418.69,189.89148874 +2018-07-21 19:00:00,7390.47,7444.27,7427.64,7426.68,208.68129416 +2018-07-21 18:00:00,7406.85,7440.0,7406.86,7427.64,215.56272734 +2018-07-21 17:00:00,7384.45,7418.99,7400.01,7406.86,274.88044766 +2018-07-21 16:00:00,7382.0,7420.0,7389.21,7400.01,225.06248502 +2018-07-21 15:00:00,7340.0,7398.5,7350.01,7389.21,280.21942792 +2018-07-21 14:00:00,7350.0,7371.94,7350.68,7350.0,115.46416231 +2018-07-21 13:00:00,7333.42,7369.11,7333.43,7350.68,137.55074822 +2018-07-21 12:00:00,7300.25,7350.0,7318.52,7333.42,79.99595801 +2018-07-21 11:00:00,7288.5,7318.52,7298.48,7318.52,95.62010513 +2018-07-21 10:00:00,7289.99,7324.58,7320.01,7298.49,172.10106032 +2018-07-21 09:00:00,7306.78,7339.85,7306.79,7320.01,92.66656323 +2018-07-21 08:00:00,7300.0,7330.0,7329.99,7306.79,99.43946676 +2018-07-21 07:00:00,7314.99,7334.05,7330.79,7329.99,104.50582676 +2018-07-21 06:00:00,7306.0,7345.0,7325.96,7330.78,140.50333136 +2018-07-21 05:00:00,7288.98,7325.97,7298.98,7325.97,191.21928765 +2018-07-21 04:00:00,7260.01,7298.99,7284.86,7298.99,87.07242976 +2018-07-21 03:00:00,7254.08,7299.5,7282.01,7284.86,429.49879755 +2018-07-21 02:00:00,7255.83,7298.59,7261.08,7282.01,170.6735476 +2018-07-21 01:00:00,7233.0,7265.0,7238.84,7261.08,299.29325144 +2018-07-21 00:00:00,7204.32,7334.46,7334.46,7238.83,1050.27556231 +2018-07-20 23:00:00,7315.87,7350.57,7350.57,7334.46,251.40976186 +2018-07-20 22:00:00,7275.32,7369.11,7290.0,7350.57,522.71049532 +2018-07-20 21:00:00,7287.92,7369.05,7347.64,7290.01,348.1067306 +2018-07-20 20:00:00,7325.0,7369.26,7341.55,7347.65,305.07476005 +2018-07-20 19:00:00,7300.0,7379.89,7362.55,7340.96,775.30415818 +2018-07-20 18:00:00,7259.76,7400.29,7322.69,7362.55,1081.98145709 +2018-07-20 17:00:00,7307.4,7488.0,7474.17,7324.48,1366.60665832 +2018-07-20 16:00:00,7459.22,7687.0,7463.57,7474.18,1650.34777312 +2018-07-20 15:00:00,7450.0,7500.0,7473.56,7463.57,486.75859591 +2018-07-20 14:00:00,7438.0,7489.0,7474.26,7473.56,370.17665658 +2018-07-20 13:00:00,7450.0,7475.0,7457.0,7474.26,333.5801189 +2018-07-20 12:00:00,7443.6,7507.0,7489.99,7457.0,181.95645654 +2018-07-20 11:00:00,7457.27,7512.0,7457.27,7490.0,239.90617691 +2018-07-20 10:00:00,7440.0,7462.5,7440.01,7457.28,89.44749926 +2018-07-20 09:00:00,7428.37,7470.35,7465.0,7440.0,90.21158434 +2018-07-20 08:00:00,7431.54,7489.86,7442.51,7465.0,162.71313158 +2018-07-20 07:00:00,7358.69,7442.51,7379.68,7442.5,171.11157554 +2018-07-20 06:00:00,7358.6,7425.0,7416.82,7379.67,308.1490109 +2018-07-20 05:00:00,7415.05,7446.0,7441.31,7418.65,147.67190657 +2018-07-20 04:00:00,7429.0,7457.06,7456.14,7441.31,160.22267597 +2018-07-20 03:00:00,7436.01,7475.16,7454.21,7456.14,285.85351788 +2018-07-20 02:00:00,7445.0,7470.0,7457.29,7454.22,182.00785856 +2018-07-20 01:00:00,7393.22,7457.29,7405.03,7457.29,283.94249681 +2018-07-20 00:00:00,7378.84,7475.0,7470.01,7405.04,611.06793977 +2018-07-19 23:00:00,7435.0,7499.0,7479.02,7470.01,383.71444167 +2018-07-19 22:00:00,7434.0,7581.0,7434.01,7479.02,938.5214981 +2018-07-19 21:00:00,7412.51,7455.91,7412.51,7434.0,296.98960948 +2018-07-19 20:00:00,7412.5,7479.75,7445.66,7412.51,506.59996583 +2018-07-19 19:00:00,7405.32,7482.7,7409.01,7445.66,883.43170674 +2018-07-19 18:00:00,7403.0,7440.0,7420.0,7409.0,607.62967685 +2018-07-19 17:00:00,7355.0,7424.0,7359.4,7419.99,656.96332449 +2018-07-19 16:00:00,7347.0,7400.0,7378.4,7359.43,457.85493296 +2018-07-19 15:00:00,7362.32,7469.3,7445.72,7378.39,905.17293352 +2018-07-19 14:00:00,7429.32,7474.13,7474.1,7445.72,651.1712285 +2018-07-19 13:00:00,7417.1,7515.0,7417.11,7474.1,847.61224488 +2018-07-19 12:00:00,7413.42,7443.71,7413.42,7417.1,398.67758713 +2018-07-19 11:00:00,7362.5,7430.0,7372.5,7413.42,194.33566915 +2018-07-19 10:00:00,7372.5,7412.42,7404.7,7372.5,156.59005977 +2018-07-19 09:00:00,7322.83,7414.85,7322.83,7404.7,276.71491115 +2018-07-19 08:00:00,7305.68,7330.86,7313.03,7322.83,60.12529647 +2018-07-19 07:00:00,7307.69,7341.01,7341.01,7313.03,101.45016443 +2018-07-19 06:00:00,7327.58,7359.94,7327.58,7341.0,189.65195069 +2018-07-19 05:00:00,7307.39,7331.0,7315.21,7327.59,182.22972244 +2018-07-19 04:00:00,7315.2,7344.0,7320.27,7315.21,147.96381739 +2018-07-19 03:00:00,7315.79,7353.86,7325.56,7320.27,165.92488109 +2018-07-19 02:00:00,7290.01,7345.0,7304.46,7325.55,296.43093804 +2018-07-19 01:00:00,7281.42,7344.8,7344.8,7304.46,405.77841995 +2018-07-19 00:00:00,7311.34,7379.0,7378.99,7344.79,273.96296322 +2018-07-18 23:00:00,7344.0,7390.0,7362.0,7378.99,384.04778586 +2018-07-18 22:00:00,7280.0,7385.03,7326.67,7361.99,657.28536322 +2018-07-18 21:00:00,7305.0,7358.0,7334.95,7326.68,349.99577217 +2018-07-18 20:00:00,7229.89,7394.99,7394.99,7334.95,1473.99908238 +2018-07-18 19:00:00,7341.0,7436.87,7425.85,7394.99,1281.12993762 +2018-07-18 18:00:00,7391.18,7584.85,7503.23,7425.84,1983.21160179 +2018-07-18 17:00:00,7430.0,7510.0,7439.1,7503.23,795.7234628 +2018-07-18 16:00:00,7417.04,7455.0,7417.04,7439.11,375.37446839 +2018-07-18 15:00:00,7375.0,7443.59,7443.07,7419.02,749.82333356 +2018-07-18 14:00:00,7431.29,7523.93,7448.24,7444.32,1081.40149109 +2018-07-18 13:00:00,7385.0,7461.06,7429.02,7448.24,481.4844495 +2018-07-18 12:00:00,7413.02,7471.05,7413.03,7429.03,447.97876961 +2018-07-18 11:00:00,7391.33,7429.0,7405.0,7413.03,221.07300326 +2018-07-18 10:00:00,7375.0,7430.85,7400.0,7405.0,245.11742183 +2018-07-18 09:00:00,7368.0,7400.0,7368.45,7399.99,137.14477314 +2018-07-18 08:00:00,7326.98,7442.11,7439.61,7368.45,628.58863747 +2018-07-18 07:00:00,7423.0,7470.0,7463.74,7439.61,232.99399847 +2018-07-18 06:00:00,7451.22,7475.88,7459.04,7465.26,298.45205018 +2018-07-18 05:00:00,7424.5,7476.4,7438.01,7459.04,341.22390869 +2018-07-18 04:00:00,7411.01,7479.0,7465.0,7438.02,455.68609618 +2018-07-18 03:00:00,7409.15,7545.0,7409.16,7464.99,1728.88893691 +2018-07-18 02:00:00,7335.2,7444.44,7335.2,7409.16,733.09713667 +2018-07-18 01:00:00,7320.0,7352.01,7345.01,7335.21,371.21733144 +2018-07-18 00:00:00,7311.38,7369.99,7315.0,7346.02,319.46024394 +2018-07-17 23:00:00,7292.23,7330.0,7320.17,7315.01,438.65315335 +2018-07-17 22:00:00,7264.2,7374.99,7357.64,7320.18,692.43009131 +2018-07-17 21:00:00,7314.53,7375.0,7314.53,7357.64,522.95954045 +2018-07-17 20:00:00,7306.1,7329.51,7308.11,7314.54,531.5950732 +2018-07-17 19:00:00,7291.35,7369.38,7344.99,7308.1,912.72725933 +2018-07-17 18:00:00,7177.72,7472.5,7187.37,7345.0,3604.22112755 +2018-07-17 17:00:00,6756.72,7268.32,6759.01,7187.38,4184.99134836 +2018-07-17 16:00:00,6738.8,6781.57,6781.57,6759.01,501.54660107 +2018-07-17 15:00:00,6715.81,6800.0,6719.0,6781.56,684.75142867 +2018-07-17 14:00:00,6693.52,6742.0,6693.53,6719.0,401.64333234 +2018-07-17 13:00:00,6689.2,6709.0,6701.6,6693.53,304.63419348 +2018-07-17 12:00:00,6676.5,6707.95,6683.22,6701.6,271.20723407 +2018-07-17 11:00:00,6680.0,6719.99,6718.92,6683.23,108.55178125 +2018-07-17 10:00:00,6695.41,6718.92,6697.65,6718.91,84.97428918 +2018-07-17 09:00:00,6696.11,6720.0,6720.0,6697.64,93.27054495 +2018-07-17 08:00:00,6693.88,6729.53,6693.88,6720.0,106.05675058 +2018-07-17 07:00:00,6673.92,6698.9,6674.13,6693.89,65.19634857 +2018-07-17 06:00:00,6663.51,6693.88,6691.0,6674.13,182.05890249 +2018-07-17 05:00:00,6680.01,6718.33,6711.56,6691.01,265.69624444 +2018-07-17 04:00:00,6708.94,6753.85,6742.0,6711.56,406.24622217 +2018-07-17 03:00:00,6729.98,6748.0,6729.98,6742.0,228.95808747 +2018-07-17 02:00:00,6719.0,6729.99,6719.01,6729.99,230.83360183 +2018-07-17 01:00:00,6696.64,6743.1,6736.8,6719.01,328.48900186 +2018-07-17 00:00:00,6700.0,6741.12,6728.8,6736.8,492.71756541 +2018-07-16 23:00:00,6666.66,6750.0,6668.26,6728.81,975.68585417 +2018-07-16 22:00:00,6657.38,6682.5,6659.99,6668.26,351.90369603 +2018-07-16 21:00:00,6645.3,6663.42,6663.41,6659.98,219.74358536 +2018-07-16 20:00:00,6654.56,6674.44,6674.44,6663.41,257.37876345 +2018-07-16 19:00:00,6631.39,6680.76,6664.68,6674.43,423.77355482 +2018-07-16 18:00:00,6664.67,6697.8,6664.67,6664.67,485.84960614 +2018-07-16 17:00:00,6612.14,6715.0,6615.49,6664.68,967.72325938 +2018-07-16 16:00:00,6610.75,6639.89,6628.0,6615.49,419.10735661 +2018-07-16 15:00:00,6612.16,6644.93,6622.61,6628.0,462.95899978 +2018-07-16 14:00:00,6585.0,6630.0,6585.01,6622.61,471.84691676 +2018-07-16 13:00:00,6581.73,6615.88,6602.76,6585.01,556.55102996 +2018-07-16 12:00:00,6582.87,6637.02,6627.97,6603.15,328.96858955 +2018-07-16 11:00:00,6531.68,6663.66,6541.69,6627.96,911.60844631 +2018-07-16 10:00:00,6494.91,6547.85,6517.69,6540.59,330.34704023 +2018-07-16 09:00:00,6366.0,6533.22,6366.0,6517.71,896.42273085 +2018-07-16 08:00:00,6356.51,6389.99,6357.51,6366.01,183.10107452 +2018-07-16 07:00:00,6357.5,6361.02,6360.53,6357.5,41.60972124 +2018-07-16 06:00:00,6360.52,6374.99,6360.53,6360.52,57.32393548 +2018-07-16 05:00:00,6348.94,6364.99,6350.01,6360.53,84.05432785 +2018-07-16 04:00:00,6347.0,6358.18,6358.17,6350.0,77.22910273 +2018-07-16 03:00:00,6350.8,6361.68,6350.81,6358.18,169.24602117 +2018-07-16 02:00:00,6330.3,6359.95,6341.35,6350.81,174.32790612 +2018-07-16 01:00:00,6338.98,6353.79,6353.79,6341.35,96.77021979 +2018-07-16 00:00:00,6345.97,6380.59,6348.73,6353.78,203.87427787 +2018-07-15 23:00:00,6336.8,6368.19,6364.69,6348.73,227.38769963 +2018-07-15 22:00:00,6355.0,6380.01,6377.47,6364.69,187.6506383 +2018-07-15 21:00:00,6371.42,6382.0,6375.0,6377.71,240.62055644 +2018-07-15 20:00:00,6358.72,6375.0,6364.47,6374.99,94.68620112 +2018-07-15 19:00:00,6350.64,6367.95,6352.38,6364.46,133.27841264 +2018-07-15 18:00:00,6350.3,6378.36,6378.36,6352.37,136.16012136 +2018-07-15 17:00:00,6360.22,6381.28,6381.28,6378.36,211.03102759 +2018-07-15 16:00:00,6362.0,6385.35,6375.0,6381.28,166.17049619 +2018-07-15 15:00:00,6344.8,6379.55,6344.81,6374.93,236.92923882 +2018-07-15 14:00:00,6338.5,6354.6,6348.6,6344.81,135.11505148 +2018-07-15 13:00:00,6330.0,6354.83,6333.85,6348.6,107.51767225 +2018-07-15 12:00:00,6333.84,6355.39,6355.38,6333.85,122.95392232 +2018-07-15 11:00:00,6333.24,6358.21,6335.01,6355.39,124.82726466 +2018-07-15 10:00:00,6303.35,6385.0,6303.35,6335.01,358.2920795 +2018-07-15 09:00:00,6303.34,6327.22,6313.96,6303.35,44.6564763 +2018-07-15 08:00:00,6275.76,6367.35,6275.76,6313.96,601.29784933 +2018-07-15 07:00:00,6266.72,6278.08,6278.08,6275.76,35.17503528 +2018-07-15 06:00:00,6278.07,6282.4,6279.93,6278.08,76.73107495 +2018-07-15 05:00:00,6265.22,6279.99,6265.9,6279.93,93.99598809 +2018-07-15 04:00:00,6252.54,6275.71,6252.92,6265.89,88.92749997 +2018-07-15 03:00:00,6239.6,6252.93,6245.09,6252.93,71.73376947 +2018-07-15 02:00:00,6238.73,6248.18,6242.16,6245.09,152.817959 +2018-07-15 01:00:00,6235.33,6250.08,6250.08,6242.17,83.64354551 +2018-07-15 00:00:00,6233.26,6258.35,6248.65,6250.08,151.36987313 +2018-07-14 23:00:00,6245.56,6260.0,6251.09,6248.65,99.57195165 +2018-07-14 22:00:00,6242.13,6279.72,6271.35,6251.09,128.28912416 +2018-07-14 21:00:00,6258.51,6281.0,6274.47,6271.34,89.03517953 +2018-07-14 20:00:00,6213.3,6323.68,6265.0,6273.51,340.69059405 +2018-07-14 19:00:00,6208.4,6265.11,6241.0,6265.0,293.94122223 +2018-07-14 18:00:00,6227.37,6295.22,6267.99,6241.01,161.43146805 +2018-07-14 17:00:00,6259.99,6270.0,6267.83,6268.0,123.49349983 +2018-07-14 16:00:00,6241.3,6269.62,6241.31,6267.83,186.23747515 +2018-07-14 15:00:00,6228.73,6245.01,6242.98,6241.3,100.67037199 +2018-07-14 14:00:00,6230.0,6247.0,6241.15,6243.12,98.81498212 +2018-07-14 13:00:00,6227.15,6241.15,6233.48,6241.15,92.09456416 +2018-07-14 12:00:00,6231.42,6245.15,6234.66,6234.74,73.33673328 +2018-07-14 11:00:00,6218.36,6242.5,6218.37,6232.91,117.84252371 +2018-07-14 10:00:00,6200.15,6218.37,6200.16,6218.36,48.59822487 +2018-07-14 09:00:00,6187.0,6219.02,6215.87,6200.16,117.77130287 +2018-07-14 08:00:00,6209.58,6220.03,6220.03,6215.88,37.58952302 +2018-07-14 07:00:00,6205.0,6224.95,6205.0,6220.02,81.65710192 +2018-07-14 06:00:00,6205.0,6226.01,6225.0,6205.01,54.16650756 +2018-07-14 05:00:00,6219.96,6227.81,6220.0,6225.01,71.49858831 +2018-07-14 04:00:00,6207.33,6220.0,6207.34,6219.99,72.51576888 +2018-07-14 03:00:00,6204.69,6231.69,6231.69,6207.34,114.7399067 +2018-07-14 02:00:00,6225.0,6244.76,6235.01,6231.76,104.82383344 +2018-07-14 01:00:00,6218.0,6277.5,6241.01,6235.0,228.82558523 +2018-07-14 00:00:00,6215.0,6271.57,6216.29,6241.0,207.18207344 +2018-07-13 23:00:00,6196.58,6239.97,6220.23,6216.29,183.71001121 +2018-07-13 22:00:00,6196.57,6225.0,6222.39,6220.23,214.91197184 +2018-07-13 21:00:00,6185.76,6229.72,6185.76,6222.39,164.51171051 +2018-07-13 20:00:00,6121.53,6216.0,6181.02,6185.77,694.19798737 +2018-07-13 19:00:00,6167.05,6238.9,6238.9,6181.03,614.4939735 +2018-07-13 18:00:00,6228.64,6335.09,6269.98,6238.9,925.53288511 +2018-07-13 17:00:00,6256.12,6269.99,6258.37,6269.99,189.28929315 +2018-07-13 16:00:00,6250.0,6268.99,6257.13,6258.38,304.71484967 +2018-07-13 15:00:00,6246.0,6257.13,6247.26,6257.13,150.71473607 +2018-07-13 14:00:00,6230.0,6261.67,6240.1,6247.25,296.58726955 +2018-07-13 13:00:00,6237.0,6273.51,6269.15,6240.1,171.60678288 +2018-07-13 12:00:00,6241.0,6281.11,6243.95,6269.14,233.42772473 +2018-07-13 11:00:00,6232.64,6247.91,6233.79,6243.95,125.72536673 +2018-07-13 10:00:00,6233.0,6243.73,6233.27,6233.79,63.70606532 +2018-07-13 09:00:00,6227.14,6242.77,6227.15,6233.28,67.67627034 +2018-07-13 08:00:00,6227.13,6246.55,6246.55,6227.14,61.2668929 +2018-07-13 07:00:00,6230.15,6246.55,6230.16,6246.55,61.42966079 +2018-07-13 06:00:00,6210.97,6247.28,6244.16,6230.15,102.04407885 +2018-07-13 05:00:00,6239.43,6251.0,6243.55,6244.16,89.07020851 +2018-07-13 04:00:00,6240.0,6263.33,6249.98,6243.54,256.87611247 +2018-07-13 03:00:00,6242.85,6249.99,6243.42,6249.99,170.82565968 +2018-07-13 02:00:00,6234.01,6249.99,6234.02,6243.41,183.05168193 +2018-07-13 01:00:00,6233.0,6253.49,6240.51,6234.02,174.84143076 +2018-07-13 00:00:00,6223.0,6284.0,6246.68,6240.51,475.49776091 +2018-07-12 23:00:00,6075.01,6265.61,6155.01,6249.75,1508.9449494 +2018-07-12 22:00:00,6126.0,6166.51,6166.51,6155.01,245.38220312 +2018-07-12 21:00:00,6160.01,6175.7,6175.69,6166.51,200.2814785 +2018-07-12 20:00:00,6170.61,6184.27,6176.0,6175.7,185.57691893 +2018-07-12 19:00:00,6153.22,6176.46,6172.0,6176.01,476.65157534 +2018-07-12 18:00:00,6171.55,6185.0,6183.17,6172.0,197.43726609 +2018-07-12 17:00:00,6172.0,6193.48,6190.05,6183.18,235.6613274 +2018-07-12 16:00:00,6168.66,6192.0,6168.79,6190.05,305.76928229 +2018-07-12 15:00:00,6159.7,6180.0,6177.24,6168.79,207.12190608 +2018-07-12 14:00:00,6168.5,6196.85,6182.0,6177.23,253.58813838 +2018-07-12 13:00:00,6161.81,6188.04,6178.35,6182.0,354.78073658 +2018-07-12 12:00:00,6158.09,6192.77,6165.08,6178.34,174.19985223 +2018-07-12 11:00:00,6139.0,6183.2,6178.42,6165.07,166.96439171 +2018-07-12 10:00:00,6149.81,6185.02,6185.02,6178.41,129.44054894 +2018-07-12 09:00:00,6177.0,6207.06,6195.0,6185.02,159.0918921 +2018-07-12 08:00:00,6139.09,6195.0,6177.75,6194.99,394.30857481 +2018-07-12 07:00:00,6156.08,6217.38,6212.0,6177.76,293.53786564 +2018-07-12 06:00:00,6183.9,6337.5,6335.26,6212.0,1201.3766934 +2018-07-12 05:00:00,6311.41,6336.59,6333.01,6335.26,93.59314775 +2018-07-12 04:00:00,6333.01,6349.99,6348.33,6333.01,92.01258698 +2018-07-12 03:00:00,6328.99,6348.34,6329.0,6348.33,102.50947214 +2018-07-12 02:00:00,6310.0,6353.67,6338.91,6329.0,298.77798984 +2018-07-12 01:00:00,6335.54,6385.04,6385.04,6338.91,647.15099184 +2018-07-12 00:00:00,6351.0,6390.04,6390.04,6385.04,1487.29815873 +2018-07-11 23:00:00,6367.98,6390.04,6367.99,6390.04,530.82676541 +2018-07-11 22:00:00,6364.0,6378.65,6370.08,6367.99,194.22726509 +2018-07-11 21:00:00,6344.38,6377.39,6352.78,6370.08,306.68600208 +2018-07-11 20:00:00,6345.0,6370.0,6345.66,6353.79,274.38548158 +2018-07-11 19:00:00,6287.9,6346.2,6344.13,6345.65,271.17489896 +2018-07-11 18:00:00,6343.69,6356.99,6354.18,6344.14,130.31485816 +2018-07-11 17:00:00,6343.0,6368.97,6348.14,6354.18,154.74487147 +2018-07-11 16:00:00,6330.0,6365.95,6365.95,6348.15,219.82542578 +2018-07-11 15:00:00,6352.0,6369.07,6368.6,6365.94,127.05796574 +2018-07-11 14:00:00,6340.35,6373.58,6373.58,6368.6,165.67229991 +2018-08-05 13:00:00,6958.11,7046.01,7046.0,6972.61,300.85905058 +2018-08-05 12:00:00,7031.05,7060.0,7031.05,7046.01,121.53265094 +2018-08-05 11:00:00,7015.2,7045.0,7043.87,7031.06,105.95404693 +2018-08-05 10:00:00,7038.32,7084.16,7065.98,7043.88,118.16626462 +2018-08-05 09:00:00,6981.73,7075.05,6981.73,7065.99,212.56618877 +2018-08-05 08:00:00,6931.01,7006.0,6935.84,6981.73,103.15578219 +2018-08-05 07:00:00,6935.2,6976.1,6968.0,6938.15,59.84605996 +2018-08-05 06:00:00,6951.33,6975.95,6975.59,6967.96,108.06513168 +2018-08-05 05:00:00,6968.83,6999.22,6982.04,6975.59,98.87209321 +2018-08-05 04:00:00,6970.08,7012.25,7007.01,6982.03,152.64501944 +2018-08-05 03:00:00,6937.77,7007.9,6937.78,7007.01,266.1409499 +2018-08-05 02:00:00,6900.62,6961.99,6919.49,6937.78,367.38128832 +2018-08-05 01:00:00,6880.0,6970.0,6921.31,6919.49,681.23492462 +2018-08-05 00:00:00,6921.3,7020.89,7005.0,6921.3,588.37475076 +2018-08-04 23:00:00,6997.0,7020.0,7011.01,7005.0,232.53589096 +2018-08-04 22:00:00,6991.2,7024.67,6991.2,7011.01,201.13829304 +2018-08-04 21:00:00,6980.57,7026.54,6984.73,6991.2,336.18829189 +2018-08-04 20:00:00,6973.96,6999.32,6998.0,6984.73,181.35948657 +2018-08-04 19:00:00,6958.43,7010.0,6983.01,6998.0,488.16899851 +2018-08-04 18:00:00,6970.05,7015.0,6990.02,6983.0,373.87931384 +2018-08-04 17:00:00,6940.0,7000.21,6986.38,6990.02,809.91879133 +2018-08-04 16:00:00,6956.15,7025.0,6973.51,6986.39,732.12996482 +2018-08-04 15:00:00,6956.15,7063.14,7049.99,6971.48,1478.5510347 +2018-08-04 14:00:00,7011.51,7250.6,7250.6,7049.99,1813.31938456 +2018-08-04 13:00:00,7236.87,7278.68,7255.59,7250.6,411.54795336 +2018-08-04 12:00:00,7216.21,7405.0,7404.99,7255.6,1113.24361241 +2018-08-04 11:00:00,7388.04,7421.83,7406.01,7405.0,86.61030419 +2018-08-04 10:00:00,7385.0,7459.32,7456.21,7406.37,210.1409008 +2018-08-04 09:00:00,7426.16,7464.93,7459.91,7456.21,63.1727229 +2018-08-04 08:00:00,7445.82,7475.65,7449.12,7459.91,108.13935702 +2018-08-04 07:00:00,7424.0,7449.18,7424.01,7449.13,63.53651641 +2018-08-04 06:00:00,7415.75,7444.93,7443.82,7424.01,102.71115951 +2018-08-04 05:00:00,7442.95,7468.84,7468.84,7443.81,139.04441773 +2018-08-04 04:00:00,7445.11,7468.84,7460.63,7468.84,94.15093188 +2018-08-04 03:00:00,7453.0,7480.0,7474.98,7460.62,121.19576217 +2018-08-04 02:00:00,7463.08,7495.0,7466.0,7474.98,324.85780095 +2018-08-04 01:00:00,7436.24,7468.14,7456.81,7466.0,220.70167279 +2018-08-04 00:00:00,7391.0,7470.0,7414.08,7456.82,227.50774737 +2018-08-03 23:00:00,7360.0,7431.15,7430.0,7414.08,325.37503415 +2018-08-03 22:00:00,7414.34,7441.3,7420.2,7430.0,311.60768089 +2018-08-03 21:00:00,7393.51,7448.37,7393.52,7420.2,357.64741765 +2018-08-03 20:00:00,7370.0,7410.0,7372.82,7393.52,381.3711559 +2018-08-03 19:00:00,7355.0,7469.99,7469.99,7372.83,790.68990864 +2018-08-03 18:00:00,7460.32,7536.25,7536.24,7469.99,518.50824063 +2018-08-03 17:00:00,7479.98,7538.53,7479.99,7536.25,581.97456495 +2018-08-03 16:00:00,7461.03,7481.71,7475.0,7479.99,386.123029 +2018-08-03 15:00:00,7454.05,7478.26,7472.24,7475.0,371.37062435 +2018-08-03 14:00:00,7429.0,7493.0,7438.27,7472.24,911.40483408 +2018-08-03 13:00:00,7363.27,7438.88,7400.32,7438.26,503.38779809 +2018-08-03 12:00:00,7349.51,7405.87,7361.33,7400.31,431.24298739 +2018-08-03 11:00:00,7329.29,7372.76,7350.0,7361.33,272.82513732 +2018-08-03 10:00:00,7334.06,7370.0,7349.99,7350.0,158.53692091 +2018-08-03 09:00:00,7334.22,7377.14,7377.14,7349.99,172.57383302 +2018-08-03 08:00:00,7367.31,7417.0,7391.85,7377.14,348.47453695 +2018-08-03 07:00:00,7308.99,7391.86,7352.47,7391.86,237.37167242 +2018-08-03 06:00:00,7315.0,7360.0,7325.01,7351.3,131.86039669 +2018-08-03 05:00:00,7318.2,7360.0,7359.99,7325.01,193.19320028 +2018-08-03 04:00:00,7285.0,7359.99,7328.33,7359.98,718.33982631 +2018-08-03 03:00:00,7328.33,7355.0,7350.0,7328.34,253.00521708 +2018-08-03 02:00:00,7312.0,7363.22,7342.05,7350.01,526.95728215 +2018-08-03 01:00:00,7315.0,7390.39,7385.0,7342.97,705.23816517 +2018-08-03 00:00:00,7334.0,7533.92,7533.92,7384.99,1495.77273838 +2018-08-02 23:00:00,7530.1,7568.46,7549.0,7533.92,182.13649101 +2018-08-02 22:00:00,7509.75,7565.0,7528.99,7549.0,165.96063316 +2018-08-02 21:00:00,7525.0,7561.0,7550.0,7529.0,205.78051323 +2018-08-02 20:00:00,7535.29,7578.0,7541.51,7550.01,368.55706212 +2018-08-02 19:00:00,7502.68,7554.01,7502.68,7541.51,372.34074929 +2018-08-02 18:00:00,7483.2,7525.0,7512.87,7502.67,379.34325187 +2018-08-02 17:00:00,7507.0,7575.49,7568.4,7512.87,324.97688094 +2018-08-02 16:00:00,7462.0,7584.83,7528.88,7567.0,742.93828615 +2018-08-02 15:00:00,7512.16,7550.77,7532.95,7528.88,268.87492549 +2018-08-02 14:00:00,7486.76,7557.11,7498.9,7532.95,297.68098478 +2018-08-02 13:00:00,7472.28,7545.0,7530.0,7498.9,631.85568126 +2018-08-02 12:00:00,7530.0,7567.0,7559.66,7530.23,140.8695477 +2018-08-02 11:00:00,7550.22,7579.38,7576.34,7559.66,143.77651129 +2018-08-02 10:00:00,7555.0,7614.35,7614.34,7576.35,313.38372716 +2018-08-02 09:00:00,7605.89,7648.22,7621.15,7614.34,119.72417325 +2018-08-02 08:00:00,7618.32,7665.99,7661.56,7622.8,103.87753686 +2018-08-02 07:00:00,7642.21,7688.95,7645.02,7661.57,117.38450524 +2018-08-02 06:00:00,7640.0,7669.08,7658.95,7645.02,129.41999364 +2018-08-02 05:00:00,7627.38,7660.0,7627.4,7658.94,170.3775041 +2018-08-02 04:00:00,7627.37,7647.22,7643.15,7627.41,142.80050658 +2018-08-02 03:00:00,7630.0,7674.14,7670.02,7642.88,163.75609583 +2018-08-02 02:00:00,7656.33,7689.99,7669.99,7670.02,314.44129589 +2018-08-02 01:00:00,7635.0,7707.54,7673.63,7669.99,395.15330429 +2018-08-02 00:00:00,7593.24,7683.05,7603.99,7673.63,721.98822242 +2018-08-01 23:00:00,7572.69,7628.9,7587.01,7603.99,268.90206584 +2018-08-01 22:00:00,7437.0,7632.62,7473.0,7587.01,1304.04167009 +2018-08-01 21:00:00,7469.29,7513.86,7476.16,7472.99,387.76556134 +2018-08-01 20:00:00,7475.2,7569.0,7569.0,7476.17,1068.53234173 +2018-08-01 19:00:00,7540.0,7569.0,7540.01,7569.0,252.90761816 +2018-08-01 18:00:00,7533.61,7555.0,7536.38,7540.0,194.09846923 +2018-08-01 17:00:00,7533.77,7583.76,7558.99,7536.38,279.58249556 +2018-08-01 16:00:00,7535.52,7607.0,7599.9,7559.0,691.65570545 +2018-08-01 15:00:00,7573.7,7614.41,7580.7,7599.9,375.61657503 +2018-08-01 14:00:00,7569.37,7635.99,7622.77,7580.7,344.42583147 +2018-08-01 13:00:00,7570.04,7625.0,7570.05,7622.77,390.95074787 +2018-08-01 12:00:00,7555.0,7592.0,7560.0,7570.05,239.70605145 +2018-08-01 11:00:00,7521.0,7560.0,7549.1,7560.0,162.91916731 +2018-08-01 10:00:00,7531.94,7590.01,7590.01,7549.11,177.33629122 +2018-08-01 09:00:00,7590.0,7627.59,7627.59,7590.01,101.12692265 +2018-08-01 08:00:00,7544.99,7645.0,7545.0,7627.58,342.76461223 +2018-08-01 07:00:00,7527.6,7556.44,7556.44,7544.99,157.87906424 +2018-08-01 06:00:00,7516.23,7570.0,7527.41,7556.38,373.26821464 +2018-08-01 05:00:00,7460.0,7541.15,7529.4,7527.42,643.88453054 +2018-08-01 04:00:00,7525.0,7575.0,7540.0,7529.4,392.051366 +2018-08-01 03:00:00,7506.94,7558.42,7554.0,7540.0,391.3779937 +2018-08-01 02:00:00,7504.0,7575.0,7551.01,7553.99,1284.71538785 +2018-08-01 01:00:00,7551.0,7675.71,7667.0,7551.01,1517.07988592 +2018-08-01 00:00:00,7658.48,7750.0,7727.28,7667.0,510.90154243 +2018-07-31 23:00:00,7629.48,7780.0,7696.01,7727.27,1604.04826723 +2018-07-31 22:00:00,7686.99,7714.36,7706.43,7696.01,338.88980341 +2018-07-31 21:00:00,7681.58,7723.9,7687.79,7706.44,306.08992057 +2018-07-31 20:00:00,7665.0,7750.01,7750.01,7689.98,488.9522301 +2018-07-31 19:00:00,7728.69,7760.0,7740.0,7750.01,244.83782153 +2018-07-31 18:00:00,7690.0,7764.0,7725.01,7739.99,429.87467637 +2018-07-31 17:00:00,7720.87,7817.0,7790.0,7725.0,577.82057854 +2018-07-31 16:00:00,7702.33,7793.17,7750.99,7790.0,636.79144883 +2018-07-31 15:00:00,7666.66,7752.9,7730.01,7750.99,750.85685362 +2018-07-31 14:00:00,7654.0,7774.0,7724.98,7730.0,1151.03145636 +2018-07-31 13:00:00,7703.0,7820.0,7797.01,7725.0,1060.51793791 +2018-07-31 12:00:00,7757.25,7975.49,7975.48,7797.01,1889.09995654 +2018-07-31 11:00:00,7932.26,8012.96,7942.54,7975.49,308.69653102 +2018-07-31 10:00:00,7929.05,8010.0,8004.73,7942.55,470.57819351 +2018-07-31 09:00:00,7963.47,8048.72,8020.07,8004.72,261.50286981 +2018-07-31 08:00:00,7985.17,8110.22,8110.22,8020.08,475.29232923 +2018-07-31 07:00:00,8110.21,8122.49,8122.49,8110.21,62.18243806 +2018-07-31 06:00:00,8119.62,8131.98,8119.63,8122.49,65.86466329 +2018-07-31 05:00:00,8100.0,8119.63,8113.67,8119.63,205.9035248 +2018-07-31 04:00:00,8077.0,8119.38,8112.61,8113.67,177.78087738 +2018-07-31 03:00:00,8107.28,8121.0,8116.0,8112.61,105.24383943 +2018-07-31 02:00:00,8109.99,8135.0,8109.99,8116.0,134.24207669 +2018-07-31 01:00:00,8107.0,8131.1,8125.08,8110.0,257.11270803 +2018-07-31 00:00:00,8110.5,8173.57,8170.0,8125.08,601.16381087 +2018-07-30 23:00:00,8163.01,8189.99,8163.01,8170.01,365.92426669 +2018-07-30 22:00:00,8112.51,8199.99,8112.52,8163.01,569.04885172 +2018-07-30 21:00:00,8110.0,8150.0,8146.15,8112.52,211.29927003 +2018-07-30 20:00:00,8060.53,8178.0,8105.28,8146.15,767.05472189 +2018-07-30 19:00:00,7951.29,8130.0,7951.3,8105.27,922.67115193 +2018-07-30 18:00:00,7850.0,7963.33,7902.43,7951.29,1341.1566668 +2018-07-30 17:00:00,7880.0,8118.1,8113.99,7902.44,1779.42840416 +2018-07-30 16:00:00,8069.23,8130.0,8115.0,8114.0,484.48863712 +2018-07-30 15:00:00,8107.45,8180.0,8176.68,8115.0,371.46497697 +2018-07-30 14:00:00,8114.99,8200.0,8114.99,8176.68,383.39280985 +2018-07-30 13:00:00,8096.96,8139.99,8139.99,8114.99,259.98274921 +2018-07-30 12:00:00,8125.0,8160.0,8155.04,8139.98,161.41543991 +2018-07-30 11:00:00,8119.5,8155.04,8139.99,8155.03,141.25219384 +2018-07-30 10:00:00,8134.79,8157.86,8154.88,8139.99,93.27733468 +2018-07-30 09:00:00,8145.21,8165.0,8156.19,8154.88,70.38731973 +2018-07-30 08:00:00,8150.0,8187.0,8150.0,8156.2,89.33848522 +2018-07-30 07:00:00,8115.88,8150.0,8139.57,8150.0,238.2605416 +2018-07-30 06:00:00,8118.42,8180.0,8177.49,8136.33,254.60227008 +2018-07-30 05:00:00,8171.51,8186.54,8174.99,8177.5,70.54951994 +2018-07-30 04:00:00,8164.75,8190.01,8182.68,8175.0,161.14400808 +2018-07-30 03:00:00,8171.21,8213.34,8193.0,8182.68,128.54072727 +2018-07-30 02:00:00,8188.88,8210.0,8209.4,8192.99,164.02713548 +2018-07-30 01:00:00,8137.99,8274.92,8160.0,8209.41,605.61357264 +2018-07-30 00:00:00,8080.0,8216.34,8216.33,8160.0,934.64386987 +2018-07-29 23:00:00,8189.99,8270.0,8190.0,8216.34,565.91773663 +2018-07-29 22:00:00,8178.66,8194.03,8191.5,8190.0,132.88693601 +2018-07-29 21:00:00,8181.67,8205.0,8193.33,8191.51,140.03571618 +2018-07-29 20:00:00,8192.51,8214.83,8211.32,8193.33,133.98319401 +2018-07-29 19:00:00,8205.19,8214.83,8210.0,8211.31,100.81537255 +2018-07-29 18:00:00,8191.29,8213.93,8191.3,8209.99,130.99619446 +2018-07-29 17:00:00,8177.66,8194.4,8177.67,8191.29,114.36225091 +2018-07-29 16:00:00,8166.0,8221.23,8221.23,8177.67,225.97779071 +2018-07-29 15:00:00,8202.41,8224.99,8214.24,8221.23,118.70949595 +2018-07-29 14:00:00,8192.03,8229.65,8193.95,8214.23,341.9322204 +2018-07-29 13:00:00,8176.86,8210.0,8209.44,8193.96,123.06422286 +2018-07-29 12:00:00,8160.91,8219.99,8160.92,8209.44,148.84437094 +2018-07-29 11:00:00,8127.87,8160.92,8146.03,8160.92,82.2283679 +2018-07-29 10:00:00,8146.02,8160.23,8160.23,8146.03,48.21943828 +2018-07-29 09:00:00,8143.07,8174.15,8158.35,8160.22,57.75386665 +2018-07-29 08:00:00,8137.77,8177.01,8177.0,8158.34,158.96853429 +2018-07-29 07:00:00,8177.0,8208.83,8204.32,8177.01,102.48141829 +2018-07-29 06:00:00,8204.31,8208.83,8208.83,8204.32,41.61987727 +2018-07-29 05:00:00,8192.08,8218.01,8192.08,8208.83,135.62713995 +2018-07-29 04:00:00,8185.01,8230.73,8224.88,8192.09,237.07532694 +2018-07-29 03:00:00,8218.02,8244.6,8244.6,8224.89,119.31194115 +2018-07-29 02:00:00,8238.9,8280.0,8260.87,8244.6,226.31360272 +2018-07-29 01:00:00,8236.4,8260.87,8251.87,8260.87,158.16535683 +2018-07-29 00:00:00,8221.34,8289.96,8227.38,8251.87,594.46993241 +2018-07-28 23:00:00,8175.0,8230.0,8186.14,8228.9,265.44063658 +2018-07-28 22:00:00,8169.0,8188.13,8169.01,8186.13,110.08206548 +2018-07-28 21:00:00,8158.0,8170.2,8164.09,8169.0,91.25818276 +2018-07-28 20:00:00,8163.8,8195.11,8195.11,8164.1,131.67912416 +2018-07-28 19:00:00,8188.09,8199.98,8188.1,8195.1,137.54035375 +2018-07-28 18:00:00,8160.5,8195.66,8181.01,8188.09,157.33338495 +2018-07-28 17:00:00,8150.0,8210.0,8179.46,8181.0,236.27521834 +2018-07-28 16:00:00,8107.45,8179.47,8107.45,8179.46,219.28928924 +2018-07-28 15:00:00,8065.0,8143.45,8143.45,8107.45,353.21083834 +2018-07-28 14:00:00,8110.0,8158.9,8155.22,8143.44,356.39508274 +2018-07-28 13:00:00,8155.21,8190.0,8176.14,8155.21,108.68106919 +2018-07-28 12:00:00,8170.87,8195.0,8179.99,8176.15,98.20884284 +2018-07-28 11:00:00,8138.1,8205.85,8176.0,8179.99,354.48832395 +2018-07-28 10:00:00,8174.0,8200.0,8185.0,8176.01,71.84307926 +2018-07-28 09:00:00,8170.0,8198.2,8198.2,8185.0,58.68037799 +2018-07-28 08:00:00,8185.61,8203.81,8195.0,8198.19,58.56129172 +2018-07-28 07:00:00,8175.55,8195.0,8193.99,8194.99,66.29729816 +2018-07-28 06:00:00,8173.77,8193.99,8174.05,8193.99,90.20328571 +2018-07-28 05:00:00,8174.04,8220.0,8210.0,8174.05,181.73836411 +2018-07-28 04:00:00,8156.3,8210.0,8156.31,8210.0,241.22619268 +2018-07-28 03:00:00,8155.0,8173.63,8173.62,8156.31,104.89708363 +2018-07-28 02:00:00,8166.0,8190.0,8172.54,8173.63,147.77510531 +2018-07-28 01:00:00,8153.01,8182.16,8162.63,8172.55,281.60578794 +2018-07-28 00:00:00,8162.5,8211.0,8182.64,8162.63,218.34008592 +2018-07-27 23:00:00,8133.04,8261.17,8250.0,8184.21,827.68587386 +2018-07-27 22:00:00,8229.98,8250.0,8245.72,8250.0,203.34881899 +2018-07-27 21:00:00,8220.73,8260.0,8224.0,8245.71,293.01442748 +2018-07-27 20:00:00,8204.67,8229.99,8204.67,8223.67,304.36654305 +2018-07-27 19:00:00,8200.0,8272.38,8272.38,8204.68,668.98413635 +2018-07-27 18:00:00,8175.99,8276.55,8175.99,8272.37,754.79583865 +2018-07-27 17:00:00,8154.05,8185.0,8185.0,8176.0,338.76907575 +2018-07-27 16:00:00,8144.5,8229.0,8144.51,8185.0,1426.36108189 +2018-07-27 15:00:00,7820.78,8178.51,7820.79,8144.51,2358.2264131 +2018-07-27 14:00:00,7811.44,7870.0,7865.1,7820.79,625.27025117 +2018-07-27 13:00:00,7787.29,7880.48,7827.0,7865.1,812.58841836 +2018-07-27 12:00:00,7810.0,7923.54,7914.0,7827.0,732.40897036 +2018-07-27 11:00:00,7899.48,7955.46,7955.45,7914.0,231.00166408 +2018-07-27 10:00:00,7920.0,7955.48,7952.91,7955.45,123.31240786 +2018-07-27 09:00:00,7952.9,7984.0,7962.87,7952.9,84.3914759 +2018-07-27 08:00:00,7909.99,7977.68,7909.99,7962.88,112.27952841 +2018-07-27 07:00:00,7888.6,7910.0,7907.35,7910.0,97.20006894 +2018-07-27 06:00:00,7883.0,7922.17,7919.53,7907.35,167.21059053 +2018-07-27 05:00:00,7902.8,7930.01,7930.01,7919.54,126.72854272 +2018-07-27 04:00:00,7878.78,7939.8,7878.79,7930.01,194.43865803 +2018-07-27 03:00:00,7860.0,7895.88,7863.99,7878.78,283.18175891 +2018-07-27 02:00:00,7860.0,7906.0,7890.0,7863.9,366.92994918 +2018-07-27 01:00:00,7852.1,7916.0,7892.69,7890.0,399.6204263 +2018-07-27 00:00:00,7883.18,7932.0,7932.0,7892.68,459.2371384 +2018-07-26 23:00:00,7840.0,7940.0,7922.6,7931.99,1293.689436 +2018-07-26 22:00:00,7905.0,8043.52,7950.0,7922.6,1405.14013124 +2018-07-26 21:00:00,7869.0,8141.06,8140.49,7949.99,2769.66193953 +2018-07-26 20:00:00,8100.0,8287.0,8262.99,8140.49,1068.37603779 +2018-07-26 19:00:00,8222.74,8264.0,8222.75,8262.99,311.4442524 +2018-07-26 18:00:00,8199.99,8222.75,8207.94,8222.75,258.07751305 +2018-07-26 17:00:00,8204.0,8237.55,8205.0,8206.18,501.85382224 +2018-07-26 16:00:00,8185.0,8205.0,8201.67,8205.0,263.36683849 +2018-07-26 15:00:00,8193.06,8213.22,8210.0,8201.67,264.99556026 +2018-07-26 14:00:00,8178.0,8210.0,8200.07,8210.0,311.76043907 +2018-07-26 13:00:00,8185.51,8230.0,8227.01,8200.07,385.56396218 +2018-07-26 12:00:00,8185.0,8247.39,8247.39,8227.0,385.30316541 +2018-07-26 11:00:00,8229.67,8285.0,8281.19,8247.39,160.84382206 +2018-07-26 10:00:00,8263.48,8290.0,8265.0,8281.19,170.69889986 +2018-07-26 09:00:00,8239.99,8275.32,8240.0,8265.0,79.47006908 +2018-07-26 08:00:00,8230.55,8260.0,8230.56,8240.0,168.32625905 +2018-07-26 07:00:00,8225.0,8286.0,8256.0,8230.56,312.95193929 +2018-07-26 06:00:00,8194.25,8257.5,8194.26,8257.49,248.32013008 +2018-07-26 05:00:00,8189.72,8220.0,8220.0,8194.25,112.32006355 +2018-07-26 04:00:00,8197.0,8220.0,8219.99,8220.0,163.70624557 +2018-07-26 03:00:00,8175.1,8219.99,8180.5,8219.99,335.87499593 +2018-07-26 02:00:00,8170.0,8217.66,8217.65,8180.49,214.64880397 +2018-07-26 01:00:00,8200.68,8238.02,8225.01,8217.66,187.98337989 +2018-07-26 00:00:00,8157.15,8240.98,8157.15,8225.02,495.14314296 +2018-07-25 23:00:00,8156.58,8273.28,8252.11,8157.15,507.56159508 +2018-07-25 22:00:00,8250.0,8310.0,8286.0,8252.11,554.40831681 +2018-07-25 21:00:00,8169.71,8325.32,8173.0,8286.0,1128.72878674 +2018-07-25 20:00:00,8125.79,8184.12,8160.0,8173.01,346.71097509 +2018-07-25 19:00:00,8066.88,8160.0,8066.89,8159.99,399.43268351 +2018-07-25 18:00:00,8066.88,8120.0,8100.0,8066.88,628.97046001 +2018-07-25 17:00:00,8081.57,8158.0,8157.99,8099.99,801.33659476 +2018-07-25 16:00:00,8069.18,8168.27,8095.0,8157.99,929.13580798 +2018-07-25 15:00:00,8042.0,8189.65,8181.97,8094.99,1600.11931622 +2018-07-25 14:00:00,8164.76,8206.54,8199.99,8181.97,809.08761417 +2018-07-25 13:00:00,8154.72,8218.0,8204.0,8200.0,526.79285778 +2018-07-25 12:00:00,8182.49,8228.77,8182.49,8203.99,291.01697364 +2018-07-25 11:00:00,8168.68,8233.78,8220.0,8182.5,363.66959205 +2018-07-25 10:00:00,8156.22,8238.88,8238.88,8220.01,816.82069064 +2018-07-25 09:00:00,8225.51,8290.0,8290.0,8238.88,420.6408677 +2018-07-25 08:00:00,8262.5,8334.57,8334.57,8290.0,403.50788423 +2018-07-25 07:00:00,8322.99,8360.0,8336.9,8334.57,268.02095308 +2018-07-25 06:00:00,8286.9,8435.0,8435.0,8336.9,434.34164323 +2018-07-25 05:00:00,8396.39,8435.0,8416.19,8435.0,321.82344316 +2018-07-25 04:00:00,8333.09,8420.0,8362.0,8416.19,412.02450592 +2018-07-25 03:00:00,8284.81,8375.0,8338.01,8361.99,458.62998618 +2018-07-25 02:00:00,8317.11,8412.09,8412.09,8338.01,1039.48621385 +2018-07-25 01:00:00,8392.0,8447.2,8415.52,8412.08,446.43364232 +2018-07-25 00:00:00,8384.5,8482.84,8390.04,8415.52,805.20937334 +2018-07-24 23:00:00,8314.99,8488.0,8314.99,8385.5,1499.73515498 +2018-07-24 22:00:00,8255.86,8334.8,8255.87,8315.0,775.75269719 +2018-07-24 21:00:00,8210.0,8272.0,8228.99,8255.86,660.58994398 +2018-07-24 20:00:00,8189.99,8259.25,8254.9,8229.0,657.24148583 +2018-07-24 19:00:00,8237.27,8310.96,8246.01,8254.9,722.04588185 +2018-07-24 18:00:00,8208.47,8267.0,8228.4,8246.0,566.75178952 +2018-07-24 17:00:00,8176.37,8269.79,8176.93,8228.4,1290.54153268 +2018-07-24 16:00:00,8156.01,8193.53,8181.71,8176.94,697.16781015 +2018-07-24 15:00:00,8155.9,8212.33,8164.88,8181.71,770.17494027 +2018-07-24 14:00:00,8113.89,8250.0,8235.0,8164.87,1084.04679982 +2018-07-24 13:00:00,8126.46,8255.0,8210.01,8235.0,880.75721037 +2018-07-24 12:00:00,8140.28,8360.0,8250.0,8210.0,1541.65122026 +2018-07-24 11:00:00,8094.98,8265.99,8134.39,8249.99,1243.69581634 +2018-07-24 10:00:00,8007.0,8134.56,8013.01,8134.39,968.3005628 +2018-07-24 09:00:00,7986.14,8024.99,7988.01,8013.01,197.64657543 +2018-07-24 08:00:00,7969.91,8020.0,8006.99,7988.01,254.31940563 +2018-07-24 07:00:00,7979.99,8020.0,7979.99,8007.0,350.31274944 +2018-07-24 06:00:00,7942.0,8003.1,7977.54,7980.0,527.03740343 +2018-07-24 05:00:00,7849.99,8030.0,7850.0,7977.54,2301.19363893 +2018-07-24 04:00:00,7752.23,7860.0,7754.14,7849.99,1163.65029423 +2018-07-24 03:00:00,7733.6,7780.0,7733.6,7754.14,491.92556257 +2018-07-24 02:00:00,7714.15,7763.7,7738.69,7733.61,360.85281848 +2018-08-18 01:00:00,6521.61,6613.23,6605.0,6539.55,634.52111353 +2018-08-18 00:00:00,6563.7,6610.0,6585.5,6605.0,506.7785238 +2018-08-17 23:00:00,6533.32,6585.5,6569.21,6585.49,569.90640714 +2018-08-17 22:00:00,6502.97,6577.6,6523.0,6569.21,923.25808575 +2018-08-17 21:00:00,6479.99,6539.06,6480.0,6523.0,522.98365241 +2018-08-17 20:00:00,6443.89,6500.06,6500.06,6479.99,640.60516477 +2018-08-17 19:00:00,6484.52,6513.0,6512.99,6500.06,288.79433233 +2018-08-17 18:00:00,6471.0,6517.25,6510.0,6513.0,398.17843305 +2018-08-17 17:00:00,6499.99,6550.0,6499.99,6510.0,766.2584337 +2018-08-17 16:00:00,6460.0,6539.39,6477.48,6499.99,618.31309343 +2018-08-17 15:00:00,6467.06,6510.0,6467.07,6477.48,418.53098685 +2018-08-17 14:00:00,6436.22,6496.58,6486.4,6467.07,421.54478872 +2018-08-17 13:00:00,6457.0,6525.11,6481.87,6486.4,543.77439918 +2018-08-17 12:00:00,6444.4,6490.0,6464.01,6481.88,153.24905731 +2018-08-17 11:00:00,6427.99,6483.3,6428.0,6464.01,185.76571533 +2018-08-17 10:00:00,6408.16,6559.75,6498.31,6427.99,953.83859481 +2018-08-17 09:00:00,6460.5,6508.86,6466.7,6498.31,233.94080826 +2018-08-17 08:00:00,6448.0,6493.33,6493.25,6466.69,150.97328115 +2018-08-17 07:00:00,6455.02,6520.0,6508.0,6493.26,308.22662842 +2018-08-17 06:00:00,6426.1,6508.0,6449.52,6508.0,220.02682658 +2018-08-17 05:00:00,6430.0,6494.93,6470.01,6449.99,282.35133141 +2018-08-17 04:00:00,6413.81,6528.22,6421.01,6470.02,848.70644228 +2018-08-17 03:00:00,6401.0,6435.0,6419.69,6421.01,311.3291116 +2018-08-17 02:00:00,6340.16,6438.24,6342.51,6419.69,507.01834176 +2018-08-17 01:00:00,6335.41,6366.01,6341.21,6342.5,272.15877048 +2018-08-17 00:00:00,6290.39,6341.21,6315.9,6341.2,237.12167887 +2018-08-16 23:00:00,6265.0,6317.58,6275.81,6315.9,257.25561769 +2018-08-16 22:00:00,6275.81,6299.0,6280.0,6275.82,212.49167621 +2018-08-16 21:00:00,6232.3,6298.0,6256.24,6280.0,478.53615011 +2018-08-16 20:00:00,6255.0,6414.98,6410.0,6256.24,1031.67583123 +2018-08-16 19:00:00,6395.0,6438.1,6427.5,6410.01,339.15658826 +2018-08-16 18:00:00,6386.5,6427.5,6416.71,6427.49,567.24653253 +2018-08-16 17:00:00,6380.0,6464.0,6400.49,6416.71,549.14709992 +2018-08-16 16:00:00,6385.59,6430.01,6407.24,6401.58,363.61610604 +2018-08-16 15:00:00,6303.0,6433.0,6323.87,6407.23,659.16097137 +2018-08-16 14:00:00,6323.87,6363.0,6351.53,6323.87,252.95632083 +2018-08-16 13:00:00,6290.55,6351.15,6321.45,6351.15,287.67668981 +2018-08-16 12:00:00,6283.0,6475.0,6439.99,6321.44,742.42643173 +2018-08-16 11:00:00,6418.2,6447.18,6447.18,6439.99,227.64631964 +2018-08-16 10:00:00,6371.8,6475.01,6389.89,6447.17,374.5199719 +2018-08-16 09:00:00,6379.58,6421.42,6387.81,6389.89,179.58115894 +2018-08-16 08:00:00,6373.75,6422.99,6377.55,6387.81,138.36822863 +2018-08-16 07:00:00,6301.99,6417.0,6302.0,6377.55,365.65934008 +2018-08-16 06:00:00,6270.0,6303.91,6287.43,6301.99,117.51138802 +2018-08-16 05:00:00,6280.0,6315.0,6312.27,6287.42,144.44787117 +2018-08-16 04:00:00,6265.0,6320.27,6280.01,6312.27,226.55357836 +2018-08-16 03:00:00,6275.0,6335.0,6293.28,6280.0,293.47269301 +2018-08-16 02:00:00,6266.68,6300.0,6266.68,6293.28,239.40426115 +2018-08-16 01:00:00,6244.63,6296.15,6295.01,6266.69,351.29163211 +2018-08-16 00:00:00,6200.0,6320.0,6269.01,6295.01,576.238675 +2018-08-15 23:00:00,6235.03,6350.0,6346.43,6269.01,1304.85616109 +2018-08-15 22:00:00,6346.42,6440.0,6412.11,6346.42,503.45119635 +2018-08-15 21:00:00,6332.57,6435.0,6374.99,6412.11,464.34868232 +2018-08-15 20:00:00,6300.0,6383.82,6383.82,6375.0,936.43280308 +2018-08-15 19:00:00,6354.5,6541.0,6534.97,6383.82,1465.40311329 +2018-08-15 18:00:00,6525.01,6589.0,6569.96,6534.97,642.0522581 +2018-08-15 17:00:00,6534.1,6593.21,6593.2,6569.96,909.32079686 +2018-08-15 16:00:00,6450.0,6636.0,6450.01,6593.21,2636.88464095 +2018-08-15 15:00:00,6396.0,6490.0,6409.99,6450.01,1109.94061149 +2018-08-15 14:00:00,6331.13,6410.0,6344.99,6410.0,409.68200518 +2018-08-15 13:00:00,6340.89,6410.86,6393.01,6345.0,455.10669026 +2018-08-15 12:00:00,6324.68,6400.0,6355.98,6393.0,350.30157183 +2018-08-15 11:00:00,6302.89,6355.98,6302.89,6355.97,289.13378238 +2018-08-15 10:00:00,6280.0,6391.69,6374.48,6302.89,395.35547056 +2018-08-15 09:00:00,6328.14,6442.5,6440.0,6374.47,503.07665221 +2018-08-15 08:00:00,6402.02,6472.5,6409.59,6439.99,337.46750753 +2018-08-15 07:00:00,6325.94,6490.0,6325.95,6409.58,981.98175958 +2018-08-15 06:00:00,6300.73,6326.0,6311.1,6325.95,213.40240031 +2018-08-15 05:00:00,6308.88,6340.0,6330.0,6311.09,261.27525175 +2018-08-15 04:00:00,6284.0,6383.0,6300.01,6330.0,736.78360701 +2018-08-15 03:00:00,6222.51,6302.53,6268.38,6300.01,899.49555864 +2018-08-15 02:00:00,6218.01,6296.0,6227.0,6268.38,715.4052731 +2018-08-15 01:00:00,6200.0,6238.2,6223.37,6227.0,389.54237956 +2018-08-15 00:00:00,6189.0,6264.74,6195.0,6223.37,875.84562073 +2018-08-14 23:00:00,6119.71,6238.32,6137.15,6195.01,856.92427436 +2018-08-14 22:00:00,6080.9,6172.12,6110.07,6137.15,679.88505616 +2018-08-14 21:00:00,6073.85,6132.57,6073.86,6110.06,542.83170124 +2018-08-14 20:00:00,6060.0,6101.13,6087.26,6074.34,541.41691156 +2018-08-14 19:00:00,6055.51,6145.0,6055.52,6087.26,940.20159433 +2018-08-14 18:00:00,6009.99,6060.0,6030.0,6055.52,646.66351847 +2018-08-14 17:00:00,6019.39,6085.0,6034.01,6030.01,689.24562429 +2018-08-14 16:00:00,5990.0,6035.01,6035.01,6034.01,525.67818667 +2018-08-14 15:00:00,5980.0,6051.0,6031.23,6035.01,656.93423706 +2018-08-14 14:00:00,6023.75,6140.0,6130.03,6031.23,712.0576294 +2018-08-14 13:00:00,6100.0,6170.0,6104.5,6130.03,467.34522447 +2018-08-14 12:00:00,5995.74,6168.0,6009.0,6104.99,1010.34661875 +2018-08-14 11:00:00,5979.79,6032.72,6029.08,6009.0,373.5370427 +2018-08-14 10:00:00,6008.85,6089.86,6052.99,6029.08,190.82263005 +2018-08-14 09:00:00,6016.29,6066.24,6029.01,6052.98,229.66152636 +2018-08-14 08:00:00,6010.0,6051.53,6039.01,6029.01,139.38691995 +2018-08-14 07:00:00,5966.7,6075.88,5978.18,6039.01,315.10617571 +2018-08-14 06:00:00,5956.34,6001.05,6001.04,5978.17,366.52697968 +2018-08-14 05:00:00,6000.0,6020.0,6018.44,6001.05,238.34335526 +2018-08-14 04:00:00,5967.13,6047.28,5998.0,6018.43,721.44804659 +2018-08-14 03:00:00,5919.78,5998.0,5956.06,5998.0,1018.0227397 +2018-08-14 02:00:00,5900.0,6034.99,6032.24,5956.06,2772.68782843 +2018-08-14 01:00:00,6028.0,6238.19,6224.4,6035.19,2249.8945759 +2018-08-14 00:00:00,6182.34,6258.32,6253.67,6224.39,857.7143946 +2018-08-13 23:00:00,6250.0,6290.0,6263.98,6253.67,350.6817856 +2018-08-13 22:00:00,6213.02,6289.04,6244.94,6263.98,474.26295901 +2018-08-13 21:00:00,6244.31,6278.7,6278.19,6244.94,283.11638551 +2018-08-13 20:00:00,6222.11,6299.96,6235.0,6278.34,724.24422506 +2018-08-13 19:00:00,6205.0,6250.0,6245.0,6235.94,394.21793622 +2018-08-13 18:00:00,6193.4,6250.0,6229.99,6244.99,593.32279568 +2018-08-13 17:00:00,6139.57,6285.12,6285.11,6230.0,1506.44010704 +2018-08-13 16:00:00,6265.59,6331.38,6295.35,6285.12,556.36908265 +2018-08-13 15:00:00,6206.0,6380.0,6379.99,6295.0,1127.50991679 +2018-08-13 14:00:00,6350.63,6425.21,6414.47,6380.0,530.86244642 +2018-08-13 13:00:00,6360.0,6447.57,6447.56,6414.46,684.45625739 +2018-08-13 12:00:00,6440.0,6475.84,6442.99,6447.57,305.52441672 +2018-08-13 11:00:00,6433.42,6474.93,6474.93,6443.0,284.11744206 +2018-08-13 10:00:00,6444.79,6476.0,6465.69,6474.92,131.07775124 +2018-08-13 09:00:00,6465.69,6501.0,6474.88,6465.69,102.17015504 +2018-08-13 08:00:00,6439.12,6544.99,6439.12,6474.87,482.52095473 +2018-08-13 07:00:00,6401.99,6439.13,6422.7,6439.13,102.62905443 +2018-08-13 06:00:00,6326.76,6472.0,6330.46,6422.71,737.11322246 +2018-08-13 05:00:00,6309.97,6349.8,6338.22,6330.46,137.8128316 +2018-08-13 04:00:00,6337.76,6383.39,6346.7,6338.22,250.11362843 +2018-08-13 03:00:00,6326.71,6364.49,6330.35,6346.71,266.622721 +2018-08-13 02:00:00,6307.22,6331.23,6326.27,6330.35,211.21727037 +2018-08-13 01:00:00,6324.24,6345.0,6329.73,6326.27,162.90517216 +2018-08-13 00:00:00,6316.0,6347.1,6316.0,6329.72,204.81427196 +2018-08-12 23:00:00,6294.02,6344.0,6339.74,6316.01,294.53677206 +2018-08-12 22:00:00,6313.62,6393.93,6363.0,6339.73,451.95122351 +2018-08-12 21:00:00,6323.4,6363.0,6344.08,6363.0,209.8529459 +2018-08-12 20:00:00,6285.8,6355.7,6326.51,6344.08,460.65323521 +2018-08-12 19:00:00,6225.58,6482.0,6309.94,6326.49,1982.7848033 +2018-08-12 18:00:00,6283.44,6324.0,6305.95,6309.94,217.92620591 +2018-08-12 17:00:00,6274.0,6328.53,6311.11,6305.94,231.40534607 +2018-08-12 16:00:00,6251.53,6338.91,6320.76,6311.11,380.01063126 +2018-08-12 15:00:00,6292.84,6375.0,6309.05,6318.28,312.15863586 +2018-08-12 14:00:00,6266.23,6337.92,6266.24,6309.05,284.64130013 +2018-08-12 13:00:00,6237.43,6272.98,6253.39,6266.23,100.85157813 +2018-08-12 12:00:00,6190.42,6374.0,6350.14,6253.39,630.41529029 +2018-08-12 11:00:00,6304.33,6374.0,6329.65,6353.06,128.96910801 +2018-08-12 10:00:00,6307.01,6347.5,6322.67,6329.66,95.09802077 +2018-08-12 09:00:00,6299.82,6336.67,6305.64,6322.27,68.62690152 +2018-08-12 08:00:00,6287.73,6331.0,6331.0,6305.63,98.24369768 +2018-08-12 07:00:00,6305.16,6354.02,6345.79,6330.99,164.66259949 +2018-08-12 06:00:00,6317.99,6361.96,6341.62,6345.78,111.13983756 +2018-08-12 05:00:00,6264.98,6385.45,6264.99,6341.62,387.90544913 +2018-08-12 04:00:00,6260.0,6285.69,6285.69,6264.99,158.79180807 +2018-08-12 03:00:00,6264.3,6300.0,6291.43,6288.02,243.62029245 +2018-08-12 02:00:00,6273.24,6298.99,6273.24,6291.42,173.77676151 +2018-08-12 01:00:00,6224.4,6284.74,6279.37,6273.25,317.30282638 +2018-08-12 00:00:00,6169.46,6314.9,6236.0,6279.36,818.76577111 +2018-08-11 23:00:00,6226.0,6410.0,6405.01,6235.56,747.77465066 +2018-08-11 22:00:00,6389.82,6408.6,6394.13,6405.01,164.22816807 +2018-08-11 21:00:00,6384.63,6421.12,6421.12,6394.14,184.61403363 +2018-08-11 20:00:00,6386.12,6421.12,6395.53,6421.12,213.27460559 +2018-08-11 19:00:00,6369.92,6403.56,6398.59,6395.53,271.42296688 +2018-08-11 18:00:00,6385.0,6458.37,6450.75,6398.6,730.76646412 +2018-08-11 17:00:00,6120.99,6485.76,6121.0,6446.44,2019.33939985 +2018-08-11 16:00:00,6082.0,6176.91,6118.63,6121.0,470.05880453 +2018-08-11 15:00:00,6094.34,6135.36,6125.36,6118.64,402.71803097 +2018-08-11 14:00:00,6103.88,6149.0,6116.77,6125.01,303.40604701 +2018-08-11 13:00:00,6099.97,6129.8,6123.73,6116.84,246.73068364 +2018-08-11 12:00:00,6075.0,6158.06,6119.97,6123.73,324.15666349 +2018-08-11 11:00:00,6086.72,6131.21,6130.01,6119.97,163.88303897 +2018-08-11 10:00:00,6110.01,6190.0,6117.19,6130.01,152.85767026 +2018-08-11 09:00:00,6100.0,6123.34,6105.82,6117.19,130.94799275 +2018-08-11 08:00:00,6098.57,6150.0,6109.53,6105.82,228.97363176 +2018-08-11 07:00:00,6065.14,6124.36,6087.53,6109.53,233.61706538 +2018-08-11 06:00:00,6058.09,6116.76,6099.99,6087.52,225.62468413 +2018-08-11 05:00:00,6003.0,6140.0,6106.28,6100.0,922.49274013 +2018-08-11 04:00:00,6090.0,6145.0,6114.34,6106.28,363.49946271 +2018-08-11 03:00:00,6094.0,6138.0,6138.0,6114.33,382.7373187 +2018-08-11 02:00:00,6090.0,6153.01,6110.0,6138.0,383.51371437 +2018-08-11 01:00:00,6080.03,6131.83,6091.87,6110.0,404.09693713 +2018-08-11 00:00:00,6087.0,6168.52,6146.01,6091.87,482.49938799 +2018-08-10 23:00:00,6077.0,6196.01,6102.11,6146.01,785.03354731 +2018-08-10 22:00:00,6069.99,6145.0,6070.0,6102.1,880.98455375 +2018-08-10 21:00:00,6015.0,6190.01,6190.01,6070.0,2183.05056506 +2018-08-10 20:00:00,6149.38,6402.49,6402.49,6190.01,1793.13359859 +2018-08-10 19:00:00,6384.95,6402.49,6402.4,6402.49,282.67814379 +2018-08-10 18:00:00,6380.0,6425.0,6420.0,6402.4,509.8138663 +2018-08-10 17:00:00,6345.0,6439.0,6370.0,6420.0,829.38049436 +2018-08-10 16:00:00,6361.9,6476.13,6476.13,6369.99,534.80969663 +2018-08-10 00:00:00,6546.46,6584.8,6546.46,6556.25,265.82493189 +2018-08-09 23:00:00,6525.52,6610.05,6610.04,6546.45,521.64338813 +2018-08-09 22:00:00,6576.7,6623.79,6589.24,6610.05,357.06953209 +2018-08-09 21:00:00,6505.99,6633.21,6506.0,6586.0,1264.76741896 +2018-08-09 20:00:00,6463.01,6506.0,6472.27,6506.0,381.2604671 +2018-08-09 19:00:00,6460.0,6515.76,6474.0,6472.27,560.64021396 +2018-08-09 18:00:00,6452.56,6480.0,6475.56,6474.0,450.66344262 +2018-08-09 17:00:00,6440.0,6489.99,6455.01,6475.56,642.18031814 +2018-08-09 16:00:00,6445.0,6479.99,6450.5,6455.01,786.26768886 +2018-08-09 15:00:00,6427.16,6557.16,6505.1,6450.5,1122.85245744 +2018-08-09 14:00:00,6400.0,6530.0,6420.07,6505.11,1225.57410281 +2018-08-09 13:00:00,6177.51,6473.0,6251.0,6421.85,2308.16412045 +2018-08-09 12:00:00,6235.19,6328.75,6328.75,6251.0,853.03559988 +2018-08-09 11:00:00,6315.45,6343.34,6343.33,6328.75,225.76722548 +2018-08-09 10:00:00,6311.2,6349.99,6335.83,6343.34,132.36640961 +2018-08-09 09:00:00,6313.99,6341.61,6314.0,6335.83,157.95322109 +2018-08-09 08:00:00,6282.51,6328.22,6321.15,6314.0,126.93842982 +2018-08-09 07:00:00,6306.0,6364.73,6351.85,6321.15,167.97027583 +2018-08-09 06:00:00,6339.99,6369.28,6346.35,6351.85,351.70716476 +2018-08-09 05:00:00,6338.0,6389.96,6355.0,6346.35,307.26334897 +2018-08-09 04:00:00,6303.6,6355.0,6324.98,6355.0,218.58409257 +2018-08-09 03:00:00,6294.49,6330.0,6323.86,6324.98,323.11490649 +2018-08-09 02:00:00,6310.0,6338.0,6338.0,6323.86,360.79405991 +2018-08-09 01:00:00,6288.42,6338.0,6288.43,6338.0,321.56436479 +2018-08-09 00:00:00,6269.03,6331.08,6282.5,6288.42,812.55831428 +2018-08-08 23:00:00,6221.28,6284.9,6263.46,6282.5,588.6933904 +2018-08-08 22:00:00,6241.44,6326.31,6299.99,6263.45,547.18707541 +2018-08-08 21:00:00,6250.0,6330.0,6319.01,6300.0,535.5648028 +2018-08-08 20:00:00,6300.0,6340.0,6340.0,6319.01,607.16584916 +2018-08-08 19:00:00,6266.21,6365.99,6266.22,6339.99,1387.02588951 +2018-08-08 18:00:00,6121.04,6269.52,6242.19,6266.21,2776.79444589 +2018-08-08 17:00:00,6218.76,6293.29,6254.89,6242.2,1630.71454884 +2018-08-08 16:00:00,6181.0,6491.99,6477.5,6254.88,3278.42519591 +2018-08-08 15:00:00,6470.0,6499.0,6491.46,6477.5,575.22684206 +2018-08-08 14:00:00,6414.18,6491.46,6464.99,6491.46,779.84721856 +2018-08-08 13:00:00,6454.99,6521.45,6497.19,6465.0,575.43499913 +2018-08-08 12:00:00,6470.22,6522.13,6515.0,6497.18,617.11685857 +2018-08-08 11:00:00,6470.0,6533.96,6485.01,6515.01,343.59929455 +2018-08-08 10:00:00,6441.85,6499.41,6499.41,6485.01,335.03101776 +2018-08-08 09:00:00,6472.76,6527.06,6512.88,6499.41,156.45776881 +2018-08-08 08:00:00,6440.03,6516.18,6456.02,6512.88,249.64747963 +2018-08-08 07:00:00,6456.01,6552.99,6548.92,6456.01,315.02922853 +2018-08-08 06:00:00,6504.88,6555.32,6537.32,6548.92,339.55505673 +2018-08-08 05:00:00,6395.0,6552.41,6498.0,6537.32,1648.70596802 +2018-08-08 04:00:00,6463.0,6589.88,6588.0,6497.99,1602.25799896 +2018-08-08 03:00:00,6575.0,6620.0,6617.45,6588.01,305.61778712 +2018-08-08 02:00:00,6565.0,6617.46,6575.86,6617.45,686.99890208 +2018-08-08 01:00:00,6563.95,6636.99,6603.99,6575.86,674.30426155 +2018-08-08 00:00:00,6556.08,6718.22,6718.22,6603.99,1588.94873406 +2018-08-07 23:00:00,6700.0,6750.0,6750.0,6718.22,503.61590049 +2018-08-07 22:00:00,6714.13,6798.56,6752.4,6750.0,717.95097708 +2018-08-07 21:00:00,6647.07,6876.01,6876.0,6752.4,2676.92554161 +2018-08-07 20:00:00,6850.0,7000.01,7000.01,6876.0,1515.02212354 +2018-08-07 19:00:00,7000.0,7101.52,7097.29,7000.01,531.51355166 +2018-08-07 18:00:00,7078.62,7111.97,7111.97,7097.29,289.42705817 +2018-08-07 17:00:00,7090.0,7120.0,7119.99,7111.97,332.28707185 +2018-08-07 16:00:00,7100.9,7131.0,7110.01,7119.99,420.17485339 +2018-08-07 15:00:00,7087.37,7125.0,7093.01,7110.0,332.68078243 +2018-08-07 14:00:00,7051.0,7093.02,7070.0,7093.02,397.28258087 +2018-08-07 13:00:00,7070.0,7152.0,7123.01,7070.01,499.7541739 +2018-08-07 12:00:00,7067.43,7144.03,7092.27,7123.01,496.81006076 +2018-08-07 11:00:00,7049.99,7112.11,7050.0,7092.26,311.38548351 +2018-08-07 10:00:00,7035.0,7059.99,7059.98,7050.0,66.20758025 +2018-08-07 09:00:00,7033.99,7066.5,7033.99,7059.98,109.06552963 +2018-08-07 08:00:00,7013.45,7047.84,7020.29,7034.0,116.10862127 +2018-08-07 07:00:00,6945.57,7066.5,6949.18,7020.3,394.14288865 +2018-08-07 06:00:00,6924.0,6950.0,6926.45,6949.17,120.67366532 +2018-08-07 05:00:00,6926.44,6959.49,6950.92,6926.45,116.61780084 +2018-08-07 04:00:00,6926.44,6955.0,6926.44,6950.92,198.90673469 +2018-08-07 03:00:00,6926.01,6957.0,6937.6,6926.44,173.7064036 +2018-08-07 02:00:00,6916.63,6952.0,6916.63,6937.6,205.23749699 +2018-08-07 01:00:00,6904.31,6969.38,6959.58,6916.64,235.06408987 +2018-08-07 00:00:00,6937.8,6990.0,6938.0,6959.58,404.58066273 +2018-08-06 23:00:00,6872.37,6945.0,6877.0,6938.0,540.93312562 +2018-08-06 22:00:00,6840.0,6885.0,6865.01,6877.0,533.97420816 +2018-08-06 21:00:00,6853.0,6922.25,6919.96,6865.01,733.18976406 +2018-08-06 20:00:00,6912.0,6954.66,6947.2,6919.96,337.05536608 +2018-08-06 19:00:00,6918.02,6947.83,6918.02,6947.2,298.68708441 +2018-08-06 18:00:00,6899.53,6928.8,6919.77,6918.02,415.04596353 +2018-08-06 17:00:00,6914.63,6943.25,6915.04,6919.76,268.0976435 +2018-08-06 16:00:00,6911.22,6978.97,6970.0,6915.04,413.68434392 +2018-08-06 15:00:00,6938.23,6984.5,6948.83,6970.0,389.48623857 +2018-08-06 14:00:00,6907.99,6950.02,6924.99,6948.83,344.58766603 +2018-08-06 13:00:00,6884.85,6966.17,6966.17,6925.0,634.52740861 +2018-08-06 12:00:00,6954.0,6987.11,6981.0,6966.17,198.48085697 +2018-08-06 11:00:00,6930.0,6984.0,6977.0,6980.99,210.15784491 +2018-08-06 10:00:00,6952.76,6984.0,6962.78,6977.0,202.75379475 +2018-08-06 09:00:00,6953.08,6999.85,6963.77,6962.77,251.49235284 +2018-08-06 08:00:00,6953.97,7016.6,7014.05,6963.29,250.12596862 +2018-08-06 07:00:00,7000.0,7091.54,7077.8,7014.05,343.11792021 +2018-08-06 06:00:00,7077.79,7105.0,7090.23,7077.8,142.92378752 +2018-08-06 05:00:00,7061.98,7099.5,7080.01,7090.22,232.86194031 +2018-08-06 04:00:00,7080.0,7120.0,7097.14,7080.0,202.40293004 +2018-08-06 03:00:00,7097.13,7138.59,7136.95,7097.14,312.23746004 +2018-08-06 02:00:00,7124.1,7146.59,7132.46,7136.95,413.66563032 +2018-08-06 01:00:00,7043.0,7163.0,7043.39,7132.46,932.59524762 +2018-08-06 00:00:00,7025.01,7083.63,7030.0,7043.39,353.96487025 +2018-08-05 23:00:00,7020.01,7047.81,7029.18,7030.01,155.32094814 +2018-08-05 22:00:00,7009.05,7058.71,7054.04,7029.18,220.68930861 +2018-08-05 21:00:00,7036.4,7086.52,7048.67,7054.04,284.24808624 +2018-08-05 20:00:00,7005.0,7076.0,7015.01,7048.67,402.45515049 +2018-08-05 19:00:00,7001.0,7036.0,7014.0,7015.01,220.20177362 +2018-08-05 18:00:00,6971.67,7014.0,6983.04,7014.0,270.06533772 +2018-08-05 17:00:00,6950.0,7011.87,7006.31,6983.05,274.96733842 +2018-08-05 16:00:00,6999.74,7034.0,6999.85,7006.3,214.40466009 +2018-08-05 15:00:00,6921.99,7043.78,6922.0,6999.86,490.57874483 +2018-08-05 14:00:00,6890.0,6977.0,6972.61,6921.99,425.87435897 +2018-08-30 13:00:00,6812.02,6850.0,6829.0,6837.93,467.7938389 +2018-08-30 12:00:00,6821.0,6894.0,6870.01,6829.01,690.26329516 +2018-08-30 11:00:00,6850.0,6925.0,6921.58,6870.0,468.26140844 +2018-08-30 10:00:00,6891.47,6929.8,6916.07,6921.57,336.87115321 +2018-08-30 09:00:00,6875.19,6949.0,6939.9,6916.07,614.94844177 +2018-08-30 08:00:00,6933.11,6983.79,6970.09,6939.16,208.55175698 +2018-08-30 07:00:00,6966.34,6992.54,6976.12,6970.0,105.4828556 +2018-08-30 06:00:00,6933.11,6985.0,6963.04,6976.12,302.39373873 +2018-08-30 05:00:00,6962.27,7015.0,7015.0,6963.03,200.95631462 +2018-08-30 04:00:00,6990.12,7021.59,7019.0,7015.0,227.06474839 +2018-08-30 03:00:00,6990.14,7019.0,7005.47,7019.0,165.0299724 +2018-08-30 02:00:00,6960.8,7042.44,7040.24,7005.46,514.57842898 +2018-08-30 01:00:00,7030.5,7048.01,7048.01,7040.24,161.35162971 +2018-08-30 00:00:00,7027.65,7048.66,7030.92,7048.01,165.16075172 +2018-08-29 23:00:00,7023.5,7054.39,7054.39,7030.9,215.34635709 +2018-08-29 22:00:00,7043.0,7059.71,7057.78,7054.39,210.12577284 +2018-08-29 21:00:00,7027.91,7069.0,7039.92,7057.78,351.68576371 +2018-08-29 20:00:00,6985.64,7044.0,7000.0,7039.0,440.36079378 +2018-08-29 19:00:00,6994.5,7019.21,7010.01,7000.01,228.90955154 +2018-08-29 18:00:00,6987.98,7021.0,7021.0,7010.01,282.61325508 +2018-08-29 17:00:00,6991.17,7024.4,6991.17,7020.99,340.88931502 +2018-08-29 16:00:00,6924.12,6999.14,6973.0,6991.17,728.0994026 +2018-08-29 15:00:00,6907.42,7078.01,7078.01,6973.0,1625.96369907 +2018-08-29 14:00:00,7061.79,7095.72,7095.71,7078.01,364.19292343 +2018-08-29 13:00:00,7084.05,7105.0,7092.83,7095.71,210.28006062 +2018-08-29 12:00:00,7084.08,7103.62,7084.08,7092.83,175.81460432 +2018-08-29 11:00:00,7060.0,7091.96,7086.49,7081.23,148.53889394 +2018-08-29 10:00:00,7079.0,7119.0,7105.0,7086.48,144.86458929 +2018-08-29 09:00:00,7062.64,7105.0,7066.04,7104.99,195.88368751 +2018-08-29 08:00:00,7040.0,7080.0,7055.7,7066.05,195.70226903 +2018-08-29 07:00:00,7045.0,7063.67,7045.01,7055.7,65.65038871 +2018-08-29 06:00:00,7041.49,7065.5,7055.09,7045.01,118.15348962 +2018-08-29 05:00:00,7032.15,7057.95,7041.15,7055.41,161.94508306 +2018-08-29 04:00:00,7036.59,7060.0,7037.4,7041.15,187.9036709 +2018-08-29 03:00:00,7010.83,7043.0,7029.96,7037.4,246.83600513 +2018-08-29 02:00:00,7016.67,7079.83,7062.95,7029.96,532.43338732 +2018-08-29 01:00:00,7044.0,7085.0,7068.99,7062.94,239.62150385 +2018-08-29 00:00:00,7057.98,7086.43,7071.01,7068.99,300.9440324 +2018-08-28 23:00:00,7060.0,7114.34,7079.0,7071.01,460.44823399 +2018-08-28 22:00:00,7033.0,7079.0,7066.01,7079.0,414.17558905 +2018-08-28 21:00:00,7065.0,7105.0,7084.07,7066.01,295.32570714 +2018-08-28 20:00:00,7077.0,7128.0,7095.71,7084.07,643.41813731 +2018-08-28 19:00:00,7060.0,7115.0,7063.1,7095.71,807.21973206 +2018-08-28 18:00:00,7043.34,7078.0,7052.5,7063.09,396.31868013 +2018-08-28 17:00:00,7012.0,7060.99,7020.0,7052.5,733.99734647 +2018-08-28 16:00:00,6991.33,7049.0,7045.99,7020.0,668.46681171 +2018-08-28 15:00:00,7030.0,7055.82,7055.73,7045.99,509.91190989 +2018-08-28 14:00:00,7040.0,7084.1,7081.77,7055.74,721.36008475 +2018-08-28 13:00:00,7029.0,7088.14,7039.99,7081.76,759.85829457 +2018-08-28 12:00:00,7004.99,7040.0,7033.34,7040.0,467.76687678 +2018-08-28 11:00:00,6920.99,7050.0,6921.0,7033.34,1780.99840878 +2018-08-28 10:00:00,6904.99,6921.0,6920.0,6921.0,216.02284243 +2018-08-28 09:00:00,6911.52,6920.0,6913.99,6920.0,133.99229987 +2018-08-28 08:00:00,6903.96,6923.8,6923.79,6913.99,85.02442691 +2018-08-28 07:00:00,6906.56,6931.12,6910.01,6923.78,122.80927193 +2018-08-28 06:00:00,6900.01,6923.97,6904.99,6910.01,170.08397084 +2018-08-28 05:00:00,6898.07,6905.0,6898.08,6905.0,130.73240476 +2018-08-28 04:00:00,6881.17,6898.08,6881.18,6898.08,113.84074516 +2018-08-28 03:00:00,6879.0,6892.62,6879.0,6881.18,165.8297624 +2018-08-28 02:00:00,6864.96,6912.99,6910.8,6878.31,415.0685451 +2018-08-28 01:00:00,6896.37,6947.0,6903.0,6910.79,1033.47394525 +2018-08-28 00:00:00,6871.0,6911.9,6911.9,6903.0,634.31209825 +2018-08-27 23:00:00,6740.0,6947.6,6748.34,6911.9,1983.73378704 +2018-08-27 22:00:00,6722.97,6754.47,6728.01,6748.34,307.941551 +2018-08-27 21:00:00,6711.01,6728.85,6717.51,6728.01,264.55957495 +2018-08-27 20:00:00,6716.99,6739.51,6739.51,6717.51,315.39705742 +2018-08-27 19:00:00,6728.35,6744.29,6728.36,6739.5,243.32113683 +2018-08-27 18:00:00,6722.5,6737.84,6734.84,6728.36,200.62793081 +2018-08-27 17:00:00,6727.13,6742.0,6736.01,6734.93,287.9622921 +2018-08-27 16:00:00,6725.31,6748.0,6747.9,6736.01,301.82938745 +2018-08-27 15:00:00,6717.5,6748.0,6717.5,6747.48,339.36155789 +2018-08-27 14:00:00,6708.0,6750.11,6712.99,6717.49,431.63996841 +2018-08-27 13:00:00,6683.43,6715.0,6683.43,6712.99,216.39745576 +2018-08-27 12:00:00,6682.88,6764.85,6708.59,6683.44,446.3643337 +2018-08-27 11:00:00,6695.97,6719.0,6709.17,6708.58,113.4824486 +2018-08-27 10:00:00,6694.99,6710.0,6695.0,6709.29,169.08768726 +2018-08-27 09:00:00,6687.75,6700.0,6700.0,6695.0,44.7011872 +2018-08-27 08:00:00,6687.75,6706.59,6702.42,6699.99,67.02809968 +2018-08-27 07:00:00,6700.0,6718.12,6714.9,6702.42,158.52696564 +2018-08-27 06:00:00,6703.96,6720.0,6715.01,6714.9,127.36659955 +2018-08-27 05:00:00,6697.3,6729.71,6702.01,6715.0,295.35984969 +2018-08-27 04:00:00,6668.58,6711.94,6671.16,6702.0,267.06529488 +2018-08-27 03:00:00,6654.13,6678.0,6669.87,6672.24,148.71400792 +2018-08-27 02:00:00,6667.0,6683.31,6672.01,6669.88,153.44446229 +2018-08-27 01:00:00,6665.19,6703.69,6699.99,6672.01,212.79039879 +2018-08-27 00:00:00,6683.43,6709.99,6709.98,6699.99,210.88220032 +2018-08-26 23:00:00,6679.81,6720.51,6679.82,6709.98,150.57729165 +2018-08-26 22:00:00,6667.78,6688.0,6686.94,6679.82,252.81090112 +2018-08-26 21:00:00,6674.2,6701.0,6674.21,6686.94,133.40329222 +2018-08-26 20:00:00,6666.0,6699.0,6699.0,6674.21,152.59524598 +2018-08-26 19:00:00,6674.1,6699.0,6690.01,6699.0,244.59677009 +2018-08-26 18:00:00,6644.56,6690.01,6645.38,6690.01,231.24269952 +2018-08-26 17:00:00,6630.0,6673.57,6650.0,6645.38,238.10241205 +2018-08-26 16:00:00,6643.0,6705.23,6676.71,6650.0,286.15070791 +2018-08-26 15:00:00,6676.28,6698.88,6694.63,6676.71,173.53475953 +2018-08-26 14:00:00,6689.12,6726.19,6721.06,6694.63,259.79999803 +2018-08-26 13:00:00,6685.69,6725.0,6685.7,6721.06,222.23290171 +2018-08-26 12:00:00,6670.0,6710.73,6696.98,6685.7,169.80506461 +2018-08-26 11:00:00,6659.99,6713.24,6660.0,6696.98,177.06786679 +2018-08-26 10:00:00,6646.05,6667.87,6657.53,6659.99,44.54616833 +2018-08-26 09:00:00,6625.03,6659.76,6625.04,6657.53,63.29269541 +2018-08-26 08:00:00,6625.03,6652.09,6632.78,6625.03,74.99480798 +2018-08-26 07:00:00,6604.7,6636.33,6608.0,6632.77,107.35641417 +2018-08-26 06:00:00,6574.27,6608.0,6588.71,6607.99,100.77322732 +2018-08-26 05:00:00,6572.0,6629.99,6623.01,6588.7,279.39386387 +2018-08-26 04:00:00,6609.99,6640.0,6622.01,6623.01,114.48947287 +2018-08-26 03:00:00,6593.0,6646.51,6646.51,6622.0,376.72218169 +2018-08-26 02:00:00,6635.87,6735.0,6734.95,6646.51,730.09040718 +2018-08-26 01:00:00,6727.53,6755.2,6752.39,6734.63,149.68547751 +2018-08-26 00:00:00,6712.14,6773.0,6737.52,6753.08,275.83808642 +2018-08-25 23:00:00,6719.0,6770.0,6729.31,6737.52,288.4925075 +2018-08-25 22:00:00,6701.25,6731.75,6702.46,6729.32,161.99912141 +2018-08-25 21:00:00,6695.56,6717.61,6715.01,6702.5,144.73798926 +2018-08-25 20:00:00,6712.74,6725.0,6712.75,6715.0,142.24910853 +2018-08-25 19:00:00,6707.0,6716.22,6712.24,6712.75,107.64793969 +2018-08-25 18:00:00,6700.0,6727.24,6726.01,6712.24,176.97037819 +2018-08-25 17:00:00,6707.0,6734.95,6715.01,6726.01,111.90633164 +2018-08-25 16:00:00,6702.09,6741.77,6741.76,6715.01,215.46100138 +2018-08-25 15:00:00,6712.33,6749.0,6726.45,6743.59,399.54512636 +2018-08-25 14:00:00,6690.0,6735.55,6699.21,6726.45,208.8137167 +2018-08-25 13:00:00,6677.77,6700.76,6689.58,6699.2,103.46845901 +2018-08-25 12:00:00,6678.0,6720.5,6704.99,6689.57,111.44785915 +2018-08-25 11:00:00,6692.07,6714.23,6708.08,6704.99,85.11522168 +2018-08-25 10:00:00,6693.0,6720.38,6693.0,6708.07,70.92936106 +2018-08-25 09:00:00,6693.0,6725.99,6710.44,6693.0,75.70601223 +2018-08-25 08:00:00,6675.01,6715.94,6675.02,6710.44,100.61995401 +2018-08-25 07:00:00,6668.0,6687.89,6687.89,6675.01,100.22672631 +2018-08-25 06:00:00,6668.31,6729.0,6727.16,6687.88,310.45154202 +2018-08-25 05:00:00,6718.9,6747.0,6740.44,6727.16,116.66418128 +2018-08-25 04:00:00,6700.0,6740.45,6728.75,6740.44,319.343104 +2018-08-25 03:00:00,6715.03,6778.43,6762.62,6728.74,386.01902229 +2018-08-25 02:00:00,6733.84,6790.0,6733.85,6762.61,448.80042397 +2018-08-25 01:00:00,6701.02,6742.0,6723.28,6733.84,294.8130524 +2018-08-25 00:00:00,6690.88,6764.06,6690.88,6723.28,448.73793069 +2018-08-24 23:00:00,6669.0,6719.0,6681.33,6690.88,281.2027945 +2018-08-24 22:00:00,6664.92,6725.0,6691.65,6681.33,527.58131967 +2018-08-24 21:00:00,6608.31,6700.0,6608.32,6691.65,561.58939604 +2018-08-24 20:00:00,6600.0,6629.46,6623.61,6608.32,458.54191355 +2018-08-24 19:00:00,6595.0,6635.32,6629.14,6623.61,396.50057702 +2018-08-24 18:00:00,6577.5,6639.01,6587.52,6629.14,618.90102056 +2018-08-24 17:00:00,6547.7,6628.94,6547.71,6587.53,1112.01291038 +2018-08-24 16:00:00,6503.14,6550.13,6503.15,6547.7,373.39219673 +2018-08-24 15:00:00,6488.24,6520.0,6510.0,6503.15,270.49627575 +2018-08-24 14:00:00,6451.55,6545.0,6536.0,6509.99,642.85070484 +2018-08-24 13:00:00,6525.0,6558.17,6553.67,6536.0,205.76026945 +2018-08-24 12:00:00,6515.0,6554.98,6532.79,6553.0,165.63836026 +2018-08-24 11:00:00,6531.0,6564.0,6538.61,6532.79,250.52540648 +2018-08-24 10:00:00,6521.75,6545.23,6521.76,6538.61,104.92763836 +2018-08-24 09:00:00,6515.49,6530.08,6521.47,6521.76,152.18359809 +2018-08-24 08:00:00,6507.89,6533.74,6533.73,6521.48,67.76097206 +2018-08-24 07:00:00,6509.99,6544.0,6513.81,6533.74,219.51928696 +2018-08-24 06:00:00,6502.91,6519.0,6515.59,6513.81,90.28059742 +2018-08-24 05:00:00,6501.0,6515.59,6503.0,6515.59,69.53175512 +2018-08-24 04:00:00,6480.92,6503.0,6495.0,6503.0,122.27078156 +2018-08-24 03:00:00,6488.7,6512.0,6503.01,6494.99,137.06269773 +2018-08-24 02:00:00,6497.38,6516.01,6500.0,6503.0,154.9240863 +2018-08-24 01:00:00,6479.98,6500.0,6487.72,6499.99,167.08070831 +2018-08-24 00:00:00,6471.7,6535.99,6526.36,6484.51,277.00933966 +2018-08-23 23:00:00,6495.0,6529.64,6507.39,6526.36,222.78132697 +2018-08-23 22:00:00,6478.86,6568.37,6478.86,6507.38,852.0285642 +2018-08-23 21:00:00,6423.0,6479.82,6423.0,6478.87,413.04262274 +2018-08-23 20:00:00,6410.74,6430.0,6419.14,6423.01,202.49046917 +2018-08-23 19:00:00,6363.01,6455.3,6443.9,6418.37,721.46202553 +2018-08-23 18:00:00,6435.4,6464.0,6455.01,6443.91,195.32146551 +2018-08-23 17:00:00,6454.78,6473.92,6455.0,6455.01,344.61966943 +2018-08-23 16:00:00,6440.0,6481.0,6440.01,6455.0,358.15174655 +2018-08-23 15:00:00,6434.88,6460.0,6439.68,6440.01,254.13835024 +2018-08-23 14:00:00,6421.0,6489.99,6421.0,6439.67,517.54820463 +2018-08-23 13:00:00,6412.0,6435.0,6435.0,6421.01,244.07047964 +2018-08-23 12:00:00,6393.8,6437.0,6405.47,6435.48,199.45667814 +2018-08-23 11:00:00,6393.0,6425.0,6424.27,6405.46,171.50032782 +2018-08-23 10:00:00,6406.51,6425.38,6409.9,6424.27,104.5685139 +2018-08-23 09:00:00,6395.92,6434.74,6434.72,6409.9,125.58661782 +2018-08-23 08:00:00,6424.99,6440.0,6434.1,6434.72,85.44663931 +2018-08-23 07:00:00,6417.4,6435.0,6429.99,6434.09,74.01727273 +2018-08-23 06:00:00,6414.74,6448.08,6425.01,6429.99,131.55482722 +2018-08-23 05:00:00,6392.42,6445.85,6397.99,6425.0,294.41198753 +2018-08-23 04:00:00,6386.63,6410.04,6402.95,6398.0,171.36549184 +2018-08-23 03:00:00,6381.07,6419.89,6419.89,6402.95,312.90670243 +2018-08-23 02:00:00,6417.01,6430.71,6417.02,6419.88,206.85485107 +2018-08-23 01:00:00,6404.0,6427.38,6426.97,6417.02,235.12391699 +2018-08-23 00:00:00,6348.69,6434.94,6359.99,6426.97,560.52441636 +2018-08-22 23:00:00,6327.24,6398.0,6356.84,6359.99,474.57511572 +2018-08-22 22:00:00,6250.0,6473.29,6370.0,6356.84,2436.32931225 +2018-08-22 21:00:00,6300.0,6371.77,6330.59,6370.0,352.99945233 +2018-08-22 20:00:00,6296.16,6433.49,6433.49,6331.0,1685.22802138 +2018-08-22 19:00:00,6407.31,6433.49,6410.01,6433.49,303.01802684 +2018-08-22 18:00:00,6410.0,6441.72,6441.72,6410.01,351.36617409 +2018-08-22 17:00:00,6415.76,6445.0,6427.99,6441.72,345.69398084 +2018-08-22 16:00:00,6384.76,6459.99,6439.86,6427.37,1846.85370604 +2018-08-22 15:00:00,6416.97,6659.46,6650.01,6440.28,1118.00319508 +2018-08-22 14:00:00,6640.0,6664.61,6663.57,6650.01,240.61896393 +2018-08-22 13:00:00,6652.02,6672.0,6666.01,6663.57,295.22472423 +2018-08-22 12:00:00,6662.5,6684.36,6669.84,6666.01,211.27501501 +2018-08-22 11:00:00,6630.35,6670.37,6660.09,6669.84,226.92695215 +2018-08-22 10:00:00,6657.31,6677.47,6668.23,6660.06,106.14005937 +2018-08-22 09:00:00,6665.51,6694.18,6676.16,6668.24,97.64008586 +2018-08-22 08:00:00,6639.8,6685.26,6649.95,6676.17,155.18262329 +2018-08-22 07:00:00,6635.1,6688.0,6675.05,6649.95,214.69047327 +2018-08-22 06:00:00,6667.0,6692.0,6677.63,6675.05,233.0416385 +2018-08-22 05:00:00,6670.1,6725.0,6719.98,6677.63,308.30691178 +2018-08-22 04:00:00,6713.57,6757.0,6728.0,6719.9,286.72563602 +2018-08-22 03:00:00,6699.0,6733.0,6725.0,6727.99,462.97854269 +2018-08-22 02:00:00,6680.0,6890.65,6810.19,6724.99,1732.75595827 +2018-08-22 01:00:00,6466.12,6849.0,6466.13,6812.91,3882.70542432 +2018-08-22 00:00:00,6441.0,6480.0,6475.89,6466.13,242.94589113 +2018-08-21 23:00:00,6464.0,6485.3,6469.99,6475.89,202.23807002 +2018-08-21 22:00:00,6451.0,6474.73,6463.0,6469.98,160.27648089 +2018-08-21 21:00:00,6444.68,6490.0,6444.69,6463.01,387.86175764 +2018-08-21 20:00:00,6411.0,6445.61,6435.23,6444.68,332.96303332 +2018-08-21 19:00:00,6421.69,6460.0,6448.0,6435.23,410.80071916 +2018-08-21 18:00:00,6405.0,6448.0,6419.17,6448.0,390.68459504 +2018-08-21 17:00:00,6402.97,6455.01,6437.13,6419.18,218.29592866 +2018-08-21 16:00:00,6361.82,6459.0,6418.78,6437.12,636.27381019 +2018-08-21 15:00:00,6400.0,6427.69,6427.69,6418.78,195.64451327 +2018-08-21 14:00:00,6385.0,6427.69,6402.34,6427.68,419.27932699 +2018-08-21 13:00:00,6392.82,6435.0,6434.98,6402.34,345.08969833 +2018-08-21 12:00:00,6416.0,6444.0,6433.42,6434.97,160.85522901 +2018-08-21 11:00:00,6429.45,6450.0,6447.87,6433.43,158.95297443 +2018-08-21 10:00:00,6413.39,6450.0,6432.39,6447.87,92.39899254 +2018-08-21 09:00:00,6427.75,6475.0,6470.0,6432.39,118.86799397 +2018-08-21 08:00:00,6398.72,6480.0,6398.72,6470.0,492.38946278 +2018-08-21 07:00:00,6380.11,6425.0,6386.0,6398.71,246.3223908 +2018-08-21 06:00:00,6322.0,6397.5,6322.48,6385.99,383.87970445 +2018-08-21 05:00:00,6300.54,6328.74,6300.55,6322.47,170.59300861 +2018-08-21 04:00:00,6288.46,6310.01,6310.01,6300.54,214.29813653 +2018-08-21 03:00:00,6297.29,6315.0,6308.7,6310.01,122.57632756 +2018-08-21 02:00:00,6290.0,6317.06,6308.69,6308.69,269.23393367 +2018-08-21 01:00:00,6300.0,6345.56,6311.6,6308.69,281.7712111 +2018-08-21 00:00:00,6249.12,6319.91,6258.74,6311.6,449.35273048 +2018-08-20 23:00:00,6227.71,6301.96,6301.96,6258.74,881.52755818 +2018-08-20 22:00:00,6265.0,6420.0,6415.01,6301.96,1688.57738091 +2018-08-20 21:00:00,6415.0,6457.27,6456.29,6415.01,261.61777823 +2018-08-20 20:00:00,6431.38,6467.0,6447.79,6459.85,268.99730943 +2018-08-20 19:00:00,6443.86,6480.0,6470.7,6447.79,263.4546292 +2018-08-20 18:00:00,6459.75,6479.99,6467.11,6470.7,165.5366904 +2018-08-20 17:00:00,6438.11,6489.78,6477.99,6467.11,500.72240255 +2018-08-20 16:00:00,6417.57,6506.12,6431.55,6477.99,433.0316232 +2018-08-20 15:00:00,6431.35,6469.81,6450.01,6431.55,248.29285012 +2018-08-20 14:00:00,6426.99,6464.22,6440.01,6450.0,260.38180212 +2018-08-20 13:00:00,6400.0,6450.83,6450.83,6440.01,346.31523329 +2018-08-20 12:00:00,6435.0,6478.37,6448.5,6450.82,226.20830027 +2018-08-20 11:00:00,6414.01,6456.14,6414.02,6448.51,137.89175646 +2018-08-20 10:00:00,6390.01,6419.41,6407.29,6414.01,124.67702677 +2018-08-20 09:00:00,6389.0,6446.47,6446.47,6407.29,337.38268286 +2018-08-20 08:00:00,6435.55,6469.11,6462.26,6446.46,213.40328039 +2018-08-20 07:00:00,6429.75,6462.26,6436.08,6462.26,86.53229969 +2018-08-20 06:00:00,6429.01,6479.95,6471.37,6436.08,369.99286493 +2018-08-20 05:00:00,6455.22,6475.27,6461.11,6471.36,115.54422228 +2018-08-20 04:00:00,6452.61,6493.01,6493.0,6461.11,268.15468064 +2018-08-20 03:00:00,6483.99,6499.0,6498.27,6493.0,103.84024962 +2018-08-20 02:00:00,6495.3,6525.0,6515.69,6497.02,216.64459175 +2018-08-20 01:00:00,6500.0,6515.69,6513.86,6515.69,149.57111803 +2018-08-20 00:00:00,6485.67,6515.0,6489.53,6513.94,237.12469454 +2018-08-19 23:00:00,6482.08,6530.0,6523.99,6489.53,168.90406958 +2018-08-19 22:00:00,6487.0,6524.0,6501.0,6523.99,285.94743356 +2018-08-19 21:00:00,6501.0,6547.34,6534.0,6501.01,486.30437388 +2018-08-19 20:00:00,6368.24,6543.99,6384.6,6534.0,656.98019064 +2018-08-19 19:00:00,6365.1,6396.54,6373.65,6384.6,148.51694707 +2018-08-19 18:00:00,6350.0,6380.06,6360.0,6373.65,130.81155264 +2018-08-19 17:00:00,6349.0,6397.59,6388.68,6360.0,269.24019749 +2018-08-19 16:00:00,6360.0,6413.61,6411.74,6388.67,203.62335588 +2018-08-19 15:00:00,6389.0,6430.0,6428.17,6411.91,228.98186866 +2018-08-19 14:00:00,6410.0,6465.0,6449.0,6428.17,230.755828 +2018-08-19 13:00:00,6417.69,6452.34,6421.01,6448.99,153.91954139 +2018-08-19 12:00:00,6404.61,6429.99,6429.99,6421.0,90.64699526 +2018-08-19 11:00:00,6383.88,6449.16,6383.88,6430.0,168.03872709 +2018-08-19 10:00:00,6359.98,6383.89,6364.59,6383.89,78.7786204 +2018-08-19 09:00:00,6364.59,6392.15,6374.04,6364.59,60.42238747 +2018-08-19 08:00:00,6365.0,6374.05,6365.0,6374.05,32.24018288 +2018-08-19 07:00:00,6359.71,6368.64,6368.54,6365.0,53.94842118 +2018-08-19 06:00:00,6366.14,6398.49,6374.02,6368.53,67.50026567 +2018-08-19 05:00:00,6374.01,6393.08,6375.0,6374.01,98.78475464 +2018-08-19 04:00:00,6345.66,6379.34,6345.66,6375.0,83.27630884 +2018-08-19 03:00:00,6328.45,6371.26,6371.25,6345.67,254.5356203 +2018-08-19 02:00:00,6356.0,6371.26,6359.99,6371.26,100.6483101 +2018-08-19 01:00:00,6354.81,6385.0,6375.52,6359.99,143.21016721 +2018-08-19 00:00:00,6350.88,6396.63,6396.63,6375.51,276.16004721 +2018-08-18 23:00:00,6384.8,6425.0,6405.39,6396.64,259.36145265 +2018-08-18 22:00:00,6388.23,6448.96,6399.37,6405.39,640.78505418 +2018-08-18 21:00:00,6351.28,6423.98,6370.0,6399.37,275.48211213 +2018-08-18 20:00:00,6336.0,6370.5,6370.49,6370.0,225.35571925 +2018-08-18 19:00:00,6352.0,6372.5,6372.12,6370.49,185.58717233 +2018-08-18 18:00:00,6345.28,6376.41,6355.0,6372.12,244.19323481 +2018-08-18 17:00:00,6325.0,6355.0,6349.1,6354.99,175.79312459 +2018-08-18 16:00:00,6312.0,6370.0,6369.99,6349.09,323.88935277 +2018-08-18 15:00:00,6325.0,6370.0,6349.01,6370.0,252.55161534 +2018-08-18 14:00:00,6349.0,6390.78,6353.01,6349.01,266.94967195 +2018-08-18 13:00:00,6318.51,6479.75,6479.75,6353.0,1063.9586356 +2018-08-18 12:00:00,6473.3,6521.0,6508.51,6479.75,298.76095986 +2018-08-18 11:00:00,6500.0,6528.24,6512.1,6508.51,185.24620881 +2018-08-18 10:00:00,6510.03,6520.0,6512.0,6512.11,125.97294163 +2018-08-18 09:00:00,6504.93,6523.16,6504.93,6512.0,70.75736989 +2018-08-18 08:00:00,6488.0,6512.0,6488.01,6504.49,67.76147833 +2018-08-18 07:00:00,6476.85,6505.88,6490.0,6488.0,173.02087878 +2018-08-18 06:00:00,6490.0,6525.0,6523.01,6490.01,78.32251996 +2018-08-18 05:00:00,6510.49,6542.9,6531.23,6523.01,167.44750993 +2018-08-18 04:00:00,6530.0,6552.07,6533.0,6531.23,187.31868282 +2018-08-18 03:00:00,6478.3,6533.0,6507.57,6533.0,234.53194977 +2018-08-18 02:00:00,6507.57,6564.79,6539.54,6507.57,330.09457656 +2018-09-12 01:00:00,6252.69,6268.4,6259.17,6259.48,281.17146842 +2018-09-12 00:00:00,6259.17,6287.0,6282.53,6259.18,221.25729113 +2018-09-11 23:00:00,6267.87,6289.0,6287.4,6282.53,171.5368689 +2018-09-11 22:00:00,6285.0,6307.77,6305.99,6287.4,195.50350035 +2018-09-11 21:00:00,6236.0,6306.91,6249.99,6305.99,367.60089848 +2018-09-11 20:00:00,6239.1,6264.7,6264.7,6250.0,257.45388396 +2018-09-11 19:00:00,6230.0,6271.94,6242.98,6264.71,692.13786458 +2018-09-11 18:00:00,6194.38,6243.5,6239.07,6242.99,580.67913313 +2018-09-11 17:00:00,6228.13,6252.54,6252.54,6239.26,327.9586672 +2018-09-11 16:00:00,6239.0,6262.68,6252.46,6252.54,350.42605829 +2018-09-11 15:00:00,6185.0,6252.46,6213.71,6252.45,606.025434 +2018-09-11 14:00:00,6176.76,6285.0,6274.84,6214.89,710.45421572 +2018-09-11 13:00:00,6265.05,6292.25,6267.56,6274.85,199.01792509 +2018-09-11 12:00:00,6257.81,6280.0,6272.95,6267.57,178.15197988 +2018-09-11 11:00:00,6242.79,6320.08,6316.33,6272.96,373.05691543 +2018-09-11 10:00:00,6306.18,6329.0,6327.85,6316.34,83.35476011 +2018-09-11 09:00:00,6315.39,6334.7,6317.23,6327.85,90.35377921 +2018-09-11 08:00:00,6296.0,6317.24,6304.28,6317.24,82.97930681 +2018-09-11 07:00:00,6300.24,6330.01,6330.0,6304.28,157.02100498 +2018-09-11 06:00:00,6322.71,6338.47,6325.19,6330.01,78.34235308 +2018-09-11 05:00:00,6312.0,6330.17,6322.01,6325.19,119.70037478 +2018-09-11 04:00:00,6321.85,6349.48,6349.0,6322.01,155.25595243 +2018-09-11 03:00:00,6347.77,6369.4,6349.1,6348.99,247.31785199 +2018-09-11 02:00:00,6340.86,6405.0,6390.0,6349.11,615.59903591 +2018-09-11 01:00:00,6308.05,6390.0,6309.89,6390.0,441.46674611 +2018-09-11 00:00:00,6286.33,6340.0,6300.0,6309.9,431.39643221 +2018-09-10 23:00:00,6279.01,6300.0,6287.29,6300.0,371.65692454 +2018-09-10 22:00:00,6267.4,6293.33,6293.33,6287.29,198.48958723 +2018-09-10 21:00:00,6290.44,6299.99,6297.99,6293.32,185.47913102 +2018-09-10 20:00:00,6269.14,6299.99,6289.47,6298.0,359.23348417 +2018-09-10 19:00:00,6275.01,6295.0,6280.4,6289.97,311.87129606 +2018-09-10 18:00:00,6250.0,6290.0,6260.0,6280.41,465.15456953 +2018-09-10 17:00:00,6240.01,6272.45,6257.19,6260.0,448.457897 +2018-09-10 16:00:00,6221.49,6292.64,6289.33,6257.19,552.87436991 +2018-09-10 15:00:00,6278.0,6304.8,6301.0,6289.44,296.5167248 +2018-09-10 14:00:00,6290.0,6341.21,6298.51,6301.0,450.87607192 +2018-09-10 13:00:00,6272.17,6306.0,6293.01,6298.5,259.66893761 +2018-09-10 12:00:00,6282.9,6304.0,6303.99,6293.01,170.5225412 +2018-09-10 11:00:00,6272.99,6306.0,6287.87,6304.0,153.80377865 +2018-09-10 10:00:00,6247.16,6299.21,6286.69,6287.88,125.07656072 +2018-09-10 09:00:00,6238.86,6292.11,6287.49,6286.69,258.63436239 +2018-09-10 08:00:00,6286.43,6321.5,6309.75,6287.5,182.36579902 +2018-09-10 07:00:00,6302.14,6321.57,6310.0,6309.76,171.58017688 +2018-09-10 06:00:00,6285.32,6310.0,6285.33,6310.0,189.51015463 +2018-09-10 05:00:00,6277.11,6297.11,6277.12,6285.33,260.05768219 +2018-09-10 04:00:00,6277.09,6307.01,6307.01,6277.12,120.57301617 +2018-09-10 03:00:00,6290.78,6314.74,6314.74,6307.0,155.1483505 +2018-09-10 02:00:00,6309.11,6333.61,6322.4,6314.74,210.21988254 +2018-09-10 01:00:00,6253.0,6375.13,6253.01,6321.98,750.02766434 +2018-09-10 00:00:00,6235.0,6262.9,6235.02,6253.01,380.8555693 +2018-09-09 23:00:00,6230.67,6278.81,6251.66,6235.01,376.34134022 +2018-09-09 22:00:00,6212.0,6367.7,6366.0,6251.66,981.46785302 +2018-09-09 21:00:00,6366.0,6390.0,6387.0,6366.01,192.876794 +2018-09-09 20:00:00,6381.11,6395.88,6383.02,6387.0,130.89310394 +2018-09-09 19:00:00,6374.7,6389.75,6378.09,6383.02,123.58953919 +2018-09-09 18:00:00,6374.01,6392.76,6377.48,6378.09,190.99786921 +2018-09-09 17:00:00,6368.0,6381.01,6378.31,6374.09,138.11455337 +2018-09-09 16:00:00,6368.0,6381.93,6373.62,6378.31,202.80849235 +2018-09-09 15:00:00,6367.28,6384.01,6380.49,6374.06,168.64301451 +2018-09-09 14:00:00,6380.0,6414.0,6395.3,6380.49,202.98314806 +2018-09-09 13:00:00,6390.0,6431.79,6391.16,6395.31,340.72535435 +2018-09-09 12:00:00,6376.71,6396.0,6378.0,6391.16,113.27566792 +2018-09-09 11:00:00,6364.73,6379.28,6366.51,6378.0,77.45145688 +2018-09-09 10:00:00,6361.0,6398.0,6386.53,6366.51,137.10304397 +2018-09-09 09:00:00,6192.63,6450.0,6192.78,6386.53,1038.14015318 +2018-09-09 08:00:00,6183.28,6196.0,6191.21,6192.78,118.04241088 +2018-09-09 07:00:00,6172.01,6191.22,6188.22,6191.22,116.49553826 +2018-09-09 06:00:00,6181.18,6193.28,6181.18,6188.23,83.68008148 +2018-09-09 05:00:00,6171.94,6184.52,6175.64,6181.19,124.61403118 +2018-09-09 04:00:00,6169.67,6195.48,6177.78,6175.64,306.26243947 +2018-09-09 03:00:00,6147.0,6177.78,6165.0,6177.78,309.33113502 +2018-09-09 02:00:00,6159.0,6200.0,6200.0,6165.0,458.64286008 +2018-09-09 01:00:00,6179.99,6200.0,6180.0,6200.0,222.87032953 +2018-09-09 00:00:00,6166.89,6189.99,6188.0,6180.0,201.32359796 +2018-09-08 23:00:00,6172.0,6196.99,6175.1,6188.0,292.16224132 +2018-09-08 22:00:00,6165.71,6200.0,6183.83,6175.1,303.17023205 +2018-09-08 21:00:00,6156.17,6185.0,6171.42,6183.92,284.9914614 +2018-09-08 20:00:00,6116.0,6183.0,6177.5,6171.43,558.65353691 +2018-09-08 19:00:00,6161.0,6200.0,6190.09,6177.49,512.77415553 +2018-09-08 18:00:00,6125.0,6213.0,6212.99,6190.1,1287.21199927 +2018-09-08 17:00:00,6150.0,6400.0,6378.17,6212.99,1782.80387491 +2018-09-08 16:00:00,6376.0,6428.9,6425.52,6378.12,238.71188778 +2018-09-08 15:00:00,6390.0,6430.0,6399.99,6425.52,213.54539698 +2018-09-08 14:00:00,6395.01,6415.75,6415.74,6399.99,162.05582812 +2018-09-08 13:00:00,6393.09,6423.29,6412.01,6415.74,110.32820589 +2018-09-08 12:00:00,6365.1,6437.75,6437.74,6412.02,463.71888967 +2018-09-08 11:00:00,6428.43,6450.0,6446.85,6437.75,59.75554959 +2018-09-08 10:00:00,6444.13,6456.13,6456.12,6446.85,40.77595114 +2018-09-08 09:00:00,6439.07,6457.18,6454.52,6456.13,47.46860856 +2018-09-08 08:00:00,6437.44,6460.0,6437.45,6454.52,91.11587705 +2018-09-08 07:00:00,6432.11,6441.82,6432.12,6437.45,44.61511419 +2018-09-08 06:00:00,6430.0,6448.0,6435.0,6432.12,193.18946409 +2018-09-08 05:00:00,6416.31,6435.0,6422.66,6435.0,63.71022595 +2018-09-08 04:00:00,6405.69,6423.63,6414.7,6422.66,117.96378061 +2018-09-08 03:00:00,6410.69,6438.65,6436.28,6414.7,162.56402587 +2018-09-08 02:00:00,6422.31,6444.65,6422.32,6436.3,159.67743813 +2018-09-08 01:00:00,6422.31,6441.0,6428.26,6422.32,180.86980901 +2018-09-08 00:00:00,6395.01,6441.11,6395.01,6428.25,209.85421812 +2018-09-07 23:00:00,6382.19,6419.9,6399.43,6395.01,233.59334006 +2018-09-07 22:00:00,6399.01,6425.0,6421.18,6400.0,530.17988797 +2018-09-07 21:00:00,6417.36,6442.58,6442.58,6421.18,344.69418984 +2018-09-07 20:00:00,6415.0,6442.58,6420.0,6442.58,242.42131746 +2018-09-07 19:00:00,6405.0,6429.25,6410.03,6419.99,224.30044892 +2018-09-07 18:00:00,6397.94,6428.68,6415.0,6410.03,286.09467398 +2018-09-07 17:00:00,6386.0,6444.1,6439.26,6415.0,565.8053871 +2018-09-07 16:00:00,6360.0,6485.0,6375.95,6439.26,874.39266303 +2018-09-07 15:00:00,6361.0,6435.35,6410.82,6375.95,516.30850506 +2018-09-07 14:00:00,6407.7,6478.91,6441.52,6410.82,336.17609708 +2018-09-07 13:00:00,6425.0,6446.57,6425.0,6441.96,194.25847718 +2018-09-07 12:00:00,6366.2,6442.02,6366.2,6424.99,213.15660323 +2018-09-07 11:00:00,6351.0,6392.39,6363.96,6366.2,314.8722502 +2018-09-07 10:00:00,6325.0,6456.07,6455.0,6363.96,881.87842449 +2018-09-07 09:00:00,6434.09,6461.75,6454.42,6455.0,114.34494671 +2018-09-07 08:00:00,6440.0,6485.01,6485.0,6454.97,288.68070277 +2018-09-07 07:00:00,6472.07,6485.01,6472.08,6485.01,175.874651 +2018-09-07 06:00:00,6467.5,6530.0,6511.5,6472.09,347.26688864 +2018-09-07 05:00:00,6483.89,6512.95,6483.9,6511.51,104.30661858 +2018-09-07 04:00:00,6475.0,6494.94,6494.94,6483.89,177.61465059 +2018-09-07 03:00:00,6491.92,6507.93,6494.92,6494.94,166.83638072 +2018-09-07 02:00:00,6478.49,6529.0,6512.79,6494.92,446.90510381 +2018-09-07 01:00:00,6481.75,6516.83,6481.76,6512.73,382.91341422 +2018-09-07 00:00:00,6459.15,6495.0,6495.0,6481.76,406.35377239 +2018-09-06 23:00:00,6454.99,6530.0,6454.99,6495.0,633.7256434 +2018-09-06 22:00:00,6429.22,6455.0,6429.89,6454.99,256.57191405 +2018-09-06 21:00:00,6425.0,6455.0,6442.61,6429.9,359.00509826 +2018-09-06 20:00:00,6421.12,6453.42,6453.42,6442.61,353.1679692 +2018-09-06 19:00:00,6410.0,6460.0,6414.05,6453.42,371.37827862 +2018-09-06 18:00:00,6329.41,6436.43,6375.09,6414.4,876.99051384 +2018-09-06 17:00:00,6375.01,6429.0,6410.02,6375.09,531.47829293 +2018-09-06 16:00:00,6390.0,6433.99,6411.11,6410.01,582.56378531 +2018-09-06 15:00:00,6391.01,6460.0,6457.97,6411.62,850.1580828 +2018-09-06 14:00:00,6443.13,6497.96,6479.99,6457.97,733.28719664 +2018-09-06 13:00:00,6377.71,6491.24,6389.6,6480.0,853.53394709 +2018-09-06 12:00:00,6376.18,6409.75,6396.09,6389.6,306.67577128 +2018-09-06 11:00:00,6364.99,6416.32,6365.0,6396.09,433.36104619 +2018-09-06 10:00:00,6348.58,6396.0,6372.65,6365.0,321.97412469 +2018-09-06 09:00:00,6286.5,6428.26,6423.0,6372.65,929.27588498 +2018-09-06 08:00:00,6394.0,6432.0,6399.97,6422.99,281.15551192 +2018-09-06 07:00:00,6381.19,6425.0,6405.01,6399.97,229.46022677 +2018-09-06 06:00:00,6365.89,6425.0,6388.93,6405.01,269.98811785 +2018-09-06 05:00:00,6338.0,6430.0,6429.95,6389.96,931.69182088 +2018-09-06 04:00:00,6407.2,6448.97,6407.21,6429.94,371.48356387 +2018-09-06 03:00:00,6391.0,6445.0,6445.0,6407.2,480.10432701 +2018-09-06 02:00:00,6420.25,6490.13,6421.51,6445.0,990.24068648 +2018-09-06 01:00:00,6345.01,6456.84,6419.67,6421.51,1782.12488357 +2018-09-06 00:00:00,6272.73,6703.73,6687.96,6419.67,5107.38238708 +2018-09-05 23:00:00,6664.07,6911.0,6898.4,6687.96,2358.23011721 +2018-09-05 22:00:00,6860.06,6932.01,6932.01,6898.39,681.70170205 +2018-09-05 21:00:00,6914.14,6985.0,6948.42,6932.01,450.2117307 +2018-09-05 20:00:00,6901.51,6948.42,6901.52,6948.41,340.3283021 +2018-09-05 19:00:00,6882.63,6923.14,6915.0,6901.52,417.80618755 +2018-09-05 18:00:00,6900.0,6930.0,6912.88,6915.0,445.83355245 +2018-09-05 17:00:00,6869.0,6928.26,6918.01,6912.88,782.00376017 +2018-09-05 16:00:00,6837.66,6990.0,6985.0,6918.01,1482.26433072 +2018-09-05 15:00:00,6931.01,7011.97,7011.97,6985.0,910.9805944 +2018-09-05 14:00:00,6985.17,7035.0,7031.97,7011.97,679.85307981 +2018-09-05 13:00:00,6974.0,7043.93,6985.0,7031.96,819.18638499 +2018-09-05 12:00:00,6971.63,7025.0,6993.74,6985.0,591.28023881 +2018-09-05 11:00:00,6934.54,7029.0,6987.67,6993.74,1041.43998088 +2018-09-05 10:00:00,6903.05,7170.0,7104.46,6987.66,2212.92525838 +2018-09-05 09:00:00,7091.8,7371.59,7371.58,7104.46,1727.83679612 +2018-09-05 08:00:00,7361.0,7380.0,7361.01,7371.58,91.13521081 +2018-09-05 07:00:00,7358.0,7371.0,7370.0,7361.01,75.29155538 +2018-09-05 06:00:00,7358.06,7370.0,7370.0,7369.99,170.1501295 +2018-09-05 05:00:00,7352.99,7370.0,7353.0,7370.0,117.79740468 +2018-09-05 04:00:00,7350.0,7370.0,7367.99,7353.0,203.42208797 +2018-09-05 03:00:00,7366.39,7378.5,7378.5,7368.0,182.08966984 +2018-09-05 02:00:00,7372.0,7383.88,7383.87,7378.5,169.74615126 +2018-09-05 01:00:00,7365.01,7384.0,7375.0,7383.88,241.33550012 +2018-09-05 00:00:00,7355.47,7375.0,7359.99,7375.0,188.62273779 +2018-09-04 23:00:00,7345.99,7365.0,7355.23,7360.0,263.06754574 +2018-09-04 22:00:00,7345.57,7357.0,7353.35,7355.23,214.59336437 +2018-09-04 21:00:00,7353.33,7373.02,7359.78,7353.35,307.74636991 +2018-09-04 20:00:00,7339.82,7360.0,7349.97,7359.78,272.33964294 +2018-09-04 19:00:00,7333.0,7360.18,7349.99,7349.97,490.36771085 +2018-09-04 18:00:00,7334.0,7402.5,7377.0,7349.99,1055.75909007 +2018-09-04 17:00:00,7364.98,7384.0,7364.99,7377.0,527.55743716 +2018-09-04 16:00:00,7350.0,7368.07,7364.73,7364.99,426.20445877 +2018-09-04 15:00:00,7350.5,7373.03,7360.01,7364.72,443.28614765 +2018-09-04 14:00:00,7359.48,7387.42,7362.0,7360.01,570.25368958 +2018-09-04 13:00:00,7330.79,7372.92,7353.5,7362.01,424.55378158 +2018-09-04 12:00:00,7328.99,7387.0,7328.99,7353.5,692.85848131 +2018-09-04 11:00:00,7304.14,7329.0,7305.0,7329.0,234.26489954 +2018-09-04 10:00:00,7281.32,7305.0,7281.32,7304.99,59.87826597 +2018-09-04 09:00:00,7272.29,7281.13,7281.13,7281.13,64.25468812 +2018-09-04 08:00:00,7276.97,7311.0,7301.0,7281.12,226.27496561 +2018-09-04 07:00:00,7270.68,7301.0,7285.0,7301.0,402.6950446 +2018-09-04 06:00:00,7263.56,7285.0,7263.57,7284.99,108.24033016 +2018-09-04 05:00:00,7250.77,7264.58,7250.77,7263.57,103.20760362 +2018-09-04 04:00:00,7229.94,7266.86,7265.34,7250.77,331.29774418 +2018-09-04 03:00:00,7258.31,7273.78,7267.01,7265.33,234.09413295 +2018-09-04 02:00:00,7267.0,7284.01,7277.08,7267.01,199.72899989 +2018-09-04 01:00:00,7262.33,7285.0,7265.29,7277.08,189.37017269 +2018-09-04 00:00:00,7250.0,7269.99,7256.48,7265.3,157.87498942 +2018-09-03 23:00:00,7245.0,7269.69,7263.23,7256.98,327.15716108 +2018-09-03 22:00:00,7256.0,7339.52,7304.76,7263.22,532.56942429 +2018-09-03 21:00:00,7286.56,7315.3,7289.86,7304.76,279.86722591 +2018-09-03 20:00:00,7271.46,7313.63,7313.38,7289.86,389.06662168 +2018-09-03 19:00:00,7265.12,7322.0,7274.99,7313.38,759.37750446 +2018-09-03 18:00:00,7263.03,7275.04,7275.03,7274.99,174.75300867 +2018-09-03 17:00:00,7255.35,7284.99,7255.36,7275.02,255.18907251 +2018-09-03 16:00:00,7249.03,7281.89,7281.89,7255.35,233.12161519 +2018-09-03 15:00:00,7266.73,7283.89,7279.42,7281.89,299.23348149 +2018-09-03 14:00:00,7257.94,7283.94,7279.02,7279.42,212.96088083 +2018-09-03 13:00:00,7250.03,7291.0,7250.03,7279.34,246.96483513 +2018-09-03 12:00:00,7220.29,7254.76,7221.61,7250.04,121.22224475 +2018-09-03 11:00:00,7219.0,7235.72,7233.49,7220.96,67.96421662 +2018-09-03 10:00:00,7210.0,7235.98,7216.68,7234.02,81.76253249 +2018-09-03 09:00:00,7206.11,7238.01,7238.0,7216.68,101.00718649 +2018-09-03 08:00:00,7236.22,7260.29,7246.83,7238.0,60.25132317 +2018-09-03 07:00:00,7225.36,7250.0,7249.0,7250.0,112.16895563 +2018-09-03 06:00:00,7208.0,7259.46,7220.36,7249.0,240.41645526 +2018-09-03 05:00:00,7204.99,7223.02,7205.0,7220.36,91.27738451 +2018-09-03 04:00:00,7192.99,7258.71,7257.25,7205.0,532.6566278 +2018-09-03 03:00:00,7251.0,7285.0,7274.99,7257.02,245.08460445 +2018-09-03 02:00:00,7245.91,7277.83,7262.5,7272.06,132.83175908 +2018-09-03 01:00:00,7232.84,7283.24,7282.49,7262.51,316.32637843 +2018-09-03 00:00:00,7274.99,7324.64,7294.99,7283.23,319.84675257 +2018-09-02 23:00:00,7268.31,7328.99,7278.33,7295.0,527.82577807 +2018-09-02 22:00:00,7270.0,7293.28,7285.0,7278.32,187.54629814 +2018-09-02 21:00:00,7278.79,7298.65,7279.25,7285.0,156.65392078 +2018-09-02 20:00:00,7260.0,7300.0,7299.99,7278.8,218.43085145 +2018-09-02 19:00:00,7271.3,7323.0,7308.01,7299.99,316.78100447 +2018-09-02 18:00:00,7270.45,7313.0,7286.72,7308.0,234.11960651 +2018-09-02 17:00:00,7265.0,7303.33,7275.0,7286.72,316.71903209 +2018-09-02 16:00:00,7200.89,7276.46,7217.97,7275.0,265.77988782 +2018-09-02 15:00:00,7212.0,7244.0,7230.0,7217.97,155.29486275 +2018-09-02 14:00:00,7190.01,7230.0,7192.88,7229.99,181.81375555 +2018-09-02 13:00:00,7180.6,7250.0,7249.88,7192.88,346.24103191 +2018-09-02 12:00:00,7235.0,7250.0,7235.01,7249.88,106.03665543 +2018-09-02 11:00:00,7221.0,7275.0,7275.0,7235.0,192.97700284 +2018-09-02 10:00:00,7260.0,7300.0,7282.23,7274.99,197.66567279 +2018-09-02 09:00:00,7240.01,7328.36,7272.45,7282.23,491.80576826 +2018-09-02 08:00:00,7222.98,7284.1,7222.99,7272.4,376.3613382 +2018-09-02 07:00:00,7207.15,7236.41,7207.16,7222.99,116.87127403 +2018-09-02 06:00:00,7206.15,7233.22,7233.22,7207.15,124.69120186 +2018-09-02 05:00:00,7201.29,7233.22,7201.3,7233.22,146.00372524 +2018-09-02 04:00:00,7176.0,7224.99,7176.01,7201.3,250.61583192 +2018-09-02 03:00:00,7154.88,7185.51,7163.64,7176.01,180.46593365 +2018-09-02 02:00:00,7137.0,7164.33,7142.29,7163.63,159.82752295 +2018-09-02 01:00:00,7130.35,7164.0,7156.65,7142.28,238.95321882 +2018-09-02 00:00:00,7130.0,7191.08,7191.07,7156.65,402.48862811 +2018-09-01 23:00:00,7188.0,7200.0,7191.48,7191.08,122.35392493 +2018-09-01 22:00:00,7180.01,7207.69,7183.54,7191.48,145.76010207 +2018-09-01 21:00:00,7174.16,7210.0,7195.97,7183.54,304.96222492 +2018-09-01 20:00:00,7183.89,7255.83,7255.83,7195.97,600.09324686 +2018-09-01 19:00:00,7195.0,7275.0,7195.0,7255.82,641.52541733 +2018-09-01 18:00:00,7180.23,7195.99,7195.01,7195.01,352.39514531 +2018-09-01 17:00:00,7174.16,7199.01,7190.56,7195.01,288.86533392 +2018-09-01 16:00:00,7162.33,7215.5,7173.95,7190.56,499.24942902 +2018-09-01 15:00:00,7124.0,7201.29,7124.0,7173.95,1054.0610536 +2018-09-01 14:00:00,7041.0,7123.74,7053.75,7123.74,463.86614965 +2018-09-01 13:00:00,7033.95,7053.75,7037.01,7053.75,100.14468545 +2018-09-01 12:00:00,7033.0,7059.24,7059.24,7037.0,95.55462484 +2018-09-01 11:00:00,7059.23,7092.01,7081.44,7059.23,110.64080678 +2018-09-01 10:00:00,7059.5,7085.0,7060.0,7081.44,101.23094501 +2018-09-01 09:00:00,7047.69,7069.99,7054.99,7060.0,108.9805797 +2018-09-01 08:00:00,7046.57,7056.61,7049.4,7054.99,39.90002717 +2018-09-01 07:00:00,7049.39,7058.85,7050.0,7049.39,74.80853979 +2018-09-01 06:00:00,7040.0,7050.0,7045.0,7050.0,76.22790106 +2018-09-01 05:00:00,7026.0,7059.0,7045.5,7045.0,195.6753331 +2018-09-01 04:00:00,7044.1,7062.0,7060.0,7045.51,123.12780292 +2018-09-01 03:00:00,7042.99,7065.5,7045.66,7060.0,205.68789203 +2018-09-01 02:00:00,7029.0,7053.36,7029.01,7045.65,200.91205981 +2018-09-01 01:00:00,7029.0,7054.24,7042.0,7029.0,224.34226807 +2018-09-01 00:00:00,7010.98,7042.0,7015.01,7041.99,145.82012353 +2018-08-31 23:00:00,7002.99,7045.36,7018.01,7015.01,200.94715767 +2018-08-31 22:00:00,7012.0,7032.73,7027.35,7018.0,208.97509796 +2018-08-31 21:00:00,7008.5,7046.91,7044.51,7027.35,401.88678964 +2018-08-31 20:00:00,7040.0,7051.52,7044.19,7044.5,375.99223977 +2018-08-31 19:00:00,7029.99,7049.01,7049.0,7044.18,335.27359463 +2018-08-31 18:00:00,7034.8,7090.46,7045.0,7049.01,772.41082833 +2018-08-31 17:00:00,6979.0,7064.48,6986.02,7045.0,1151.26994522 +2018-08-31 16:00:00,6953.0,6995.0,6955.01,6986.01,502.24444757 +2018-08-31 15:00:00,6943.57,6994.62,6943.57,6955.0,725.35338532 +2018-08-31 14:00:00,6903.83,6944.33,6934.09,6943.59,442.38588236 +2018-08-31 13:00:00,6902.09,6934.09,6902.1,6934.08,240.30183142 +2018-08-31 12:00:00,6884.49,6968.44,6965.0,6902.09,413.28206921 +2018-08-31 11:00:00,6945.0,6979.95,6945.0,6965.0,140.37728669 +2018-08-31 10:00:00,6932.46,6960.0,6952.7,6945.0,104.57315619 +2018-08-31 09:00:00,6931.56,6955.0,6951.26,6952.71,92.66839263 +2018-08-31 08:00:00,6951.25,6975.78,6958.27,6951.26,78.65047213 +2018-08-31 07:00:00,6955.0,7002.15,6991.54,6958.27,142.02634381 +2018-08-31 06:00:00,6971.75,6993.09,6993.09,6991.54,109.67115833 +2018-08-31 05:00:00,6982.44,7016.25,7002.44,6993.09,282.57556023 +2018-08-31 04:00:00,6954.99,7019.76,6965.4,7002.43,338.24576236 +2018-08-31 03:00:00,6942.64,6966.0,6947.5,6965.41,120.73728494 +2018-08-31 02:00:00,6929.39,6964.27,6939.02,6947.5,140.93832895 +2018-08-31 01:00:00,6929.24,6963.01,6945.0,6938.62,161.4989061 +2018-08-31 00:00:00,6943.0,6990.0,6983.0,6945.0,375.01248246 +2018-08-30 23:00:00,6926.91,6990.02,6934.99,6983.0,301.39197183 +2018-08-30 22:00:00,6923.02,6953.35,6940.01,6935.0,200.26256905 +2018-08-30 21:00:00,6914.28,6966.0,6916.99,6940.01,305.79973881 +2018-08-30 20:00:00,6802.64,6942.0,6819.0,6917.0,883.10243607 +2018-08-30 19:00:00,6796.46,6833.25,6817.48,6819.0,342.4301644 +2018-08-30 18:00:00,6790.0,6863.9,6863.41,6817.48,540.84798874 +2018-08-30 17:00:00,6853.36,6870.5,6853.37,6863.42,195.66857347 +2018-08-30 16:00:00,6833.0,6870.73,6861.18,6853.36,282.55178684 +2018-08-30 15:00:00,6853.01,6885.0,6865.0,6861.18,280.25850402 +2018-08-30 14:00:00,6832.03,6884.51,6837.92,6865.0,366.32338597 +2018-09-24 13:00:00,6600.08,6623.42,6623.42,6616.37,159.1320071 +2018-09-24 12:00:00,6577.52,6632.0,6577.52,6623.99,246.52539563 +2018-09-24 11:00:00,6571.04,6610.99,6610.0,6577.52,258.69225235 +2018-09-24 10:00:00,6596.75,6615.0,6600.85,6609.99,148.40086863 +2018-09-24 09:00:00,6565.22,6633.71,6632.37,6600.85,549.53116632 +2018-09-24 08:00:00,6630.0,6668.99,6668.99,6632.36,96.69454518 +2018-09-24 07:00:00,6639.0,6679.02,6649.01,6668.99,178.43615626 +2018-09-24 06:00:00,6606.0,6689.99,6689.99,6649.01,435.32725767 +2018-09-24 05:00:00,6675.0,6696.78,6696.62,6689.99,132.79304697 +2018-09-24 04:00:00,6685.0,6707.99,6706.0,6696.61,110.54093092 +2018-09-24 03:00:00,6701.0,6709.99,6704.99,6706.0,145.7732164 +2018-09-24 02:00:00,6701.01,6712.01,6709.05,6704.99,97.52845051 +2018-09-24 01:00:00,6691.54,6716.16,6691.55,6709.05,110.1428108 +2018-09-24 00:00:00,6684.78,6696.99,6696.99,6691.54,125.56371357 +2018-09-23 23:00:00,6696.22,6712.0,6703.43,6696.99,190.87284789 +2018-09-23 22:00:00,6672.5,6712.0,6680.0,6704.39,295.89439924 +2018-09-23 21:00:00,6670.7,6684.95,6672.84,6679.99,108.02378823 +2018-09-23 20:00:00,6671.0,6692.03,6686.11,6671.51,221.10332813 +2018-09-23 19:00:00,6676.9,6697.0,6696.99,6686.11,254.31108126 +2018-09-23 18:00:00,6670.01,6696.99,6682.93,6696.99,104.90900441 +2018-09-23 17:00:00,6679.1,6696.59,6690.07,6682.93,124.70769461 +2018-09-23 16:00:00,6660.05,6699.05,6683.51,6690.08,158.81761907 +2018-09-23 15:00:00,6664.45,6698.0,6688.0,6683.51,190.49868536 +2018-09-23 14:00:00,6663.01,6738.52,6729.33,6687.99,360.29779162 +2018-09-23 13:00:00,6718.0,6732.13,6726.0,6729.32,94.47324801 +2018-09-23 12:00:00,6715.7,6741.92,6737.38,6726.0,89.09432319 +2018-09-23 11:00:00,6735.29,6756.0,6749.01,6737.38,107.7027002 +2018-09-23 10:00:00,6740.0,6757.0,6757.0,6749.01,50.68068608 +2018-09-23 09:00:00,6722.0,6777.0,6722.17,6756.99,200.85378498 +2018-09-23 08:00:00,6704.01,6726.18,6704.02,6722.17,56.31699787 +2018-09-23 07:00:00,6693.01,6717.48,6694.09,6704.01,44.16623413 +2018-09-23 06:00:00,6694.08,6715.86,6711.0,6694.08,128.02297637 +2018-09-23 05:00:00,6711.0,6720.55,6720.55,6711.01,117.91790657 +2018-09-23 04:00:00,6700.16,6725.0,6700.17,6720.54,122.72760004 +2018-09-23 03:00:00,6690.9,6700.21,6690.99,6700.17,95.41964183 +2018-09-23 02:00:00,6683.8,6699.99,6688.8,6691.0,111.68335055 +2018-09-23 01:00:00,6679.95,6700.2,6700.2,6688.8,170.28459295 +2018-09-23 00:00:00,6696.2,6711.0,6707.34,6700.2,107.73191865 +2018-09-22 23:00:00,6685.54,6717.4,6702.12,6707.33,148.63193264 +2018-09-22 22:00:00,6673.91,6704.78,6689.95,6702.12,176.38004312 +2018-09-22 21:00:00,6683.63,6713.01,6712.59,6689.97,188.71064023 +2018-09-22 20:00:00,6708.0,6719.99,6717.0,6712.59,110.3362112 +2018-09-22 19:00:00,6710.0,6734.72,6730.45,6717.0,141.79981763 +2018-09-22 18:00:00,6640.2,6745.97,6678.4,6730.45,527.98953681 +2018-09-22 17:00:00,6661.0,6681.0,6662.0,6678.41,141.18742481 +2018-09-22 16:00:00,6660.01,6680.5,6678.0,6662.0,165.92562846 +2018-09-22 15:00:00,6651.0,6680.0,6664.0,6678.01,214.71955464 +2018-09-22 14:00:00,6651.58,6685.37,6684.8,6664.01,210.73779359 +2018-09-22 13:00:00,6663.01,6687.0,6677.0,6684.8,143.36716485 +2018-09-22 12:00:00,6655.08,6698.0,6655.08,6677.0,114.36685839 +2018-09-22 11:00:00,6655.08,6694.5,6685.56,6655.08,114.18937554 +2018-09-22 10:00:00,6682.01,6708.14,6684.0,6685.0,109.41637353 +2018-09-22 09:00:00,6638.0,6686.0,6645.01,6683.99,90.58870703 +2018-09-22 08:00:00,6628.01,6718.01,6718.0,6646.0,438.8958394 +2018-09-22 07:00:00,6708.36,6723.77,6722.99,6718.01,57.87051515 +2018-09-22 06:00:00,6700.01,6737.01,6737.01,6723.0,152.86038888 +2018-09-22 05:00:00,6727.07,6742.55,6740.0,6737.0,115.48702821 +2018-09-22 04:00:00,6731.81,6754.49,6733.73,6740.0,145.16346426 +2018-09-22 03:00:00,6713.72,6749.54,6735.0,6733.73,224.08416735 +2018-09-22 02:00:00,6734.99,6765.0,6751.83,6734.99,305.94879853 +2018-09-22 01:00:00,6745.24,6800.0,6799.79,6751.83,396.34509859 +2018-09-22 00:00:00,6749.99,6823.0,6750.0,6799.8,880.78446676 +2018-09-21 23:00:00,6728.0,6750.4,6728.99,6750.0,256.34293237 +2018-09-21 22:00:00,6712.82,6733.62,6720.0,6728.99,275.29501618 +2018-09-21 21:00:00,6695.0,6749.0,6710.0,6720.0,407.2126034 +2018-09-21 20:00:00,6710.0,6773.41,6753.61,6710.0,617.78671753 +2018-09-21 19:00:00,6725.69,6777.1,6733.99,6753.61,679.80638857 +2018-09-21 18:00:00,6690.01,6743.65,6697.65,6734.0,419.84460584 +2018-09-21 17:00:00,6696.0,6715.8,6715.8,6697.65,394.32873852 +2018-09-21 16:00:00,6680.0,6725.0,6683.41,6715.8,547.36335192 +2018-09-21 15:00:00,6671.21,6728.0,6728.0,6683.41,847.52100384 +2018-09-21 14:00:00,6699.98,6746.92,6730.0,6728.0,629.59006589 +2018-09-21 13:00:00,6721.0,6774.0,6729.0,6730.01,649.44408959 +2018-09-21 12:00:00,6710.0,6746.2,6739.34,6729.01,419.69255757 +2018-09-21 11:00:00,6696.95,6765.41,6696.96,6739.34,467.17249535 +2018-09-21 10:00:00,6688.0,6719.82,6709.75,6696.96,300.50464376 +2018-09-21 09:00:00,6676.64,6719.23,6702.0,6709.76,277.14029057 +2018-09-21 08:00:00,6643.01,6737.65,6643.02,6701.0,834.66962585 +2018-09-21 07:00:00,6541.2,6660.05,6544.94,6643.02,936.52915284 +2018-09-21 06:00:00,6531.0,6552.87,6531.0,6544.95,174.25272591 +2018-09-21 05:00:00,6516.6,6540.07,6536.73,6531.01,165.39259619 +2018-09-21 04:00:00,6525.93,6547.61,6544.0,6536.72,187.53748573 +2018-09-21 03:00:00,6535.41,6560.0,6551.11,6544.0,272.63375113 +2018-09-21 02:00:00,6492.5,6575.0,6498.0,6551.12,718.50456644 +2018-09-21 01:00:00,6492.79,6504.64,6500.0,6498.0,268.456313 +2018-09-21 00:00:00,6493.11,6530.0,6493.11,6500.0,644.68150504 +2018-09-20 23:00:00,6486.71,6530.0,6527.3,6493.11,500.21476563 +2018-09-20 22:00:00,6470.0,6529.99,6500.85,6527.87,675.41847989 +2018-09-20 21:00:00,6362.0,6519.99,6374.99,6500.86,829.36113839 +2018-09-20 20:00:00,6337.0,6434.0,6419.02,6375.0,767.49744123 +2018-09-20 19:00:00,6402.36,6431.29,6404.99,6419.03,366.13305136 +2018-09-20 18:00:00,6388.0,6407.61,6394.99,6405.0,251.75167546 +2018-09-20 17:00:00,6390.0,6419.96,6417.16,6395.0,448.37551672 +2018-09-20 16:00:00,6408.13,6419.99,6411.82,6417.17,208.50986528 +2018-09-20 15:00:00,6400.0,6420.0,6415.16,6411.82,305.46151932 +2018-09-20 14:00:00,6412.99,6424.68,6421.0,6415.17,181.10209993 +2018-09-20 13:00:00,6399.01,6424.12,6420.0,6421.01,225.0372942 +2018-09-20 12:00:00,6420.0,6445.55,6430.32,6420.0,219.53342284 +2018-09-20 11:00:00,6403.35,6432.0,6406.83,6430.32,326.560695 +2018-09-20 10:00:00,6386.0,6406.83,6392.8,6406.83,99.66015795 +2018-09-20 09:00:00,6378.15,6395.57,6387.99,6392.8,67.71360329 +2018-09-20 08:00:00,6371.58,6405.38,6405.38,6388.0,259.59307134 +2018-09-20 07:00:00,6394.69,6407.89,6396.01,6405.38,57.83153322 +2018-09-20 06:00:00,6386.62,6402.82,6390.8,6396.01,87.70833415 +2018-09-20 05:00:00,6380.0,6390.81,6387.93,6390.8,117.67678347 +2018-09-20 04:00:00,6385.6,6403.0,6395.29,6387.93,111.03899014 +2018-09-20 03:00:00,6381.91,6405.1,6385.0,6395.29,183.65489968 +2018-09-20 02:00:00,6381.91,6406.0,6406.0,6385.01,120.79632535 +2018-09-20 01:00:00,6396.05,6415.01,6415.01,6406.0,198.70900737 +2018-09-20 00:00:00,6382.9,6417.54,6386.95,6415.01,210.26384366 +2018-09-19 23:00:00,6374.47,6388.5,6384.99,6386.94,168.22279879 +2018-09-19 22:00:00,6365.0,6394.9,6385.0,6385.0,248.84353029 +2018-09-19 21:00:00,6372.21,6444.81,6421.32,6385.0,278.03876449 +2018-09-19 20:00:00,6405.0,6459.0,6410.01,6421.32,813.08921253 +2018-09-19 19:00:00,6115.18,6511.0,6155.35,6410.01,4092.17837669 +2018-09-19 18:00:00,6106.37,6322.0,6322.0,6154.27,1635.40892133 +2018-09-19 17:00:00,6316.49,6337.06,6324.16,6322.0,250.11488702 +2018-09-19 16:00:00,6319.0,6331.2,6326.51,6321.68,166.57482451 +2018-09-19 15:00:00,6316.75,6339.0,6320.35,6326.5,245.01722025 +2018-09-19 14:00:00,6282.8,6342.32,6286.07,6320.34,305.08381785 +2018-09-19 13:00:00,6279.57,6295.0,6289.99,6286.07,166.9983986 +2018-09-19 12:00:00,6258.0,6298.8,6284.04,6290.0,297.19438877 +2018-09-19 11:00:00,6268.17,6324.07,6315.68,6284.03,214.76065292 +2018-09-19 10:00:00,6315.67,6330.0,6317.53,6315.68,69.06839144 +2018-09-19 09:00:00,6290.44,6339.98,6339.98,6317.53,180.22740838 +2018-09-19 08:00:00,6339.97,6355.0,6350.0,6339.97,57.15237997 +2018-09-19 07:00:00,6318.5,6350.0,6344.82,6350.0,287.97905402 +2018-09-19 06:00:00,6330.73,6350.0,6342.5,6344.81,208.34925888 +2018-09-19 05:00:00,6330.7,6345.7,6333.12,6342.51,63.92042788 +2018-09-19 04:00:00,6325.0,6350.0,6350.0,6333.12,130.36676921 +2018-09-19 03:00:00,6325.01,6352.0,6339.36,6349.99,277.45004971 +2018-09-19 02:00:00,6321.0,6339.42,6331.51,6339.36,187.39987608 +2018-09-19 01:00:00,6312.09,6344.54,6312.09,6331.51,229.72816677 +2018-09-19 00:00:00,6310.35,6335.7,6335.69,6312.08,180.92936095 +2018-09-18 23:00:00,6329.99,6348.41,6348.41,6335.7,149.27047288 +2018-09-18 22:00:00,6320.0,6358.63,6320.1,6348.41,326.04715981 +2018-09-18 21:00:00,6310.0,6326.93,6317.22,6320.09,230.27960356 +2018-09-18 20:00:00,6290.1,6329.0,6301.15,6317.22,309.84445881 +2018-09-18 19:00:00,6292.0,6333.0,6332.5,6301.16,444.29735658 +2018-09-18 18:00:00,6310.0,6336.39,6321.74,6332.5,331.8115844 +2018-09-18 17:00:00,6307.32,6345.19,6344.97,6320.0,365.14134482 +2018-09-18 16:00:00,6339.23,6360.81,6355.1,6344.98,326.4412858 +2018-09-18 15:00:00,6340.71,6384.04,6361.71,6355.09,415.74969243 +2018-09-18 14:00:00,6350.51,6369.99,6366.44,6361.72,262.21877898 +2018-09-18 13:00:00,6321.18,6375.0,6321.19,6366.45,443.18837279 +2018-09-18 12:00:00,6267.89,6332.0,6281.45,6321.19,472.31174667 +2018-09-18 11:00:00,6236.72,6281.45,6244.5,6281.45,185.65285086 +2018-09-18 10:00:00,6241.3,6258.73,6254.31,6244.51,119.01596196 +2018-09-18 09:00:00,6235.36,6254.31,6253.9,6254.31,192.10491657 +2018-09-18 08:00:00,6253.9,6280.0,6274.99,6253.91,226.54879648 +2018-09-18 07:00:00,6265.58,6275.0,6268.49,6275.0,84.5382527 +2018-09-18 06:00:00,6264.0,6275.0,6271.0,6268.5,103.84765558 +2018-09-18 05:00:00,6260.01,6275.0,6260.51,6270.99,163.84948933 +2018-09-18 04:00:00,6236.0,6260.52,6236.0,6260.51,251.91330131 +2018-09-18 03:00:00,6233.37,6247.68,6246.06,6236.01,178.24428265 +2018-09-18 02:00:00,6230.64,6252.66,6250.39,6246.06,194.67524422 +2018-09-18 01:00:00,6243.63,6255.0,6252.0,6249.14,158.96887176 +2018-09-18 00:00:00,6228.0,6255.0,6250.71,6252.01,201.40646079 +2018-09-17 23:00:00,6247.11,6268.7,6247.69,6250.7,218.72529473 +2018-09-17 22:00:00,6225.0,6264.23,6242.0,6247.69,268.88978263 +2018-09-17 21:00:00,6216.0,6247.19,6216.0,6242.01,231.86957706 +2018-09-17 20:00:00,6207.55,6266.87,6264.75,6216.0,866.90519228 +2018-09-17 19:00:00,6245.0,6303.94,6294.22,6264.74,374.07917003 +2018-09-17 18:00:00,6275.0,6314.03,6291.7,6294.21,404.86635046 +2018-09-17 17:00:00,6255.84,6291.7,6260.01,6291.7,434.51394078 +2018-09-17 16:00:00,6260.0,6289.8,6261.29,6260.01,528.08819174 +2018-09-17 15:00:00,6224.88,6350.4,6350.39,6261.3,1257.11536069 +2018-09-17 14:00:00,6307.0,6419.15,6416.3,6350.39,1467.24700142 +2018-09-17 13:00:00,6385.0,6450.64,6447.17,6415.63,641.50125463 +2018-09-17 12:00:00,6436.0,6472.0,6471.99,6447.18,275.52850363 +2018-09-17 11:00:00,6460.87,6484.24,6470.26,6472.0,145.48219761 +2018-09-17 10:00:00,6470.25,6498.04,6489.12,6470.25,156.32960871 +2018-09-17 09:00:00,6412.84,6501.08,6473.22,6489.12,418.85983906 +2018-09-17 08:00:00,6460.4,6477.5,6477.5,6473.22,90.50610209 +2018-09-17 07:00:00,6463.0,6484.99,6484.99,6477.5,82.71166785 +2018-09-17 06:00:00,6470.83,6485.0,6484.66,6485.0,61.59649354 +2018-09-17 05:00:00,6459.54,6485.0,6472.68,6484.66,126.18620241 +2018-09-17 04:00:00,6465.0,6514.36,6512.43,6472.05,329.51485232 +2018-09-17 03:00:00,6501.01,6519.99,6519.99,6512.43,240.9177311 +2018-09-17 02:00:00,6510.81,6522.0,6522.0,6519.99,280.88733553 +2018-09-17 01:00:00,6510.28,6525.89,6520.53,6522.0,103.28185024 +2018-09-17 00:00:00,6497.99,6529.75,6498.0,6520.01,329.84627636 +2018-09-16 23:00:00,6488.5,6502.95,6494.69,6498.0,114.41472262 +2018-09-16 22:00:00,6481.0,6496.85,6496.85,6494.69,106.13447385 +2018-09-16 21:00:00,6490.0,6502.25,6501.01,6496.84,97.22062755 +2018-09-16 20:00:00,6499.0,6509.0,6500.0,6501.01,118.71424324 +2018-09-16 19:00:00,6484.69,6505.1,6484.99,6500.0,204.75490714 +2018-09-16 18:00:00,6474.99,6489.93,6475.0,6485.0,137.5830004 +2018-09-16 17:00:00,6411.44,6489.99,6482.3,6475.0,220.92780937 +2018-09-16 16:00:00,6476.05,6490.0,6480.0,6482.36,109.05749555 +2018-09-16 15:00:00,6465.79,6480.41,6479.36,6479.99,85.36966844 +2018-09-16 14:00:00,6459.44,6486.96,6486.96,6479.36,109.36901389 +2018-09-16 13:00:00,6479.9,6507.05,6504.48,6485.99,96.53525333 +2018-09-16 12:00:00,6482.41,6505.0,6496.12,6504.48,55.51983903 +2018-09-16 11:00:00,6496.11,6511.38,6506.0,6496.12,32.28046186 +2018-09-16 10:00:00,6478.17,6515.0,6489.11,6506.0,119.50271697 +2018-09-16 09:00:00,6478.57,6490.0,6482.6,6489.1,30.11224206 +2018-09-16 08:00:00,6443.56,6500.0,6444.81,6482.61,89.03778046 +2018-09-16 07:00:00,6444.8,6465.35,6465.34,6444.81,40.98479412 +2018-09-16 06:00:00,6458.01,6470.82,6470.82,6465.35,41.71850136 +2018-09-16 05:00:00,6445.43,6470.82,6449.55,6470.82,84.65176121 +2018-09-16 04:00:00,6323.68,6485.81,6485.81,6449.55,989.6531216 +2018-09-16 03:00:00,6479.55,6499.76,6493.12,6485.8,276.40573181 +2018-09-16 02:00:00,6480.77,6500.0,6495.53,6493.13,136.78592385 +2018-09-16 01:00:00,6490.0,6515.56,6507.99,6495.53,132.61225768 +2018-09-16 00:00:00,6502.5,6521.75,6518.68,6508.0,91.45720581 +2018-09-15 23:00:00,6518.68,6531.98,6520.0,6518.68,89.89103219 +2018-09-15 22:00:00,6498.4,6532.56,6504.01,6520.01,98.80691255 +2018-09-15 21:00:00,6479.36,6533.91,6533.38,6504.01,243.23768767 +2018-09-15 20:00:00,6512.76,6536.0,6536.0,6533.99,146.0872436 +2018-09-15 19:00:00,6512.66,6536.4,6519.62,6536.0,174.33713765 +2018-09-15 18:00:00,6513.59,6550.19,6546.33,6519.61,227.05499419 +2018-09-15 17:00:00,6532.0,6557.0,6544.67,6546.32,178.29525784 +2018-09-15 16:00:00,6532.0,6556.5,6535.32,6544.67,153.93211346 +2018-09-15 15:00:00,6522.0,6546.0,6533.05,6535.33,258.15834664 +2018-09-15 14:00:00,6533.0,6565.0,6538.05,6533.05,258.85099537 +2018-09-15 13:00:00,6523.99,6560.0,6523.99,6538.06,190.98406038 +2018-09-15 12:00:00,6519.0,6530.11,6520.0,6524.0,81.03618842 +2018-09-15 11:00:00,6499.9,6523.0,6517.36,6519.99,79.08372569 +2018-09-15 10:00:00,6517.35,6550.0,6528.1,6517.36,145.1167756 +2018-09-15 09:00:00,6512.99,6528.1,6520.0,6528.09,80.01616006 +2018-09-15 08:00:00,6499.07,6528.0,6499.08,6520.0,102.87138767 +2018-09-15 07:00:00,6483.45,6499.08,6483.45,6499.08,42.21327414 +2018-09-15 06:00:00,6470.0,6491.86,6490.32,6483.45,81.26929493 +2018-09-15 05:00:00,6482.4,6513.67,6513.67,6490.32,79.25413286 +2018-09-15 04:00:00,6488.51,6513.67,6497.19,6513.67,103.49489812 +2018-09-15 03:00:00,6480.22,6506.51,6506.51,6497.2,96.99930706 +2018-09-15 02:00:00,6500.0,6519.36,6519.36,6506.51,149.59812836 +2018-09-15 01:00:00,6485.65,6520.0,6485.66,6519.36,213.72269819 +2018-09-15 00:00:00,6475.0,6500.0,6478.05,6485.66,129.8057622 +2018-09-14 23:00:00,6468.0,6524.36,6516.03,6478.04,317.57367648 +2018-09-14 22:00:00,6500.0,6535.0,6512.5,6516.03,230.85057072 +2018-09-14 21:00:00,6507.99,6545.53,6535.01,6512.49,301.11880892 +2018-09-14 20:00:00,6501.17,6539.02,6537.01,6535.0,475.40559623 +2018-09-14 19:00:00,6471.99,6544.8,6471.99,6538.0,459.69489872 +2018-09-14 18:00:00,6464.06,6484.91,6470.69,6472.0,194.284399 +2018-09-14 17:00:00,6470.0,6504.03,6503.01,6470.69,299.77382896 +2018-09-14 16:00:00,6478.38,6516.41,6478.39,6503.0,475.30055137 +2018-09-14 15:00:00,6449.99,6478.97,6449.99,6478.39,418.09707478 +2018-09-14 14:00:00,6432.39,6453.0,6445.69,6450.0,210.40314185 +2018-09-14 13:00:00,6426.71,6467.0,6462.0,6445.67,269.07846942 +2018-09-14 12:00:00,6444.75,6475.0,6462.51,6462.0,168.93436518 +2018-09-14 11:00:00,6440.42,6477.39,6440.43,6462.51,160.98484164 +2018-09-14 10:00:00,6425.27,6459.58,6425.27,6440.42,183.26127283 +2018-09-14 09:00:00,6415.67,6460.0,6421.52,6425.26,261.48545483 +2018-09-14 08:00:00,6378.05,6549.85,6549.45,6421.52,1059.02746453 +2018-09-14 07:00:00,6549.0,6580.0,6556.0,6549.44,149.62692417 +2018-09-14 06:00:00,6544.0,6559.0,6551.62,6556.0,98.418565 +2018-09-14 05:00:00,6539.99,6567.15,6540.0,6551.62,156.6493125 +2018-09-14 04:00:00,6538.0,6562.99,6551.01,6539.99,157.14608644 +2018-09-14 03:00:00,6547.81,6579.0,6547.82,6551.0,356.04923811 +2018-09-14 02:00:00,6488.81,6564.25,6488.82,6547.82,890.53079892 +2018-09-14 01:00:00,6461.99,6494.0,6462.0,6488.81,187.25876129 +2018-09-14 00:00:00,6456.0,6496.98,6485.99,6462.0,210.85643436 +2018-09-13 23:00:00,6477.93,6513.32,6479.22,6485.99,344.08659201 +2018-09-13 22:00:00,6456.75,6500.02,6458.48,6478.89,368.56230458 +2018-09-13 21:00:00,6441.93,6464.0,6463.99,6458.48,322.0398978 +2018-09-13 20:00:00,6410.0,6467.69,6446.99,6464.0,469.56202203 +2018-09-13 19:00:00,6433.84,6490.64,6484.54,6446.99,532.87195905 +2018-09-13 18:00:00,6482.0,6505.0,6501.36,6484.55,327.10197816 +2018-09-13 17:00:00,6485.0,6519.9,6506.01,6501.37,467.68466331 +2018-09-13 16:00:00,6480.0,6523.84,6480.01,6506.01,556.80753799 +2018-09-13 15:00:00,6471.0,6491.31,6491.3,6480.01,431.90974738 +2018-09-13 14:00:00,6484.86,6517.0,6503.39,6491.31,462.85366255 +2018-09-13 13:00:00,6450.0,6530.0,6454.56,6503.38,748.10903583 +2018-09-13 12:00:00,6431.96,6478.61,6465.36,6454.57,521.23849285 +2018-09-13 11:00:00,6425.0,6469.0,6436.01,6465.36,308.60885463 +2018-09-13 10:00:00,6426.49,6457.36,6434.0,6436.02,207.86981967 +2018-09-13 09:00:00,6406.33,6488.62,6410.34,6434.0,723.99872326 +2018-09-13 08:00:00,6381.75,6420.85,6384.0,6409.81,249.26842261 +2018-09-13 07:00:00,6380.0,6392.78,6385.0,6384.0,75.65448769 +2018-09-13 06:00:00,6375.0,6388.56,6379.79,6385.0,114.86534687 +2018-09-13 05:00:00,6369.11,6397.21,6388.39,6379.78,249.98630588 +2018-09-13 04:00:00,6382.13,6405.78,6382.14,6388.39,217.69130552 +2018-09-13 03:00:00,6377.9,6400.0,6389.97,6382.13,190.77989256 +2018-09-13 02:00:00,6379.0,6394.92,6391.4,6389.97,199.89391694 +2018-09-13 01:00:00,6383.1,6408.81,6408.0,6391.4,306.66516791 +2018-09-13 00:00:00,6323.64,6434.0,6326.0,6408.0,1402.64111817 +2018-09-12 23:00:00,6319.85,6335.66,6335.65,6326.0,236.33696209 +2018-09-12 22:00:00,6300.0,6335.65,6300.0,6335.65,326.30769112 +2018-09-12 21:00:00,6295.0,6323.78,6305.0,6299.99,326.89745666 +2018-09-12 20:00:00,6289.0,6306.81,6303.16,6305.0,340.95482656 +2018-09-12 19:00:00,6295.0,6322.19,6299.0,6303.17,514.5421581 +2018-09-12 18:00:00,6271.03,6340.94,6273.97,6298.99,818.78635215 +2018-09-12 17:00:00,6258.63,6298.45,6259.51,6273.96,478.69136409 +2018-09-12 16:00:00,6252.77,6274.39,6261.99,6259.5,355.41248511 +2018-09-12 15:00:00,6249.0,6271.13,6267.01,6261.99,307.08552507 +2018-09-12 14:00:00,6250.64,6283.41,6280.0,6267.01,337.47939843 +2018-09-12 13:00:00,6248.51,6280.0,6248.52,6280.0,303.71505448 +2018-09-12 12:00:00,6228.84,6274.87,6232.45,6248.52,412.74504052 +2018-09-12 11:00:00,6210.03,6238.45,6236.21,6232.46,258.65262618 +2018-09-12 10:00:00,6231.3,6255.0,6246.98,6236.22,174.27119612 +2018-09-12 09:00:00,6233.0,6250.0,6239.0,6246.98,160.4871505 +2018-09-12 08:00:00,6191.1,6246.11,6239.99,6238.99,332.52940697 +2018-09-12 07:00:00,6229.53,6258.98,6252.78,6240.0,157.29397551 +2018-09-12 06:00:00,6247.77,6269.47,6269.46,6252.78,125.8009956 +2018-09-12 05:00:00,6260.11,6290.0,6262.88,6269.46,168.65306243 +2018-09-12 04:00:00,6252.37,6277.91,6259.99,6262.86,178.72681159 +2018-09-12 03:00:00,6223.74,6260.0,6248.41,6260.0,310.14274699 +2018-09-12 02:00:00,6236.57,6268.0,6258.97,6248.84,301.05026967 +2018-10-07 01:00:00,6545.23,6554.72,6554.0,6554.72,103.17811175 +2018-10-07 00:00:00,6550.0,6555.0,6552.42,6554.01,97.93328534 +2018-10-06 23:00:00,6544.99,6555.0,6544.99,6552.43,100.58190878 +2018-10-06 22:00:00,6543.75,6559.72,6557.01,6545.0,110.76752269 +2018-10-06 21:00:00,6546.8,6560.0,6551.88,6557.0,124.51017308 +2018-10-06 20:00:00,6536.01,6551.89,6540.0,6551.89,115.25869851 +2018-10-06 19:00:00,6536.0,6543.05,6541.74,6540.0,123.19186412 +2018-10-06 18:00:00,6539.88,6556.8,6556.0,6541.75,170.524591 +2018-10-06 17:00:00,6545.23,6556.83,6549.49,6556.0,104.96698276 +2018-10-06 16:00:00,6549.49,6562.15,6558.47,6549.5,154.74704289 +2018-10-06 15:00:00,6540.22,6559.69,6542.57,6558.64,120.71040003 +2018-10-06 14:00:00,6536.0,6548.13,6545.04,6542.57,156.22511044 +2018-10-06 13:00:00,6540.0,6557.3,6551.73,6545.04,124.05294733 +2018-10-06 12:00:00,6545.69,6557.32,6547.19,6551.74,62.09199133 +2018-10-06 11:00:00,6540.0,6564.33,6564.32,6547.2,136.10273936 +2018-10-06 10:00:00,6564.32,6571.17,6564.62,6564.33,52.23974319 +2018-10-06 09:00:00,6563.37,6567.02,6565.0,6564.63,42.98992902 +2018-10-06 08:00:00,6562.0,6572.76,6572.76,6565.0,56.98332702 +2018-10-06 07:00:00,6569.88,6574.99,6571.99,6572.75,91.93951685 +2018-10-06 06:00:00,6567.8,6575.0,6574.96,6572.0,74.37105515 +2018-10-06 05:00:00,6567.81,6575.0,6570.42,6574.95,66.50825076 +2018-10-06 04:00:00,6567.17,6574.34,6567.17,6570.43,74.12859663 +2018-10-06 03:00:00,6561.79,6567.18,6561.79,6567.18,95.61406624 +2018-10-06 02:00:00,6552.0,6579.99,6579.99,6561.8,196.90709927 +2018-10-06 01:00:00,6570.0,6579.99,6576.4,6579.99,133.21628597 +2018-10-06 00:00:00,6563.14,6594.39,6593.94,6576.4,236.62663247 +2018-10-05 23:00:00,6573.01,6599.0,6585.0,6593.94,147.97334608 +2018-10-05 22:00:00,6555.99,6641.0,6555.99,6585.0,998.92601092 +2018-10-05 21:00:00,6535.55,6556.52,6539.09,6556.0,236.08037483 +2018-10-05 20:00:00,6535.31,6543.05,6543.04,6539.09,268.62976701 +2018-10-05 19:00:00,6534.0,6544.99,6534.01,6543.05,204.23187478 +2018-10-05 18:00:00,6530.0,6539.47,6534.5,6534.0,218.82463186 +2018-10-05 17:00:00,6530.0,6539.99,6539.98,6534.51,232.19252716 +2018-10-05 16:00:00,6535.0,6550.0,6547.41,6539.98,243.06676954 +2018-10-05 15:00:00,6544.14,6549.99,6544.15,6547.41,235.28707313 +2018-10-05 14:00:00,6534.18,6549.99,6543.21,6544.15,479.9958146 +2018-10-05 13:00:00,6536.28,6549.0,6536.29,6543.22,152.90153562 +2018-10-05 12:00:00,6532.0,6540.29,6538.01,6536.29,133.7199516 +2018-10-05 11:00:00,6533.16,6549.0,6533.35,6538.01,106.57014219 +2018-10-05 10:00:00,6528.8,6538.91,6530.0,6533.36,98.35659383 +2018-10-05 09:00:00,6525.0,6530.0,6528.84,6530.0,46.58271449 +2018-10-05 08:00:00,6528.74,6531.67,6531.66,6528.83,67.69677985 +2018-10-05 07:00:00,6528.74,6549.06,6549.06,6531.67,166.80771971 +2018-10-05 06:00:00,6533.35,6552.98,6537.1,6549.06,140.60445904 +2018-10-05 05:00:00,6527.9,6537.53,6537.53,6537.1,103.72061051 +2018-10-05 04:00:00,6530.0,6545.44,6539.71,6537.53,106.72358768 +2018-10-05 03:00:00,6533.53,6544.43,6533.54,6539.71,110.26033085 +2018-10-05 02:00:00,6510.58,6570.0,6569.99,6533.55,438.19432279 +2018-10-05 01:00:00,6553.35,6580.01,6580.01,6569.99,164.77658992 +2018-10-05 00:00:00,6547.44,6582.0,6547.45,6580.0,245.14090415 +2018-10-04 23:00:00,6539.43,6551.51,6550.6,6547.45,159.68362808 +2018-10-04 22:00:00,6543.52,6560.0,6543.53,6550.6,199.63785995 +2018-10-04 21:00:00,6520.0,6554.78,6546.0,6543.52,235.66163699 +2018-10-04 20:00:00,6536.04,6574.0,6572.08,6546.0,517.14792289 +2018-10-04 19:00:00,6559.98,6573.3,6559.98,6572.08,408.30644364 +2018-10-04 18:00:00,6549.98,6569.99,6549.99,6559.99,410.94479579 +2018-10-04 17:00:00,6539.18,6549.99,6540.0,6549.99,161.34876653 +2018-10-04 16:00:00,6538.75,6549.99,6548.91,6539.23,176.32808824 +2018-10-04 15:00:00,6529.53,6549.8,6532.0,6548.9,382.92531272 +2018-10-04 14:00:00,6532.0,6545.0,6539.27,6532.01,209.13536145 +2018-10-04 13:00:00,6531.79,6549.9,6534.18,6539.27,284.88500222 +2018-10-04 12:00:00,6527.72,6537.68,6529.99,6534.18,307.39292033 +2018-10-04 11:00:00,6529.76,6542.86,6533.02,6530.0,110.12728147 +2018-10-04 10:00:00,6525.11,6565.84,6554.08,6533.03,204.46520337 +2018-10-04 09:00:00,6550.0,6560.79,6550.0,6554.09,64.5099223 +2018-10-04 08:00:00,6542.49,6579.16,6542.49,6550.0,139.89878795 +2018-10-04 07:00:00,6541.0,6553.57,6542.52,6542.5,115.9955928 +2018-10-04 06:00:00,6542.52,6553.0,6551.01,6542.53,122.56184789 +2018-10-04 05:00:00,6548.0,6570.28,6564.62,6551.01,162.93711935 +2018-10-04 04:00:00,6558.1,6573.5,6562.01,6564.63,175.41829633 +2018-10-04 03:00:00,6552.03,6569.11,6563.97,6562.01,174.64996437 +2018-10-04 02:00:00,6546.09,6571.25,6559.0,6563.96,222.17440757 +2018-10-04 01:00:00,6477.99,6603.01,6477.99,6559.01,1539.51231754 +2018-10-04 00:00:00,6454.38,6479.99,6466.03,6478.0,191.15434325 +2018-10-03 23:00:00,6434.84,6479.99,6434.85,6466.03,360.01362071 +2018-10-03 22:00:00,6414.99,6437.0,6417.34,6434.85,323.03037123 +2018-10-03 21:00:00,6417.33,6449.99,6437.51,6417.34,175.56473698 +2018-10-03 20:00:00,6426.08,6445.67,6433.32,6437.52,242.29708036 +2018-10-03 19:00:00,6418.11,6452.36,6452.0,6433.33,324.20628382 +2018-10-03 18:00:00,6441.15,6468.28,6465.0,6452.0,271.30905856 +2018-10-03 17:00:00,6460.87,6479.98,6468.54,6465.0,254.45399738 +2018-10-03 16:00:00,6457.17,6475.39,6468.26,6468.54,248.84878519 +2018-10-03 15:00:00,6464.8,6490.75,6481.34,6468.26,322.39800419 +2018-10-03 14:00:00,6440.0,6493.11,6442.63,6481.34,250.63315433 +2018-10-03 13:00:00,6420.85,6450.0,6432.01,6442.65,278.37936166 +2018-10-03 12:00:00,6432.0,6451.57,6451.56,6432.01,119.7700665 +2018-10-03 11:00:00,6437.51,6461.84,6446.42,6451.56,202.21165264 +2018-10-03 10:00:00,6427.7,6460.0,6427.7,6446.42,260.55661412 +2018-10-03 09:00:00,6417.48,6430.99,6418.39,6427.66,85.89583253 +2018-10-03 08:00:00,6412.0,6422.96,6414.49,6418.45,103.88933401 +2018-10-03 07:00:00,6414.48,6435.81,6430.01,6414.49,201.84844779 +2018-10-03 06:00:00,6410.02,6430.02,6425.12,6430.02,106.31449203 +2018-10-03 05:00:00,6416.86,6435.0,6423.75,6425.12,187.95947804 +2018-10-03 04:00:00,6398.96,6435.81,6424.99,6423.75,437.83206825 +2018-10-03 03:00:00,6405.68,6476.75,6470.38,6425.0,733.7902163 +2018-10-03 02:00:00,6453.0,6492.0,6489.63,6470.39,325.2149963 +2018-10-03 01:00:00,6474.99,6507.95,6507.95,6489.62,208.08558199 +2018-10-03 00:00:00,6480.64,6507.95,6498.47,6507.94,239.91628542 +2018-10-02 23:00:00,6489.01,6531.0,6530.99,6498.46,285.16952992 +2018-10-02 22:00:00,6522.86,6537.27,6522.86,6530.99,209.70340213 +2018-10-02 21:00:00,6515.1,6528.3,6524.39,6522.87,258.65378722 +2018-10-02 20:00:00,6522.83,6545.0,6531.76,6524.39,282.45021328 +2018-10-02 19:00:00,6528.51,6545.0,6534.0,6531.76,184.83158356 +2018-10-02 18:00:00,6499.49,6534.0,6499.5,6534.0,375.15365335 +2018-10-02 17:00:00,6452.0,6514.75,6496.03,6499.49,726.60890993 +2018-10-02 16:00:00,6489.0,6528.76,6528.17,6496.02,349.47061145 +2018-10-02 15:00:00,6511.43,6532.5,6520.0,6528.18,262.12091375 +2018-10-02 14:00:00,6505.85,6553.96,6550.23,6520.01,411.57544078 +2018-10-02 13:00:00,6536.53,6558.0,6549.99,6550.23,265.23249364 +2018-10-02 12:00:00,6530.54,6569.33,6539.25,6550.0,211.47235985 +2018-10-02 11:00:00,6537.6,6555.45,6551.15,6539.26,96.99651106 +2018-10-02 10:00:00,6525.0,6558.92,6540.0,6551.16,163.99322127 +2018-10-02 09:00:00,6540.0,6562.26,6560.99,6540.01,93.87175762 +2018-10-02 08:00:00,6557.73,6568.84,6557.73,6561.0,55.27164914 +2018-10-02 07:00:00,6550.0,6560.63,6559.31,6557.74,116.27653892 +2018-10-02 06:00:00,6559.3,6580.01,6580.01,6559.31,112.81802306 +2018-10-02 05:00:00,6570.0,6583.82,6575.0,6580.01,182.01712281 +2018-10-02 04:00:00,6566.7,6582.22,6566.7,6575.01,111.58292369 +2018-10-02 03:00:00,6566.7,6578.46,6569.98,6566.7,148.05694651 +2018-10-02 02:00:00,6566.0,6577.86,6575.0,6569.99,163.87951958 +2018-10-02 01:00:00,6551.42,6591.37,6556.89,6574.99,200.51531533 +2018-10-02 00:00:00,6553.37,6576.18,6572.83,6556.9,176.31393646 +2018-10-01 23:00:00,6550.42,6575.93,6562.5,6572.83,242.7114563 +2018-10-01 22:00:00,6560.0,6574.98,6573.01,6562.5,203.59835708 +2018-10-01 21:00:00,6546.66,6610.0,6551.59,6573.01,559.74764748 +2018-10-01 20:00:00,6543.5,6560.31,6554.53,6551.6,249.03913054 +2018-10-01 19:00:00,6535.0,6566.29,6561.99,6554.53,273.47840606 +2018-10-01 18:00:00,6550.32,6578.93,6563.57,6562.0,701.32692003 +2018-10-01 17:00:00,6547.61,6564.49,6558.78,6563.57,453.97673801 +2018-10-01 16:00:00,6519.3,6570.0,6542.98,6558.77,394.32128646 +2018-10-01 15:00:00,6527.28,6545.0,6540.61,6542.99,288.17410652 +2018-10-01 14:00:00,6474.9,6546.79,6543.52,6540.61,855.79684201 +2018-10-01 13:00:00,6539.01,6595.38,6585.15,6543.51,313.81696365 +2018-10-01 12:00:00,6551.0,6590.0,6570.97,6585.15,332.02259263 +2018-10-01 11:00:00,6549.66,6582.92,6569.65,6570.98,602.6849225 +2018-10-01 10:00:00,6569.64,6598.68,6591.86,6569.64,129.93450475 +2018-10-01 09:00:00,6591.85,6602.8,6602.79,6591.86,48.15528582 +2018-10-01 08:00:00,6580.53,6602.8,6586.0,6602.8,142.76827023 +2018-10-01 07:00:00,6586.0,6606.0,6605.77,6586.0,87.72402377 +2018-10-01 06:00:00,6586.0,6608.38,6600.38,6605.78,214.23891228 +2018-10-01 05:00:00,6591.87,6608.02,6607.01,6600.37,112.47628332 +2018-10-01 04:00:00,6601.0,6632.99,6621.28,6607.01,227.20268377 +2018-10-01 03:00:00,6614.17,6629.99,6614.18,6621.28,172.37758321 +2018-10-01 02:00:00,6612.49,6623.99,6615.92,6614.18,134.44673688 +2018-10-01 01:00:00,6608.37,6639.33,6624.96,6615.92,168.20761044 +2018-10-01 00:00:00,6604.99,6626.0,6605.0,6624.96,238.58350735 +2018-09-30 23:00:00,6594.81,6621.0,6612.05,6605.0,176.70133995 +2018-09-30 22:00:00,6557.0,6616.83,6559.78,6612.05,293.11258468 +2018-09-30 21:00:00,6545.3,6570.33,6561.31,6559.79,160.72624547 +2018-09-30 20:00:00,6523.0,6588.01,6588.0,6561.3,374.16191841 +2018-09-30 19:00:00,6581.71,6604.0,6598.25,6588.01,145.5126098 +2018-09-30 18:00:00,6596.16,6609.91,6601.02,6598.24,129.96075618 +2018-09-30 17:00:00,6589.98,6607.96,6604.0,6601.02,151.45756679 +2018-09-30 16:00:00,6580.0,6609.4,6590.0,6604.01,175.78953959 +2018-09-30 15:00:00,6580.0,6627.64,6627.64,6590.0,268.29043069 +2018-09-30 14:00:00,6611.0,6640.26,6617.0,6627.51,140.59546918 +2018-09-30 13:00:00,6608.22,6622.99,6613.96,6617.01,143.91295615 +2018-09-30 12:00:00,6601.96,6616.91,6611.66,6613.97,116.78784941 +2018-09-30 11:00:00,6603.88,6642.28,6624.25,6611.7,170.89409634 +2018-09-30 10:00:00,6567.98,6632.28,6570.48,6624.25,254.87453506 +2018-09-30 09:00:00,6560.53,6579.09,6566.13,6570.48,92.88120063 +2018-09-30 08:00:00,6561.75,6569.84,6568.21,6566.12,86.54564972 +2018-09-30 07:00:00,6552.65,6575.0,6568.9,6568.21,117.68119075 +2018-09-30 06:00:00,6552.51,6568.91,6552.51,6568.9,33.19611487 +2018-09-30 05:00:00,6543.21,6555.0,6546.95,6552.51,91.45986348 +2018-09-30 04:00:00,6545.0,6563.01,6561.05,6546.95,79.95417849 +2018-09-30 03:00:00,6556.97,6569.43,6559.48,6561.06,99.4865496 +2018-09-30 02:00:00,6552.71,6581.0,6579.0,6557.74,173.41653479 +2018-09-30 01:00:00,6558.99,6587.0,6559.0,6579.01,101.13291802 +2018-09-30 00:00:00,6545.81,6581.0,6581.0,6559.0,120.18896899 +2018-09-29 23:00:00,6570.39,6608.19,6581.61,6581.0,231.65661224 +2018-09-29 22:00:00,6569.99,6589.99,6570.0,6581.62,121.44493588 +2018-09-29 21:00:00,6568.0,6578.33,6577.0,6570.0,134.56651684 +2018-09-29 20:00:00,6569.0,6590.0,6569.01,6577.0,191.01110844 +2018-09-29 19:00:00,6563.12,6576.0,6564.15,6569.0,149.64020111 +2018-09-29 18:00:00,6560.2,6576.0,6572.76,6564.15,102.1779396 +2018-09-29 17:00:00,6540.08,6574.07,6540.08,6574.07,298.11556897 +2018-09-29 16:00:00,6537.51,6570.0,6566.92,6540.0,127.30147252 +2018-09-29 15:00:00,6532.49,6585.0,6532.49,6566.93,209.88986508 +2018-09-29 14:00:00,6515.28,6550.87,6546.27,6532.5,148.23009169 +2018-09-29 13:00:00,6541.0,6572.38,6564.99,6546.27,151.04169749 +2018-09-29 12:00:00,6560.0,6582.1,6570.0,6564.99,105.35552273 +2018-09-29 11:00:00,6534.0,6594.44,6536.66,6570.01,138.00282303 +2018-09-29 10:00:00,6527.0,6547.87,6528.56,6536.66,46.88817671 +2018-09-29 09:00:00,6512.42,6558.62,6512.42,6528.56,133.6758048 +2018-09-29 08:00:00,6510.9,6532.31,6515.31,6512.43,138.37129458 +2018-09-29 07:00:00,6493.14,6519.0,6497.49,6515.3,71.55012213 +2018-09-29 06:00:00,6460.79,6497.5,6488.79,6497.5,203.94890625 +2018-09-29 05:00:00,6481.03,6495.0,6492.13,6488.8,97.09851469 +2018-09-29 04:00:00,6470.01,6496.63,6486.66,6492.13,90.00066765 +2018-09-29 03:00:00,6480.99,6504.78,6499.01,6486.66,110.42743266 +2018-09-29 02:00:00,6460.84,6520.0,6463.09,6499.01,270.32821339 +2018-09-29 01:00:00,6452.02,6609.98,6609.98,6463.63,932.16258224 +2018-09-29 00:00:00,6584.17,6620.01,6620.01,6609.98,169.02937861 +2018-09-28 23:00:00,6617.0,6634.0,6620.98,6620.01,157.16534325 +2018-09-28 22:00:00,6617.0,6641.66,6630.34,6620.98,186.84686177 +2018-09-28 21:00:00,6615.64,6645.0,6644.0,6630.35,310.83911814 +2018-09-28 20:00:00,6615.83,6675.1,6675.1,6644.0,458.92436245 +2018-09-28 19:00:00,6528.13,6690.27,6636.99,6675.09,1846.29032574 +2018-09-28 18:00:00,6629.85,6648.49,6642.53,6636.99,239.03266538 +2018-09-28 17:00:00,6642.0,6661.98,6642.99,6642.54,253.74029143 +2018-09-28 16:00:00,6630.0,6657.05,6654.95,6643.0,227.69950111 +2018-09-28 15:00:00,6627.01,6669.48,6649.08,6654.94,249.25910065 +2018-09-28 14:00:00,6621.3,6671.92,6635.82,6649.08,386.53811691 +2018-09-28 13:00:00,6565.01,6645.34,6585.19,6635.82,362.37831409 +2018-09-28 12:00:00,6575.46,6649.65,6644.88,6585.19,436.85338708 +2018-09-28 11:00:00,6630.0,6655.0,6637.01,6644.87,255.68220662 +2018-09-28 10:00:00,6620.15,6653.93,6643.53,6637.01,146.20249859 +2018-09-28 09:00:00,6570.36,6720.47,6719.0,6643.52,933.7216292 +2018-09-28 08:00:00,6717.65,6766.4,6762.77,6719.0,279.00261508 +2018-09-28 07:00:00,6724.09,6786.73,6724.09,6762.77,346.59705278 +2018-09-28 06:00:00,6703.99,6767.52,6704.0,6724.1,336.03116093 +2018-09-28 05:00:00,6693.0,6709.96,6700.0,6703.99,159.1832194 +2018-09-28 04:00:00,6679.34,6710.0,6693.23,6700.01,257.98744109 +2018-09-28 03:00:00,6681.0,6697.21,6697.21,6693.24,356.76189248 +2018-09-28 02:00:00,6694.44,6724.42,6710.13,6697.2,392.10105634 +2018-09-28 01:00:00,6690.0,6713.17,6696.12,6710.11,218.000123 +2018-09-28 00:00:00,6680.0,6704.0,6680.01,6696.12,242.29073903 +2018-09-27 23:00:00,6667.52,6686.0,6671.5,6680.01,251.42877459 +2018-09-27 22:00:00,6666.98,6715.0,6714.99,6671.51,469.28641 +2018-09-27 21:00:00,6693.76,6718.66,6695.49,6714.99,380.64768058 +2018-09-27 20:00:00,6662.0,6734.79,6662.01,6695.0,1047.62755044 +2018-09-27 19:00:00,6501.3,6671.6,6510.0,6662.01,1290.86951419 +2018-09-27 18:00:00,6497.94,6513.0,6500.0,6509.99,307.77459126 +2018-09-27 17:00:00,6487.21,6504.0,6495.32,6500.01,331.85247026 +2018-09-27 16:00:00,6487.0,6504.7,6487.01,6495.32,233.81926941 +2018-09-27 15:00:00,6476.14,6506.51,6506.5,6487.01,287.56592205 +2018-09-27 14:00:00,6485.89,6512.29,6497.27,6506.5,266.69067714 +2018-09-27 13:00:00,6495.27,6516.28,6497.28,6497.27,376.2603088 +2018-09-27 12:00:00,6475.12,6519.0,6478.0,6497.27,246.08674194 +2018-09-27 11:00:00,6457.0,6487.0,6460.92,6478.01,148.9779419 +2018-09-27 10:00:00,6453.63,6468.91,6456.87,6460.92,83.88245975 +2018-09-27 09:00:00,6450.0,6468.51,6455.0,6456.87,227.7294089 +2018-09-27 08:00:00,6430.0,6455.0,6451.09,6455.0,196.73400475 +2018-09-27 07:00:00,6446.0,6468.28,6464.99,6451.59,300.55432847 +2018-09-27 06:00:00,6442.0,6465.0,6460.01,6465.0,178.54957746 +2018-09-27 05:00:00,6460.0,6477.49,6472.5,6460.01,158.8459869 +2018-09-27 04:00:00,6468.63,6497.62,6494.0,6472.0,175.66204204 +2018-09-27 03:00:00,6480.01,6497.62,6491.0,6494.0,139.72887785 +2018-09-27 02:00:00,6473.63,6493.79,6482.13,6491.0,148.95872318 +2018-09-27 01:00:00,6482.12,6510.0,6490.99,6482.13,412.98538596 +2018-09-27 00:00:00,6455.65,6492.5,6455.65,6491.0,216.35541323 +2018-09-26 23:00:00,6453.71,6478.0,6461.0,6455.66,173.04606907 +2018-09-26 22:00:00,6425.0,6471.77,6471.77,6459.38,405.63184912 +2018-09-26 21:00:00,6454.55,6499.0,6497.0,6471.77,251.60671465 +2018-09-26 20:00:00,6485.21,6497.0,6495.71,6497.0,245.76433039 +2018-09-26 19:00:00,6485.0,6511.46,6511.46,6495.72,277.152404 +2018-09-26 18:00:00,6503.74,6530.0,6527.43,6511.46,389.8350723 +2018-09-26 17:00:00,6515.0,6529.99,6521.0,6527.43,250.78033411 +2018-09-26 16:00:00,6515.0,6535.0,6530.0,6520.99,319.79208315 +2018-09-26 15:00:00,6498.09,6537.26,6512.0,6530.01,478.43393022 +2018-09-26 14:00:00,6483.21,6523.5,6483.21,6512.0,332.96447461 +2018-09-26 13:00:00,6461.0,6508.0,6499.17,6483.21,315.08148726 +2018-09-26 12:00:00,6499.46,6526.09,6520.0,6499.46,298.29022269 +2018-09-26 11:00:00,6458.43,6525.31,6458.44,6520.0,430.77021784 +2018-09-26 10:00:00,6449.99,6465.0,6450.0,6458.44,149.17781576 +2018-09-26 09:00:00,6427.48,6451.2,6445.33,6449.99,80.15091459 +2018-09-26 08:00:00,6430.88,6449.76,6443.25,6445.34,98.69115461 +2018-09-26 07:00:00,6430.8,6458.24,6430.81,6443.25,130.38599971 +2018-09-26 06:00:00,6420.72,6445.0,6434.37,6430.8,85.38539438 +2018-09-26 05:00:00,6394.99,6449.0,6395.0,6434.38,305.88847728 +2018-09-26 04:00:00,6380.62,6395.0,6387.01,6395.0,133.81793422 +2018-09-26 03:00:00,6387.0,6401.99,6398.0,6387.01,178.35082687 +2018-09-26 02:00:00,6390.32,6403.19,6394.53,6398.01,157.74102745 +2018-09-26 01:00:00,6382.0,6405.0,6401.0,6394.53,198.39944836 +2018-09-26 00:00:00,6397.46,6436.07,6435.0,6401.0,222.90581042 +2018-09-25 23:00:00,6390.0,6439.86,6391.97,6436.89,308.81693115 +2018-09-25 22:00:00,6375.05,6408.0,6388.0,6390.54,280.92023296 +2018-09-25 21:00:00,6360.11,6397.49,6388.29,6388.0,319.49049916 +2018-09-25 20:00:00,6360.17,6413.4,6363.87,6388.29,468.82284313 +2018-09-25 19:00:00,6346.26,6375.0,6355.0,6363.86,356.15395212 +2018-09-25 18:00:00,6320.5,6394.63,6391.0,6355.0,926.46128284 +2018-09-25 17:00:00,6361.16,6398.38,6392.79,6390.99,385.78940089 +2018-09-25 16:00:00,6389.9,6415.0,6402.44,6392.8,309.88543379 +2018-09-25 15:00:00,6356.56,6420.0,6419.99,6402.44,967.99724182 +2018-09-25 14:00:00,6389.41,6427.5,6412.94,6420.0,364.70294156 +2018-09-25 13:00:00,6411.08,6437.87,6437.87,6412.95,269.8283782 +2018-09-25 12:00:00,6383.0,6442.55,6392.0,6437.87,319.00602617 +2018-09-25 11:00:00,6369.0,6403.0,6403.0,6392.0,167.91605343 +2018-09-25 10:00:00,6390.16,6412.5,6410.0,6402.99,118.52235855 +2018-09-25 09:00:00,6388.78,6415.47,6404.6,6409.99,137.29649607 +2018-09-25 08:00:00,6366.68,6409.08,6376.64,6404.6,112.79129663 +2018-09-25 07:00:00,6366.68,6435.94,6420.57,6376.65,336.17579113 +2018-09-25 06:00:00,6415.0,6464.27,6457.79,6420.57,170.39405696 +2018-09-25 05:00:00,6450.0,6464.0,6456.51,6457.8,102.29022176 +2018-09-25 04:00:00,6455.18,6474.98,6460.0,6456.51,152.02452781 +2018-09-25 03:00:00,6419.71,6480.0,6419.75,6460.0,463.53693544 +2018-09-25 02:00:00,6388.88,6428.79,6428.79,6420.0,591.27785462 +2018-09-25 01:00:00,6414.42,6513.35,6511.8,6429.29,1333.90076801 +2018-09-25 00:00:00,6501.0,6582.1,6582.09,6510.06,569.99813207 +2018-09-24 23:00:00,6555.99,6595.12,6595.11,6582.09,420.25709886 +2018-09-24 22:00:00,6584.0,6616.01,6616.0,6595.12,232.2332869 +2018-09-24 21:00:00,6605.0,6630.0,6625.01,6616.0,288.64748643 +2018-09-24 20:00:00,6611.88,6631.33,6618.69,6625.0,249.77036186 +2018-09-24 19:00:00,6618.72,6637.27,6635.83,6618.72,227.45253057 +2018-09-24 18:00:00,6634.36,6655.0,6639.61,6635.83,374.89656109 +2018-09-24 17:00:00,6606.05,6642.4,6606.06,6639.61,289.86767447 +2018-09-24 16:00:00,6598.0,6612.83,6602.29,6606.06,233.05339483 +2018-09-24 15:00:00,6593.41,6612.62,6606.97,6602.28,210.49905176 +2018-09-24 14:00:00,6591.17,6621.1,6616.37,6606.97,240.44246446 +2018-10-19 13:00:00,6376.22,6382.91,6376.22,6382.91,177.8050219 +2018-10-19 12:00:00,6365.0,6385.0,6385.0,6376.22,168.59130224 +2018-10-19 11:00:00,6377.36,6385.0,6382.56,6384.99,100.3737393 +2018-10-19 10:00:00,6378.55,6390.48,6378.56,6382.56,66.30721858 +2018-10-19 09:00:00,6376.72,6386.26,6376.75,6378.55,74.37018496 +2018-10-19 08:00:00,6361.69,6386.02,6365.01,6376.75,125.3944504 +2018-10-19 07:00:00,6363.84,6368.46,6367.56,6365.01,132.28456536 +2018-10-19 06:00:00,6353.86,6375.24,6375.0,6367.55,174.99773887 +2018-10-19 05:00:00,6375.0,6398.02,6398.02,6375.01,155.6869538 +2018-10-19 04:00:00,6394.99,6400.4,6395.0,6398.01,98.40031492 +2018-10-19 03:00:00,6390.49,6401.7,6401.69,6395.0,108.89067209 +2018-10-19 02:00:00,6387.99,6404.14,6388.0,6401.69,106.85623263 +2018-10-19 01:00:00,6387.0,6402.73,6402.73,6388.0,120.76672842 +2018-10-19 00:00:00,6394.95,6409.61,6394.96,6402.72,161.87914429 +2018-10-18 23:00:00,6379.01,6400.0,6379.01,6394.96,157.17673297 +2018-10-18 22:00:00,6357.91,6386.0,6379.99,6379.01,306.4496234 +2018-10-18 21:00:00,6375.0,6392.96,6392.96,6379.99,352.48327201 +2018-10-18 20:00:00,6391.14,6398.59,6396.99,6392.96,211.14486288 +2018-10-18 19:00:00,6375.5,6397.0,6389.71,6397.0,271.04605077 +2018-10-18 18:00:00,6371.12,6406.5,6393.75,6389.71,462.89076451 +2018-10-18 17:00:00,6355.0,6435.73,6434.56,6393.76,1029.19323595 +2018-10-18 16:00:00,6430.0,6440.06,6440.06,6434.57,261.43200843 +2018-10-18 15:00:00,6424.81,6440.06,6439.93,6440.05,355.49790568 +2018-10-18 14:00:00,6431.34,6441.0,6435.02,6439.94,412.52978846 +2018-10-18 13:00:00,6428.0,6436.0,6433.4,6435.02,289.51375084 +2018-10-18 12:00:00,6427.23,6441.91,6429.89,6433.39,192.46533496 +2018-10-18 11:00:00,6428.26,6443.39,6441.59,6429.89,174.6798679 +2018-10-18 10:00:00,6439.0,6443.4,6439.01,6441.59,99.23821291 +2018-10-18 09:00:00,6435.0,6442.0,6435.9,6439.0,92.67507788 +2018-10-18 08:00:00,6412.2,6441.41,6441.4,6435.9,379.64786133 +2018-10-18 07:00:00,6441.4,6446.01,6446.01,6441.4,142.11346911 +2018-10-18 06:00:00,6445.81,6452.87,6449.01,6446.01,195.78248824 +2018-10-18 05:00:00,6445.81,6458.0,6455.43,6449.0,267.39313852 +2018-10-18 04:00:00,6455.42,6464.76,6462.0,6455.43,241.39039971 +2018-10-18 03:00:00,6449.97,6489.83,6449.98,6460.89,540.78253015 +2018-10-18 02:00:00,6442.99,6449.98,6442.99,6449.98,291.45343148 +2018-10-18 01:00:00,6436.0,6444.99,6440.0,6443.0,225.74072595 +2018-10-18 00:00:00,6432.46,6443.7,6443.69,6439.99,259.49340731 +2018-10-17 23:00:00,6440.1,6444.98,6443.16,6443.7,213.35553131 +2018-10-17 22:00:00,6439.24,6448.65,6442.99,6443.16,184.22461008 +2018-10-17 21:00:00,6432.07,6445.9,6434.95,6443.0,219.56750212 +2018-10-17 20:00:00,6423.34,6435.0,6431.37,6434.95,241.9158969 +2018-10-17 19:00:00,6431.37,6440.68,6438.11,6431.38,267.90645874 +2018-10-17 18:00:00,6433.24,6445.0,6444.0,6438.11,199.09972631 +2018-10-17 17:00:00,6441.0,6449.16,6447.99,6444.0,244.28229845 +2018-10-17 16:00:00,6438.99,6448.0,6439.0,6448.0,252.9577231 +2018-10-17 15:00:00,6430.0,6439.0,6435.01,6439.0,269.48498738 +2018-10-17 14:00:00,6420.17,6440.0,6425.0,6435.01,282.03264837 +2018-10-17 13:00:00,6416.4,6428.74,6428.74,6424.99,231.46859889 +2018-10-17 12:00:00,6424.39,6439.61,6437.19,6428.73,189.86942479 +2018-10-17 11:00:00,6411.19,6437.19,6422.16,6437.19,244.26185811 +2018-10-17 10:00:00,6418.23,6432.49,6428.28,6422.17,106.58106475 +2018-10-17 09:00:00,6417.95,6437.28,6437.28,6428.27,249.73553629 +2018-10-17 08:00:00,6426.84,6437.28,6431.37,6437.27,167.94266663 +2018-10-17 07:00:00,6422.93,6438.51,6438.51,6431.37,132.23917612 +2018-10-17 06:00:00,6437.01,6450.0,6446.0,6438.51,89.03377467 +2018-10-17 05:00:00,6437.72,6457.06,6448.6,6446.0,192.3770736 +2018-10-17 04:00:00,6440.86,6452.75,6447.93,6448.6,255.84980961 +2018-10-17 03:00:00,6439.41,6453.6,6439.41,6447.93,308.83435239 +2018-10-17 02:00:00,6433.61,6445.46,6445.46,6439.42,431.91021665 +2018-10-17 01:00:00,6445.45,6459.99,6457.03,6445.45,289.46612875 +2018-10-17 00:00:00,6443.67,6459.39,6457.1,6457.03,242.86955657 +2018-10-16 23:00:00,6449.22,6482.1,6452.24,6457.11,597.34069594 +2018-10-16 22:00:00,6441.61,6458.0,6457.82,6452.25,263.67604986 +2018-10-16 21:00:00,6442.84,6462.55,6462.55,6457.82,287.67236209 +2018-10-16 20:00:00,6440.0,6475.5,6440.01,6462.55,3482.10369959 +2018-10-16 19:00:00,6420.66,6440.02,6435.62,6440.01,570.47789062 +2018-10-16 18:00:00,6426.69,6438.0,6426.69,6435.62,180.19103669 +2018-10-16 17:00:00,6413.35,6426.7,6413.35,6426.69,338.89163905 +2018-10-16 16:00:00,6375.0,6437.98,6435.0,6413.36,937.25770619 +2018-10-16 15:00:00,6434.5,6444.0,6435.2,6435.0,262.0909292 +2018-10-16 14:00:00,6429.3,6450.12,6448.51,6435.2,271.51191803 +2018-10-16 13:00:00,6439.78,6469.57,6439.79,6449.55,260.94197264 +2018-10-16 12:00:00,6427.0,6453.45,6451.68,6439.78,175.87008552 +2018-10-16 11:00:00,6432.57,6451.99,6435.1,6451.68,159.58048514 +2018-10-16 10:00:00,6430.29,6439.21,6434.0,6435.09,68.81477983 +2018-10-16 09:00:00,6430.27,6442.0,6436.96,6434.01,69.66432539 +2018-10-16 08:00:00,6408.39,6445.82,6445.82,6436.96,357.81443306 +2018-10-16 07:00:00,6445.17,6456.0,6451.24,6445.81,106.4460938 +2018-10-16 06:00:00,6451.23,6493.11,6478.11,6451.24,278.06702668 +2018-10-16 05:00:00,6426.14,6488.0,6428.0,6478.11,383.13855439 +2018-10-16 04:00:00,6425.01,6433.57,6426.0,6428.0,136.28532038 +2018-10-16 03:00:00,6423.0,6439.35,6432.99,6426.0,191.69004138 +2018-10-16 02:00:00,6421.07,6435.0,6429.0,6432.99,222.64486964 +2018-10-16 01:00:00,6421.5,6440.0,6432.5,6428.99,235.87954627 +2018-10-16 00:00:00,6418.0,6440.78,6440.43,6432.5,242.93989592 +2018-10-15 23:00:00,6430.5,6460.0,6430.51,6440.42,286.78678119 +2018-10-15 22:00:00,6395.01,6448.0,6395.02,6430.5,541.76835827 +2018-10-15 21:00:00,6385.0,6405.0,6390.01,6395.02,432.8954573 +2018-10-15 20:00:00,6358.02,6409.0,6390.0,6390.01,650.14039872 +2018-10-15 19:00:00,6385.68,6410.01,6395.0,6390.0,415.53246942 +2018-10-15 18:00:00,6391.55,6420.0,6404.28,6395.01,615.59735813 +2018-10-15 17:00:00,6400.0,6422.62,6422.61,6404.28,373.85368987 +2018-10-15 16:00:00,6391.0,6425.62,6395.36,6422.62,874.05465149 +2018-10-15 15:00:00,6372.02,6396.65,6375.0,6395.36,537.84628843 +2018-10-15 14:00:00,6362.68,6396.76,6396.76,6375.01,590.08416492 +2018-10-15 13:00:00,6345.0,6415.42,6405.32,6396.76,757.51212664 +2018-10-15 12:00:00,6374.0,6417.37,6405.98,6405.77,244.688697 +2018-10-15 11:00:00,6390.76,6440.67,6418.91,6404.5,403.50996561 +2018-10-15 10:00:00,6402.0,6455.55,6424.99,6418.91,422.04109448 +2018-10-15 09:00:00,6360.6,6430.0,6402.74,6423.79,338.60851863 +2018-10-15 08:00:00,6381.94,6466.55,6415.87,6402.74,805.29189181 +2018-10-15 07:00:00,6414.0,6659.97,6659.97,6415.87,3403.20456579 +2018-10-15 06:00:00,6363.89,6810.0,6363.9,6657.08,6669.85976393 +2018-10-15 05:00:00,6212.46,6407.0,6212.47,6363.9,2131.7034571 +2018-10-15 04:00:00,6207.49,6218.43,6218.4,6212.46,195.92491354 +2018-10-15 03:00:00,6200.41,6218.61,6205.22,6218.39,115.607167 +2018-10-15 02:00:00,6200.0,6211.0,6211.0,6205.22,127.5249874 +2018-10-15 01:00:00,6192.94,6211.0,6192.95,6211.0,181.29003231 +2018-10-15 00:00:00,6151.58,6197.24,6183.52,6192.94,321.00976484 +2018-10-14 23:00:00,6151.0,6205.0,6200.94,6183.49,447.30758218 +2018-10-14 22:00:00,6200.23,6211.94,6202.76,6200.93,193.01828001 +2018-10-14 21:00:00,6202.76,6220.22,6220.22,6202.76,157.62752551 +2018-10-14 20:00:00,6200.77,6249.84,6244.8,6220.22,230.90337945 +2018-10-14 19:00:00,6235.46,6248.55,6237.99,6244.81,118.95267633 +2018-10-14 18:00:00,6230.0,6244.5,6237.04,6237.99,156.94430201 +2018-10-14 17:00:00,6235.0,6241.69,6241.68,6237.03,116.10337497 +2018-10-14 16:00:00,6237.77,6249.66,6242.94,6241.69,109.03227669 +2018-10-14 15:00:00,6224.59,6244.96,6225.0,6242.93,171.22930928 +2018-10-14 14:00:00,6222.92,6227.16,6225.0,6225.0,107.86311997 +2018-10-14 13:00:00,6221.44,6235.0,6231.8,6225.0,98.26084575 +2018-10-14 12:00:00,6217.99,6234.8,6217.99,6231.81,187.76708802 +2018-10-14 11:00:00,6211.0,6221.02,6221.02,6217.99,73.09718189 +2018-10-14 10:00:00,6221.0,6231.06,6230.93,6221.01,47.00442193 +2018-10-14 09:00:00,6226.87,6241.96,6241.96,6230.92,66.13213411 +2018-10-14 08:00:00,6241.08,6245.0,6243.99,6241.96,52.54531765 +2018-10-14 07:00:00,6239.0,6259.62,6243.91,6243.98,157.80210341 +2018-10-14 06:00:00,6240.53,6254.99,6244.04,6243.9,60.33502252 +2018-10-14 05:00:00,6242.01,6274.75,6263.0,6244.05,112.91561964 +2018-10-14 04:00:00,6222.07,6288.45,6222.08,6263.0,379.81290457 +2018-10-14 03:00:00,6204.43,6226.06,6204.44,6222.07,372.72788415 +2018-10-14 02:00:00,6200.01,6204.69,6203.53,6204.43,100.88089022 +2018-10-14 01:00:00,6197.06,6203.69,6198.07,6203.53,123.74184001 +2018-10-14 00:00:00,6196.0,6201.0,6196.01,6198.06,121.11326593 +2018-10-13 23:00:00,6193.42,6203.0,6201.69,6196.0,217.33156445 +2018-10-13 22:00:00,6193.06,6202.99,6194.64,6201.69,189.20904617 +2018-10-13 21:00:00,6192.36,6200.0,6192.37,6194.63,126.11841329 +2018-10-13 20:00:00,6191.81,6202.22,6199.0,6192.36,127.75203146 +2018-10-13 19:00:00,6182.82,6202.12,6185.0,6199.01,342.52418875 +2018-10-13 18:00:00,6184.99,6202.97,6201.69,6185.0,278.48062137 +2018-10-13 17:00:00,6200.11,6204.94,6202.99,6201.68,285.02824638 +2018-10-13 16:00:00,6200.1,6206.08,6205.01,6202.99,228.13631521 +2018-10-13 15:00:00,6200.98,6205.01,6200.99,6205.0,208.1338432 +2018-10-13 14:00:00,6193.67,6201.03,6195.0,6200.99,151.85572901 +2018-10-13 13:00:00,6192.15,6199.99,6197.29,6193.65,248.07174383 +2018-10-13 12:00:00,6192.52,6205.0,6204.99,6197.28,83.16093161 +2018-10-13 11:00:00,6200.51,6208.63,6200.51,6205.0,129.86034668 +2018-10-13 10:00:00,6200.51,6210.0,6206.99,6200.51,78.81330322 +2018-10-13 09:00:00,6194.35,6212.0,6194.35,6206.98,111.27430885 +2018-10-13 08:00:00,6194.33,6199.36,6194.34,6194.36,52.48688281 +2018-10-13 07:00:00,6189.38,6201.19,6201.18,6194.33,121.41462626 +2018-10-13 06:00:00,6197.1,6201.19,6200.01,6201.19,88.28663749 +2018-10-13 05:00:00,6193.6,6203.39,6193.61,6200.01,81.25795421 +2018-10-13 04:00:00,6180.01,6193.61,6185.4,6193.61,101.82405033 +2018-10-13 03:00:00,6178.01,6198.81,6198.81,6185.4,151.43753275 +2018-10-13 02:00:00,6194.85,6207.8,6204.99,6198.8,128.75192465 +2018-10-13 01:00:00,6194.49,6205.0,6194.5,6204.99,141.34096004 +2018-10-13 00:00:00,6178.0,6209.66,6188.01,6194.5,170.30808895 +2018-10-12 23:00:00,6187.77,6201.79,6192.93,6188.01,128.50365336 +2018-10-12 22:00:00,6178.0,6210.01,6210.01,6192.93,293.12624051 +2018-10-12 21:00:00,6210.0,6221.5,6216.0,6210.01,255.37360952 +2018-10-12 20:00:00,6209.35,6216.5,6211.98,6216.0,199.97228854 +2018-10-12 19:00:00,6204.15,6211.99,6204.16,6211.99,153.07448615 +2018-10-12 18:00:00,6190.19,6205.43,6199.59,6204.16,192.84464449 +2018-10-12 17:00:00,6188.0,6219.0,6215.0,6199.59,524.84150309 +2018-10-12 16:00:00,6213.0,6226.03,6226.03,6215.0,222.00140635 +2018-10-12 15:00:00,6207.81,6228.12,6212.06,6226.03,235.23838171 +2018-10-12 14:00:00,6199.9,6212.74,6202.1,6212.06,226.74093093 +2018-10-12 13:00:00,6199.95,6220.0,6218.48,6202.13,381.56127835 +2018-10-12 12:00:00,6209.17,6219.0,6209.18,6218.48,201.77084832 +2018-10-12 11:00:00,6201.01,6214.31,6208.29,6209.18,107.7663617 +2018-10-12 10:00:00,6203.12,6215.35,6203.13,6209.91,169.59414929 +2018-10-12 09:00:00,6201.0,6218.0,6216.28,6203.13,93.81682983 +2018-10-12 08:00:00,6213.48,6225.22,6224.03,6216.27,106.62366485 +2018-10-12 07:00:00,6213.0,6235.2,6220.0,6224.03,258.38750729 +2018-10-12 06:00:00,6199.98,6220.0,6199.99,6220.0,257.83262706 +2018-10-12 05:00:00,6189.52,6199.99,6198.28,6199.99,104.12360973 +2018-10-12 04:00:00,6185.0,6199.99,6189.99,6198.28,225.14166428 +2018-10-12 03:00:00,6169.0,6189.99,6183.0,6189.99,154.01222671 +2018-10-12 02:00:00,6171.67,6188.43,6171.68,6183.0,235.61111022 +2018-10-12 01:00:00,6150.42,6179.25,6150.43,6171.68,349.39845763 +2018-10-12 00:00:00,6111.97,6169.91,6154.68,6150.43,497.28991125 +2018-10-11 23:00:00,6111.0,6198.29,6191.12,6154.69,726.31259276 +2018-10-11 22:00:00,6177.07,6196.7,6196.7,6191.12,236.06994738 +2018-10-11 21:00:00,6190.0,6204.95,6204.46,6196.7,206.91983823 +2018-10-11 20:00:00,6141.0,6211.0,6199.97,6204.45,654.61025578 +2018-10-11 19:00:00,6190.03,6205.81,6193.9,6199.96,341.9493266 +2018-10-11 18:00:00,6193.81,6218.31,6211.49,6193.81,335.28786198 +2018-10-11 17:00:00,6206.98,6225.0,6208.18,6211.49,454.87426234 +2018-10-11 16:00:00,6187.61,6210.16,6193.99,6208.18,274.85699587 +2018-10-11 15:00:00,6185.53,6219.81,6214.01,6193.99,479.15493512 +2018-10-11 14:00:00,6205.0,6234.53,6207.61,6214.01,503.43471826 +2018-10-11 13:00:00,6105.02,6225.24,6194.77,6207.61,1290.84595069 +2018-10-11 12:00:00,6178.64,6204.88,6178.64,6194.78,251.5147823 +2018-10-11 11:00:00,6175.0,6209.93,6209.93,6178.63,223.83258791 +2018-10-11 10:00:00,6198.22,6216.0,6213.05,6209.93,194.19304447 +2018-10-11 09:00:00,6189.0,6214.15,6206.9,6213.06,174.19175808 +2018-10-11 08:00:00,6203.36,6216.21,6207.52,6206.89,156.95204792 +2018-10-11 07:00:00,6140.98,6211.07,6188.57,6207.53,505.70115565 +2018-10-11 06:00:00,6153.05,6210.0,6208.1,6188.57,369.06208555 +2018-10-11 05:00:00,6185.77,6233.84,6225.34,6208.1,374.16837169 +2018-10-11 04:00:00,6211.84,6260.38,6220.34,6225.34,543.15535842 +2018-10-11 03:00:00,6190.35,6248.0,6190.36,6220.34,1190.39614351 +2018-10-11 02:00:00,6130.0,6225.83,6222.1,6190.35,1914.64194722 +2018-10-11 01:00:00,6033.34,6466.95,6466.95,6222.11,8905.66097336 +2018-10-11 00:00:00,6460.32,6524.56,6524.56,6466.96,422.97655315 +2018-10-10 23:00:00,6518.83,6537.0,6518.84,6524.56,267.71193459 +2018-10-10 22:00:00,6509.99,6525.0,6510.0,6518.84,254.71775362 +2018-10-10 21:00:00,6508.9,6530.5,6530.41,6509.99,311.45747475 +2018-10-10 20:00:00,6530.4,6543.82,6539.99,6530.41,236.86787826 +2018-10-10 19:00:00,6530.97,6549.9,6549.81,6540.0,234.46209134 +2018-10-10 18:00:00,6520.0,6549.81,6522.95,6549.8,259.48834269 +2018-10-10 17:00:00,6505.0,6525.0,6507.53,6522.96,265.22357845 +2018-10-10 16:00:00,6490.84,6507.9,6492.95,6507.53,207.59387576 +2018-10-10 15:00:00,6492.94,6510.27,6507.52,6493.48,299.65987369 +2018-10-10 14:00:00,6499.38,6513.57,6511.58,6507.53,177.92598559 +2018-10-10 13:00:00,6504.23,6517.34,6508.67,6511.59,190.58675656 +2018-10-10 12:00:00,6497.06,6509.06,6497.9,6508.66,186.79123393 +2018-10-10 11:00:00,6488.57,6500.0,6490.56,6497.89,192.68200124 +2018-10-10 10:00:00,6485.31,6493.99,6490.36,6490.55,105.2315358 +2018-10-10 09:00:00,6490.35,6506.12,6498.99,6490.36,149.55462074 +2018-10-10 08:00:00,6480.52,6499.0,6488.74,6499.0,103.92555824 +2018-10-10 07:00:00,6467.9,6489.99,6489.99,6488.75,245.55260543 +2018-10-10 06:00:00,6445.48,6492.01,6461.31,6489.99,230.94244603 +2018-10-10 05:00:00,6456.0,6529.01,6529.01,6461.31,930.49825413 +2018-10-10 04:00:00,6529.0,6548.03,6540.41,6529.0,186.99064854 +2018-10-10 03:00:00,6528.0,6567.01,6567.01,6540.41,451.9695278 +2018-10-10 02:00:00,6563.57,6569.18,6568.51,6567.01,185.795224 +2018-10-10 01:00:00,6562.02,6584.0,6579.52,6569.13,453.16965134 +2018-10-10 00:00:00,6577.5,6591.32,6589.48,6579.51,258.87313392 +2018-10-09 23:00:00,6586.55,6596.93,6593.99,6589.48,182.77988405 +2018-10-09 22:00:00,6575.0,6594.0,6576.63,6594.0,195.12446054 +2018-10-09 21:00:00,6572.15,6583.0,6578.59,6576.63,236.76035339 +2018-10-09 20:00:00,6573.02,6585.93,6585.93,6578.6,278.10693959 +2018-10-09 19:00:00,6585.91,6589.99,6587.54,6585.92,209.17676169 +2018-10-09 18:00:00,6577.32,6588.33,6578.96,6587.53,449.7878956 +2018-10-09 17:00:00,6572.0,6578.96,6572.0,6578.96,203.0870108 +2018-10-09 16:00:00,6569.6,6574.7,6574.69,6572.0,337.56688771 +2018-10-09 15:00:00,6569.09,6574.7,6569.1,6574.7,208.08171162 +2018-10-09 14:00:00,6553.28,6584.21,6553.28,6569.1,339.89649652 +2018-10-09 13:00:00,6552.5,6578.18,6578.18,6553.29,363.46975647 +2018-10-09 12:00:00,6570.0,6585.91,6584.33,6578.19,153.90683128 +2018-10-09 11:00:00,6579.3,6591.66,6591.66,6584.33,106.24956931 +2018-10-09 10:00:00,6590.47,6592.95,6590.48,6591.66,64.41953606 +2018-10-09 09:00:00,6582.75,6590.48,6589.32,6590.47,78.79951857 +2018-10-09 08:00:00,6575.49,6597.46,6596.44,6589.31,156.76931875 +2018-10-09 07:00:00,6588.78,6596.5,6594.68,6596.43,95.94921923 +2018-10-09 06:00:00,6594.67,6596.5,6596.49,6594.68,65.61450187 +2018-10-09 05:00:00,6595.0,6610.0,6605.96,6596.5,220.98485359 +2018-10-09 04:00:00,6601.09,6605.97,6601.09,6605.96,82.75542648 +2018-10-09 03:00:00,6594.0,6604.66,6601.75,6601.09,96.43019687 +2018-10-09 02:00:00,6591.02,6604.66,6598.03,6601.75,134.43845401 +2018-10-09 01:00:00,6596.99,6606.62,6606.62,6598.03,185.2904705 +2018-10-09 00:00:00,6606.28,6612.86,6607.53,6606.62,135.46368822 +2018-10-08 23:00:00,6598.48,6608.07,6598.49,6608.07,136.04864691 +2018-10-08 22:00:00,6598.48,6613.15,6613.14,6598.49,213.08796762 +2018-10-08 21:00:00,6613.14,6624.65,6623.01,6613.15,184.98343246 +2018-10-08 20:00:00,6623.0,6633.81,6633.75,6623.01,233.1714793 +2018-10-08 19:00:00,6609.17,6639.55,6609.18,6633.74,324.14620044 +2018-10-08 18:00:00,6603.89,6617.14,6617.14,6609.18,187.15492369 +2018-10-08 17:00:00,6607.0,6617.44,6608.99,6617.14,176.31903444 +2018-10-08 16:00:00,6607.0,6621.99,6617.0,6607.03,201.97825897 +2018-10-08 15:00:00,6615.84,6634.87,6616.01,6617.0,431.53211481 +2018-10-08 14:00:00,6603.99,6619.95,6608.79,6616.0,274.18390437 +2018-10-08 13:00:00,6595.01,6624.82,6623.83,6608.78,231.87583892 +2018-10-08 12:00:00,6590.26,6681.19,6590.33,6624.98,1147.86966753 +2018-10-08 11:00:00,6577.0,6613.0,6577.0,6589.8,463.5295529 +2018-10-08 10:00:00,6551.87,6577.0,6551.87,6576.99,157.06250713 +2018-10-08 09:00:00,6548.9,6552.83,6548.9,6551.87,70.04788016 +2018-10-08 08:00:00,6546.2,6553.62,6552.09,6548.91,94.73468708 +2018-10-08 07:00:00,6547.72,6554.36,6550.74,6552.09,79.03030396 +2018-10-08 06:00:00,6545.63,6553.57,6550.02,6550.74,64.13246386 +2018-10-08 05:00:00,6550.0,6559.9,6557.3,6550.02,94.16484949 +2018-10-08 04:00:00,6553.85,6561.75,6556.3,6557.64,95.0016021 +2018-10-08 03:00:00,6553.5,6561.9,6561.85,6556.3,116.46563667 +2018-10-08 02:00:00,6557.01,6563.88,6560.0,6561.84,123.89933772 +2018-10-08 01:00:00,6560.0,6574.5,6564.01,6560.01,98.81479214 +2018-10-08 00:00:00,6564.0,6579.6,6569.99,6564.01,248.6404039 +2018-10-07 23:00:00,6534.79,6585.01,6536.09,6570.0,483.80973714 +2018-10-07 22:00:00,6532.18,6537.5,6536.32,6536.1,89.41606894 +2018-10-07 21:00:00,6526.51,6539.94,6533.0,6536.32,110.17826204 +2018-10-07 20:00:00,6533.0,6537.81,6536.95,6533.01,169.11190924 +2018-10-07 19:00:00,6535.01,6538.0,6536.9,6536.95,84.13862512 +2018-10-07 18:00:00,6535.01,6538.42,6535.14,6536.91,96.66537263 +2018-10-07 17:00:00,6526.63,6538.0,6527.34,6535.15,133.86378666 +2018-10-07 16:00:00,6523.78,6539.0,6538.99,6527.3,117.77286742 +2018-10-07 15:00:00,6523.32,6539.35,6526.15,6539.0,98.97710328 +2018-10-07 14:00:00,6516.0,6530.0,6529.0,6526.16,90.54836669 +2018-10-07 13:00:00,6516.12,6534.0,6519.99,6529.0,50.40745652 +2018-10-07 12:00:00,6510.0,6520.0,6514.18,6520.0,43.87574577 +2018-10-07 11:00:00,6514.18,6521.09,6515.0,6514.18,48.84978611 +2018-10-07 10:00:00,6515.0,6526.91,6521.09,6515.0,41.64305841 +2018-10-07 09:00:00,6515.99,6523.58,6515.99,6521.08,39.57511162 +2018-10-07 08:00:00,6491.81,6535.02,6535.01,6516.0,291.62650772 +2018-10-07 07:00:00,6535.01,6547.33,6547.32,6535.01,60.5707008 +2018-10-07 06:00:00,6542.36,6547.33,6547.32,6547.33,68.44827178 +2018-10-07 05:00:00,6545.0,6552.5,6546.44,6547.32,64.86194355 +2018-10-07 04:00:00,6546.44,6558.57,6554.0,6546.44,78.67760061 +2018-10-07 03:00:00,6550.41,6558.08,6555.0,6554.0,74.18543127 +2018-10-07 02:00:00,6550.75,6555.0,6554.72,6554.99,87.18309947 +2018-11-01 01:00:00,6301.85,6305.62,6305.4,6303.12,76.99227665 +2018-11-01 00:00:00,6298.34,6307.85,6304.18,6305.41,133.61579102 +2018-10-31 23:00:00,6304.17,6313.0,6312.65,6304.18,158.24159953 +2018-10-31 22:00:00,6304.66,6313.33,6304.67,6312.66,294.40900036 +2018-10-31 21:00:00,6296.35,6304.67,6301.0,6304.66,155.14290471 +2018-10-31 20:00:00,6300.03,6307.4,6304.1,6301.0,183.74419777 +2018-10-31 19:00:00,6295.6,6305.72,6302.43,6304.09,190.69257179 +2018-10-31 18:00:00,6293.01,6304.99,6295.58,6302.43,212.83403529 +2018-10-31 17:00:00,6295.57,6310.0,6309.97,6295.58,426.06234493 +2018-10-31 16:00:00,6300.11,6332.84,6332.84,6309.97,230.50482206 +2018-10-31 15:00:00,6201.67,6353.24,6221.37,6332.84,1472.95634365 +2018-10-31 14:00:00,6221.37,6254.1,6253.2,6221.37,600.36043883 +2018-10-31 13:00:00,6253.2,6262.51,6262.51,6253.21,144.55965977 +2018-10-31 12:00:00,6260.71,6262.65,6261.49,6262.51,109.63544552 +2018-10-31 11:00:00,6259.61,6266.01,6263.9,6261.49,76.6765257 +2018-10-31 10:00:00,6253.69,6263.9,6253.78,6263.89,104.28853 +2018-10-31 09:00:00,6253.76,6257.01,6257.0,6253.77,68.77338771 +2018-10-31 08:00:00,6257.0,6260.61,6258.92,6257.0,52.18242457 +2018-10-31 07:00:00,6258.91,6262.37,6260.02,6258.92,36.42535142 +2018-10-31 06:00:00,6260.01,6265.01,6265.0,6260.02,60.60388888 +2018-10-31 05:00:00,6264.48,6267.02,6264.49,6265.01,74.14354011 +2018-10-31 04:00:00,6261.31,6267.01,6266.4,6264.49,76.51105684 +2018-10-31 03:00:00,6266.4,6267.9,6267.89,6266.41,98.65402318 +2018-10-31 02:00:00,6260.26,6267.89,6261.58,6267.88,145.74119647 +2018-10-31 01:00:00,6261.57,6272.0,6271.65,6261.58,157.52696703 +2018-10-31 00:00:00,6267.62,6272.0,6267.63,6271.65,98.57486603 +2018-10-30 23:00:00,6267.62,6275.46,6272.93,6267.63,117.83513192 +2018-10-30 22:00:00,6264.57,6285.0,6270.0,6272.93,296.01934815 +2018-10-30 21:00:00,6261.22,6270.0,6261.91,6269.99,233.41688366 +2018-10-30 20:00:00,6252.22,6262.28,6254.91,6261.9,219.22870609 +2018-10-30 19:00:00,6252.4,6254.94,6253.41,6254.91,195.71985343 +2018-10-30 18:00:00,6240.54,6258.01,6258.01,6253.4,607.37486822 +2018-10-30 17:00:00,6257.11,6264.45,6262.37,6258.01,233.58493545 +2018-10-30 16:00:00,6262.36,6266.0,6264.84,6262.36,217.9369701 +2018-10-30 15:00:00,6256.56,6265.0,6258.24,6264.84,231.07255708 +2018-10-30 14:00:00,6254.03,6261.0,6260.0,6258.25,194.67306262 +2018-10-30 13:00:00,6260.0,6266.0,6265.99,6260.01,133.07376909 +2018-10-30 12:00:00,6260.17,6271.62,6262.3,6266.0,153.2978931 +2018-10-30 11:00:00,6250.0,6264.11,6253.26,6262.3,81.71688886 +2018-10-30 10:00:00,6250.03,6253.27,6251.01,6253.26,43.44417701 +2018-10-30 09:00:00,6251.0,6256.99,6256.0,6251.0,64.16177076 +2018-10-30 08:00:00,6256.0,6274.55,6274.55,6256.0,97.56861583 +2018-10-30 07:00:00,6270.5,6280.31,6278.41,6274.55,63.61484863 +2018-10-30 06:00:00,6271.72,6279.78,6277.13,6278.41,92.37870174 +2018-10-30 05:00:00,6270.59,6289.0,6289.0,6277.14,67.9989275 +2018-10-30 04:00:00,6270.1,6289.0,6273.45,6288.99,135.07750935 +2018-10-30 03:00:00,6258.2,6281.4,6258.2,6273.45,166.11845246 +2018-10-30 02:00:00,6256.29,6265.12,6260.01,6258.21,145.89080147 +2018-10-30 01:00:00,6256.72,6268.5,6266.01,6260.01,139.10148593 +2018-10-30 00:00:00,6260.59,6269.97,6266.0,6266.01,170.76509387 +2018-10-29 23:00:00,6258.68,6267.88,6267.27,6266.0,215.7332627 +2018-10-29 22:00:00,6236.0,6270.1,6236.01,6267.26,376.86326148 +2018-10-29 21:00:00,6235.0,6243.61,6243.61,6236.0,184.53462341 +2018-10-29 20:00:00,6240.68,6257.7,6246.55,6243.61,253.8270453 +2018-10-29 19:00:00,6235.14,6269.21,6266.93,6246.56,428.75550028 +2018-10-29 18:00:00,6264.0,6271.87,6267.52,6266.93,292.54382708 +2018-10-29 17:00:00,6265.0,6275.9,6275.9,6267.52,259.00186364 +2018-10-29 16:00:00,6272.01,6280.0,6279.99,6275.9,291.90499816 +2018-10-29 15:00:00,6266.72,6280.0,6266.73,6279.99,177.00809707 +2018-10-29 14:00:00,6260.0,6274.58,6266.9,6266.72,289.57650171 +2018-10-29 13:00:00,6250.0,6299.26,6260.29,6266.33,787.62828337 +2018-10-29 12:00:00,6211.0,6332.23,6332.22,6260.29,873.01656292 +2018-10-29 11:00:00,6272.43,6388.81,6388.8,6332.23,1266.85348114 +2018-10-29 10:00:00,6382.22,6390.0,6382.23,6388.81,119.7048986 +2018-10-29 09:00:00,6382.0,6395.36,6395.36,6382.23,95.73871892 +2018-10-29 08:00:00,6395.35,6399.03,6399.02,6395.36,54.42135526 +2018-10-29 07:00:00,6399.02,6403.48,6403.47,6399.02,40.71482456 +2018-10-29 06:00:00,6403.47,6403.67,6403.67,6403.48,41.83240432 +2018-10-29 05:00:00,6403.65,6403.71,6403.71,6403.67,55.88869092 +2018-10-29 04:00:00,6403.7,6409.26,6409.25,6403.71,68.96269397 +2018-10-29 03:00:00,6405.01,6414.99,6412.91,6409.26,186.90579007 +2018-10-29 02:00:00,6401.75,6413.47,6405.57,6412.91,336.50692277 +2018-10-29 01:00:00,6396.46,6407.68,6405.99,6405.56,130.48712105 +2018-10-29 00:00:00,6399.61,6406.49,6403.63,6405.99,158.58503659 +2018-10-28 23:00:00,6393.63,6415.0,6396.13,6403.62,212.1953324 +2018-10-28 22:00:00,6390.99,6398.78,6393.28,6396.13,137.17897282 +2018-10-28 21:00:00,6389.79,6396.78,6395.02,6393.28,177.23578215 +2018-10-28 20:00:00,6380.01,6396.98,6393.02,6395.02,265.606423 +2018-10-28 19:00:00,6393.01,6403.5,6401.28,6393.02,105.53072775 +2018-10-28 18:00:00,6401.09,6403.5,6401.23,6401.28,71.27278252 +2018-10-28 17:00:00,6401.16,6405.0,6402.89,6401.23,80.42525342 +2018-10-28 16:00:00,6400.0,6403.83,6402.01,6402.89,93.53312732 +2018-10-28 15:00:00,6402.0,6404.7,6404.55,6402.01,84.98736203 +2018-10-28 14:00:00,6401.98,6407.73,6407.73,6404.55,77.70793906 +2018-10-28 13:00:00,6401.98,6408.6,6401.99,6407.73,65.73759848 +2018-10-28 12:00:00,6401.98,6402.39,6402.01,6401.98,39.81944582 +2018-10-28 11:00:00,6402.0,6403.17,6403.11,6402.01,28.24096811 +2018-10-28 10:00:00,6403.11,6403.57,6403.11,6403.11,16.63618793 +2018-10-28 09:00:00,6403.11,6404.04,6404.03,6403.12,15.49582281 +2018-10-28 08:00:00,6403.85,6408.6,6408.59,6404.03,47.50069864 +2018-10-28 07:00:00,6403.84,6409.9,6407.72,6408.6,80.34813072 +2018-10-28 06:00:00,6407.71,6410.84,6410.83,6407.72,102.16839228 +2018-10-28 05:00:00,6410.83,6410.84,6410.83,6410.83,31.69218712 +2018-10-28 04:00:00,6410.06,6412.29,6410.06,6410.83,79.44781734 +2018-10-28 03:00:00,6405.54,6410.07,6405.55,6410.06,119.21468596 +2018-10-28 02:00:00,6403.82,6405.55,6404.97,6405.54,74.44301904 +2018-10-28 01:00:00,6403.77,6406.31,6405.26,6404.99,71.28677932 +2018-10-28 00:00:00,6403.87,6409.12,6409.11,6405.26,64.30786908 +2018-10-27 23:00:00,6407.9,6414.96,6414.96,6409.12,94.47730701 +2018-10-27 22:00:00,6407.9,6414.96,6409.0,6414.95,94.75353669 +2018-10-27 21:00:00,6402.01,6409.68,6402.05,6409.0,137.06951174 +2018-10-27 20:00:00,6399.99,6405.0,6403.27,6402.05,112.95110781 +2018-10-27 19:00:00,6399.99,6405.0,6401.02,6403.27,109.87038053 +2018-10-27 18:00:00,6397.01,6407.41,6405.74,6401.01,93.2653841 +2018-10-27 17:00:00,6399.11,6407.4,6399.92,6405.74,114.28129351 +2018-10-27 16:00:00,6390.0,6399.93,6395.8,6399.93,114.32663561 +2018-10-27 15:00:00,6390.25,6399.93,6395.76,6395.8,142.929357 +2018-10-27 14:00:00,6392.07,6400.0,6397.32,6395.76,127.95677351 +2018-10-27 13:00:00,6397.32,6410.6,6403.96,6397.33,218.82546816 +2018-10-27 12:00:00,6402.03,6405.14,6402.04,6403.96,79.3792168 +2018-10-27 11:00:00,6397.3,6405.87,6405.01,6402.04,69.65293516 +2018-10-27 10:00:00,6405.0,6414.12,6408.01,6405.01,57.33779615 +2018-10-27 09:00:00,6402.5,6410.91,6404.73,6408.01,38.61949808 +2018-10-27 08:00:00,6403.63,6416.17,6416.17,6404.72,81.92794242 +2018-10-27 07:00:00,6416.16,6419.21,6416.8,6416.16,50.43879245 +2018-10-27 06:00:00,6416.16,6416.8,6416.17,6416.8,43.67449538 +2018-10-27 05:00:00,6416.16,6419.5,6416.59,6416.17,52.71851824 +2018-10-27 04:00:00,6416.16,6418.62,6417.15,6416.6,63.68476785 +2018-10-27 03:00:00,6412.4,6421.76,6412.41,6417.15,82.51773299 +2018-10-27 02:00:00,6409.99,6416.67,6410.0,6412.41,110.88025914 +2018-10-27 01:00:00,6407.0,6410.0,6408.67,6410.0,156.6101622 +2018-10-27 00:00:00,6404.05,6409.94,6404.87,6408.67,84.64262988 +2018-10-26 23:00:00,6402.35,6409.92,6407.51,6404.87,155.8011223 +2018-10-26 22:00:00,6396.99,6407.75,6398.65,6407.51,201.8868342 +2018-10-26 21:00:00,6392.0,6401.93,6401.93,6398.96,220.39262129 +2018-10-26 20:00:00,6400.86,6404.0,6400.87,6401.93,178.42916284 +2018-10-26 19:00:00,6397.7,6402.0,6401.97,6402.0,133.35866194 +2018-10-26 18:00:00,6397.81,6407.0,6405.99,6401.97,267.33870023 +2018-10-26 17:00:00,6405.07,6407.55,6407.55,6406.0,158.69664308 +2018-10-26 16:00:00,6396.19,6408.0,6396.2,6407.55,255.08180042 +2018-10-26 15:00:00,6391.5,6405.0,6394.99,6396.19,300.89221579 +2018-10-26 14:00:00,6389.0,6395.0,6392.83,6395.0,236.96169434 +2018-10-26 13:00:00,6392.7,6406.09,6406.06,6392.83,189.30621602 +2018-10-26 12:00:00,6400.37,6415.0,6414.99,6406.06,100.77088359 +2018-10-26 11:00:00,6413.35,6420.0,6418.01,6415.0,96.52918094 +2018-10-26 10:00:00,6411.0,6418.64,6414.97,6418.0,70.62251363 +2018-10-26 09:00:00,6412.29,6425.75,6424.61,6414.97,127.77014851 +2018-10-26 08:00:00,6383.54,6450.0,6387.0,6424.61,641.17255341 +2018-10-26 07:00:00,6384.0,6390.16,6389.18,6386.99,117.73578348 +2018-10-26 06:00:00,6388.87,6389.18,6388.88,6389.18,56.51176602 +2018-10-26 05:00:00,6386.0,6390.05,6386.0,6388.88,81.71747246 +2018-10-26 04:00:00,6384.09,6390.07,6390.07,6386.0,100.9180631 +2018-10-26 03:00:00,6390.06,6395.35,6393.09,6390.07,91.11700442 +2018-10-26 02:00:00,6391.25,6394.01,6393.03,6393.09,92.90963343 +2018-10-26 01:00:00,6392.22,6401.34,6397.42,6393.03,123.97791803 +2018-10-26 00:00:00,6392.59,6402.9,6395.58,6397.41,135.01146464 +2018-10-25 23:00:00,6395.57,6411.03,6410.01,6395.58,196.19317931 +2018-10-25 22:00:00,6399.0,6417.22,6401.02,6410.01,318.61481223 +2018-10-25 21:00:00,6393.0,6403.45,6400.03,6401.02,195.43913909 +2018-10-25 20:00:00,6398.04,6405.92,6405.91,6400.03,196.77112316 +2018-10-25 19:00:00,6404.58,6414.0,6412.99,6405.92,206.27070081 +2018-10-25 18:00:00,6396.54,6415.01,6396.55,6412.15,398.4478891 +2018-10-25 17:00:00,6396.52,6400.1,6398.46,6396.55,207.36942558 +2018-10-25 16:00:00,6396.52,6402.85,6396.55,6398.45,167.63697778 +2018-10-25 15:00:00,6394.25,6403.37,6403.37,6396.55,215.52149049 +2018-10-25 14:00:00,6403.36,6408.21,6404.54,6403.37,99.77830163 +2018-10-25 13:00:00,6397.13,6408.98,6398.2,6404.54,145.41072518 +2018-10-25 12:00:00,6393.0,6400.61,6393.76,6398.2,104.09819925 +2018-10-25 11:00:00,6388.53,6401.64,6390.01,6393.76,108.93617848 +2018-10-25 10:00:00,6390.0,6395.95,6395.95,6390.0,44.62170939 +2018-10-25 09:00:00,6394.6,6403.1,6403.1,6395.95,40.39594823 +2018-10-25 08:00:00,6400.15,6404.08,6400.15,6403.11,89.42042263 +2018-10-25 07:00:00,6396.73,6406.01,6398.93,6400.16,64.25875956 +2018-10-25 06:00:00,6393.05,6400.25,6393.06,6398.93,71.48413014 +2018-10-25 05:00:00,6386.41,6394.0,6394.0,6393.05,97.6729185 +2018-10-25 04:00:00,6385.95,6394.69,6389.0,6394.0,106.73579806 +2018-10-25 03:00:00,6383.08,6396.9,6394.99,6389.0,182.38118618 +2018-10-25 02:00:00,6377.5,6421.89,6421.89,6395.0,374.02402264 +2018-10-25 01:00:00,6421.88,6421.89,6421.88,6421.89,0.28625367 +2018-10-25 00:00:00,6410.25,6422.0,6415.97,6421.89,115.47561064 +2018-10-24 23:00:00,6411.19,6420.01,6418.38,6415.98,170.14600165 +2018-10-24 22:00:00,6418.37,6430.42,6430.41,6418.38,148.88490955 +2018-10-24 21:00:00,6424.09,6430.42,6425.01,6430.42,170.25810305 +2018-10-24 20:00:00,6420.96,6438.98,6422.92,6425.01,312.8429551 +2018-10-24 19:00:00,6417.0,6426.12,6426.11,6422.92,242.30006634 +2018-10-24 18:00:00,6422.58,6428.81,6427.27,6426.12,174.14540204 +2018-10-24 17:00:00,6416.9,6427.28,6423.0,6427.28,175.46069867 +2018-10-24 16:00:00,6416.0,6424.0,6419.51,6423.01,197.22414411 +2018-10-24 15:00:00,6419.5,6436.46,6435.41,6419.51,275.13837908 +2018-10-24 14:00:00,6431.02,6436.46,6431.02,6435.41,243.90757335 +2018-10-24 13:00:00,6430.97,6441.78,6431.13,6431.02,295.19170418 +2018-10-24 12:00:00,6421.0,6443.74,6424.9,6431.14,298.63485422 +2018-10-24 11:00:00,6423.22,6432.12,6432.12,6424.9,142.0386174 +2018-10-24 10:00:00,6429.99,6441.0,6429.99,6432.12,213.14741247 +2018-10-24 09:00:00,6424.0,6430.0,6426.58,6429.99,94.45183531 +2018-10-24 08:00:00,6426.57,6434.42,6434.41,6426.57,45.90329332 +2018-10-24 07:00:00,6434.0,6437.01,6437.0,6434.41,70.71078254 +2018-10-24 06:00:00,6435.19,6440.0,6435.2,6437.01,219.04785196 +2018-10-24 05:00:00,6435.01,6461.16,6457.28,6435.19,396.52291604 +2018-10-24 04:00:00,6409.95,6471.0,6417.05,6457.68,577.25717613 +2018-10-24 03:00:00,6399.99,6419.49,6400.0,6417.04,296.66636566 +2018-10-24 02:00:00,6398.99,6400.0,6400.0,6400.0,161.18510993 +2018-10-24 01:00:00,6398.0,6402.0,6401.39,6399.99,140.40023929 +2018-10-24 00:00:00,6395.13,6403.48,6395.13,6401.39,132.4504974 +2018-10-23 23:00:00,6392.44,6400.0,6393.73,6395.14,153.15037386 +2018-10-23 22:00:00,6390.95,6399.81,6398.1,6393.73,130.61568059 +2018-10-23 21:00:00,6391.73,6400.47,6393.71,6398.11,193.91877743 +2018-10-23 20:00:00,6391.27,6404.5,6404.32,6393.72,247.9445437 +2018-10-23 19:00:00,6389.98,6411.5,6389.98,6404.51,465.64716808 +2018-10-23 18:00:00,6385.18,6389.99,6385.68,6389.99,163.15172596 +2018-10-23 17:00:00,6384.04,6392.0,6392.0,6385.69,206.35212832 +2018-10-23 16:00:00,6385.05,6392.0,6385.06,6392.0,171.76896543 +2018-10-23 15:00:00,6381.59,6387.99,6381.6,6385.05,211.35304726 +2018-10-23 14:00:00,6380.33,6389.0,6389.0,6381.59,154.72910159 +2018-10-23 13:00:00,6388.02,6394.72,6389.0,6388.99,240.73778378 +2018-10-23 12:00:00,6371.02,6389.0,6373.35,6388.99,186.16760209 +2018-10-23 11:00:00,6371.09,6378.05,6376.0,6373.34,106.04824276 +2018-10-23 10:00:00,6360.0,6385.64,6385.64,6376.0,207.21485873 +2018-10-23 09:00:00,6379.99,6398.23,6398.23,6385.64,182.26789429 +2018-10-23 08:00:00,6398.21,6398.23,6398.22,6398.22,66.78959862 +2018-10-23 07:00:00,6397.75,6400.0,6400.0,6398.21,59.5863502 +2018-10-23 06:00:00,6397.62,6402.38,6402.38,6399.99,76.80506547 +2018-10-23 05:00:00,6402.37,6406.68,6404.88,6402.37,80.61089121 +2018-10-23 04:00:00,6391.98,6405.0,6391.98,6404.87,126.17780049 +2018-10-23 03:00:00,6389.05,6407.72,6404.11,6391.99,189.02621106 +2018-10-23 02:00:00,6402.69,6407.51,6407.46,6404.12,128.29412317 +2018-10-23 01:00:00,6407.45,6409.99,6408.95,6407.47,145.69312581 +2018-10-23 00:00:00,6404.11,6410.02,6407.64,6408.95,142.57463317 +2018-10-22 23:00:00,6404.5,6409.19,6404.51,6407.65,147.47493678 +2018-10-22 22:00:00,6399.88,6405.39,6405.39,6404.5,248.05352019 +2018-10-22 21:00:00,6403.95,6413.0,6412.01,6405.39,153.05799675 +2018-10-22 20:00:00,6390.87,6413.49,6390.88,6412.01,256.55200953 +2018-10-22 19:00:00,6389.0,6393.38,6391.33,6390.87,199.7941948 +2018-10-22 18:00:00,6390.0,6399.89,6398.94,6391.37,250.01854208 +2018-10-22 17:00:00,6396.99,6401.91,6397.0,6398.94,160.1112819 +2018-10-22 16:00:00,6392.23,6397.16,6393.64,6397.0,231.0971196 +2018-10-22 15:00:00,6392.98,6398.59,6392.99,6393.64,251.15034436 +2018-10-22 14:00:00,6387.77,6399.65,6396.47,6392.99,184.75890435 +2018-10-22 13:00:00,6377.77,6399.19,6398.86,6396.46,242.3071311 +2018-10-22 12:00:00,6394.29,6400.0,6399.99,6398.87,127.59215637 +2018-10-22 11:00:00,6396.8,6400.0,6399.99,6400.0,160.45122451 +2018-10-22 10:00:00,6399.48,6400.64,6400.63,6399.99,83.18494719 +2018-10-22 09:00:00,6398.78,6400.65,6398.79,6400.64,52.33165622 +2018-10-22 08:00:00,6398.34,6409.0,6408.99,6398.78,168.26363359 +2018-10-22 07:00:00,6408.99,6416.17,6416.17,6409.0,44.54927643 +2018-10-22 06:00:00,6416.16,6420.68,6420.67,6416.17,82.16827799 +2018-10-22 05:00:00,6420.04,6423.55,6420.04,6420.68,89.35784576 +2018-10-22 04:00:00,6410.77,6427.63,6413.0,6420.05,194.87152732 +2018-10-22 03:00:00,6410.0,6418.03,6412.26,6413.0,86.32061004 +2018-10-22 02:00:00,6412.22,6418.02,6414.9,6412.27,124.69859603 +2018-10-22 01:00:00,6403.0,6418.03,6406.37,6414.9,103.97054295 +2018-10-22 00:00:00,6386.0,6415.88,6415.87,6406.37,362.68975097 +2018-10-21 23:00:00,6406.19,6420.0,6418.76,6415.88,207.36520678 +2018-10-21 22:00:00,6412.96,6430.0,6430.0,6418.76,121.70200249 +2018-10-21 21:00:00,6430.0,6438.3,6438.3,6430.0,88.88874691 +2018-10-21 20:00:00,6432.93,6438.3,6437.94,6438.29,79.5529304 +2018-10-21 19:00:00,6431.03,6439.29,6435.73,6437.93,147.7670448 +2018-10-21 18:00:00,6431.01,6439.22,6437.16,6435.73,162.1557216 +2018-10-21 17:00:00,6431.68,6439.22,6437.51,6437.16,110.97193448 +2018-10-21 16:00:00,6437.22,6440.83,6440.83,6438.15,180.10920045 +2018-10-21 15:00:00,6437.9,6448.91,6444.96,6440.82,141.23296298 +2018-10-21 14:00:00,6439.54,6450.0,6442.7,6444.96,111.12193386 +2018-10-21 13:00:00,6437.21,6445.0,6437.22,6442.69,68.74674974 +2018-10-21 12:00:00,6432.52,6442.41,6435.06,6437.21,47.54094421 +2018-10-21 11:00:00,6432.83,6442.3,6442.3,6435.06,32.38813791 +2018-10-21 10:00:00,6442.29,6448.9,6442.95,6442.29,31.72808156 +2018-10-21 09:00:00,6429.99,6443.82,6430.0,6442.94,26.72155235 +2018-10-21 08:00:00,6425.76,6430.0,6428.33,6429.99,25.31351755 +2018-10-21 07:00:00,6428.33,6435.0,6433.46,6428.34,49.23944435 +2018-10-21 06:00:00,6428.68,6435.0,6434.23,6433.45,37.20970288 +2018-10-21 05:00:00,6425.52,6435.29,6432.02,6434.22,51.73364875 +2018-10-21 04:00:00,6428.38,6438.89,6438.0,6432.02,75.64515836 +2018-10-21 03:00:00,6434.85,6439.99,6434.85,6438.0,84.25026937 +2018-10-21 02:00:00,6430.5,6443.57,6433.51,6434.85,132.87561757 +2018-10-21 01:00:00,6413.58,6452.87,6413.58,6433.5,281.0318307 +2018-10-21 00:00:00,6405.57,6415.01,6413.99,6413.58,316.49838652 +2018-10-20 23:00:00,6402.41,6414.23,6406.03,6414.0,103.41802655 +2018-10-20 22:00:00,6396.28,6414.55,6399.01,6406.03,129.67547089 +2018-10-20 21:00:00,6396.45,6400.0,6399.92,6399.01,90.88599541 +2018-10-20 20:00:00,6396.74,6399.99,6399.99,6399.92,93.84482519 +2018-10-20 19:00:00,6393.41,6399.99,6397.28,6399.99,119.57166048 +2018-10-20 18:00:00,6393.41,6399.89,6394.17,6397.28,89.43194373 +2018-10-20 17:00:00,6390.1,6396.7,6394.0,6394.18,112.83386662 +2018-10-20 16:00:00,6391.26,6401.14,6394.03,6394.0,150.47192591 +2018-10-20 15:00:00,6394.03,6406.0,6405.0,6394.03,145.63042974 +2018-10-20 14:00:00,6401.0,6412.72,6410.0,6405.0,128.40967259 +2018-10-20 13:00:00,6405.0,6410.0,6405.01,6410.0,137.55760051 +2018-10-20 12:00:00,6402.85,6409.03,6409.03,6405.01,65.23313733 +2018-10-20 11:00:00,6396.67,6409.6,6401.71,6409.02,73.9803402 +2018-10-20 10:00:00,6397.57,6404.02,6404.01,6401.7,110.62487279 +2018-10-20 09:00:00,6402.71,6410.68,6405.02,6404.01,62.20103711 +2018-10-20 08:00:00,6395.56,6410.68,6408.01,6406.01,493.04847526 +2018-10-20 07:00:00,6406.36,6415.01,6412.45,6408.0,91.14705187 +2018-10-20 06:00:00,6385.0,6420.0,6385.0,6412.44,485.45668468 +2018-10-20 05:00:00,6379.96,6385.43,6385.43,6385.0,63.57444828 +2018-10-20 04:00:00,6380.72,6386.42,6382.92,6385.43,68.28492024 +2018-10-20 03:00:00,6376.08,6382.92,6378.93,6382.91,62.05777984 +2018-10-20 02:00:00,6375.87,6388.88,6385.0,6378.93,124.10195747 +2018-10-20 01:00:00,6369.0,6386.02,6370.02,6384.99,257.96557683 +2018-10-20 00:00:00,6369.42,6382.99,6382.99,6370.02,166.43497816 +2018-10-19 23:00:00,6381.4,6386.44,6386.44,6382.99,151.45557542 +2018-10-19 22:00:00,6380.0,6386.44,6383.0,6386.43,124.13884585 +2018-10-19 21:00:00,6380.13,6386.44,6381.59,6383.0,151.80002675 +2018-10-19 20:00:00,6380.0,6385.0,6381.99,6381.6,247.67789529 +2018-10-19 19:00:00,6381.95,6392.03,6392.03,6382.0,419.0827231 +2018-10-19 18:00:00,6388.67,6397.0,6388.68,6392.03,206.88766025 +2018-10-19 17:00:00,6387.0,6396.05,6389.99,6388.67,198.30064851 +2018-10-19 16:00:00,6379.99,6390.48,6380.0,6389.98,261.82586251 +2018-10-19 15:00:00,6372.79,6380.0,6374.02,6379.99,132.22334641 +2018-10-19 14:00:00,6373.79,6385.0,6382.9,6374.08,150.48850778 +2018-11-13 13:00:00,6282.99,6304.48,6290.56,6290.39,134.59832226 +2018-11-13 12:00:00,6285.19,6297.34,6285.44,6291.88,79.17165086 +2018-11-13 11:00:00,6280.99,6299.02,6285.01,6285.68,100.38465474 +2018-11-13 10:00:00,6281.92,6285.02,6285.0,6285.02,52.83120407 +2018-11-13 09:00:00,6276.43,6285.0,6280.02,6285.0,28.25738197 +2018-11-13 08:00:00,6273.21,6308.0,6306.78,6280.03,113.91273229 +2018-11-13 07:00:00,6286.66,6306.78,6300.01,6306.78,141.77340199 +2018-11-13 06:00:00,6300.0,6311.4,6302.97,6300.01,137.40678464 +2018-11-13 05:00:00,6295.9,6302.97,6300.01,6302.97,116.35157104 +2018-11-13 04:00:00,6295.9,6311.4,6295.91,6300.01,126.76359699 +2018-11-13 03:00:00,6291.0,6310.98,6291.01,6295.91,113.70157233 +2018-11-13 02:00:00,6252.5,6295.82,6288.82,6291.0,439.681467 +2018-11-13 01:00:00,6275.15,6319.94,6318.37,6288.82,356.7426143 +2018-11-13 00:00:00,6313.05,6328.22,6327.87,6318.36,233.28158903 +2018-11-12 23:00:00,6313.3,6328.59,6319.75,6327.87,170.75609992 +2018-11-12 22:00:00,6305.95,6319.75,6309.01,6319.74,238.15639306 +2018-11-12 21:00:00,6309.0,6332.0,6332.0,6309.01,225.6455092 +2018-11-12 20:00:00,6330.0,6334.99,6334.99,6332.0,187.49024698 +2018-11-12 19:00:00,6316.19,6335.0,6320.16,6334.99,412.09993015 +2018-11-12 18:00:00,6320.0,6333.3,6333.3,6320.16,296.49830354 +2018-11-12 17:00:00,6333.05,6339.5,6339.5,6333.3,176.06832597 +2018-11-12 16:00:00,6339.49,6352.43,6352.43,6339.5,137.87639889 +2018-11-12 15:00:00,6347.64,6369.03,6369.02,6352.43,242.04995611 +2018-11-12 14:00:00,6364.48,6373.8,6365.4,6369.03,178.27894696 +2018-11-12 13:00:00,6360.65,6365.86,6360.65,6365.4,112.3870424 +2018-11-12 12:00:00,6350.0,6360.66,6350.0,6360.65,53.68540471 +2018-11-12 11:00:00,6348.83,6352.47,6348.85,6350.0,59.86550172 +2018-11-12 10:00:00,6335.14,6359.09,6359.09,6348.85,152.86670261 +2018-11-12 09:00:00,6353.99,6359.09,6354.0,6359.09,68.448285 +2018-11-12 08:00:00,6341.99,6354.0,6348.87,6353.99,107.36771222 +2018-11-12 07:00:00,6348.15,6353.79,6353.49,6348.88,84.84097166 +2018-11-12 06:00:00,6344.07,6364.7,6363.0,6353.49,75.83042193 +2018-11-12 05:00:00,6362.99,6365.64,6365.63,6363.0,52.32017904 +2018-11-12 04:00:00,6356.19,6368.25,6356.19,6365.63,96.28203246 +2018-11-12 03:00:00,6356.12,6376.67,6375.94,6356.2,134.54525351 +2018-11-12 02:00:00,6363.75,6376.67,6366.6,6375.93,106.38247256 +2018-11-12 01:00:00,6359.31,6373.0,6372.22,6366.6,114.89742888 +2018-11-12 00:00:00,6357.6,6383.59,6357.6,6372.22,246.58325455 +2018-11-11 23:00:00,6311.0,6359.95,6312.56,6357.6,258.74044229 +2018-11-11 22:00:00,6310.0,6317.33,6315.66,6312.56,97.95077461 +2018-11-11 21:00:00,6315.34,6328.62,6328.61,6316.22,102.11164042 +2018-11-11 20:00:00,6323.5,6329.99,6323.51,6328.61,112.25103893 +2018-11-11 19:00:00,6318.15,6330.0,6320.0,6323.51,100.77271042 +2018-11-11 18:00:00,6310.17,6320.0,6315.0,6320.0,156.79311207 +2018-11-11 17:00:00,6306.28,6320.0,6310.0,6315.0,118.44618859 +2018-11-11 16:00:00,6296.5,6322.18,6308.99,6310.0,111.71844234 +2018-11-11 15:00:00,6271.15,6339.39,6337.81,6308.99,420.07244168 +2018-11-11 14:00:00,6332.03,6339.39,6333.68,6337.81,50.07198865 +2018-11-11 13:00:00,6329.64,6347.91,6343.26,6333.68,76.02654772 +2018-11-11 12:00:00,6342.32,6344.88,6343.41,6343.25,27.29391067 +2018-11-11 11:00:00,6343.0,6350.0,6348.16,6343.42,26.57336149 +2018-11-11 10:00:00,6345.13,6355.0,6352.65,6348.17,41.32632929 +2018-11-11 09:00:00,6352.0,6358.34,6358.33,6352.65,30.33021368 +2018-11-11 08:00:00,6357.16,6359.99,6358.87,6358.34,42.38367219 +2018-11-11 07:00:00,6355.64,6358.88,6356.28,6358.88,48.59000908 +2018-11-11 06:00:00,6350.03,6357.33,6350.03,6356.28,79.66194694 +2018-11-11 05:00:00,6347.57,6353.53,6353.32,6350.04,83.68510006 +2018-11-11 04:00:00,6349.13,6354.75,6351.64,6353.32,70.08404942 +2018-11-11 03:00:00,6347.42,6357.41,6355.44,6351.65,83.1621733 +2018-11-11 02:00:00,6354.93,6360.0,6359.99,6355.44,67.51887125 +2018-11-11 01:00:00,6356.47,6360.0,6356.97,6360.0,71.95109501 +2018-11-11 00:00:00,6347.41,6358.6,6347.42,6356.97,86.01254464 +2018-11-10 23:00:00,6347.41,6365.0,6363.26,6347.42,137.16329773 +2018-11-10 22:00:00,6360.43,6364.78,6361.26,6363.95,90.41677545 +2018-11-10 21:00:00,6360.01,6367.27,6365.0,6361.26,122.33875524 +2018-11-10 20:00:00,6358.39,6365.0,6358.4,6365.0,106.72040759 +2018-11-10 19:00:00,6351.41,6360.98,6359.01,6358.39,191.77669834 +2018-11-10 18:00:00,6359.0,6368.71,6368.7,6359.01,113.78722011 +2018-11-10 17:00:00,6368.0,6374.0,6369.99,6368.71,99.38253555 +2018-11-10 16:00:00,6361.0,6369.99,6362.82,6369.99,107.97755612 +2018-11-10 15:00:00,6360.68,6365.0,6364.45,6362.82,105.57889361 +2018-11-10 14:00:00,6359.23,6365.51,6365.51,6364.46,127.84092791 +2018-11-10 13:00:00,6362.97,6368.57,6362.97,6365.51,101.90960302 +2018-11-10 12:00:00,6353.41,6363.0,6353.41,6362.98,120.05164685 +2018-11-10 11:00:00,6341.5,6353.42,6341.5,6353.41,42.54158475 +2018-11-10 10:00:00,6341.5,6353.33,6353.32,6341.5,48.4495603 +2018-11-10 09:00:00,6353.32,6355.56,6355.55,6353.33,42.46091531 +2018-11-10 08:00:00,6355.55,6359.02,6357.96,6355.56,30.04657325 +2018-11-10 07:00:00,6353.55,6359.99,6353.55,6357.96,57.24480419 +2018-11-10 06:00:00,6353.55,6359.99,6353.59,6353.55,114.58080643 +2018-11-10 05:00:00,6348.11,6353.6,6349.99,6353.6,95.9259068 +2018-11-10 04:00:00,6342.85,6350.0,6344.75,6350.0,177.31870326 +2018-11-10 03:00:00,6340.27,6344.76,6340.29,6344.76,58.44993069 +2018-11-10 02:00:00,6336.0,6346.06,6336.01,6340.29,103.26671269 +2018-11-10 01:00:00,6336.0,6336.01,6336.01,6336.01,79.07859333 +2018-11-10 00:00:00,6327.46,6336.69,6334.89,6336.01,147.31555092 +2018-11-09 23:00:00,6324.0,6334.98,6324.01,6334.89,166.34552485 +2018-11-09 22:00:00,6320.94,6325.83,6325.83,6324.01,220.47061752 +2018-11-09 21:00:00,6305.0,6342.07,6342.06,6325.83,381.7238908 +2018-11-09 20:00:00,6339.99,6342.07,6340.0,6342.07,139.73068559 +2018-11-09 19:00:00,6331.0,6340.0,6334.48,6340.0,174.78260098 +2018-11-09 18:00:00,6333.01,6347.2,6347.19,6334.49,217.86185753 +2018-11-09 17:00:00,6346.99,6349.99,6349.98,6347.2,142.26271705 +2018-11-09 16:00:00,6341.66,6349.99,6344.69,6349.99,138.23223703 +2018-11-09 15:00:00,6334.99,6348.0,6341.31,6344.7,161.23311331 +2018-11-09 14:00:00,6311.46,6354.03,6353.6,6341.32,336.70873037 +2018-11-09 13:00:00,6332.45,6361.14,6361.14,6353.59,214.38477967 +2018-11-09 12:00:00,6352.55,6361.2,6352.76,6361.14,86.03001993 +2018-11-09 11:00:00,6352.76,6358.0,6354.98,6352.76,80.9784182 +2018-11-09 10:00:00,6345.0,6357.32,6355.0,6354.99,166.61124071 +2018-11-09 09:00:00,6335.62,6402.01,6402.0,6355.01,695.23308848 +2018-11-09 08:00:00,6402.0,6405.35,6404.99,6402.01,61.79735169 +2018-11-09 07:00:00,6402.46,6405.0,6402.46,6404.99,90.09582496 +2018-11-09 06:00:00,6402.42,6402.47,6402.42,6402.47,88.98453079 +2018-11-09 05:00:00,6402.42,6404.38,6402.42,6402.43,84.55732193 +2018-11-09 04:00:00,6399.76,6405.35,6399.76,6402.43,215.51389622 +2018-11-09 03:00:00,6393.01,6399.8,6393.01,6399.77,190.46650477 +2018-11-09 02:00:00,6393.01,6409.99,6409.37,6393.02,228.41007772 +2018-11-09 01:00:00,6406.0,6414.51,6412.35,6409.38,130.3488339 +2018-11-09 00:00:00,6406.24,6415.0,6406.24,6412.35,175.45250199 +2018-11-08 23:00:00,6402.0,6410.03,6410.03,6406.24,276.53132586 +2018-11-08 22:00:00,6410.02,6424.98,6419.01,6410.03,184.95417032 +2018-11-08 21:00:00,6419.0,6428.18,6419.05,6419.01,207.45796775 +2018-11-08 20:00:00,6415.99,6425.0,6416.0,6419.06,249.14973359 +2018-11-08 19:00:00,6415.13,6418.99,6418.99,6416.0,161.90991449 +2018-11-08 18:00:00,6416.96,6430.27,6424.16,6418.99,171.38628628 +2018-11-08 17:00:00,6408.88,6427.02,6427.02,6424.16,178.49172564 +2018-11-08 16:00:00,6388.0,6462.27,6462.27,6427.02,1225.4632314 +2018-11-08 15:00:00,6462.26,6486.39,6485.94,6462.27,192.61258628 +2018-11-08 14:00:00,6470.63,6490.34,6478.25,6485.94,230.73152032 +2018-11-08 13:00:00,6464.3,6482.41,6472.9,6478.25,119.70821208 +2018-11-08 12:00:00,6454.57,6473.98,6454.57,6472.91,125.40629089 +2018-11-08 11:00:00,6452.5,6464.99,6460.0,6454.58,80.40451039 +2018-11-08 10:00:00,6451.45,6461.97,6451.45,6460.01,73.97015369 +2018-11-08 09:00:00,6450.0,6451.46,6451.0,6451.46,51.56528889 +2018-11-08 08:00:00,6451.0,6460.23,6455.37,6451.0,38.59199252 +2018-11-08 07:00:00,6450.28,6456.0,6450.28,6455.38,68.39032205 +2018-11-08 06:00:00,6450.0,6451.22,6450.0,6450.29,67.73212566 +2018-11-08 05:00:00,6450.0,6457.0,6455.0,6450.01,93.73534798 +2018-11-08 04:00:00,6441.0,6457.07,6443.72,6455.0,235.16639522 +2018-11-08 03:00:00,6441.01,6467.27,6467.26,6443.72,488.63982628 +2018-11-08 02:00:00,6454.1,6500.0,6492.91,6467.27,404.82783333 +2018-11-08 01:00:00,6492.35,6506.5,6503.33,6492.91,169.03000531 +2018-11-08 00:00:00,6502.3,6511.88,6503.12,6503.33,239.95400647 +2018-11-07 23:00:00,6492.99,6504.0,6499.81,6503.12,171.40035745 +2018-11-07 22:00:00,6499.8,6501.01,6499.82,6499.8,237.07747148 +2018-11-07 21:00:00,6499.8,6507.0,6506.99,6499.83,189.36658813 +2018-11-07 20:00:00,6506.99,6511.01,6511.0,6506.99,203.69685807 +2018-11-07 19:00:00,6510.91,6514.0,6510.91,6511.01,211.77815044 +2018-11-07 18:00:00,6509.98,6513.95,6509.99,6510.92,303.7554319 +2018-11-07 17:00:00,6506.99,6510.0,6506.99,6509.98,267.34923027 +2018-11-07 16:00:00,6494.99,6507.0,6494.99,6506.99,315.12650917 +2018-11-07 15:00:00,6490.1,6499.98,6499.98,6494.99,242.79846353 +2018-11-07 14:00:00,6494.0,6519.05,6514.35,6499.98,256.85044728 +2018-11-07 13:00:00,6502.0,6516.37,6502.03,6514.35,158.25479399 +2018-11-07 12:00:00,6501.01,6508.07,6504.99,6502.03,96.52861679 +2018-11-07 11:00:00,6490.88,6509.04,6506.83,6505.0,76.06761978 +2018-11-07 10:00:00,6502.0,6507.97,6507.76,6506.84,70.65327031 +2018-11-07 09:00:00,6507.75,6522.81,6517.65,6507.77,74.24816254 +2018-11-07 08:00:00,6502.0,6526.81,6502.0,6517.65,178.6657309 +2018-11-07 07:00:00,6502.0,6513.65,6506.74,6502.0,81.03505043 +2018-11-07 06:00:00,6500.01,6507.95,6507.95,6506.74,76.29007784 +2018-11-07 05:00:00,6496.9,6509.0,6496.91,6507.95,118.17454105 +2018-11-07 04:00:00,6494.85,6509.56,6509.2,6496.9,210.83280914 +2018-11-07 03:00:00,6506.0,6528.35,6517.36,6509.2,255.08692651 +2018-11-07 02:00:00,6517.02,6532.35,6528.44,6517.36,264.0348522 +2018-11-07 01:00:00,6500.0,6528.44,6500.01,6528.44,261.78895907 +2018-11-07 00:00:00,6448.5,6540.0,6448.5,6500.0,1512.07526145 +2018-11-06 23:00:00,6436.61,6448.5,6437.0,6448.5,293.6169059 +2018-11-06 22:00:00,6421.4,6445.0,6421.4,6437.0,340.27295548 +2018-11-06 21:00:00,6418.54,6421.42,6418.55,6421.41,359.54652599 +2018-11-06 20:00:00,6416.11,6419.2,6416.82,6418.55,251.8959037 +2018-11-06 19:00:00,6416.82,6424.62,6424.62,6416.83,284.09579594 +2018-11-06 18:00:00,6422.26,6435.27,6424.59,6424.62,538.32410631 +2018-11-06 17:00:00,6421.65,6425.04,6422.06,6424.58,230.67398515 +2018-11-06 16:00:00,6417.87,6428.0,6428.0,6422.07,227.38684593 +2018-11-06 15:00:00,6416.82,6437.0,6418.01,6428.01,554.61786379 +2018-11-06 14:00:00,6407.99,6420.11,6408.0,6418.01,254.14635215 +2018-11-06 13:00:00,6404.26,6415.0,6408.61,6408.0,232.61224278 +2018-11-06 12:00:00,6396.81,6418.47,6398.49,6408.61,192.93865216 +2018-11-06 11:00:00,6393.43,6415.0,6414.59,6398.01,107.74515578 +2018-11-06 10:00:00,6409.44,6449.65,6430.0,6414.58,221.16707417 +2018-11-06 09:00:00,6410.0,6430.0,6410.31,6430.0,172.38081382 +2018-11-06 08:00:00,6398.45,6420.99,6398.58,6410.3,226.09360374 +2018-11-06 07:00:00,6398.14,6404.25,6404.25,6398.58,83.06631666 +2018-11-06 06:00:00,6395.0,6404.99,6397.0,6404.24,75.34740771 +2018-11-06 05:00:00,6395.49,6400.78,6396.11,6397.0,89.63366774 +2018-11-06 04:00:00,6389.0,6398.67,6392.7,6396.11,138.21195882 +2018-11-06 03:00:00,6387.82,6399.28,6399.28,6392.7,123.32548107 +2018-11-06 02:00:00,6395.0,6407.98,6407.13,6397.7,159.0130831 +2018-11-06 01:00:00,6403.0,6409.0,6406.18,6407.14,125.28811135 +2018-11-06 00:00:00,6403.99,6409.99,6404.0,6406.18,230.94643854 +2018-11-05 23:00:00,6395.73,6404.0,6399.98,6404.0,277.19040979 +2018-11-05 22:00:00,6388.17,6400.0,6400.0,6399.99,208.42645595 +2018-11-05 21:00:00,6397.13,6400.0,6397.14,6400.0,210.61313674 +2018-11-05 20:00:00,6379.6,6400.03,6379.6,6397.14,275.91564907 +2018-11-05 19:00:00,6373.49,6383.97,6373.49,6379.64,182.32805254 +2018-11-05 18:00:00,6372.0,6390.86,6387.43,6373.5,393.54506484 +2018-11-05 17:00:00,6385.72,6404.38,6404.38,6387.43,266.99957937 +2018-11-05 16:00:00,6403.72,6409.51,6406.85,6404.19,170.29165484 +2018-11-05 15:00:00,6404.43,6417.45,6404.43,6406.84,248.85036279 +2018-11-05 14:00:00,6402.0,6417.5,6413.0,6404.44,250.62645042 +2018-11-05 13:00:00,6404.5,6422.39,6405.01,6413.01,199.95136011 +2018-11-05 12:00:00,6396.05,6410.01,6397.38,6407.24,196.94609507 +2018-11-05 11:00:00,6395.08,6400.0,6395.09,6397.26,64.07543452 +2018-11-05 10:00:00,6392.84,6401.5,6397.2,6395.09,48.9897219 +2018-11-05 09:00:00,6388.0,6402.39,6388.01,6397.2,48.50168825 +2018-11-05 08:00:00,6388.0,6411.17,6411.17,6388.01,117.03623824 +2018-11-05 07:00:00,6410.43,6414.97,6414.96,6411.08,42.76615919 +2018-11-05 06:00:00,6408.01,6414.97,6408.87,6414.97,65.13650216 +2018-11-05 05:00:00,6406.5,6408.97,6407.46,6408.9,59.86562323 +2018-11-05 04:00:00,6406.4,6410.01,6410.01,6407.45,116.2215753 +2018-11-05 03:00:00,6410.0,6421.2,6421.05,6410.0,114.26136702 +2018-11-05 02:00:00,6413.01,6421.09,6419.01,6421.04,124.89669548 +2018-11-05 01:00:00,6415.69,6439.99,6439.99,6419.01,173.3052316 +2018-11-05 00:00:00,6423.29,6439.99,6423.29,6439.98,231.92638466 +2018-11-04 23:00:00,6411.0,6424.0,6411.01,6423.28,175.43790182 +2018-11-04 22:00:00,6411.0,6417.11,6413.55,6411.01,183.70476449 +2018-11-04 21:00:00,6411.4,6419.74,6413.44,6413.55,124.18540153 +2018-11-04 20:00:00,6411.05,6427.38,6426.82,6413.44,180.33530613 +2018-11-04 19:00:00,6426.81,6440.0,6434.97,6426.82,205.32994067 +2018-11-04 18:00:00,6413.22,6464.15,6413.23,6434.98,595.32097871 +2018-11-04 17:00:00,6401.33,6419.76,6406.0,6413.23,200.81411158 +2018-11-04 16:00:00,6403.0,6432.88,6432.87,6406.01,372.52875261 +2018-11-04 15:00:00,6350.99,6440.0,6351.0,6432.88,650.82671923 +2018-11-04 14:00:00,6341.29,6351.0,6349.99,6351.0,113.64332748 +2018-11-04 13:00:00,6342.05,6350.0,6345.0,6350.0,98.08891604 +2018-11-04 12:00:00,6343.75,6345.03,6343.76,6345.0,49.22899671 +2018-11-04 11:00:00,6338.98,6344.39,6338.99,6343.75,47.01704985 +2018-11-04 10:00:00,6335.66,6340.0,6336.08,6338.99,41.02153352 +2018-11-04 09:00:00,6335.32,6342.2,6342.0,6336.07,48.85340767 +2018-11-04 08:00:00,6337.71,6342.0,6337.72,6342.0,32.49979664 +2018-11-04 07:00:00,6335.69,6341.51,6335.69,6337.72,32.16547832 +2018-11-04 06:00:00,6332.21,6345.0,6334.0,6335.69,206.87647096 +2018-11-04 05:00:00,6329.44,6334.0,6331.0,6334.0,61.07090085 +2018-11-04 04:00:00,6330.0,6332.66,6331.73,6330.38,81.30669017 +2018-11-04 03:00:00,6331.47,6333.29,6332.5,6331.73,85.2859919 +2018-11-04 02:00:00,6327.94,6332.5,6329.62,6332.5,115.55715281 +2018-11-04 01:00:00,6326.62,6331.13,6326.67,6329.75,97.45929638 +2018-11-04 00:00:00,6313.17,6331.97,6331.96,6326.67,257.21022054 +2018-11-03 23:00:00,6329.47,6336.5,6334.93,6331.96,130.2436687 +2018-11-03 22:00:00,6332.47,6335.41,6332.47,6334.93,96.5166377 +2018-11-03 21:00:00,6329.0,6340.0,6340.0,6332.47,219.73689433 +2018-11-03 20:00:00,6331.5,6340.0,6331.51,6340.0,106.93793075 +2018-11-03 19:00:00,6327.38,6334.25,6329.55,6331.51,121.11948334 +2018-11-03 18:00:00,6325.0,6329.89,6326.52,6329.56,131.73103758 +2018-11-03 17:00:00,6326.01,6330.0,6328.18,6326.52,110.35258041 +2018-11-03 16:00:00,6326.74,6329.94,6329.94,6327.54,95.10377482 +2018-11-03 15:00:00,6326.65,6330.0,6327.68,6329.01,123.73064172 +2018-11-03 14:00:00,6323.74,6329.78,6324.01,6327.68,110.78224092 +2018-11-03 13:00:00,6318.0,6340.44,6326.87,6324.01,151.7467042 +2018-11-03 12:00:00,6326.87,6332.87,6328.51,6326.88,85.33437809 +2018-11-03 11:00:00,6325.55,6334.61,6330.01,6328.51,59.66821537 +2018-11-03 10:00:00,6325.0,6333.95,6331.02,6330.01,53.12433825 +2018-11-03 09:00:00,6315.91,6343.5,6343.5,6331.03,272.88747318 +2018-11-03 08:00:00,6341.34,6346.66,6343.04,6343.5,31.24299204 +2018-11-03 07:00:00,6340.32,6343.48,6340.49,6343.04,35.60362845 +2018-11-03 06:00:00,6340.0,6343.37,6340.01,6340.49,50.32915579 +2018-11-03 05:00:00,6337.0,6343.37,6337.01,6340.01,60.68642879 +2018-11-03 04:00:00,6334.74,6343.37,6342.45,6337.01,101.00995462 +2018-11-03 03:00:00,6341.18,6347.41,6345.0,6342.22,112.83456044 +2018-11-03 02:00:00,6341.27,6351.6,6348.5,6345.0,101.78060041 +2018-11-03 01:00:00,6345.0,6351.7,6346.12,6348.5,100.65709839 +2018-11-03 00:00:00,6343.39,6350.82,6349.8,6346.12,109.77264338 +2018-11-02 23:00:00,6340.59,6353.53,6345.83,6349.8,153.21586728 +2018-11-02 22:00:00,6344.38,6354.5,6354.38,6345.83,197.63184441 +2018-11-02 21:00:00,6350.3,6355.0,6352.09,6354.38,161.45019136 +2018-11-02 20:00:00,6350.0,6355.0,6354.95,6352.1,164.99194368 +2018-11-02 19:00:00,6347.93,6357.31,6353.95,6354.95,201.24441061 +2018-11-02 18:00:00,6348.22,6354.42,6348.95,6353.95,170.77578578 +2018-11-02 17:00:00,6348.72,6358.79,6351.75,6348.98,183.15498229 +2018-11-02 16:00:00,6350.83,6365.0,6360.0,6351.75,198.13700874 +2018-11-02 15:00:00,6359.67,6372.61,6364.01,6360.0,234.45546144 +2018-11-02 14:00:00,6355.39,6364.88,6358.8,6364.01,137.52147624 +2018-11-02 13:00:00,6344.99,6360.93,6344.99,6358.8,266.96767881 +2018-11-02 12:00:00,6341.27,6349.99,6344.99,6344.99,112.67645511 +2018-11-02 11:00:00,6339.99,6345.52,6340.0,6345.0,79.53220199 +2018-11-02 10:00:00,6334.0,6343.15,6339.33,6339.99,64.04598232 +2018-11-02 09:00:00,6333.94,6345.89,6345.88,6339.33,357.10712302 +2018-11-02 08:00:00,6345.88,6350.0,6349.96,6345.89,57.42232649 +2018-11-02 07:00:00,6345.84,6353.88,6352.15,6349.89,83.5722001 +2018-11-02 06:00:00,6350.16,6356.35,6356.34,6352.14,66.4854228 +2018-11-02 05:00:00,6355.0,6356.94,6355.01,6356.34,68.46074121 +2018-11-02 04:00:00,6355.0,6370.0,6358.49,6355.01,208.64768702 +2018-11-02 03:00:00,6354.0,6359.62,6357.39,6358.5,170.78295135 +2018-11-02 02:00:00,6346.77,6369.99,6369.0,6357.38,324.92942978 +2018-11-02 01:00:00,6365.82,6378.77,6378.77,6369.01,280.77701785 +2018-11-02 00:00:00,6343.99,6378.77,6344.0,6378.77,238.91749813 +2018-11-01 23:00:00,6337.97,6349.99,6339.75,6344.0,302.82439832 +2018-11-01 22:00:00,6335.19,6349.89,6346.01,6339.75,168.77660244 +2018-11-01 21:00:00,6330.0,6360.0,6337.24,6346.01,251.10027001 +2018-11-01 20:00:00,6318.26,6337.37,6319.99,6337.23,341.50980694 +2018-11-01 19:00:00,6313.71,6327.0,6313.96,6319.98,342.44019589 +2018-11-01 18:00:00,6309.98,6315.18,6309.98,6313.96,227.95193634 +2018-11-01 17:00:00,6304.24,6309.99,6305.0,6309.99,205.27042913 +2018-11-01 16:00:00,6300.88,6305.64,6305.26,6305.0,195.75600651 +2018-11-01 15:00:00,6304.81,6309.0,6307.5,6305.26,215.55516814 +2018-11-01 14:00:00,6303.25,6307.72,6304.01,6307.51,243.78088107 +2018-11-01 13:00:00,6304.0,6307.51,6307.51,6304.01,385.72411995 +2018-11-01 12:00:00,6307.5,6308.92,6308.92,6307.5,153.25054643 +2018-11-01 11:00:00,6307.9,6308.92,6308.22,6308.92,91.78478395 +2018-11-01 10:00:00,6307.31,6308.22,6307.32,6308.22,74.56979905 +2018-11-01 09:00:00,6301.93,6307.32,6301.93,6307.32,75.55204574 +2018-11-01 08:00:00,6301.36,6307.32,6307.32,6301.93,302.33445816 +2018-11-01 07:00:00,6299.37,6307.32,6305.48,6307.32,164.11470088 +2018-11-01 06:00:00,6294.01,6305.45,6295.01,6305.45,167.82556706 +2018-11-01 05:00:00,6295.0,6300.45,6299.13,6295.0,55.88862987 +2018-11-01 04:00:00,6293.44,6299.15,6297.55,6299.12,78.05292172 +2018-11-01 03:00:00,6296.1,6302.43,6302.43,6297.51,98.69021545 +2018-11-01 02:00:00,6297.0,6304.72,6303.12,6302.43,137.61643006 +2018-11-26 01:00:00,3920.24,4000.36,4000.36,3945.88,759.97756888 +2018-11-26 00:00:00,3934.0,4047.99,3936.7,4000.36,2183.13228385 +2018-11-25 23:00:00,3910.15,3983.52,3938.99,3936.69,1236.32975694 +2018-11-25 22:00:00,3933.59,4090.0,4047.22,3939.0,1764.71859173 +2018-11-25 21:00:00,3892.5,4120.0,3927.51,4048.0,3218.2331976 +2018-11-25 20:00:00,3772.11,4023.73,3791.05,3929.23,2330.61463644 +2018-11-25 19:00:00,3694.85,3865.0,3696.87,3791.14,2417.52160862 +2018-11-25 18:00:00,3672.49,3723.99,3672.5,3696.74,631.73183445 +2018-11-25 17:00:00,3627.0,3719.26,3707.76,3671.86,949.16878019 +2018-11-25 16:00:00,3671.0,3746.0,3718.28,3707.96,814.48145876 +2018-11-25 15:00:00,3692.27,3799.45,3797.47,3718.69,896.32832637 +2018-11-25 14:00:00,3777.67,3830.54,3823.02,3797.46,603.3353328 +2018-11-25 13:00:00,3756.11,3879.73,3774.96,3820.83,1047.67416535 +2018-11-25 12:00:00,3723.44,3838.04,3776.72,3773.31,854.44859758 +2018-11-25 11:00:00,3642.15,3910.0,3642.15,3777.38,2539.70930104 +2018-11-25 10:00:00,3456.78,3689.88,3603.76,3642.15,3778.84571885 +2018-11-25 09:00:00,3591.08,3689.88,3682.24,3604.31,667.84154219 +2018-11-25 08:00:00,3674.92,3715.62,3706.48,3681.82,496.00951215 +2018-11-25 07:00:00,3651.99,3712.43,3652.92,3706.48,770.26142477 +2018-11-25 06:00:00,3644.0,3698.51,3666.0,3655.35,848.40198459 +2018-11-25 05:00:00,3604.26,3675.78,3632.02,3666.01,1000.11106063 +2018-11-25 04:00:00,3584.62,3695.48,3638.07,3632.01,2909.27033284 +2018-11-25 03:00:00,3615.0,3747.63,3738.24,3638.07,3676.3404204 +2018-11-25 02:00:00,3690.43,3790.0,3790.0,3738.24,2418.92912156 +2018-11-25 01:00:00,3751.0,3807.93,3772.01,3790.0,1374.46285391 +2018-11-25 00:00:00,3743.47,3818.21,3775.0,3774.0,1822.27126664 +2018-11-24 23:00:00,3700.0,3999.0,3720.03,3774.99,3122.36634293 +2018-11-24 22:00:00,3650.84,3816.0,3807.54,3723.44,4148.32722719 +2018-11-24 21:00:00,3753.0,4144.45,4139.67,3803.62,7032.8090632 +2018-11-24 20:00:00,4118.29,4164.44,4138.23,4139.83,672.38662609 +2018-11-24 19:00:00,4129.2,4212.44,4207.32,4138.22,1245.59408271 +2018-11-24 18:00:00,4200.96,4220.04,4210.12,4207.44,247.90890681 +2018-11-24 17:00:00,4187.21,4214.99,4199.0,4210.12,512.08451711 +2018-11-24 16:00:00,4190.0,4233.19,4233.19,4198.0,534.48004162 +2018-11-24 15:00:00,4211.01,4248.13,4246.05,4233.56,467.18699574 +2018-11-24 14:00:00,4242.1,4262.9,4243.93,4246.06,330.42302056 +2018-11-24 13:00:00,4236.01,4257.19,4252.56,4244.06,173.49871936 +2018-11-24 12:00:00,4215.0,4267.32,4262.78,4252.65,385.31573299 +2018-11-24 11:00:00,4239.0,4274.29,4256.95,4262.77,232.22476141 +2018-11-24 10:00:00,4252.37,4307.51,4307.47,4257.39,247.58702325 +2018-11-24 09:00:00,4264.32,4312.16,4295.0,4305.76,144.3979992 +2018-11-24 08:00:00,4267.03,4295.0,4267.03,4295.0,203.46067992 +2018-11-24 07:00:00,4239.0,4276.67,4275.85,4267.03,426.57299114 +2018-11-24 06:00:00,4260.53,4283.46,4275.12,4275.84,183.95194831 +2018-11-24 05:00:00,4256.92,4301.01,4301.0,4275.12,365.54469289 +2018-11-24 04:00:00,4297.68,4322.57,4299.74,4301.01,234.71090279 +2018-11-24 03:00:00,4294.32,4315.86,4296.82,4300.29,237.13072845 +2018-11-24 02:00:00,4294.83,4349.99,4340.25,4299.56,392.42894535 +2018-11-24 01:00:00,4315.02,4349.32,4347.11,4340.27,346.3702148 +2018-11-24 00:00:00,4283.79,4370.78,4283.8,4345.73,1068.54791417 +2018-11-23 23:00:00,4278.35,4324.13,4324.13,4283.8,448.3987154 +2018-11-23 22:00:00,4237.4,4335.79,4256.13,4324.13,537.11946664 +2018-11-23 21:00:00,4214.99,4275.0,4215.0,4256.13,632.52896757 +2018-11-23 20:00:00,4208.1,4241.03,4234.36,4215.0,569.08972258 +2018-11-23 19:00:00,4212.3,4278.02,4225.0,4234.35,726.68302011 +2018-11-23 18:00:00,4203.45,4244.0,4215.84,4225.01,443.85300274 +2018-11-23 17:00:00,4172.8,4234.64,4228.33,4215.85,885.72308318 +2018-11-23 16:00:00,4189.0,4275.38,4275.27,4228.33,747.55753401 +2018-11-23 15:00:00,4259.17,4303.04,4285.59,4274.55,305.58515891 +2018-11-23 14:00:00,4251.82,4300.0,4259.15,4285.94,370.25665557 +2018-11-23 13:00:00,4233.13,4283.83,4250.14,4259.15,370.54595851 +2018-11-23 12:00:00,4238.13,4308.0,4292.1,4250.13,288.22783529 +2018-11-23 11:00:00,4265.0,4308.47,4292.11,4292.11,378.12215956 +2018-11-23 10:00:00,4287.33,4338.73,4309.98,4291.64,253.53921205 +2018-11-23 09:00:00,4282.87,4366.05,4282.88,4305.91,731.92673725 +2018-11-23 08:00:00,4227.07,4285.96,4228.07,4282.88,218.69993704 +2018-11-23 07:00:00,4228.06,4294.4,4257.03,4228.07,390.44706071 +2018-11-23 06:00:00,4203.42,4260.0,4220.0,4256.64,617.47915288 +2018-11-23 05:00:00,4085.73,4240.47,4186.06,4220.0,3275.34090731 +2018-11-23 04:00:00,4162.79,4227.29,4215.34,4186.06,679.0649526 +2018-11-23 03:00:00,4182.44,4281.08,4187.09,4215.34,1053.66978752 +2018-11-23 02:00:00,4132.0,4213.5,4188.01,4187.09,1233.37543333 +2018-11-23 01:00:00,4132.01,4296.23,4290.0,4188.01,3809.18674985 +2018-11-23 00:00:00,4263.49,4320.0,4268.18,4290.0,623.5197252 +2018-11-22 23:00:00,4238.69,4412.03,4411.2,4265.36,2459.0431854 +2018-11-22 22:00:00,4381.79,4444.0,4427.3,4411.2,553.72011571 +2018-11-22 21:00:00,4416.98,4481.02,4417.55,4427.3,449.01928804 +2018-11-22 20:00:00,4393.45,4423.89,4398.21,4417.82,256.61849002 +2018-11-22 19:00:00,4389.81,4434.0,4434.0,4398.2,339.17323293 +2018-11-22 18:00:00,4433.0,4459.69,4456.8,4433.99,214.5385718 +2018-11-22 17:00:00,4430.85,4465.38,4430.86,4456.8,298.98430668 +2018-11-22 16:00:00,4426.27,4454.41,4454.41,4430.86,402.01211019 +2018-11-22 15:00:00,4437.07,4472.28,4453.0,4454.41,240.40103244 +2018-11-22 14:00:00,4415.04,4483.14,4416.78,4453.0,1084.93748257 +2018-11-22 13:00:00,4363.61,4438.5,4411.24,4416.89,557.37549647 +2018-11-22 12:00:00,4392.32,4455.04,4454.07,4411.24,510.58572088 +2018-11-22 11:00:00,4408.05,4475.92,4466.31,4454.07,401.04339236 +2018-11-22 10:00:00,4433.31,4482.64,4437.17,4467.88,363.41617178 +2018-11-22 09:00:00,4423.29,4523.55,4521.0,4437.17,522.74535628 +2018-11-22 08:00:00,4507.04,4527.16,4521.79,4522.23,134.30714384 +2018-11-22 07:00:00,4483.81,4527.16,4502.14,4521.79,282.70389474 +2018-11-22 06:00:00,4479.95,4532.0,4531.7,4502.15,414.36081796 +2018-11-22 05:00:00,4499.26,4535.35,4513.29,4531.73,854.14094622 +2018-11-22 04:00:00,4495.0,4549.48,4530.51,4513.3,333.60593889 +2018-11-22 03:00:00,4505.83,4548.19,4546.01,4530.51,558.79275717 +2018-11-22 02:00:00,4531.39,4581.79,4580.0,4546.01,443.14841819 +2018-11-22 01:00:00,4514.97,4589.0,4519.26,4580.0,662.57145966 +2018-11-22 00:00:00,4503.96,4558.94,4545.12,4519.32,700.99525219 +2018-11-21 23:00:00,4452.66,4576.14,4470.53,4545.11,1901.6175359 +2018-11-21 22:00:00,4450.0,4504.57,4451.18,4470.53,658.27547618 +2018-11-21 21:00:00,4335.58,4491.96,4413.91,4450.99,2297.548177 +2018-11-21 20:00:00,4375.0,4485.75,4410.01,4411.63,1403.09602568 +2018-11-21 19:00:00,4387.38,4438.33,4428.73,4410.73,840.36322368 +2018-11-21 18:00:00,4404.84,4464.99,4433.99,4428.63,576.04880157 +2018-11-21 17:00:00,4360.0,4500.62,4495.57,4433.99,1911.58622013 +2018-11-21 16:00:00,4474.39,4546.0,4515.0,4495.57,1128.46467824 +2018-11-21 15:00:00,4421.33,4547.13,4421.33,4515.01,1401.50906544 +2018-11-21 14:00:00,4380.0,4454.92,4450.01,4421.33,1428.26020677 +2018-11-21 13:00:00,4436.02,4548.76,4544.09,4450.01,1022.5795693 +2018-11-21 12:00:00,4495.84,4562.61,4496.54,4544.75,650.91545926 +2018-11-21 11:00:00,4486.57,4572.15,4541.41,4495.11,461.57908386 +2018-11-21 10:00:00,4485.57,4567.52,4545.0,4541.41,811.29391307 +2018-11-21 09:00:00,4543.18,4624.0,4583.42,4545.3,982.08899075 +2018-11-21 08:00:00,4443.01,4627.55,4471.14,4583.42,1464.51436839 +2018-11-21 07:00:00,4392.55,4477.91,4415.45,4471.14,652.20040227 +2018-11-21 06:00:00,4298.0,4438.34,4306.03,4415.46,812.61400076 +2018-11-21 05:00:00,4300.0,4455.68,4455.68,4306.0,872.61266305 +2018-11-21 04:00:00,4373.38,4466.0,4443.7,4455.88,936.63740774 +2018-11-21 03:00:00,4335.35,4500.0,4371.55,4443.85,1833.03948944 +2018-11-21 02:00:00,4295.18,4403.83,4295.19,4370.39,1490.97560057 +2018-11-21 01:00:00,4239.01,4338.73,4320.0,4295.18,1421.65692859 +2018-11-21 00:00:00,4285.86,4381.0,4349.24,4318.87,1556.89313033 +2018-11-20 23:00:00,4180.01,4396.36,4246.9,4349.23,3260.37214912 +2018-11-20 22:00:00,4220.0,4390.0,4334.48,4246.9,1781.70891762 +2018-11-20 21:00:00,4231.14,4431.14,4268.98,4334.48,4563.50490174 +2018-11-20 20:00:00,4035.0,4500.08,4499.88,4268.98,10098.95429038 +2018-11-20 19:00:00,4476.25,4573.0,4546.17,4500.19,1888.12878392 +2018-11-20 18:00:00,4450.72,4564.82,4457.14,4546.17,2281.75046137 +2018-11-20 17:00:00,4451.52,4670.0,4661.11,4457.14,2682.62556117 +2018-11-20 16:00:00,4635.0,4759.32,4749.81,4662.26,1741.56798699 +2018-11-20 15:00:00,4590.02,4753.31,4639.78,4749.81,2917.00554064 +2018-11-20 14:00:00,4369.04,4698.36,4388.99,4639.78,4057.89636866 +2018-11-20 13:00:00,4352.63,4424.81,4380.0,4388.99,1403.61776958 +2018-11-20 12:00:00,4319.24,4444.0,4319.51,4380.0,2309.3863475 +2018-11-20 11:00:00,4314.44,4408.23,4408.23,4319.52,1650.604668 +2018-11-20 10:00:00,4376.27,4483.55,4389.86,4408.23,1185.91025729 +2018-11-20 09:00:00,4299.99,4461.39,4314.91,4389.87,3299.24538807 +2018-11-20 08:00:00,4218.27,4558.68,4558.48,4309.5,5436.17824054 +2018-11-20 07:00:00,4545.19,4653.45,4591.92,4558.49,1590.18269225 +2018-11-20 06:00:00,4484.0,4614.97,4593.01,4591.26,3362.65779743 +2018-11-20 05:00:00,4550.02,4673.41,4641.95,4593.01,3353.47767576 +2018-11-20 04:00:00,4619.0,4820.63,4802.97,4640.21,2601.76273436 +2018-11-20 03:00:00,4781.34,4851.19,4851.19,4803.99,1288.53674665 +2018-11-20 02:00:00,4803.68,4889.0,4805.31,4851.19,1137.74113555 +2018-11-20 01:00:00,4783.64,4825.0,4819.84,4805.31,1087.70523711 +2018-11-20 00:00:00,4731.98,4847.68,4736.67,4819.84,1616.35639402 +2018-11-19 23:00:00,4712.78,4833.08,4792.94,4733.5,1042.00392325 +2018-11-19 22:00:00,4736.19,4839.04,4783.01,4792.98,2803.26160075 +2018-11-19 21:00:00,4670.05,4917.23,4884.99,4783.99,4207.74546337 +2018-11-19 20:00:00,4871.59,5040.0,4954.21,4884.99,2817.40981855 +2018-11-19 19:00:00,4863.0,4975.65,4935.91,4954.21,4554.45172332 +2018-11-19 18:00:00,4930.0,5045.0,5022.69,4935.9,2196.49478622 +2018-11-19 17:00:00,5005.0,5070.0,5058.1,5024.99,1294.04213109 +2018-11-19 16:00:00,4950.0,5134.88,5111.85,5058.09,4888.49176585 +2018-11-19 15:00:00,5074.32,5168.57,5097.98,5112.63,1968.29992833 +2018-11-19 14:00:00,5054.87,5139.18,5122.85,5097.99,2737.29211178 +2018-11-19 13:00:00,5082.01,5230.01,5230.0,5122.84,3063.33775867 +2018-11-19 12:00:00,5213.61,5275.0,5249.09,5230.01,557.1527128 +2018-11-19 11:00:00,5235.34,5298.26,5290.99,5247.66,269.72708905 +2018-11-19 10:00:00,5199.45,5340.85,5201.97,5291.0,1349.39387105 +2018-11-19 09:00:00,5173.21,5283.26,5278.78,5203.43,612.24077551 +2018-11-19 08:00:00,5170.61,5378.79,5378.78,5278.78,2741.56466424 +2018-11-19 07:00:00,5370.0,5399.35,5391.5,5378.79,250.90675274 +2018-11-19 06:00:00,5369.94,5432.48,5430.79,5391.51,830.42162137 +2018-11-19 05:00:00,5306.94,5496.0,5495.99,5430.44,1783.23098222 +2018-11-19 04:00:00,5477.72,5515.9,5515.9,5495.99,207.47251215 +2018-11-19 03:00:00,5489.48,5518.34,5492.33,5515.09,186.45040128 +2018-11-19 02:00:00,5465.79,5517.4,5510.96,5492.33,257.38077095 +2018-11-19 01:00:00,5457.34,5544.01,5544.01,5510.96,750.14793222 +2018-11-19 00:00:00,5539.38,5560.0,5560.0,5544.01,223.00120724 +2018-11-18 23:00:00,5541.54,5560.0,5544.04,5560.0,211.24344532 +2018-11-18 22:00:00,5529.0,5547.0,5544.71,5544.04,148.41150128 +2018-11-18 21:00:00,5523.57,5547.0,5534.0,5544.71,167.50958306 +2018-11-18 20:00:00,5534.0,5569.33,5569.32,5534.01,185.83975267 +2018-11-18 19:00:00,5560.84,5665.0,5567.65,5569.33,889.62396046 +2018-11-18 18:00:00,5530.0,5570.85,5538.64,5568.63,232.52303515 +2018-11-18 17:00:00,5535.35,5541.98,5540.98,5538.64,159.84781259 +2018-11-18 16:00:00,5531.02,5546.24,5533.56,5540.99,189.05784915 +2018-11-18 15:00:00,5523.77,5536.37,5530.26,5533.56,125.92069567 +2018-11-18 14:00:00,5515.0,5532.0,5516.25,5530.24,155.50371236 +2018-11-18 13:00:00,5516.24,5530.5,5529.07,5516.25,165.88889437 +2018-11-18 12:00:00,5514.78,5532.02,5516.6,5529.07,136.78401627 +2018-11-18 11:00:00,5510.01,5519.65,5511.58,5518.17,52.32672801 +2018-11-18 10:00:00,5511.58,5527.54,5526.13,5511.59,85.00341238 +2018-11-18 09:00:00,5524.0,5533.43,5529.55,5526.13,90.0070568 +2018-11-18 08:00:00,5518.34,5533.02,5530.0,5529.54,159.39391619 +2018-11-18 07:00:00,5530.0,5549.13,5545.62,5530.01,161.90862379 +2018-11-18 06:00:00,5538.42,5550.56,5539.7,5545.62,108.52690096 +2018-11-18 05:00:00,5528.07,5548.76,5534.07,5539.7,131.89662464 +2018-11-18 04:00:00,5525.0,5550.0,5546.76,5535.0,305.5031759 +2018-11-18 03:00:00,5530.0,5554.87,5530.01,5546.76,266.94596044 +2018-11-18 02:00:00,5507.55,5545.0,5510.32,5530.01,301.42408211 +2018-11-18 01:00:00,5506.95,5523.0,5522.73,5509.73,149.9917369 +2018-11-18 00:00:00,5503.34,5524.98,5503.34,5521.9,143.45203655 +2018-11-17 23:00:00,5494.7,5507.0,5496.85,5504.17,205.41702049 +2018-11-17 22:00:00,5477.01,5503.96,5485.96,5497.0,197.58013874 +2018-11-17 21:00:00,5485.01,5507.86,5504.76,5486.03,168.14696561 +2018-11-17 20:00:00,5489.0,5507.99,5497.17,5504.76,243.62957655 +2018-11-17 19:00:00,5487.99,5497.86,5488.0,5497.25,141.24435171 +2018-11-17 18:00:00,5475.0,5493.59,5484.0,5488.0,251.46400188 +2018-11-17 17:00:00,5481.1,5535.57,5535.57,5484.0,279.96085101 +2018-11-17 16:00:00,5478.7,5544.0,5481.96,5535.57,394.07766047 +2018-11-17 15:00:00,5480.61,5494.11,5490.01,5482.09,128.51472458 +2018-11-17 14:00:00,5469.7,5494.55,5494.55,5490.01,133.00833113 +2018-11-17 13:00:00,5479.8,5505.19,5485.99,5494.55,111.74996514 +2018-11-17 12:00:00,5477.67,5495.91,5495.91,5486.0,141.79278612 +2018-11-17 11:00:00,5467.0,5503.44,5467.06,5495.9,191.57772475 +2018-11-17 10:00:00,5461.77,5488.88,5486.13,5467.05,67.51075011 +2018-11-17 09:00:00,5482.9,5495.29,5487.92,5486.13,52.832937 +2018-11-17 08:00:00,5478.0,5505.24,5505.24,5487.91,69.05801101 +2018-11-17 07:00:00,5462.6,5505.24,5472.17,5505.24,169.27631279 +2018-11-17 06:00:00,5460.11,5477.27,5465.99,5472.17,137.94799976 +2018-11-17 05:00:00,5455.51,5476.0,5471.26,5466.0,346.88803834 +2018-11-17 04:00:00,5450.83,5479.99,5465.95,5472.79,288.83548587 +2018-11-17 03:00:00,5461.25,5482.02,5479.9,5465.95,217.81545235 +2018-11-17 02:00:00,5457.97,5489.58,5488.59,5479.9,407.79442563 +2018-11-17 01:00:00,5481.0,5499.99,5488.8,5488.73,223.13779215 +2018-11-17 00:00:00,5485.57,5512.29,5512.26,5488.8,215.13590526 +2018-11-16 23:00:00,5420.92,5525.32,5431.0,5512.24,496.72511541 +2018-11-16 22:00:00,5410.0,5465.0,5453.44,5430.99,541.3008264 +2018-11-16 21:00:00,5436.59,5509.0,5508.99,5453.44,721.06248874 +2018-11-16 20:00:00,5484.76,5514.26,5504.74,5508.99,503.98913357 +2018-11-16 19:00:00,5500.0,5535.0,5535.0,5504.75,474.56570067 +2018-11-16 18:00:00,5525.52,5535.01,5535.01,5535.0,325.09724018 +2018-11-16 17:00:00,5535.0,5557.58,5549.4,5535.0,322.20256914 +2018-11-16 16:00:00,5531.75,5557.0,5535.87,5549.4,544.36300518 +2018-11-16 15:00:00,5531.0,5554.01,5554.0,5535.88,267.35262859 +2018-11-16 14:00:00,5547.35,5565.0,5553.0,5554.01,214.32405516 +2018-11-16 13:00:00,5525.06,5570.0,5529.16,5553.01,166.07287486 +2018-11-16 12:00:00,5522.69,5542.07,5542.07,5529.17,166.27417322 +2018-11-16 11:00:00,5541.36,5571.88,5558.24,5542.07,186.99649009 +2018-11-16 10:00:00,5485.23,5561.37,5499.86,5558.24,560.11111051 +2018-11-16 09:00:00,5470.15,5530.52,5530.5,5499.87,483.83002091 +2018-11-16 08:00:00,5501.01,5533.04,5510.61,5530.5,281.35470418 +2018-11-16 07:00:00,5505.51,5556.18,5545.0,5510.62,265.90693538 +2018-11-16 06:00:00,5521.93,5550.78,5530.38,5545.01,304.44368885 +2018-11-16 05:00:00,5529.62,5560.0,5548.72,5530.38,305.61399253 +2018-11-16 04:00:00,5540.0,5573.01,5573.0,5547.64,346.43131907 +2018-11-16 03:00:00,5547.55,5580.0,5553.79,5573.01,505.54525968 +2018-11-16 02:00:00,5527.16,5566.0,5530.75,5553.8,307.48741791 +2018-11-16 01:00:00,5516.63,5553.73,5551.98,5533.26,369.10880558 +2018-11-16 00:00:00,5529.92,5609.91,5579.5,5552.82,699.6632609 +2018-11-15 23:00:00,5483.24,5587.25,5493.85,5579.52,658.67293858 +2018-11-15 22:00:00,5429.35,5507.81,5469.59,5493.85,605.82733411 +2018-11-15 21:00:00,5413.11,5480.73,5480.72,5469.59,602.05720776 +2018-11-15 20:00:00,5475.01,5543.76,5539.17,5480.73,564.10658653 +2018-11-15 19:00:00,5489.28,5550.0,5515.0,5539.17,586.70441614 +2018-11-15 18:00:00,5470.01,5530.0,5498.86,5515.0,602.34891221 +2018-11-15 17:00:00,5453.46,5560.48,5458.96,5498.86,1073.26122253 +2018-11-15 16:00:00,5351.87,5498.55,5460.26,5459.29,1382.24342194 +2018-11-15 15:00:00,5188.0,5506.71,5205.06,5460.26,2935.89649309 +2018-11-15 14:00:00,5201.01,5399.0,5399.0,5205.06,1922.06372383 +2018-11-15 13:00:00,5382.72,5415.0,5392.84,5399.0,602.98290794 +2018-11-15 12:00:00,5378.04,5447.61,5407.28,5392.83,677.47568791 +2018-11-15 11:00:00,5349.79,5434.45,5393.08,5407.27,651.15130118 +2018-11-15 10:00:00,5349.01,5565.83,5558.72,5393.08,1674.78412127 +2018-11-15 09:00:00,5533.24,5567.0,5536.23,5558.72,277.74366597 +2018-11-15 08:00:00,5531.0,5583.03,5562.63,5536.23,237.68934236 +2018-11-15 07:00:00,5531.52,5578.32,5531.53,5562.63,190.98303709 +2018-11-15 06:00:00,5506.43,5565.0,5560.75,5531.52,313.91178122 +2018-11-15 05:00:00,5528.23,5565.54,5543.25,5560.76,550.6229734 +2018-11-15 04:00:00,5470.75,5557.7,5557.02,5543.25,767.7218893 +2018-11-15 03:00:00,5526.63,5574.4,5528.83,5558.42,1298.66971436 +2018-11-15 02:00:00,5490.61,5589.98,5587.4,5528.82,1277.34013474 +2018-11-15 01:00:00,5556.57,5606.72,5583.7,5587.39,1357.64457301 +2018-11-15 00:00:00,5566.91,5645.0,5605.01,5583.71,1081.8525298 +2018-11-14 23:00:00,5508.0,5615.38,5508.19,5605.46,1416.68186542 +2018-11-14 22:00:00,5490.0,5551.02,5551.01,5508.19,1010.50664132 +2018-11-14 21:00:00,5385.01,5620.0,5428.02,5551.02,2065.32070133 +2018-11-14 20:00:00,5280.93,5525.99,5523.96,5417.8,2931.03449104 +2018-11-14 19:00:00,5374.64,5670.0,5585.0,5525.5,3626.34800466 +2018-11-14 18:00:00,5555.0,5744.99,5696.53,5585.0,1944.72063878 +2018-11-14 17:00:00,5532.76,5741.17,5680.99,5696.53,4921.10811146 +2018-11-14 16:00:00,5560.0,6090.21,6063.69,5681.0,9662.67975784 +2018-11-14 15:00:00,6037.54,6172.0,6165.94,6065.47,1226.63096136 +2018-11-14 14:00:00,6143.71,6205.01,6204.1,6165.94,503.11291881 +2018-11-14 13:00:00,6188.8,6207.11,6202.41,6204.11,277.01146412 +2018-11-14 12:00:00,6200.0,6222.18,6206.0,6202.41,255.74946346 +2018-11-14 11:00:00,6176.01,6208.34,6190.01,6206.01,302.91351819 +2018-11-14 10:00:00,6160.99,6246.65,6237.35,6190.01,789.33828135 +2018-11-14 09:00:00,6228.86,6275.16,6275.11,6237.35,225.89465867 +2018-11-14 08:00:00,6274.68,6289.64,6278.63,6274.69,96.30278278 +2018-11-14 07:00:00,6277.21,6289.13,6289.12,6278.64,118.4395702 +2018-11-14 06:00:00,6289.12,6293.38,6291.51,6289.13,80.02474296 +2018-11-14 05:00:00,6265.75,6293.0,6268.26,6291.52,179.59489305 +2018-11-14 04:00:00,6259.02,6269.99,6259.02,6268.45,170.296969 +2018-11-14 03:00:00,6259.01,6269.46,6265.0,6259.02,198.38417603 +2018-11-14 02:00:00,6265.0,6276.01,6276.0,6265.0,176.29808811 +2018-11-14 01:00:00,6255.0,6276.01,6256.51,6276.01,227.03412757 +2018-11-14 00:00:00,6237.1,6260.39,6259.35,6256.5,328.81027829 +2018-11-13 23:00:00,6254.0,6273.15,6271.86,6259.34,363.1140443 +2018-11-13 22:00:00,6271.87,6280.12,6279.75,6271.87,165.05847791 +2018-11-13 21:00:00,6278.63,6292.19,6292.19,6279.76,168.06410985 +2018-11-13 20:00:00,6272.44,6293.94,6272.44,6292.19,239.019458 +2018-11-13 19:00:00,6259.17,6279.99,6263.04,6272.45,398.04937638 +2018-11-13 18:00:00,6261.34,6304.92,6298.0,6263.04,378.15713199 +2018-11-13 17:00:00,6295.79,6310.01,6305.39,6298.0,227.25289688 +2018-11-13 16:00:00,6283.01,6306.09,6287.9,6305.38,232.06069377 +2018-11-13 15:00:00,6280.59,6293.81,6282.31,6287.9,161.66359591 +2018-11-13 14:00:00,6276.35,6294.17,6290.4,6282.32,179.61633582 +2018-12-08 13:00:00,3321.64,3360.0,3342.6,3325.0,385.92421872 +2018-12-08 12:00:00,3325.0,3412.43,3412.43,3342.57,569.35791783 +2018-12-08 11:00:00,3382.64,3416.96,3384.8,3412.79,140.26046821 +2018-12-08 10:00:00,3376.09,3414.56,3387.56,3384.8,192.20349854 +2018-12-08 09:00:00,3370.75,3398.35,3371.07,3387.56,274.95345 +2018-12-08 08:00:00,3369.57,3432.01,3432.01,3371.07,559.26321853 +2018-12-08 07:00:00,3422.49,3444.86,3422.7,3432.04,313.55570739 +2018-12-08 06:00:00,3401.13,3439.9,3434.29,3423.03,411.01400249 +2018-12-08 05:00:00,3420.92,3466.0,3445.0,3434.3,432.26729263 +2018-12-08 04:00:00,3436.0,3495.0,3445.46,3445.01,608.20624821 +2018-12-08 03:00:00,3417.79,3455.0,3422.86,3445.47,592.02068742 +2018-12-08 02:00:00,3390.49,3445.66,3438.3,3422.87,532.26876444 +2018-12-08 01:00:00,3422.31,3471.19,3466.87,3438.3,716.57351001 +2018-12-08 00:00:00,3370.0,3472.19,3380.0,3466.86,1186.13704977 +2018-12-07 23:00:00,3358.02,3408.0,3391.33,3380.01,652.03374128 +2018-12-07 22:00:00,3351.27,3400.0,3389.54,3391.34,802.29607864 +2018-12-07 21:00:00,3313.58,3392.1,3336.0,3387.55,1059.52145973 +2018-12-07 20:00:00,3313.0,3468.79,3466.79,3336.01,1803.1812499 +2018-12-07 19:00:00,3235.95,3550.0,3235.95,3466.78,6858.76103695 +2018-12-07 18:00:00,3230.59,3269.05,3249.79,3235.95,1307.28920933 +2018-12-07 17:00:00,3212.0,3267.5,3257.08,3250.75,2049.1910393 +2018-12-07 16:00:00,3220.0,3340.0,3306.67,3257.44,3140.85763193 +2018-12-07 15:00:00,3306.47,3402.96,3394.22,3306.67,1882.49195218 +2018-12-07 14:00:00,3382.53,3419.89,3385.0,3394.22,1021.30260883 +2018-12-07 13:00:00,3370.0,3393.74,3375.43,3385.0,453.38317222 +2018-12-07 12:00:00,3361.0,3404.55,3378.55,3375.43,524.48749201 +2018-12-07 11:00:00,3366.41,3414.99,3368.8,3377.89,491.03173823 +2018-12-07 10:00:00,3345.62,3395.0,3358.4,3368.95,477.16519692 +2018-12-07 09:00:00,3337.34,3381.09,3355.49,3358.41,404.25254403 +2018-12-07 08:00:00,3345.0,3398.0,3373.77,3355.49,643.91369745 +2018-12-07 07:00:00,3361.0,3400.0,3362.7,3373.77,911.90734862 +2018-12-07 06:00:00,3353.18,3402.85,3402.85,3362.71,981.83364546 +2018-12-07 05:00:00,3335.35,3422.61,3347.5,3402.87,1379.05444535 +2018-12-07 04:00:00,3326.75,3370.22,3329.78,3347.5,909.89924117 +2018-12-07 03:00:00,3300.0,3353.0,3337.2,3329.78,1328.0520777 +2018-12-07 02:00:00,3290.99,3383.39,3357.61,3336.5,1768.71515711 +2018-12-07 01:00:00,3310.0,3387.09,3319.2,3357.61,2661.83487905 +2018-12-07 00:00:00,3311.51,3478.91,3433.3,3319.09,4320.84971811 +2018-12-06 23:00:00,3400.0,3624.26,3580.95,3433.26,4386.09643902 +2018-12-06 22:00:00,3568.0,3599.99,3594.86,3580.95,573.53450537 +2018-12-06 21:00:00,3589.66,3633.7,3627.09,3594.86,551.67681523 +2018-12-06 20:00:00,3609.0,3633.99,3633.99,3627.09,671.6962095 +2018-12-06 19:00:00,3576.24,3634.0,3594.05,3633.99,1201.60991148 +2018-12-06 18:00:00,3539.34,3604.79,3604.75,3594.05,1168.47663556 +2018-12-06 17:00:00,3554.0,3615.94,3605.6,3604.76,1281.70490487 +2018-12-06 16:00:00,3542.46,3641.86,3631.32,3603.42,2282.01483716 +2018-12-06 15:00:00,3577.67,3692.6,3674.11,3631.32,2372.95630716 +2018-12-06 14:00:00,3563.11,3718.39,3670.0,3674.09,4047.70584588 +2018-12-06 13:00:00,3662.71,3730.47,3728.19,3670.0,1191.40808911 +2018-12-06 12:00:00,3716.04,3785.0,3776.53,3727.22,449.24950808 +2018-12-06 11:00:00,3761.7,3776.68,3770.42,3776.54,190.92587852 +2018-12-06 10:00:00,3759.53,3823.68,3819.12,3770.42,431.34777734 +2018-12-06 09:00:00,3810.0,3839.99,3817.54,3819.12,200.89806744 +2018-12-06 08:00:00,3810.0,3825.0,3811.94,3817.54,126.71322193 +2018-12-06 07:00:00,3799.1,3816.0,3812.57,3811.93,277.74375842 +2018-12-06 06:00:00,3797.0,3832.23,3819.88,3812.57,617.59433924 +2018-12-06 05:00:00,3628.62,3849.0,3688.01,3819.88,3679.7416831 +2018-12-06 04:00:00,3680.5,3722.23,3714.24,3688.01,468.83191684 +2018-12-06 03:00:00,3678.9,3727.49,3690.46,3714.24,746.14299515 +2018-12-06 02:00:00,3688.33,3733.61,3724.45,3689.05,656.54991577 +2018-12-06 01:00:00,3719.02,3744.24,3731.6,3724.96,598.31211382 +2018-12-06 00:00:00,3694.39,3740.85,3694.39,3731.6,769.9504487 +2018-12-05 23:00:00,3675.49,3740.0,3714.08,3694.39,977.91739734 +2018-12-05 22:00:00,3703.0,3723.05,3723.05,3714.08,484.33057334 +2018-12-05 21:00:00,3716.53,3749.6,3734.98,3723.05,531.33901826 +2018-12-05 20:00:00,3701.88,3734.98,3701.89,3734.98,390.23198589 +2018-12-05 19:00:00,3698.0,3733.48,3730.82,3701.89,562.62462336 +2018-12-05 18:00:00,3700.0,3735.09,3711.11,3730.0,554.33072426 +2018-12-05 17:00:00,3676.0,3723.0,3692.85,3711.11,1308.72200323 +2018-12-05 16:00:00,3660.0,3824.93,3824.93,3691.01,2400.26573493 +2018-12-05 15:00:00,3813.01,3827.99,3815.0,3824.93,422.34485942 +2018-12-05 14:00:00,3786.62,3848.5,3845.46,3814.99,827.3730038 +2018-12-05 13:00:00,3841.0,3875.26,3852.1,3844.49,237.26847842 +2018-12-05 12:00:00,3851.0,3875.65,3871.02,3852.1,229.73326712 +2018-12-05 11:00:00,3817.33,3875.28,3840.0,3871.02,278.96529592 +2018-12-05 10:00:00,3826.29,3859.28,3826.29,3840.0,290.86549097 +2018-12-05 09:00:00,3800.0,3826.29,3815.0,3826.28,430.02593918 +2018-12-05 08:00:00,3790.0,3825.0,3803.56,3815.0,494.12357899 +2018-12-05 07:00:00,3779.5,3854.83,3852.39,3804.02,948.04146154 +2018-12-05 06:00:00,3831.0,3854.83,3848.29,3852.38,362.34027741 +2018-12-05 05:00:00,3818.0,3853.99,3831.01,3848.29,431.33272697 +2018-12-05 04:00:00,3804.49,3833.4,3832.31,3831.01,414.60911609 +2018-12-05 03:00:00,3818.55,3857.78,3853.14,3832.31,971.99393657 +2018-12-05 02:00:00,3821.79,3882.33,3882.27,3852.18,712.3111583 +2018-12-05 01:00:00,3867.0,3906.18,3906.18,3882.96,355.3252771 +2018-12-05 00:00:00,3895.39,3912.53,3901.84,3906.18,328.62650889 +2018-12-04 23:00:00,3878.13,3908.87,3897.42,3901.84,398.86139171 +2018-12-04 22:00:00,3872.34,3904.78,3898.07,3897.43,392.00214927 +2018-12-04 21:00:00,3856.0,3913.2,3870.0,3898.16,852.06218267 +2018-12-04 20:00:00,3862.62,3908.78,3906.0,3870.0,914.91241003 +2018-12-04 19:00:00,3895.0,3924.24,3909.31,3905.99,754.59646006 +2018-12-04 18:00:00,3886.0,3918.45,3905.01,3909.3,410.47046589 +2018-12-04 17:00:00,3883.95,3943.77,3943.77,3905.01,1735.89531738 +2018-12-04 16:00:00,3918.0,3975.28,3975.21,3943.76,693.72833566 +2018-12-04 15:00:00,3959.82,4035.1,3992.68,3975.15,1284.8975427 +2018-12-04 14:00:00,3953.0,3992.48,3953.0,3992.48,438.93495288 +2018-12-04 13:00:00,3938.0,3975.52,3945.99,3953.0,491.66998386 +2018-12-04 12:00:00,3938.68,3957.0,3956.02,3946.0,246.80863118 +2018-12-04 11:00:00,3930.0,3956.02,3938.96,3956.02,285.72899125 +2018-12-04 10:00:00,3931.28,3993.0,3961.45,3938.24,255.4689157 +2018-12-04 09:00:00,3943.03,3975.0,3943.04,3961.45,190.18185062 +2018-12-04 08:00:00,3940.64,3980.0,3972.95,3943.04,292.03050494 +2018-12-04 07:00:00,3930.44,3972.96,3939.39,3972.95,396.77275977 +2018-12-04 06:00:00,3732.43,3976.0,3776.32,3939.39,2945.18506894 +2018-12-04 05:00:00,3752.48,3824.0,3815.81,3776.32,503.53955178 +2018-12-04 04:00:00,3799.48,3834.0,3815.0,3815.04,385.78594982 +2018-12-04 03:00:00,3774.01,3842.17,3832.54,3815.0,926.50921804 +2018-12-04 02:00:00,3832.53,3860.3,3859.9,3832.54,494.40052226 +2018-12-04 01:00:00,3852.0,3878.94,3852.01,3859.26,489.18125945 +2018-12-04 00:00:00,3794.67,3872.38,3833.47,3852.01,1175.23282774 +2018-12-03 23:00:00,3830.18,3862.22,3843.4,3833.47,587.74258598 +2018-12-03 22:00:00,3843.4,3885.0,3873.38,3843.4,516.84096499 +2018-12-03 21:00:00,3823.0,3874.55,3829.5,3874.18,764.58799613 +2018-12-03 20:00:00,3790.0,3829.6,3813.93,3829.5,709.78447895 +2018-12-03 19:00:00,3810.0,3840.0,3837.14,3812.0,541.83200377 +2018-12-03 18:00:00,3824.0,3849.98,3830.0,3837.94,515.43942186 +2018-12-03 17:00:00,3807.04,3830.0,3820.0,3830.0,591.86823093 +2018-12-03 16:00:00,3741.95,3825.78,3819.57,3819.99,1380.84858078 +2018-12-03 15:00:00,3789.06,3946.54,3946.54,3819.57,3185.2657382 +2018-12-03 14:00:00,3939.42,3995.08,3977.38,3946.59,697.17482279 +2018-12-03 13:00:00,3965.09,3989.05,3987.52,3977.37,266.29378886 +2018-12-03 12:00:00,3962.08,4018.43,3967.49,3987.52,315.54884516 +2018-12-03 11:00:00,3952.91,3976.72,3976.72,3967.49,151.47253202 +2018-12-03 10:00:00,3971.71,3995.0,3973.2,3976.72,223.63237982 +2018-12-03 09:00:00,3964.58,3988.64,3982.8,3973.21,332.24060449 +2018-12-03 08:00:00,3910.0,3988.0,3962.01,3983.44,405.43010913 +2018-12-03 07:00:00,3935.0,3965.0,3956.12,3962.01,279.95186193 +2018-12-03 06:00:00,3926.79,3962.09,3959.75,3956.12,316.93906671 +2018-12-03 05:00:00,3953.33,3975.0,3967.83,3959.75,245.69594695 +2018-12-03 04:00:00,3937.0,3975.93,3962.72,3967.82,1281.89508901 +2018-12-03 03:00:00,3936.31,3965.0,3938.87,3962.72,619.71872794 +2018-12-03 02:00:00,3903.13,4085.0,4080.53,3938.87,2168.16295497 +2018-12-03 01:00:00,4059.01,4104.55,4071.99,4080.53,429.75207816 +2018-12-03 00:00:00,4047.62,4119.98,4102.8,4071.99,512.80554371 +2018-12-02 23:00:00,4066.2,4140.0,4114.99,4103.19,698.09944974 +2018-12-02 22:00:00,4091.79,4162.1,4147.33,4115.0,490.30284999 +2018-12-02 21:00:00,4140.31,4185.0,4158.73,4147.32,432.57302459 +2018-12-02 20:00:00,4111.0,4173.0,4121.0,4158.72,570.81619987 +2018-12-02 19:00:00,4080.91,4125.0,4100.0,4121.0,375.40208147 +2018-12-02 18:00:00,4086.0,4110.0,4105.73,4100.0,213.58835633 +2018-12-02 17:00:00,4069.68,4125.0,4119.66,4105.73,424.49963212 +2018-12-02 16:00:00,4094.73,4128.65,4110.01,4119.67,603.58798675 +2018-12-02 15:00:00,4077.73,4141.0,4116.92,4110.0,426.44071685 +2018-12-02 14:00:00,4076.05,4133.0,4084.64,4116.03,275.92216066 +2018-12-02 13:00:00,4055.0,4113.12,4103.24,4084.64,298.4551697 +2018-12-02 12:00:00,4068.35,4119.0,4078.47,4103.24,278.86817043 +2018-12-02 11:00:00,4036.0,4086.0,4067.0,4078.47,224.43066726 +2018-12-02 10:00:00,4040.0,4152.28,4152.28,4067.01,916.47775648 +2018-12-02 09:00:00,4124.5,4180.0,4124.5,4152.28,430.59818387 +2018-12-02 08:00:00,4094.73,4135.59,4114.67,4123.87,125.0179373 +2018-12-02 07:00:00,4075.0,4140.0,4095.77,4114.67,243.38861113 +2018-12-02 06:00:00,4055.01,4106.09,4086.25,4095.77,336.2776646 +2018-12-02 05:00:00,4055.67,4126.19,4126.19,4085.82,815.05380465 +2018-12-02 04:00:00,4126.18,4152.42,4142.02,4126.19,297.29225105 +2018-12-02 03:00:00,4113.0,4222.41,4222.41,4142.02,1067.14454413 +2018-12-02 02:00:00,4208.01,4266.0,4228.0,4222.41,845.3800619 +2018-12-02 01:00:00,4162.0,4238.38,4170.01,4228.0,680.58351363 +2018-12-02 00:00:00,4138.85,4180.0,4142.01,4170.0,241.12984125 +2018-12-01 23:00:00,4134.99,4184.81,4180.44,4142.01,478.63987853 +2018-12-01 22:00:00,4165.0,4195.0,4174.43,4180.38,196.76411948 +2018-12-01 21:00:00,4135.01,4180.0,4150.46,4173.13,403.46348856 +2018-12-01 20:00:00,4120.27,4234.96,4232.24,4150.46,993.36728784 +2018-12-01 19:00:00,4200.0,4238.38,4200.28,4232.28,282.13758422 +2018-12-01 18:00:00,4194.63,4236.0,4217.11,4200.28,332.37753507 +2018-12-01 17:00:00,4199.14,4249.0,4237.6,4217.12,570.87834863 +2018-12-01 16:00:00,4171.99,4277.0,4171.99,4237.6,1301.68607759 +2018-12-01 15:00:00,4135.0,4175.84,4153.37,4171.96,506.26301133 +2018-12-01 14:00:00,4122.0,4155.0,4135.01,4153.37,305.12740518 +2018-12-01 13:00:00,4122.88,4167.91,4135.19,4135.01,362.23293812 +2018-12-01 12:00:00,4129.88,4184.99,4131.91,4135.19,516.35882959 +2018-12-01 11:00:00,4108.62,4145.82,4112.53,4131.91,400.21235494 +2018-12-01 10:00:00,3962.0,4146.99,3966.0,4112.54,1352.3556931 +2018-12-01 09:00:00,3946.06,3974.0,3951.8,3967.12,88.02672374 +2018-12-01 08:00:00,3944.68,3983.39,3944.69,3953.41,298.80356574 +2018-12-01 07:00:00,3920.53,3944.69,3932.57,3944.69,178.84578696 +2018-12-01 06:00:00,3910.08,3952.44,3940.0,3932.58,199.09594651 +2018-12-01 05:00:00,3913.49,3955.0,3948.97,3940.0,267.51622222 +2018-12-01 04:00:00,3925.0,3967.4,3967.4,3949.98,349.93934426 +2018-12-01 03:00:00,3937.0,3974.0,3948.74,3967.4,234.52624675 +2018-12-01 02:00:00,3946.0,3973.05,3973.04,3948.74,302.58415012 +2018-12-01 01:00:00,3967.37,3994.47,3975.82,3973.04,347.25883331 +2018-12-01 00:00:00,3946.64,3979.84,3976.01,3977.39,278.05383001 +2018-11-30 23:00:00,3940.0,3990.0,3946.32,3976.0,543.57020952 +2018-11-30 22:00:00,3900.0,3953.84,3932.38,3943.93,598.86216815 +2018-11-30 21:00:00,3870.0,3979.0,3957.83,3935.0,1132.10717627 +2018-11-30 20:00:00,3936.36,3982.0,3967.84,3957.92,523.83376839 +2018-11-30 19:00:00,3965.4,3997.0,3972.39,3967.84,478.19886329 +2018-11-30 18:00:00,3964.68,4003.42,3995.0,3972.39,478.84686894 +2018-11-30 17:00:00,3985.0,4020.0,4013.36,3993.08,585.4221102 +2018-11-30 16:00:00,3952.0,4016.18,3968.4,4013.36,752.41171307 +2018-11-30 15:00:00,3905.0,3976.42,3976.41,3968.4,1117.79331482 +2018-11-30 14:00:00,3932.73,3988.02,3984.18,3976.42,707.08487364 +2018-11-30 13:00:00,3950.0,4020.0,3970.11,3984.0,982.10172745 +2018-11-30 12:00:00,3869.0,3990.04,3945.01,3970.11,2553.5165438 +2018-11-30 11:00:00,3928.59,4015.01,4015.0,3945.01,2135.85323892 +2018-11-30 10:00:00,4014.0,4165.43,4165.42,4015.0,1596.28083119 +2018-11-30 09:00:00,4145.58,4186.15,4166.78,4163.16,217.4851875 +2018-11-30 08:00:00,4136.04,4196.78,4162.0,4166.78,349.42022741 +2018-11-30 07:00:00,4140.0,4237.57,4233.35,4162.13,1063.10224209 +2018-11-30 06:00:00,4233.73,4279.33,4264.64,4233.73,425.64109196 +2018-11-30 05:00:00,4257.01,4297.71,4270.01,4264.65,527.75237558 +2018-11-30 04:00:00,4231.01,4288.0,4253.29,4274.0,478.49868641 +2018-11-30 03:00:00,4245.0,4290.0,4267.52,4253.31,606.94799372 +2018-11-30 02:00:00,4197.93,4280.0,4207.51,4268.66,1071.11224902 +2018-11-30 01:00:00,4171.84,4219.59,4197.16,4207.52,524.58276516 +2018-11-30 00:00:00,4180.2,4258.01,4247.99,4197.17,559.96065525 +2018-11-29 23:00:00,4219.9,4261.0,4229.08,4248.0,648.22044833 +2018-11-29 22:00:00,4160.25,4229.36,4181.55,4229.35,459.30233512 +2018-11-29 21:00:00,4110.0,4193.15,4190.79,4181.56,1084.77742938 +2018-11-29 20:00:00,4158.99,4227.68,4193.28,4190.8,609.90816378 +2018-11-29 19:00:00,4144.73,4215.0,4215.0,4193.91,1109.55857997 +2018-11-29 18:00:00,4195.01,4310.0,4277.75,4215.0,1127.90290273 +2018-11-29 17:00:00,4264.16,4348.0,4303.0,4277.2,1165.37817898 +2018-11-29 16:00:00,4242.52,4325.0,4242.52,4303.0,618.59596754 +2018-11-29 15:00:00,4221.69,4291.0,4260.0,4242.33,874.28367887 +2018-11-29 14:00:00,4256.11,4315.0,4257.63,4260.01,880.88022391 +2018-11-29 13:00:00,4194.09,4282.7,4235.15,4258.72,730.27138057 +2018-11-29 12:00:00,4226.69,4355.0,4350.01,4235.03,1177.20230273 +2018-11-29 11:00:00,4297.13,4414.89,4301.43,4350.01,1196.44025093 +2018-11-29 10:00:00,4286.36,4339.89,4314.68,4301.42,484.05902551 +2018-11-29 09:00:00,4204.97,4377.05,4204.97,4316.31,1899.79549223 +2018-11-29 08:00:00,4149.93,4219.07,4160.0,4204.98,380.56080438 +2018-11-29 07:00:00,4125.0,4180.0,4177.17,4160.0,346.29057906 +2018-11-29 06:00:00,4160.0,4200.0,4187.0,4177.17,342.6632209 +2018-11-29 05:00:00,4134.29,4208.82,4147.8,4186.99,715.2242492 +2018-11-29 04:00:00,4091.87,4155.0,4122.86,4147.92,822.06939184 +2018-11-29 03:00:00,4115.38,4160.0,4156.93,4122.54,607.86224132 +2018-11-29 02:00:00,4104.22,4158.42,4120.0,4156.93,1092.57956129 +2018-11-29 01:00:00,4077.88,4220.99,4220.39,4120.0,1358.2874294 +2018-11-29 00:00:00,4196.25,4246.99,4224.86,4220.39,857.1853563 +2018-11-28 23:00:00,4180.0,4238.0,4191.52,4225.03,828.48624093 +2018-11-28 22:00:00,4151.0,4234.21,4220.83,4191.52,1334.2110757 +2018-11-28 21:00:00,4220.0,4318.0,4318.0,4220.0,1235.50743039 +2018-11-28 20:00:00,4270.44,4365.0,4289.35,4318.0,1550.43163247 +2018-11-28 19:00:00,4223.57,4350.0,4235.39,4288.01,3662.1948063 +2018-11-28 18:00:00,4190.0,4245.84,4190.95,4235.39,1403.78780802 +2018-11-28 17:00:00,4133.3,4227.0,4145.0,4189.63,1381.22022164 +2018-11-28 16:00:00,4141.0,4227.25,4227.25,4145.0,1112.17744422 +2018-11-28 15:00:00,4140.0,4245.0,4219.16,4227.25,1493.14694116 +2018-11-28 14:00:00,4130.0,4239.0,4139.19,4219.16,2879.68267418 +2018-11-28 13:00:00,4103.4,4175.46,4130.12,4139.92,2519.31392974 +2018-11-28 12:00:00,3980.27,4151.65,4012.02,4131.24,2061.66663539 +2018-11-28 11:00:00,3982.8,4026.9,4008.51,4012.02,566.43390177 +2018-11-28 10:00:00,3966.12,4011.94,3972.77,4007.98,285.66977487 +2018-11-28 09:00:00,3957.9,3985.0,3958.88,3972.76,550.69095293 +2018-11-28 08:00:00,3951.55,4039.83,4016.98,3957.9,624.92565036 +2018-11-28 07:00:00,3968.28,4029.29,3977.14,4020.0,898.24403008 +2018-11-28 06:00:00,3975.42,4012.0,3983.79,3977.14,888.80126423 +2018-11-28 05:00:00,3975.33,4072.95,4035.88,3983.79,2048.20941274 +2018-11-28 04:00:00,3827.89,4043.0,3847.15,4035.88,4562.2000869 +2018-11-28 03:00:00,3805.5,3863.59,3805.55,3847.15,978.30508995 +2018-11-28 02:00:00,3798.4,3833.0,3799.01,3805.54,628.11214589 +2018-11-28 01:00:00,3785.9,3815.0,3795.0,3799.01,685.85744726 +2018-11-28 00:00:00,3775.0,3837.94,3775.01,3795.01,1771.87279641 +2018-11-27 23:00:00,3758.33,3809.68,3794.72,3775.0,918.65107524 +2018-11-27 22:00:00,3741.67,3830.0,3765.36,3794.72,1332.62495452 +2018-11-27 21:00:00,3692.87,3787.0,3729.64,3765.84,1466.25078425 +2018-11-27 20:00:00,3678.58,3729.99,3713.99,3729.65,913.77206956 +2018-11-27 19:00:00,3691.51,3763.46,3723.79,3714.0,1207.08168823 +2018-11-27 18:00:00,3670.0,3734.27,3676.33,3723.69,1109.93912912 +2018-11-27 17:00:00,3665.0,3719.99,3701.44,3677.04,1157.97964964 +2018-11-27 16:00:00,3640.0,3710.0,3663.28,3701.44,1545.31963701 +2018-11-27 15:00:00,3636.01,3705.0,3705.0,3663.27,1137.09256955 +2018-11-27 14:00:00,3693.37,3735.0,3708.68,3705.0,867.98344034 +2018-11-27 13:00:00,3658.82,3749.69,3677.07,3708.68,1279.58411342 +2018-11-27 12:00:00,3630.0,3690.0,3650.5,3677.07,522.36174447 +2018-11-27 11:00:00,3645.0,3697.06,3680.24,3650.5,362.43276745 +2018-11-27 10:00:00,3562.9,3740.0,3655.32,3681.48,1943.52678161 +2018-11-27 09:00:00,3613.6,3690.61,3635.58,3655.33,377.3861448 +2018-11-27 08:00:00,3633.33,3740.0,3736.72,3637.5,850.59433027 +2018-11-27 07:00:00,3718.15,3800.0,3782.98,3736.72,405.42274302 +2018-11-27 06:00:00,3708.15,3782.97,3730.25,3782.97,619.85423244 +2018-11-27 05:00:00,3697.45,3762.84,3697.7,3730.39,772.54380408 +2018-11-27 04:00:00,3655.99,3725.99,3681.29,3697.09,871.93245357 +2018-11-27 03:00:00,3675.0,3746.51,3722.47,3681.3,870.66376621 +2018-11-27 02:00:00,3641.07,3725.0,3682.24,3722.48,868.3589116 +2018-11-27 01:00:00,3652.5,3737.62,3736.6,3682.24,1198.67278541 +2018-11-27 00:00:00,3682.35,3776.29,3731.01,3737.62,1188.72227779 +2018-11-26 23:00:00,3610.66,3750.6,3647.63,3731.32,1800.29846698 +2018-11-26 22:00:00,3627.0,3710.0,3661.55,3648.52,1173.31852778 +2018-11-26 21:00:00,3557.69,3687.2,3632.29,3661.54,3520.55848825 +2018-11-26 20:00:00,3581.0,3781.79,3781.79,3632.3,3273.23754604 +2018-11-26 19:00:00,3757.18,3869.46,3818.92,3779.79,1682.08196858 +2018-11-26 18:00:00,3708.3,3828.79,3730.52,3818.93,1420.86123879 +2018-11-26 17:00:00,3720.0,3814.13,3757.83,3730.62,2055.38293584 +2018-11-26 16:00:00,3508.0,3796.58,3676.99,3757.84,6111.25746842 +2018-11-26 15:00:00,3675.0,3760.72,3751.81,3676.48,1984.06935792 +2018-11-26 14:00:00,3688.31,3849.26,3827.45,3751.81,2284.06622503 +2018-11-26 13:00:00,3823.78,3919.81,3904.99,3827.27,927.38753042 +2018-11-26 12:00:00,3876.78,3929.98,3929.98,3905.0,513.84819852 +2018-11-26 11:00:00,3890.75,3957.1,3915.05,3929.98,384.54043151 +2018-11-26 10:00:00,3887.81,3949.0,3887.99,3915.04,368.45057957 +2018-11-26 09:00:00,3836.83,3938.06,3924.99,3887.99,546.29040707 +2018-11-26 08:00:00,3872.0,3977.56,3973.02,3924.89,677.11100918 +2018-11-26 07:00:00,3963.64,4050.0,4049.26,3973.46,668.2366718 +2018-11-26 06:00:00,3961.33,4076.25,3970.89,4049.25,1283.18330907 +2018-11-26 05:00:00,3910.44,3994.46,3937.23,3970.89,791.86165387 +2018-11-26 04:00:00,3919.0,3985.59,3985.55,3937.39,584.81337347 +2018-11-26 03:00:00,3945.0,3998.21,3966.02,3985.84,588.12453194 +2018-11-26 02:00:00,3892.88,3973.0,3945.88,3966.02,873.13390359 +2018-12-21 01:00:00,4028.03,4162.27,4059.01,4132.0,2015.93557682 +2018-12-21 00:00:00,4017.65,4075.33,4075.33,4059.41,941.02544577 +2018-12-20 23:00:00,4047.16,4093.5,4069.36,4075.34,931.39386757 +2018-12-20 22:00:00,3995.62,4085.0,3995.62,4068.5,978.42371236 +2018-12-20 21:00:00,3890.19,3999.0,3895.01,3995.63,931.86717172 +2018-12-20 20:00:00,3878.0,4052.83,4046.59,3895.01,2623.97856936 +2018-12-20 19:00:00,4031.44,4060.0,4052.06,4046.59,1013.4437555 +2018-12-20 18:00:00,4025.0,4079.9,4064.99,4052.06,1056.64539701 +2018-12-20 17:00:00,4040.0,4175.0,4137.0,4064.98,2261.43339202 +2018-12-20 16:00:00,4002.38,4160.0,4019.96,4137.0,3121.00621043 +2018-12-20 15:00:00,3982.67,4073.44,4023.23,4019.96,1854.40532996 +2018-12-20 14:00:00,3981.3,4037.67,4019.0,4023.22,1042.25373045 +2018-12-20 13:00:00,3973.0,4111.19,4075.94,4018.49,2079.46333879 +2018-12-20 12:00:00,4018.0,4089.98,4018.01,4075.95,958.80313735 +2018-12-20 11:00:00,4005.92,4116.52,4048.9,4018.0,962.59257334 +2018-12-20 10:00:00,4018.19,4112.7,4072.32,4048.91,1327.35714857 +2018-12-20 09:00:00,3971.01,4088.97,3971.01,4070.57,1626.7854018 +2018-12-20 08:00:00,3735.42,4034.11,3735.42,3971.09,3377.71985008 +2018-12-20 07:00:00,3696.28,3735.42,3708.01,3735.42,280.03680111 +2018-12-20 06:00:00,3680.0,3733.26,3695.82,3708.01,497.64546108 +2018-12-20 05:00:00,3680.58,3743.0,3743.0,3695.46,591.11103912 +2018-12-20 04:00:00,3712.0,3743.0,3717.75,3743.0,373.98950092 +2018-12-20 03:00:00,3706.95,3742.0,3730.96,3717.88,477.81342116 +2018-12-20 02:00:00,3722.08,3762.42,3740.16,3730.0,842.87309987 +2018-12-20 01:00:00,3702.22,3745.98,3715.92,3740.17,684.51821538 +2018-12-20 00:00:00,3661.5,3720.32,3682.51,3715.92,802.44476477 +2018-12-19 23:00:00,3677.99,3723.0,3711.01,3682.51,698.38940804 +2018-12-19 22:00:00,3663.07,3719.95,3666.82,3711.01,916.52824059 +2018-12-19 21:00:00,3637.17,3733.64,3729.99,3666.17,2071.56043924 +2018-12-19 20:00:00,3702.04,3780.0,3768.0,3730.0,1314.4736589 +2018-12-19 19:00:00,3765.21,3810.0,3797.0,3768.0,899.71510581 +2018-12-19 18:00:00,3766.59,3810.0,3792.11,3797.96,957.60340586 +2018-12-19 17:00:00,3770.0,3820.0,3801.01,3792.1,961.26738142 +2018-12-19 16:00:00,3765.0,3809.31,3769.55,3801.01,819.88319287 +2018-12-19 15:00:00,3745.08,3822.27,3781.01,3769.98,1362.03731857 +2018-12-19 14:00:00,3776.19,3884.07,3872.29,3781.01,1452.97775801 +2018-12-19 13:00:00,3827.99,3928.15,3828.0,3872.29,2069.34895494 +2018-12-19 12:00:00,3785.69,3847.46,3815.01,3828.0,1312.74733092 +2018-12-19 11:00:00,3771.86,3828.49,3771.93,3815.0,1175.48310418 +2018-12-19 10:00:00,3726.51,3791.51,3734.59,3771.94,729.55250909 +2018-12-19 09:00:00,3719.8,3765.0,3724.25,3734.59,571.85036466 +2018-12-19 08:00:00,3700.0,3725.04,3712.0,3723.62,170.72724771 +2018-12-19 07:00:00,3685.0,3730.44,3730.28,3711.99,497.62319487 +2018-12-19 06:00:00,3716.05,3764.66,3743.75,3730.44,581.48629671 +2018-12-19 05:00:00,3711.93,3746.81,3711.93,3743.75,690.62558524 +2018-12-19 04:00:00,3708.92,3762.19,3755.8,3711.93,1488.82688749 +2018-12-19 03:00:00,3713.62,3789.0,3720.36,3755.8,2476.8272762 +2018-12-19 02:00:00,3677.18,3745.65,3693.49,3720.35,1544.80948934 +2018-12-19 01:00:00,3660.0,3720.45,3669.02,3693.49,2087.46807617 +2018-12-19 00:00:00,3642.17,3716.29,3667.76,3669.02,1604.43146626 +2018-12-18 23:00:00,3555.05,3688.0,3558.01,3667.77,3047.31898065 +2018-12-18 22:00:00,3522.45,3568.0,3533.5,3558.01,976.3335353 +2018-12-18 21:00:00,3504.44,3539.99,3504.44,3533.94,544.42997091 +2018-12-18 20:00:00,3498.0,3550.0,3530.0,3504.43,1064.79623629 +2018-12-18 19:00:00,3493.52,3530.0,3493.53,3530.0,794.66420357 +2018-12-18 18:00:00,3475.05,3512.49,3512.48,3493.52,817.4316472 +2018-12-18 17:00:00,3493.3,3533.36,3522.0,3512.49,608.62875503 +2018-12-18 16:00:00,3511.0,3535.0,3511.01,3522.0,634.76310215 +2018-12-18 15:00:00,3511.0,3569.05,3560.16,3511.04,910.67654087 +2018-12-18 14:00:00,3517.15,3572.68,3528.44,3560.16,1436.65297571 +2018-12-18 13:00:00,3470.95,3547.7,3477.0,3528.45,891.26639619 +2018-12-18 12:00:00,3459.0,3484.1,3480.04,3477.01,308.5202209 +2018-12-18 11:00:00,3443.6,3488.0,3462.03,3480.04,273.47193519 +2018-12-18 10:00:00,3443.0,3468.0,3450.0,3462.5,109.8384011 +2018-12-18 09:00:00,3436.5,3453.4,3450.3,3450.0,307.96952755 +2018-12-18 08:00:00,3440.3,3500.01,3500.01,3450.3,688.19173358 +2018-12-18 07:00:00,3484.09,3510.37,3485.35,3500.01,183.74258906 +2018-12-18 06:00:00,3483.02,3497.41,3483.02,3485.34,157.89818459 +2018-12-18 05:00:00,3480.06,3520.8,3520.79,3482.98,437.81747907 +2018-12-18 04:00:00,3516.73,3532.33,3532.33,3520.8,461.18301503 +2018-12-18 03:00:00,3496.0,3540.0,3500.0,3533.85,541.44537605 +2018-12-18 02:00:00,3496.18,3517.84,3497.07,3500.01,410.8462065 +2018-12-18 01:00:00,3485.0,3503.0,3494.05,3497.08,432.39109423 +2018-12-18 00:00:00,3494.04,3530.61,3497.1,3494.05,939.89131879 +2018-12-17 23:00:00,3474.99,3508.07,3475.0,3496.82,664.07375754 +2018-12-17 22:00:00,3468.14,3513.72,3492.98,3475.0,765.90073908 +2018-12-17 21:00:00,3481.27,3550.01,3550.01,3492.56,1644.52352251 +2018-12-17 20:00:00,3527.13,3585.95,3529.74,3550.01,1580.26880119 +2018-12-17 19:00:00,3510.28,3580.6,3529.99,3529.74,2827.53594169 +2018-12-17 18:00:00,3421.0,3541.0,3428.01,3529.98,2879.80951741 +2018-12-17 17:00:00,3411.0,3439.37,3419.93,3428.01,1138.64808293 +2018-12-17 16:00:00,3395.41,3434.89,3395.41,3419.94,1115.19128435 +2018-12-17 15:00:00,3379.0,3399.99,3390.0,3395.4,934.51444838 +2018-12-17 14:00:00,3380.01,3412.05,3389.99,3390.0,969.85767015 +2018-12-17 13:00:00,3370.01,3447.49,3382.98,3389.98,1636.1013027 +2018-12-17 12:00:00,3238.72,3390.0,3238.72,3382.97,2288.40037852 +2018-12-17 11:00:00,3227.15,3241.44,3236.01,3238.72,267.02853701 +2018-12-17 10:00:00,3223.01,3239.54,3233.02,3236.01,122.88853429 +2018-12-17 09:00:00,3230.76,3241.49,3235.77,3233.02,128.72075631 +2018-12-17 08:00:00,3230.18,3256.77,3243.02,3235.77,280.40219137 +2018-12-17 07:00:00,3213.77,3247.49,3214.06,3243.02,457.86923747 +2018-12-17 06:00:00,3208.59,3222.0,3208.6,3214.07,259.35202792 +2018-12-17 05:00:00,3202.3,3209.61,3208.38,3208.6,142.12637225 +2018-12-17 04:00:00,3196.18,3208.38,3199.88,3208.37,181.12881203 +2018-12-17 03:00:00,3198.31,3206.42,3199.64,3199.88,243.96740561 +2018-12-17 02:00:00,3184.28,3203.17,3193.35,3199.66,443.52137889 +2018-12-17 01:00:00,3190.0,3215.53,3215.53,3193.35,497.92901892 +2018-12-17 00:00:00,3190.75,3220.0,3194.99,3216.5,387.35870965 +2018-12-16 23:00:00,3185.0,3202.67,3195.0,3195.0,331.74976588 +2018-12-16 22:00:00,3183.44,3203.62,3203.62,3195.0,379.99529568 +2018-12-16 21:00:00,3201.8,3224.0,3222.48,3203.61,374.96130324 +2018-12-16 20:00:00,3217.38,3232.0,3231.98,3222.37,417.45902273 +2018-12-16 19:00:00,3203.69,3240.0,3205.77,3231.97,565.30136299 +2018-12-16 18:00:00,3200.01,3211.0,3205.01,3205.77,275.03201694 +2018-12-16 17:00:00,3204.0,3214.5,3213.51,3205.01,300.4167932 +2018-12-16 16:00:00,3210.0,3227.05,3212.0,3213.51,259.26004493 +2018-12-16 15:00:00,3191.14,3216.0,3206.27,3212.0,342.40658434 +2018-12-16 14:00:00,3200.0,3221.24,3221.24,3206.27,348.72507696 +2018-12-16 13:00:00,3217.53,3235.28,3233.19,3221.24,199.24929154 +2018-12-16 12:00:00,3229.14,3258.0,3238.04,3233.19,336.30671011 +2018-12-16 11:00:00,3224.33,3240.0,3230.39,3238.05,91.65970148 +2018-12-16 10:00:00,3222.0,3240.54,3222.01,3230.4,254.37652915 +2018-12-16 09:00:00,3209.89,3224.96,3209.89,3222.0,122.08008764 +2018-12-16 08:00:00,3202.47,3222.0,3214.49,3209.89,149.99585107 +2018-12-16 07:00:00,3212.5,3234.95,3233.39,3214.49,254.90403995 +2018-12-16 06:00:00,3232.03,3245.0,3235.29,3233.39,201.75676159 +2018-12-16 05:00:00,3232.45,3240.0,3233.19,3235.29,150.6208626 +2018-12-16 04:00:00,3233.21,3256.87,3235.0,3234.66,467.47207014 +2018-12-16 03:00:00,3217.74,3238.0,3217.74,3235.0,345.02925637 +2018-12-16 02:00:00,3185.0,3240.0,3185.0,3217.74,649.70908673 +2018-12-16 01:00:00,3181.24,3192.78,3187.86,3185.8,173.72131567 +2018-12-16 00:00:00,3183.0,3189.85,3183.01,3187.86,219.05330023 +2018-12-15 23:00:00,3181.24,3197.01,3197.01,3183.0,344.3874925 +2018-12-15 22:00:00,3192.89,3220.17,3204.24,3197.01,870.41141068 +2018-12-15 21:00:00,3180.2,3208.01,3186.0,3204.25,493.12326016 +2018-12-15 20:00:00,3165.0,3194.46,3173.38,3186.01,470.25381446 +2018-12-15 19:00:00,3145.03,3175.0,3149.79,3173.38,472.93100845 +2018-12-15 18:00:00,3143.94,3154.03,3152.64,3149.79,395.49668374 +2018-12-15 17:00:00,3142.32,3157.0,3152.24,3152.64,409.22591881 +2018-12-15 16:00:00,3136.2,3157.48,3139.83,3152.24,452.28755886 +2018-12-15 15:00:00,3128.89,3153.59,3153.59,3139.83,768.39942086 +2018-12-15 14:00:00,3136.3,3161.71,3140.79,3153.6,444.89540974 +2018-12-15 13:00:00,3132.44,3167.45,3159.95,3140.79,373.56542249 +2018-12-15 12:00:00,3152.8,3175.45,3164.71,3159.94,230.61513918 +2018-12-15 11:00:00,3150.53,3183.63,3153.12,3164.71,422.18630579 +2018-12-15 10:00:00,3130.29,3160.0,3152.7,3153.11,651.91842339 +2018-12-15 09:00:00,3145.51,3201.0,3200.18,3152.7,666.17935677 +2018-12-15 08:00:00,3197.23,3209.1,3200.19,3200.18,67.91391739 +2018-12-15 07:00:00,3193.09,3206.85,3203.78,3200.2,214.56486598 +2018-12-15 06:00:00,3203.77,3217.9,3212.26,3203.78,155.52639897 +2018-12-15 05:00:00,3205.0,3218.77,3218.39,3212.54,169.27210905 +2018-12-15 04:00:00,3212.23,3228.69,3218.74,3218.77,219.61211259 +2018-12-15 03:00:00,3209.0,3225.0,3213.51,3218.74,225.73700191 +2018-12-15 02:00:00,3194.88,3217.33,3209.26,3213.51,255.88688877 +2018-12-15 01:00:00,3205.11,3216.0,3215.43,3209.75,228.35984374 +2018-12-15 00:00:00,3190.01,3218.09,3195.71,3215.94,340.52263264 +2018-12-14 23:00:00,3187.52,3221.72,3221.72,3195.71,554.84235601 +2018-12-14 22:00:00,3157.06,3244.38,3157.06,3221.72,1141.85171747 +2018-12-14 21:00:00,3135.0,3172.99,3164.61,3157.06,1155.65427131 +2018-12-14 20:00:00,3150.26,3185.68,3180.2,3164.61,816.77189745 +2018-12-14 19:00:00,3171.93,3188.35,3179.26,3180.19,844.7452431 +2018-12-14 18:00:00,3169.0,3181.54,3176.69,3179.26,689.44953254 +2018-12-14 17:00:00,3164.57,3188.88,3181.0,3176.52,795.99501455 +2018-12-14 16:00:00,3160.67,3235.7,3229.01,3181.36,2235.28391365 +2018-12-14 15:00:00,3221.15,3249.1,3249.1,3229.01,485.00629185 +2018-12-14 14:00:00,3238.11,3258.57,3249.45,3250.0,469.87377992 +2018-12-14 13:00:00,3232.13,3270.81,3270.81,3249.33,389.11710985 +2018-12-14 12:00:00,3242.82,3276.52,3254.51,3270.83,205.84160467 +2018-12-14 11:00:00,3249.43,3269.64,3269.64,3254.48,228.68695932 +2018-12-14 10:00:00,3254.52,3272.57,3256.68,3269.64,117.58564645 +2018-12-14 09:00:00,3248.57,3264.8,3256.76,3256.68,145.55970428 +2018-12-14 08:00:00,3253.33,3280.0,3261.17,3257.12,308.05668562 +2018-12-14 07:00:00,3255.31,3276.0,3273.77,3261.17,155.84401286 +2018-12-14 06:00:00,3252.23,3273.77,3252.24,3273.76,202.30618184 +2018-12-14 05:00:00,3252.23,3266.69,3266.67,3252.24,193.32587967 +2018-12-14 04:00:00,3246.33,3266.67,3250.68,3266.67,250.46755436 +2018-12-14 03:00:00,3230.35,3258.69,3253.81,3250.67,480.63596849 +2018-12-14 02:00:00,3241.0,3272.14,3272.02,3253.81,512.01183854 +2018-12-14 01:00:00,3269.45,3282.68,3269.45,3272.11,462.74767946 +2018-12-14 00:00:00,3203.32,3294.9,3265.0,3269.45,1814.87760867 +2018-12-13 23:00:00,3254.0,3273.08,3268.01,3265.0,569.58998884 +2018-12-13 22:00:00,3245.0,3269.51,3255.33,3268.0,703.28312088 +2018-12-13 21:00:00,3230.17,3272.02,3247.0,3255.19,1363.36192805 +2018-12-13 20:00:00,3227.96,3324.0,3315.0,3247.0,2852.3665207 +2018-12-13 19:00:00,3300.0,3380.0,3379.99,3313.55,2099.80380576 +2018-12-13 18:00:00,3365.56,3379.99,3365.57,3379.98,307.00139136 +2018-12-13 17:00:00,3360.39,3388.6,3386.96,3365.83,501.29564002 +2018-12-13 16:00:00,3376.54,3404.0,3395.9,3388.75,354.9283369 +2018-12-13 15:00:00,3377.0,3406.06,3381.28,3395.9,315.91844707 +2018-12-13 14:00:00,3380.0,3399.43,3395.0,3381.28,231.48935851 +2018-12-13 13:00:00,3388.28,3412.95,3407.49,3395.0,306.06925434 +2018-12-13 12:00:00,3357.49,3409.0,3361.28,3407.5,404.90939876 +2018-12-13 11:00:00,3354.88,3387.5,3386.07,3361.28,250.65453311 +2018-12-13 10:00:00,3377.9,3387.5,3385.16,3386.07,124.84027035 +2018-12-13 09:00:00,3369.99,3405.1,3370.0,3385.16,549.95184224 +2018-12-13 08:00:00,3356.32,3375.39,3375.39,3370.0,135.54021371 +2018-12-13 07:00:00,3355.5,3375.4,3362.02,3375.39,129.40913441 +2018-12-13 06:00:00,3355.0,3369.82,3369.77,3362.02,223.24589202 +2018-12-13 05:00:00,3335.0,3372.94,3365.43,3369.19,564.11004687 +2018-12-13 04:00:00,3361.75,3384.96,3384.95,3365.43,395.28179934 +2018-12-13 03:00:00,3375.59,3384.96,3383.03,3384.96,262.97669517 +2018-12-13 02:00:00,3372.92,3391.1,3380.0,3383.02,404.27565488 +2018-12-13 01:00:00,3371.0,3422.0,3421.38,3379.99,795.2902061 +2018-12-13 00:00:00,3416.0,3439.63,3430.24,3421.38,419.66776221 +2018-12-12 23:00:00,3407.0,3437.01,3413.89,3430.24,411.62670121 +2018-12-12 22:00:00,3406.98,3443.71,3440.0,3413.99,518.94879453 +2018-12-12 21:00:00,3435.21,3459.02,3437.04,3440.01,521.38921103 +2018-12-12 20:00:00,3430.65,3441.57,3432.47,3437.05,376.83487832 +2018-12-12 19:00:00,3429.78,3449.0,3449.0,3432.47,427.35901183 +2018-12-12 18:00:00,3427.79,3449.99,3439.36,3449.0,410.63242028 +2018-12-12 17:00:00,3419.66,3448.82,3440.66,3439.37,464.20782719 +2018-12-12 16:00:00,3438.53,3486.16,3449.7,3440.66,862.85945278 +2018-12-12 15:00:00,3381.4,3482.98,3396.93,3449.7,1258.21854812 +2018-12-12 14:00:00,3395.19,3418.8,3401.3,3396.93,414.45956392 +2018-12-12 13:00:00,3391.01,3414.0,3398.7,3401.29,249.50983293 +2018-12-12 12:00:00,3393.41,3419.35,3416.01,3398.7,417.59531352 +2018-12-12 11:00:00,3415.29,3450.0,3415.3,3416.01,579.24009641 +2018-12-12 10:00:00,3380.0,3422.0,3381.01,3415.3,449.64045269 +2018-12-12 09:00:00,3370.75,3391.19,3374.95,3381.01,144.84881236 +2018-12-12 08:00:00,3368.28,3383.72,3377.36,3374.02,153.58346546 +2018-12-12 07:00:00,3362.0,3391.84,3362.0,3377.26,459.4493519 +2018-12-12 06:00:00,3344.1,3375.0,3349.98,3362.0,364.90623775 +2018-12-12 05:00:00,3339.62,3361.29,3341.99,3349.98,373.73924502 +2018-12-12 04:00:00,3333.14,3342.0,3338.94,3342.0,287.38545658 +2018-12-12 03:00:00,3337.02,3350.0,3344.85,3338.94,285.29788606 +2018-12-12 02:00:00,3334.01,3352.27,3334.13,3344.85,326.45741772 +2018-12-12 01:00:00,3325.58,3339.92,3336.21,3334.13,258.70145087 +2018-12-12 00:00:00,3328.01,3350.27,3350.27,3336.44,507.29650468 +2018-12-11 23:00:00,3337.91,3374.0,3364.88,3349.36,458.58955118 +2018-12-11 22:00:00,3359.0,3378.9,3372.56,3364.88,275.5721901 +2018-12-11 21:00:00,3345.7,3391.67,3345.71,3372.55,769.57657026 +2018-12-11 20:00:00,3329.21,3345.71,3330.52,3345.71,520.85899054 +2018-12-11 19:00:00,3326.0,3345.02,3345.02,3331.71,391.64016887 +2018-12-11 18:00:00,3331.04,3351.19,3348.68,3345.02,806.72749052 +2018-12-11 17:00:00,3325.0,3362.95,3334.7,3348.69,491.92416215 +2018-12-11 16:00:00,3293.49,3339.0,3325.9,3334.7,707.32602045 +2018-12-11 15:00:00,3321.1,3343.8,3328.61,3326.29,400.83193265 +2018-12-11 14:00:00,3308.91,3348.52,3347.01,3327.99,740.81732896 +2018-12-11 13:00:00,3328.41,3353.13,3337.29,3347.01,321.48981554 +2018-12-11 12:00:00,3327.0,3347.02,3343.91,3334.85,257.33462035 +2018-12-11 11:00:00,3326.91,3359.97,3339.18,3343.9,514.16582664 +2018-12-11 10:00:00,3328.51,3397.21,3390.91,3339.21,821.2612336 +2018-12-11 09:00:00,3388.0,3415.0,3405.8,3390.18,142.92064455 +2018-12-11 08:00:00,3385.01,3407.99,3396.83,3405.8,177.44019561 +2018-12-11 07:00:00,3372.08,3403.78,3403.78,3396.83,264.58750867 +2018-12-11 06:00:00,3395.23,3424.92,3413.97,3403.78,368.21457609 +2018-12-11 05:00:00,3390.44,3417.0,3390.45,3413.34,393.10869365 +2018-12-11 04:00:00,3383.59,3419.0,3384.63,3390.44,607.19292758 +2018-12-11 03:00:00,3378.0,3387.94,3384.98,3384.63,279.30814812 +2018-12-11 02:00:00,3376.0,3389.0,3384.76,3384.99,354.73648737 +2018-12-11 01:00:00,3371.0,3396.45,3393.69,3384.76,500.73387679 +2018-12-11 00:00:00,3382.19,3410.15,3410.15,3393.7,524.62232097 +2018-12-10 23:00:00,3409.0,3422.09,3420.01,3410.15,423.45768819 +2018-12-10 22:00:00,3382.0,3420.21,3400.01,3420.01,465.09817256 +2018-12-10 21:00:00,3386.48,3423.46,3390.96,3401.13,618.09972392 +2018-12-10 20:00:00,3360.17,3419.41,3378.95,3390.96,959.6331807 +2018-12-10 19:00:00,3354.97,3418.72,3402.42,3378.96,1287.0587499 +2018-12-10 18:00:00,3392.38,3430.0,3420.89,3403.44,594.21560009 +2018-12-10 17:00:00,3406.01,3448.09,3442.91,3420.89,750.14647622 +2018-12-10 16:00:00,3377.0,3523.25,3412.01,3442.91,2212.00417616 +2018-12-10 15:00:00,3396.52,3455.01,3455.0,3412.01,1441.99930692 +2018-12-10 14:00:00,3447.0,3491.01,3491.0,3455.01,521.94682265 +2018-12-10 13:00:00,3472.85,3495.0,3472.86,3491.0,237.86674751 +2018-12-10 12:00:00,3462.54,3494.99,3494.99,3472.86,243.6481394 +2018-12-10 11:00:00,3488.44,3517.67,3488.44,3494.98,174.36413233 +2018-12-10 10:00:00,3476.01,3498.94,3489.35,3489.99,227.63429251 +2018-12-10 09:00:00,3441.16,3489.5,3474.31,3489.5,452.54771579 +2018-12-10 08:00:00,3470.0,3493.28,3485.9,3474.31,119.52767932 +2018-12-10 07:00:00,3462.0,3500.0,3479.26,3485.9,166.89004214 +2018-12-10 06:00:00,3455.17,3531.0,3528.97,3479.26,700.53041366 +2018-12-10 05:00:00,3525.0,3544.18,3528.3,3528.97,259.37647004 +2018-12-10 04:00:00,3517.7,3537.27,3537.27,3528.3,225.26650926 +2018-12-10 03:00:00,3514.11,3549.85,3535.17,3537.26,368.23848521 +2018-12-10 02:00:00,3525.68,3569.44,3556.53,3535.17,297.27868198 +2018-12-10 01:00:00,3555.43,3590.71,3556.28,3558.56,411.35801863 +2018-12-10 00:00:00,3531.17,3573.99,3531.18,3557.9,355.7248307 +2018-12-09 23:00:00,3509.11,3555.0,3513.72,3531.18,638.36647682 +2018-12-09 22:00:00,3507.69,3548.12,3524.14,3513.72,529.63294468 +2018-12-09 21:00:00,3518.6,3584.84,3580.75,3524.14,657.12096656 +2018-12-09 20:00:00,3561.05,3588.0,3570.18,3580.75,570.03105291 +2018-12-09 19:00:00,3542.0,3584.0,3570.9,3570.18,660.59730779 +2018-12-09 18:00:00,3556.39,3592.0,3556.4,3570.77,493.95926127 +2018-12-09 17:00:00,3550.55,3642.51,3587.25,3556.4,1482.02043083 +2018-12-09 16:00:00,3539.1,3603.6,3558.85,3588.43,1404.04383632 +2018-12-09 15:00:00,3488.41,3578.79,3494.02,3559.4,1009.14479396 +2018-12-09 14:00:00,3474.0,3535.0,3474.01,3494.02,873.49802256 +2018-12-09 13:00:00,3418.0,3495.0,3421.57,3471.0,495.71453424 +2018-12-09 12:00:00,3419.05,3440.73,3419.99,3421.57,120.92438102 +2018-12-09 11:00:00,3376.0,3450.0,3387.6,3419.99,286.23160363 +2018-12-09 10:00:00,3367.79,3400.32,3398.07,3387.59,259.03279547 +2018-12-09 09:00:00,3398.07,3418.97,3405.29,3398.08,136.8023785 +2018-12-09 08:00:00,3399.72,3414.0,3404.31,3405.29,86.43462244 +2018-12-09 07:00:00,3399.95,3434.0,3422.84,3404.31,203.43079067 +2018-12-09 06:00:00,3390.87,3425.0,3402.46,3424.59,179.49253937 +2018-12-09 05:00:00,3394.58,3410.0,3407.0,3402.47,162.10320472 +2018-12-09 04:00:00,3396.7,3412.83,3401.83,3407.0,157.72739289 +2018-12-09 03:00:00,3393.28,3425.04,3415.19,3401.83,335.54473595 +2018-12-09 02:00:00,3399.38,3425.0,3406.89,3415.2,305.64587749 +2018-12-09 01:00:00,3391.31,3425.42,3397.04,3406.89,389.7134749 +2018-12-09 00:00:00,3382.17,3423.59,3401.0,3397.05,320.91188079 +2018-12-08 23:00:00,3380.0,3449.0,3441.2,3401.0,994.37762353 +2018-12-08 22:00:00,3256.97,3449.0,3274.55,3438.81,1225.8311885 +2018-12-08 21:00:00,3253.66,3348.73,3328.39,3274.56,950.13041749 +2018-12-08 20:00:00,3320.02,3353.97,3353.97,3328.39,500.88323989 +2018-12-08 19:00:00,3333.81,3410.0,3380.03,3353.97,685.53795452 +2018-12-08 18:00:00,3353.76,3386.36,3357.87,3380.84,554.77066424 +2018-12-08 17:00:00,3342.34,3375.81,3360.01,3357.61,367.43235571 +2018-12-08 16:00:00,3353.05,3397.0,3353.05,3360.0,471.72129557 +2018-12-08 15:00:00,3323.2,3393.21,3332.01,3353.05,492.46073235 +2018-12-08 14:00:00,3310.0,3349.99,3325.0,3332.01,543.48902748 +2019-01-02 13:00:00,3812.82,3853.0,3814.71,3841.89,516.18321353 +2019-01-02 12:00:00,3798.46,3815.5,3808.51,3814.71,168.6544721 +2019-01-02 11:00:00,3801.01,3830.02,3804.0,3808.51,265.27283767 +2019-01-02 10:00:00,3789.96,3810.0,3793.77,3804.0,211.08947915 +2019-01-02 09:00:00,3789.0,3802.06,3802.06,3793.77,194.73844647 +2019-01-02 08:00:00,3789.9,3809.99,3794.99,3802.06,203.13712038 +2019-01-02 07:00:00,3778.02,3797.46,3778.03,3794.99,366.3644361 +2019-01-02 06:00:00,3770.07,3800.0,3800.0,3778.02,303.02713499 +2019-01-02 05:00:00,3796.0,3801.2,3800.01,3800.01,99.11809415 +2019-01-02 04:00:00,3790.29,3804.96,3801.36,3800.01,214.29014858 +2019-01-02 03:00:00,3799.75,3809.99,3801.0,3801.37,232.7002425 +2019-01-02 02:00:00,3791.95,3806.0,3793.0,3801.0,247.01665717 +2019-01-02 01:00:00,3790.85,3806.0,3801.9,3793.0,295.69043256 +2019-01-02 00:00:00,3790.6,3838.3,3826.1,3801.9,622.87227874 +2019-01-01 23:00:00,3716.08,3841.17,3719.98,3826.1,1936.87567061 +2019-01-01 22:00:00,3712.57,3724.0,3722.61,3719.99,222.0432483 +2019-01-01 21:00:00,3715.0,3737.09,3724.04,3722.51,395.03083539 +2019-01-01 20:00:00,3699.0,3736.0,3699.0,3724.04,630.30130586 +2019-01-01 19:00:00,3664.3,3699.0,3664.31,3699.0,266.79769725 +2019-01-01 18:00:00,3651.02,3690.06,3690.05,3664.31,582.53149289 +2019-01-01 17:00:00,3680.0,3702.4,3694.52,3690.06,640.79141388 +2019-01-01 16:00:00,3677.04,3695.0,3679.07,3694.52,193.14211873 +2019-01-01 15:00:00,3671.36,3697.21,3695.88,3679.07,697.04778084 +2019-01-01 14:00:00,3690.0,3718.33,3718.32,3695.89,661.13982417 +2019-01-01 13:00:00,3709.85,3745.0,3715.67,3718.33,254.563707 +2019-01-01 12:00:00,3699.0,3716.05,3702.55,3715.67,75.4123668 +2019-01-01 11:00:00,3702.0,3716.02,3707.36,3702.55,94.30770964 +2019-01-01 10:00:00,3689.39,3707.97,3693.25,3707.36,60.18056211 +2019-01-01 09:00:00,3690.0,3713.44,3712.71,3695.08,169.97933335 +2019-01-01 08:00:00,3700.94,3725.0,3701.9,3713.45,174.81982495 +2019-01-01 07:00:00,3691.35,3715.0,3691.35,3701.91,419.35864295 +2019-01-01 06:00:00,3689.0,3694.98,3690.0,3691.35,406.80706602 +2019-01-01 05:00:00,3681.8,3690.0,3681.81,3690.0,256.47906156 +2019-01-01 04:00:00,3678.25,3700.0,3681.03,3681.8,526.4253233 +2019-01-01 03:00:00,3673.99,3684.0,3674.0,3682.0,410.51930267 +2019-01-01 02:00:00,3666.3,3679.0,3676.66,3674.0,423.75196336 +2019-01-01 01:00:00,3666.4,3693.67,3691.89,3676.66,734.83960847 +2019-01-01 00:00:00,3680.63,3701.73,3691.87,3691.89,579.73912815 +2018-12-31 23:00:00,3670.43,3698.34,3676.68,3691.86,673.6244185 +2018-12-31 22:00:00,3661.13,3680.0,3670.01,3676.68,659.08604254 +2018-12-31 21:00:00,3663.28,3681.99,3678.7,3670.64,647.72057295 +2018-12-31 20:00:00,3662.05,3691.4,3691.4,3679.42,771.1486722 +2018-12-31 19:00:00,3625.0,3750.0,3750.0,3691.4,1533.31755287 +2018-12-31 18:00:00,3743.25,3755.76,3746.31,3750.0,509.63075786 +2018-12-31 17:00:00,3729.18,3756.0,3754.18,3746.32,651.01858279 +2018-12-31 16:00:00,3742.57,3788.23,3769.96,3754.18,728.77058372 +2018-12-31 15:00:00,3733.0,3797.48,3783.53,3769.98,999.09050333 +2018-12-31 14:00:00,3750.0,3790.61,3751.37,3781.85,659.92395252 +2018-12-31 13:00:00,3748.56,3763.31,3756.44,3751.37,238.73312505 +2018-12-31 12:00:00,3736.14,3757.48,3741.74,3756.44,203.25840145 +2018-12-31 11:00:00,3704.0,3799.27,3799.26,3743.0,1297.5891044 +2018-12-31 10:00:00,3795.0,3802.66,3800.01,3799.27,97.91700267 +2018-12-31 09:00:00,3780.0,3815.0,3782.55,3800.0,278.00245256 +2018-12-31 08:00:00,3772.05,3782.68,3782.02,3782.54,125.38906487 +2018-12-31 07:00:00,3782.02,3788.94,3782.92,3782.03,197.35333476 +2018-12-31 06:00:00,3778.1,3783.0,3780.62,3782.92,218.1211913 +2018-12-31 05:00:00,3772.96,3787.72,3787.72,3780.62,437.92524047 +2018-12-31 04:00:00,3781.45,3790.0,3784.02,3787.71,278.75944095 +2018-12-31 03:00:00,3770.4,3787.49,3770.41,3784.02,309.98238063 +2018-12-31 02:00:00,3760.0,3793.96,3792.96,3770.41,465.29946239 +2018-12-31 01:00:00,3781.0,3823.59,3823.0,3792.96,575.17070589 +2018-12-31 00:00:00,3813.07,3835.4,3829.0,3823.0,243.11007889 +2018-12-30 23:00:00,3810.0,3844.26,3820.0,3829.0,503.85413597 +2018-12-30 22:00:00,3810.02,3825.0,3820.0,3820.0,351.9668588 +2018-12-30 21:00:00,3790.91,3859.57,3815.33,3820.0,652.56724755 +2018-12-30 20:00:00,3784.28,3825.1,3804.01,3815.45,832.65172723 +2018-12-30 19:00:00,3760.54,3831.71,3813.14,3804.01,1144.21892962 +2018-12-30 18:00:00,3803.66,3819.99,3818.16,3813.61,216.81853053 +2018-12-30 17:00:00,3802.46,3819.99,3804.63,3818.16,295.99400052 +2018-12-30 16:00:00,3794.41,3808.59,3802.23,3804.63,300.8199137 +2018-12-30 15:00:00,3792.44,3832.96,3809.86,3802.24,314.7959597 +2018-12-30 14:00:00,3775.37,3811.0,3796.0,3810.38,159.94864425 +2018-12-30 13:00:00,3789.02,3819.7,3801.14,3795.98,258.88183536 +2018-12-30 12:00:00,3737.9,3863.06,3823.76,3801.13,416.45843483 +2018-12-30 11:00:00,3819.71,3848.93,3845.0,3823.75,138.42647174 +2018-12-30 10:00:00,3823.3,3845.0,3839.53,3845.0,116.98636439 +2018-12-30 09:00:00,3776.99,3858.07,3797.27,3839.53,396.25772114 +2018-12-30 08:00:00,3753.42,3804.18,3754.77,3797.27,249.69123886 +2018-12-30 07:00:00,3752.0,3762.75,3757.78,3754.57,115.23151404 +2018-12-30 06:00:00,3753.6,3766.4,3759.95,3758.0,118.71866302 +2018-12-30 05:00:00,3749.0,3767.79,3767.6,3759.95,334.60477761 +2018-12-30 04:00:00,3735.74,3767.6,3736.16,3767.59,174.93162295 +2018-12-30 03:00:00,3733.6,3741.29,3739.24,3736.16,146.77407335 +2018-12-30 02:00:00,3734.34,3745.0,3736.0,3739.25,239.44647624 +2018-12-30 01:00:00,3722.11,3742.3,3727.0,3736.0,368.74996944 +2018-12-30 00:00:00,3691.01,3758.0,3729.31,3727.05,877.04340452 +2018-12-29 23:00:00,3706.0,3944.33,3896.0,3729.31,2317.59008506 +2018-12-29 22:00:00,3892.21,3914.04,3909.83,3896.01,391.25285367 +2018-12-29 21:00:00,3855.92,3931.76,3855.92,3909.83,911.76707039 +2018-12-29 20:00:00,3840.02,3873.71,3840.03,3855.92,579.8951723 +2018-12-29 19:00:00,3827.57,3841.96,3837.91,3840.03,230.44767701 +2018-12-29 18:00:00,3825.0,3843.52,3843.08,3837.91,395.76102974 +2018-12-29 17:00:00,3819.0,3845.43,3835.4,3843.08,391.20243393 +2018-12-29 16:00:00,3813.13,3869.56,3869.56,3835.4,479.60647989 +2018-12-29 15:00:00,3857.08,3882.19,3868.01,3869.56,355.01747839 +2018-12-29 14:00:00,3852.17,3889.07,3880.44,3868.0,328.88246779 +2018-12-29 13:00:00,3867.61,3889.32,3874.51,3880.44,142.39260285 +2018-12-29 12:00:00,3853.08,3888.49,3865.24,3874.51,123.69934013 +2018-12-29 11:00:00,3841.63,3880.1,3852.35,3865.24,189.31528102 +2018-12-29 10:00:00,3840.04,3892.45,3892.45,3852.4,298.00168879 +2018-12-29 09:00:00,3870.93,3937.67,3903.72,3892.45,269.42611523 +2018-12-29 08:00:00,3894.81,3908.69,3908.69,3903.72,116.16344277 +2018-12-29 07:00:00,3881.83,3918.17,3890.15,3908.69,316.89730526 +2018-12-29 06:00:00,3875.0,3892.95,3880.18,3890.16,142.51229312 +2018-12-29 05:00:00,3879.03,3890.27,3890.01,3880.2,284.03297821 +2018-12-29 04:00:00,3869.0,3894.38,3886.45,3890.01,279.6025302 +2018-12-29 03:00:00,3877.01,3894.06,3883.01,3886.45,205.95110773 +2018-12-29 02:00:00,3872.0,3896.85,3896.3,3883.01,266.6352264 +2018-12-29 01:00:00,3888.0,3909.61,3898.28,3896.33,328.45951378 +2018-12-29 00:00:00,3887.58,3919.5,3887.58,3899.0,436.5061482 +2018-12-28 23:00:00,3852.55,3890.0,3873.22,3888.06,424.64771123 +2018-12-28 22:00:00,3873.22,3899.71,3891.87,3873.22,603.08603577 +2018-12-28 21:00:00,3890.0,3925.0,3904.83,3891.85,838.87188049 +2018-12-28 20:00:00,3871.01,3911.86,3884.71,3904.83,769.58475884 +2018-12-28 19:00:00,3863.0,3971.58,3866.67,3884.71,2476.35375789 +2018-12-28 18:00:00,3843.05,3869.99,3854.01,3866.18,1098.8506057 +2018-12-28 17:00:00,3834.27,3868.4,3856.12,3854.01,890.07480768 +2018-12-28 16:00:00,3824.65,3899.99,3824.65,3856.12,1829.09351109 +2018-12-28 15:00:00,3612.13,3860.96,3613.02,3824.65,3437.80226752 +2018-12-28 14:00:00,3605.0,3614.66,3609.29,3613.02,278.10426716 +2018-12-28 13:00:00,3602.0,3615.0,3612.0,3610.19,322.86615162 +2018-12-28 12:00:00,3603.79,3638.95,3638.74,3612.0,318.71100903 +2018-12-28 11:00:00,3614.99,3638.74,3615.0,3638.74,297.94680787 +2018-12-28 10:00:00,3610.34,3622.76,3622.76,3615.0,102.80917035 +2018-12-28 09:00:00,3604.77,3633.46,3619.91,3622.76,385.03536209 +2018-12-28 08:00:00,3600.01,3619.94,3604.72,3619.94,122.33282058 +2018-12-28 07:00:00,3592.33,3616.0,3594.46,3604.71,378.28459182 +2018-12-28 06:00:00,3576.12,3600.66,3596.93,3594.62,251.84648772 +2018-12-28 05:00:00,3592.3,3603.45,3593.56,3596.93,214.28062945 +2018-12-28 04:00:00,3590.0,3599.0,3598.25,3593.99,245.6874437 +2018-12-28 03:00:00,3595.0,3607.99,3605.0,3597.5,277.28633309 +2018-12-28 02:00:00,3592.18,3606.86,3593.35,3605.0,300.63773927 +2018-12-28 01:00:00,3591.02,3609.92,3607.01,3594.16,312.11016105 +2018-12-28 00:00:00,3586.18,3617.02,3589.89,3607.01,600.36136205 +2018-12-27 23:00:00,3567.0,3593.58,3589.79,3589.89,481.42738302 +2018-12-27 22:00:00,3575.0,3594.0,3586.5,3589.2,418.5634532 +2018-12-27 21:00:00,3570.3,3604.49,3578.96,3586.5,740.98597355 +2018-12-27 20:00:00,3569.01,3612.0,3608.03,3578.94,1036.931324 +2018-12-27 19:00:00,3588.0,3736.52,3736.51,3608.29,2919.9392145 +2018-12-27 18:00:00,3727.05,3750.82,3748.09,3736.52,692.29420258 +2018-12-27 17:00:00,3740.0,3751.48,3749.0,3749.3,546.05678972 +2018-12-27 16:00:00,3741.19,3768.69,3742.05,3749.0,739.99605253 +2018-12-27 15:00:00,3723.35,3750.58,3748.03,3741.31,543.91139938 +2018-12-27 14:00:00,3734.0,3756.67,3755.03,3748.03,460.68940076 +2018-12-27 13:00:00,3742.51,3773.99,3746.71,3755.02,398.15213622 +2018-12-27 12:00:00,3740.0,3754.68,3745.65,3746.72,161.64790265 +2018-12-27 11:00:00,3714.31,3752.0,3726.12,3745.65,207.67275149 +2018-12-27 10:00:00,3726.12,3766.11,3745.8,3726.12,383.83853727 +2018-12-27 09:00:00,3725.93,3756.07,3730.17,3745.8,91.89166978 +2018-12-27 08:00:00,3727.03,3759.99,3744.55,3730.17,221.97325096 +2018-12-27 07:00:00,3727.25,3750.89,3740.89,3744.56,131.61637132 +2018-12-27 06:00:00,3725.64,3745.0,3725.64,3740.88,150.28969965 +2018-12-27 05:00:00,3700.0,3748.3,3747.0,3725.64,774.24696299 +2018-12-27 04:00:00,3740.0,3755.03,3740.01,3746.98,243.46518622 +2018-12-27 03:00:00,3734.0,3763.86,3763.86,3740.01,334.71514211 +2018-12-27 02:00:00,3728.0,3764.0,3761.23,3763.86,607.33047488 +2018-12-27 01:00:00,3760.51,3841.21,3809.01,3761.23,811.95572078 +2018-12-27 00:00:00,3784.01,3810.0,3809.88,3809.01,333.64445452 +2018-12-26 23:00:00,3792.64,3827.0,3814.51,3809.88,348.10548973 +2018-12-26 22:00:00,3769.68,3829.91,3774.2,3814.61,573.89715928 +2018-12-26 21:00:00,3745.0,3780.0,3765.68,3774.2,462.2808511 +2018-12-26 20:00:00,3762.57,3809.05,3797.74,3767.57,344.35471264 +2018-12-26 19:00:00,3755.0,3818.34,3755.0,3799.94,925.24115472 +2018-12-26 18:00:00,3741.71,3763.0,3762.99,3755.0,274.56799534 +2018-12-26 17:00:00,3738.01,3765.0,3754.64,3763.0,451.91545827 +2018-12-26 16:00:00,3719.19,3768.08,3737.45,3752.92,781.25047949 +2018-12-26 15:00:00,3700.25,3753.0,3711.5,3736.94,727.01218556 +2018-12-26 14:00:00,3685.02,3767.91,3767.91,3713.38,1277.59584567 +2018-12-26 13:00:00,3758.99,3784.08,3764.77,3769.1,198.09758745 +2018-12-26 12:00:00,3743.31,3769.77,3751.69,3764.78,129.76068311 +2018-12-26 11:00:00,3741.59,3759.0,3752.03,3751.07,84.83997054 +2018-12-26 10:00:00,3725.0,3754.05,3734.08,3752.03,144.79409675 +2018-12-26 09:00:00,3727.2,3764.68,3756.01,3734.09,138.70260487 +2018-12-26 08:00:00,3738.43,3780.0,3779.99,3755.91,254.29005693 +2018-12-26 07:00:00,3753.62,3801.68,3801.5,3779.99,376.91112375 +2018-12-26 06:00:00,3780.01,3837.45,3831.99,3802.49,446.45427467 +2018-12-26 05:00:00,3818.08,3837.45,3824.01,3830.73,213.46652156 +2018-12-26 04:00:00,3817.1,3838.81,3837.01,3824.0,243.13631443 +2018-12-26 03:00:00,3831.0,3842.94,3831.01,3837.01,267.36945451 +2018-12-26 01:00:00,3773.0,3849.2,3773.01,3831.13,484.58720558 +2018-12-26 00:00:00,3756.0,3784.99,3780.0,3773.01,260.99433132 +2018-12-25 23:00:00,3735.0,3781.5,3767.5,3780.0,665.66188524 +2018-12-25 22:00:00,3765.29,3815.0,3788.97,3767.49,379.96641943 +2018-12-25 21:00:00,3766.44,3792.82,3779.21,3788.97,341.69318525 +2018-12-25 20:00:00,3743.45,3814.49,3743.45,3779.21,819.49990635 +2018-12-25 19:00:00,3724.78,3756.0,3736.0,3743.46,482.00048992 +2018-12-25 18:00:00,3692.11,3742.48,3704.99,3736.0,387.35057918 +2018-12-25 17:00:00,3688.01,3742.69,3742.69,3705.0,689.75356098 +2018-12-25 16:00:00,3724.68,3760.0,3726.84,3742.69,264.08249686 +2018-12-25 15:00:00,3675.86,3760.0,3747.59,3726.84,1065.47862374 +2018-12-25 14:00:00,3725.53,3770.0,3758.09,3746.49,272.22115287 +2018-12-25 13:00:00,3751.43,3788.96,3775.01,3757.03,266.40879197 +2018-12-25 12:00:00,3738.1,3780.0,3759.0,3775.01,132.9662811 +2018-12-25 11:00:00,3709.0,3780.0,3751.39,3763.13,365.50405527 +2018-12-25 10:00:00,3745.0,3790.64,3784.05,3750.01,166.03742355 +2018-12-25 09:00:00,3743.02,3790.59,3748.16,3783.58,211.5292914 +2018-12-25 08:00:00,3736.6,3780.71,3766.35,3750.2,206.6139163 +2018-12-25 07:00:00,3766.0,3816.86,3780.0,3766.35,279.69090488 +2018-12-25 06:00:00,3756.11,3798.78,3791.14,3779.48,241.24419751 +2018-12-25 05:00:00,3766.11,3799.53,3766.11,3791.66,456.54498981 +2018-12-25 04:00:00,3731.04,3767.0,3734.36,3766.14,453.87681814 +2018-12-25 03:00:00,3703.0,3835.0,3824.29,3732.24,1408.37280052 +2018-12-25 02:00:00,3790.29,3849.99,3823.45,3824.27,716.95238712 +2018-12-25 01:00:00,3810.0,3839.95,3820.0,3824.45,558.85586403 +2018-12-25 00:00:00,3786.52,4045.41,4034.0,3820.0,3039.44844995 +2018-12-24 23:00:00,4025.0,4065.0,4057.77,4034.0,421.14302188 +2018-12-24 22:00:00,4049.0,4075.53,4063.0,4057.78,468.10603266 +2018-12-24 21:00:00,4022.39,4069.67,4028.01,4062.99,633.10237099 +2018-12-24 20:00:00,4016.4,4046.0,4028.96,4028.98,431.67523769 +2018-12-24 19:00:00,3981.01,4057.46,4057.46,4028.95,1196.11623388 +2018-12-24 18:00:00,4041.45,4089.0,4080.0,4056.0,934.32090729 +2018-12-24 17:00:00,4072.04,4099.0,4085.01,4080.0,922.74931071 +2018-12-24 16:00:00,4023.1,4090.85,4060.3,4085.01,1290.2129006 +2018-12-24 15:00:00,4055.0,4239.37,4205.0,4060.3,1819.18817789 +2018-12-24 14:00:00,4132.0,4219.63,4151.29,4205.0,864.70649689 +2018-12-24 13:00:00,4119.45,4159.79,4119.45,4151.28,381.65033281 +2018-12-24 12:00:00,4115.0,4137.5,4135.64,4119.44,294.8579375 +2018-12-24 11:00:00,4120.05,4147.44,4125.86,4136.37,205.30080598 +2018-12-24 10:00:00,4102.93,4203.78,4198.51,4125.87,783.43606704 +2018-12-24 09:00:00,4179.34,4213.12,4196.87,4198.6,437.88640234 +2018-12-24 08:00:00,4187.2,4213.96,4190.3,4197.76,674.67050131 +2018-12-24 07:00:00,4184.0,4206.32,4189.26,4190.3,258.29151513 +2018-12-24 06:00:00,4163.0,4228.89,4211.0,4189.26,857.33351739 +2018-12-24 05:00:00,4170.79,4236.32,4170.8,4211.01,984.34931928 +2018-12-24 04:00:00,4159.71,4175.01,4174.88,4170.8,353.6041168 +2018-12-24 03:00:00,4160.28,4188.45,4167.01,4174.23,536.27052872 +2018-12-24 02:00:00,4157.28,4197.0,4185.0,4167.87,775.44804449 +2018-12-24 01:00:00,4151.0,4203.91,4183.16,4185.01,1198.08519677 +2018-12-24 00:00:00,3944.92,4215.0,3944.92,4183.15,2991.13691665 +2018-12-23 23:00:00,3928.14,3954.6,3948.51,3944.93,331.91645389 +2018-12-23 22:00:00,3903.6,3951.27,3951.27,3949.98,598.69914939 +2018-12-23 21:00:00,3945.08,3974.0,3960.0,3951.27,255.96641189 +2018-12-23 20:00:00,3930.0,3960.01,3957.77,3960.01,482.39597312 +2018-12-23 19:00:00,3950.0,3982.0,3981.99,3957.75,268.03183519 +2018-12-23 18:00:00,3950.5,3995.33,3961.96,3981.98,378.06440652 +2018-12-23 17:00:00,3936.13,3967.24,3959.39,3961.97,329.8242831 +2018-12-23 16:00:00,3914.86,3970.0,3929.62,3959.39,779.17674561 +2018-12-23 15:00:00,3908.94,3970.0,3969.99,3929.64,670.81754331 +2018-12-23 14:00:00,3969.99,4014.12,4014.12,3969.99,304.67794112 +2018-12-23 13:00:00,4005.3,4024.0,4007.99,4013.96,134.61065744 +2018-12-23 12:00:00,4000.0,4032.0,4016.14,4007.99,254.5892225 +2018-12-23 11:00:00,4010.49,4035.0,4032.93,4016.14,140.33751407 +2018-12-23 10:00:00,3970.65,4050.0,3989.99,4033.18,299.3694535 +2018-12-23 09:00:00,3977.4,4000.0,3983.14,3990.0,136.83300776 +2018-12-23 08:00:00,3973.03,3990.0,3975.49,3983.15,204.3109474 +2018-12-23 07:00:00,3954.95,3994.91,3994.91,3975.5,316.60634853 +2018-12-23 06:00:00,3991.4,4010.0,4004.89,3994.91,194.86376067 +2018-12-23 05:00:00,3982.0,4017.49,3997.01,4004.88,343.16748627 +2018-12-23 04:00:00,3992.44,4025.73,4010.0,3997.0,448.0782174 +2018-12-23 03:00:00,3973.0,4035.32,3979.07,4010.01,773.61447756 +2018-12-23 02:00:00,3963.3,3996.41,3990.0,3979.88,391.71980931 +2018-12-23 01:00:00,3972.5,4022.37,3990.95,3990.0,1251.12776789 +2018-12-23 00:00:00,3960.0,4003.98,3981.24,3990.95,993.65769736 +2018-12-22 23:00:00,3865.0,4005.0,3865.01,3980.46,1959.92918897 +2018-12-22 22:00:00,3846.81,3882.63,3882.63,3865.01,452.69352911 +2018-12-22 21:00:00,3882.59,3910.0,3890.0,3884.0,413.29501505 +2018-12-22 20:00:00,3880.0,3918.78,3890.71,3890.0,442.05635239 +2018-12-22 19:00:00,3852.02,3900.04,3860.13,3890.71,502.90482792 +2018-12-22 18:00:00,3845.48,3880.59,3849.58,3860.13,269.45420964 +2018-12-22 17:00:00,3831.0,3854.96,3850.89,3850.3,353.81069093 +2018-12-22 16:00:00,3809.18,3884.9,3834.81,3850.05,749.71292177 +2018-12-22 15:00:00,3816.07,3845.0,3830.02,3834.81,311.75077993 +2018-12-22 14:00:00,3793.0,3835.0,3830.1,3832.97,284.23189483 +2018-12-22 13:00:00,3822.0,3850.2,3833.75,3830.11,239.62213719 +2018-12-22 12:00:00,3818.99,3892.41,3878.44,3832.16,431.73404883 +2018-12-22 11:00:00,3868.0,3904.98,3903.36,3878.44,177.33401462 +2018-12-22 10:00:00,3893.6,3926.48,3926.48,3903.99,247.82861028 +2018-12-22 09:00:00,3837.66,3927.76,3837.67,3925.79,511.77584203 +2018-12-22 08:00:00,3826.17,3855.98,3840.01,3837.67,149.42644952 +2018-12-22 07:00:00,3819.66,3847.95,3828.4,3840.01,237.21488915 +2018-12-22 06:00:00,3820.5,3841.0,3821.01,3829.27,178.08332062 +2018-12-22 05:00:00,3790.16,3823.15,3805.92,3821.01,288.43685445 +2018-12-22 04:00:00,3790.77,3834.26,3822.91,3805.92,386.27297798 +2018-12-22 03:00:00,3821.5,3842.45,3842.45,3823.43,190.45271666 +2018-12-22 02:00:00,3808.01,3842.83,3824.01,3842.5,356.43214914 +2018-12-22 01:00:00,3808.01,3838.71,3838.71,3824.01,432.06501084 +2018-12-22 00:00:00,3828.47,3862.0,3839.26,3838.71,336.24918412 +2018-12-21 23:00:00,3807.5,3855.0,3825.51,3839.06,428.55203107 +2018-12-21 22:00:00,3814.4,3861.13,3848.12,3825.51,653.09079588 +2018-12-21 21:00:00,3780.67,3866.0,3794.0,3848.12,857.09376397 +2018-12-21 20:00:00,3775.0,3833.93,3816.06,3794.0,1428.03986607 +2018-12-21 19:00:00,3795.0,3955.0,3938.16,3816.07,2013.03834836 +2018-12-21 18:00:00,3899.38,3950.0,3943.51,3938.16,1239.9373886 +2018-12-21 17:00:00,3927.91,3988.59,3942.22,3943.5,1080.15674547 +2018-12-21 16:00:00,3922.0,4000.0,3970.0,3940.01,1533.42789093 +2018-12-21 15:00:00,3958.69,4033.04,4029.27,3970.01,841.89428401 +2018-12-21 14:00:00,4006.66,4063.01,4038.48,4029.27,1142.32512229 +2018-12-21 13:00:00,4015.0,4076.88,4036.13,4038.49,584.22224447 +2018-12-21 12:00:00,3976.88,4098.54,4019.97,4036.13,757.07361463 +2018-12-21 11:00:00,3991.38,4040.25,4011.47,4019.97,442.49792652 +2018-12-21 10:00:00,3955.57,4021.21,3979.34,4011.5,355.18372659 +2018-12-21 09:00:00,3965.02,4039.91,4038.01,3979.33,647.05275139 +2018-12-21 08:00:00,4011.12,4070.0,4013.0,4038.01,732.41249618 +2018-12-21 07:00:00,3961.39,4013.0,4000.01,4013.0,441.40548658 +2018-12-21 06:00:00,3938.66,4022.13,3939.36,4000.01,552.31225495 +2018-12-21 05:00:00,3896.09,4028.95,4020.4,3942.06,1340.28668929 +2018-12-21 04:00:00,4002.97,4050.0,4047.0,4020.4,450.89352835 +2018-12-21 03:00:00,3980.0,4050.0,4039.45,4046.01,931.53559418 +2018-12-21 02:00:00,4001.0,4154.0,4131.99,4039.92,2087.46905289 +2019-01-15 01:00:00,3670.94,3684.38,3671.0,3672.59,359.18673671 +2019-01-15 00:00:00,3661.01,3676.5,3664.18,3671.0,361.73341689 +2019-01-14 23:00:00,3660.99,3676.75,3660.99,3664.19,527.96051628 +2019-01-14 22:00:00,3655.52,3671.06,3665.87,3661.0,229.88591814 +2019-01-14 21:00:00,3642.98,3671.92,3671.47,3665.87,668.89466076 +2019-01-14 20:00:00,3663.59,3711.11,3679.46,3671.48,1071.3007718 +2019-01-14 19:00:00,3673.0,3683.69,3676.49,3679.46,436.98783554 +2019-01-14 18:00:00,3667.22,3689.69,3671.51,3676.49,713.47117135 +2019-01-14 17:00:00,3662.36,3675.0,3662.5,3671.51,488.65537046 +2019-01-14 16:00:00,3656.32,3705.28,3669.64,3662.5,1181.50758565 +2019-01-14 15:00:00,3538.0,3686.52,3538.6,3669.65,2554.7430984 +2019-01-14 14:00:00,3530.0,3539.39,3536.88,3538.6,197.21823853 +2019-01-14 13:00:00,3534.19,3549.0,3539.49,3536.64,285.56939813 +2019-01-14 12:00:00,3523.79,3545.83,3524.0,3539.49,257.68247869 +2019-01-14 11:00:00,3522.5,3534.75,3529.01,3523.64,159.55409065 +2019-01-14 10:00:00,3523.01,3566.51,3538.18,3529.01,436.56367713 +2019-01-14 09:00:00,3532.02,3542.49,3538.54,3538.19,100.69333857 +2019-01-14 08:00:00,3532.2,3541.0,3536.37,3538.54,111.88583799 +2019-01-14 07:00:00,3536.26,3548.0,3541.69,3536.38,123.2915513 +2019-01-14 06:00:00,3534.5,3545.67,3534.51,3541.69,159.48698465 +2019-01-14 05:00:00,3527.92,3539.0,3531.0,3534.51,193.04917 +2019-01-14 04:00:00,3519.84,3531.0,3520.91,3531.0,254.74344782 +2019-01-14 03:00:00,3519.0,3522.26,3522.25,3520.91,223.5780294 +2019-01-14 02:00:00,3518.57,3525.0,3519.71,3522.25,292.63563978 +2019-01-14 01:00:00,3511.32,3524.48,3517.09,3519.72,275.98155159 +2019-01-14 00:00:00,3509.24,3517.2,3514.24,3516.71,296.09643487 +2019-01-13 23:00:00,3492.17,3514.24,3505.93,3514.24,453.42313815 +2019-01-13 22:00:00,3504.84,3516.76,3516.32,3505.94,289.12473703 +2019-01-13 21:00:00,3482.0,3530.6,3498.73,3516.65,799.25154303 +2019-01-13 20:00:00,3496.14,3509.26,3504.66,3498.74,399.33476548 +2019-01-13 19:00:00,3504.0,3513.82,3506.7,3504.66,514.14613494 +2019-01-13 18:00:00,3502.0,3522.0,3520.0,3506.7,278.88082496 +2019-01-13 17:00:00,3483.36,3524.18,3505.01,3520.0,536.98072076 +2019-01-13 16:00:00,3481.54,3614.91,3614.81,3505.91,2602.06153853 +2019-01-13 15:00:00,3607.61,3616.0,3612.24,3614.81,168.01185942 +2019-01-13 14:00:00,3610.0,3622.0,3622.0,3612.24,101.47133217 +2019-01-13 13:00:00,3615.16,3623.3,3618.69,3622.0,173.77313553 +2019-01-13 12:00:00,3592.92,3641.86,3618.05,3618.63,427.20892254 +2019-01-13 11:00:00,3613.65,3619.89,3618.07,3618.05,35.68570034 +2019-01-13 10:00:00,3613.06,3619.99,3618.21,3618.06,48.52902203 +2019-01-13 09:00:00,3604.04,3618.21,3610.95,3618.21,56.96283791 +2019-01-13 08:00:00,3610.5,3617.68,3612.5,3610.96,34.20737522 +2019-01-13 07:00:00,3610.51,3613.81,3612.02,3612.49,56.22691396 +2019-01-13 06:00:00,3609.52,3616.68,3616.0,3612.01,71.25434298 +2019-01-13 05:00:00,3615.0,3621.06,3621.06,3616.0,231.65838018 +2019-01-13 04:00:00,3614.61,3625.32,3624.0,3621.07,158.93019287 +2019-01-13 03:00:00,3617.6,3624.0,3618.07,3624.0,129.44403268 +2019-01-13 02:00:00,3602.35,3618.08,3603.58,3618.08,194.93069839 +2019-01-13 01:00:00,3601.0,3613.06,3609.61,3603.63,243.82286798 +2019-01-13 00:00:00,3608.14,3625.24,3619.38,3609.6,283.37973094 +2019-01-12 23:00:00,3600.91,3627.97,3626.88,3619.41,300.14865947 +2019-01-12 22:00:00,3624.73,3645.08,3627.19,3626.89,317.62369798 +2019-01-12 21:00:00,3625.6,3645.08,3633.74,3627.19,323.51682523 +2019-01-12 20:00:00,3624.72,3635.8,3629.77,3634.61,217.51291299 +2019-01-12 19:00:00,3625.5,3632.3,3629.49,3629.63,222.64638166 +2019-01-12 18:00:00,3626.96,3632.99,3626.96,3629.49,176.81371648 +2019-01-12 17:00:00,3611.71,3634.0,3624.0,3626.96,381.90625866 +2019-01-12 16:00:00,3621.41,3632.87,3630.18,3624.0,160.37422545 +2019-01-12 15:00:00,3620.28,3630.19,3629.61,3630.19,148.59648138 +2019-01-12 14:00:00,3623.23,3629.64,3623.82,3629.61,133.18758798 +2019-01-12 13:00:00,3613.03,3627.52,3623.61,3623.57,203.71402946 +2019-01-12 12:00:00,3557.29,3645.24,3615.53,3623.61,1045.8580157 +2019-01-12 11:00:00,3610.4,3620.37,3618.14,3615.53,141.6482933 +2019-01-12 10:00:00,3618.14,3622.42,3619.45,3618.14,61.18589616 +2019-01-12 09:00:00,3604.62,3621.55,3619.64,3619.45,225.14057383 +2019-01-12 08:00:00,3616.62,3624.91,3624.17,3619.64,72.1160859 +2019-01-12 07:00:00,3617.26,3624.2,3618.03,3624.18,82.3700945 +2019-01-12 06:00:00,3615.0,3638.26,3635.94,3617.73,234.17502593 +2019-01-12 05:00:00,3631.0,3637.33,3631.0,3635.95,113.85499253 +2019-01-12 04:00:00,3630.99,3642.19,3642.19,3631.0,205.16426616 +2019-01-12 03:00:00,3631.74,3642.76,3634.51,3642.0,221.95623949 +2019-01-12 02:00:00,3624.68,3635.0,3631.96,3634.51,182.40792585 +2019-01-12 01:00:00,3621.0,3637.66,3634.45,3631.96,276.38774118 +2019-01-12 00:00:00,3625.88,3649.18,3634.73,3634.45,345.29311021 +2019-01-11 23:00:00,3576.0,3652.0,3620.14,3635.69,1078.31596263 +2019-01-11 22:00:00,3615.01,3651.43,3649.79,3620.14,1306.00537701 +2019-01-11 21:00:00,3645.3,3699.99,3656.23,3649.79,1561.82387892 +2019-01-11 20:00:00,3647.2,3669.0,3651.31,3656.24,745.44259584 +2019-01-11 19:00:00,3650.94,3658.5,3654.95,3651.31,420.62638277 +2019-01-11 18:00:00,3646.0,3660.0,3653.01,3654.96,584.6312268 +2019-01-11 17:00:00,3646.46,3658.89,3648.3,3653.01,435.1928479 +2019-01-11 16:00:00,3635.14,3668.53,3635.14,3648.3,510.44556497 +2019-01-11 15:00:00,3636.08,3654.64,3644.01,3638.55,573.67233449 +2019-01-11 14:00:00,3617.93,3659.5,3618.52,3644.01,900.91123705 +2019-01-11 13:00:00,3617.42,3639.7,3633.39,3617.49,350.80698353 +2019-01-11 12:00:00,3615.68,3639.03,3639.01,3634.82,421.10842267 +2019-01-11 11:00:00,3626.93,3639.01,3629.53,3639.0,268.90305497 +2019-01-11 10:00:00,3610.71,3640.32,3636.65,3629.53,439.91300597 +2019-01-11 09:00:00,3634.5,3653.0,3644.98,3636.65,254.00831378 +2019-01-11 08:00:00,3636.73,3674.0,3642.75,3644.98,683.91396523 +2019-01-11 07:00:00,3620.38,3642.75,3627.71,3642.75,475.32567081 +2019-01-11 06:00:00,3614.5,3633.0,3617.39,3627.71,312.52124062 +2019-01-11 05:00:00,3605.66,3622.77,3608.99,3617.39,336.93895179 +2019-01-11 04:00:00,3586.61,3622.23,3622.0,3608.99,717.37790961 +2019-01-11 03:00:00,3619.6,3625.0,3620.13,3623.17,345.68741209 +2019-01-11 02:00:00,3620.12,3639.48,3635.55,3620.13,595.34172541 +2019-01-11 01:00:00,3632.0,3653.09,3646.28,3635.14,462.52007657 +2019-01-11 00:00:00,3605.1,3655.55,3626.12,3646.28,708.25452662 +2019-01-10 23:00:00,3620.2,3633.0,3627.72,3626.12,502.16187363 +2019-01-10 22:00:00,3612.44,3633.96,3631.11,3627.99,490.59883182 +2019-01-10 21:00:00,3620.81,3636.7,3628.47,3631.12,591.75470624 +2019-01-10 20:00:00,3625.0,3649.98,3637.81,3628.47,992.70520229 +2019-01-10 19:00:00,3584.12,3642.95,3610.7,3637.81,1410.48719153 +2019-01-10 18:00:00,3591.05,3614.46,3613.8,3610.69,681.93284789 +2019-01-10 17:00:00,3603.65,3620.99,3620.0,3614.46,787.78387288 +2019-01-10 16:00:00,3560.0,3779.88,3779.88,3620.0,4562.09661383 +2019-01-10 15:00:00,3778.04,3790.0,3781.31,3779.88,430.6702956 +2019-01-10 14:00:00,3771.69,3783.0,3779.03,3781.31,520.75209983 +2019-01-10 13:00:00,3767.01,3781.4,3780.81,3779.03,373.5687899 +2019-01-10 12:00:00,3774.4,3796.98,3788.26,3780.51,359.66475021 +2019-01-10 11:00:00,3771.11,3789.2,3780.66,3788.26,377.25258907 +2019-01-10 10:00:00,3773.43,3793.25,3779.15,3780.66,837.83446327 +2019-01-10 09:00:00,3762.04,3793.5,3788.23,3779.76,1311.77702956 +2019-01-10 08:00:00,3781.42,3807.27,3802.13,3788.2,596.86183131 +2019-01-10 07:00:00,3783.37,3812.36,3812.36,3802.05,885.30121968 +2019-01-10 06:00:00,3757.0,4029.0,4025.69,3812.0,3834.62828701 +2019-01-10 05:00:00,4025.04,4035.21,4028.99,4025.69,528.42932804 +2019-01-10 04:00:00,4013.56,4028.99,4013.58,4028.99,322.03812125 +2019-01-10 03:00:00,4013.0,4023.51,4018.44,4013.57,353.27538538 +2019-01-10 02:00:00,4012.75,4023.87,4023.06,4018.43,316.42549724 +2019-01-10 01:00:00,4015.88,4029.63,4025.0,4023.06,388.33341052 +2019-01-10 00:00:00,4002.66,4025.0,4004.13,4025.0,412.84956419 +2019-01-09 23:00:00,4000.0,4014.93,4006.79,4004.12,303.29767657 +2019-01-09 22:00:00,4001.49,4014.2,4004.0,4006.59,342.33974243 +2019-01-09 21:00:00,3995.0,4025.9,4009.48,4004.0,746.47605917 +2019-01-09 20:00:00,4000.0,4014.48,4013.0,4008.52,500.30512313 +2019-01-09 19:00:00,4003.08,4013.0,4007.01,4013.0,329.90237291 +2019-01-09 18:00:00,4000.0,4008.92,4002.93,4007.01,397.92137312 +2019-01-09 17:00:00,3993.5,4005.0,4000.0,4002.92,433.49717323 +2019-01-09 16:00:00,3990.0,4009.0,3990.01,3999.99,510.14473475 +2019-01-09 15:00:00,3984.92,4005.0,3993.0,3990.01,600.75996923 +2019-01-09 14:00:00,3978.0,4010.96,4009.29,3993.0,463.8783639 +2019-01-09 13:00:00,3993.09,4012.0,4011.88,4009.28,452.91482857 +2019-01-09 12:00:00,3981.55,4029.01,4029.01,4011.89,678.50584473 +2019-01-09 11:00:00,4016.04,4042.2,4018.06,4029.0,517.86310067 +2019-01-09 10:00:00,4010.05,4022.9,4014.14,4019.17,184.90784315 +2019-01-09 09:00:00,4010.43,4028.99,4017.01,4015.33,275.95433794 +2019-01-09 08:00:00,4004.01,4021.97,4016.5,4017.0,335.22480253 +2019-01-09 07:00:00,4016.49,4027.5,4017.7,4016.5,184.92254254 +2019-01-09 06:00:00,4011.0,4019.67,4019.67,4017.91,210.27711149 +2019-01-09 05:00:00,4015.0,4032.02,4029.01,4019.67,240.59179708 +2019-01-09 04:00:00,4019.42,4035.0,4019.43,4029.01,421.22934803 +2019-01-09 03:00:00,4014.94,4026.89,4016.58,4019.43,353.70332464 +2019-01-09 02:00:00,4014.84,4028.0,4016.51,4016.57,521.61367202 +2019-01-09 01:00:00,3980.0,4024.99,3988.38,4016.52,857.63434835 +2019-01-09 00:00:00,3962.12,4000.63,3993.85,3988.38,840.26261565 +2019-01-08 23:00:00,3990.0,4003.75,4001.05,3993.86,510.18065285 +2019-01-08 22:00:00,3991.03,4001.35,3999.85,4001.05,377.94932367 +2019-01-08 21:00:00,3998.17,4012.98,4006.17,3999.85,507.20836587 +2019-01-08 20:00:00,4006.16,4020.02,4013.47,4006.17,404.21668571 +2019-01-08 19:00:00,3994.6,4022.0,4003.26,4013.46,661.18024964 +2019-01-08 18:00:00,3991.03,4012.99,4003.09,4003.26,607.25157133 +2019-01-08 17:00:00,4003.08,4019.0,4007.6,4003.08,479.7228378 +2019-01-08 16:00:00,3986.01,4041.0,4034.99,4007.6,1370.45297613 +2019-01-08 15:00:00,4001.59,4114.8,4053.36,4034.99,2339.81280079 +2019-01-08 14:00:00,4050.0,4065.0,4064.48,4053.37,634.11880553 +2019-01-08 13:00:00,4025.89,4069.0,4025.89,4064.48,753.5946611 +2019-01-08 12:00:00,4023.08,4036.5,4036.5,4025.88,292.35815421 +2019-01-08 11:00:00,3993.44,4049.99,4008.26,4036.5,655.22934174 +2019-01-08 10:00:00,3994.08,4009.0,4004.27,4008.26,280.85465182 +2019-01-08 09:00:00,3990.41,4009.17,3996.35,4004.27,341.90845904 +2019-01-08 08:00:00,3979.28,4007.99,3981.34,3996.35,348.04452705 +2019-01-08 07:00:00,3979.53,3993.58,3986.9,3981.35,257.40196506 +2019-01-08 06:00:00,3965.99,3986.9,3976.99,3986.9,215.23360481 +2019-01-08 05:00:00,3975.0,3980.99,3980.72,3976.99,263.72735888 +2019-01-08 04:00:00,3974.32,3984.98,3982.13,3980.72,349.01478155 +2019-01-08 03:00:00,3979.64,3990.0,3984.24,3982.13,303.79553082 +2019-01-08 02:00:00,3943.36,4003.08,3998.94,3984.23,1169.7521022 +2019-01-08 01:00:00,3998.48,4013.89,4013.87,3998.95,355.34366151 +2019-01-08 00:00:00,4005.97,4020.0,4005.97,4013.87,481.04338472 +2019-01-07 23:00:00,3982.41,4006.1,3996.71,4006.01,417.01827891 +2019-01-07 22:00:00,3990.01,4006.57,4006.56,3996.7,371.17246461 +2019-01-07 21:00:00,4000.24,4018.3,4006.73,4006.57,467.02990842 +2019-01-07 20:00:00,4000.0,4025.0,4024.0,4006.72,798.3239977 +2019-01-07 19:00:00,4015.0,4024.0,4015.55,4024.0,390.12399642 +2019-01-07 18:00:00,4011.77,4029.52,4016.0,4015.56,520.29569404 +2019-01-07 17:00:00,3976.05,4026.0,4020.01,4013.93,744.82406042 +2019-01-07 16:00:00,4008.0,4025.0,4010.71,4020.01,380.38221078 +2019-01-07 15:00:00,4004.0,4034.84,4027.01,4010.54,466.65603446 +2019-01-07 14:00:00,4017.99,4036.0,4021.38,4027.0,695.07208251 +2019-01-07 13:00:00,3998.71,4023.58,3998.71,4021.38,221.27618408 +2019-01-07 12:00:00,3998.11,4022.52,4018.92,3998.11,147.32482638 +2019-01-07 11:00:00,4008.0,4020.0,4008.99,4018.92,95.98331991 +2019-01-07 10:00:00,3995.21,4052.92,3996.25,4009.0,590.19034457 +2019-01-07 09:00:00,3968.79,4049.53,4046.44,3997.53,1220.95819875 +2019-01-07 08:00:00,4035.0,4053.03,4036.0,4047.77,171.27946518 +2019-01-07 07:00:00,4031.9,4036.9,4034.16,4036.0,121.66597978 +2019-01-07 06:00:00,4030.0,4043.93,4040.0,4034.16,155.8067004 +2019-01-07 05:00:00,4026.0,4040.0,4030.63,4040.0,159.49650461 +2019-01-07 04:00:00,4030.0,4040.0,4037.9,4030.94,190.26898467 +2019-01-07 03:00:00,4028.21,4039.97,4030.0,4038.39,249.09384301 +2019-01-07 02:00:00,4020.0,4036.26,4034.24,4029.99,460.14386512 +2019-01-07 01:00:00,4020.9,4053.0,4052.98,4034.28,468.95149746 +2019-01-07 00:00:00,4040.98,4070.0,4040.98,4052.93,470.32694262 +2019-01-06 23:00:00,4026.83,4063.0,4026.84,4040.99,801.95007855 +2019-01-06 22:00:00,4022.5,4043.0,4030.4,4027.06,329.65443469 +2019-01-06 21:00:00,4023.0,4041.52,4036.99,4030.4,483.28730695 +2019-01-06 20:00:00,4030.06,4060.0,4053.0,4036.99,505.79255271 +2019-01-06 19:00:00,4046.59,4060.07,4046.59,4053.0,675.26650005 +2019-01-06 18:00:00,4033.46,4079.04,4062.52,4046.6,1028.75744382 +2019-01-06 17:00:00,3833.75,4088.0,3833.76,4062.52,3289.45572111 +2019-01-06 16:00:00,3825.58,3835.0,3827.01,3833.76,172.45976323 +2019-01-06 15:00:00,3818.86,3836.0,3818.87,3827.0,228.74564327 +2019-01-06 14:00:00,3811.99,3818.95,3816.36,3818.87,124.56640009 +2019-01-06 13:00:00,3810.0,3824.69,3810.59,3816.37,127.6508025 +2019-01-06 12:00:00,3805.14,3835.11,3830.0,3810.59,170.21518139 +2019-01-06 11:00:00,3814.49,3835.0,3821.17,3830.0,223.68573973 +2019-01-06 10:00:00,3795.94,3832.16,3800.01,3821.16,154.60074652 +2019-01-06 09:00:00,3793.77,3800.02,3793.78,3800.01,62.67822242 +2019-01-06 08:00:00,3787.0,3795.4,3788.9,3793.78,89.79890471 +2019-01-06 07:00:00,3786.0,3799.34,3798.1,3788.9,109.72774518 +2019-01-06 06:00:00,3795.31,3801.96,3800.01,3797.9,94.19289403 +2019-01-06 05:00:00,3795.01,3806.55,3796.69,3800.01,132.33993454 +2019-01-06 04:00:00,3785.56,3800.38,3797.04,3796.26,189.22583126 +2019-01-06 03:00:00,3792.5,3801.0,3792.5,3797.06,141.59356789 +2019-01-06 02:00:00,3756.01,3794.0,3790.11,3792.5,476.57893553 +2019-01-06 01:00:00,3790.0,3806.0,3804.94,3790.11,175.94241828 +2019-01-06 00:00:00,3790.0,3805.0,3799.99,3804.99,269.28690473 +2019-01-05 23:00:00,3790.37,3809.0,3809.0,3798.62,238.68473179 +2019-01-05 22:00:00,3775.0,3838.0,3838.0,3809.0,771.08339053 +2019-01-05 21:00:00,3831.31,3839.8,3835.01,3838.0,226.32684149 +2019-01-05 20:00:00,3824.23,3845.16,3845.16,3835.01,414.07185057 +2019-01-05 19:00:00,3838.19,3853.83,3843.78,3845.16,348.57307813 +2019-01-05 18:00:00,3830.88,3849.83,3835.01,3843.17,302.72531339 +2019-01-05 17:00:00,3831.0,3842.84,3835.43,3835.01,208.66094735 +2019-01-05 16:00:00,3819.77,3840.0,3829.01,3835.43,460.97130312 +2019-01-05 15:00:00,3826.17,3850.49,3828.6,3828.0,518.03715111 +2019-01-05 14:00:00,3823.09,3831.54,3828.49,3828.6,191.95883154 +2019-01-05 13:00:00,3825.0,3839.95,3839.7,3828.48,146.27812421 +2019-01-05 12:00:00,3835.47,3845.0,3835.47,3839.97,56.30071301 +2019-01-05 11:00:00,3826.13,3848.71,3827.15,3835.47,131.47827391 +2019-01-05 10:00:00,3813.79,3830.92,3830.43,3827.14,127.05453525 +2019-01-05 09:00:00,3825.16,3834.25,3830.83,3830.43,56.72940115 +2019-01-05 08:00:00,3822.84,3836.03,3822.84,3830.83,54.35182683 +2019-01-05 07:00:00,3820.66,3835.0,3832.0,3822.84,112.20576019 +2019-01-05 06:00:00,3827.41,3859.75,3859.75,3832.0,277.76154158 +2019-01-05 05:00:00,3845.0,3861.36,3845.0,3859.75,243.54828398 +2019-01-05 04:00:00,3842.0,3850.0,3844.41,3845.01,186.08885449 +2019-01-05 03:00:00,3835.55,3848.01,3842.98,3844.41,165.04367188 +2019-01-05 02:00:00,3837.0,3850.0,3842.25,3842.98,291.15387827 +2019-01-05 01:00:00,3830.12,3869.36,3848.0,3840.66,394.64951485 +2019-01-05 00:00:00,3820.81,3874.12,3820.82,3847.99,527.26993139 +2019-01-04 23:00:00,3820.0,3832.47,3826.56,3820.82,227.83595031 +2019-01-04 22:00:00,3816.87,3844.0,3834.18,3826.57,372.62034877 +2019-01-04 21:00:00,3784.36,3849.0,3784.45,3834.2,942.41097225 +2019-01-04 20:00:00,3756.4,3810.0,3761.01,3785.96,1407.09804599 +2019-01-04 19:00:00,3755.01,3765.8,3755.37,3761.0,256.60010212 +2019-01-04 18:00:00,3755.0,3770.82,3770.81,3755.07,356.28134982 +2019-01-04 17:00:00,3763.0,3772.57,3770.0,3770.82,244.96902914 +2019-01-04 16:00:00,3745.0,3774.26,3750.49,3770.0,456.28894756 +2019-01-04 15:00:00,3740.0,3752.9,3748.01,3750.81,335.44468721 +2019-01-04 14:00:00,3730.0,3783.0,3777.39,3748.0,625.86417259 +2019-01-04 13:00:00,3773.65,3785.0,3783.34,3777.39,157.34695506 +2019-01-04 12:00:00,3755.94,3792.78,3778.78,3783.34,366.57867084 +2019-01-04 11:00:00,3778.26,3802.08,3797.0,3778.77,172.50747315 +2019-01-04 10:00:00,3778.77,3796.79,3780.75,3796.79,132.57128215 +2019-01-04 09:00:00,3776.0,3795.66,3790.68,3780.74,139.4042018 +2019-01-04 08:00:00,3790.0,3816.5,3806.89,3790.69,264.18671755 +2019-01-04 07:00:00,3801.0,3819.73,3801.01,3806.88,369.90496745 +2019-01-04 06:00:00,3795.67,3813.16,3795.89,3801.01,352.35938409 +2019-01-04 05:00:00,3786.68,3799.99,3794.01,3795.89,186.77511049 +2019-01-04 04:00:00,3782.58,3819.55,3800.08,3794.84,434.92518473 +2019-01-04 03:00:00,3774.48,3805.0,3779.13,3800.08,347.10154491 +2019-01-04 02:00:00,3773.61,3782.87,3782.87,3779.13,181.95698077 +2019-01-04 01:00:00,3765.0,3790.0,3765.0,3782.87,299.72456164 +2019-01-04 00:00:00,3752.98,3788.81,3787.57,3765.01,594.39386001 +2019-01-03 23:00:00,3780.71,3796.46,3796.46,3787.57,298.89182169 +2019-01-03 22:00:00,3780.01,3797.84,3794.55,3796.46,320.98289928 +2019-01-03 21:00:00,3790.17,3801.27,3798.99,3794.55,264.99996722 +2019-01-03 20:00:00,3780.0,3801.56,3780.0,3798.99,325.72203801 +2019-01-03 19:00:00,3771.01,3787.27,3779.99,3779.99,400.37742321 +2019-01-03 18:00:00,3767.0,3783.2,3779.61,3780.0,449.31158097 +2019-01-03 17:00:00,3763.08,3788.12,3771.24,3779.61,470.75836153 +2019-01-03 16:00:00,3758.07,3840.54,3839.38,3771.23,1719.93946899 +2019-01-03 15:00:00,3826.0,3845.0,3836.87,3839.38,335.73530681 +2019-01-03 14:00:00,3832.0,3846.53,3846.53,3836.87,312.63584238 +2019-01-03 13:00:00,3840.0,3851.0,3849.91,3847.6,191.67729572 +2019-01-03 12:00:00,3827.08,3850.99,3834.6,3849.91,290.35700507 +2019-01-03 11:00:00,3823.72,3838.0,3836.38,3834.39,145.57717485 +2019-01-03 10:00:00,3830.78,3843.0,3833.55,3836.37,90.24959302 +2019-01-03 09:00:00,3815.2,3836.5,3831.18,3833.56,274.66364139 +2019-01-03 08:00:00,3826.0,3850.0,3846.71,3831.18,179.99665219 +2019-01-03 07:00:00,3845.27,3858.51,3846.83,3846.71,111.87861372 +2019-01-03 06:00:00,3841.0,3852.26,3848.8,3846.83,107.59910361 +2019-01-03 05:00:00,3832.0,3867.41,3865.06,3850.06,319.80612265 +2019-01-03 04:00:00,3865.05,3881.57,3871.51,3865.06,183.48890913 +2019-01-03 03:00:00,3861.46,3876.37,3865.48,3871.51,342.66065942 +2019-01-03 02:00:00,3860.0,3874.78,3866.3,3865.48,772.34402558 +2019-01-03 01:00:00,3851.0,3875.0,3864.54,3866.29,543.71148269 +2019-01-03 00:00:00,3862.87,3893.8,3890.8,3864.53,874.28209982 +2019-01-02 23:00:00,3887.0,3916.57,3894.21,3890.79,824.59006705 +2019-01-02 22:00:00,3877.0,3910.0,3884.61,3894.21,510.7088542 +2019-01-02 21:00:00,3858.43,3899.0,3876.62,3884.63,705.80970785 +2019-01-02 20:00:00,3839.47,3878.77,3846.0,3876.63,498.47068156 +2019-01-02 19:00:00,3820.0,3850.0,3849.98,3846.0,379.1982472 +2019-01-02 18:00:00,3837.0,3852.52,3850.19,3850.0,528.29766342 +2019-01-02 17:00:00,3836.4,3864.95,3850.38,3850.2,418.75448331 +2019-01-02 16:00:00,3811.44,3886.64,3816.04,3850.38,1255.16294864 +2019-01-02 15:00:00,3810.0,3829.99,3829.79,3816.94,442.14572547 +2019-01-02 14:00:00,3817.05,3847.92,3841.9,3829.79,479.17747298 +2019-01-27 13:00:00,3524.0,3536.0,3534.18,3534.01,107.48615711 +2019-01-27 12:00:00,3530.83,3539.16,3534.74,3534.18,101.9915254 +2019-01-27 11:00:00,3513.51,3543.0,3531.51,3534.75,161.41421117 +2019-01-27 10:00:00,3528.19,3543.32,3542.55,3531.52,103.02363195 +2019-01-27 09:00:00,3536.21,3555.57,3554.55,3542.55,86.7087745 +2019-01-27 08:00:00,3549.0,3555.09,3549.01,3554.55,73.40875585 +2019-01-27 07:00:00,3543.01,3549.01,3549.01,3549.01,88.43663083 +2019-01-27 06:00:00,3549.0,3550.62,3550.34,3549.0,77.92281685 +2019-01-27 05:00:00,3550.0,3554.02,3554.01,3550.35,105.74122506 +2019-01-27 04:00:00,3551.2,3562.49,3562.49,3554.02,125.31282513 +2019-01-27 03:00:00,3559.01,3562.9,3562.8,3562.48,81.22480749 +2019-01-27 02:00:00,3555.06,3562.8,3557.0,3562.8,111.74862521 +2019-01-27 01:00:00,3547.0,3557.8,3557.48,3556.99,125.6761019 +2019-01-27 00:00:00,3525.0,3557.99,3556.07,3557.49,426.0117719 +2019-01-26 23:00:00,3554.55,3566.0,3565.99,3556.07,180.66262721 +2019-01-26 22:00:00,3555.8,3566.0,3557.48,3566.0,188.64724898 +2019-01-26 21:00:00,3555.23,3558.07,3555.24,3557.49,149.1222324 +2019-01-26 20:00:00,3555.22,3565.0,3559.55,3555.24,196.37137167 +2019-01-26 19:00:00,3556.1,3561.76,3561.76,3559.48,136.22391663 +2019-01-26 18:00:00,3555.25,3562.0,3559.91,3561.76,274.75133132 +2019-01-26 17:00:00,3554.31,3563.0,3554.31,3559.91,174.57397065 +2019-01-26 16:00:00,3545.26,3559.83,3551.54,3554.31,299.85192417 +2019-01-26 15:00:00,3540.0,3580.0,3580.0,3551.54,582.80352655 +2019-01-26 14:00:00,3576.23,3583.19,3578.99,3580.0,144.23606845 +2019-01-26 13:00:00,3577.83,3586.07,3578.5,3578.05,99.2263069 +2019-01-26 12:00:00,3575.75,3585.47,3585.47,3578.5,83.62574161 +2019-01-26 11:00:00,3585.46,3595.01,3592.48,3585.46,82.81108974 +2019-01-26 10:00:00,3592.46,3601.78,3596.74,3592.48,75.50578612 +2019-01-26 09:00:00,3592.98,3607.58,3605.0,3596.74,60.15337354 +2019-01-26 08:00:00,3591.17,3623.08,3619.5,3605.0,250.06329226 +2019-01-26 07:00:00,3570.41,3657.76,3577.23,3619.5,995.52869078 +2019-01-26 06:00:00,3566.99,3580.0,3567.0,3577.22,487.14394585 +2019-01-26 05:00:00,3565.0,3567.51,3567.3,3566.99,119.05011651 +2019-01-26 04:00:00,3565.96,3571.0,3570.8,3567.38,109.49012576 +2019-01-26 03:00:00,3561.98,3571.97,3565.0,3570.79,295.68600167 +2019-01-26 02:00:00,3558.95,3565.0,3561.78,3565.0,286.72686235 +2019-01-26 01:00:00,3558.58,3563.0,3559.27,3561.78,172.26789707 +2019-01-26 00:00:00,3559.26,3564.92,3562.17,3559.27,158.21709793 +2019-01-25 23:00:00,3560.12,3563.81,3563.32,3562.17,203.56811582 +2019-01-25 22:00:00,3557.52,3566.0,3557.52,3563.32,292.14446582 +2019-01-25 21:00:00,3553.99,3565.6,3554.0,3558.88,407.20192972 +2019-01-25 20:00:00,3541.5,3555.0,3547.0,3554.0,288.78876678 +2019-01-25 19:00:00,3537.05,3547.65,3540.99,3547.0,289.89623323 +2019-01-25 18:00:00,3539.0,3556.01,3556.0,3541.0,401.67604806 +2019-01-25 17:00:00,3550.99,3558.49,3551.0,3556.01,274.26766183 +2019-01-25 16:00:00,3548.7,3568.14,3562.66,3551.0,337.85175132 +2019-01-25 15:00:00,3553.65,3568.93,3553.65,3562.66,380.71100265 +2019-01-25 14:00:00,3542.03,3555.05,3545.0,3553.66,385.18182148 +2019-01-25 13:00:00,3540.72,3551.58,3544.89,3544.99,210.50742984 +2019-01-25 12:00:00,3530.2,3545.05,3535.04,3544.9,150.83760227 +2019-01-25 11:00:00,3522.03,3555.99,3541.82,3535.04,359.69753228 +2019-01-25 10:00:00,3537.46,3553.65,3553.65,3541.82,182.69325198 +2019-01-25 09:00:00,3539.97,3559.96,3542.04,3553.64,212.03229424 +2019-01-25 08:00:00,3510.01,3565.71,3565.71,3542.04,773.58410765 +2019-01-25 07:00:00,3560.58,3566.0,3563.72,3565.96,220.29345354 +2019-01-25 06:00:00,3560.41,3568.05,3563.75,3563.72,142.13223427 +2019-01-25 05:00:00,3554.0,3572.0,3571.99,3563.75,224.96612005 +2019-01-25 04:00:00,3569.0,3573.0,3569.15,3572.0,144.08420648 +2019-01-25 03:00:00,3568.21,3575.0,3568.67,3569.75,203.80496406 +2019-01-25 02:00:00,3568.21,3578.33,3577.9,3568.66,264.18679106 +2019-01-25 01:00:00,3565.0,3578.79,3570.97,3577.89,263.66542308 +2019-01-25 00:00:00,3567.18,3573.54,3568.97,3570.98,220.29794508 +2019-01-24 23:00:00,3560.0,3573.97,3566.64,3568.97,289.65716375 +2019-01-24 22:00:00,3566.63,3578.97,3570.99,3566.64,330.63889744 +2019-01-24 21:00:00,3565.78,3571.91,3569.34,3571.0,267.08979622 +2019-01-24 20:00:00,3566.0,3590.95,3578.2,3569.35,365.0637219 +2019-01-24 19:00:00,3560.48,3595.83,3560.48,3578.37,563.49251637 +2019-01-24 18:00:00,3556.76,3564.27,3556.84,3560.48,291.71396214 +2019-01-24 17:00:00,3551.61,3560.25,3557.82,3556.84,270.72523451 +2019-01-24 16:00:00,3551.88,3558.46,3557.24,3557.4,312.47527251 +2019-01-24 15:00:00,3548.51,3564.72,3561.89,3557.25,265.06395968 +2019-01-24 14:00:00,3558.05,3574.01,3563.09,3561.89,195.26427046 +2019-01-24 13:00:00,3560.0,3574.03,3567.31,3562.55,258.06743501 +2019-01-24 12:00:00,3550.0,3567.83,3558.73,3567.31,134.08624725 +2019-01-24 11:00:00,3532.77,3566.56,3540.23,3558.73,370.25394164 +2019-01-24 10:00:00,3537.56,3545.0,3545.0,3540.23,113.7321282 +2019-01-24 09:00:00,3538.34,3545.0,3545.0,3545.0,124.26388458 +2019-01-24 08:00:00,3540.89,3547.0,3547.0,3545.0,72.62247114 +2019-01-24 07:00:00,3535.44,3547.08,3535.91,3547.0,144.67455592 +2019-01-24 06:00:00,3531.76,3540.01,3531.77,3535.91,108.26050956 +2019-01-24 05:00:00,3530.1,3541.2,3540.01,3531.76,158.22806242 +2019-01-24 04:00:00,3535.0,3544.62,3535.77,3540.01,173.05991038 +2019-01-24 03:00:00,3533.8,3547.99,3546.26,3535.77,211.89852343 +2019-01-24 02:00:00,3535.61,3549.0,3540.81,3546.26,178.55605146 +2019-01-24 01:00:00,3534.25,3558.32,3557.0,3541.18,354.27632498 +2019-01-24 00:00:00,3548.16,3557.09,3553.01,3556.99,273.90719652 +2019-01-23 23:00:00,3546.3,3554.0,3552.43,3553.01,351.406976 +2019-01-23 22:00:00,3543.79,3559.05,3544.83,3552.84,293.42098861 +2019-01-23 21:00:00,3531.48,3544.83,3539.25,3544.83,315.3338267 +2019-01-23 20:00:00,3523.64,3553.83,3534.9,3539.25,724.54276879 +2019-01-23 19:00:00,3534.68,3579.17,3579.16,3534.69,886.72590179 +2019-01-23 18:00:00,3562.39,3582.48,3570.16,3579.17,523.10177066 +2019-01-23 17:00:00,3568.0,3574.97,3572.01,3570.16,376.12468226 +2019-01-23 16:00:00,3550.77,3573.03,3552.08,3572.01,242.43321969 +2019-01-23 15:00:00,3552.21,3572.0,3566.48,3552.21,348.13518716 +2019-01-23 14:00:00,3547.72,3614.47,3592.03,3566.47,744.24542358 +2019-01-23 13:00:00,3570.34,3592.03,3570.35,3592.03,244.09828031 +2019-01-23 12:00:00,3570.34,3578.59,3578.59,3570.35,149.91884035 +2019-01-23 11:00:00,3569.74,3579.79,3569.75,3578.59,160.09600453 +2019-01-23 10:00:00,3557.12,3571.4,3562.23,3569.75,101.0783553 +2019-01-23 09:00:00,3561.14,3571.76,3571.76,3562.22,85.9103821 +2019-01-23 08:00:00,3556.43,3573.0,3568.39,3571.76,188.45097876 +2019-01-23 07:00:00,3563.92,3579.45,3579.45,3568.39,158.42744174 +2019-01-23 06:00:00,3578.93,3583.57,3580.83,3579.44,166.84771728 +2019-01-23 05:00:00,3573.72,3581.98,3573.72,3580.83,419.48077638 +2019-01-23 04:00:00,3562.01,3583.02,3583.01,3573.72,686.19506495 +2019-01-23 03:00:00,3580.03,3591.84,3591.51,3583.02,170.12956911 +2019-01-23 02:00:00,3582.23,3591.87,3582.49,3591.52,371.13936347 +2019-01-23 01:00:00,3578.15,3583.01,3582.2,3582.74,179.73655196 +2019-01-23 00:00:00,3573.46,3584.03,3577.04,3582.2,318.67623343 +2019-01-22 23:00:00,3571.03,3580.91,3579.99,3577.03,258.16267878 +2019-01-22 22:00:00,3571.1,3581.0,3573.64,3579.86,320.4112232 +2019-01-22 21:00:00,3572.27,3592.39,3586.6,3573.64,307.4344348 +2019-01-22 20:00:00,3577.99,3590.01,3578.0,3586.6,305.22035578 +2019-01-22 19:00:00,3573.0,3611.5,3589.99,3578.0,834.80735279 +2019-01-22 18:00:00,3577.0,3589.99,3585.84,3589.99,456.63582714 +2019-01-22 17:00:00,3575.0,3588.0,3582.01,3585.84,485.77655926 +2019-01-22 16:00:00,3571.79,3594.0,3581.0,3582.01,459.53141531 +2019-01-22 15:00:00,3560.69,3593.3,3567.0,3581.0,363.28538165 +2019-01-22 14:00:00,3553.0,3581.08,3554.79,3567.0,486.4268941 +2019-01-22 13:00:00,3546.0,3563.98,3555.3,3554.79,360.30152391 +2019-01-22 12:00:00,3523.32,3585.18,3543.67,3555.3,891.11747794 +2019-01-22 11:00:00,3425.0,3544.04,3519.72,3543.95,2030.64996872 +2019-01-22 10:00:00,3504.54,3528.85,3514.11,3519.72,183.36890385 +2019-01-22 09:00:00,3514.11,3532.99,3532.99,3514.11,103.84174969 +2019-01-22 08:00:00,3521.48,3532.99,3522.72,3532.99,78.75212256 +2019-01-22 07:00:00,3515.61,3523.77,3521.56,3522.72,138.09872842 +2019-01-22 06:00:00,3520.61,3529.55,3529.55,3521.2,112.82327694 +2019-01-22 05:00:00,3526.0,3532.5,3528.51,3529.56,170.03618314 +2019-01-22 04:00:00,3528.07,3540.0,3536.16,3528.52,251.39707614 +2019-01-22 03:00:00,3530.02,3538.51,3537.0,3536.17,209.09886072 +2019-01-22 02:00:00,3534.84,3557.11,3538.31,3537.01,394.92315137 +2019-01-22 01:00:00,3536.36,3540.83,3539.35,3538.01,227.28805952 +2019-01-22 00:00:00,3530.79,3540.0,3531.75,3539.35,229.24300132 +2019-01-21 23:00:00,3530.45,3539.0,3531.0,3531.76,287.67209708 +2019-01-21 22:00:00,3487.37,3531.0,3519.52,3531.0,656.17166657 +2019-01-21 21:00:00,3519.45,3542.0,3539.31,3519.53,327.88912229 +2019-01-21 20:00:00,3535.86,3539.8,3539.01,3539.31,174.69666351 +2019-01-21 19:00:00,3539.0,3548.0,3543.0,3539.01,245.08278201 +2019-01-21 18:00:00,3535.24,3544.0,3543.91,3543.01,278.95045423 +2019-01-21 17:00:00,3538.84,3547.72,3546.1,3543.91,296.53785605 +2019-01-21 16:00:00,3536.83,3546.1,3538.32,3546.09,226.53613705 +2019-01-21 15:00:00,3530.0,3542.39,3536.2,3538.32,382.47616182 +2019-01-21 14:00:00,3531.24,3545.01,3541.78,3536.2,288.74864839 +2019-01-21 13:00:00,3540.0,3568.95,3545.25,3541.78,356.10138242 +2019-01-21 12:00:00,3537.83,3549.22,3549.22,3545.67,124.95376772 +2019-01-21 11:00:00,3535.45,3555.14,3537.57,3549.21,120.17097559 +2019-01-21 10:00:00,3524.02,3556.01,3526.09,3538.71,317.47393001 +2019-01-21 09:00:00,3524.0,3538.52,3529.27,3526.09,189.10317655 +2019-01-21 08:00:00,3523.23,3534.55,3532.76,3529.27,66.40608905 +2019-01-21 07:00:00,3527.09,3533.57,3533.57,3532.77,98.51283984 +2019-01-21 06:00:00,3531.07,3542.33,3533.48,3533.57,133.97275709 +2019-01-21 05:00:00,3524.68,3533.48,3530.51,3533.48,153.87992021 +2019-01-21 04:00:00,3508.21,3537.5,3537.5,3530.51,334.43834736 +2019-01-21 03:00:00,3517.5,3537.71,3537.71,3537.5,281.76043408 +2019-01-21 02:00:00,3536.53,3543.78,3538.27,3537.71,242.46518285 +2019-01-21 01:00:00,3534.0,3540.0,3536.89,3538.27,308.14521661 +2019-01-21 00:00:00,3532.77,3550.52,3537.56,3536.89,601.68704938 +2019-01-20 23:00:00,3533.0,3547.01,3547.01,3536.19,429.55735317 +2019-01-20 22:00:00,3539.2,3550.0,3539.21,3547.01,200.55889507 +2019-01-20 21:00:00,3531.64,3544.08,3533.77,3539.21,234.19606207 +2019-01-20 20:00:00,3517.57,3547.42,3520.0,3533.75,469.05416006 +2019-01-20 19:00:00,3517.0,3520.0,3519.42,3520.0,239.14193208 +2019-01-20 18:00:00,3517.0,3524.52,3520.01,3519.11,228.89342462 +2019-01-20 17:00:00,3510.0,3527.24,3527.24,3520.01,420.01321655 +2019-01-20 16:00:00,3507.86,3529.0,3521.0,3527.24,303.85921838 +2019-01-20 15:00:00,3509.0,3529.19,3524.44,3521.0,388.21807912 +2019-01-20 14:00:00,3517.88,3531.05,3525.0,3524.43,320.38218252 +2019-01-20 13:00:00,3503.48,3527.82,3514.95,3525.01,401.25843784 +2019-01-20 12:00:00,3481.01,3593.64,3588.95,3514.01,1134.1612879 +2019-01-20 11:00:00,3580.5,3690.0,3690.0,3588.06,1180.17474685 +2019-01-20 10:00:00,3689.11,3692.02,3692.0,3690.0,84.95748371 +2019-01-20 09:00:00,3689.5,3700.24,3691.85,3692.0,124.97463067 +2019-01-20 08:00:00,3687.26,3692.0,3689.4,3691.85,146.43320881 +2019-01-20 07:00:00,3687.06,3690.0,3687.06,3689.4,90.58474193 +2019-01-20 06:00:00,3685.05,3690.49,3690.49,3687.06,151.14590709 +2019-01-20 05:00:00,3690.0,3697.42,3697.42,3690.0,161.23748667 +2019-01-20 04:00:00,3695.51,3700.0,3696.07,3697.42,136.37385186 +2019-01-20 03:00:00,3695.51,3699.35,3695.52,3696.07,106.12105543 +2019-01-20 02:00:00,3695.51,3699.0,3696.13,3695.53,120.44375582 +2019-01-20 01:00:00,3687.98,3703.39,3687.99,3696.13,180.80225779 +2019-01-20 00:00:00,3677.16,3688.18,3683.5,3687.99,177.97622126 +2019-01-19 23:00:00,3682.24,3699.89,3697.2,3682.65,218.78432924 +2019-01-19 22:00:00,3695.0,3706.49,3702.92,3697.2,204.12998544 +2019-01-19 21:00:00,3695.84,3705.99,3703.46,3702.92,196.86290549 +2019-01-19 20:00:00,3691.61,3705.79,3705.49,3703.46,208.53213551 +2019-01-19 19:00:00,3700.0,3705.62,3704.23,3705.49,240.31957875 +2019-01-19 18:00:00,3679.25,3715.0,3713.43,3704.23,552.45146409 +2019-01-19 17:00:00,3710.89,3716.42,3714.0,3712.91,165.77773871 +2019-01-19 16:00:00,3706.46,3715.36,3707.07,3713.99,182.18297105 +2019-01-19 15:00:00,3705.16,3713.24,3706.66,3707.07,290.62013395 +2019-01-19 14:00:00,3706.64,3713.48,3711.95,3706.66,135.40228568 +2019-01-19 13:00:00,3706.17,3722.42,3722.41,3711.96,126.95086024 +2019-01-19 12:00:00,3715.0,3722.95,3719.0,3722.42,145.71407421 +2019-01-19 11:00:00,3715.0,3732.66,3725.7,3719.0,308.20306212 +2019-01-19 10:00:00,3624.43,3765.9,3624.43,3726.26,1735.21442384 +2019-01-19 09:00:00,3623.01,3626.75,3624.76,3624.43,53.9543712 +2019-01-19 08:00:00,3618.97,3624.76,3618.98,3624.76,40.02112733 +2019-01-19 07:00:00,3617.8,3621.99,3618.77,3618.98,64.08166453 +2019-01-19 06:00:00,3616.3,3622.5,3616.92,3618.77,82.79283357 +2019-01-19 05:00:00,3614.63,3628.16,3624.25,3616.93,112.60831314 +2019-01-19 04:00:00,3621.85,3629.99,3622.92,3624.26,203.86459304 +2019-01-19 03:00:00,3620.0,3626.82,3621.92,3622.92,136.31395908 +2019-01-19 02:00:00,3616.0,3626.1,3616.0,3621.91,258.0953656 +2019-01-19 01:00:00,3606.47,3616.0,3606.48,3616.0,206.37956644 +2019-01-19 00:00:00,3604.9,3618.39,3607.85,3606.48,199.38846307 +2019-01-18 23:00:00,3606.24,3612.03,3609.52,3607.85,225.49909216 +2019-01-18 22:00:00,3609.5,3618.51,3611.63,3609.51,395.44577218 +2019-01-18 21:00:00,3603.4,3616.32,3606.71,3612.17,423.0058685 +2019-01-18 20:00:00,3599.99,3610.0,3600.19,3607.0,436.84624955 +2019-01-18 19:00:00,3580.16,3600.19,3599.12,3600.19,469.97532054 +2019-01-18 18:00:00,3593.0,3604.0,3595.01,3599.12,274.17022445 +2019-01-18 17:00:00,3588.0,3613.73,3610.59,3595.01,356.28364813 +2019-01-18 16:00:00,3605.0,3625.0,3625.0,3610.59,262.86673961 +2019-01-18 15:00:00,3606.0,3625.0,3606.12,3625.0,227.84875243 +2019-01-18 14:00:00,3602.07,3609.01,3605.63,3606.31,215.94417772 +2019-01-18 13:00:00,3601.97,3610.01,3603.95,3605.63,179.99787298 +2019-01-18 12:00:00,3588.0,3610.01,3610.01,3603.95,375.13407718 +2019-01-18 11:00:00,3607.2,3613.19,3612.62,3610.01,107.11010249 +2019-01-18 10:00:00,3608.0,3630.45,3629.53,3612.62,159.61227562 +2019-01-18 09:00:00,3625.86,3629.99,3625.88,3629.53,98.76345184 +2019-01-18 08:00:00,3623.85,3629.43,3628.56,3625.88,124.24424699 +2019-01-18 07:00:00,3616.08,3629.24,3627.24,3628.56,347.83189693 +2019-01-18 06:00:00,3619.51,3629.24,3619.51,3626.45,221.48004997 +2019-01-18 05:00:00,3616.0,3623.01,3616.0,3619.51,206.68683234 +2019-01-18 04:00:00,3616.0,3626.95,3623.51,3616.01,212.15147276 +2019-01-18 03:00:00,3622.11,3629.5,3628.99,3623.51,120.57402186 +2019-01-18 02:00:00,3626.45,3632.82,3626.8,3628.99,170.81904621 +2019-01-18 01:00:00,3623.49,3637.39,3631.07,3627.41,182.51219248 +2019-01-18 00:00:00,3626.3,3643.69,3640.64,3631.06,182.43360846 +2019-01-17 23:00:00,3629.99,3648.73,3630.0,3640.65,388.85088169 +2019-01-17 22:00:00,3616.0,3631.36,3626.0,3630.38,280.2548206 +2019-01-17 21:00:00,3623.84,3657.0,3627.09,3626.1,706.35414226 +2019-01-17 20:00:00,3621.5,3630.0,3626.16,3627.08,452.47934151 +2019-01-17 19:00:00,3626.0,3635.04,3631.0,3626.17,321.67548929 +2019-01-17 18:00:00,3617.94,3643.88,3619.01,3630.99,588.38367046 +2019-01-17 17:00:00,3597.0,3623.06,3605.48,3619.01,459.51603281 +2019-01-17 16:00:00,3602.0,3649.61,3613.31,3605.48,715.27585519 +2019-01-17 15:00:00,3590.49,3621.87,3590.5,3613.31,633.12620043 +2019-01-17 14:00:00,3575.0,3593.0,3584.05,3590.5,237.32867738 +2019-01-17 13:00:00,3580.0,3590.0,3589.1,3584.05,259.12687822 +2019-01-17 12:00:00,3580.0,3599.76,3599.31,3589.1,355.05042794 +2019-01-17 11:00:00,3589.47,3601.0,3592.14,3599.31,471.94748999 +2019-01-17 10:00:00,3541.0,3603.36,3586.97,3592.15,738.98783806 +2019-01-17 09:00:00,3584.33,3595.33,3595.33,3586.97,78.60764539 +2019-01-17 08:00:00,3588.36,3597.36,3594.7,3595.33,129.00760006 +2019-01-17 07:00:00,3583.0,3594.71,3589.48,3594.71,108.13177764 +2019-01-17 06:00:00,3580.53,3597.5,3584.21,3589.48,258.00654857 +2019-01-17 05:00:00,3582.0,3591.62,3585.78,3584.21,188.89884624 +2019-01-17 04:00:00,3582.8,3595.0,3586.99,3585.78,226.76251412 +2019-01-17 03:00:00,3571.01,3587.0,3571.01,3587.0,292.29105789 +2019-01-17 02:00:00,3571.0,3614.5,3609.99,3571.01,487.40327661 +2019-01-17 01:00:00,3598.0,3613.0,3603.0,3609.98,264.16246646 +2019-01-17 00:00:00,3601.0,3614.5,3609.71,3603.0,283.23518836 +2019-01-16 23:00:00,3598.88,3616.42,3598.89,3609.71,502.03550727 +2019-01-16 22:00:00,3598.88,3604.46,3602.47,3598.9,311.93848247 +2019-01-16 21:00:00,3590.01,3625.03,3590.01,3602.48,619.55284416 +2019-01-16 20:00:00,3577.05,3597.11,3594.49,3590.01,632.92698942 +2019-01-16 19:00:00,3584.0,3610.0,3609.44,3594.48,656.43202471 +2019-01-16 18:00:00,3595.01,3627.71,3608.36,3609.44,525.83860039 +2019-01-16 17:00:00,3602.28,3609.0,3602.28,3608.35,293.11657723 +2019-01-16 16:00:00,3577.1,3617.18,3614.69,3602.27,478.41416897 +2019-01-16 15:00:00,3605.0,3635.0,3621.16,3614.69,570.91037833 +2019-01-16 14:00:00,3612.18,3633.41,3614.0,3621.17,324.12811418 +2019-01-16 13:00:00,3599.0,3640.99,3633.99,3614.99,358.50967273 +2019-01-16 12:00:00,3614.93,3666.73,3614.93,3634.0,692.20621396 +2019-01-16 11:00:00,3613.0,3619.99,3615.28,3614.94,74.39923635 +2019-01-16 10:00:00,3608.01,3622.0,3608.01,3615.28,105.18389792 +2019-01-16 09:00:00,3608.0,3629.07,3610.92,3608.01,213.21251475 +2019-01-16 08:00:00,3579.01,3625.02,3579.01,3610.92,271.14829511 +2019-01-16 07:00:00,3579.0,3597.0,3592.16,3579.02,163.11400772 +2019-01-16 06:00:00,3590.29,3605.57,3604.27,3591.76,174.55166048 +2019-01-16 05:00:00,3594.5,3606.55,3600.01,3604.28,384.34029761 +2019-01-16 04:00:00,3595.99,3611.0,3596.0,3600.01,338.03194188 +2019-01-16 03:00:00,3584.16,3597.0,3587.65,3596.0,365.83035377 +2019-01-16 02:00:00,3580.01,3590.0,3590.0,3587.63,232.3354513 +2019-01-16 01:00:00,3581.51,3593.09,3584.25,3590.0,294.64124008 +2019-01-16 00:00:00,3572.52,3584.56,3580.19,3584.26,311.66134165 +2019-01-15 23:00:00,3572.77,3586.13,3574.15,3580.76,406.85903198 +2019-01-15 22:00:00,3567.56,3585.99,3568.48,3574.15,462.73105941 +2019-01-15 21:00:00,3564.04,3580.89,3565.67,3568.48,536.98279044 +2019-01-15 20:00:00,3538.63,3635.0,3633.58,3565.16,2711.99098578 +2019-01-15 19:00:00,3620.45,3634.0,3631.34,3633.58,366.44967808 +2019-01-15 18:00:00,3625.0,3637.8,3634.91,3631.35,368.14758583 +2019-01-15 17:00:00,3625.99,3637.0,3631.9,3634.91,407.97930104 +2019-01-15 16:00:00,3618.15,3640.0,3631.0,3631.91,457.75340025 +2019-01-15 15:00:00,3606.25,3669.75,3656.89,3630.99,1092.76351376 +2019-01-15 14:00:00,3652.0,3658.77,3658.77,3656.89,211.14040503 +2019-01-15 13:00:00,3639.69,3668.48,3640.99,3659.44,431.80704668 +2019-01-15 12:00:00,3632.3,3650.92,3648.8,3641.0,273.83512968 +2019-01-15 11:00:00,3645.45,3650.8,3647.1,3648.8,137.03548095 +2019-01-15 10:00:00,3632.56,3648.93,3639.99,3647.08,103.44841201 +2019-01-15 09:00:00,3620.5,3665.0,3664.64,3639.99,670.96966761 +2019-01-15 08:00:00,3660.1,3667.97,3666.99,3664.64,138.38055123 +2019-01-15 07:00:00,3660.1,3668.18,3660.11,3666.88,138.42030691 +2019-01-15 06:00:00,3656.85,3664.06,3664.06,3660.1,173.44816902 +2019-01-15 05:00:00,3661.0,3670.05,3669.13,3664.06,164.06560394 +2019-01-15 04:00:00,3665.0,3671.41,3669.71,3669.13,176.31003757 +2019-01-15 03:00:00,3665.79,3675.7,3672.0,3669.72,469.83489043 +2019-01-15 02:00:00,3671.01,3677.0,3672.58,3672.01,273.24167328 +2019-02-09 01:00:00,3610.0,3620.0,3620.0,3613.0,221.1405373 +2019-02-09 00:00:00,3609.39,3629.99,3622.0,3620.0,539.58259118 +2019-02-08 23:00:00,3592.28,3626.0,3593.8,3621.99,523.14034216 +2019-02-08 22:00:00,3592.04,3603.64,3595.08,3593.8,334.79418131 +2019-02-08 21:00:00,3575.0,3626.79,3624.96,3594.42,1264.9743525 +2019-02-08 20:00:00,3622.68,3635.0,3635.0,3624.96,487.40969723 +2019-02-08 19:00:00,3620.44,3635.0,3623.36,3634.99,550.20724662 +2019-02-08 18:00:00,3617.03,3640.0,3632.49,3623.37,1009.00094035 +2019-02-08 17:00:00,3610.8,3666.69,3664.18,3632.49,2747.55133713 +2019-02-08 16:00:00,3440.35,3711.0,3451.57,3664.19,4082.58702813 +2019-02-08 15:00:00,3410.89,3454.07,3412.4,3451.57,1453.68282884 +2019-02-08 14:00:00,3399.99,3419.0,3399.99,3412.29,611.99336416 +2019-02-08 13:00:00,3394.28,3402.86,3395.0,3400.0,360.44823978 +2019-02-08 12:00:00,3391.0,3406.53,3393.14,3394.99,480.57191195 +2019-02-08 11:00:00,3387.24,3399.99,3387.24,3393.15,252.34350327 +2019-02-08 10:00:00,3382.84,3391.7,3383.0,3387.25,215.43525433 +2019-02-08 09:00:00,3366.01,3398.19,3366.01,3383.0,696.3192389 +2019-02-08 08:00:00,3356.21,3378.8,3356.22,3366.01,372.4299984 +2019-02-08 07:00:00,3354.37,3366.96,3366.96,3356.21,540.35100744 +2019-02-08 06:00:00,3364.7,3367.49,3366.27,3366.95,102.54542795 +2019-02-08 05:00:00,3359.14,3367.32,3359.15,3366.27,240.87140681 +2019-02-08 04:00:00,3357.65,3362.0,3362.0,3359.15,185.16207104 +2019-02-08 03:00:00,3354.98,3362.0,3354.99,3361.61,267.09668488 +2019-02-08 02:00:00,3344.0,3359.38,3356.75,3354.98,403.85527156 +2019-02-08 01:00:00,3356.74,3359.33,3358.46,3356.75,225.95843346 +2019-02-08 00:00:00,3357.0,3359.43,3358.99,3358.52,240.74621201 +2019-02-07 23:00:00,3355.98,3363.69,3363.69,3359.0,278.21726738 +2019-02-07 22:00:00,3357.61,3363.69,3358.79,3363.69,264.88062016 +2019-02-07 21:00:00,3357.1,3362.78,3358.79,3359.27,356.0797163 +2019-02-07 20:00:00,3352.01,3359.0,3358.29,3358.79,383.01017226 +2019-02-07 19:00:00,3355.5,3360.99,3360.46,3358.29,281.82487782 +2019-02-07 18:00:00,3359.0,3362.99,3360.37,3360.01,212.86391985 +2019-02-07 17:00:00,3354.61,3363.93,3362.19,3360.37,641.94351638 +2019-02-07 16:00:00,3361.76,3366.0,3364.33,3362.2,842.02079657 +2019-02-07 15:00:00,3361.12,3366.0,3365.09,3364.41,1107.9415007 +2019-02-07 14:00:00,3361.52,3366.87,3364.0,3365.1,643.25639152 +2019-02-07 13:00:00,3361.56,3370.33,3362.77,3364.01,464.13002501 +2019-02-07 12:00:00,3360.0,3369.86,3368.72,3362.78,427.21935196 +2019-02-07 11:00:00,3368.64,3380.32,3379.33,3368.72,442.85160963 +2019-02-07 10:00:00,3374.14,3383.14,3374.15,3379.33,292.88435813 +2019-02-07 09:00:00,3371.85,3376.37,3373.18,3374.15,128.6464551 +2019-02-07 08:00:00,3369.4,3373.18,3370.08,3373.18,147.18784646 +2019-02-07 07:00:00,3368.94,3373.88,3371.12,3370.08,188.2282748 +2019-02-07 06:00:00,3368.96,3373.77,3371.44,3371.12,201.44047081 +2019-02-07 05:00:00,3368.13,3372.44,3371.07,3371.44,294.06745157 +2019-02-07 04:00:00,3370.14,3375.0,3373.5,3371.08,195.67763675 +2019-02-07 03:00:00,3369.28,3373.5,3369.29,3373.5,187.30880933 +2019-02-07 02:00:00,3368.0,3369.86,3369.31,3369.29,160.56587327 +2019-02-07 01:00:00,3364.69,3371.0,3364.69,3369.83,233.69732146 +2019-02-07 00:00:00,3362.5,3366.51,3366.01,3364.7,237.85486353 +2019-02-06 23:00:00,3362.5,3373.0,3370.19,3367.36,521.28442364 +2019-02-06 22:00:00,3365.0,3372.46,3366.02,3370.19,260.68474235 +2019-02-06 21:00:00,3359.54,3369.0,3363.0,3366.14,274.98531097 +2019-02-06 20:00:00,3359.77,3368.83,3362.99,3362.99,331.31293282 +2019-02-06 19:00:00,3358.53,3369.05,3369.05,3363.3,317.63693314 +2019-02-06 18:00:00,3350.02,3371.4,3364.81,3369.06,435.18455125 +2019-02-06 17:00:00,3360.0,3371.2,3370.56,3364.81,371.59395131 +2019-02-06 16:00:00,3368.49,3386.5,3372.62,3369.77,770.17326 +2019-02-06 15:00:00,3340.8,3372.62,3362.45,3372.61,848.1525609 +2019-02-06 14:00:00,3361.0,3367.89,3366.0,3362.45,336.29644622 +2019-02-06 13:00:00,3360.98,3368.5,3368.5,3366.0,223.40571677 +2019-02-06 12:00:00,3357.97,3370.0,3362.93,3368.5,215.25790079 +2019-02-06 11:00:00,3360.65,3368.73,3368.59,3362.96,188.2944463 +2019-02-06 10:00:00,3360.12,3370.72,3368.76,3368.59,196.78307206 +2019-02-06 09:00:00,3367.0,3372.51,3370.01,3369.66,143.02712292 +2019-02-06 08:00:00,3370.0,3379.27,3379.26,3370.01,165.84971634 +2019-02-06 07:00:00,3375.29,3379.29,3375.3,3379.27,125.22797814 +2019-02-06 06:00:00,3371.56,3376.8,3372.43,3375.29,105.89229438 +2019-02-06 05:00:00,3370.13,3373.67,3370.33,3372.05,193.15405032 +2019-02-06 04:00:00,3363.47,3376.25,3376.25,3370.34,342.12700664 +2019-02-06 03:00:00,3372.98,3380.0,3375.0,3376.24,205.45053137 +2019-02-06 02:00:00,3373.13,3381.01,3381.01,3375.0,469.79988631 +2019-02-06 01:00:00,3351.0,3420.0,3417.51,3381.01,2125.74795681 +2019-02-06 00:00:00,3415.0,3441.0,3428.41,3417.51,653.34939953 +2019-02-05 23:00:00,3423.0,3428.41,3423.22,3428.4,346.40244513 +2019-02-05 22:00:00,3422.01,3425.0,3422.8,3423.17,269.4895701 +2019-02-05 21:00:00,3422.0,3425.03,3424.42,3422.8,410.61657472 +2019-02-05 20:00:00,3422.16,3426.26,3423.5,3424.42,274.36869906 +2019-02-05 19:00:00,3418.0,3424.99,3420.69,3423.49,296.2546347 +2019-02-05 18:00:00,3418.83,3426.0,3419.1,3420.69,449.19377054 +2019-02-05 17:00:00,3416.89,3420.5,3418.32,3419.09,231.13999167 +2019-02-05 16:00:00,3415.05,3419.92,3419.85,3418.35,258.48825787 +2019-02-05 15:00:00,3412.91,3419.99,3418.01,3419.85,383.10441472 +2019-02-05 14:00:00,3418.01,3425.41,3422.88,3418.02,238.42229493 +2019-02-05 13:00:00,3419.5,3424.0,3420.52,3422.61,201.98837931 +2019-02-05 12:00:00,3418.19,3422.0,3421.12,3420.53,187.97602551 +2019-02-05 11:00:00,3419.4,3426.86,3426.85,3421.11,106.20016693 +2019-02-05 10:00:00,3421.85,3428.0,3427.99,3426.86,137.57017493 +2019-02-05 09:00:00,3414.51,3429.46,3414.52,3428.0,197.53386744 +2019-02-05 08:00:00,3414.39,3416.16,3416.16,3414.52,84.38267345 +2019-02-05 07:00:00,3413.21,3417.0,3416.89,3416.16,124.10482467 +2019-02-05 06:00:00,3415.1,3419.0,3416.01,3416.89,129.64709963 +2019-02-05 05:00:00,3411.36,3418.8,3414.53,3416.01,233.01358068 +2019-02-05 04:00:00,3411.38,3417.76,3413.31,3414.53,288.68964478 +2019-02-05 03:00:00,3409.13,3413.98,3411.0,3413.71,275.63842359 +2019-02-05 02:00:00,3400.0,3417.53,3402.01,3411.0,465.49242576 +2019-02-05 01:00:00,3402.0,3413.07,3410.11,3402.01,399.49079505 +2019-02-05 00:00:00,3403.24,3410.55,3409.57,3410.11,396.22703726 +2019-02-04 23:00:00,3406.54,3414.04,3408.61,3409.57,400.91766169 +2019-02-04 22:00:00,3405.19,3418.31,3417.22,3408.61,332.41397317 +2019-02-04 21:00:00,3414.5,3421.44,3414.51,3418.71,346.09979962 +2019-02-04 20:00:00,3414.23,3422.0,3418.31,3414.51,320.47639738 +2019-02-04 19:00:00,3414.01,3421.41,3418.26,3418.3,487.07930194 +2019-02-04 18:00:00,3414.75,3422.0,3415.03,3418.26,444.95461601 +2019-02-04 17:00:00,3410.5,3416.44,3411.34,3415.02,340.02449007 +2019-02-04 16:00:00,3410.95,3416.59,3411.4,3411.34,423.67176819 +2019-02-04 15:00:00,3405.01,3412.5,3405.81,3411.4,356.1620787 +2019-02-04 14:00:00,3405.0,3413.3,3408.42,3405.8,231.6891203 +2019-02-04 13:00:00,3403.4,3408.74,3405.01,3408.42,194.77584767 +2019-02-04 12:00:00,3395.1,3407.73,3399.12,3405.02,246.11132139 +2019-02-04 11:00:00,3398.29,3409.14,3408.24,3399.12,232.72146513 +2019-02-04 10:00:00,3403.17,3411.69,3405.08,3408.24,181.74392751 +2019-02-04 09:00:00,3404.3,3424.01,3420.72,3405.08,247.10734118 +2019-02-04 08:00:00,3419.42,3435.0,3421.31,3420.72,187.46588496 +2019-02-04 07:00:00,3416.0,3423.0,3417.78,3421.31,71.1226079 +2019-02-04 06:00:00,3415.99,3421.0,3416.0,3417.79,108.70169892 +2019-02-04 05:00:00,3413.0,3417.42,3416.01,3416.0,145.86521561 +2019-02-04 04:00:00,3412.73,3420.0,3413.78,3416.02,158.28550036 +2019-02-04 03:00:00,3411.62,3416.55,3412.09,3413.8,123.39476437 +2019-02-04 02:00:00,3411.3,3423.26,3422.42,3412.09,152.54279808 +2019-02-04 01:00:00,3416.37,3424.64,3420.01,3422.42,175.05428941 +2019-02-04 00:00:00,3412.68,3427.21,3415.69,3420.01,124.43708328 +2019-02-03 23:00:00,3400.63,3419.89,3407.58,3414.78,392.7806372 +2019-02-03 22:00:00,3394.56,3407.6,3396.45,3407.5,346.55923625 +2019-02-03 21:00:00,3386.45,3405.0,3405.0,3395.23,318.35416181 +2019-02-03 20:00:00,3395.0,3405.0,3404.11,3405.0,212.0584905 +2019-02-03 19:00:00,3388.51,3430.0,3422.0,3404.0,459.68537171 +2019-02-03 18:00:00,3417.7,3424.0,3419.28,3422.0,235.75115655 +2019-02-03 17:00:00,3417.6,3427.12,3425.98,3419.99,220.2651048 +2019-02-03 16:00:00,3419.51,3428.35,3421.71,3426.91,172.06098043 +2019-02-03 15:00:00,3411.59,3425.49,3421.18,3421.71,149.43008221 +2019-02-03 14:00:00,3421.0,3428.12,3428.12,3421.43,156.1595623 +2019-02-03 13:00:00,3425.1,3431.27,3425.1,3428.12,94.37881123 +2019-02-03 12:00:00,3416.79,3425.85,3421.69,3425.1,58.53326976 +2019-02-03 11:00:00,3417.72,3428.15,3427.59,3421.69,30.01260799 +2019-02-03 10:00:00,3414.43,3429.29,3416.73,3427.59,120.19497279 +2019-02-03 09:00:00,3414.87,3422.72,3422.57,3416.73,106.08169169 +2019-02-03 08:00:00,3411.01,3425.77,3425.76,3422.57,88.41911856 +2019-02-03 07:00:00,3425.72,3434.68,3434.22,3425.76,99.55419939 +2019-02-03 06:00:00,3433.62,3445.0,3444.29,3434.22,277.83467054 +2019-02-03 05:00:00,3440.2,3444.29,3442.01,3444.29,96.1384191 +2019-02-03 04:00:00,3439.0,3447.2,3444.76,3442.01,152.4510077 +2019-02-03 03:00:00,3440.44,3446.69,3445.7,3444.76,138.34917511 +2019-02-03 02:00:00,3444.0,3453.68,3448.8,3445.7,213.0701855 +2019-02-03 01:00:00,3445.79,3458.9,3458.55,3448.8,216.54197817 +2019-02-03 00:00:00,3454.47,3471.76,3468.43,3457.95,251.9040228 +2019-02-02 23:00:00,3433.0,3483.25,3435.34,3468.43,581.00927523 +2019-02-02 22:00:00,3431.51,3443.0,3433.16,3435.34,191.45722303 +2019-02-02 21:00:00,3430.92,3436.76,3433.37,3433.17,140.99474077 +2019-02-02 20:00:00,3433.0,3438.88,3436.15,3433.37,177.99167994 +2019-02-02 19:00:00,3432.7,3439.99,3434.93,3435.02,278.7098567 +2019-02-02 18:00:00,3426.51,3434.94,3432.23,3434.92,195.16241099 +2019-02-02 17:00:00,3425.85,3434.03,3430.0,3432.23,183.28883959 +2019-02-02 16:00:00,3421.0,3430.66,3427.67,3430.0,235.32356083 +2019-02-02 15:00:00,3424.5,3439.05,3437.1,3427.67,159.27590287 +2019-02-02 14:00:00,3431.27,3441.73,3433.6,3437.1,94.17799653 +2019-02-02 13:00:00,3433.38,3442.04,3440.0,3433.6,88.69105311 +2019-02-02 12:00:00,3437.85,3443.67,3443.67,3439.99,81.34918223 +2019-02-02 11:00:00,3432.17,3446.38,3434.15,3442.47,79.64220081 +2019-02-02 10:00:00,3429.33,3437.72,3432.21,3434.61,52.59511105 +2019-02-02 09:00:00,3416.43,3432.21,3419.23,3432.21,145.9175763 +2019-02-02 08:00:00,3416.0,3425.0,3425.0,3419.23,58.00187238 +2019-02-02 07:00:00,3416.61,3425.0,3417.49,3425.0,94.72560981 +2019-02-02 06:00:00,3414.49,3422.73,3422.12,3417.49,110.59247133 +2019-02-02 05:00:00,3415.36,3436.11,3434.13,3422.12,177.74027877 +2019-02-02 04:00:00,3432.71,3441.97,3440.46,3434.12,118.99713776 +2019-02-02 03:00:00,3436.47,3441.61,3438.07,3440.47,149.01186099 +2019-02-02 02:00:00,3429.64,3439.91,3431.35,3437.34,195.56088245 +2019-02-02 01:00:00,3428.76,3433.48,3432.51,3431.35,183.2068637 +2019-02-02 00:00:00,3432.0,3441.65,3437.5,3432.51,194.49992138 +2019-02-01 23:00:00,3437.0,3455.0,3444.23,3437.5,281.62620289 +2019-02-01 22:00:00,3437.63,3450.64,3448.75,3444.41,366.25153175 +2019-02-01 21:00:00,3442.24,3450.0,3448.0,3449.14,299.62756273 +2019-02-01 20:00:00,3443.5,3449.99,3443.51,3448.0,387.38976045 +2019-02-01 19:00:00,3438.0,3458.26,3438.98,3443.51,891.50615031 +2019-02-01 18:00:00,3432.0,3440.0,3432.05,3438.99,345.32855391 +2019-02-01 17:00:00,3424.99,3432.3,3424.99,3432.05,428.30201429 +2019-02-01 16:00:00,3421.71,3430.96,3430.96,3425.0,334.76022653 +2019-02-01 15:00:00,3427.01,3435.0,3434.36,3430.96,229.45038307 +2019-02-01 14:00:00,3431.0,3441.8,3438.8,3434.36,279.47646793 +2019-02-01 13:00:00,3426.72,3438.8,3426.73,3438.79,316.27117071 +2019-02-01 12:00:00,3420.0,3441.28,3420.01,3426.72,453.3930668 +2019-02-01 11:00:00,3406.02,3436.9,3406.02,3420.01,614.74176526 +2019-02-01 10:00:00,3393.25,3409.41,3395.23,3406.02,181.61426708 +2019-02-01 09:00:00,3392.48,3399.5,3397.26,3395.23,81.35634227 +2019-02-01 08:00:00,3379.55,3399.5,3379.56,3397.26,151.1118527 +2019-02-01 07:00:00,3377.05,3393.2,3393.19,3379.55,561.59365833 +2019-02-01 06:00:00,3385.64,3394.02,3394.02,3393.19,88.77268337 +2019-02-01 05:00:00,3388.0,3394.99,3388.78,3394.02,143.7402225 +2019-02-01 04:00:00,3388.0,3396.03,3396.03,3389.26,183.86122367 +2019-02-01 03:00:00,3382.22,3398.76,3388.21,3396.02,311.06995469 +2019-02-01 02:00:00,3380.61,3392.18,3386.2,3388.21,398.25893897 +2019-02-01 01:00:00,3369.62,3411.16,3410.62,3386.2,968.85415422 +2019-02-01 00:00:00,3407.16,3419.88,3411.5,3410.62,508.24355635 +2019-01-31 23:00:00,3406.77,3421.73,3421.72,3411.5,636.53045825 +2019-01-31 22:00:00,3416.7,3422.99,3416.71,3421.73,283.81605755 +2019-01-31 21:00:00,3413.85,3425.0,3424.0,3416.71,358.82589975 +2019-01-31 20:00:00,3410.22,3424.0,3412.87,3424.0,332.23216278 +2019-01-31 19:00:00,3399.03,3419.0,3401.5,3412.87,390.96504077 +2019-01-31 18:00:00,3396.95,3406.4,3405.45,3401.49,490.13130355 +2019-01-31 17:00:00,3405.0,3411.02,3405.38,3405.11,288.54487155 +2019-01-31 16:00:00,3405.58,3416.63,3415.13,3405.59,346.6061896 +2019-01-31 15:00:00,3406.32,3419.99,3406.32,3415.29,304.75198264 +2019-01-31 14:00:00,3402.68,3420.0,3419.12,3406.33,241.33372357 +2019-01-31 13:00:00,3412.71,3420.02,3412.72,3419.13,158.30193159 +2019-01-31 12:00:00,3405.0,3419.09,3410.0,3412.71,252.99126384 +2019-01-31 11:00:00,3400.0,3411.21,3405.04,3410.0,193.33230268 +2019-01-31 10:00:00,3396.74,3422.53,3416.73,3405.04,406.77575658 +2019-01-31 09:00:00,3401.33,3422.73,3419.27,3416.72,218.29206261 +2019-01-31 08:00:00,3411.0,3451.91,3451.91,3419.27,495.15746455 +2019-01-31 07:00:00,3445.0,3452.61,3450.01,3451.9,113.23488018 +2019-01-31 06:00:00,3442.0,3453.76,3444.19,3450.0,104.66796715 +2019-01-31 05:00:00,3442.0,3450.0,3448.64,3444.18,122.88791469 +2019-01-31 04:00:00,3439.94,3449.0,3448.13,3448.98,197.8600851 +2019-01-31 03:00:00,3446.03,3454.0,3450.82,3447.93,233.18379874 +2019-01-31 02:00:00,3450.0,3453.59,3452.06,3450.82,340.45218988 +2019-01-31 01:00:00,3451.0,3463.01,3463.01,3452.06,309.60133329 +2019-01-31 00:00:00,3436.05,3473.4,3437.55,3463.0,584.91950875 +2019-01-30 23:00:00,3430.61,3442.66,3440.01,3437.55,359.99043983 +2019-01-30 22:00:00,3431.39,3441.95,3431.64,3440.02,446.99881434 +2019-01-30 21:00:00,3429.28,3435.12,3433.54,3431.63,278.14829177 +2019-01-30 20:00:00,3430.02,3439.99,3436.16,3433.63,401.21928879 +2019-01-30 19:00:00,3435.0,3445.0,3442.91,3436.32,297.36155505 +2019-01-30 18:00:00,3438.44,3450.0,3439.76,3442.91,391.95431172 +2019-01-30 17:00:00,3437.23,3441.0,3437.94,3439.76,354.48977913 +2019-01-30 16:00:00,3437.23,3447.5,3443.7,3437.93,404.5194735 +2019-01-30 15:00:00,3432.0,3443.7,3441.49,3443.7,280.20258092 +2019-01-30 14:00:00,3433.33,3441.42,3439.08,3441.42,324.76211619 +2019-01-30 13:00:00,3435.58,3459.41,3442.91,3439.08,540.91252802 +2019-01-30 12:00:00,3411.05,3457.1,3413.81,3442.91,766.83921995 +2019-01-30 11:00:00,3412.1,3430.0,3422.51,3414.57,246.42681019 +2019-01-30 10:00:00,3410.0,3422.51,3413.55,3422.51,136.56862198 +2019-01-30 09:00:00,3410.01,3418.2,3417.34,3413.56,90.3919344 +2019-01-30 08:00:00,3409.55,3420.0,3410.98,3417.33,237.6417872 +2019-01-30 07:00:00,3406.73,3411.0,3410.99,3410.99,142.14477512 +2019-01-30 06:00:00,3407.0,3424.19,3422.66,3410.99,218.37306597 +2019-01-30 05:00:00,3414.44,3433.12,3414.44,3422.66,359.42335807 +2019-01-30 04:00:00,3405.51,3427.0,3405.52,3414.44,509.25910072 +2019-01-30 03:00:00,3397.57,3412.0,3398.49,3405.52,514.84098388 +2019-01-30 02:00:00,3384.8,3405.56,3385.96,3398.49,494.34007549 +2019-01-30 01:00:00,3377.13,3388.0,3379.72,3386.77,272.40250772 +2019-01-30 00:00:00,3372.97,3395.74,3395.74,3380.37,444.7473919 +2019-01-29 23:00:00,3394.0,3399.38,3396.93,3397.42,234.74189173 +2019-01-29 22:00:00,3388.0,3403.0,3401.15,3396.93,389.87275758 +2019-01-29 21:00:00,3398.0,3406.29,3400.57,3402.06,398.13047971 +2019-01-29 20:00:00,3400.56,3418.0,3407.84,3400.58,319.61884455 +2019-01-29 19:00:00,3400.49,3410.1,3400.49,3407.84,332.37410635 +2019-01-29 18:00:00,3392.28,3401.3,3398.66,3400.49,370.97295436 +2019-01-29 17:00:00,3396.47,3414.99,3405.07,3398.66,548.30924943 +2019-01-29 16:00:00,3404.73,3418.03,3404.74,3405.06,328.8570286 +2019-01-29 15:00:00,3397.0,3406.72,3406.02,3404.73,302.92379353 +2019-01-29 14:00:00,3390.0,3406.74,3396.26,3406.01,392.69808154 +2019-01-29 13:00:00,3382.64,3405.0,3382.65,3396.59,339.57674609 +2019-01-29 12:00:00,3375.0,3390.56,3375.01,3382.64,188.14427477 +2019-01-29 11:00:00,3371.65,3389.2,3383.39,3375.0,225.86547075 +2019-01-29 10:00:00,3378.0,3386.69,3386.69,3383.16,177.72177603 +2019-01-29 09:00:00,3374.46,3390.73,3375.69,3386.7,158.90391957 +2019-01-29 08:00:00,3359.27,3385.2,3359.75,3375.69,487.39044967 +2019-01-29 07:00:00,3337.87,3385.94,3385.23,3358.5,870.74040933 +2019-01-29 06:00:00,3375.18,3397.75,3389.01,3385.24,494.23058019 +2019-01-29 05:00:00,3381.02,3405.0,3405.0,3389.0,482.09865271 +2019-01-29 04:00:00,3404.48,3412.88,3408.0,3405.0,291.99004575 +2019-01-29 03:00:00,3405.8,3422.84,3421.31,3408.01,350.93597528 +2019-01-29 02:00:00,3417.3,3424.22,3418.51,3420.37,281.54287136 +2019-01-29 01:00:00,3417.28,3432.33,3432.33,3418.74,408.52871946 +2019-01-29 00:00:00,3429.94,3438.4,3429.95,3432.33,333.52822305 +2019-01-28 23:00:00,3427.04,3439.51,3427.05,3429.95,340.19464771 +2019-01-28 22:00:00,3415.9,3427.05,3416.21,3427.05,337.28413548 +2019-01-28 21:00:00,3414.9,3420.01,3419.8,3416.03,313.09489737 +2019-01-28 20:00:00,3413.37,3424.45,3417.37,3419.79,529.09752012 +2019-01-28 19:00:00,3412.0,3419.0,3417.89,3417.38,345.45739017 +2019-01-28 18:00:00,3413.72,3422.0,3413.92,3417.89,592.7596746 +2019-01-28 17:00:00,3407.44,3416.6,3410.37,3413.86,444.3192473 +2019-01-28 16:00:00,3405.81,3425.0,3416.02,3410.38,535.55973439 +2019-01-28 15:00:00,3374.01,3427.07,3415.11,3416.01,1783.36045583 +2019-01-28 14:00:00,3410.1,3418.0,3417.99,3415.11,370.15936857 +2019-01-28 13:00:00,3407.22,3426.01,3408.22,3418.0,262.26861909 +2019-01-28 12:00:00,3402.03,3418.4,3409.76,3408.22,346.43491661 +2019-01-28 11:00:00,3395.29,3424.45,3422.98,3409.76,337.18922452 +2019-01-28 10:00:00,3417.98,3433.97,3433.85,3422.98,272.81801554 +2019-01-28 09:00:00,3412.11,3434.03,3412.37,3433.76,270.48632411 +2019-01-28 08:00:00,3406.13,3436.88,3436.88,3412.37,346.45801417 +2019-01-28 07:00:00,3429.94,3447.56,3429.94,3436.88,331.21139975 +2019-01-28 06:00:00,3385.01,3438.99,3423.14,3429.93,1431.8055517 +2019-01-28 05:00:00,3418.13,3466.5,3465.21,3423.15,1248.82909674 +2019-01-28 04:00:00,3455.0,3477.98,3469.96,3464.98,867.61666598 +2019-01-28 03:00:00,3461.75,3501.5,3501.5,3469.95,966.27415223 +2019-01-28 02:00:00,3491.17,3513.59,3503.18,3501.5,568.56503891 +2019-01-28 01:00:00,3501.1,3531.28,3528.79,3502.92,556.0801712 +2019-01-28 00:00:00,3520.0,3535.92,3531.02,3528.79,378.33015874 +2019-01-27 23:00:00,3530.0,3544.59,3542.84,3531.02,364.81369085 +2019-01-27 22:00:00,3540.0,3543.0,3541.38,3541.3,178.5241485 +2019-01-27 21:00:00,3541.37,3550.0,3549.99,3541.38,180.73307966 +2019-01-27 20:00:00,3548.63,3550.0,3548.63,3549.99,165.28517418 +2019-01-27 19:00:00,3546.01,3548.83,3546.65,3548.63,142.81350671 +2019-01-27 18:00:00,3545.28,3549.88,3549.58,3546.65,121.50981775 +2019-01-27 17:00:00,3544.83,3557.99,3545.47,3549.9,172.94733307 +2019-01-27 16:00:00,3538.19,3549.83,3538.2,3545.47,186.66106408 +2019-01-27 15:00:00,3535.88,3545.0,3537.12,3538.2,123.30910025 +2019-01-27 14:00:00,3470.14,3543.09,3534.01,3537.11,873.80421421 +2019-02-21 13:00:00,3887.7,3911.92,3891.65,3910.01,243.29359035 +2019-02-21 12:00:00,3888.5,3900.0,3893.0,3892.82,230.3628072 +2019-02-21 11:00:00,3869.45,3896.99,3896.98,3892.99,449.38130432 +2019-02-21 10:00:00,3889.67,3900.0,3894.08,3896.99,158.65559398 +2019-02-21 09:00:00,3880.0,3919.66,3912.49,3896.03,647.94714054 +2019-02-21 08:00:00,3902.01,3931.89,3931.88,3912.49,323.46158446 +2019-02-21 07:00:00,3925.01,3934.95,3925.58,3931.89,132.0865673 +2019-02-21 06:00:00,3917.02,3988.0,3951.12,3925.57,1213.09243746 +2019-02-21 05:00:00,3931.68,3953.82,3932.42,3951.12,836.01955356 +2019-02-21 04:00:00,3929.0,3942.01,3942.01,3931.1,241.32199618 +2019-02-21 03:00:00,3917.54,3944.42,3922.45,3942.0,427.34444365 +2019-02-21 02:00:00,3919.89,3928.0,3919.9,3922.29,216.02729058 +2019-02-21 01:00:00,3915.6,3925.08,3925.0,3919.9,412.99408303 +2019-02-21 00:00:00,3915.0,3939.0,3939.0,3925.0,639.97689339 +2019-02-20 23:00:00,3921.06,3945.45,3925.52,3938.99,832.93584569 +2019-02-20 22:00:00,3913.01,3929.98,3914.14,3925.52,275.70877077 +2019-02-20 21:00:00,3914.13,3939.17,3931.39,3914.14,578.78087032 +2019-02-20 20:00:00,3923.99,3936.6,3924.0,3931.38,570.10013381 +2019-02-20 19:00:00,3913.01,3924.0,3923.91,3923.99,367.8824937 +2019-02-20 18:00:00,3909.99,3924.0,3915.01,3923.91,404.10129437 +2019-02-20 17:00:00,3915.0,3928.48,3917.18,3915.02,408.75829001 +2019-02-20 16:00:00,3908.0,3925.0,3908.82,3917.17,555.82470306 +2019-02-20 15:00:00,3902.5,3928.13,3923.0,3908.82,318.7570845 +2019-02-20 14:00:00,3908.13,3923.0,3915.41,3923.0,263.82719314 +2019-02-20 13:00:00,3907.27,3967.19,3946.53,3915.4,588.82167504 +2019-02-20 12:00:00,3921.18,3946.46,3926.01,3946.46,377.06809334 +2019-02-20 11:00:00,3920.49,3938.04,3936.95,3926.01,198.81113666 +2019-02-20 10:00:00,3906.43,3947.48,3913.0,3936.94,595.45631257 +2019-02-20 09:00:00,3905.0,3917.75,3917.75,3913.0,183.52545812 +2019-02-20 08:00:00,3887.31,3917.76,3893.7,3917.75,223.02528659 +2019-02-20 07:00:00,3884.05,3903.47,3884.06,3893.7,189.62954368 +2019-02-20 06:00:00,3878.0,3891.41,3883.88,3884.06,145.63272537 +2019-02-20 05:00:00,3871.4,3890.0,3888.46,3883.88,365.45544892 +2019-02-20 04:00:00,3888.45,3900.0,3892.51,3888.46,169.29663365 +2019-02-20 03:00:00,3891.5,3909.0,3901.66,3892.5,224.39682218 +2019-02-20 02:00:00,3883.81,3901.66,3894.23,3901.66,285.60802123 +2019-02-20 01:00:00,3871.81,3895.76,3878.8,3894.22,269.35006785 +2019-02-20 00:00:00,3867.13,3897.98,3888.37,3878.8,536.51824793 +2019-02-19 23:00:00,3887.06,3911.11,3909.35,3888.01,357.81317549 +2019-02-19 22:00:00,3886.99,3918.0,3887.0,3910.21,423.33183565 +2019-02-19 21:00:00,3866.3,3938.87,3928.51,3887.0,1266.37170308 +2019-02-19 20:00:00,3928.43,3950.0,3950.0,3928.51,514.72939859 +2019-02-19 19:00:00,3928.43,3950.0,3928.79,3949.99,547.41543269 +2019-02-19 18:00:00,3925.02,3937.01,3937.01,3928.78,437.22137391 +2019-02-19 17:00:00,3915.62,3942.69,3939.47,3937.01,840.51445023 +2019-02-19 16:00:00,3937.5,3960.3,3949.01,3939.28,1020.4156282 +2019-02-19 15:00:00,3932.01,3969.25,3932.02,3949.41,846.43858925 +2019-02-19 14:00:00,3906.24,3969.54,3954.27,3932.02,1373.86918943 +2019-02-19 13:00:00,3887.29,3967.74,3889.44,3954.03,1374.12623035 +2019-02-19 12:00:00,3872.99,3894.77,3873.0,3889.45,330.31589022 +2019-02-19 11:00:00,3866.01,3873.0,3871.83,3873.0,107.37828098 +2019-02-19 10:00:00,3852.0,3872.0,3861.56,3871.83,259.76520813 +2019-02-19 09:00:00,3856.74,3890.0,3887.05,3860.17,385.07135924 +2019-02-19 08:00:00,3882.24,3894.42,3889.41,3887.05,165.81143545 +2019-02-19 07:00:00,3876.96,3893.45,3878.8,3889.4,311.73441858 +2019-02-19 06:00:00,3868.43,3879.84,3869.94,3878.81,122.45616325 +2019-02-19 05:00:00,3858.01,3882.12,3872.6,3869.94,294.65552896 +2019-02-19 04:00:00,3865.16,3885.0,3867.99,3872.59,431.894937 +2019-02-19 03:00:00,3859.21,3870.0,3859.78,3868.0,217.43194466 +2019-02-19 02:00:00,3857.0,3875.93,3865.61,3859.78,520.50511744 +2019-02-19 01:00:00,3841.54,3929.5,3929.5,3865.61,1297.94544484 +2019-02-19 00:00:00,3866.99,3957.74,3867.0,3929.49,1398.01385217 +2019-02-18 23:00:00,3855.99,3873.48,3855.99,3867.0,350.00069203 +2019-02-18 22:00:00,3829.15,3857.46,3851.51,3855.99,398.42107441 +2019-02-18 21:00:00,3851.5,3875.0,3864.22,3851.5,345.6616774 +2019-02-18 20:00:00,3851.89,3869.07,3868.73,3862.37,504.7896604 +2019-02-18 19:00:00,3863.53,3886.99,3882.0,3868.73,434.21362183 +2019-02-18 18:00:00,3860.52,3895.7,3867.12,3882.0,706.48773655 +2019-02-18 17:00:00,3841.3,3878.25,3863.02,3867.12,784.47360315 +2019-02-18 16:00:00,3805.93,3917.0,3806.73,3860.0,2596.66950611 +2019-02-18 15:00:00,3778.98,3807.36,3795.0,3806.72,909.40168478 +2019-02-18 14:00:00,3786.0,3830.41,3798.27,3795.01,999.78513076 +2019-02-18 13:00:00,3720.0,3817.02,3735.33,3798.27,1662.23715111 +2019-02-18 12:00:00,3692.53,3743.3,3706.31,3735.33,843.1035216 +2019-02-18 11:00:00,3687.09,3717.85,3687.1,3706.31,326.53773092 +2019-02-18 10:00:00,3683.1,3710.35,3707.1,3687.1,166.21016745 +2019-02-18 09:00:00,3694.67,3712.12,3694.67,3707.11,162.13777471 +2019-02-18 08:00:00,3690.0,3712.08,3692.49,3694.66,159.61407202 +2019-02-18 07:00:00,3691.29,3725.0,3695.0,3692.49,674.9534183 +2019-02-18 06:00:00,3671.37,3697.5,3677.05,3694.99,283.85599756 +2019-02-18 05:00:00,3660.08,3677.83,3674.11,3677.05,367.78675315 +2019-02-18 04:00:00,3665.7,3691.0,3687.63,3674.12,410.90423337 +2019-02-18 03:00:00,3669.0,3693.68,3670.22,3687.63,564.07005261 +2019-02-18 02:00:00,3639.4,3677.81,3645.12,3669.6,431.25812661 +2019-02-18 01:00:00,3625.02,3733.0,3657.49,3645.12,2202.41432713 +2019-02-18 00:00:00,3616.18,3667.79,3625.08,3656.17,610.19634878 +2019-02-17 23:00:00,3600.0,3640.7,3600.01,3625.08,880.23629097 +2019-02-17 22:00:00,3583.24,3610.01,3583.25,3600.01,419.62664982 +2019-02-17 21:00:00,3572.84,3603.46,3572.85,3583.24,614.7050212 +2019-02-17 20:00:00,3570.0,3575.0,3570.74,3572.85,171.39000795 +2019-02-17 19:00:00,3567.5,3575.72,3572.99,3570.75,181.7995707 +2019-02-17 18:00:00,3568.0,3576.01,3575.26,3572.99,202.03984916 +2019-02-17 17:00:00,3570.78,3576.99,3570.78,3575.26,191.75359008 +2019-02-17 16:00:00,3567.0,3575.6,3570.0,3571.17,243.23043528 +2019-02-17 15:00:00,3566.6,3575.5,3575.0,3569.99,156.89014927 +2019-02-17 14:00:00,3565.34,3575.79,3565.35,3575.01,107.80136839 +2019-02-17 13:00:00,3557.43,3570.0,3563.02,3565.35,198.95096241 +2019-02-17 12:00:00,3563.0,3584.8,3581.35,3563.01,261.73286936 +2019-02-17 11:00:00,3581.0,3595.89,3589.11,3581.35,143.96750713 +2019-02-17 10:00:00,3577.2,3675.0,3599.45,3589.12,1397.45390184 +2019-02-17 09:00:00,3596.27,3600.3,3596.73,3599.45,18.34247274 +2019-02-17 08:00:00,3595.56,3601.69,3599.3,3596.72,54.60038065 +2019-02-17 07:00:00,3595.53,3600.16,3596.8,3599.29,58.47875267 +2019-02-17 06:00:00,3593.03,3600.14,3598.32,3596.8,122.83135508 +2019-02-17 05:00:00,3594.0,3598.32,3596.46,3598.31,97.62065577 +2019-02-17 04:00:00,3587.56,3597.19,3590.0,3596.46,112.26352954 +2019-02-17 03:00:00,3587.0,3590.89,3587.26,3590.0,101.04217187 +2019-02-17 02:00:00,3584.07,3590.12,3586.88,3587.26,156.21437622 +2019-02-17 01:00:00,3577.26,3591.65,3582.89,3586.87,291.40278213 +2019-02-17 00:00:00,3577.21,3588.09,3582.37,3582.89,218.41824977 +2019-02-16 23:00:00,3576.77,3594.54,3594.18,3582.37,302.5732448 +2019-02-16 22:00:00,3590.08,3597.97,3595.74,3593.92,162.84454016 +2019-02-16 21:00:00,3592.15,3599.0,3598.96,3595.75,136.91842447 +2019-02-16 20:00:00,3593.67,3599.0,3596.92,3598.96,171.19389218 +2019-02-16 19:00:00,3592.9,3598.22,3593.51,3596.92,152.26309593 +2019-02-16 18:00:00,3591.48,3594.58,3591.49,3593.51,135.42135159 +2019-02-16 17:00:00,3588.0,3595.94,3595.41,3591.49,155.92944054 +2019-02-16 16:00:00,3588.2,3606.92,3596.5,3595.4,319.57699209 +2019-02-16 15:00:00,3593.22,3602.0,3598.37,3596.5,201.75331846 +2019-02-16 14:00:00,3593.7,3607.36,3597.1,3599.48,239.05161757 +2019-02-16 13:00:00,3584.99,3601.85,3585.0,3597.1,221.82319415 +2019-02-16 12:00:00,3567.94,3605.11,3590.09,3585.0,498.48697938 +2019-02-16 11:00:00,3585.56,3590.1,3586.45,3590.1,46.65459937 +2019-02-16 10:00:00,3585.53,3589.91,3586.5,3586.45,57.14367267 +2019-02-16 09:00:00,3584.55,3590.1,3587.5,3586.5,86.77108776 +2019-02-16 08:00:00,3585.0,3590.0,3585.01,3587.5,75.21436308 +2019-02-16 07:00:00,3579.05,3587.0,3581.07,3585.01,61.78498414 +2019-02-16 06:00:00,3581.0,3588.02,3585.63,3581.07,132.98915323 +2019-02-16 05:00:00,3583.05,3590.0,3584.8,3585.62,78.37897052 +2019-02-16 04:00:00,3583.75,3599.41,3587.0,3584.8,225.74800937 +2019-02-16 03:00:00,3581.0,3588.0,3581.98,3587.0,283.04100402 +2019-02-16 02:00:00,3572.63,3581.98,3575.7,3581.98,201.53503917 +2019-02-16 01:00:00,3572.77,3578.0,3572.78,3575.7,202.88173532 +2019-02-16 00:00:00,3565.5,3572.78,3566.59,3572.77,201.63877346 +2019-02-15 23:00:00,3561.29,3568.13,3566.08,3566.59,228.03800969 +2019-02-15 22:00:00,3562.53,3566.31,3565.95,3566.08,200.09374006 +2019-02-15 21:00:00,3564.9,3569.0,3566.35,3566.22,228.68387074 +2019-02-15 20:00:00,3565.03,3571.33,3566.39,3566.35,358.16807105 +2019-02-15 19:00:00,3565.0,3570.0,3567.85,3566.38,324.8107095 +2019-02-15 18:00:00,3564.0,3568.05,3565.4,3567.86,260.81994637 +2019-02-15 17:00:00,3561.37,3567.88,3561.38,3565.4,269.24556725 +2019-02-15 16:00:00,3557.12,3561.78,3557.12,3561.38,286.68945834 +2019-02-15 15:00:00,3545.89,3562.79,3555.88,3557.12,584.71093686 +2019-02-15 14:00:00,3546.57,3620.22,3586.0,3555.93,1713.24294423 +2019-02-15 13:00:00,3577.91,3586.33,3582.8,3585.99,185.54925215 +2019-02-15 12:00:00,3572.55,3582.8,3574.47,3582.79,90.51353723 +2019-02-15 11:00:00,3572.59,3599.18,3581.92,3574.68,407.82835266 +2019-02-15 10:00:00,3567.55,3584.13,3570.66,3581.92,138.54799702 +2019-02-15 09:00:00,3570.65,3578.55,3576.65,3570.66,105.31297549 +2019-02-15 08:00:00,3575.24,3580.34,3575.25,3576.65,186.02466277 +2019-02-15 07:00:00,3570.14,3577.6,3577.6,3575.25,280.41555481 +2019-02-15 06:00:00,3573.27,3585.0,3575.9,3577.6,268.65897934 +2019-02-15 05:00:00,3575.2,3582.0,3581.0,3575.9,125.52708506 +2019-02-15 04:00:00,3574.06,3585.5,3575.52,3581.01,360.70847436 +2019-02-15 03:00:00,3570.52,3578.97,3570.53,3575.52,282.66046831 +2019-02-15 02:00:00,3566.3,3570.79,3569.26,3570.53,164.84032309 +2019-02-15 01:00:00,3563.58,3569.26,3564.47,3569.26,171.5363542 +2019-02-15 00:00:00,3558.13,3569.25,3561.49,3564.46,224.41585629 +2019-02-14 23:00:00,3560.11,3566.41,3565.57,3561.5,249.96292063 +2019-02-14 22:00:00,3562.33,3570.48,3569.05,3566.11,257.67930521 +2019-02-14 21:00:00,3558.11,3575.0,3565.09,3569.04,380.8786751 +2019-02-14 20:00:00,3564.5,3575.25,3574.99,3565.31,270.19683808 +2019-02-14 19:00:00,3571.26,3576.0,3575.05,3574.99,322.11627909 +2019-02-14 18:00:00,3571.23,3575.98,3571.55,3575.05,225.88342547 +2019-02-14 17:00:00,3566.65,3575.86,3568.0,3571.55,284.96079898 +2019-02-14 16:00:00,3565.28,3578.8,3565.99,3568.0,340.84330173 +2019-02-14 15:00:00,3562.48,3570.63,3562.49,3566.0,231.56541315 +2019-02-14 14:00:00,3558.63,3564.38,3563.0,3562.49,216.81891484 +2019-02-14 13:00:00,3557.14,3563.39,3557.15,3563.0,239.14359237 +2019-02-14 12:00:00,3550.82,3561.58,3555.0,3557.15,141.34433759 +2019-02-14 11:00:00,3535.1,3568.51,3560.53,3554.98,518.78181613 +2019-02-14 10:00:00,3555.43,3570.31,3570.31,3560.53,171.22624815 +2019-02-14 09:00:00,3564.83,3571.78,3566.2,3570.31,153.57815901 +2019-02-14 08:00:00,3565.86,3574.7,3566.61,3566.2,49.16224014 +2019-02-14 07:00:00,3559.0,3576.42,3576.31,3566.6,237.9538829 +2019-02-14 06:00:00,3571.26,3579.02,3572.62,3576.31,86.7836658 +2019-02-14 05:00:00,3570.0,3585.0,3582.0,3572.63,172.23703832 +2019-02-14 04:00:00,3573.56,3585.0,3573.56,3582.0,268.49426375 +2019-02-14 03:00:00,3572.28,3575.96,3574.07,3573.56,175.01230308 +2019-02-14 02:00:00,3571.16,3582.93,3580.79,3574.07,305.36447375 +2019-02-14 01:00:00,3577.51,3587.05,3584.78,3580.79,391.64175577 +2019-02-14 00:00:00,3572.43,3589.0,3576.69,3584.21,505.60585847 +2019-02-13 23:00:00,3570.07,3577.6,3570.08,3576.68,298.84159134 +2019-02-13 22:00:00,3570.0,3575.0,3571.9,3570.08,341.90408074 +2019-02-13 21:00:00,3566.49,3573.0,3566.5,3571.9,329.77136946 +2019-02-13 20:00:00,3566.0,3572.84,3570.52,3566.49,624.57711232 +2019-02-13 19:00:00,3570.45,3582.74,3582.0,3570.52,331.16862925 +2019-02-13 18:00:00,3576.55,3582.0,3578.22,3582.0,279.1839946 +2019-02-13 17:00:00,3575.99,3578.22,3576.0,3578.22,228.31149697 +2019-02-13 16:00:00,3564.0,3577.0,3564.01,3575.99,475.59786102 +2019-02-13 15:00:00,3562.98,3575.49,3573.8,3564.0,447.79011019 +2019-02-13 14:00:00,3572.86,3579.06,3575.29,3573.81,200.26347296 +2019-02-13 13:00:00,3574.0,3583.96,3580.89,3575.29,208.19028811 +2019-02-13 12:00:00,3568.0,3581.0,3573.4,3581.0,180.29768426 +2019-02-13 11:00:00,3568.0,3580.64,3579.01,3573.41,278.46617047 +2019-02-13 10:00:00,3576.03,3586.76,3580.87,3579.01,199.92765822 +2019-02-13 09:00:00,3576.03,3585.0,3580.19,3580.86,126.50028754 +2019-02-13 08:00:00,3580.18,3593.0,3589.76,3580.19,152.69825886 +2019-02-13 07:00:00,3582.0,3598.59,3597.59,3589.76,295.57857503 +2019-02-13 06:00:00,3595.47,3627.99,3602.6,3597.59,667.13947754 +2019-02-13 05:00:00,3593.3,3603.71,3594.29,3602.6,245.11693488 +2019-02-13 04:00:00,3591.5,3601.96,3601.57,3594.3,297.69345299 +2019-02-13 03:00:00,3594.78,3602.06,3600.0,3601.37,210.99409671 +2019-02-13 02:00:00,3591.6,3600.0,3594.19,3600.0,147.14831634 +2019-02-13 01:00:00,3590.25,3595.52,3595.52,3594.2,213.35988775 +2019-02-13 00:00:00,3585.01,3596.25,3588.06,3595.52,244.42139598 +2019-02-12 23:00:00,3578.63,3594.92,3580.17,3588.06,313.38292203 +2019-02-12 22:00:00,3572.34,3585.0,3576.38,3580.17,352.92139319 +2019-02-12 21:00:00,3561.23,3606.0,3605.67,3576.38,1136.6153918 +2019-02-12 20:00:00,3597.19,3612.43,3597.2,3605.66,464.80168797 +2019-02-12 19:00:00,3593.5,3606.43,3596.25,3597.2,587.69948296 +2019-02-12 18:00:00,3580.77,3618.77,3580.77,3596.34,655.67692006 +2019-02-12 17:00:00,3575.0,3586.91,3576.01,3580.77,219.36195912 +2019-02-12 16:00:00,3572.89,3583.01,3572.89,3576.0,327.70717348 +2019-02-12 15:00:00,3569.74,3580.29,3576.69,3572.89,287.63074978 +2019-02-12 14:00:00,3575.0,3579.0,3579.0,3576.69,182.61527142 +2019-02-12 13:00:00,3575.0,3590.7,3580.17,3579.0,238.73556169 +2019-02-12 12:00:00,3567.66,3586.64,3568.5,3580.16,244.06292452 +2019-02-12 11:00:00,3564.91,3572.91,3565.99,3568.49,65.13878126 +2019-02-12 10:00:00,3559.5,3569.8,3565.31,3566.51,188.58797579 +2019-02-12 09:00:00,3558.51,3568.43,3564.44,3565.31,319.18664981 +2019-02-12 08:00:00,3564.43,3579.03,3578.36,3564.43,110.14013007 +2019-02-12 07:00:00,3574.37,3579.78,3579.78,3578.89,172.81956018 +2019-02-12 06:00:00,3574.03,3579.78,3578.68,3579.78,154.00152061 +2019-02-12 05:00:00,3576.0,3583.01,3578.03,3578.3,108.94372754 +2019-02-12 04:00:00,3572.21,3582.0,3574.0,3578.03,350.17611543 +2019-02-12 03:00:00,3566.81,3574.0,3566.82,3574.0,245.62474596 +2019-02-12 02:00:00,3562.0,3571.0,3566.0,3566.82,217.87807761 +2019-02-12 01:00:00,3561.37,3574.99,3566.45,3566.0,247.21603652 +2019-02-12 00:00:00,3550.0,3590.36,3590.36,3566.56,1156.21135505 +2019-02-11 23:00:00,3588.0,3595.67,3595.22,3590.36,282.47178311 +2019-02-11 22:00:00,3588.0,3597.45,3591.01,3595.22,455.85686962 +2019-02-11 21:00:00,3590.0,3598.06,3597.71,3591.01,306.24071248 +2019-02-11 20:00:00,3594.23,3604.0,3600.86,3598.14,340.72992396 +2019-02-11 19:00:00,3594.36,3604.02,3594.37,3600.86,455.27555567 +2019-02-11 18:00:00,3589.29,3596.26,3593.27,3594.36,418.60188043 +2019-02-11 17:00:00,3586.71,3595.1,3589.99,3593.84,258.91951925 +2019-02-11 16:00:00,3579.38,3600.99,3600.99,3590.0,617.73918203 +2019-02-11 15:00:00,3590.69,3608.74,3608.74,3600.99,489.53665147 +2019-02-11 14:00:00,3597.0,3611.33,3599.56,3608.74,285.73797838 +2019-02-11 13:00:00,3591.1,3614.38,3592.3,3599.55,617.40939969 +2019-02-11 12:00:00,3582.29,3597.02,3585.03,3592.29,285.82544528 +2019-02-11 11:00:00,3585.01,3591.93,3591.93,3585.03,72.94959459 +2019-02-11 10:00:00,3585.92,3602.0,3597.98,3591.32,153.86277629 +2019-02-11 09:00:00,3588.7,3598.57,3588.71,3597.99,70.1907297 +2019-02-11 08:00:00,3588.7,3598.3,3598.29,3588.71,101.84656591 +2019-02-11 07:00:00,3593.64,3598.3,3596.79,3598.3,103.49724128 +2019-02-11 06:00:00,3586.3,3596.8,3588.45,3596.8,97.50962789 +2019-02-11 05:00:00,3586.67,3595.56,3595.56,3588.45,178.96954249 +2019-02-11 04:00:00,3585.88,3596.41,3596.29,3595.56,274.47142012 +2019-02-11 03:00:00,3595.05,3600.01,3600.01,3596.29,230.74580201 +2019-02-11 02:00:00,3600.0,3608.66,3604.3,3600.01,240.00894904 +2019-02-11 01:00:00,3595.8,3610.0,3610.0,3604.23,290.82355155 +2019-02-11 00:00:00,3584.24,3652.0,3648.85,3610.0,2190.04078038 +2019-02-10 23:00:00,3618.57,3654.28,3623.29,3648.84,1360.20979846 +2019-02-10 22:00:00,3604.99,3625.0,3605.0,3623.28,277.34517056 +2019-02-10 21:00:00,3601.05,3605.0,3603.99,3605.0,196.73657828 +2019-02-10 20:00:00,3601.05,3607.99,3607.98,3604.0,144.54786879 +2019-02-10 19:00:00,3603.26,3611.0,3609.94,3607.99,201.01203401 +2019-02-10 18:00:00,3605.19,3612.47,3605.72,3609.94,184.58038236 +2019-02-10 17:00:00,3605.0,3613.0,3611.32,3605.71,209.08545925 +2019-02-10 16:00:00,3596.26,3619.33,3596.27,3611.31,379.64778698 +2019-02-10 15:00:00,3585.59,3597.01,3585.6,3594.88,132.93683698 +2019-02-10 14:00:00,3583.29,3601.51,3599.75,3585.6,260.67500326 +2019-02-10 13:00:00,3590.02,3600.0,3596.4,3599.75,96.26406266 +2019-02-10 12:00:00,3596.41,3607.25,3604.1,3596.41,107.26697995 +2019-02-10 11:00:00,3602.0,3610.0,3609.99,3604.1,88.18910724 +2019-02-10 10:00:00,3601.01,3609.99,3604.31,3609.99,96.81161065 +2019-02-10 09:00:00,3600.43,3604.31,3604.3,3604.31,63.63883829 +2019-02-10 08:00:00,3600.01,3605.2,3600.01,3604.31,143.19200324 +2019-02-10 07:00:00,3578.59,3605.0,3602.89,3600.01,268.13108985 +2019-02-10 06:00:00,3598.0,3618.51,3618.51,3602.9,246.9072371 +2019-02-10 05:00:00,3615.01,3620.57,3620.57,3618.51,124.43584126 +2019-02-10 04:00:00,3616.03,3620.57,3616.84,3620.57,92.86886068 +2019-02-10 03:00:00,3615.6,3621.45,3621.45,3616.84,186.42006482 +2019-02-10 02:00:00,3618.0,3622.32,3618.01,3621.45,155.47312315 +2019-02-10 01:00:00,3616.17,3622.58,3619.99,3618.0,159.87845417 +2019-02-10 00:00:00,3618.53,3630.31,3623.73,3619.99,188.27528866 +2019-02-09 23:00:00,3616.58,3627.77,3620.64,3623.73,193.55953079 +2019-02-09 22:00:00,3615.0,3622.25,3620.0,3620.64,223.42714016 +2019-02-09 21:00:00,3612.43,3620.0,3612.44,3620.0,189.36816134 +2019-02-09 20:00:00,3612.0,3614.38,3612.95,3612.44,180.24057147 +2019-02-09 19:00:00,3605.25,3613.96,3605.26,3612.95,189.85300357 +2019-02-09 18:00:00,3602.0,3609.0,3605.65,3605.26,265.24472888 +2019-02-09 17:00:00,3603.36,3609.44,3608.0,3605.65,185.76282279 +2019-02-09 16:00:00,3597.0,3613.09,3606.73,3608.09,249.24329843 +2019-02-09 15:00:00,3604.01,3622.0,3619.22,3606.73,186.48596941 +2019-02-09 14:00:00,3612.56,3644.08,3625.46,3619.22,430.5893765 +2019-02-09 13:00:00,3613.18,3630.32,3613.18,3625.46,144.01039075 +2019-02-09 12:00:00,3606.0,3626.05,3624.98,3613.18,177.53471921 +2019-02-09 11:00:00,3622.11,3628.53,3625.52,3624.98,70.69199261 +2019-02-09 10:00:00,3623.97,3634.0,3624.31,3625.52,88.13403698 +2019-02-09 09:00:00,3611.34,3629.98,3622.42,3624.31,119.17981617 +2019-02-09 08:00:00,3615.32,3636.0,3621.12,3622.82,415.50141134 +2019-02-09 07:00:00,3609.18,3625.0,3610.5,3621.98,276.28775343 +2019-02-09 06:00:00,3608.03,3612.92,3610.01,3610.51,99.12208725 +2019-02-09 05:00:00,3608.33,3614.44,3614.44,3610.0,101.88398993 +2019-02-09 04:00:00,3605.7,3616.75,3609.01,3614.44,174.6291954 +2019-02-09 03:00:00,3603.25,3614.54,3611.84,3609.01,197.15772635 +2019-02-09 02:00:00,3603.02,3616.24,3612.99,3612.16,236.82658844 +2019-03-06 01:00:00,3820.0,3831.99,3831.99,3829.25,332.35593055 +2019-03-06 00:00:00,3812.35,3857.46,3844.59,3831.99,896.64410438 +2019-03-05 23:00:00,3833.59,3844.59,3835.0,3844.59,319.08533081 +2019-03-05 22:00:00,3826.6,3836.0,3834.83,3835.0,282.7996457 +2019-03-05 21:00:00,3826.0,3839.91,3839.13,3834.83,346.95463941 +2019-03-05 20:00:00,3832.59,3849.01,3849.01,3839.13,392.44761775 +2019-03-05 19:00:00,3836.96,3851.55,3838.19,3849.01,295.22865305 +2019-03-05 18:00:00,3827.86,3845.29,3838.91,3838.31,265.82715703 +2019-03-05 17:00:00,3824.09,3845.89,3832.96,3838.9,329.24258727 +2019-03-05 16:00:00,3809.49,3876.65,3825.79,3832.97,1865.89661 +2019-03-05 15:00:00,3815.0,3837.17,3819.5,3825.01,473.90634531 +2019-03-05 14:00:00,3805.07,3837.05,3836.61,3819.5,662.71735311 +2019-03-05 13:00:00,3731.99,3843.1,3732.0,3836.61,2058.53766073 +2019-03-05 12:00:00,3723.59,3742.28,3723.59,3731.99,288.69655851 +2019-03-05 11:00:00,3718.83,3723.6,3722.11,3723.59,145.45480567 +2019-03-05 10:00:00,3716.35,3723.6,3720.36,3722.11,73.46509409 +2019-03-05 09:00:00,3720.26,3728.81,3728.8,3720.36,62.31000505 +2019-03-05 08:00:00,3714.99,3729.01,3715.0,3728.8,221.05932781 +2019-03-05 07:00:00,3709.5,3715.0,3709.51,3715.0,80.340824 +2019-03-05 06:00:00,3706.68,3710.0,3706.68,3709.5,127.5379436 +2019-03-05 05:00:00,3703.99,3707.12,3704.0,3706.68,113.64434023 +2019-03-05 04:00:00,3693.85,3705.0,3695.26,3704.0,150.53004629 +2019-03-05 03:00:00,3693.63,3700.44,3693.64,3695.26,214.72367656 +2019-03-05 02:00:00,3692.36,3703.0,3698.02,3693.63,329.59798461 +2019-03-05 01:00:00,3697.5,3706.97,3704.43,3698.02,201.7032075 +2019-03-05 00:00:00,3700.0,3707.33,3700.02,3704.43,233.21170496 +2019-03-04 23:00:00,3683.0,3702.3,3689.34,3700.72,303.22459587 +2019-03-04 22:00:00,3689.31,3705.44,3701.04,3689.34,245.42413448 +2019-03-04 21:00:00,3697.0,3708.94,3704.02,3701.04,280.22107903 +2019-03-04 20:00:00,3703.17,3716.85,3703.67,3704.01,465.8662925 +2019-03-04 19:00:00,3700.25,3707.87,3707.08,3703.67,290.99441438 +2019-03-04 18:00:00,3700.0,3710.8,3710.79,3707.06,453.3499328 +2019-03-04 17:00:00,3711.0,3718.0,3713.41,3711.0,258.79411518 +2019-03-04 16:00:00,3702.64,3715.0,3703.37,3713.41,278.81825164 +2019-03-04 15:00:00,3697.17,3716.9,3707.95,3703.37,342.30367194 +2019-03-04 14:00:00,3703.0,3709.28,3704.99,3707.95,309.06019927 +2019-03-04 13:00:00,3689.39,3708.93,3696.06,3704.99,296.99694882 +2019-03-04 12:00:00,3688.88,3705.05,3703.17,3696.07,251.58678627 +2019-03-04 11:00:00,3689.41,3715.36,3694.45,3703.17,275.78526616 +2019-03-04 10:00:00,3672.39,3703.37,3702.56,3697.21,428.19246429 +2019-03-04 09:00:00,3700.6,3717.57,3707.7,3702.55,193.53564713 +2019-03-04 08:00:00,3706.5,3723.34,3721.12,3707.69,232.33033542 +2019-03-04 07:00:00,3721.13,3733.23,3725.72,3721.13,103.18751995 +2019-03-04 06:00:00,3709.22,3727.0,3723.52,3725.72,269.53061601 +2019-03-04 05:00:00,3691.85,3748.78,3748.77,3723.52,1226.4859809 +2019-03-04 04:00:00,3724.56,3783.03,3783.03,3748.78,974.05629365 +2019-03-04 03:00:00,3773.89,3790.71,3790.71,3783.03,230.77093275 +2019-03-04 02:00:00,3790.0,3803.74,3803.74,3790.0,178.61279085 +2019-03-04 01:00:00,3800.21,3804.99,3804.37,3803.74,134.60243489 +2019-03-04 00:00:00,3786.93,3804.99,3786.93,3804.37,312.03802009 +2019-03-03 23:00:00,3763.62,3789.19,3785.0,3786.93,412.19969506 +2019-03-03 22:00:00,3781.2,3790.62,3788.98,3785.0,229.79394403 +2019-03-03 21:00:00,3786.04,3794.92,3794.92,3788.98,380.24010511 +2019-03-03 20:00:00,3790.74,3795.09,3790.74,3794.92,119.91317258 +2019-03-03 19:00:00,3789.87,3792.02,3792.01,3790.72,135.9276065 +2019-03-03 18:00:00,3790.07,3792.99,3792.92,3792.01,163.60064995 +2019-03-03 17:00:00,3790.07,3793.34,3790.07,3792.92,138.0661077 +2019-03-03 16:00:00,3774.08,3793.87,3785.82,3790.08,301.0312906 +2019-03-03 15:00:00,3780.42,3802.18,3802.17,3785.82,373.37520267 +2019-03-03 14:00:00,3800.0,3809.99,3809.21,3802.18,100.55094844 +2019-03-03 13:00:00,3778.78,3809.21,3808.4,3809.21,415.95379024 +2019-03-03 12:00:00,3805.8,3809.21,3809.01,3808.4,42.49988808 +2019-03-03 11:00:00,3809.0,3813.0,3809.27,3809.01,90.22954568 +2019-03-03 10:00:00,3807.73,3809.27,3807.74,3809.27,40.63010341 +2019-03-03 09:00:00,3803.46,3809.27,3803.47,3807.74,36.25252576 +2019-03-03 08:00:00,3801.0,3811.14,3811.1,3803.46,96.77891581 +2019-03-03 07:00:00,3810.29,3811.63,3811.63,3811.09,67.63201526 +2019-03-03 06:00:00,3810.01,3811.65,3811.46,3811.63,39.31711843 +2019-03-03 05:00:00,3810.0,3812.58,3812.58,3811.45,69.87058323 +2019-03-03 04:00:00,3810.32,3814.35,3810.33,3812.58,92.04456655 +2019-03-03 03:00:00,3807.98,3812.19,3809.53,3810.33,99.95556445 +2019-03-03 02:00:00,3807.98,3815.48,3815.47,3809.53,207.95680649 +2019-03-03 01:00:00,3813.45,3815.48,3814.24,3815.48,139.63507693 +2019-03-03 00:00:00,3808.44,3815.48,3809.7,3814.24,307.22151097 +2019-03-02 23:00:00,3807.98,3812.0,3811.88,3809.7,115.89191053 +2019-03-02 22:00:00,3805.51,3813.83,3810.0,3811.85,177.52922605 +2019-03-02 21:00:00,3801.75,3810.0,3803.01,3810.0,129.32266152 +2019-03-02 20:00:00,3801.0,3808.29,3808.08,3803.01,134.12859685 +2019-03-02 19:00:00,3800.02,3808.08,3803.52,3808.08,119.38033666 +2019-03-02 18:00:00,3793.87,3805.8,3796.79,3803.01,174.24047957 +2019-03-02 17:00:00,3796.57,3805.81,3805.8,3799.65,178.68507616 +2019-03-02 16:00:00,3793.0,3810.27,3801.01,3805.81,264.61572148 +2019-03-02 15:00:00,3801.0,3813.67,3808.0,3801.01,280.47760417 +2019-03-02 14:00:00,3805.08,3812.0,3811.43,3808.0,144.62462792 +2019-03-02 13:00:00,3810.0,3817.0,3811.01,3811.43,119.90821609 +2019-03-02 12:00:00,3807.0,3814.91,3808.9,3811.01,119.97074088 +2019-03-02 11:00:00,3802.09,3816.21,3802.68,3808.89,79.97695217 +2019-03-02 10:00:00,3791.85,3802.68,3794.0,3802.68,58.46069189 +2019-03-02 09:00:00,3794.0,3801.62,3797.29,3794.01,58.56735739 +2019-03-02 08:00:00,3763.0,3801.0,3792.82,3797.14,343.73470935 +2019-03-02 07:00:00,3785.25,3802.16,3802.16,3792.82,157.42327968 +2019-03-02 06:00:00,3802.15,3807.25,3804.46,3802.15,58.3339914 +2019-03-02 05:00:00,3796.57,3810.0,3803.0,3804.46,114.32794001 +2019-03-02 04:00:00,3795.0,3816.81,3816.81,3803.0,255.35514544 +2019-03-02 03:00:00,3814.23,3818.08,3815.96,3816.81,130.52588534 +2019-03-02 02:00:00,3812.5,3816.0,3815.35,3815.3,146.43997085 +2019-03-02 01:00:00,3810.0,3815.47,3811.72,3815.35,144.17360418 +2019-03-02 00:00:00,3802.94,3814.08,3806.17,3811.72,214.54998204 +2019-03-01 23:00:00,3805.0,3816.0,3814.01,3806.17,322.29144416 +2019-03-01 22:00:00,3792.0,3840.0,3829.35,3814.01,907.85308461 +2019-03-01 21:00:00,3828.0,3834.51,3829.01,3829.33,307.37094839 +2019-03-01 20:00:00,3827.62,3829.99,3828.8,3829.01,302.92022159 +2019-03-01 19:00:00,3827.64,3835.88,3834.35,3829.67,255.05757298 +2019-03-01 18:00:00,3824.5,3835.74,3833.72,3834.34,351.92609173 +2019-03-01 17:00:00,3828.52,3843.0,3828.56,3833.71,493.25051516 +2019-03-01 16:00:00,3815.27,3833.0,3815.27,3828.56,514.97059428 +2019-03-01 15:00:00,3814.57,3819.99,3819.88,3815.28,246.20615395 +2019-03-01 14:00:00,3813.02,3819.97,3817.0,3819.88,215.86528808 +2019-03-01 13:00:00,3807.32,3817.26,3809.85,3817.0,213.54208499 +2019-03-01 12:00:00,3808.87,3811.66,3810.2,3809.84,109.31183188 +2019-03-01 11:00:00,3809.4,3815.0,3811.71,3810.19,119.30019437 +2019-03-01 10:00:00,3809.21,3816.2,3816.2,3811.72,88.70496898 +2019-03-01 09:00:00,3809.39,3826.0,3809.4,3816.19,264.11093452 +2019-03-01 08:00:00,3802.86,3809.99,3809.28,3809.4,120.19801744 +2019-03-01 07:00:00,3791.31,3809.28,3801.8,3809.28,677.26492092 +2019-03-01 06:00:00,3800.0,3802.0,3800.39,3801.79,136.35882984 +2019-03-01 05:00:00,3800.06,3803.0,3802.12,3800.39,115.66446869 +2019-03-01 04:00:00,3799.94,3806.52,3806.52,3802.13,173.38857966 +2019-03-01 03:00:00,3800.66,3806.52,3800.67,3806.52,155.81728652 +2019-03-01 02:00:00,3799.91,3804.82,3804.0,3800.67,178.5320115 +2019-03-01 01:00:00,3791.65,3804.74,3794.99,3804.0,277.07896345 +2019-03-01 00:00:00,3792.14,3799.77,3792.14,3794.99,269.71396473 +2019-02-28 23:00:00,3788.28,3801.43,3794.84,3792.14,291.94937035 +2019-02-28 22:00:00,3786.59,3802.55,3802.55,3794.84,473.173786 +2019-02-28 21:00:00,3800.0,3807.0,3803.92,3802.55,305.71060721 +2019-02-28 20:00:00,3794.49,3810.0,3808.29,3803.17,396.4195587 +2019-02-28 19:00:00,3794.22,3819.15,3815.0,3808.29,376.63254117 +2019-02-28 18:00:00,3783.27,3815.0,3795.99,3814.99,503.12883195 +2019-02-28 17:00:00,3781.44,3823.01,3823.01,3795.99,664.60620023 +2019-02-28 16:00:00,3803.0,3859.5,3841.63,3823.65,975.749338 +2019-02-28 15:00:00,3754.37,3910.0,3820.94,3841.85,2615.64184431 +2019-02-28 14:00:00,3814.99,3824.36,3815.0,3820.94,256.94745002 +2019-02-28 13:00:00,3814.98,3819.15,3819.15,3815.0,191.33420498 +2019-02-28 12:00:00,3816.0,3826.62,3821.38,3819.15,465.23226893 +2019-02-28 11:00:00,3815.0,3825.7,3815.01,3821.37,154.13936883 +2019-02-28 10:00:00,3815.0,3825.51,3825.51,3815.01,98.88463043 +2019-02-28 09:00:00,3818.68,3830.27,3824.99,3825.5,168.56630718 +2019-02-28 08:00:00,3804.56,3835.55,3804.57,3824.99,380.93889484 +2019-02-28 07:00:00,3801.0,3805.39,3804.61,3804.57,100.78365984 +2019-02-28 06:00:00,3804.31,3809.99,3809.99,3804.62,113.00419927 +2019-02-28 05:00:00,3806.3,3809.99,3806.3,3809.99,170.54633163 +2019-02-28 04:00:00,3800.02,3809.09,3801.73,3806.3,171.69191451 +2019-02-28 03:00:00,3800.0,3805.99,3803.4,3802.37,223.77660382 +2019-02-28 02:00:00,3803.05,3814.99,3811.86,3803.4,200.82657339 +2019-02-28 01:00:00,3805.97,3814.99,3806.05,3812.7,287.01107434 +2019-02-28 00:00:00,3792.38,3808.02,3800.35,3806.05,265.77713976 +2019-02-27 23:00:00,3770.45,3809.0,3775.0,3799.91,639.08057407 +2019-02-27 22:00:00,3742.97,3775.0,3749.0,3775.0,329.03589934 +2019-02-27 21:00:00,3712.96,3749.0,3724.77,3749.0,463.82779217 +2019-02-27 20:00:00,3655.0,3803.19,3803.19,3724.77,2530.86663463 +2019-02-27 19:00:00,3796.62,3803.19,3796.99,3803.18,170.64090201 +2019-02-27 18:00:00,3796.8,3805.27,3804.53,3796.99,254.21238671 +2019-02-27 17:00:00,3801.42,3806.13,3801.43,3804.53,172.05364972 +2019-02-27 16:00:00,3795.0,3804.0,3797.7,3801.43,294.27255823 +2019-02-27 15:00:00,3796.53,3805.01,3805.0,3797.7,239.94140333 +2019-02-27 14:00:00,3780.0,3813.03,3813.03,3805.01,535.97078617 +2019-02-27 13:00:00,3811.1,3820.6,3811.39,3813.03,277.91973874 +2019-02-27 12:00:00,3808.03,3823.13,3813.26,3811.39,200.07144077 +2019-02-27 11:00:00,3807.0,3814.05,3807.01,3813.26,86.56169976 +2019-02-27 10:00:00,3807.0,3811.5,3810.19,3807.0,49.30051761 +2019-02-27 09:00:00,3809.14,3810.37,3810.36,3810.2,60.57198149 +2019-02-27 08:00:00,3807.69,3817.0,3807.7,3810.37,233.0719669 +2019-02-27 07:00:00,3790.0,3809.0,3796.6,3807.7,323.01427621 +2019-02-27 06:00:00,3795.65,3807.5,3807.5,3797.49,150.94936905 +2019-02-27 05:00:00,3800.0,3807.5,3800.66,3807.5,139.33976117 +2019-02-27 04:00:00,3800.29,3808.0,3800.3,3801.28,244.03823397 +2019-02-27 03:00:00,3797.99,3804.75,3802.01,3800.3,137.83137259 +2019-02-27 02:00:00,3783.13,3804.9,3783.22,3802.01,216.77519712 +2019-02-27 01:00:00,3782.5,3788.89,3784.6,3782.74,199.66876641 +2019-02-27 00:00:00,3781.15,3799.49,3799.49,3784.6,348.55215598 +2019-02-26 23:00:00,3792.5,3799.99,3796.13,3799.48,176.03304733 +2019-02-26 22:00:00,3786.38,3800.0,3790.82,3796.13,314.88447028 +2019-02-26 21:00:00,3788.02,3799.99,3795.0,3790.82,278.89235513 +2019-02-26 20:00:00,3795.0,3806.96,3800.0,3795.76,269.48993414 +2019-02-26 19:00:00,3792.9,3807.63,3792.95,3800.01,237.63770415 +2019-02-26 18:00:00,3791.1,3809.0,3800.0,3792.96,202.26844956 +2019-02-26 17:00:00,3785.0,3801.37,3792.21,3799.99,287.84368137 +2019-02-26 16:00:00,3790.85,3811.51,3811.51,3792.21,369.37716433 +2019-02-26 15:00:00,3804.0,3818.39,3811.58,3811.51,256.61568029 +2019-02-26 14:00:00,3786.82,3818.02,3790.59,3811.58,418.52943978 +2019-02-26 13:00:00,3775.0,3791.0,3788.49,3790.6,296.61067074 +2019-02-26 12:00:00,3783.48,3794.39,3789.0,3788.49,184.77683804 +2019-02-26 11:00:00,3786.44,3801.98,3800.0,3789.0,117.1263155 +2019-02-26 10:00:00,3790.0,3807.0,3790.0,3800.0,225.21772915 +2019-02-26 09:00:00,3771.19,3790.57,3790.57,3790.0,139.86419515 +2019-02-26 08:00:00,3785.99,3790.9,3785.99,3790.57,141.51886502 +2019-02-26 07:00:00,3771.39,3786.0,3776.74,3786.0,174.0137911 +2019-02-26 06:00:00,3765.8,3798.23,3792.99,3776.74,616.93436414 +2019-02-26 05:00:00,3763.71,3815.99,3814.41,3792.99,753.5431121 +2019-02-26 04:00:00,3813.0,3824.49,3824.49,3814.41,182.19345404 +2019-02-26 03:00:00,3822.79,3825.0,3822.8,3824.49,194.19126589 +2019-02-26 02:00:00,3818.98,3826.37,3818.99,3822.8,198.92139211 +2019-02-26 01:00:00,3815.44,3819.99,3819.99,3819.0,199.5278685 +2019-02-26 00:00:00,3811.91,3820.99,3818.78,3819.98,284.28694147 +2019-02-25 23:00:00,3816.19,3830.34,3821.43,3818.79,257.06610837 +2019-02-25 22:00:00,3804.79,3825.0,3804.81,3821.43,429.23513282 +2019-02-25 21:00:00,3803.16,3829.35,3827.09,3804.8,367.96503601 +2019-02-25 20:00:00,3800.78,3852.82,3845.77,3827.1,1348.46252895 +2019-02-25 19:00:00,3845.77,3860.0,3858.17,3845.78,345.89299802 +2019-02-25 18:00:00,3820.11,3859.0,3821.66,3858.17,1543.69019861 +2019-02-25 17:00:00,3812.28,3835.62,3830.01,3821.67,721.12603242 +2019-02-25 16:00:00,3785.6,3833.0,3790.0,3830.01,1340.92035716 +2019-02-25 15:00:00,3778.31,3790.0,3778.53,3789.99,435.36292722 +2019-02-25 14:00:00,3766.97,3790.5,3790.49,3778.11,457.88226153 +2019-02-25 13:00:00,3785.0,3792.15,3788.96,3790.5,171.74920942 +2019-02-25 12:00:00,3779.3,3799.82,3779.32,3788.95,225.26848703 +2019-02-25 11:00:00,3777.11,3789.72,3780.79,3779.33,110.94867794 +2019-02-25 10:00:00,3744.45,3785.91,3773.0,3781.95,586.05879029 +2019-02-25 09:00:00,3772.78,3779.71,3773.4,3773.0,120.26324635 +2019-02-25 08:00:00,3758.64,3774.0,3758.64,3773.39,173.39445647 +2019-02-25 07:00:00,3758.0,3778.01,3776.28,3758.63,271.76296091 +2019-02-25 06:00:00,3772.33,3789.79,3781.68,3776.28,420.6654138 +2019-02-25 05:00:00,3760.0,3781.69,3781.0,3781.69,297.68467554 +2019-02-25 04:00:00,3774.65,3786.65,3776.22,3781.0,183.18287507 +2019-02-25 03:00:00,3770.02,3782.91,3773.46,3776.23,300.63958308 +2019-02-25 02:00:00,3758.0,3773.46,3763.01,3773.45,240.76539349 +2019-02-25 01:00:00,3755.97,3768.59,3760.59,3763.01,257.39340815 +2019-02-25 00:00:00,3731.09,3763.53,3734.23,3760.58,556.7009733 +2019-02-24 23:00:00,3730.0,3776.99,3762.01,3734.22,1237.39543398 +2019-02-24 22:00:00,3741.79,3788.37,3788.37,3762.01,802.98391633 +2019-02-24 21:00:00,3781.01,3806.24,3786.0,3788.37,839.4367217 +2019-02-24 20:00:00,3770.41,3786.0,3773.4,3786.0,283.73391313 +2019-02-24 19:00:00,3768.4,3781.0,3781.0,3773.01,289.68874637 +2019-02-24 18:00:00,3755.0,3787.9,3761.0,3781.0,488.54300146 +2019-02-24 17:00:00,3749.0,3785.0,3759.12,3761.0,584.31021201 +2019-02-24 16:00:00,3712.84,3788.82,3782.0,3759.12,1785.37341666 +2019-02-24 15:00:00,3776.01,3824.24,3795.0,3782.0,1287.66391119 +2019-02-24 14:00:00,3718.0,4084.34,4084.05,3795.0,4631.15560251 +2019-02-24 13:00:00,4060.68,4118.6,4108.01,4084.05,584.76818409 +2019-02-24 12:00:00,4100.57,4133.0,4132.24,4108.01,288.79642769 +2019-02-24 11:00:00,4131.0,4138.57,4137.07,4132.25,129.58871989 +2019-02-24 10:00:00,4130.0,4139.95,4132.49,4137.07,86.2767675 +2019-02-24 09:00:00,4120.72,4142.0,4132.66,4132.5,142.61483027 +2019-02-24 08:00:00,4127.83,4163.09,4163.07,4132.92,185.57056276 +2019-02-24 07:00:00,4153.14,4163.09,4160.0,4163.07,114.16181887 +2019-02-24 06:00:00,4158.0,4168.99,4159.0,4160.0,229.28227082 +2019-02-24 05:00:00,4150.0,4163.64,4151.0,4159.0,196.60100549 +2019-02-24 04:00:00,4150.0,4169.34,4162.51,4151.0,481.68569672 +2019-02-24 03:00:00,4144.99,4188.79,4150.01,4162.51,1025.55520415 +2019-02-24 02:00:00,4129.0,4163.36,4132.52,4150.01,555.46343143 +2019-02-24 01:00:00,4118.64,4139.0,4126.57,4132.53,429.27512464 +2019-02-24 00:00:00,4109.99,4130.99,4110.0,4126.57,322.24253535 +2019-02-23 23:00:00,4106.0,4115.03,4114.99,4110.0,280.8666901 +2019-02-23 22:00:00,4100.0,4119.83,4106.29,4114.99,507.68905859 +2019-02-23 21:00:00,4105.01,4140.99,4140.99,4106.29,538.09125561 +2019-02-23 20:00:00,4098.5,4156.1,4098.5,4140.99,965.64780537 +2019-02-23 19:00:00,4093.59,4128.57,4093.59,4098.5,934.75895488 +2019-02-23 18:00:00,4078.8,4134.45,4089.77,4093.6,1366.64090619 +2019-02-23 17:00:00,3948.34,4090.0,3957.14,4089.76,2994.65996403 +2019-02-23 16:00:00,3922.55,3975.0,3925.0,3960.02,735.56442013 +2019-02-23 15:00:00,3912.27,3933.84,3933.83,3925.0,255.77818285 +2019-02-23 14:00:00,3932.13,3933.84,3932.99,3933.84,101.79951178 +2019-02-23 13:00:00,3930.0,3939.55,3937.99,3932.99,137.40893005 +2019-02-23 12:00:00,3931.6,3939.05,3937.01,3938.0,96.77474273 +2019-02-23 11:00:00,3933.61,3943.02,3938.0,3937.0,103.47866541 +2019-02-23 10:00:00,3930.55,3938.0,3932.0,3937.99,47.37968491 +2019-02-23 09:00:00,3914.27,3932.0,3922.38,3932.0,102.99344607 +2019-02-23 08:00:00,3911.3,3927.01,3927.0,3922.38,108.96308502 +2019-02-23 07:00:00,3924.85,3930.0,3929.71,3927.01,130.30151677 +2019-02-23 06:00:00,3923.05,3930.0,3927.99,3929.72,99.70862681 +2019-02-23 05:00:00,3915.44,3927.99,3926.23,3927.98,195.93352371 +2019-02-23 04:00:00,3921.0,3943.92,3943.92,3926.23,303.06760742 +2019-02-23 03:00:00,3938.0,3943.92,3940.0,3943.92,169.68524915 +2019-02-23 02:00:00,3939.39,3948.0,3947.5,3940.0,224.52292129 +2019-02-23 01:00:00,3936.24,3947.5,3937.5,3947.49,151.65125476 +2019-02-23 00:00:00,3932.24,3942.02,3942.02,3937.5,291.43145922 +2019-02-22 23:00:00,3942.01,3950.68,3946.0,3942.02,234.80390177 +2019-02-22 22:00:00,3940.99,3948.15,3941.95,3945.99,276.85525609 +2019-02-22 21:00:00,3930.99,3945.56,3932.26,3941.26,329.99687355 +2019-02-22 20:00:00,3930.99,3945.0,3938.0,3932.26,376.92130314 +2019-02-22 19:00:00,3937.5,3949.22,3943.14,3938.0,433.58162597 +2019-02-22 18:00:00,3940.7,3944.0,3941.56,3943.15,266.06737598 +2019-02-22 17:00:00,3924.28,3941.98,3930.01,3941.55,431.86736446 +2019-02-22 16:00:00,3927.14,3939.67,3930.94,3930.01,293.51335154 +2019-02-22 15:00:00,3921.22,3947.52,3944.92,3930.94,545.74526303 +2019-02-22 14:00:00,3933.47,3951.48,3946.48,3944.92,413.26282334 +2019-02-22 13:00:00,3930.0,3956.43,3930.24,3946.48,358.25661164 +2019-02-22 12:00:00,3924.99,3942.92,3926.08,3930.24,323.87745363 +2019-02-22 11:00:00,3917.78,3929.67,3922.39,3926.08,203.40712645 +2019-02-22 10:00:00,3916.79,3928.65,3924.43,3922.35,132.18025014 +2019-02-22 09:00:00,3918.5,3932.04,3929.0,3924.43,218.87455439 +2019-02-22 08:00:00,3890.5,3929.0,3893.0,3929.0,471.81502568 +2019-02-22 07:00:00,3886.15,3914.0,3913.99,3893.0,661.12582724 +2019-02-22 06:00:00,3913.99,3919.5,3914.51,3914.0,147.73694841 +2019-02-22 05:00:00,3914.5,3923.6,3915.91,3914.51,175.10759095 +2019-02-22 04:00:00,3913.99,3916.62,3914.01,3915.92,201.74839679 +2019-02-22 03:00:00,3912.86,3922.15,3920.0,3914.01,222.98887782 +2019-02-22 02:00:00,3907.19,3923.81,3907.72,3919.99,398.25983134 +2019-02-22 01:00:00,3897.54,3909.0,3898.67,3907.4,283.61979571 +2019-02-22 00:00:00,3897.05,3904.36,3897.71,3898.66,265.60474472 +2019-02-21 23:00:00,3886.01,3897.71,3886.01,3897.71,230.05968903 +2019-02-21 22:00:00,3885.93,3898.74,3897.55,3886.31,245.16853377 +2019-02-21 21:00:00,3891.5,3901.53,3891.51,3897.55,256.12574845 +2019-02-21 20:00:00,3887.43,3900.0,3887.44,3891.51,289.15628387 +2019-02-21 19:00:00,3880.0,3887.44,3880.52,3887.44,212.18892977 +2019-02-21 18:00:00,3878.0,3892.42,3892.42,3880.51,206.62716529 +2019-02-21 17:00:00,3886.04,3893.0,3886.04,3892.41,305.77689691 +2019-02-21 16:00:00,3883.98,3894.8,3894.8,3886.05,389.67003214 +2019-02-21 15:00:00,3891.47,3900.0,3899.1,3894.8,257.55217928 +2019-02-21 14:00:00,3898.45,3910.01,3910.01,3899.11,242.64197903 +2019-03-18 13:00:00,3959.75,3966.95,3961.95,3963.94,145.38740882 +2019-03-18 12:00:00,3956.0,3967.66,3959.23,3961.96,120.69945996 +2019-03-18 11:00:00,3937.69,3961.39,3954.23,3957.38,151.97572518 +2019-03-18 10:00:00,3947.0,3957.72,3954.18,3954.23,198.93320245 +2019-03-18 09:00:00,3954.18,3966.67,3966.67,3954.18,92.35132785 +2019-03-18 08:00:00,3955.26,3966.67,3955.27,3966.66,96.88374042 +2019-03-18 07:00:00,3950.01,3956.96,3954.24,3955.27,82.0055433 +2019-03-18 06:00:00,3942.52,3960.99,3942.52,3954.24,144.98086725 +2019-03-18 05:00:00,3942.19,3985.78,3980.48,3942.42,456.71300697 +2019-03-18 04:00:00,3980.0,3993.32,3987.51,3980.48,146.57226265 +2019-03-18 03:00:00,3987.5,4004.34,4003.65,3987.51,168.79771192 +2019-03-18 02:00:00,3995.0,4007.21,3998.49,4003.65,266.56987958 +2019-03-18 01:00:00,3983.16,4015.7,3983.16,3998.49,689.52706236 +2019-03-18 00:00:00,3963.0,3983.17,3967.01,3983.17,262.45437462 +2019-03-17 23:00:00,3967.0,3969.48,3968.56,3967.01,116.9002845 +2019-03-17 22:00:00,3967.85,3985.0,3977.77,3968.57,360.04432313 +2019-03-17 21:00:00,3975.25,3979.89,3976.05,3977.76,176.27865672 +2019-03-17 20:00:00,3971.07,3976.05,3973.0,3976.05,175.82783284 +2019-03-17 19:00:00,3967.71,3974.71,3968.3,3973.0,132.39242936 +2019-03-17 18:00:00,3964.07,3969.99,3964.08,3968.3,144.15072183 +2019-03-17 17:00:00,3962.92,3967.74,3963.8,3964.77,107.19955242 +2019-03-17 16:00:00,3960.15,3976.25,3973.12,3963.8,164.80453247 +2019-03-17 15:00:00,3965.64,3975.99,3975.0,3973.12,129.60902716 +2019-03-17 14:00:00,3964.26,3984.52,3968.0,3975.01,248.32474498 +2019-03-17 13:00:00,3959.34,3968.0,3959.34,3967.99,65.16567147 +2019-03-17 12:00:00,3956.0,3969.43,3969.42,3959.35,68.62446327 +2019-03-17 11:00:00,3960.54,3970.0,3964.99,3969.43,73.87659431 +2019-03-17 10:00:00,3953.33,3964.99,3953.38,3964.98,23.68167223 +2019-03-17 09:00:00,3952.0,3953.38,3952.01,3953.38,85.93114191 +2019-03-17 08:00:00,3952.0,3959.86,3953.53,3952.0,53.79971705 +2019-03-17 07:00:00,3951.5,3953.59,3953.57,3953.53,67.47970968 +2019-03-17 06:00:00,3944.99,3954.0,3944.99,3953.58,83.18130799 +2019-03-17 05:00:00,3939.49,3946.23,3945.22,3945.0,90.49727257 +2019-03-17 04:00:00,3936.3,3955.57,3954.13,3945.23,205.11089686 +2019-03-17 03:00:00,3949.99,3959.67,3952.83,3955.54,131.85346114 +2019-03-17 02:00:00,3944.4,3972.54,3972.54,3952.83,327.91980843 +2019-03-17 01:00:00,3966.48,3974.0,3966.49,3972.54,108.75694312 +2019-03-17 00:00:00,3960.0,3991.0,3990.0,3966.48,438.45566999 +2019-03-16 23:00:00,3988.22,3990.0,3988.4,3990.0,140.04663857 +2019-03-16 22:00:00,3983.36,3988.4,3986.45,3988.4,154.51365676 +2019-03-16 21:00:00,3980.14,3986.46,3980.14,3986.46,186.24647181 +2019-03-16 20:00:00,3972.73,3980.15,3977.74,3980.15,194.85193574 +2019-03-16 19:00:00,3975.74,3984.51,3983.11,3976.82,209.86661954 +2019-03-16 18:00:00,3981.0,3984.73,3983.87,3982.6,158.38410128 +2019-03-16 17:00:00,3980.05,3988.0,3980.06,3983.87,156.0760386 +2019-03-16 16:00:00,3977.0,3988.01,3977.51,3980.06,236.79544096 +2019-03-16 15:00:00,3967.01,3986.51,3983.36,3977.5,253.71362811 +2019-03-16 14:00:00,3976.96,3990.0,3977.99,3983.36,152.36928954 +2019-03-16 13:00:00,3969.42,3983.5,3969.42,3977.99,217.01684461 +2019-03-16 12:00:00,3961.0,4004.05,4004.05,3969.43,468.88512735 +2019-03-16 11:00:00,4002.0,4005.24,4005.24,4004.05,151.82145965 +2019-03-16 10:00:00,4002.76,4010.85,4002.76,4005.24,136.05491967 +2019-03-16 09:00:00,3992.99,4005.98,3995.69,4002.76,134.08116337 +2019-03-16 08:00:00,3991.92,4000.01,4000.01,3995.69,58.59039054 +2019-03-16 07:00:00,4000.0,4010.85,4005.02,4000.0,103.52254079 +2019-03-16 06:00:00,3993.04,4007.0,4006.99,4005.02,189.83722509 +2019-03-16 05:00:00,3995.0,4037.47,4013.01,4007.0,536.43996653 +2019-03-16 04:00:00,3948.37,4025.0,3954.24,4013.02,1413.29892963 +2019-03-16 03:00:00,3928.85,3965.0,3931.0,3954.24,517.09639528 +2019-03-16 02:00:00,3928.28,3940.0,3932.83,3931.0,236.11686991 +2019-03-16 01:00:00,3910.0,3939.06,3917.3,3932.83,368.89728431 +2019-03-16 00:00:00,3900.89,3923.6,3902.8,3918.15,427.37240053 +2019-03-15 23:00:00,3894.39,3903.91,3894.39,3902.8,248.88991684 +2019-03-15 22:00:00,3890.94,3899.57,3890.95,3894.4,267.13868759 +2019-03-15 21:00:00,3885.0,3900.26,3900.25,3890.95,386.10573561 +2019-03-15 20:00:00,3900.0,3908.75,3906.41,3900.25,268.95741243 +2019-03-15 19:00:00,3901.53,3910.0,3901.54,3906.42,327.38743171 +2019-03-15 18:00:00,3897.03,3903.78,3902.51,3901.54,389.39927412 +2019-03-15 17:00:00,3895.0,3905.06,3895.66,3902.52,330.82265665 +2019-03-15 16:00:00,3893.3,3904.99,3901.48,3895.67,380.67168818 +2019-03-15 15:00:00,3885.48,3908.98,3886.89,3901.48,842.19204411 +2019-03-15 14:00:00,3881.32,3888.97,3884.69,3886.88,297.15327177 +2019-03-15 13:00:00,3879.98,3887.76,3879.99,3884.69,230.94095387 +2019-03-15 12:00:00,3871.51,3890.0,3886.01,3879.99,275.59215469 +2019-03-15 11:00:00,3865.97,3887.38,3865.98,3886.01,231.71347271 +2019-03-15 10:00:00,3861.89,3875.0,3866.36,3865.97,233.3354418 +2019-03-15 09:00:00,3851.04,3866.36,3852.99,3866.36,83.8291781 +2019-03-15 08:00:00,3852.49,3859.12,3854.35,3852.99,189.13029545 +2019-03-15 07:00:00,3846.79,3860.74,3857.71,3854.36,337.96065232 +2019-03-15 06:00:00,3856.1,3867.19,3862.54,3857.72,88.76361277 +2019-03-15 05:00:00,3859.91,3863.31,3859.92,3862.53,106.0726508 +2019-03-15 04:00:00,3859.7,3862.54,3860.04,3859.91,116.34526363 +2019-03-15 03:00:00,3855.83,3862.67,3861.56,3860.04,245.2258582 +2019-03-15 02:00:00,3859.32,3865.37,3864.24,3861.55,203.27935212 +2019-03-15 01:00:00,3859.44,3869.0,3859.44,3864.24,314.1247803 +2019-03-15 00:00:00,3853.94,3859.99,3853.95,3859.44,399.28211278 +2019-03-14 23:00:00,3852.59,3854.88,3853.43,3853.95,205.82146378 +2019-03-14 22:00:00,3850.01,3854.99,3854.99,3853.42,202.26552423 +2019-03-14 21:00:00,3850.0,3854.99,3851.76,3854.99,312.61832791 +2019-03-14 20:00:00,3851.0,3855.12,3851.26,3851.81,340.75853639 +2019-03-14 19:00:00,3850.01,3853.47,3852.43,3851.26,246.84456939 +2019-03-14 18:00:00,3851.56,3857.65,3857.56,3852.42,166.28798535 +2019-03-14 17:00:00,3848.64,3857.65,3848.72,3857.57,167.19014152 +2019-03-14 16:00:00,3845.1,3856.55,3856.55,3848.72,261.40985451 +2019-03-14 15:00:00,3847.01,3865.0,3852.21,3856.54,488.97561801 +2019-03-14 14:00:00,3779.28,3900.0,3849.09,3852.22,2931.36365584 +2019-03-14 13:00:00,3843.28,3851.93,3843.76,3849.09,133.72545612 +2019-03-14 12:00:00,3833.45,3851.42,3842.91,3843.76,320.46805551 +2019-03-14 11:00:00,3842.9,3847.32,3847.32,3842.9,159.48567709 +2019-03-14 10:00:00,3843.44,3847.32,3844.33,3847.32,71.27139737 +2019-03-14 09:00:00,3844.25,3848.9,3844.26,3844.33,131.01837789 +2019-03-14 08:00:00,3839.95,3844.26,3840.0,3844.26,159.56761874 +2019-03-14 07:00:00,3840.0,3847.31,3845.0,3840.01,41.95133933 +2019-03-14 06:00:00,3836.87,3848.96,3848.96,3845.0,175.5859751 +2019-03-14 05:00:00,3848.95,3851.43,3851.43,3848.95,115.67565748 +2019-03-14 04:00:00,3851.42,3859.39,3851.92,3851.43,262.66376076 +2019-03-14 03:00:00,3850.17,3858.0,3857.58,3851.92,246.22524901 +2019-03-14 02:00:00,3854.41,3861.05,3860.24,3857.57,152.12758379 +2019-03-14 01:00:00,3850.06,3864.99,3859.5,3860.24,341.01187515 +2019-03-14 00:00:00,3848.46,3859.5,3851.02,3859.5,260.87445471 +2019-03-13 23:00:00,3846.76,3855.0,3849.99,3851.02,258.18258385 +2019-03-13 22:00:00,3843.5,3850.52,3843.5,3849.99,234.6084491 +2019-03-13 21:00:00,3843.5,3851.84,3851.84,3843.51,237.9303129 +2019-03-13 20:00:00,3846.53,3854.0,3853.96,3851.84,297.94641162 +2019-03-13 19:00:00,3852.24,3857.86,3852.25,3853.96,211.48853976 +2019-03-13 18:00:00,3850.28,3859.03,3851.31,3852.24,243.04808269 +2019-03-13 17:00:00,3844.38,3857.82,3844.39,3851.04,280.66751023 +2019-03-13 16:00:00,3844.38,3854.0,3853.0,3844.39,355.30496616 +2019-03-13 15:00:00,3840.92,3854.0,3846.98,3852.99,216.84915568 +2019-03-13 14:00:00,3835.2,3867.83,3860.01,3846.98,439.50355675 +2019-03-13 13:00:00,3860.0,3871.02,3862.86,3860.01,480.47940285 +2019-03-13 12:00:00,3839.65,3863.76,3841.93,3862.86,154.32652628 +2019-03-13 11:00:00,3837.35,3845.0,3837.36,3841.92,225.78050213 +2019-03-13 10:00:00,3827.5,3846.04,3845.01,3837.35,355.28526269 +2019-03-13 09:00:00,3845.0,3856.05,3855.13,3845.01,216.07986772 +2019-03-13 08:00:00,3855.13,3863.87,3863.87,3855.13,117.44008657 +2019-03-13 07:00:00,3855.11,3863.99,3855.66,3863.87,94.97598246 +2019-03-13 06:00:00,3854.77,3863.32,3859.15,3855.66,152.81023415 +2019-03-13 05:00:00,3858.98,3865.01,3862.95,3859.15,247.70194181 +2019-03-13 04:00:00,3862.94,3868.28,3868.08,3862.95,150.93057849 +2019-03-13 03:00:00,3858.64,3869.0,3858.65,3868.08,202.97742851 +2019-03-13 02:00:00,3856.52,3861.61,3861.08,3858.64,161.40686688 +2019-03-13 01:00:00,3856.01,3864.48,3861.86,3861.12,175.99162327 +2019-03-13 00:00:00,3855.09,3862.98,3860.0,3861.86,177.98034992 +2019-03-12 23:00:00,3855.05,3867.4,3867.04,3860.0,252.72120269 +2019-03-12 22:00:00,3860.0,3867.65,3862.05,3867.04,230.42060745 +2019-03-12 21:00:00,3860.0,3869.23,3865.25,3862.05,294.26116368 +2019-03-12 20:00:00,3854.43,3866.0,3854.43,3865.25,353.50894371 +2019-03-12 19:00:00,3850.0,3857.04,3855.28,3854.42,243.54795766 +2019-03-12 18:00:00,3852.53,3858.99,3857.28,3855.29,217.11743044 +2019-03-12 17:00:00,3857.04,3862.92,3860.0,3857.28,322.81212946 +2019-03-12 16:00:00,3841.94,3860.0,3849.91,3860.0,380.86974149 +2019-03-12 15:00:00,3848.99,3865.47,3865.45,3849.99,462.72167686 +2019-03-12 14:00:00,3861.2,3865.85,3865.84,3865.46,287.99001973 +2019-03-12 13:00:00,3862.51,3875.33,3870.0,3865.85,512.36676143 +2019-03-12 12:00:00,3859.32,3870.0,3859.32,3870.0,144.34145053 +2019-03-12 11:00:00,3859.33,3869.25,3867.67,3859.33,178.77364703 +2019-03-12 10:00:00,3860.42,3870.0,3860.43,3867.67,160.16587733 +2019-03-12 09:00:00,3854.41,3860.94,3857.14,3860.43,97.4333729 +2019-03-12 08:00:00,3824.99,3861.06,3825.0,3857.14,386.19419521 +2019-03-12 07:00:00,3820.0,3825.0,3820.01,3825.0,54.4681132 +2019-03-12 06:00:00,3816.99,3820.01,3820.0,3820.01,117.80774603 +2019-03-12 05:00:00,3815.53,3825.0,3815.54,3820.01,123.11334656 +2019-03-12 04:00:00,3800.0,3817.0,3808.34,3815.53,231.34376265 +2019-03-12 03:00:00,3801.62,3819.04,3811.47,3808.34,347.78460387 +2019-03-12 02:00:00,3796.71,3823.97,3820.81,3811.48,531.17712539 +2019-03-12 01:00:00,3812.53,3836.27,3829.8,3820.81,417.84602068 +2019-03-12 00:00:00,3826.05,3851.5,3849.67,3829.8,572.38595358 +2019-03-11 23:00:00,3846.0,3856.74,3854.1,3849.68,177.80928827 +2019-03-11 22:00:00,3850.52,3860.36,3852.28,3854.1,232.32307423 +2019-03-11 21:00:00,3846.36,3852.3,3848.84,3852.27,230.78803568 +2019-03-11 20:00:00,3840.0,3849.5,3840.0,3848.84,260.09900974 +2019-03-11 19:00:00,3837.63,3852.0,3850.0,3840.01,294.87052762 +2019-03-11 18:00:00,3844.25,3857.5,3849.68,3850.0,311.47969456 +2019-03-11 17:00:00,3838.68,3850.0,3838.87,3849.48,279.91787366 +2019-03-11 16:00:00,3835.02,3845.83,3835.02,3838.88,252.05611249 +2019-03-11 15:00:00,3830.0,3843.0,3841.4,3835.02,222.93454359 +2019-03-11 14:00:00,3833.61,3845.87,3845.87,3841.4,213.06118653 +2019-03-11 13:00:00,3820.13,3845.87,3830.5,3845.87,331.06524182 +2019-03-11 12:00:00,3817.01,3857.79,3857.79,3830.5,824.75178358 +2019-03-11 11:00:00,3853.91,3865.02,3859.49,3857.79,139.04942772 +2019-03-11 10:00:00,3858.58,3875.0,3874.61,3859.48,101.92809838 +2019-03-11 09:00:00,3851.05,3874.61,3871.0,3874.61,229.54968014 +2019-03-11 08:00:00,3864.22,3871.72,3865.49,3870.99,103.99826439 +2019-03-11 07:00:00,3865.22,3878.0,3876.0,3865.48,136.04884006 +2019-03-11 06:00:00,3859.83,3876.0,3865.67,3876.0,199.38082809 +2019-03-11 05:00:00,3845.86,3894.17,3890.04,3865.66,710.67563052 +2019-03-11 04:00:00,3890.03,3909.75,3909.47,3890.04,205.98277225 +2019-03-11 03:00:00,3906.09,3909.9,3906.1,3909.44,162.89985583 +2019-03-11 02:00:00,3903.41,3910.58,3905.02,3906.1,185.79849582 +2019-03-11 01:00:00,3902.5,3911.83,3902.51,3905.02,185.47200197 +2019-03-11 00:00:00,3900.92,3904.59,3900.93,3902.51,178.52486866 +2019-03-10 23:00:00,3900.02,3907.63,3902.76,3900.92,186.35094049 +2019-03-10 22:00:00,3895.13,3909.0,3895.51,3902.77,235.42499278 +2019-03-10 21:00:00,3895.5,3902.25,3897.84,3895.51,165.02433351 +2019-03-10 20:00:00,3884.07,3898.0,3884.08,3897.84,191.88867108 +2019-03-10 19:00:00,3880.45,3885.0,3881.43,3884.08,158.09521928 +2019-03-10 18:00:00,3880.0,3886.02,3886.01,3881.42,132.95029993 +2019-03-10 17:00:00,3876.84,3890.0,3876.85,3886.01,133.47966022 +2019-03-10 16:00:00,3873.26,3890.02,3890.02,3876.85,173.1869417 +2019-03-10 15:00:00,3890.01,3896.48,3895.49,3890.02,120.40393759 +2019-03-10 14:00:00,3878.86,3896.51,3878.86,3895.48,110.79032916 +2019-03-10 13:00:00,3873.32,3889.47,3889.47,3878.33,100.83603166 +2019-03-10 12:00:00,3886.5,3896.5,3890.02,3889.47,72.48691879 +2019-03-10 11:00:00,3886.22,3896.1,3887.88,3890.02,45.80966009 +2019-03-10 10:00:00,3882.73,3891.43,3885.07,3887.89,49.52193318 +2019-03-10 09:00:00,3880.5,3894.09,3894.09,3884.51,54.21829371 +2019-03-10 08:00:00,3885.15,3898.04,3887.67,3894.09,89.01493405 +2019-03-10 07:00:00,3867.84,3889.01,3884.44,3887.68,138.10918048 +2019-03-10 06:00:00,3872.99,3902.83,3902.83,3884.44,237.88854634 +2019-03-10 05:00:00,3895.26,3903.71,3902.01,3902.83,109.62674686 +2019-03-10 04:00:00,3891.0,3904.39,3902.39,3902.0,419.16937545 +2019-03-10 03:00:00,3896.84,3910.39,3910.39,3903.04,111.63139655 +2019-03-10 02:00:00,3910.0,3916.84,3916.02,3910.39,216.39638292 +2019-03-10 01:00:00,3907.33,3916.33,3907.34,3916.02,163.20482514 +2019-03-10 00:00:00,3906.4,3917.0,3917.0,3907.33,186.72358782 +2019-03-09 23:00:00,3898.29,3917.0,3898.46,3917.0,297.46542404 +2019-03-09 22:00:00,3888.68,3900.0,3893.01,3898.46,292.395512 +2019-03-09 21:00:00,3891.25,3901.0,3892.01,3893.01,216.28595992 +2019-03-09 20:00:00,3892.0,3910.99,3909.65,3892.01,274.20496304 +2019-03-09 19:00:00,3902.08,3911.63,3910.01,3909.65,226.21189898 +2019-03-09 18:00:00,3897.25,3915.9,3898.43,3910.01,268.06360203 +2019-03-09 17:00:00,3880.01,3906.91,3906.45,3898.43,457.70082595 +2019-03-09 16:00:00,3901.22,3947.33,3928.91,3906.44,456.15344436 +2019-03-09 15:00:00,3916.09,3944.44,3924.73,3928.3,501.30737368 +2019-03-09 14:00:00,3901.01,3930.0,3905.0,3924.72,209.79684349 +2019-03-09 13:00:00,3896.0,3937.0,3904.0,3905.0,298.78387231 +2019-03-09 12:00:00,3897.11,3904.0,3897.11,3903.99,84.6454328 +2019-03-09 11:00:00,3891.35,3897.44,3891.35,3897.11,35.41318738 +2019-03-09 10:00:00,3891.06,3899.98,3895.01,3891.36,113.74762825 +2019-03-09 09:00:00,3894.52,3908.28,3895.31,3895.01,91.36366119 +2019-03-09 08:00:00,3888.12,3899.32,3888.12,3895.31,74.29824993 +2019-03-09 07:00:00,3881.13,3926.85,3888.54,3887.93,422.56186689 +2019-03-09 06:00:00,3859.98,3894.69,3859.99,3888.41,505.28150674 +2019-03-09 05:00:00,3856.81,3860.99,3857.0,3859.99,79.86202891 +2019-03-09 04:00:00,3850.0,3857.0,3852.35,3857.0,154.16051111 +2019-03-09 03:00:00,3852.36,3863.0,3860.88,3852.52,147.73957127 +2019-03-09 02:00:00,3849.0,3862.5,3855.86,3860.88,135.88554649 +2019-03-09 01:00:00,3849.16,3860.0,3850.5,3855.86,157.75750719 +2019-03-09 00:00:00,3834.59,3855.88,3842.62,3850.51,319.9699574 +2019-03-08 23:00:00,3826.23,3848.38,3828.51,3843.12,281.84917927 +2019-03-08 22:00:00,3771.0,3871.04,3871.04,3828.51,1729.49510415 +2019-03-08 21:00:00,3870.0,3898.38,3896.84,3871.03,726.01444473 +2019-03-08 20:00:00,3890.0,3910.88,3898.49,3896.84,475.40749854 +2019-03-08 19:00:00,3886.97,3899.0,3888.24,3898.49,437.66505506 +2019-03-08 18:00:00,3885.43,3892.49,3892.49,3888.24,377.09799008 +2019-03-08 17:00:00,3881.53,3893.5,3882.47,3892.49,224.880781 +2019-03-08 16:00:00,3878.36,3889.99,3887.51,3882.48,323.86034859 +2019-03-08 15:00:00,3885.98,3895.55,3895.55,3887.51,346.51642203 +2019-03-08 14:00:00,3883.21,3895.55,3886.02,3895.55,313.31251484 +2019-03-08 13:00:00,3875.0,3887.07,3879.16,3886.02,250.93787313 +2019-03-08 12:00:00,3869.77,3880.82,3876.08,3879.16,169.70246852 +2019-03-08 11:00:00,3875.15,3886.81,3886.46,3876.08,145.64808786 +2019-03-08 10:00:00,3866.85,3886.46,3866.86,3886.41,98.22541628 +2019-03-08 09:00:00,3857.28,3867.0,3863.24,3866.86,137.53939622 +2019-03-08 08:00:00,3861.16,3871.0,3870.99,3863.24,146.80741743 +2019-03-08 07:00:00,3862.19,3888.89,3888.89,3870.99,591.86675676 +2019-03-08 06:00:00,3874.5,3909.1,3877.02,3888.88,770.18095221 +2019-03-08 05:00:00,3866.98,3877.02,3866.99,3877.01,273.03628618 +2019-03-08 04:00:00,3856.56,3868.98,3856.57,3866.99,319.05615953 +2019-03-08 03:00:00,3854.22,3861.39,3860.0,3856.56,183.52746634 +2019-03-08 02:00:00,3858.51,3863.63,3858.52,3860.01,202.11478616 +2019-03-08 01:00:00,3856.0,3868.67,3864.11,3858.52,193.23563685 +2019-03-08 00:00:00,3850.0,3866.0,3857.04,3864.11,270.40538932 +2019-03-07 23:00:00,3852.52,3868.04,3864.93,3857.05,343.46117774 +2019-03-07 22:00:00,3860.9,3873.57,3871.01,3864.93,229.57209996 +2019-03-07 21:00:00,3862.0,3871.93,3870.45,3871.01,242.10398903 +2019-03-07 20:00:00,3862.02,3872.86,3865.0,3870.44,268.22023052 +2019-03-07 19:00:00,3863.3,3873.57,3869.0,3865.0,251.58550233 +2019-03-07 18:00:00,3859.46,3870.48,3859.65,3869.0,246.73746265 +2019-03-07 17:00:00,3853.03,3879.0,3872.14,3859.66,419.90417474 +2019-03-07 16:00:00,3862.13,3872.14,3862.14,3872.14,329.86676278 +2019-03-07 15:00:00,3862.13,3884.45,3875.0,3862.14,452.75248858 +2019-03-07 14:00:00,3845.0,3875.0,3858.0,3875.0,354.37197271 +2019-03-07 13:00:00,3856.57,3866.01,3863.39,3858.0,178.92574177 +2019-03-07 12:00:00,3845.0,3865.0,3851.21,3863.38,185.18334697 +2019-03-07 11:00:00,3844.99,3853.06,3845.0,3851.2,96.814023 +2019-03-07 10:00:00,3830.79,3845.49,3844.32,3845.02,142.90619625 +2019-03-07 09:00:00,3839.05,3849.89,3848.22,3844.32,206.95825635 +2019-03-07 08:00:00,3846.24,3859.91,3859.91,3848.22,152.43796459 +2019-03-07 07:00:00,3855.26,3859.91,3857.66,3859.91,188.90397608 +2019-03-07 06:00:00,3842.76,3867.29,3866.03,3857.66,332.61879335 +2019-03-07 05:00:00,3860.2,3887.0,3884.49,3866.03,237.41371127 +2019-03-07 04:00:00,3868.46,3891.0,3874.42,3884.49,680.93261192 +2019-03-07 03:00:00,3865.06,3884.37,3867.5,3874.42,481.42107884 +2019-03-07 02:00:00,3861.34,3870.14,3870.13,3867.5,324.67596405 +2019-03-07 01:00:00,3860.0,3887.43,3864.47,3870.14,499.87434441 +2019-03-07 00:00:00,3846.18,3870.0,3851.89,3864.47,460.37387662 +2019-03-06 23:00:00,3850.0,3855.5,3851.91,3851.89,256.19374813 +2019-03-06 22:00:00,3845.41,3854.75,3848.01,3853.0,225.59641196 +2019-03-06 21:00:00,3840.77,3849.99,3843.42,3848.0,201.20463001 +2019-03-06 20:00:00,3842.3,3848.02,3844.94,3843.49,182.27673566 +2019-03-06 19:00:00,3841.85,3849.93,3849.93,3844.95,262.61410079 +2019-03-06 18:00:00,3840.17,3849.93,3847.79,3849.92,225.29808225 +2019-03-06 17:00:00,3845.0,3857.1,3857.1,3846.91,314.46225009 +2019-03-06 16:00:00,3842.0,3857.1,3848.32,3857.09,280.54944382 +2019-03-06 15:00:00,3837.99,3850.0,3838.0,3848.32,203.31995647 +2019-03-06 14:00:00,3825.1,3840.57,3840.57,3838.0,172.84699641 +2019-03-06 13:00:00,3834.09,3850.51,3846.68,3840.57,312.08211231 +2019-03-06 12:00:00,3845.0,3854.95,3852.02,3846.69,185.37641813 +2019-03-06 11:00:00,3840.01,3859.56,3846.04,3852.02,163.0724292 +2019-03-06 10:00:00,3836.0,3894.7,3843.48,3846.04,936.28200437 +2019-03-06 09:00:00,3827.91,3844.99,3835.17,3843.47,117.99667315 +2019-03-06 08:00:00,3827.5,3837.72,3837.72,3835.17,165.2512947 +2019-03-06 07:00:00,3837.71,3845.66,3837.72,3837.72,209.64190107 +2019-03-06 06:00:00,3822.45,3846.91,3824.3,3837.71,267.44726707 +2019-03-06 05:00:00,3821.76,3834.14,3822.04,3824.3,240.21227506 +2019-03-06 04:00:00,3812.0,3826.06,3819.54,3822.04,246.8071194 +2019-03-06 03:00:00,3816.0,3831.0,3830.42,3819.54,314.12934521 +2019-03-06 02:00:00,3825.13,3830.6,3829.25,3829.97,199.5244988 +2019-03-31 01:00:00,4086.03,4094.47,4087.62,4088.76,88.96476587 +2019-03-31 00:00:00,4085.0,4103.0,4094.14,4087.62,197.1687212 +2019-03-30 23:00:00,4084.96,4095.0,4084.97,4094.14,143.64619405 +2019-03-30 22:00:00,4077.02,4087.15,4087.14,4084.97,150.98295511 +2019-03-30 21:00:00,4078.84,4087.63,4079.93,4087.15,182.55375471 +2019-03-30 20:00:00,4077.0,4080.04,4077.02,4079.93,144.90152327 +2019-03-30 19:00:00,4077.0,4079.99,4077.22,4077.02,125.99145439 +2019-03-30 18:00:00,4072.01,4079.97,4072.72,4077.22,132.97454346 +2019-03-30 17:00:00,4067.9,4078.95,4078.94,4072.72,222.50790044 +2019-03-30 16:00:00,4058.0,4078.95,4067.01,4078.21,318.10228781 +2019-03-30 15:00:00,4062.19,4080.84,4077.61,4067.01,198.46268156 +2019-03-30 14:00:00,4072.89,4077.61,4076.2,4077.6,174.47923276 +2019-03-30 13:00:00,4075.52,4086.72,4085.5,4076.2,190.4523802 +2019-03-30 12:00:00,4081.98,4085.5,4085.0,4085.5,73.32030038 +2019-03-30 11:00:00,4070.39,4084.99,4071.52,4084.99,80.03596693 +2019-03-30 10:00:00,4067.65,4078.86,4076.66,4071.53,51.81550912 +2019-03-30 09:00:00,4076.21,4083.82,4079.98,4076.67,42.44282093 +2019-03-30 08:00:00,4073.85,4086.83,4086.82,4079.98,110.17645179 +2019-03-30 07:00:00,4082.64,4090.51,4090.51,4086.83,52.46947538 +2019-03-30 06:00:00,4086.59,4096.0,4091.45,4090.5,96.99116464 +2019-03-30 05:00:00,4073.53,4090.68,4076.43,4090.68,166.26264113 +2019-03-30 04:00:00,4042.51,4087.42,4087.42,4076.42,924.99315067 +2019-03-30 03:00:00,4086.85,4116.27,4114.81,4087.42,498.07534764 +2019-03-30 02:00:00,4113.06,4119.99,4116.51,4113.09,225.23897266 +2019-03-30 01:00:00,4111.24,4123.36,4119.99,4116.51,327.60291184 +2019-03-30 00:00:00,4089.01,4131.87,4091.01,4120.0,627.73382604 +2019-03-29 23:00:00,4081.03,4096.02,4081.04,4091.01,393.9523224 +2019-03-29 22:00:00,4081.01,4087.01,4086.0,4081.04,165.10615409 +2019-03-29 21:00:00,4072.88,4086.06,4072.89,4086.01,277.04901329 +2019-03-29 20:00:00,4072.0,4080.09,4078.82,4072.88,436.03084693 +2019-03-29 19:00:00,4078.0,4096.0,4095.52,4078.82,538.13262102 +2019-03-29 18:00:00,4083.44,4095.52,4083.44,4095.52,314.74504783 +2019-03-29 17:00:00,4080.0,4084.97,4082.96,4083.44,250.1338833 +2019-03-29 16:00:00,4078.0,4084.18,4079.17,4082.95,458.8273399 +2019-03-29 15:00:00,4070.93,4084.03,4070.94,4079.16,456.82128406 +2019-03-29 14:00:00,4070.93,4083.01,4083.01,4070.94,256.55874925 +2019-03-29 13:00:00,4072.14,4084.99,4082.96,4083.01,304.679245 +2019-03-29 12:00:00,4065.0,4098.59,4098.34,4082.96,474.85624946 +2019-03-29 11:00:00,4073.81,4101.5,4078.0,4099.84,805.64753466 +2019-03-29 10:00:00,4067.65,4097.0,4069.71,4078.0,488.95936178 +2019-03-29 09:00:00,4030.06,4076.86,4030.07,4069.71,959.72860426 +2019-03-29 08:00:00,4020.02,4037.54,4037.54,4030.06,273.1117875 +2019-03-29 07:00:00,4016.5,4048.0,4016.5,4037.53,1132.09553952 +2019-03-29 06:00:00,4008.4,4016.5,4011.88,4016.5,115.52968838 +2019-03-29 05:00:00,4007.78,4018.5,4016.93,4011.88,229.81652703 +2019-03-29 04:00:00,4014.46,4050.0,4026.12,4017.48,689.08335128 +2019-03-29 03:00:00,4018.66,4029.14,4024.77,4026.04,163.42974138 +2019-03-29 02:00:00,4012.23,4025.02,4013.25,4024.76,180.35860246 +2019-03-29 01:00:00,4010.0,4018.15,4014.02,4013.25,178.92756679 +2019-03-29 00:00:00,4010.79,4030.71,4011.98,4014.02,411.8875151 +2019-03-28 23:00:00,4007.15,4012.13,4010.61,4011.17,222.1322329 +2019-03-28 22:00:00,4008.0,4010.89,4010.49,4010.61,164.086294 +2019-03-28 21:00:00,4006.17,4010.5,4009.29,4010.5,313.14746633 +2019-03-28 20:00:00,4007.38,4010.0,4009.33,4009.28,273.96172357 +2019-03-28 19:00:00,4007.35,4014.45,4013.49,4009.34,227.13458944 +2019-03-28 18:00:00,4006.99,4014.27,4007.0,4012.53,325.77595371 +2019-03-28 17:00:00,4001.89,4009.9,4004.41,4007.0,199.90482025 +2019-03-28 16:00:00,4004.4,4018.06,4018.0,4004.41,305.78134243 +2019-03-28 15:00:00,4010.13,4018.42,4017.42,4018.0,268.67808549 +2019-03-28 14:00:00,4008.83,4017.43,4012.57,4017.43,277.71103974 +2019-03-28 13:00:00,4002.02,4013.0,4002.74,4012.57,160.28291447 +2019-03-28 12:00:00,3995.38,4004.54,4002.32,4002.74,159.44706441 +2019-03-28 11:00:00,3996.74,4008.68,4005.54,4001.37,142.86540796 +2019-03-28 10:00:00,4003.34,4010.93,4008.66,4005.55,68.20237492 +2019-03-28 09:00:00,4003.33,4010.0,4007.14,4008.66,124.79759286 +2019-03-28 08:00:00,4005.0,4014.15,4014.15,4007.14,56.32427717 +2019-03-28 07:00:00,4008.0,4016.73,4009.01,4014.15,96.56401839 +2019-03-28 06:00:00,4009.0,4016.4,4012.32,4009.01,99.33905712 +2019-03-28 05:00:00,3996.74,4014.29,3999.08,4012.32,119.47237925 +2019-03-28 04:00:00,3994.0,4004.97,4003.01,3999.08,147.56185641 +2019-03-28 03:00:00,4002.57,4019.99,4018.69,4003.01,232.4190686 +2019-03-28 02:00:00,4012.08,4018.69,4015.04,4018.69,199.30675145 +2019-03-28 01:00:00,4006.19,4018.33,4018.33,4015.04,220.32835806 +2019-03-28 00:00:00,4005.36,4026.54,4026.54,4018.32,462.11363573 +2019-03-27 23:00:00,4012.03,4035.8,4013.13,4026.53,570.73661231 +2019-03-27 22:00:00,4008.06,4013.17,4009.62,4013.17,201.29320523 +2019-03-27 21:00:00,4006.04,4014.05,4009.99,4009.62,242.93947704 +2019-03-27 20:00:00,4000.18,4009.99,4005.0,4009.99,237.01837726 +2019-03-27 19:00:00,4000.0,4009.03,4004.75,4005.01,291.90708612 +2019-03-27 18:00:00,4002.16,4014.93,4009.88,4004.75,365.27120329 +2019-03-27 17:00:00,4001.0,4011.0,4007.96,4009.88,258.79037915 +2019-03-27 16:00:00,4003.0,4013.07,4012.8,4007.34,243.68488486 +2019-03-27 15:00:00,3995.26,4013.07,4007.0,4012.79,349.55821181 +2019-03-27 14:00:00,4005.86,4012.83,4011.98,4007.0,274.76075185 +2019-03-27 13:00:00,4005.0,4012.04,4010.02,4011.98,438.03599824 +2019-03-27 12:00:00,4010.0,4026.83,4022.24,4010.02,295.53567017 +2019-03-27 11:00:00,4008.68,4032.1,4012.81,4022.24,264.87319357 +2019-03-27 10:00:00,3984.21,4030.82,3984.21,4012.81,482.79519078 +2019-03-27 09:00:00,3980.92,3990.0,3983.05,3984.22,82.7078902 +2019-03-27 08:00:00,3978.56,3983.16,3982.76,3983.04,69.07957247 +2019-03-27 07:00:00,3980.79,3986.13,3983.26,3982.76,107.52246194 +2019-03-27 06:00:00,3981.74,3991.0,3990.14,3984.25,75.40975631 +2019-03-27 05:00:00,3974.98,3991.9,3974.99,3990.1,331.1598992 +2019-03-27 04:00:00,3970.15,3984.14,3976.89,3974.99,258.12516561 +2019-03-27 03:00:00,3969.0,3977.0,3972.54,3976.88,165.40244791 +2019-03-27 02:00:00,3962.01,3974.37,3966.89,3972.54,331.96437962 +2019-03-27 01:00:00,3933.0,3976.89,3935.76,3967.58,605.74059658 +2019-03-27 00:00:00,3914.9,3935.77,3922.41,3935.76,308.09765642 +2019-03-26 23:00:00,3910.62,3923.9,3914.0,3921.45,252.83067814 +2019-03-26 22:00:00,3909.08,3916.09,3909.98,3914.01,226.14530145 +2019-03-26 21:00:00,3908.0,3913.77,3912.27,3909.08,231.08997171 +2019-03-26 20:00:00,3911.81,3917.43,3914.5,3911.81,166.9092623 +2019-03-26 19:00:00,3911.82,3919.0,3918.13,3915.41,158.20476367 +2019-03-26 18:00:00,3910.32,3918.49,3912.46,3918.13,264.09713766 +2019-03-26 17:00:00,3911.39,3914.99,3912.93,3912.39,191.10076733 +2019-03-26 16:00:00,3911.0,3918.0,3915.58,3912.94,181.00123549 +2019-03-26 15:00:00,3906.99,3918.0,3907.0,3915.57,314.43508076 +2019-03-26 14:00:00,3884.23,3907.0,3884.24,3907.0,248.18076316 +2019-03-26 13:00:00,3882.0,3896.97,3887.41,3884.23,247.02115363 +2019-03-26 12:00:00,3880.64,3900.0,3897.61,3887.81,229.48093693 +2019-03-26 11:00:00,3894.1,3900.03,3900.02,3897.99,121.79094517 +2019-03-26 10:00:00,3898.2,3906.81,3905.1,3900.03,117.62076777 +2019-03-26 09:00:00,3903.53,3908.0,3906.95,3905.1,61.75762095 +2019-03-26 08:00:00,3901.09,3906.95,3902.01,3906.94,60.00907881 +2019-03-26 07:00:00,3890.81,3902.02,3896.98,3902.02,90.5249059 +2019-03-26 06:00:00,3889.79,3909.24,3909.23,3898.28,116.41285814 +2019-03-26 05:00:00,3909.23,3913.0,3910.01,3909.23,88.88391279 +2019-03-26 04:00:00,3907.35,3915.54,3908.69,3910.01,110.98523911 +2019-03-26 03:00:00,3906.86,3921.18,3916.64,3906.86,149.56738146 +2019-03-26 02:00:00,3911.55,3918.07,3913.87,3916.0,216.78200971 +2019-03-26 01:00:00,3905.63,3914.06,3907.5,3913.87,184.22997701 +2019-03-26 00:00:00,3905.38,3915.98,3907.54,3907.49,250.01186144 +2019-03-25 23:00:00,3901.06,3914.32,3904.85,3907.53,324.10356103 +2019-03-25 22:00:00,3881.45,3906.01,3885.61,3904.84,365.22688347 +2019-03-25 21:00:00,3880.68,3888.0,3887.61,3885.61,358.48692179 +2019-03-25 20:00:00,3872.23,3899.4,3898.72,3887.6,455.06892759 +2019-03-25 19:00:00,3858.0,3900.77,3894.97,3899.12,949.29500071 +2019-03-25 18:00:00,3887.0,3946.92,3942.87,3894.97,819.49959935 +2019-03-25 17:00:00,3942.86,3955.86,3953.99,3942.87,377.46821159 +2019-03-25 16:00:00,3941.0,3956.08,3949.76,3953.99,425.02690595 +2019-03-25 15:00:00,3949.75,3965.49,3963.24,3949.75,318.61315191 +2019-03-25 14:00:00,3957.88,3963.69,3960.8,3963.23,190.95852032 +2019-03-25 13:00:00,3957.89,3965.99,3957.89,3960.81,125.40144761 +2019-03-25 12:00:00,3955.3,3969.1,3969.1,3957.89,309.07094598 +2019-03-25 11:00:00,3966.77,3969.1,3966.98,3969.1,77.42395738 +2019-03-25 10:00:00,3966.66,3970.96,3970.0,3966.98,75.75408713 +2019-03-25 09:00:00,3968.99,3970.0,3969.0,3970.0,218.15070837 +2019-03-25 08:00:00,3967.41,3969.94,3969.94,3969.0,62.69055373 +2019-03-25 07:00:00,3966.66,3970.96,3970.18,3969.94,165.51896814 +2019-03-25 06:00:00,3968.09,3973.82,3973.14,3970.19,55.26215849 +2019-03-25 05:00:00,3970.03,3973.98,3971.5,3973.13,134.39362387 +2019-03-25 04:00:00,3970.01,3975.99,3975.98,3970.01,132.01466201 +2019-03-25 03:00:00,3973.22,3976.47,3973.88,3975.98,159.27605387 +2019-03-25 02:00:00,3972.73,3975.0,3972.74,3973.88,135.33666078 +2019-03-25 01:00:00,3962.0,3972.88,3963.34,3972.74,108.60991822 +2019-03-25 00:00:00,3962.0,3970.37,3969.52,3963.35,129.205191 +2019-03-24 23:00:00,3965.34,3971.35,3965.96,3969.52,133.28951161 +2019-03-24 22:00:00,3963.32,3971.35,3964.27,3965.96,163.88971108 +2019-03-24 21:00:00,3955.0,3968.0,3957.51,3964.27,178.84968486 +2019-03-24 20:00:00,3946.0,3962.04,3960.94,3958.38,264.28477221 +2019-03-24 19:00:00,3957.0,3963.11,3957.2,3960.93,133.8338567 +2019-03-24 18:00:00,3956.08,3966.58,3966.04,3957.21,286.5111657 +2019-03-24 17:00:00,3963.35,3968.47,3968.21,3966.03,147.72603461 +2019-03-24 16:00:00,3965.83,3970.1,3970.01,3967.27,124.43982159 +2019-03-24 15:00:00,3970.0,3972.95,3972.93,3970.01,127.28950726 +2019-03-24 14:00:00,3970.34,3976.95,3976.32,3972.93,90.80779706 +2019-03-24 13:00:00,3968.99,3978.68,3972.47,3977.37,64.08263629 +2019-03-24 12:00:00,3970.0,3972.47,3970.44,3972.47,43.66995714 +2019-03-24 11:00:00,3970.4,3979.0,3976.0,3970.44,44.5560254 +2019-03-24 10:00:00,3972.52,3976.0,3972.53,3975.99,36.87471104 +2019-03-24 09:00:00,3964.78,3976.0,3964.79,3972.53,43.25124213 +2019-03-24 08:00:00,3962.0,3965.53,3962.01,3965.0,61.92782962 +2019-03-24 07:00:00,3961.0,3966.54,3966.53,3962.01,50.28275084 +2019-03-24 06:00:00,3962.81,3968.5,3965.46,3966.54,84.213275 +2019-03-24 05:00:00,3964.07,3970.96,3969.53,3965.46,65.84494687 +2019-03-24 04:00:00,3968.0,3972.33,3971.07,3968.84,70.37568988 +2019-03-24 03:00:00,3961.0,3971.43,3961.47,3971.07,95.29862414 +2019-03-24 02:00:00,3961.0,3972.47,3972.41,3961.48,157.18394131 +2019-03-24 01:00:00,3970.0,3976.0,3975.27,3972.41,104.70699075 +2019-03-24 00:00:00,3973.15,3982.45,3982.45,3975.27,126.63953094 +2019-03-23 23:00:00,3975.87,3984.99,3975.88,3983.43,166.25957581 +2019-03-23 22:00:00,3972.8,3978.64,3973.77,3975.88,123.90076827 +2019-03-23 21:00:00,3969.4,3977.5,3971.0,3973.77,211.40984745 +2019-03-23 20:00:00,3969.54,3971.52,3970.77,3971.0,130.80804074 +2019-03-23 19:00:00,3969.54,3972.01,3971.0,3970.77,150.79944778 +2019-03-23 18:00:00,3968.97,3971.5,3970.02,3971.01,177.90719674 +2019-03-23 17:00:00,3969.0,3974.28,3970.43,3970.02,205.33041387 +2019-03-23 16:00:00,3970.41,3978.61,3978.6,3970.43,148.5883206 +2019-03-23 15:00:00,3968.99,3979.16,3969.0,3978.61,165.87303725 +2019-03-23 14:00:00,3965.01,3972.99,3972.53,3968.99,149.82665342 +2019-03-23 13:00:00,3960.25,3974.7,3974.7,3972.53,153.63087928 +2019-03-23 12:00:00,3971.1,3984.38,3982.36,3974.7,187.55309846 +2019-03-23 11:00:00,3976.77,3982.36,3976.77,3982.36,65.93574439 +2019-03-23 10:00:00,3971.47,3990.01,3990.0,3976.78,136.07725987 +2019-03-23 09:00:00,3990.0,3993.84,3993.84,3990.0,27.14965427 +2019-03-23 08:00:00,3990.0,3994.53,3990.01,3993.83,30.22326516 +2019-03-23 07:00:00,3990.0,3996.92,3992.42,3990.01,190.46477475 +2019-03-23 06:00:00,3988.45,3995.95,3988.46,3992.42,585.70275769 +2019-03-23 05:00:00,3982.0,3988.7,3983.98,3988.46,220.60588649 +2019-03-23 04:00:00,3983.09,3997.01,3997.01,3983.98,232.05370098 +2019-03-23 03:00:00,3991.63,3997.01,3995.0,3997.01,237.93334182 +2019-03-23 02:00:00,3977.55,3995.0,3977.56,3995.0,293.94728364 +2019-03-23 01:00:00,3977.55,3977.56,3977.56,3977.56,25.36698223 +2019-03-23 00:00:00,3976.55,3983.78,3983.77,3977.55,127.99204726 +2019-03-22 23:00:00,3983.77,3985.45,3984.99,3983.78,179.08209336 +2019-03-22 22:00:00,3983.77,3985.0,3984.38,3985.0,168.34627128 +2019-03-22 21:00:00,3975.78,3985.5,3977.3,3984.39,240.1970883 +2019-03-22 20:00:00,3975.29,3991.32,3991.32,3976.3,382.37595653 +2019-03-22 19:00:00,3990.01,3994.91,3993.08,3991.32,416.99539773 +2019-03-22 18:00:00,3992.11,3998.0,3998.0,3993.08,239.66850549 +2019-03-22 17:00:00,3982.8,3998.0,3987.91,3998.0,336.37348053 +2019-03-22 16:00:00,3978.73,3987.91,3985.89,3987.91,284.60702979 +2019-03-22 15:00:00,3985.48,3991.9,3990.88,3985.89,249.83534021 +2019-03-22 14:00:00,3986.37,3991.17,3986.38,3990.88,252.89932758 +2019-03-22 13:00:00,3986.34,3998.01,3986.9,3986.38,403.21010331 +2019-03-22 12:00:00,3982.0,3986.9,3982.76,3986.9,105.89379812 +2019-03-22 11:00:00,3975.8,3982.99,3980.01,3982.76,133.76734255 +2019-03-22 10:00:00,3973.11,3981.67,3973.11,3980.01,82.12455567 +2019-03-22 09:00:00,3973.11,3979.99,3977.32,3973.12,40.48641467 +2019-03-22 08:00:00,3965.44,3979.92,3965.45,3977.33,91.3723485 +2019-03-22 07:00:00,3961.7,3972.75,3972.66,3965.44,366.91174494 +2019-03-22 06:00:00,3972.01,3975.48,3975.0,3972.66,76.58850208 +2019-03-22 05:00:00,3971.0,3976.0,3971.0,3975.47,144.58530733 +2019-03-22 04:00:00,3971.0,3973.79,3973.79,3971.01,226.88594554 +2019-03-22 03:00:00,3973.28,3980.69,3980.69,3973.79,168.31692913 +2019-03-22 02:00:00,3977.28,3983.84,3977.6,3980.69,166.07910218 +2019-03-22 01:00:00,3976.0,3979.04,3978.0,3977.59,215.3200659 +2019-03-22 00:00:00,3971.01,3980.0,3972.76,3978.0,165.28481315 +2019-03-21 23:00:00,3972.4,3978.0,3975.01,3972.76,154.04861093 +2019-03-21 22:00:00,3975.0,3986.0,3979.98,3975.01,436.27978662 +2019-03-21 21:00:00,3972.0,3980.0,3973.0,3979.98,219.26837517 +2019-03-21 20:00:00,3971.01,3973.0,3971.3,3973.0,208.89756541 +2019-03-21 19:00:00,3962.94,3972.16,3963.21,3971.3,231.55942566 +2019-03-21 18:00:00,3957.03,3963.99,3963.46,3963.21,393.92635486 +2019-03-21 17:00:00,3956.43,3963.98,3961.88,3963.45,475.67828626 +2019-03-21 16:00:00,3945.25,3964.0,3962.95,3961.88,402.41928874 +2019-03-21 15:00:00,3933.19,3975.0,3937.43,3962.95,1279.62797589 +2019-03-21 14:00:00,3915.14,4024.52,4024.52,3937.43,1959.38434598 +2019-03-21 13:00:00,4011.0,4037.99,4033.01,4024.51,545.53475686 +2019-03-21 12:00:00,4032.99,4056.33,4034.0,4033.02,763.00310237 +2019-03-21 11:00:00,4027.38,4038.74,4027.39,4034.0,88.51062986 +2019-03-21 10:00:00,4027.38,4030.0,4029.99,4027.39,93.02442562 +2019-03-21 09:00:00,4028.26,4033.73,4033.73,4030.0,149.13793817 +2019-03-21 08:00:00,4032.84,4036.5,4036.5,4033.73,99.38912509 +2019-03-21 07:00:00,4024.24,4038.84,4027.14,4036.49,173.43310192 +2019-03-21 06:00:00,4021.48,4027.3,4021.49,4027.14,85.97364436 +2019-03-21 05:00:00,4020.04,4029.01,4029.0,4021.49,222.27678109 +2019-03-21 04:00:00,4027.18,4032.3,4032.3,4029.01,220.77771494 +2019-03-21 03:00:00,4028.06,4033.12,4030.0,4032.29,222.45154259 +2019-03-21 02:00:00,4027.95,4032.99,4027.96,4029.97,191.71952315 +2019-03-21 01:00:00,4014.35,4039.78,4039.75,4027.96,334.65660331 +2019-03-21 00:00:00,4031.14,4043.19,4032.68,4039.66,411.03237201 +2019-03-20 23:00:00,4026.0,4034.58,4030.33,4031.85,308.65495833 +2019-03-20 22:00:00,4008.49,4044.82,4008.5,4030.33,816.15412546 +2019-03-20 21:00:00,4008.49,4012.44,4011.45,4008.5,290.16099778 +2019-03-20 20:00:00,4010.05,4018.21,4013.79,4011.46,378.35951483 +2019-03-20 19:00:00,4007.67,4014.45,4008.71,4013.79,303.78566131 +2019-03-20 18:00:00,3996.34,4011.43,3996.35,4008.71,313.14662834 +2019-03-20 17:00:00,3995.38,4005.0,4001.46,3996.19,312.49445033 +2019-03-20 16:00:00,3995.06,4017.03,4000.37,4001.46,557.86485259 +2019-03-20 15:00:00,3995.0,4005.03,4003.96,4000.38,266.90861107 +2019-03-20 14:00:00,3994.14,4003.87,3999.99,4003.64,259.41084228 +2019-03-20 13:00:00,3995.78,3999.99,3999.99,3999.99,196.24000653 +2019-03-20 12:00:00,3988.0,3999.99,3995.66,3999.99,162.96668117 +2019-03-20 11:00:00,3993.29,4005.01,3993.49,3995.65,496.71102655 +2019-03-20 10:00:00,3968.25,3993.99,3972.34,3993.48,370.67028446 +2019-03-20 09:00:00,3972.55,3990.44,3990.44,3972.55,141.0052331 +2019-03-20 08:00:00,3987.43,3993.99,3987.45,3990.44,43.1513224 +2019-03-20 07:00:00,3981.25,3998.0,3981.27,3987.45,253.12521272 +2019-03-20 06:00:00,3981.26,3989.07,3987.03,3981.26,122.34830415 +2019-03-20 05:00:00,3975.29,3987.02,3975.3,3986.42,164.26338816 +2019-03-20 04:00:00,3975.13,3978.61,3978.61,3975.3,141.57305916 +2019-03-20 03:00:00,3975.3,3979.3,3976.71,3978.61,138.59814024 +2019-03-20 02:00:00,3974.66,3979.67,3974.67,3976.71,128.35113414 +2019-03-20 01:00:00,3969.99,3980.98,3969.99,3974.66,282.67844641 +2019-03-20 00:00:00,3965.43,4017.49,4000.85,3970.0,872.77002521 +2019-03-19 23:00:00,3992.17,4000.99,3992.71,4000.85,324.55733993 +2019-03-19 22:00:00,3988.85,3997.0,3988.85,3992.71,245.51523947 +2019-03-19 21:00:00,3985.25,3993.22,3991.55,3988.86,315.23898602 +2019-03-19 20:00:00,3990.01,3998.0,3995.05,3992.68,211.09402617 +2019-03-19 19:00:00,3983.18,3997.57,3987.02,3995.05,315.97086907 +2019-03-19 18:00:00,3986.45,4002.85,3994.49,3987.02,395.8799542 +2019-03-19 17:00:00,3990.0,4009.61,3990.34,3993.81,563.85897137 +2019-03-19 16:00:00,3980.33,3996.0,3980.34,3990.34,475.7809831 +2019-03-19 15:00:00,3972.88,3980.99,3975.01,3980.33,199.08255319 +2019-03-19 14:00:00,3970.48,3989.28,3970.49,3975.02,318.50909313 +2019-03-19 13:00:00,3966.92,3970.5,3967.5,3970.49,154.36571886 +2019-03-19 12:00:00,3963.66,3972.27,3967.48,3967.6,157.29208045 +2019-03-19 11:00:00,3965.01,3974.21,3974.2,3967.49,132.01127467 +2019-03-19 10:00:00,3968.04,3976.2,3971.77,3974.2,101.99154565 +2019-03-19 09:00:00,3958.65,3972.98,3958.66,3971.77,291.89647853 +2019-03-19 08:00:00,3958.65,3962.92,3960.61,3958.66,88.71713211 +2019-03-19 07:00:00,3954.63,3961.62,3960.67,3960.61,61.99808595 +2019-03-19 06:00:00,3958.15,3965.69,3963.58,3960.68,229.28478946 +2019-03-19 05:00:00,3954.79,3967.45,3956.56,3963.58,119.48987791 +2019-03-19 04:00:00,3952.08,3974.01,3974.01,3956.99,329.33626723 +2019-03-19 03:00:00,3973.65,3976.2,3974.36,3974.01,145.8120784 +2019-03-19 02:00:00,3973.62,3977.2,3974.27,3974.37,180.68365166 +2019-03-19 01:00:00,3973.5,3984.58,3980.89,3974.27,277.03598663 +2019-03-19 00:00:00,3969.58,3982.0,3969.68,3980.88,253.62271673 +2019-03-18 23:00:00,3966.9,3976.63,3974.23,3970.5,223.9171157 +2019-03-18 22:00:00,3971.06,3975.84,3973.36,3974.24,229.04925159 +2019-03-18 21:00:00,3970.07,3978.0,3971.42,3973.36,224.6504656 +2019-03-18 20:00:00,3960.98,3975.13,3960.98,3971.42,338.31130659 +2019-03-18 19:00:00,3960.0,3962.52,3962.52,3960.99,212.39512025 +2019-03-18 18:00:00,3960.0,3964.63,3962.6,3962.52,244.64139999 +2019-03-18 17:00:00,3960.0,3966.08,3966.0,3962.61,319.62748854 +2019-03-18 16:00:00,3965.21,3966.96,3966.14,3965.99,219.28013546 +2019-03-18 15:00:00,3961.27,3966.14,3961.28,3966.14,329.82971841 +2019-03-18 14:00:00,3957.5,3965.73,3964.3,3961.28,248.09279795 +2019-04-12 13:00:00,5055.74,5096.0,5088.36,5069.11,383.05628 +2019-04-12 12:00:00,5071.68,5089.99,5080.1,5088.24,289.71241296 +2019-04-12 11:00:00,5063.22,5104.65,5077.0,5076.63,473.24806396 +2019-04-12 10:00:00,5024.64,5095.0,5032.68,5077.0,511.37635093 +2019-04-12 09:00:00,5015.59,5032.63,5024.15,5032.63,138.56321522 +2019-04-12 08:00:00,5002.39,5044.93,5037.5,5024.15,194.68400998 +2019-04-12 07:00:00,5027.16,5047.0,5027.41,5037.51,230.03042678 +2019-04-12 06:00:00,5011.85,5039.22,5023.95,5026.91,156.76973033 +2019-04-12 05:00:00,5003.36,5034.16,5032.28,5025.11,131.45422697 +2019-04-12 04:00:00,5016.01,5045.03,5024.44,5032.28,364.99251778 +2019-04-12 03:00:00,4977.49,5030.0,5003.89,5024.42,368.12912953 +2019-04-12 02:00:00,4955.38,5010.0,4961.03,5002.78,814.41493317 +2019-04-12 01:00:00,4901.99,5026.05,5024.25,4961.94,2311.2379631 +2019-04-12 00:00:00,5017.53,5049.38,5040.11,5024.25,257.43753754 +2019-04-11 23:00:00,5040.05,5062.9,5046.36,5041.3,214.33134953 +2019-04-11 22:00:00,4990.24,5055.0,5028.01,5046.72,598.69250244 +2019-04-11 21:00:00,5026.77,5055.9,5054.53,5028.03,508.20764726 +2019-04-11 20:00:00,5040.0,5074.93,5072.5,5054.3,421.46825625 +2019-04-11 19:00:00,5049.58,5084.52,5083.9,5072.5,422.61765175 +2019-04-11 18:00:00,5051.45,5090.43,5056.24,5083.9,579.65951933 +2019-04-11 17:00:00,5035.0,5059.0,5057.18,5056.25,374.3939904 +2019-04-11 16:00:00,5010.9,5065.0,5039.99,5057.18,560.30530686 +2019-04-11 15:00:00,5039.93,5073.19,5049.11,5039.99,587.52228877 +2019-04-11 14:00:00,5031.61,5051.76,5040.06,5049.08,109.67047906 +2019-04-11 12:00:00,5031.39,5068.33,5048.62,5033.14,148.72257064 +2019-04-11 11:00:00,4967.24,5082.52,5082.52,5048.62,1609.99744842 +2019-04-11 10:00:00,5055.96,5099.99,5072.89,5080.1,860.10718023 +2019-04-11 09:00:00,4994.51,5202.33,5202.33,5072.63,3988.18756057 +2019-04-11 08:00:00,5151.0,5205.0,5202.6,5202.33,597.92189889 +2019-04-11 07:00:00,5197.02,5216.91,5216.91,5202.61,210.61405777 +2019-04-11 06:00:00,5206.99,5222.35,5218.0,5216.91,143.35704482 +2019-04-11 05:00:00,5181.45,5226.24,5225.57,5218.0,384.23063509 +2019-04-11 04:00:00,5159.25,5237.25,5199.1,5222.7,670.59131062 +2019-04-11 03:00:00,5155.17,5308.29,5300.0,5199.1,2159.44219761 +2019-04-11 02:00:00,5290.03,5309.92,5301.86,5300.0,248.75210592 +2019-04-11 01:00:00,5289.24,5315.0,5310.78,5301.41,300.22125445 +2019-04-11 00:00:00,5291.25,5342.74,5322.02,5310.83,800.09406279 +2019-04-10 23:00:00,5293.0,5324.99,5293.43,5318.58,493.77116509 +2019-04-10 22:00:00,5269.62,5300.86,5296.55,5293.43,379.9508809 +2019-04-10 21:00:00,5265.0,5322.17,5302.68,5296.55,664.65041246 +2019-04-10 20:00:00,5213.06,5422.0,5402.6,5307.94,3797.35317304 +2019-04-10 19:00:00,5382.33,5430.41,5404.99,5402.6,1143.20365749 +2019-04-10 18:00:00,5291.32,5488.0,5291.32,5404.98,4594.03413989 +2019-04-10 17:00:00,5264.97,5318.89,5270.94,5291.21,641.61111031 +2019-04-10 16:00:00,5262.87,5303.05,5280.72,5270.71,625.1970178 +2019-04-10 15:00:00,5251.0,5280.73,5273.01,5280.73,349.81434775 +2019-04-10 14:00:00,5256.03,5275.0,5270.32,5273.0,265.79557888 +2019-04-10 13:00:00,5255.53,5283.65,5277.31,5270.21,423.78214879 +2019-04-10 12:00:00,5238.71,5289.82,5240.01,5277.31,420.21844519 +2019-04-10 11:00:00,5239.42,5252.4,5246.0,5240.63,147.57415139 +2019-04-10 10:00:00,5233.25,5252.56,5250.0,5246.0,90.26086319 +2019-04-10 09:00:00,5246.25,5259.45,5248.78,5250.0,74.905453 +2019-04-10 08:00:00,5238.58,5257.2,5243.79,5248.78,65.16868175 +2019-04-10 07:00:00,5239.5,5265.53,5264.45,5243.79,152.69803966 +2019-04-10 06:00:00,5252.0,5281.35,5255.4,5264.45,244.11351627 +2019-04-10 05:00:00,5231.71,5266.06,5233.11,5255.4,328.85948272 +2019-04-10 04:00:00,5219.14,5240.0,5219.15,5232.63,199.74268412 +2019-04-10 03:00:00,5217.17,5235.0,5231.0,5219.15,210.43760673 +2019-04-10 02:00:00,5224.94,5243.13,5236.83,5229.0,246.58367191 +2019-04-10 01:00:00,5202.0,5245.88,5203.55,5236.33,584.11025246 +2019-04-10 00:00:00,5164.49,5219.34,5187.21,5203.55,596.56364612 +2019-04-09 23:00:00,5180.0,5213.99,5194.4,5187.21,353.88868761 +2019-04-09 22:00:00,5150.0,5216.15,5214.68,5194.4,1016.64281942 +2019-04-09 21:00:00,5209.98,5233.5,5218.19,5209.98,296.91714527 +2019-04-09 20:00:00,5210.19,5242.82,5211.61,5219.78,610.73234354 +2019-04-09 19:00:00,5209.41,5222.32,5222.3,5211.6,266.86668457 +2019-04-09 18:00:00,5205.67,5226.0,5210.01,5221.26,250.16117092 +2019-04-09 17:00:00,5210.0,5240.13,5230.67,5210.01,343.56924865 +2019-04-09 16:00:00,5211.22,5238.0,5211.22,5230.0,357.10952188 +2019-04-09 15:00:00,5200.33,5228.03,5207.1,5211.22,438.73652849 +2019-04-09 14:00:00,5192.8,5220.0,5209.41,5205.98,452.23354304 +2019-04-09 13:00:00,5190.0,5248.08,5192.25,5209.41,433.90766061 +2019-04-09 12:00:00,5187.36,5223.35,5211.48,5192.6,277.08395518 +2019-04-09 11:00:00,5180.0,5221.12,5205.89,5211.47,397.06240276 +2019-04-09 10:00:00,5150.0,5212.49,5191.1,5204.82,442.14207768 +2019-04-09 09:00:00,5170.65,5239.22,5230.76,5191.1,407.70097977 +2019-04-09 08:00:00,5172.93,5240.82,5223.91,5230.87,284.35735288 +2019-04-09 07:00:00,5210.01,5240.63,5233.37,5223.91,172.84901006 +2019-04-09 06:00:00,5210.55,5239.49,5212.7,5233.37,191.60245744 +2019-04-09 05:00:00,5145.0,5230.04,5223.01,5212.7,774.84664174 +2019-04-09 04:00:00,5210.94,5253.98,5238.97,5223.0,261.03703255 +2019-04-09 03:00:00,5215.38,5274.2,5255.9,5239.9,469.40169381 +2019-04-09 02:00:00,5255.0,5283.67,5259.32,5255.9,221.16939428 +2019-04-09 01:00:00,5238.0,5274.99,5246.05,5259.08,389.28881593 +2019-04-09 00:00:00,5240.58,5287.0,5286.82,5244.04,631.7624215 +2019-04-08 23:00:00,5225.0,5301.89,5270.0,5285.54,846.44348983 +2019-04-08 22:00:00,5263.83,5314.59,5280.0,5270.0,610.26950111 +2019-04-08 21:00:00,5251.94,5286.69,5253.05,5280.0,487.55062686 +2019-04-08 20:00:00,5192.2,5269.46,5200.01,5251.9,548.13228667 +2019-04-08 19:00:00,5190.04,5225.0,5208.08,5200.01,431.2704354 +2019-04-08 18:00:00,5202.7,5234.97,5202.98,5208.08,353.98732605 +2019-04-08 17:00:00,5188.0,5218.42,5215.01,5202.98,452.04727137 +2019-04-08 16:00:00,5190.66,5251.3,5236.38,5215.01,671.03761428 +2019-04-08 15:00:00,5225.0,5250.93,5244.96,5236.38,556.90685585 +2019-04-08 14:00:00,5182.39,5249.19,5190.7,5244.96,539.37997874 +2019-04-08 13:00:00,5186.6,5213.0,5191.27,5189.07,464.01665153 +2019-04-08 12:00:00,5132.92,5196.16,5136.64,5191.25,496.78541956 +2019-04-08 11:00:00,5132.28,5219.09,5206.43,5133.65,670.44797762 +2019-04-08 10:00:00,5188.46,5265.31,5263.42,5207.0,576.15600564 +2019-04-08 09:00:00,5227.37,5263.42,5235.9,5263.42,181.48352795 +2019-04-08 08:00:00,5195.57,5258.11,5254.32,5235.89,358.31314992 +2019-04-08 07:00:00,5195.62,5270.92,5270.4,5253.63,771.67347279 +2019-04-08 06:00:00,5235.79,5293.31,5292.56,5273.26,361.31545748 +2019-04-08 05:00:00,5267.53,5317.08,5317.07,5292.71,409.32999914 +2019-04-08 04:00:00,5248.38,5322.16,5250.77,5317.87,325.98507559 +2019-04-08 03:00:00,5227.22,5292.54,5288.99,5247.12,684.01507226 +2019-04-08 02:00:00,5272.32,5352.5,5275.62,5288.99,1304.46507126 +2019-04-08 01:00:00,5248.72,5335.16,5261.71,5275.63,2231.36394632 +2019-04-08 00:00:00,5170.7,5268.84,5194.76,5261.89,1334.07654832 +2019-04-07 23:00:00,5148.73,5218.0,5180.86,5194.79,939.33745288 +2019-04-07 22:00:00,5128.96,5270.33,5164.99,5180.35,2610.3560294 +2019-04-07 21:00:00,5141.24,5171.74,5145.73,5164.99,327.62700918 +2019-04-07 20:00:00,5111.22,5175.0,5137.22,5145.16,553.40305538 +2019-04-07 19:00:00,5127.38,5165.78,5129.72,5132.98,340.12329804 +2019-04-07 18:00:00,5106.51,5139.78,5129.2,5129.72,220.87085883 +2019-04-07 17:00:00,5113.88,5138.77,5117.3,5128.08,241.58573961 +2019-04-07 16:00:00,5051.72,5129.0,5120.1,5117.3,592.43295017 +2019-04-07 15:00:00,5095.84,5150.0,5135.32,5120.1,288.69792627 +2019-04-07 14:00:00,5120.07,5160.0,5157.35,5135.32,199.93614512 +2019-04-07 13:00:00,5127.01,5158.83,5148.91,5157.21,272.22160452 +2019-04-07 12:00:00,5114.07,5149.11,5114.07,5148.42,124.39208736 +2019-04-07 11:00:00,5095.0,5133.74,5121.37,5114.07,200.99846814 +2019-04-07 10:00:00,5110.01,5153.95,5134.67,5121.37,165.30339766 +2019-04-07 09:00:00,5125.26,5179.89,5159.19,5134.67,193.01590056 +2019-04-07 08:00:00,5117.93,5174.77,5132.76,5155.72,182.32795384 +2019-04-07 07:00:00,5125.67,5157.0,5125.68,5131.63,252.52565725 +2019-04-07 06:00:00,5084.71,5130.55,5097.9,5125.67,176.16516944 +2019-04-07 05:00:00,5091.21,5152.58,5140.01,5099.8,396.2110316 +2019-04-07 04:00:00,5122.65,5163.57,5126.45,5140.01,315.61389281 +2019-04-07 03:00:00,5105.8,5164.54,5126.19,5127.25,697.41534285 +2019-04-07 02:00:00,5043.61,5135.0,5044.58,5126.19,399.94541409 +2019-04-07 01:00:00,5036.64,5057.0,5042.62,5044.69,247.63382697 +2019-04-07 00:00:00,5029.7,5060.0,5049.18,5042.66,218.46069113 +2019-04-06 23:00:00,5019.33,5081.58,5030.95,5049.22,314.27103496 +2019-04-06 22:00:00,5005.6,5060.0,5014.01,5030.97,366.32740754 +2019-04-06 21:00:00,4925.0,5088.27,5082.0,5014.01,1511.35800843 +2019-04-06 20:00:00,5044.53,5176.11,5154.24,5082.0,832.66185434 +2019-04-06 19:00:00,5150.0,5195.0,5161.6,5158.5,566.70917312 +2019-04-06 18:00:00,5143.45,5192.22,5143.48,5161.37,571.6344075 +2019-04-06 17:00:00,5109.1,5194.92,5188.54,5143.48,888.08189201 +2019-04-06 16:00:00,5114.79,5244.04,5117.0,5189.44,2413.19454582 +2019-04-06 15:00:00,5026.1,5125.0,5049.0,5118.34,1620.19463825 +2019-04-06 14:00:00,5004.14,5049.0,5018.5,5049.0,483.72894983 +2019-04-06 13:00:00,5007.01,5035.0,5008.19,5018.5,187.78608022 +2019-04-06 12:00:00,5000.0,5028.6,5000.01,5008.19,237.55487339 +2019-04-06 11:00:00,4990.01,5007.0,4991.62,5000.0,171.51411356 +2019-04-06 10:00:00,4985.14,5004.91,4985.14,4994.28,112.68219561 +2019-04-06 09:00:00,4975.01,4998.2,4993.18,4985.14,43.81317231 +2019-04-06 08:00:00,4967.5,5003.26,5001.64,4992.72,236.60160517 +2019-04-06 07:00:00,5001.56,5021.47,5019.78,5001.58,80.1335995 +2019-04-06 06:00:00,5010.0,5022.56,5022.55,5019.78,67.57019347 +2019-04-06 05:00:00,5011.13,5030.0,5012.12,5022.49,104.89267352 +2019-04-06 04:00:00,4994.99,5016.16,5001.68,5013.22,122.32962289 +2019-04-06 03:00:00,4994.23,5012.12,5003.87,5001.79,123.47129784 +2019-04-06 02:00:00,4986.03,5008.07,4995.99,5003.9,265.863185 +2019-04-06 01:00:00,4980.0,5018.5,5010.5,4996.0,370.72281514 +2019-04-06 00:00:00,4999.08,5041.0,5040.95,5010.51,398.34395496 +2019-04-05 23:00:00,5013.62,5041.42,5035.0,5040.66,261.17687194 +2019-04-05 22:00:00,5002.25,5036.36,5006.94,5034.99,270.97483975 +2019-04-05 21:00:00,4999.52,5032.85,4999.89,5006.76,477.02084915 +2019-04-05 20:00:00,4981.0,5066.59,5014.45,5000.0,1270.98592452 +2019-04-05 19:00:00,5008.61,5034.03,5027.46,5014.0,389.14084954 +2019-04-05 18:00:00,5004.15,5064.01,5031.04,5027.46,756.1933431 +2019-04-05 17:00:00,4995.88,5045.04,5013.09,5031.04,518.59327172 +2019-04-05 16:00:00,4975.15,5029.99,4990.01,5013.1,410.30510785 +2019-04-05 15:00:00,4949.35,4997.0,4985.11,4990.0,464.90439069 +2019-04-05 14:00:00,4970.1,5020.51,5005.44,4985.73,601.87485908 +2019-04-05 13:00:00,4969.51,5057.2,5030.71,5003.21,2029.66019976 +2019-04-05 12:00:00,4975.23,5043.16,5002.29,5030.71,554.41909064 +2019-04-05 11:00:00,4961.38,5023.28,4963.56,5002.29,468.53086346 +2019-04-05 10:00:00,4942.14,4973.93,4950.41,4963.64,145.41988311 +2019-04-05 09:00:00,4945.96,4966.29,4966.29,4950.41,108.46341993 +2019-04-05 08:00:00,4939.33,4974.44,4939.34,4966.76,147.4524272 +2019-04-05 07:00:00,4930.7,4954.48,4934.08,4939.34,258.10537528 +2019-04-05 06:00:00,4933.11,4978.99,4975.14,4934.08,212.39534438 +2019-04-05 05:00:00,4942.78,4995.0,4945.65,4975.16,492.94035314 +2019-04-05 04:00:00,4894.41,4957.14,4894.42,4945.65,525.07789599 +2019-04-05 03:00:00,4887.34,4928.37,4922.97,4894.42,214.61782544 +2019-04-05 02:00:00,4893.94,4927.21,4915.0,4922.97,315.15322375 +2019-04-05 01:00:00,4910.96,4946.98,4944.01,4915.0,274.53463983 +2019-04-05 00:00:00,4907.92,4967.01,4907.92,4944.01,513.4334544 +2019-04-04 23:00:00,4881.59,4923.43,4881.63,4906.49,318.26293153 +2019-04-04 22:00:00,4881.55,4941.99,4933.8,4881.63,409.11875836 +2019-04-04 21:00:00,4837.91,4944.99,4848.09,4930.1,645.36628447 +2019-04-04 20:00:00,4778.0,4863.0,4828.0,4848.09,1499.67684643 +2019-04-04 19:00:00,4825.0,4879.43,4861.06,4828.0,717.92306056 +2019-04-04 18:00:00,4825.0,4896.99,4894.06,4861.06,1378.69920079 +2019-04-04 17:00:00,4885.0,4971.45,4935.37,4895.75,988.14485227 +2019-04-04 16:00:00,4928.0,5005.01,5005.01,4937.88,1146.67938006 +2019-04-04 15:00:00,4953.46,5007.58,5000.52,5005.01,787.67112078 +2019-04-04 14:00:00,4992.87,5046.54,5011.99,5000.52,639.21729549 +2019-04-04 13:00:00,4989.66,5020.64,5020.58,5012.15,397.67489849 +2019-04-04 12:00:00,4985.74,5030.0,4990.9,5018.48,398.92427333 +2019-04-04 11:00:00,4915.75,4994.69,4962.45,4991.45,623.8623647 +2019-04-04 10:00:00,4951.98,5011.86,5011.86,4962.45,224.28440694 +2019-04-04 09:00:00,4986.38,5027.81,5027.8,5011.87,292.54336527 +2019-04-04 08:00:00,4977.0,5054.24,5030.67,5027.8,260.27594704 +2019-04-04 07:00:00,5012.09,5045.0,5043.96,5030.67,165.17507736 +2019-04-04 06:00:00,5020.48,5065.0,5023.1,5044.78,441.33034 +2019-04-04 05:00:00,5005.39,5040.0,5010.58,5022.61,338.26063112 +2019-04-04 04:00:00,4950.9,5014.0,4965.51,5010.58,431.60891959 +2019-04-04 03:00:00,4939.56,5015.68,5015.57,4967.98,709.15759563 +2019-04-04 02:00:00,4984.0,5030.0,4984.0,5015.57,801.23443935 +2019-04-04 01:00:00,4963.3,5071.34,5033.67,4983.5,1475.52663205 +2019-04-04 00:00:00,4911.55,5038.02,4975.13,5032.68,1257.58150207 +2019-04-03 23:00:00,4787.11,5102.8,5102.8,4975.97,6439.42933349 +2019-04-03 22:00:00,5020.0,5266.0,5190.0,5104.2,4727.59501468 +2019-04-03 21:00:00,5163.26,5345.0,5295.0,5190.0,2121.1155088 +2019-04-03 20:00:00,5142.71,5327.79,5142.71,5295.0,3257.61099096 +2019-04-03 19:00:00,5130.88,5175.0,5139.78,5142.71,947.9511992 +2019-04-03 18:00:00,5114.84,5189.83,5127.85,5141.39,1327.39265051 +2019-04-03 17:00:00,5079.17,5187.35,5133.68,5125.64,1956.40465496 +2019-04-03 16:00:00,5012.94,5150.0,5013.78,5133.68,3101.23212717 +2019-04-03 15:00:00,4995.37,5030.0,5007.93,5013.78,584.1079756 +2019-04-03 14:00:00,4998.0,5043.53,5043.53,5007.93,1071.40181841 +2019-04-03 13:00:00,5000.0,5052.0,5009.99,5043.53,1050.20428976 +2019-04-03 12:00:00,4967.99,5032.15,4968.0,5009.99,741.53565428 +2019-04-03 11:00:00,4948.01,4984.99,4952.39,4968.0,328.71811322 +2019-04-03 10:00:00,4944.07,4982.45,4975.07,4952.4,284.11729872 +2019-04-03 09:00:00,4939.95,4975.07,4955.0,4975.06,164.56128442 +2019-04-03 08:00:00,4926.07,4971.0,4963.0,4955.0,257.52696157 +2019-04-03 07:00:00,4948.34,4994.03,4976.04,4963.0,327.47154833 +2019-04-03 06:00:00,4927.15,4979.61,4954.52,4976.04,409.0448846 +2019-04-03 05:00:00,4916.96,4970.0,4916.97,4954.52,453.85212569 +2019-04-03 04:00:00,4872.61,5052.71,5052.7,4916.96,2474.74327495 +2019-04-03 03:00:00,4984.85,5088.88,5072.69,5052.71,1657.34516037 +2019-04-03 02:00:00,4963.47,5080.11,4969.01,5074.97,1973.6011285 +2019-04-03 01:00:00,4925.69,4985.0,4979.0,4969.02,1057.77932206 +2019-04-03 00:00:00,4893.09,4999.0,4901.92,4979.0,2720.98418619 +2019-04-02 23:00:00,4815.0,4945.0,4827.38,4901.93,3035.85325259 +2019-04-02 22:00:00,4788.2,4825.88,4788.22,4825.88,550.29032325 +2019-04-02 21:00:00,4769.39,4838.0,4804.13,4788.21,1204.6047305 +2019-04-02 20:00:00,4745.05,4830.0,4764.0,4804.13,2423.12019532 +2019-04-02 19:00:00,4729.5,4772.61,4739.73,4765.0,1002.63829245 +2019-04-02 18:00:00,4722.01,4739.74,4722.64,4738.96,593.59129833 +2019-04-02 17:00:00,4680.5,4737.89,4737.89,4722.63,872.17736407 +2019-04-02 16:00:00,4715.0,4748.05,4745.34,4737.04,785.33031118 +2019-04-02 15:00:00,4697.87,4750.0,4744.03,4744.12,1170.28864385 +2019-04-02 14:00:00,4670.69,4804.0,4803.42,4746.89,2471.37753725 +2019-04-02 13:00:00,4781.76,4812.13,4809.91,4802.76,1021.42437317 +2019-04-02 12:00:00,4776.28,4833.0,4778.75,4809.92,1132.45962242 +2019-04-02 11:00:00,4771.16,4805.62,4789.71,4776.57,887.3890323 +2019-04-02 10:00:00,4756.94,4807.32,4799.12,4789.7,635.57584664 +2019-04-02 09:00:00,4694.98,4832.42,4698.82,4802.31,1350.68463672 +2019-04-02 08:00:00,4691.06,4725.0,4699.09,4699.19,702.98715242 +2019-04-02 07:00:00,4672.55,4725.0,4721.35,4699.09,897.98436444 +2019-04-02 06:00:00,4660.01,4777.69,4740.62,4721.35,2968.71339314 +2019-04-02 05:00:00,4641.3,5121.0,4654.71,4740.62,5612.73305538 +2019-04-02 04:00:00,4173.37,4800.0,4177.0,4654.71,6888.52976584 +2019-04-02 03:00:00,4166.42,4180.14,4173.0,4176.77,411.15949895 +2019-04-02 02:00:00,4155.42,4181.0,4155.42,4173.0,758.40968721 +2019-04-02 01:00:00,4140.02,4158.77,4148.18,4155.42,357.53131537 +2019-04-02 00:00:00,4132.02,4163.9,4137.01,4148.18,672.07842353 +2019-04-01 23:00:00,4133.71,4146.02,4137.36,4137.0,261.89794674 +2019-04-01 22:00:00,4130.2,4145.77,4130.73,4137.37,323.31389897 +2019-04-01 21:00:00,4127.2,4131.83,4128.49,4130.74,243.5773839 +2019-04-01 20:00:00,4128.01,4133.88,4133.74,4128.49,293.6815352 +2019-04-01 19:00:00,4130.0,4135.5,4134.0,4133.74,316.48882909 +2019-04-01 18:00:00,4126.64,4136.0,4133.29,4134.68,312.06969348 +2019-04-01 17:00:00,4131.44,4142.9,4142.9,4134.35,253.07732707 +2019-04-01 16:00:00,4137.86,4148.3,4139.16,4142.9,322.08382363 +2019-04-01 15:00:00,4129.34,4139.8,4135.0,4138.72,574.35687368 +2019-04-01 14:00:00,4134.99,4149.5,4137.0,4135.0,715.6705442 +2019-04-01 13:00:00,4124.15,4137.0,4127.7,4137.0,278.07243902 +2019-04-01 12:00:00,4113.01,4129.16,4113.01,4127.69,197.81872423 +2019-04-01 11:00:00,4110.23,4117.15,4117.07,4113.01,164.02134355 +2019-04-01 10:00:00,4111.17,4124.0,4121.99,4117.06,101.44206238 +2019-04-01 09:00:00,4116.18,4125.0,4123.0,4120.72,110.39979829 +2019-04-01 08:00:00,4110.0,4123.0,4122.79,4122.99,364.73100143 +2019-04-01 07:00:00,4120.0,4130.0,4128.4,4122.79,182.82029539 +2019-04-01 06:00:00,4123.05,4129.97,4123.55,4128.39,146.02932019 +2019-04-01 05:00:00,4118.0,4125.17,4125.16,4123.55,87.96202838 +2019-04-01 04:00:00,4123.06,4129.99,4126.74,4125.16,125.7571146 +2019-04-01 03:00:00,4116.01,4135.52,4121.19,4127.0,347.94452911 +2019-04-01 02:00:00,4115.95,4124.0,4115.95,4120.43,226.41072999 +2019-04-01 01:00:00,4111.0,4137.92,4111.01,4115.79,713.42644604 +2019-04-01 00:00:00,4051.53,4120.39,4095.0,4111.01,1288.21123851 +2019-03-31 23:00:00,4091.67,4095.75,4094.54,4094.99,258.66744874 +2019-03-31 22:00:00,4088.5,4094.55,4090.0,4094.55,152.87288557 +2019-03-31 21:00:00,4087.0,4093.26,4093.1,4090.0,173.26224796 +2019-03-31 20:00:00,4092.75,4098.14,4094.99,4093.1,264.16588447 +2019-03-31 19:00:00,4090.56,4094.99,4090.98,4094.99,138.69626268 +2019-03-31 18:00:00,4087.11,4090.99,4089.14,4090.98,126.81377465 +2019-03-31 17:00:00,4087.01,4090.03,4088.95,4087.88,139.76949297 +2019-03-31 16:00:00,4087.0,4091.36,4087.01,4088.95,111.62063817 +2019-03-31 15:00:00,4087.0,4095.89,4093.99,4087.01,213.46696786 +2019-03-31 14:00:00,4090.0,4094.0,4091.5,4094.0,205.83930384 +2019-03-31 13:00:00,4087.97,4096.18,4087.98,4091.5,136.72937557 +2019-03-31 12:00:00,4085.01,4099.59,4099.58,4087.98,106.56862194 +2019-03-31 11:00:00,4090.0,4099.6,4090.01,4099.58,116.20432012 +2019-03-31 10:00:00,4085.0,4093.0,4085.01,4090.0,52.12194658 +2019-03-31 09:00:00,4085.0,4085.01,4085.01,4085.01,39.77877001 +2019-03-31 08:00:00,4079.01,4086.0,4079.6,4085.0,49.15163233 +2019-03-31 07:00:00,4077.13,4085.15,4085.14,4079.61,48.36208405 +2019-03-31 06:00:00,4080.68,4085.53,4084.54,4085.15,66.20469728 +2019-03-31 05:00:00,4080.0,4084.99,4084.17,4084.54,85.39489047 +2019-03-31 04:00:00,4082.59,4092.48,4088.15,4084.16,85.3908936 +2019-03-31 03:00:00,4077.96,4089.88,4078.95,4088.14,104.71478463 +2019-03-31 02:00:00,4077.01,4089.69,4088.99,4078.95,178.9066025 +2019-04-25 01:00:00,5444.49,5458.02,5454.8,5456.32,186.63438602 +2019-04-25 00:00:00,5436.1,5465.57,5440.59,5454.8,280.45451943 +2019-04-24 23:00:00,5418.96,5446.0,5443.86,5441.9,219.72735513 +2019-04-24 22:00:00,5433.47,5444.0,5436.24,5443.85,265.2503614 +2019-04-24 21:00:00,5410.25,5446.17,5440.0,5436.26,331.83801988 +2019-04-24 20:00:00,5427.14,5449.32,5430.02,5439.99,379.14216961 +2019-04-24 19:00:00,5400.78,5441.36,5404.02,5430.03,693.51975874 +2019-04-24 18:00:00,5374.0,5425.91,5412.1,5404.01,1014.6524326 +2019-04-24 17:00:00,5411.02,5453.26,5436.53,5411.38,577.14166527 +2019-04-24 16:00:00,5420.15,5472.05,5462.02,5438.01,508.55545502 +2019-04-24 15:00:00,5456.27,5483.38,5462.51,5462.96,513.43300803 +2019-04-24 14:00:00,5431.96,5468.89,5443.12,5462.6,599.01328719 +2019-04-24 13:00:00,5440.01,5473.38,5458.34,5443.47,486.16343184 +2019-04-24 12:00:00,5427.65,5464.21,5432.75,5458.35,309.03160065 +2019-04-24 11:00:00,5383.59,5448.84,5418.7,5432.98,668.55205264 +2019-04-24 10:00:00,5413.86,5479.74,5462.79,5417.85,501.78830676 +2019-04-24 09:00:00,5458.42,5488.15,5480.46,5462.79,340.14181723 +2019-04-24 08:00:00,5435.01,5488.48,5467.14,5480.46,733.28593406 +2019-04-24 07:00:00,5415.0,5599.88,5592.0,5467.13,2238.26193541 +2019-04-24 06:00:00,5584.29,5624.47,5604.03,5592.01,361.49294679 +2019-04-24 05:00:00,5576.42,5614.86,5595.39,5608.6,230.05017901 +2019-04-24 04:00:00,5567.15,5612.17,5574.0,5595.39,615.56571213 +2019-04-24 03:00:00,5559.17,5582.45,5559.17,5574.0,375.29985619 +2019-04-24 02:00:00,5540.97,5564.31,5546.98,5559.99,436.85860144 +2019-04-24 01:00:00,5483.07,5560.0,5540.4,5547.0,1726.35296777 +2019-04-24 00:00:00,5532.4,5560.6,5532.75,5540.41,1012.71398873 +2019-04-23 23:00:00,5529.38,5567.8,5560.32,5532.75,449.39934805 +2019-04-23 22:00:00,5507.6,5570.02,5570.02,5560.33,1064.58442319 +2019-04-23 21:00:00,5570.0,5585.71,5579.46,5570.02,344.16573755 +2019-04-23 20:00:00,5556.0,5589.17,5587.56,5579.94,696.13498234 +2019-04-23 19:00:00,5572.31,5606.5,5603.92,5587.56,680.6560433 +2019-04-23 18:00:00,5583.91,5609.99,5583.91,5603.92,723.76845646 +2019-04-23 17:00:00,5573.42,5616.83,5574.59,5583.91,1400.59221645 +2019-04-23 16:00:00,5550.0,5575.0,5566.76,5574.08,468.73963928 +2019-04-23 15:00:00,5542.87,5582.8,5582.32,5566.36,1072.18026579 +2019-04-23 14:00:00,5565.4,5588.0,5573.84,5581.11,907.47803198 +2019-04-23 13:00:00,5557.76,5595.0,5566.54,5573.92,513.40577066 +2019-04-23 12:00:00,5553.18,5588.09,5557.44,5566.54,514.02734554 +2019-04-23 11:00:00,5540.97,5560.39,5550.49,5557.44,270.31686097 +2019-04-23 10:00:00,5537.15,5558.86,5537.15,5550.49,295.7996219 +2019-04-23 09:00:00,5511.99,5548.27,5546.06,5537.15,327.17639415 +2019-04-23 08:00:00,5540.1,5582.99,5540.1,5546.05,573.60954532 +2019-04-23 07:00:00,5526.75,5554.99,5536.52,5540.8,214.25508155 +2019-04-23 06:00:00,5514.36,5552.71,5536.77,5536.53,506.54095003 +2019-04-23 05:00:00,5504.18,5554.99,5517.7,5537.5,669.29007994 +2019-04-23 04:00:00,5431.4,5650.01,5432.58,5517.71,4524.76484899 +2019-04-23 03:00:00,5404.18,5448.0,5404.19,5430.17,1049.70527826 +2019-04-23 02:00:00,5387.9,5405.0,5387.91,5404.19,376.67810163 +2019-04-23 01:00:00,5378.1,5390.0,5381.69,5387.9,259.08333577 +2019-04-23 00:00:00,5361.01,5390.8,5387.6,5381.69,306.2441662 +2019-04-22 23:00:00,5369.58,5400.2,5400.2,5387.6,281.70607065 +2019-04-22 22:00:00,5378.48,5405.0,5384.93,5401.17,609.54213051 +2019-04-22 21:00:00,5353.71,5398.59,5364.99,5384.93,396.25820433 +2019-04-22 20:00:00,5361.55,5407.5,5386.9,5365.0,565.28301475 +2019-04-22 19:00:00,5358.06,5440.84,5412.21,5386.89,1382.78202602 +2019-04-22 18:00:00,5363.09,5423.35,5369.98,5412.23,1199.64494578 +2019-04-22 17:00:00,5304.56,5369.99,5306.79,5369.99,875.85133948 +2019-04-22 16:00:00,5282.59,5313.14,5313.14,5306.79,1033.36102495 +2019-04-22 15:00:00,5292.54,5407.08,5317.02,5309.98,3073.67712028 +2019-04-22 14:00:00,5294.96,5323.6,5296.62,5317.01,346.09196076 +2019-04-22 13:00:00,5296.07,5310.99,5308.08,5296.07,176.6842434 +2019-04-22 12:00:00,5306.0,5324.25,5308.23,5307.77,212.39638282 +2019-04-22 11:00:00,5305.66,5325.04,5313.32,5308.23,269.74734899 +2019-04-22 10:00:00,5298.34,5317.32,5303.91,5313.33,175.09691291 +2019-04-22 09:00:00,5271.85,5305.63,5288.75,5302.81,142.85218483 +2019-04-22 08:00:00,5281.01,5294.46,5281.87,5288.76,87.35920505 +2019-04-22 07:00:00,5280.79,5293.57,5288.43,5281.88,45.36795953 +2019-04-22 06:00:00,5265.52,5288.44,5276.13,5288.44,122.63488356 +2019-04-22 05:00:00,5271.0,5286.99,5275.0,5276.13,253.85284901 +2019-04-22 04:00:00,5260.0,5285.0,5260.01,5274.99,134.57536451 +2019-04-22 03:00:00,5250.45,5277.0,5265.95,5260.0,180.18209635 +2019-04-22 02:00:00,5261.01,5285.23,5268.07,5266.51,172.06674286 +2019-04-22 01:00:00,5260.0,5295.46,5290.31,5268.07,388.40867427 +2019-04-22 00:00:00,5290.31,5307.05,5297.64,5290.32,161.28265354 +2019-04-21 23:00:00,5278.05,5313.51,5293.63,5297.64,207.05789528 +2019-04-21 22:00:00,5270.01,5306.4,5271.11,5295.23,257.6236888 +2019-04-21 21:00:00,5233.14,5288.44,5235.72,5273.73,148.7272093 +2019-04-21 20:00:00,5235.0,5272.43,5259.65,5236.83,174.75580641 +2019-04-21 19:00:00,5234.99,5268.39,5235.0,5259.64,153.18082005 +2019-04-21 18:00:00,5229.67,5270.0,5265.66,5234.99,233.71064358 +2019-04-21 17:00:00,5249.55,5271.99,5271.08,5264.8,218.91232814 +2019-04-21 16:00:00,5270.3,5286.57,5282.55,5270.83,143.38471748 +2019-04-21 15:00:00,5263.56,5282.55,5271.62,5282.55,137.56139038 +2019-04-21 14:00:00,5256.5,5272.78,5270.38,5271.62,168.99646573 +2019-04-21 13:00:00,5253.92,5276.36,5254.07,5270.38,110.76199662 +2019-04-21 12:00:00,5213.34,5262.52,5262.51,5250.73,618.61604544 +2019-04-21 11:00:00,5254.25,5270.0,5264.11,5262.52,191.05079287 +2019-04-21 10:00:00,5236.06,5280.09,5254.85,5264.11,183.78580457 +2019-04-21 09:00:00,5235.7,5307.57,5307.56,5254.85,907.06225274 +2019-04-21 08:00:00,5276.69,5318.86,5315.68,5307.57,444.28646278 +2019-04-21 07:00:00,5313.0,5334.62,5325.18,5315.69,103.92467771 +2019-04-21 06:00:00,5311.48,5325.19,5312.88,5325.18,76.08421218 +2019-04-21 05:00:00,5311.01,5330.0,5329.99,5314.16,138.8598153 +2019-04-21 04:00:00,5322.0,5336.68,5336.0,5331.77,192.01580016 +2019-04-21 03:00:00,5334.16,5349.16,5335.99,5336.01,212.41823989 +2019-04-21 02:00:00,5327.26,5338.04,5327.27,5335.98,171.31284725 +2019-04-21 01:00:00,5326.0,5337.49,5330.01,5327.27,125.70458998 +2019-04-21 00:00:00,5314.91,5348.29,5319.9,5330.01,428.71282198 +2019-04-20 23:00:00,5293.6,5327.73,5293.6,5319.89,318.91061597 +2019-04-20 22:00:00,5271.97,5298.79,5272.94,5296.28,313.39933931 +2019-04-20 21:00:00,5260.24,5319.0,5318.99,5272.94,637.48888194 +2019-04-20 20:00:00,5310.0,5334.8,5323.61,5318.99,265.95702028 +2019-04-20 19:00:00,5311.98,5326.39,5314.75,5323.62,173.90471072 +2019-04-20 18:00:00,5307.05,5318.97,5307.15,5314.76,139.84704499 +2019-04-20 17:00:00,5305.0,5329.66,5329.08,5307.04,227.31022036 +2019-04-20 16:00:00,5310.0,5334.82,5317.26,5329.27,169.92142748 +2019-04-20 15:00:00,5309.16,5338.28,5312.07,5317.25,212.51588728 +2019-04-20 14:00:00,5300.01,5320.25,5320.0,5312.06,186.01147268 +2019-04-20 13:00:00,5316.65,5331.19,5318.34,5320.0,140.18520567 +2019-04-20 12:00:00,5308.77,5330.34,5308.78,5319.34,98.81874101 +2019-04-20 11:00:00,5306.84,5317.83,5314.71,5308.78,87.79156243 +2019-04-20 10:00:00,5297.01,5319.57,5319.57,5314.71,195.72630065 +2019-04-20 09:00:00,5308.42,5333.24,5320.02,5319.57,103.23943349 +2019-04-20 08:00:00,5317.0,5359.98,5331.5,5320.02,215.08908481 +2019-04-20 07:00:00,5324.02,5334.75,5324.02,5331.14,88.42257084 +2019-04-20 06:00:00,5315.0,5341.9,5327.83,5324.02,132.72220051 +2019-04-20 05:00:00,5315.02,5337.08,5324.99,5327.84,140.27255625 +2019-04-20 04:00:00,5297.61,5325.0,5306.8,5325.0,184.92108381 +2019-04-20 03:00:00,5290.0,5307.1,5300.46,5305.82,182.18095909 +2019-04-20 02:00:00,5294.46,5330.0,5312.26,5300.65,312.5812139 +2019-04-20 01:00:00,5285.0,5316.42,5287.79,5312.26,195.86605368 +2019-04-20 00:00:00,5286.29,5304.0,5290.37,5289.34,182.59927119 +2019-04-19 23:00:00,5276.14,5300.0,5281.99,5290.36,183.18812421 +2019-04-19 22:00:00,5250.0,5282.0,5273.29,5282.0,237.90676823 +2019-04-19 21:00:00,5261.96,5289.35,5270.63,5271.67,270.05966872 +2019-04-19 20:00:00,5256.0,5304.53,5294.61,5271.12,526.44662385 +2019-04-19 19:00:00,5280.01,5308.53,5298.08,5299.12,283.12058018 +2019-04-19 18:00:00,5268.49,5302.0,5278.27,5298.8,255.68835705 +2019-04-19 17:00:00,5260.85,5285.0,5277.41,5278.27,220.5142875 +2019-04-19 16:00:00,5267.8,5359.47,5283.59,5279.03,913.74345849 +2019-04-19 15:00:00,5246.66,5289.0,5246.66,5283.59,383.19465868 +2019-04-19 14:00:00,5240.01,5251.61,5251.14,5246.66,149.60052567 +2019-04-19 13:00:00,5238.1,5254.52,5248.99,5251.01,106.01616093 +2019-04-19 12:00:00,5238.12,5266.62,5256.32,5248.98,139.25679658 +2019-04-19 11:00:00,5256.32,5268.56,5257.25,5257.48,82.62351732 +2019-04-19 10:00:00,5243.48,5257.99,5256.68,5257.09,89.88645472 +2019-04-19 09:00:00,5247.61,5266.43,5263.46,5257.23,76.56810825 +2019-04-19 08:00:00,5236.71,5263.99,5249.99,5263.49,73.77820304 +2019-04-19 07:00:00,5238.11,5249.99,5240.51,5249.93,329.32116468 +2019-04-19 06:00:00,5232.01,5244.36,5232.01,5240.51,95.54369952 +2019-04-19 05:00:00,5229.46,5241.82,5241.81,5232.01,89.40083733 +2019-04-19 04:00:00,5222.48,5244.0,5232.76,5241.81,117.05896331 +2019-04-19 03:00:00,5201.19,5235.0,5220.0,5232.76,212.97937588 +2019-04-19 02:00:00,5199.33,5242.21,5221.31,5220.0,246.44682711 +2019-04-19 01:00:00,5196.7,5274.11,5273.01,5221.32,1066.53003181 +2019-04-19 00:00:00,5265.0,5282.45,5280.5,5272.37,181.67761519 +2019-04-18 23:00:00,5255.94,5285.0,5284.34,5281.81,286.37218638 +2019-04-18 22:00:00,5284.75,5313.0,5296.81,5284.76,447.04665595 +2019-04-18 21:00:00,5295.0,5314.0,5307.49,5296.81,248.17714563 +2019-04-18 20:00:00,5280.0,5314.0,5290.81,5309.18,470.67845118 +2019-04-18 19:00:00,5271.01,5318.18,5271.99,5290.81,618.91093406 +2019-04-18 18:00:00,5263.0,5287.11,5264.61,5271.99,216.20517686 +2019-04-18 17:00:00,5259.28,5296.49,5259.29,5264.61,734.1000944 +2019-04-18 16:00:00,5231.11,5271.57,5253.23,5259.29,269.73524974 +2019-04-18 15:00:00,5240.24,5291.1,5250.43,5253.22,435.12400268 +2019-04-18 14:00:00,5236.1,5265.01,5265.01,5250.44,348.41192275 +2019-04-18 13:00:00,5244.82,5269.95,5252.14,5265.01,262.5763711 +2019-04-18 12:00:00,5237.0,5255.0,5238.36,5252.14,155.4747786 +2019-04-18 11:00:00,5222.26,5243.12,5242.19,5237.06,271.63833973 +2019-04-18 10:00:00,5239.21,5254.61,5250.5,5242.65,106.50742317 +2019-04-18 09:00:00,5223.87,5252.1,5245.94,5250.5,179.83087172 +2019-04-18 08:00:00,5230.0,5265.0,5264.86,5245.94,248.68232627 +2019-04-18 07:00:00,5260.32,5270.0,5269.19,5264.86,97.97392967 +2019-04-18 06:00:00,5250.01,5270.42,5262.57,5269.2,139.92689761 +2019-04-18 05:00:00,5252.49,5277.88,5276.13,5262.73,314.90387317 +2019-04-18 04:00:00,5265.66,5304.91,5274.08,5277.88,580.5362071 +2019-04-18 03:00:00,5261.68,5278.95,5265.41,5274.07,301.50802118 +2019-04-18 02:00:00,5258.29,5281.77,5269.02,5265.41,382.96090722 +2019-04-18 01:00:00,5225.02,5286.0,5230.52,5269.23,892.25243429 +2019-04-18 00:00:00,5225.22,5240.0,5227.0,5230.52,224.66545848 +2019-04-17 23:00:00,5204.62,5232.0,5220.58,5227.0,230.62298795 +2019-04-17 22:00:00,5207.0,5235.54,5233.0,5220.58,323.14548959 +2019-04-17 21:00:00,5216.35,5238.0,5216.36,5233.64,224.53405178 +2019-04-17 20:00:00,5211.31,5246.97,5233.89,5216.36,329.52724318 +2019-04-17 19:00:00,5209.37,5237.21,5224.03,5234.46,363.04858555 +2019-04-17 18:00:00,5201.5,5229.01,5227.76,5224.02,364.20076671 +2019-04-17 17:00:00,5207.87,5235.0,5212.54,5226.78,216.19264237 +2019-04-17 16:00:00,5194.99,5220.0,5206.41,5212.55,505.89370139 +2019-04-17 15:00:00,5202.0,5225.17,5212.65,5206.37,327.70182912 +2019-04-17 14:00:00,5193.0,5214.87,5212.96,5212.65,420.89410153 +2019-04-17 13:00:00,5186.9,5217.29,5193.03,5213.0,277.93006881 +2019-04-17 12:00:00,5173.11,5264.97,5250.0,5191.33,595.77626955 +2019-04-17 11:00:00,5221.02,5262.0,5228.43,5250.0,232.66751897 +2019-04-17 10:00:00,5196.95,5239.27,5212.56,5227.02,224.27180634 +2019-04-17 09:00:00,5194.14,5215.0,5201.83,5212.56,159.0565916 +2019-04-17 08:00:00,5190.63,5219.99,5217.0,5201.84,305.14085496 +2019-04-17 07:00:00,5205.99,5224.96,5210.56,5215.42,126.24068733 +2019-04-17 06:00:00,5205.14,5234.92,5224.29,5211.61,150.85032279 +2019-04-17 05:00:00,5210.11,5237.62,5237.32,5224.23,178.91608812 +2019-04-17 04:00:00,5216.84,5240.94,5230.0,5237.11,279.70157569 +2019-04-17 03:00:00,5202.97,5235.28,5222.28,5230.0,238.21164453 +2019-04-17 02:00:00,5217.06,5240.0,5221.68,5222.29,213.36128124 +2019-04-17 01:00:00,5186.51,5230.0,5225.67,5221.81,383.81010254 +2019-04-17 00:00:00,5199.67,5272.32,5201.21,5225.67,744.02960066 +2019-04-16 23:00:00,5193.57,5219.0,5197.21,5202.9,243.18287432 +2019-04-16 22:00:00,5180.63,5211.02,5202.16,5197.21,303.53790296 +2019-04-16 21:00:00,5180.32,5215.68,5185.59,5202.16,383.08371838 +2019-04-16 20:00:00,5178.45,5200.0,5190.62,5185.59,228.49180986 +2019-04-16 19:00:00,5182.19,5212.01,5184.92,5193.11,311.92797849 +2019-04-16 18:00:00,5172.33,5223.78,5208.37,5183.58,632.98896353 +2019-04-16 17:00:00,5083.0,5229.97,5083.01,5208.37,2501.88491148 +2019-04-16 16:00:00,5076.26,5097.1,5083.0,5083.0,281.94184608 +2019-04-16 15:00:00,5045.93,5098.34,5054.63,5083.07,378.26079981 +2019-04-16 14:00:00,5016.45,5066.97,5039.99,5054.63,387.8743175 +2019-04-16 13:00:00,5033.41,5052.32,5033.97,5040.0,224.23463508 +2019-04-16 12:00:00,5033.34,5075.98,5069.99,5033.98,298.12046858 +2019-04-16 11:00:00,5051.0,5069.99,5058.49,5069.99,158.27189177 +2019-04-16 10:00:00,5056.3,5080.12,5080.12,5058.49,171.90800063 +2019-04-16 09:00:00,5070.44,5082.69,5072.4,5080.11,149.9598435 +2019-04-16 08:00:00,5069.99,5082.69,5073.71,5072.41,111.36313763 +2019-04-16 07:00:00,5063.95,5074.14,5063.95,5073.71,106.11688867 +2019-04-16 06:00:00,5061.38,5075.48,5075.48,5063.95,130.36362715 +2019-04-16 05:00:00,5050.29,5086.81,5058.01,5074.17,447.30486105 +2019-04-16 04:00:00,5050.77,5062.37,5051.99,5058.01,138.93742931 +2019-04-16 03:00:00,5039.13,5062.5,5039.13,5051.99,148.94282662 +2019-04-16 02:00:00,5037.67,5052.59,5051.52,5039.13,231.00258115 +2019-04-16 01:00:00,5047.71,5060.0,5049.2,5051.52,296.15638892 +2019-04-16 00:00:00,5020.79,5055.0,5029.99,5049.2,358.38724249 +2019-04-15 23:00:00,5029.98,5060.59,5041.18,5029.99,736.78164525 +2019-04-15 22:00:00,5022.0,5050.0,5023.56,5042.03,408.71981013 +2019-04-15 21:00:00,5008.42,5039.0,5021.24,5023.6,499.03889424 +2019-04-15 20:00:00,4945.54,5025.6,5014.75,5021.23,1170.1840193 +2019-04-15 19:00:00,4990.03,5057.18,5049.79,5014.75,756.12890286 +2019-04-15 18:00:00,5019.77,5064.9,5058.31,5049.9,502.0944257 +2019-04-15 17:00:00,4999.5,5134.95,5132.44,5059.94,2084.05131811 +2019-04-15 16:00:00,5127.13,5164.43,5160.0,5132.45,417.76640485 +2019-04-15 15:00:00,5151.33,5164.16,5155.05,5159.7,283.07690921 +2019-04-15 14:00:00,5138.0,5174.52,5144.49,5155.05,326.95950456 +2019-04-15 13:00:00,5136.1,5148.0,5147.68,5145.45,233.37512659 +2019-04-15 12:00:00,5116.79,5147.68,5134.01,5147.68,337.65746753 +2019-04-15 11:00:00,5132.27,5144.77,5140.61,5134.0,173.24536108 +2019-04-15 10:00:00,5121.29,5161.78,5161.33,5140.61,358.6822924 +2019-04-15 09:00:00,5150.01,5163.21,5157.54,5161.31,80.35252658 +2019-04-15 08:00:00,5143.26,5164.22,5161.54,5156.66,89.66959767 +2019-04-15 07:00:00,5137.5,5163.13,5163.13,5161.54,225.7986788 +2019-04-15 06:00:00,5158.0,5173.82,5168.5,5163.15,230.10822853 +2019-04-15 05:00:00,5161.01,5184.04,5183.76,5166.45,188.53942845 +2019-04-15 04:00:00,5160.52,5193.01,5160.86,5183.61,194.60318988 +2019-04-15 03:00:00,5152.63,5168.37,5168.37,5160.87,183.6921621 +2019-04-15 02:00:00,5160.0,5174.0,5166.09,5168.37,190.02286306 +2019-04-15 01:00:00,5154.44,5184.94,5154.45,5166.09,235.57899356 +2019-04-15 00:00:00,5145.02,5173.31,5163.81,5154.45,249.54371032 +2019-04-14 23:00:00,5143.73,5184.71,5160.88,5164.27,330.1229207 +2019-04-14 22:00:00,5101.83,5191.19,5105.0,5160.88,1340.27356038 +2019-04-14 21:00:00,5086.15,5114.0,5090.72,5105.0,148.38865773 +2019-04-14 20:00:00,5083.67,5104.0,5088.58,5090.72,155.82885695 +2019-04-14 19:00:00,5085.93,5110.0,5110.0,5088.58,109.15006484 +2019-04-14 18:00:00,5093.4,5110.0,5093.41,5110.0,156.09096767 +2019-04-14 17:00:00,5078.29,5099.09,5078.3,5093.4,118.58509201 +2019-04-14 16:00:00,5078.27,5106.0,5079.99,5078.29,239.69647885 +2019-04-14 15:00:00,5063.02,5080.0,5077.15,5080.0,150.30182106 +2019-04-14 14:00:00,5065.06,5078.18,5075.4,5077.01,154.5265443 +2019-04-14 13:00:00,5070.0,5084.7,5070.01,5075.39,113.77341934 +2019-04-14 12:00:00,5056.33,5074.0,5066.46,5070.01,61.02866867 +2019-04-14 11:00:00,5062.95,5076.59,5070.01,5066.57,37.34753373 +2019-04-14 10:00:00,5066.71,5080.96,5072.66,5070.01,43.62973918 +2019-04-14 09:00:00,5055.0,5078.85,5060.53,5072.65,44.46205368 +2019-04-14 08:00:00,5056.36,5069.64,5062.7,5060.54,64.41502767 +2019-04-14 07:00:00,5035.62,5070.27,5035.63,5062.85,74.97861502 +2019-04-14 06:00:00,5028.96,5047.42,5047.42,5035.32,176.91991525 +2019-04-14 05:00:00,5013.81,5059.99,5058.09,5047.42,346.86644484 +2019-04-14 04:00:00,5043.0,5064.73,5054.59,5058.1,82.98689471 +2019-04-14 03:00:00,5043.06,5064.99,5053.99,5054.59,129.10284588 +2019-04-14 02:00:00,5046.9,5081.39,5072.95,5053.99,130.40392379 +2019-04-14 01:00:00,5069.63,5087.03,5076.99,5072.95,94.81589126 +2019-04-14 00:00:00,5065.0,5078.99,5065.02,5076.99,105.27172589 +2019-04-13 23:00:00,5065.01,5085.51,5067.2,5066.22,191.31907859 +2019-04-13 22:00:00,5052.11,5076.22,5076.22,5067.2,123.26215891 +2019-04-13 21:00:00,5036.74,5085.6,5084.4,5076.22,305.80676099 +2019-04-13 20:00:00,5062.39,5093.89,5079.0,5085.59,222.44957876 +2019-04-13 19:00:00,5079.0,5092.14,5091.01,5079.01,135.4723851 +2019-04-13 18:00:00,5085.44,5105.0,5099.0,5091.0,132.59867918 +2019-04-13 17:00:00,5083.13,5105.91,5083.13,5098.62,266.07260239 +2019-04-13 16:00:00,5075.43,5091.66,5089.01,5083.13,165.7176205 +2019-04-13 15:00:00,5089.0,5117.65,5100.64,5089.01,201.72813229 +2019-04-13 14:00:00,5075.02,5106.83,5078.56,5100.61,180.77077531 +2019-04-13 13:00:00,5065.0,5081.39,5081.39,5079.27,127.40986429 +2019-04-13 12:00:00,5059.51,5082.81,5067.03,5081.38,149.0219404 +2019-04-13 11:00:00,5048.47,5067.45,5048.52,5067.03,138.31692305 +2019-04-13 10:00:00,5045.0,5084.99,5079.73,5051.13,154.98768087 +2019-04-13 09:00:00,5063.97,5084.87,5084.87,5077.56,57.62442674 +2019-04-13 08:00:00,5063.77,5098.51,5093.39,5084.87,191.42385453 +2019-04-13 07:00:00,5085.45,5117.39,5110.76,5093.38,137.34997842 +2019-04-13 06:00:00,5095.0,5112.93,5112.93,5110.76,142.08338532 +2019-04-13 05:00:00,5100.0,5119.21,5114.87,5112.93,194.39870704 +2019-04-13 04:00:00,5101.0,5115.22,5110.39,5114.87,112.19227863 +2019-04-13 03:00:00,5105.93,5123.28,5106.16,5110.4,229.25299454 +2019-04-13 02:00:00,5073.5,5110.05,5077.29,5105.25,306.24651362 +2019-04-13 01:00:00,5055.87,5083.28,5064.18,5077.28,149.56518504 +2019-04-13 00:00:00,5055.66,5079.33,5078.19,5062.6,273.86809376 +2019-04-12 23:00:00,5074.27,5096.53,5081.5,5078.19,205.2305016 +2019-04-12 22:00:00,5054.08,5081.5,5064.63,5081.5,110.30214993 +2019-04-12 21:00:00,5041.89,5066.66,5041.89,5064.63,190.52317446 +2019-04-12 20:00:00,5025.18,5057.88,5055.01,5043.09,459.23272811 +2019-04-12 19:00:00,5055.0,5074.34,5064.06,5055.0,211.59310792 +2019-04-12 18:00:00,5055.35,5082.29,5072.08,5063.84,282.83295382 +2019-04-12 17:00:00,5059.1,5118.56,5083.05,5071.66,955.961704 +2019-04-12 16:00:00,5063.78,5085.53,5070.83,5083.04,269.8790193 +2019-04-12 15:00:00,5062.88,5085.19,5084.31,5070.91,333.98691582 +2019-04-12 14:00:00,5060.71,5085.0,5069.11,5084.31,307.47731064 +2019-05-07 13:00:00,5878.54,5950.3,5909.98,5950.29,555.94395324 +2019-05-07 12:00:00,5890.0,5920.54,5890.14,5909.99,287.02803068 +2019-05-07 11:00:00,5864.76,5895.88,5895.88,5890.21,172.26270352 +2019-05-07 10:00:00,5889.21,5920.03,5910.2,5895.88,179.19850711 +2019-05-07 09:00:00,5864.76,5923.47,5869.89,5910.19,363.2773921 +2019-05-07 08:00:00,5861.0,5886.65,5877.56,5869.89,161.01415439 +2019-05-07 07:00:00,5852.06,5886.26,5884.99,5877.56,431.17988093 +2019-05-07 06:00:00,5866.59,5895.43,5883.97,5887.18,170.48450795 +2019-05-07 05:00:00,5877.13,5915.09,5884.68,5883.98,278.38640714 +2019-05-07 04:00:00,5833.26,5905.44,5888.58,5886.74,887.79099719 +2019-05-07 03:00:00,5872.0,5966.37,5923.61,5889.45,1805.98078131 +2019-05-07 02:00:00,5749.82,5924.44,5749.82,5924.21,1548.89110768 +2019-05-07 01:00:00,5745.0,5779.0,5745.01,5749.83,357.94443565 +2019-05-07 00:00:00,5687.9,5761.0,5687.9,5745.01,469.24174163 +2019-05-06 23:00:00,5680.96,5709.08,5705.06,5687.9,141.86672315 +2019-05-06 22:00:00,5690.88,5720.0,5692.67,5706.51,228.01886889 +2019-05-06 21:00:00,5676.62,5704.99,5691.84,5692.67,299.51532096 +2019-05-06 20:00:00,5651.0,5746.17,5739.32,5692.19,1015.1789867 +2019-05-06 19:00:00,5713.16,5753.66,5739.94,5739.32,398.80524645 +2019-05-06 18:00:00,5698.2,5744.85,5698.92,5739.96,380.737774 +2019-05-06 17:00:00,5687.77,5720.0,5702.79,5698.93,318.8219541 +2019-05-06 16:00:00,5658.87,5723.21,5658.87,5702.79,858.64225183 +2019-05-06 15:00:00,5642.9,5669.78,5650.94,5658.87,282.81741187 +2019-05-06 14:00:00,5637.13,5666.09,5637.14,5650.94,363.41017714 +2019-05-06 13:00:00,5612.09,5639.77,5612.09,5637.14,212.6378329 +2019-05-06 12:00:00,5610.6,5637.7,5637.7,5612.1,208.61522382 +2019-05-06 11:00:00,5616.49,5646.56,5616.5,5637.69,151.99086543 +2019-05-06 10:00:00,5612.61,5649.0,5628.33,5616.5,215.61352543 +2019-05-06 09:00:00,5594.39,5635.0,5594.4,5628.33,261.84973676 +2019-05-06 08:00:00,5564.93,5615.0,5581.59,5594.4,225.33382513 +2019-05-06 07:00:00,5571.67,5627.01,5618.63,5581.59,280.4687565 +2019-05-06 06:00:00,5588.71,5651.7,5647.88,5618.63,250.94409949 +2019-05-06 05:00:00,5639.25,5663.99,5658.15,5647.88,158.95175474 +2019-05-06 04:00:00,5608.04,5660.0,5627.38,5658.11,263.86721849 +2019-05-06 03:00:00,5613.12,5638.0,5621.02,5627.37,204.55297723 +2019-05-06 02:00:00,5605.96,5638.67,5614.34,5621.01,246.78700707 +2019-05-06 01:00:00,5565.65,5685.0,5668.88,5615.7,1415.13121612 +2019-05-06 00:00:00,5632.05,5731.09,5715.86,5666.32,759.54809174 +2019-05-05 23:00:00,5706.99,5743.8,5706.99,5715.86,106.14270756 +2019-05-05 22:00:00,5706.56,5750.0,5745.09,5706.99,202.31443197 +2019-05-05 21:00:00,5725.27,5782.22,5769.47,5744.93,263.62726746 +2019-05-05 20:00:00,5701.56,5775.13,5703.43,5771.36,448.86397032 +2019-05-05 19:00:00,5695.46,5724.51,5716.41,5705.75,198.54581713 +2019-05-05 18:00:00,5627.35,5716.88,5672.15,5714.58,568.99624316 +2019-05-05 17:00:00,5666.22,5708.04,5701.51,5672.15,247.65507659 +2019-05-05 16:00:00,5673.29,5715.12,5711.42,5701.5,376.07534266 +2019-05-05 15:00:00,5702.0,5722.0,5721.98,5711.41,216.55527654 +2019-05-05 14:00:00,5678.78,5736.9,5731.78,5721.98,478.13454651 +2019-05-05 13:00:00,5712.93,5757.0,5735.97,5731.18,178.86286233 +2019-05-05 12:00:00,5708.73,5740.03,5708.74,5735.97,111.65065865 +2019-05-05 11:00:00,5702.79,5743.0,5739.0,5708.73,79.24377748 +2019-05-05 10:00:00,5682.23,5739.0,5698.49,5738.86,178.14122004 +2019-05-05 09:00:00,5695.88,5723.31,5716.08,5698.49,115.35203946 +2019-05-05 08:00:00,5668.34,5730.99,5705.44,5715.72,203.479166 +2019-05-05 07:00:00,5683.0,5744.18,5738.32,5705.44,252.54750186 +2019-05-05 06:00:00,5721.05,5759.66,5746.5,5738.32,102.68496638 +2019-05-05 05:00:00,5718.29,5758.81,5720.02,5746.5,139.06308339 +2019-05-05 04:00:00,5706.0,5755.01,5755.01,5720.02,267.17939239 +2019-05-05 03:00:00,5724.28,5763.81,5735.99,5755.01,148.69811878 +2019-05-05 02:00:00,5735.76,5772.56,5735.77,5735.99,161.43205198 +2019-05-05 01:00:00,5718.91,5752.85,5750.64,5735.77,164.56207964 +2019-05-05 00:00:00,5693.0,5777.9,5770.01,5750.65,554.95166794 +2019-05-04 23:00:00,5757.82,5827.53,5820.0,5770.01,404.6365748 +2019-05-04 22:00:00,5770.0,5846.88,5781.03,5820.0,683.22575849 +2019-05-04 21:00:00,5688.0,5821.47,5688.67,5786.0,1224.00825585 +2019-05-04 20:00:00,5606.4,5693.97,5606.4,5689.5,479.49635282 +2019-05-04 19:00:00,5584.63,5618.79,5591.21,5606.4,313.30683015 +2019-05-04 18:00:00,5573.82,5606.0,5591.42,5591.2,239.80224056 +2019-05-04 17:00:00,5572.0,5602.0,5580.01,5591.42,229.83335418 +2019-05-04 16:00:00,5542.0,5591.61,5551.3,5580.01,255.94735554 +2019-05-04 15:00:00,5551.29,5585.2,5575.0,5551.3,312.12647199 +2019-05-04 14:00:00,5512.0,5592.78,5570.55,5575.01,742.50787903 +2019-05-04 13:00:00,5520.0,5716.94,5708.04,5570.55,1423.40846242 +2019-05-04 12:00:00,5692.0,5731.43,5725.71,5708.05,157.32848226 +2019-05-04 11:00:00,5715.3,5742.97,5715.31,5725.71,106.05140018 +2019-05-04 10:00:00,5690.39,5726.09,5711.09,5716.05,126.4172843 +2019-05-04 09:00:00,5709.06,5747.45,5730.83,5711.08,88.08264798 +2019-05-04 08:00:00,5718.63,5738.91,5738.9,5733.38,116.22447332 +2019-05-04 07:00:00,5729.99,5790.48,5730.0,5739.09,280.5017707 +2019-05-04 06:00:00,5685.33,5730.0,5705.0,5730.0,167.95655936 +2019-05-04 05:00:00,5686.22,5727.81,5705.01,5705.0,297.67322293 +2019-05-04 04:00:00,5650.0,5742.94,5742.94,5705.01,703.0369248 +2019-05-04 03:00:00,5704.71,5773.0,5765.0,5742.95,334.5841525 +2019-05-04 02:00:00,5745.0,5794.88,5792.15,5765.0,620.79153438 +2019-05-04 01:00:00,5715.25,5823.96,5733.96,5793.17,835.18306211 +2019-05-04 00:00:00,5656.02,5769.99,5657.41,5735.16,928.71379631 +2019-05-03 23:00:00,5648.3,5680.01,5680.01,5657.4,233.78842104 +2019-05-03 22:00:00,5646.31,5694.0,5693.99,5680.0,380.67029712 +2019-05-03 21:00:00,5671.98,5702.0,5689.78,5694.0,328.23674606 +2019-05-03 20:00:00,5671.99,5711.65,5671.99,5689.78,759.2660728 +2019-05-03 19:00:00,5670.0,5690.93,5690.92,5671.98,373.32557136 +2019-05-03 18:00:00,5648.49,5706.91,5666.02,5690.92,659.11147064 +2019-05-03 17:00:00,5621.7,5703.0,5691.4,5666.02,1233.34566118 +2019-05-03 16:00:00,5687.7,5727.97,5711.29,5690.98,460.50704374 +2019-05-03 15:00:00,5671.18,5730.85,5723.98,5711.27,1014.09389826 +2019-05-03 14:00:00,5709.0,5769.4,5738.57,5723.98,1125.10845663 +2019-05-03 13:00:00,5708.69,5757.12,5712.32,5738.74,923.50816642 +2019-05-03 12:00:00,5695.06,5752.11,5697.24,5712.32,690.63279182 +2019-05-03 11:00:00,5662.61,5728.82,5677.0,5699.99,1067.82797457 +2019-05-03 10:00:00,5657.0,5784.02,5784.02,5676.99,2004.6883472 +2019-05-03 09:00:00,5660.24,5796.93,5674.29,5782.46,1820.38594694 +2019-05-03 08:00:00,5554.89,5724.45,5587.1,5674.28,2211.73988384 +2019-05-03 07:00:00,5518.69,5602.91,5518.69,5587.12,767.86529294 +2019-05-03 06:00:00,5490.8,5565.86,5490.81,5518.69,918.1283865 +2019-05-03 05:00:00,5470.23,5498.28,5480.72,5490.8,217.25058874 +2019-05-03 04:00:00,5453.04,5502.99,5462.62,5481.91,554.54955154 +2019-05-03 03:00:00,5452.34,5478.0,5468.91,5462.63,315.67174279 +2019-05-03 02:00:00,5424.19,5481.18,5427.16,5467.52,809.43622022 +2019-05-03 01:00:00,5400.09,5442.0,5408.99,5427.16,405.24721086 +2019-05-03 00:00:00,5363.0,5409.0,5390.0,5409.0,456.34644846 +2019-05-02 23:00:00,5390.0,5401.98,5398.44,5390.01,224.63906299 +2019-05-02 22:00:00,5394.81,5408.03,5404.04,5398.44,339.46352579 +2019-05-02 21:00:00,5398.71,5417.0,5406.21,5404.04,269.25711843 +2019-05-02 20:00:00,5388.66,5408.0,5400.44,5408.0,284.86458416 +2019-05-02 19:00:00,5384.54,5415.0,5387.9,5400.42,244.56969717 +2019-05-02 18:00:00,5387.89,5402.85,5392.46,5387.89,281.06864077 +2019-05-02 17:00:00,5378.01,5399.68,5378.02,5392.45,345.21478378 +2019-05-02 16:00:00,5370.0,5416.96,5405.56,5378.02,692.26173568 +2019-05-02 15:00:00,5379.99,5422.99,5379.99,5405.56,1010.79870187 +2019-05-02 14:00:00,5360.39,5397.0,5374.99,5380.0,432.24194812 +2019-05-02 13:00:00,5340.0,5375.55,5365.95,5372.66,422.99220988 +2019-05-02 12:00:00,5360.0,5381.82,5366.9,5365.86,329.43380709 +2019-05-02 11:00:00,5357.78,5370.0,5357.78,5365.35,114.32520058 +2019-05-02 10:00:00,5346.1,5369.19,5350.18,5357.78,138.41154483 +2019-05-02 09:00:00,5340.0,5382.5,5375.0,5350.18,379.11149826 +2019-05-02 08:00:00,5339.08,5375.0,5340.77,5375.0,203.19962517 +2019-05-02 07:00:00,5326.72,5352.54,5328.81,5341.68,373.9080967 +2019-05-02 06:00:00,5321.0,5328.81,5325.09,5328.81,93.47737329 +2019-05-02 05:00:00,5315.83,5331.28,5320.02,5325.09,110.08837481 +2019-05-02 04:00:00,5306.09,5330.68,5330.68,5319.99,222.19900117 +2019-05-02 03:00:00,5319.73,5337.86,5324.54,5330.67,173.73125317 +2019-05-02 02:00:00,5316.12,5329.78,5316.13,5324.53,172.2600374 +2019-05-02 01:00:00,5314.99,5328.84,5322.9,5316.12,138.63121663 +2019-05-02 00:00:00,5314.9,5330.0,5321.15,5322.9,328.13614765 +2019-05-01 23:00:00,5297.68,5330.0,5300.0,5321.15,225.18614375 +2019-05-01 22:00:00,5290.0,5304.79,5297.87,5299.52,194.85219465 +2019-05-01 21:00:00,5290.88,5317.41,5306.57,5297.87,264.02628679 +2019-05-01 20:00:00,5302.61,5311.94,5304.02,5308.0,268.17060247 +2019-05-01 19:00:00,5286.0,5310.0,5310.0,5304.03,449.54730514 +2019-05-01 18:00:00,5290.38,5352.83,5352.82,5309.99,911.80097161 +2019-05-01 17:00:00,5288.5,5358.39,5289.55,5352.82,909.05721998 +2019-05-01 16:00:00,5288.5,5300.0,5296.47,5289.55,232.07167884 +2019-05-01 15:00:00,5280.01,5296.63,5282.48,5296.47,312.99758949 +2019-05-01 14:00:00,5281.0,5296.73,5288.98,5282.47,394.1559594 +2019-05-01 13:00:00,5278.55,5292.48,5292.48,5288.98,369.02910538 +2019-05-01 12:00:00,5276.65,5314.47,5313.47,5292.47,232.00815588 +2019-05-01 11:00:00,5304.64,5317.99,5304.82,5313.03,193.14545867 +2019-05-01 10:00:00,5295.31,5304.82,5300.61,5304.82,72.09976383 +2019-05-01 09:00:00,5288.8,5303.72,5292.34,5300.6,154.07458123 +2019-05-01 08:00:00,5285.69,5309.3,5309.3,5292.35,205.04136785 +2019-05-01 07:00:00,5309.29,5323.26,5320.0,5309.3,84.63265218 +2019-05-01 06:00:00,5310.87,5320.0,5318.0,5320.0,69.2567414 +2019-05-01 05:00:00,5310.49,5323.93,5310.5,5318.01,120.97165258 +2019-05-01 04:00:00,5304.34,5325.0,5315.6,5310.5,180.02244001 +2019-05-01 03:00:00,5303.35,5330.0,5326.2,5315.59,288.23413714 +2019-05-01 02:00:00,5303.56,5341.9,5303.56,5326.2,283.38207783 +2019-05-01 01:00:00,5296.7,5312.83,5301.32,5303.57,259.69952038 +2019-05-01 00:00:00,5265.61,5329.8,5270.68,5299.95,653.82170247 +2019-04-30 23:00:00,5256.55,5284.74,5284.74,5270.69,325.02901338 +2019-04-30 22:00:00,5258.99,5285.0,5259.0,5284.73,449.34316669 +2019-04-30 21:00:00,5234.0,5259.0,5236.12,5258.99,177.3701576 +2019-04-30 20:00:00,5225.55,5244.01,5235.7,5236.13,513.64883869 +2019-04-30 19:00:00,5233.07,5250.0,5249.99,5235.71,308.53999055 +2019-04-30 18:00:00,5228.07,5249.99,5231.79,5249.99,236.15560456 +2019-04-30 17:00:00,5226.59,5249.99,5245.63,5231.79,317.38485156 +2019-04-30 16:00:00,5230.88,5261.0,5259.0,5245.64,356.05429479 +2019-04-30 15:00:00,5241.05,5262.45,5259.99,5258.33,350.70806672 +2019-04-30 14:00:00,5241.22,5281.71,5255.08,5260.0,679.71516275 +2019-04-30 13:00:00,5192.01,5281.71,5212.01,5255.52,1024.89517156 +2019-04-30 12:00:00,5187.0,5216.93,5211.45,5212.01,391.27462033 +2019-04-30 11:00:00,5180.89,5216.92,5183.4,5212.01,313.4912147 +2019-04-30 10:00:00,5151.81,5196.21,5151.81,5183.49,457.83710923 +2019-04-30 09:00:00,5137.63,5155.82,5155.82,5151.82,98.75246004 +2019-04-30 08:00:00,5146.26,5159.99,5147.33,5155.81,116.07595584 +2019-04-30 07:00:00,5141.02,5150.48,5141.55,5147.32,77.08504044 +2019-04-30 06:00:00,5137.45,5150.0,5140.0,5140.28,80.25220321 +2019-04-30 05:00:00,5132.0,5148.1,5132.01,5140.0,132.03475839 +2019-04-30 04:00:00,5126.25,5147.54,5144.74,5132.01,174.28226456 +2019-04-30 03:00:00,5138.0,5157.0,5156.27,5144.74,149.36136304 +2019-04-30 02:00:00,5148.42,5164.59,5159.69,5156.27,140.51394979 +2019-04-30 01:00:00,5147.98,5159.99,5151.75,5159.93,148.53427142 +2019-04-30 00:00:00,5141.06,5165.49,5148.25,5149.99,252.4576824 +2019-04-29 23:00:00,5119.9,5155.84,5120.74,5148.25,299.44420764 +2019-04-29 22:00:00,5100.0,5142.32,5132.1,5122.15,543.27896142 +2019-04-29 21:00:00,5130.0,5145.28,5131.34,5132.1,238.37959379 +2019-04-29 20:00:00,5130.0,5153.33,5153.33,5131.33,356.87265984 +2019-04-29 19:00:00,5137.4,5157.33,5154.26,5153.32,239.13671654 +2019-04-29 18:00:00,5116.27,5155.0,5150.95,5154.17,565.37485907 +2019-04-29 17:00:00,5145.94,5172.1,5155.41,5150.94,354.35970077 +2019-04-29 16:00:00,5137.69,5172.58,5140.32,5155.41,348.34898751 +2019-04-29 15:00:00,5132.59,5160.0,5156.05,5140.32,284.42032455 +2019-04-29 14:00:00,5139.21,5173.35,5139.31,5156.06,440.22530903 +2019-04-29 13:00:00,5072.01,5139.92,5128.25,5139.31,613.35320656 +2019-04-29 12:00:00,5104.11,5152.01,5152.01,5128.01,411.14953451 +2019-04-29 11:00:00,5140.0,5156.53,5144.56,5152.01,104.92730835 +2019-04-29 10:00:00,5118.64,5162.04,5162.04,5144.56,367.37837112 +2019-04-29 09:00:00,5135.23,5167.75,5165.01,5160.51,333.28493058 +2019-04-29 08:00:00,5160.0,5166.46,5163.44,5165.01,146.89637651 +2019-04-29 07:00:00,5160.82,5180.28,5179.79,5163.43,219.92907421 +2019-04-29 06:00:00,5177.52,5188.38,5180.09,5179.73,107.92079334 +2019-04-29 05:00:00,5174.3,5189.54,5187.5,5180.08,167.16485833 +2019-04-29 04:00:00,5171.99,5188.17,5178.28,5187.5,270.7886735 +2019-04-29 03:00:00,5170.66,5179.99,5176.0,5178.27,168.79994613 +2019-04-29 02:00:00,5168.36,5179.0,5176.6,5176.0,222.54690859 +2019-04-29 01:00:00,5167.2,5176.6,5173.52,5176.34,320.15352273 +2019-04-29 00:00:00,5146.2,5175.0,5155.0,5173.52,214.09973107 +2019-04-28 23:00:00,5135.68,5162.65,5154.46,5155.0,225.11685526 +2019-04-28 22:00:00,5125.0,5156.63,5135.85,5155.65,217.50033902 +2019-04-28 21:00:00,5109.41,5140.0,5125.85,5135.85,334.66661254 +2019-04-28 20:00:00,5126.24,5158.02,5143.34,5126.24,223.24041678 +2019-04-28 19:00:00,5101.0,5171.1,5165.1,5143.28,458.69582271 +2019-04-28 18:00:00,5158.77,5176.09,5175.44,5165.09,213.96086498 +2019-04-28 17:00:00,5170.17,5187.44,5181.25,5175.45,138.372851 +2019-04-28 16:00:00,5177.81,5194.0,5193.8,5182.27,139.00161327 +2019-04-28 15:00:00,5161.85,5198.96,5161.86,5193.98,222.90110767 +2019-04-28 14:00:00,5155.0,5180.0,5160.06,5161.85,143.22953702 +2019-04-28 13:00:00,5153.28,5200.0,5191.82,5160.06,408.08005779 +2019-04-28 12:00:00,5190.0,5208.19,5208.19,5191.82,156.31868598 +2019-04-28 11:00:00,5184.12,5214.5,5198.25,5208.18,258.85780232 +2019-04-28 10:00:00,5175.86,5197.2,5177.11,5197.2,119.39773338 +2019-04-28 09:00:00,5165.53,5185.44,5179.01,5177.1,317.5692438 +2019-04-28 08:00:00,5173.0,5185.76,5178.87,5179.01,48.74857279 +2019-04-28 07:00:00,5171.14,5182.58,5171.16,5178.87,93.90389351 +2019-04-28 06:00:00,5156.24,5177.75,5173.99,5171.16,248.94601901 +2019-04-28 05:00:00,5158.41,5173.99,5166.1,5173.99,97.88886387 +2019-04-28 04:00:00,5163.89,5176.0,5175.16,5166.1,79.80412488 +2019-04-28 03:00:00,5158.82,5175.53,5160.2,5175.12,85.55990986 +2019-04-28 02:00:00,5139.22,5182.32,5182.22,5158.99,410.18288847 +2019-04-28 01:00:00,5176.6,5186.55,5182.5,5182.22,116.7336542 +2019-04-28 00:00:00,5171.01,5188.11,5171.9,5182.49,154.78718601 +2019-04-27 23:00:00,5162.12,5205.62,5200.0,5170.6,257.71606049 +2019-04-27 22:00:00,5194.33,5212.86,5203.96,5200.0,129.35635719 +2019-04-27 21:00:00,5200.0,5215.0,5203.22,5204.98,189.99566762 +2019-04-27 20:00:00,5190.04,5212.87,5205.31,5203.24,224.17147047 +2019-04-27 19:00:00,5169.95,5221.24,5171.5,5205.3,385.59171547 +2019-04-27 18:00:00,5166.38,5178.78,5175.5,5171.49,218.11728103 +2019-04-27 17:00:00,5160.55,5182.23,5165.11,5175.49,274.78884508 +2019-04-27 16:00:00,5151.17,5169.37,5151.17,5165.11,121.30036096 +2019-04-27 15:00:00,5150.0,5174.13,5166.82,5151.17,188.38728392 +2019-04-27 14:00:00,5151.42,5184.13,5155.26,5166.82,219.20406615 +2019-04-27 13:00:00,5140.3,5158.26,5148.01,5155.26,127.99835085 +2019-04-27 12:00:00,5147.11,5160.47,5157.2,5148.01,104.45922418 +2019-04-27 11:00:00,5155.72,5167.62,5156.83,5157.2,116.93163042 +2019-04-27 10:00:00,5147.46,5159.98,5149.0,5156.82,91.4293613 +2019-04-27 09:00:00,5143.47,5161.35,5155.98,5149.0,71.81182095 +2019-04-27 08:00:00,5151.06,5173.28,5173.27,5155.98,101.10556782 +2019-04-27 07:00:00,5150.82,5175.09,5162.75,5173.28,157.53665192 +2019-04-27 06:00:00,5151.84,5165.88,5151.84,5162.75,148.30387124 +2019-04-27 05:00:00,5128.02,5151.84,5138.99,5151.16,137.28938828 +2019-04-27 04:00:00,5117.46,5143.01,5141.69,5139.0,191.4428842 +2019-04-27 03:00:00,5141.67,5161.0,5147.92,5141.67,189.7597047 +2019-04-27 02:00:00,5141.87,5160.77,5150.16,5147.92,192.68739449 +2019-04-27 01:00:00,5136.78,5154.78,5151.01,5150.16,207.76812895 +2019-04-27 00:00:00,5149.0,5176.17,5159.5,5151.0,221.59454732 +2019-04-26 23:00:00,5136.04,5161.03,5148.38,5159.51,233.07235184 +2019-04-26 22:00:00,5121.33,5175.01,5122.36,5148.38,524.78766138 +2019-04-26 21:00:00,5092.08,5124.0,5097.3,5122.9,318.27913901 +2019-04-26 20:00:00,5068.65,5117.65,5077.68,5097.3,697.6697186 +2019-04-26 19:00:00,5060.18,5104.98,5073.6,5077.68,599.27974331 +2019-04-26 18:00:00,5066.11,5116.14,5098.08,5074.21,543.05784685 +2019-04-26 17:00:00,5083.0,5124.0,5102.61,5096.49,492.63124709 +2019-04-26 16:00:00,5041.14,5138.54,5138.54,5102.61,1350.31292515 +2019-04-26 15:00:00,5125.0,5168.08,5162.76,5138.54,458.48471333 +2019-04-26 14:00:00,5153.8,5170.38,5166.53,5162.77,524.10973593 +2019-04-26 13:00:00,5165.0,5180.41,5175.01,5166.53,439.18567814 +2019-04-26 12:00:00,5131.0,5184.84,5158.36,5175.06,290.37690747 +2019-04-26 11:00:00,5127.47,5168.71,5159.11,5158.63,429.09080018 +2019-04-26 10:00:00,5158.0,5186.98,5170.63,5159.9,240.78682722 +2019-04-26 09:00:00,5158.03,5185.51,5176.42,5172.1,181.83594234 +2019-04-26 08:00:00,5162.01,5194.68,5163.83,5176.43,222.9179265 +2019-04-26 07:00:00,5149.47,5186.03,5176.46,5163.47,243.95946197 +2019-04-26 06:00:00,5146.52,5199.15,5193.92,5176.46,658.67585943 +2019-04-26 05:00:00,5176.43,5216.14,5177.75,5193.91,444.71453737 +2019-04-26 04:00:00,5176.39,5239.49,5202.99,5176.42,625.81187484 +2019-04-26 03:00:00,5193.07,5234.0,5222.73,5203.0,781.09891699 +2019-04-26 02:00:00,5129.9,5295.03,5145.49,5222.73,1830.28547434 +2019-04-26 01:00:00,5115.9,5166.21,5115.95,5144.23,1065.60884547 +2019-04-26 00:00:00,5060.4,5134.82,5134.82,5115.95,1227.55817451 +2019-04-25 23:00:00,5084.44,5157.07,5131.15,5134.81,1522.83990478 +2019-04-25 22:00:00,4963.0,5388.97,5388.97,5131.52,9616.91390772 +2019-04-25 21:00:00,5382.0,5500.0,5494.99,5388.97,781.82726882 +2019-04-25 20:00:00,5474.09,5497.31,5487.89,5495.0,512.29099098 +2019-04-25 19:00:00,5481.32,5512.12,5498.91,5488.42,400.43323603 +2019-04-25 18:00:00,5491.85,5499.99,5493.68,5498.93,201.38776894 +2019-04-25 17:00:00,5479.19,5498.0,5479.28,5494.09,378.75627439 +2019-04-25 16:00:00,5454.3,5481.31,5456.15,5479.28,416.22534357 +2019-04-25 15:00:00,5449.69,5464.23,5449.69,5456.28,429.36717341 +2019-04-25 14:00:00,5436.0,5458.13,5457.87,5449.69,326.77307171 +2019-04-25 13:00:00,5446.44,5459.44,5459.31,5457.86,306.57523029 +2019-04-25 12:00:00,5452.41,5472.0,5467.2,5459.31,212.78261126 +2019-04-25 11:00:00,5435.01,5467.2,5457.83,5467.2,337.92964547 +2019-04-25 10:00:00,5423.04,5458.69,5423.04,5457.83,444.78134895 +2019-04-25 09:00:00,5378.45,5429.96,5427.39,5423.04,279.49991976 +2019-04-25 08:00:00,5418.0,5430.48,5430.48,5427.4,79.44760546 +2019-04-25 07:00:00,5394.29,5432.01,5407.02,5430.49,159.87013067 +2019-04-25 06:00:00,5396.53,5429.25,5429.25,5407.02,402.84161491 +2019-04-25 05:00:00,5406.91,5432.92,5425.0,5429.25,233.23657011 +2019-04-25 04:00:00,5425.0,5450.0,5438.41,5425.19,158.77437396 +2019-04-25 03:00:00,5412.9,5441.61,5428.0,5438.33,220.8077502 +2019-04-25 02:00:00,5425.0,5459.7,5456.31,5427.98,262.41560837 +2019-05-20 01:00:00,7868.27,7994.9,7936.01,7983.93,856.8310699 +2019-05-20 00:00:00,7800.0,8199.53,8194.34,7936.14,3949.47400936 +2019-05-19 23:00:00,8178.2,8315.0,8216.75,8200.0,1914.99263197 +2019-05-19 22:00:00,8031.42,8266.01,8076.41,8219.39,2452.46059715 +2019-05-19 21:00:00,8019.58,8088.88,8025.21,8076.41,656.1564258 +2019-05-19 20:00:00,7908.22,8032.1,7964.77,8025.39,526.87234586 +2019-05-19 19:00:00,7943.27,8090.7,7982.69,7964.92,1011.07318048 +2019-05-19 18:00:00,7955.11,7999.0,7992.46,7986.27,337.24904419 +2019-05-19 17:00:00,7930.18,8030.44,7943.47,7992.47,562.87583296 +2019-05-19 16:00:00,7888.46,7989.99,7989.99,7941.59,562.39825622 +2019-05-19 15:00:00,7909.73,8005.0,7965.2,7989.99,541.12161138 +2019-05-19 14:00:00,7881.34,7968.56,7885.0,7967.14,403.50846895 +2019-05-19 13:00:00,7842.73,7985.85,7963.0,7887.7,833.58283174 +2019-05-19 12:00:00,7799.84,8054.47,8029.25,7962.91,1930.65956801 +2019-05-19 11:00:00,8000.48,8118.05,8085.07,8031.64,815.75456529 +2019-05-19 10:00:00,8041.62,8155.0,8100.0,8085.46,780.83985078 +2019-05-19 09:00:00,7965.0,8100.0,7976.65,8099.99,982.87987797 +2019-05-19 08:00:00,7922.59,7992.94,7968.22,7979.51,343.7800257 +2019-05-19 07:00:00,7918.58,8018.34,7930.93,7968.22,400.6489715 +2019-05-19 06:00:00,7925.44,7993.85,7944.84,7930.94,296.20047319 +2019-05-19 05:00:00,7912.0,8025.42,7988.47,7941.92,770.04067174 +2019-05-19 04:00:00,7846.54,8041.02,7949.83,7989.49,1600.07111409 +2019-05-19 03:00:00,7697.81,7973.12,7714.44,7949.83,1900.81238264 +2019-05-19 02:00:00,7604.0,7850.0,7604.0,7712.93,2867.15495343 +2019-05-19 01:00:00,7291.99,7650.0,7292.89,7604.99,2433.41599959 +2019-05-19 00:00:00,7252.58,7317.46,7262.39,7292.9,245.80173005 +2019-05-18 23:00:00,7250.01,7337.46,7295.0,7262.4,426.20845952 +2019-05-18 22:00:00,7280.2,7343.66,7333.3,7294.99,227.7784363 +2019-05-18 21:00:00,7259.21,7350.0,7297.87,7333.3,240.38576587 +2019-05-18 20:00:00,7229.6,7299.04,7235.43,7298.5,200.9660028 +2019-05-18 19:00:00,7228.12,7306.49,7268.6,7237.17,323.44743248 +2019-05-18 18:00:00,7215.61,7299.69,7299.33,7266.1,510.07666512 +2019-05-18 17:00:00,7238.99,7359.3,7355.98,7299.68,708.30117914 +2019-05-18 16:00:00,7321.04,7383.66,7356.39,7355.99,294.23278499 +2019-05-18 15:00:00,7334.82,7409.53,7358.24,7356.2,367.29687367 +2019-05-18 14:00:00,7325.62,7380.0,7335.0,7356.13,401.27893723 +2019-05-18 13:00:00,7273.1,7340.96,7309.99,7335.0,288.39879009 +2019-05-18 12:00:00,7294.96,7358.12,7324.44,7309.99,256.81264296 +2019-05-18 11:00:00,7290.57,7369.0,7290.58,7324.61,362.76031204 +2019-05-18 10:00:00,7262.8,7319.1,7308.09,7290.58,370.01277169 +2019-05-18 09:00:00,7204.42,7338.92,7338.92,7308.25,631.23441583 +2019-05-18 08:00:00,7319.61,7389.64,7335.14,7338.66,196.65996206 +2019-05-18 07:00:00,7305.0,7394.03,7382.57,7335.15,546.31960265 +2019-05-18 06:00:00,7362.25,7445.07,7445.06,7382.56,534.19805227 +2019-05-18 05:00:00,7387.01,7491.22,7423.04,7445.07,659.9767063 +2019-05-18 04:00:00,7319.05,7427.41,7382.8,7419.48,600.03443869 +2019-05-18 03:00:00,7309.06,7390.0,7309.06,7380.78,580.08326495 +2019-05-18 02:00:00,7270.06,7331.61,7276.52,7309.74,530.65865223 +2019-05-18 01:00:00,7237.74,7351.21,7299.0,7276.52,582.3602116 +2019-05-18 00:00:00,7268.79,7441.66,7363.85,7298.84,1234.91787008 +2019-05-17 23:00:00,7224.78,7383.0,7236.47,7363.69,1408.5113269 +2019-05-17 22:00:00,7200.0,7328.0,7258.33,7237.32,1256.67922336 +2019-05-17 21:00:00,7106.58,7266.66,7107.19,7259.33,1444.99981223 +2019-05-17 20:00:00,7056.41,7134.16,7134.16,7107.19,1101.70567711 +2019-05-17 19:00:00,7027.89,7145.17,7097.19,7136.88,1273.61672706 +2019-05-17 18:00:00,6970.51,7117.03,7044.64,7096.09,1535.62260901 +2019-05-17 17:00:00,6977.19,7125.0,7090.82,7044.64,1569.12477796 +2019-05-17 16:00:00,6982.93,7207.99,7089.43,7090.81,1603.46309738 +2019-05-17 15:00:00,7065.05,7186.61,7145.12,7089.94,960.35079209 +2019-05-17 14:00:00,7138.79,7278.03,7190.84,7145.51,1408.97765375 +2019-05-17 13:00:00,7038.55,7192.82,7101.6,7191.12,1417.08983022 +2019-05-17 12:00:00,6880.0,7162.87,7152.03,7101.6,2920.39976042 +2019-05-17 11:00:00,7039.99,7241.2,7218.11,7154.89,1523.2487581 +2019-05-17 10:00:00,7107.77,7290.62,7290.62,7219.69,1304.26689127 +2019-05-17 09:00:00,7216.36,7319.06,7284.44,7290.62,574.85970061 +2019-05-17 08:00:00,7221.81,7306.31,7286.05,7284.45,925.13805251 +2019-05-17 07:00:00,7167.11,7353.88,7167.69,7286.05,1170.43341166 +2019-05-17 06:00:00,7100.0,7227.13,7140.22,7167.38,1421.89585043 +2019-05-17 05:00:00,7112.0,7335.95,7227.33,7139.28,1797.3954674 +2019-05-17 04:00:00,7197.57,7444.64,7285.88,7229.98,2769.11105568 +2019-05-17 03:00:00,6600.0,7484.66,7482.19,7295.09,13277.41636525 +2019-05-17 02:00:00,7480.0,7835.31,7810.86,7484.69,2719.23061083 +2019-05-17 01:00:00,7765.47,7899.99,7897.9,7810.91,1130.47766825 +2019-05-17 00:00:00,7871.11,7940.75,7881.39,7897.9,860.70492485 +2019-05-16 23:00:00,7816.43,7899.09,7823.84,7878.96,780.10142273 +2019-05-16 22:00:00,7817.5,7960.13,7922.03,7822.55,985.91435978 +2019-05-16 21:00:00,7660.74,7960.13,7670.93,7915.52,1285.54533732 +2019-05-16 20:00:00,7666.0,7891.29,7839.98,7668.02,1282.31214162 +2019-05-16 19:00:00,7770.13,7914.12,7906.89,7835.81,1182.94205424 +2019-05-16 18:00:00,7857.34,7964.87,7918.39,7904.51,547.9595087 +2019-05-16 17:00:00,7850.0,7959.73,7920.4,7918.8,848.60500013 +2019-05-16 16:00:00,7907.12,8038.26,8020.06,7922.78,1196.89145983 +2019-05-16 15:00:00,7935.9,8041.33,7955.66,8021.67,1118.58887918 +2019-05-16 14:00:00,7853.08,8021.29,7855.55,7955.67,1193.58020195 +2019-05-16 13:00:00,7790.32,7868.96,7794.69,7858.99,757.65647877 +2019-05-16 12:00:00,7754.52,7914.68,7860.9,7793.87,992.67577571 +2019-05-16 11:00:00,7825.03,7934.45,7851.54,7862.64,759.08670052 +2019-05-16 10:00:00,7748.72,7997.64,7973.13,7849.61,2290.10987839 +2019-05-16 09:00:00,7950.0,8063.59,7978.68,7974.62,624.01121256 +2019-05-16 08:00:00,7970.47,8052.19,8000.01,7978.68,581.47585241 +2019-05-16 07:00:00,8000.0,8127.0,8126.13,8000.01,682.13098909 +2019-05-16 06:00:00,7951.0,8131.56,7986.71,8126.16,723.06128335 +2019-05-16 05:00:00,7941.42,8048.0,7974.51,7987.97,1678.79965426 +2019-05-16 04:00:00,7836.23,8246.1,8246.1,7971.21,4067.02406537 +2019-05-16 03:00:00,8210.35,8318.63,8318.62,8246.1,1008.55104159 +2019-05-16 02:00:00,8251.85,8342.51,8324.41,8318.62,875.39931351 +2019-05-16 01:00:00,8254.7,8388.0,8339.07,8324.42,1713.38697467 +2019-05-16 00:00:00,8157.94,8377.77,8203.33,8339.96,2215.5236767 +2019-05-15 23:00:00,8143.25,8308.16,8194.06,8203.32,1927.51102181 +2019-05-15 22:00:00,8130.1,8219.99,8148.2,8194.06,802.7246744 +2019-05-15 21:00:00,8115.21,8191.71,8174.04,8150.91,512.02636802 +2019-05-15 20:00:00,8132.98,8269.69,8206.18,8174.1,1139.77967269 +2019-05-15 19:00:00,8070.4,8262.99,8243.22,8205.18,1883.7799916 +2019-05-15 18:00:00,8061.78,8264.33,8116.99,8243.25,2394.99548449 +2019-05-15 17:00:00,8000.05,8142.76,8026.69,8117.0,1282.89957911 +2019-05-15 16:00:00,7936.33,8074.64,8029.13,8026.69,1620.69726637 +2019-05-15 15:00:00,7941.63,8044.37,7948.32,8029.12,888.57921166 +2019-05-15 14:00:00,7924.53,8014.98,7984.21,7947.5,815.27725808 +2019-05-15 13:00:00,7886.31,8071.46,7986.86,7984.21,1368.75035768 +2019-05-15 12:00:00,7890.14,8029.82,7978.77,7989.34,856.19675815 +2019-05-15 11:00:00,7946.01,8110.01,8063.63,7983.51,614.32562187 +2019-05-15 10:00:00,8049.26,8175.0,8084.93,8058.11,864.59346169 +2019-05-15 09:00:00,7882.39,8087.23,7888.04,8084.93,516.2739087 +2019-05-15 08:00:00,7857.49,7968.68,7908.4,7887.01,274.15168615 +2019-05-15 07:00:00,7831.77,8034.36,8015.84,7912.57,1264.85485308 +2019-05-15 06:00:00,7984.0,8060.96,8033.92,8015.87,456.47479352 +2019-05-15 05:00:00,7997.93,8077.74,8003.0,8033.92,377.86678033 +2019-05-15 04:00:00,7980.5,8063.81,8061.73,8003.0,468.77384098 +2019-05-15 03:00:00,8023.12,8110.0,8066.43,8061.73,886.87432992 +2019-05-15 02:00:00,7960.71,8080.0,8016.95,8066.43,937.22531093 +2019-05-15 01:00:00,7968.94,8093.48,8020.0,8016.95,841.93778863 +2019-05-15 00:00:00,7936.52,8155.8,7990.92,8020.0,1931.58677401 +2019-05-14 23:00:00,7854.6,8070.0,7925.0,7990.92,1293.99847259 +2019-05-14 22:00:00,7779.53,7954.51,7779.53,7925.0,1309.51158565 +2019-05-14 21:00:00,7625.0,7835.26,7725.0,7779.54,1051.9325002 +2019-05-14 20:00:00,7621.27,7877.0,7779.86,7722.08,1538.88327433 +2019-05-14 19:00:00,7698.0,7838.29,7820.01,7779.86,3046.3156417 +2019-05-14 18:00:00,7803.17,8061.83,8061.82,7820.0,2738.29348901 +2019-05-14 17:00:00,7936.09,8061.84,8008.3,8061.84,1243.58785212 +2019-05-14 16:00:00,7732.1,8033.0,7950.56,8010.82,2995.99277458 +2019-05-14 15:00:00,7942.0,8094.84,8059.3,7950.56,1023.13632999 +2019-05-14 14:00:00,7918.07,8195.0,8154.12,8058.65,2166.93995523 +2019-05-14 13:00:00,8084.56,8211.14,8211.14,8155.09,1218.89678728 +2019-05-14 12:00:00,8038.22,8226.63,8040.17,8214.99,1664.28269962 +2019-05-14 11:00:00,8010.1,8100.0,8064.5,8040.27,651.41004308 +2019-05-14 10:00:00,7912.56,8079.81,8051.43,8065.61,1638.01926865 +2019-05-14 09:00:00,7980.03,8150.0,7986.74,8057.89,1387.36384062 +2019-05-14 08:00:00,7891.37,8350.0,8325.0,7986.74,2742.68737631 +2019-05-14 07:00:00,8059.31,8325.0,8059.31,8325.0,2195.50968411 +2019-05-14 06:00:00,7971.0,8060.01,7990.07,8059.32,557.03975299 +2019-05-14 05:00:00,7970.55,8088.26,8019.94,7990.08,1054.45467919 +2019-05-14 04:00:00,7963.13,8062.0,7963.14,8017.01,1145.0129799 +2019-05-14 03:00:00,7875.0,7989.99,7913.09,7963.14,1129.78434857 +2019-05-14 02:00:00,7823.13,8010.0,7981.66,7912.99,1928.78096104 +2019-05-14 01:00:00,7905.38,8082.44,7906.08,7986.56,2165.73044997 +2019-05-14 00:00:00,7787.17,7982.32,7822.88,7906.08,1628.18617969 +2019-05-13 23:00:00,7600.0,7936.42,7936.42,7824.93,6379.3770321 +2019-05-13 22:00:00,7875.27,8175.0,8100.25,7934.74,3803.86700557 +2019-05-13 21:00:00,7859.23,8195.0,7868.54,8105.85,3707.75430423 +2019-05-13 20:00:00,7778.98,7943.76,7902.11,7868.55,1493.66730422 +2019-05-13 19:00:00,7820.33,7989.5,7865.51,7902.11,1883.24491172 +2019-05-13 18:00:00,7754.06,7905.0,7821.64,7865.52,1873.86364236 +2019-05-13 17:00:00,7780.0,7975.0,7922.25,7821.64,2935.55763074 +2019-05-13 16:00:00,7768.36,7980.42,7824.98,7923.91,4321.7316477 +2019-05-13 15:00:00,7483.0,7960.0,7515.96,7830.0,9303.88412646 +2019-05-13 14:00:00,7350.0,7543.53,7385.28,7516.14,2301.78671887 +2019-05-13 13:00:00,7342.91,7435.29,7343.05,7385.29,1671.59398917 +2019-05-13 12:00:00,7246.0,7350.0,7263.54,7343.04,1504.31942449 +2019-05-13 11:00:00,7071.76,7325.0,7103.78,7263.54,1446.83261892 +2019-05-13 10:00:00,7045.08,7108.66,7093.98,7103.79,233.25200498 +2019-05-13 09:00:00,7045.63,7123.83,7045.63,7094.03,263.66358675 +2019-05-13 08:00:00,6999.99,7066.1,7029.62,7045.64,292.19060059 +2019-05-13 07:00:00,6991.04,7074.03,7074.02,7024.39,185.08131307 +2019-05-13 06:00:00,7014.51,7084.51,7044.96,7074.03,453.92967094 +2019-05-13 05:00:00,7033.63,7149.71,7081.02,7042.57,517.19264253 +2019-05-13 04:00:00,7005.15,7100.0,7016.98,7081.01,462.75486764 +2019-05-13 03:00:00,7001.02,7069.72,7046.91,7016.99,358.46108133 +2019-05-13 02:00:00,6980.0,7048.2,7027.37,7046.91,414.38347363 +2019-05-13 01:00:00,7008.78,7084.29,7019.98,7029.51,515.54549764 +2019-05-13 00:00:00,6864.93,7046.69,6979.24,7019.98,891.4365106 +2019-05-12 23:00:00,6864.26,6991.74,6984.79,6979.76,920.43546638 +2019-05-12 22:00:00,6867.8,7159.99,7155.0,6987.0,2025.97301324 +2019-05-12 21:00:00,7046.0,7176.52,7173.99,7155.0,788.38371884 +2019-05-12 20:00:00,6980.03,7178.79,7027.86,7174.01,820.10402546 +2019-05-12 19:00:00,6958.63,7078.02,7078.0,7027.98,661.19414971 +2019-05-12 18:00:00,6921.41,7081.71,6927.22,7078.01,906.42455752 +2019-05-12 17:00:00,6827.15,6957.13,6829.94,6926.06,906.81789445 +2019-05-12 16:00:00,6800.41,6973.71,6868.29,6829.96,1364.96315968 +2019-05-12 15:00:00,6755.0,7024.99,6957.52,6866.82,3817.5138341 +2019-05-12 14:00:00,6905.0,7152.98,7109.32,6955.88,1420.96159763 +2019-05-12 13:00:00,7105.5,7245.0,7172.96,7109.21,972.24905943 +2019-05-12 12:00:00,7019.93,7197.42,7195.25,7172.95,1240.90032467 +2019-05-12 11:00:00,6945.43,7305.07,7263.56,7186.03,3899.17093365 +2019-05-12 10:00:00,7193.0,7465.46,7380.0,7267.84,1486.46135331 +2019-05-12 09:00:00,7260.0,7566.1,7436.95,7381.19,2498.82597388 +2019-05-12 08:00:00,7177.96,7581.82,7527.53,7433.75,3465.25187812 +2019-05-12 07:00:00,7379.94,7568.32,7389.14,7527.53,1809.67403145 +2019-05-12 06:00:00,7294.86,7443.32,7329.99,7392.59,1039.24623167 +2019-05-12 05:00:00,7192.99,7380.0,7194.87,7330.0,996.68735321 +2019-05-12 04:00:00,7159.21,7235.0,7160.0,7197.74,510.50313202 +2019-05-12 03:00:00,7111.32,7226.31,7162.17,7159.99,1194.11319973 +2019-05-12 02:00:00,7155.46,7270.76,7189.99,7163.67,1292.56328644 +2019-05-12 01:00:00,7072.19,7233.51,7075.22,7189.67,1683.2377992 +2019-05-12 00:00:00,6900.0,7324.45,7215.02,7075.22,5290.88559496 +2019-05-11 23:00:00,7200.62,7464.13,7240.01,7219.95,5483.61315855 +2019-05-11 22:00:00,7075.0,7350.0,7085.3,7240.0,4575.24623062 +2019-05-11 21:00:00,6934.01,7088.0,6969.68,7082.01,911.70631056 +2019-05-11 20:00:00,6915.0,6980.0,6936.73,6969.69,483.21928623 +2019-05-11 19:00:00,6890.15,6959.06,6955.45,6936.72,757.76039388 +2019-05-11 18:00:00,6919.82,7029.99,6976.0,6955.42,1592.8417588 +2019-05-11 17:00:00,6875.0,6980.0,6929.0,6976.0,976.52832568 +2019-05-11 16:00:00,6882.35,7044.0,6950.0,6929.51,2179.236595 +2019-05-11 15:00:00,6756.28,6950.0,6790.0,6950.0,1207.17208631 +2019-05-11 14:00:00,6750.0,6826.35,6807.9,6789.99,788.87344197 +2019-05-11 13:00:00,6775.01,6821.13,6784.57,6807.89,716.86943797 +2019-05-11 12:00:00,6731.2,6810.78,6785.0,6785.11,728.1977206 +2019-05-11 11:00:00,6780.0,6841.37,6830.0,6784.99,997.28673266 +2019-05-11 10:00:00,6780.0,6850.0,6784.33,6830.01,771.74654515 +2019-05-11 09:00:00,6677.4,6813.86,6677.41,6785.34,663.06373019 +2019-05-11 08:00:00,6665.01,6816.78,6799.98,6677.41,1037.61211172 +2019-05-11 07:00:00,6767.99,6873.78,6812.77,6799.99,1258.40723122 +2019-05-11 06:00:00,6652.2,6989.95,6717.26,6812.77,5228.01580477 +2019-05-11 05:00:00,6635.0,6747.0,6690.36,6715.0,1482.97432189 +2019-05-11 04:00:00,6526.29,6785.3,6551.74,6696.37,2315.55836069 +2019-05-11 03:00:00,6516.71,6579.89,6523.66,6551.74,1270.27016009 +2019-05-11 02:00:00,6440.51,6524.05,6484.44,6523.66,941.04475978 +2019-05-11 01:00:00,6365.39,6484.44,6377.55,6484.43,1120.64892388 +2019-05-11 00:00:00,6342.98,6392.56,6342.99,6377.55,331.34673115 +2019-05-10 23:00:00,6333.62,6390.69,6390.68,6343.14,391.12617602 +2019-05-10 22:00:00,6328.0,6390.68,6329.88,6390.68,449.02357017 +2019-05-10 21:00:00,6274.06,6337.5,6293.31,6329.87,624.25686099 +2019-05-10 20:00:00,6231.79,6376.01,6376.01,6293.31,1646.67213685 +2019-05-10 19:00:00,6361.94,6405.0,6400.0,6376.04,553.06216652 +2019-05-10 18:00:00,6376.53,6424.2,6409.71,6399.99,710.46613026 +2019-05-10 17:00:00,6330.0,6418.54,6379.0,6409.71,1112.75301159 +2019-05-10 16:00:00,6297.42,6430.0,6308.32,6379.0,1603.40340103 +2019-05-10 15:00:00,6240.04,6319.7,6253.65,6311.21,512.20730047 +2019-05-10 14:00:00,6235.0,6267.39,6266.0,6253.65,581.82045269 +2019-05-10 13:00:00,6264.1,6298.16,6282.03,6266.01,630.75495144 +2019-05-10 12:00:00,6240.0,6290.69,6285.0,6282.03,698.8830523 +2019-05-10 11:00:00,6265.96,6290.0,6272.39,6285.0,299.5364457 +2019-05-10 10:00:00,6272.38,6319.78,6296.59,6272.39,276.15401884 +2019-05-10 09:00:00,6256.25,6296.59,6280.25,6295.72,201.18294934 +2019-05-10 08:00:00,6260.41,6336.75,6320.02,6280.25,354.29975435 +2019-05-10 07:00:00,6263.14,6337.01,6287.0,6320.03,949.9294928 +2019-05-10 06:00:00,6247.93,6287.63,6275.09,6287.0,268.65918164 +2019-05-10 05:00:00,6254.53,6299.02,6298.44,6275.09,324.9661182 +2019-05-10 04:00:00,6219.39,6298.44,6279.28,6298.44,919.32011751 +2019-05-10 03:00:00,6224.86,6319.0,6226.55,6279.29,2092.08082979 +2019-05-10 02:00:00,6160.01,6260.0,6178.39,6226.33,1366.74079018 +2019-05-10 01:00:00,6108.81,6178.4,6114.0,6178.4,602.54563323 +2019-05-10 00:00:00,6110.3,6160.0,6153.09,6114.01,430.53624073 +2019-05-09 23:00:00,6112.34,6171.1,6167.28,6153.09,645.40026728 +2019-05-09 22:00:00,6105.3,6167.28,6119.84,6167.28,787.52920966 +2019-05-09 21:00:00,6078.31,6139.99,6082.94,6119.85,1050.97699618 +2019-05-09 20:00:00,6050.19,6084.98,6066.8,6082.94,450.8061895 +2019-05-09 19:00:00,6041.25,6075.0,6048.63,6066.81,401.08376618 +2019-05-09 18:00:00,6039.2,6071.54,6058.64,6049.23,456.96952203 +2019-05-09 17:00:00,6035.26,6061.47,6053.0,6058.65,444.39386006 +2019-05-09 16:00:00,5993.0,6053.64,5998.94,6052.99,409.35526326 +2019-05-09 15:00:00,5978.13,6015.0,6000.0,5998.94,379.90047815 +2019-05-09 14:00:00,5989.17,6018.9,6010.0,5999.99,394.30746417 +2019-05-09 13:00:00,5960.0,6016.8,5998.77,6010.01,925.56212224 +2019-05-09 12:00:00,5981.01,6035.11,6034.77,5998.76,1042.28346559 +2019-05-09 11:00:00,6021.72,6050.0,6048.0,6035.23,472.94843913 +2019-05-09 10:00:00,6040.39,6062.17,6054.77,6048.0,107.80019375 +2019-05-09 09:00:00,6000.62,6057.17,6049.99,6054.76,626.95272296 +2019-05-09 08:00:00,6045.31,6072.94,6059.9,6048.72,287.40706521 +2019-05-09 07:00:00,6047.09,6074.05,6066.32,6058.52,384.25845919 +2019-05-09 06:00:00,6032.91,6074.9,6045.01,6065.03,449.85971652 +2019-05-09 05:00:00,6040.0,6086.0,6063.9,6047.41,491.80300611 +2019-05-09 04:00:00,6032.91,6063.37,6032.92,6063.37,417.91828036 +2019-05-09 03:00:00,6022.01,6045.0,6043.07,6032.91,357.31715417 +2019-05-09 02:00:00,6030.9,6060.0,6051.02,6043.07,693.50183781 +2019-05-09 01:00:00,6016.0,6098.21,6016.84,6051.22,2311.57403658 +2019-05-09 00:00:00,5934.49,6054.21,5947.0,6015.42,1707.73605645 +2019-05-08 23:00:00,5844.89,5990.0,5939.14,5948.41,2064.14709053 +2019-05-08 22:00:00,5885.0,5948.0,5896.99,5935.46,692.10340815 +2019-05-08 21:00:00,5890.0,5910.0,5902.73,5896.99,374.77488246 +2019-05-08 20:00:00,5866.92,5908.4,5902.71,5902.7,747.90727419 +2019-05-08 19:00:00,5871.79,5913.16,5885.29,5902.71,890.61980999 +2019-05-08 18:00:00,5860.0,5889.99,5877.19,5885.59,572.78850634 +2019-05-08 17:00:00,5860.1,5889.75,5870.34,5880.26,590.29377114 +2019-05-08 16:00:00,5868.01,5913.0,5891.38,5870.34,618.13484605 +2019-05-08 15:00:00,5855.4,5905.66,5860.01,5892.46,682.72707618 +2019-05-08 14:00:00,5820.0,5872.52,5859.03,5861.07,399.15864159 +2019-05-08 13:00:00,5832.88,5862.27,5851.9,5859.03,273.41304708 +2019-05-08 12:00:00,5836.21,5870.45,5847.51,5851.89,282.81979452 +2019-05-08 11:00:00,5820.01,5874.97,5834.62,5847.52,275.25087663 +2019-05-08 10:00:00,5810.25,5840.0,5810.55,5834.62,263.87059172 +2019-05-08 09:00:00,5799.83,5824.97,5801.78,5808.22,77.68696094 +2019-05-08 08:00:00,5788.46,5843.05,5820.31,5801.8,144.24835348 +2019-05-08 07:00:00,5811.46,5840.0,5826.25,5819.07,168.34064833 +2019-05-08 06:00:00,5799.54,5841.81,5799.55,5826.25,131.60478981 +2019-05-08 05:00:00,5783.73,5812.73,5812.72,5799.55,155.1881116 +2019-05-08 04:00:00,5780.0,5814.81,5780.0,5812.72,146.36926422 +2019-05-08 03:00:00,5758.69,5796.96,5787.25,5780.0,417.37444089 +2019-05-08 02:00:00,5780.51,5810.0,5789.09,5787.26,387.67748469 +2019-05-08 01:00:00,5765.29,5800.0,5771.49,5789.97,508.53667913 +2019-05-08 00:00:00,5656.26,5790.0,5748.47,5771.5,1855.13881036 +2019-05-07 23:00:00,5707.5,5902.0,5891.6,5748.45,2430.62347449 +2019-05-07 22:00:00,5860.41,5895.26,5883.96,5891.6,233.01384605 +2019-05-07 21:00:00,5841.0,5888.95,5845.0,5887.0,212.27829151 +2019-05-07 20:00:00,5835.03,5874.0,5847.0,5845.01,337.92558872 +2019-05-07 19:00:00,5791.2,5884.11,5876.77,5847.0,1090.22358878 +2019-05-07 18:00:00,5866.11,5893.2,5893.11,5876.55,321.21604171 +2019-05-07 17:00:00,5885.44,5915.03,5898.56,5893.1,408.81418002 +2019-05-07 16:00:00,5855.0,5898.57,5867.5,5898.57,341.12382774 +2019-05-07 15:00:00,5827.33,5867.41,5832.63,5867.41,323.03280162 +2019-05-07 14:00:00,5760.0,5974.51,5950.28,5832.73,2699.86691306 +2019-06-01 13:00:00,8520.0,8555.91,8555.91,8520.0,306.78965236 +2019-06-01 12:00:00,8545.01,8580.0,8573.43,8555.9,234.37660187 +2019-06-01 11:00:00,8533.34,8580.0,8551.48,8572.15,402.37390071 +2019-06-01 10:00:00,8550.0,8607.4,8578.52,8551.48,212.71258827 +2019-06-01 09:00:00,8555.95,8618.0,8557.53,8576.21,585.30042196 +2019-06-01 08:00:00,8515.0,8563.31,8536.35,8557.54,151.74170799 +2019-06-01 07:00:00,8498.09,8542.32,8519.84,8536.35,139.87179382 +2019-06-01 06:00:00,8452.21,8533.07,8475.26,8522.02,292.97627816 +2019-06-01 05:00:00,8464.88,8545.46,8545.46,8475.26,476.12485168 +2019-06-01 04:00:00,8521.75,8555.0,8543.95,8545.46,192.41567246 +2019-06-01 03:00:00,8527.98,8560.84,8543.57,8543.94,248.93521242 +2019-06-01 02:00:00,8508.15,8557.39,8550.96,8543.58,313.91742687 +2019-06-01 01:00:00,8524.5,8579.99,8579.99,8550.96,457.82620329 +2019-06-01 00:00:00,8505.55,8580.0,8554.06,8580.0,653.64323075 +2019-05-31 23:00:00,8512.0,8580.0,8512.01,8554.06,606.32743143 +2019-05-31 22:00:00,8482.0,8529.13,8528.14,8512.14,439.73666361 +2019-05-31 21:00:00,8488.98,8548.01,8504.5,8528.15,650.25092762 +2019-05-31 20:00:00,8424.75,8525.9,8444.63,8504.5,877.18367241 +2019-05-31 19:00:00,8391.57,8455.99,8394.45,8444.63,645.40627151 +2019-05-31 18:00:00,8378.34,8472.0,8409.79,8394.46,989.60635081 +2019-05-31 17:00:00,8360.05,8446.47,8386.43,8409.58,627.98359316 +2019-05-31 16:00:00,8302.0,8468.88,8350.13,8386.44,1177.26782335 +2019-05-31 15:00:00,8289.9,8438.23,8421.24,8350.17,826.12076452 +2019-05-31 14:00:00,8361.02,8460.0,8422.4,8421.24,739.864162 +2019-05-31 13:00:00,8304.68,8435.47,8304.68,8422.4,1238.1349915 +2019-05-31 12:00:00,8230.31,8308.0,8248.3,8304.68,490.51953404 +2019-05-31 11:00:00,8195.06,8278.43,8278.43,8248.29,1208.31342153 +2019-05-31 10:00:00,8259.63,8334.99,8293.56,8279.51,627.32781283 +2019-05-31 09:00:00,8268.82,8320.0,8268.82,8293.55,327.25882272 +2019-05-31 08:00:00,8258.66,8324.99,8304.32,8268.82,467.68988459 +2019-05-31 07:00:00,8234.92,8308.19,8279.01,8297.99,512.58087347 +2019-05-31 06:00:00,8225.01,8290.0,8225.02,8279.21,295.10727691 +2019-05-31 05:00:00,8110.0,8240.59,8153.58,8225.02,646.03742709 +2019-05-31 04:00:00,8145.39,8286.96,8270.14,8153.58,911.15765386 +2019-05-31 03:00:00,8208.94,8294.86,8276.87,8271.94,612.62533784 +2019-05-31 02:00:00,8256.84,8338.0,8332.76,8276.87,425.28046924 +2019-05-31 01:00:00,8300.0,8375.0,8304.13,8333.09,593.59052541 +2019-05-31 00:00:00,8273.56,8341.8,8279.69,8304.1,663.61900845 +2019-05-30 23:00:00,8207.98,8305.26,8270.0,8279.69,1081.61879266 +2019-05-30 22:00:00,8163.74,8319.96,8209.98,8270.0,2361.94036187 +2019-05-30 21:00:00,7972.0,8499.0,8467.86,8209.98,5864.23612399 +2019-05-30 20:00:00,8377.0,8620.08,8620.01,8467.86,2930.29951141 +2019-05-30 19:00:00,8559.79,8664.15,8655.57,8620.01,839.89886902 +2019-05-30 18:00:00,8585.0,8658.85,8621.0,8655.58,882.31532304 +2019-05-30 17:00:00,8530.27,8669.99,8668.33,8621.0,2720.04577837 +2019-05-30 16:00:00,8550.0,9090.0,8941.95,8667.82,6111.7826906 +2019-05-30 15:00:00,8726.97,8948.0,8726.98,8945.15,1441.66741315 +2019-05-30 14:00:00,8705.0,8738.22,8705.01,8726.98,339.82173873 +2019-05-30 13:00:00,8705.0,8740.0,8711.96,8705.01,302.52299134 +2019-05-30 12:00:00,8680.0,8745.65,8715.01,8711.95,429.61822927 +2019-05-30 11:00:00,8710.26,8749.47,8718.18,8715.01,298.46168488 +2019-05-30 10:00:00,8704.99,8757.15,8705.0,8720.96,252.61299782 +2019-05-30 09:00:00,8676.55,8711.71,8700.43,8705.0,154.91593497 +2019-05-30 08:00:00,8664.5,8718.22,8695.36,8700.44,261.70205106 +2019-05-30 07:00:00,8687.11,8724.22,8707.6,8695.36,259.86564539 +2019-05-30 06:00:00,8701.92,8743.73,8717.19,8708.38,413.52757042 +2019-05-30 05:00:00,8683.93,8772.82,8683.93,8710.0,948.02206863 +2019-05-30 04:00:00,8666.99,8699.5,8690.01,8683.92,489.90583441 +2019-05-30 03:00:00,8601.48,8698.72,8604.53,8690.0,794.05611318 +2019-05-30 02:00:00,8562.12,8637.46,8636.87,8604.4,619.30033159 +2019-05-30 01:00:00,8562.36,8730.0,8682.0,8636.94,1328.89220354 +2019-05-30 00:00:00,8606.32,8683.0,8662.44,8680.11,580.56635133 +2019-05-29 23:00:00,8627.93,8690.7,8671.68,8662.44,330.71947048 +2019-05-29 22:00:00,8660.0,8700.39,8660.01,8671.92,336.57476387 +2019-05-29 21:00:00,8633.98,8678.32,8647.12,8660.01,409.7341976 +2019-05-29 20:00:00,8616.76,8718.0,8699.61,8647.13,646.4744847 +2019-05-29 19:00:00,8677.9,8705.0,8677.9,8699.6,295.03220981 +2019-05-29 18:00:00,8653.06,8704.87,8679.86,8677.91,373.80475964 +2019-05-29 17:00:00,8679.85,8745.1,8727.21,8679.85,501.53208235 +2019-05-29 16:00:00,8650.0,8749.99,8695.13,8727.2,523.92998986 +2019-05-29 15:00:00,8680.0,8740.0,8699.78,8701.88,539.31889763 +2019-05-29 14:00:00,8685.37,8757.13,8733.97,8699.79,864.56805484 +2019-05-29 13:00:00,8630.95,8760.43,8647.99,8732.37,901.65294819 +2019-05-29 12:00:00,8614.37,8651.49,8625.69,8647.99,331.3470242 +2019-05-29 11:00:00,8619.43,8668.19,8654.0,8625.68,282.49922203 +2019-05-29 10:00:00,8620.01,8687.0,8624.0,8654.01,423.60606983 +2019-05-29 09:00:00,8551.05,8631.38,8586.81,8624.63,350.67332888 +2019-05-29 08:00:00,8511.56,8622.0,8530.01,8586.82,330.15232824 +2019-05-29 07:00:00,8496.43,8560.0,8499.9,8530.02,316.91511387 +2019-05-29 06:00:00,8440.37,8533.9,8457.78,8499.98,531.76865654 +2019-05-29 05:00:00,8426.09,8599.0,8586.6,8457.78,1438.77071171 +2019-05-29 04:00:00,8505.75,8659.1,8638.66,8586.59,989.61387622 +2019-05-29 03:00:00,8615.59,8668.33,8636.37,8638.66,348.66371245 +2019-05-29 02:00:00,8610.0,8670.5,8659.97,8637.99,541.74396018 +2019-05-29 01:00:00,8656.53,8717.74,8683.13,8659.96,388.47378129 +2019-05-29 00:00:00,8665.0,8715.36,8715.36,8683.29,330.03574507 +2019-05-28 23:00:00,8682.7,8750.0,8704.42,8715.36,372.21419799 +2019-05-28 22:00:00,8682.0,8737.0,8714.1,8704.42,281.95133842 +2019-05-28 21:00:00,8662.25,8715.94,8686.95,8714.1,340.99621446 +2019-05-28 20:00:00,8680.58,8714.99,8696.38,8686.0,299.23475481 +2019-05-28 19:00:00,8627.15,8775.0,8742.39,8696.0,652.71764554 +2019-05-28 18:00:00,8707.23,8770.0,8746.01,8742.4,530.183889 +2019-05-28 17:00:00,8650.75,8800.0,8659.37,8740.01,876.93699721 +2019-05-28 16:00:00,8637.4,8703.87,8702.0,8659.38,454.97562199 +2019-05-28 15:00:00,8679.0,8713.9,8700.0,8702.45,386.52696534 +2019-05-28 14:00:00,8650.01,8700.75,8663.81,8700.0,414.7670211 +2019-05-28 13:00:00,8545.0,8741.77,8719.94,8664.09,1510.98784194 +2019-05-28 12:00:00,8713.54,8770.0,8749.99,8719.93,466.42746231 +2019-05-28 11:00:00,8691.64,8755.0,8702.66,8750.0,363.47492576 +2019-05-28 10:00:00,8663.5,8732.12,8722.7,8703.48,406.85487512 +2019-05-28 09:00:00,8711.49,8754.87,8729.1,8722.7,255.70263235 +2019-05-28 08:00:00,8706.16,8744.96,8743.0,8729.12,268.47387898 +2019-05-28 07:00:00,8660.08,8749.0,8718.67,8744.96,739.96345677 +2019-05-28 06:00:00,8704.64,8759.93,8752.52,8718.67,1209.04538013 +2019-05-28 05:00:00,8713.0,8794.49,8771.88,8752.5,507.08699227 +2019-05-28 04:00:00,8771.44,8805.55,8793.1,8771.87,234.45337604 +2019-05-28 03:00:00,8755.05,8796.0,8794.99,8793.1,275.81314243 +2019-05-28 02:00:00,8782.16,8822.46,8788.39,8795.0,450.21066852 +2019-05-28 01:00:00,8750.0,8809.01,8760.0,8785.56,295.4185479 +2019-05-28 00:00:00,8750.01,8816.18,8772.29,8760.34,396.06082012 +2019-05-27 23:00:00,8757.99,8850.47,8814.94,8772.29,609.94273168 +2019-05-27 22:00:00,8764.0,8818.0,8813.42,8812.62,204.6886627 +2019-05-27 21:00:00,8730.8,8821.48,8755.98,8813.42,357.47320899 +2019-05-27 20:00:00,8718.86,8850.0,8812.33,8758.21,555.93125107 +2019-05-27 19:00:00,8771.45,8839.86,8806.37,8812.34,444.28878748 +2019-05-27 18:00:00,8701.2,8837.0,8712.32,8806.97,530.18051661 +2019-05-27 17:00:00,8690.0,8770.0,8705.0,8712.32,925.75634041 +2019-05-27 16:00:00,8611.44,8930.0,8846.97,8702.59,2510.69551499 +2019-05-27 15:00:00,8786.83,8920.0,8786.84,8846.97,1002.1064129 +2019-05-27 14:00:00,8761.54,8829.96,8809.63,8786.84,444.50882226 +2019-05-27 13:00:00,8791.0,8860.64,8822.87,8809.64,543.6032573 +2019-05-27 12:00:00,8722.36,8844.05,8726.92,8820.86,748.69307203 +2019-05-27 11:00:00,8680.01,8751.61,8751.61,8731.31,347.27532414 +2019-05-27 10:00:00,8720.01,8762.49,8754.35,8753.75,227.73614585 +2019-05-27 09:00:00,8720.0,8773.8,8731.44,8758.09,147.29037066 +2019-05-27 08:00:00,8725.0,8777.12,8777.12,8731.48,245.95606114 +2019-05-27 07:00:00,8761.95,8804.2,8762.76,8777.39,340.8939412 +2019-05-27 06:00:00,8732.21,8773.86,8739.75,8760.32,315.79147103 +2019-05-27 05:00:00,8705.98,8767.44,8728.86,8739.74,353.14047256 +2019-05-27 04:00:00,8695.0,8785.71,8770.26,8728.95,571.56049375 +2019-05-27 03:00:00,8753.31,8819.94,8760.47,8770.26,819.24256768 +2019-05-27 02:00:00,8675.0,8846.0,8837.75,8760.47,1966.17512926 +2019-05-27 01:00:00,8804.28,8947.88,8892.02,8837.78,1343.43605987 +2019-05-27 00:00:00,8731.54,8943.33,8732.34,8888.0,2607.35556563 +2019-05-26 23:00:00,8670.0,8775.0,8679.0,8731.72,1340.67651572 +2019-05-26 22:00:00,8633.38,8787.0,8640.6,8678.89,2098.79187531 +2019-05-26 21:00:00,8510.0,8672.5,8579.97,8640.6,1794.92343137 +2019-05-26 20:00:00,8525.0,8793.97,8569.97,8577.33,4418.66197118 +2019-05-26 19:00:00,8017.59,8610.0,8017.59,8566.0,6400.19930365 +2019-05-26 18:00:00,7995.0,8019.0,7999.01,8018.41,117.81790569 +2019-05-26 17:00:00,7987.83,8020.0,8002.97,7999.01,125.56074979 +2019-05-26 16:00:00,7987.86,8028.43,8021.94,8002.96,161.55947368 +2019-05-26 15:00:00,7985.0,8030.0,8009.42,8028.04,149.89393641 +2019-05-26 14:00:00,7981.84,8009.36,7998.95,8009.31,181.66089695 +2019-05-26 13:00:00,7929.7,8005.0,7953.04,7994.28,174.01081512 +2019-05-26 12:00:00,7901.01,7969.99,7934.81,7952.92,158.34004465 +2019-05-26 11:00:00,7881.7,7985.01,7985.0,7935.0,380.21268733 +2019-05-26 10:00:00,7950.21,8006.13,8006.13,7985.0,126.94790579 +2019-05-26 09:00:00,8006.12,8022.05,8014.43,8006.12,48.90269713 +2019-05-26 08:00:00,7984.89,8014.49,7994.21,8014.43,146.89126564 +2019-05-26 07:00:00,7975.68,8019.29,8001.46,7994.2,208.20787797 +2019-05-26 06:00:00,7933.22,8009.61,8002.03,8001.45,259.31359862 +2019-05-26 05:00:00,7977.0,8033.13,8033.12,8002.03,215.25941036 +2019-05-26 04:00:00,7977.76,8045.0,8003.49,8033.13,220.7118126 +2019-05-26 03:00:00,7985.12,8040.0,8022.63,8003.49,308.18272548 +2019-05-26 02:00:00,8014.07,8068.08,8043.18,8022.65,133.48835238 +2019-05-26 01:00:00,8032.53,8054.95,8054.94,8043.17,105.46057554 +2019-05-26 00:00:00,8051.39,8084.0,8063.68,8054.94,155.13185649 +2019-05-25 23:00:00,8033.13,8084.0,8083.0,8063.81,192.65713476 +2019-05-25 22:00:00,8051.49,8083.0,8051.88,8083.0,177.09760103 +2019-05-25 21:00:00,8040.0,8075.0,8044.79,8051.89,229.95288333 +2019-05-25 20:00:00,8021.9,8068.3,8021.9,8043.74,139.78313535 +2019-05-25 19:00:00,7968.3,8049.88,8046.21,8021.91,543.43902904 +2019-05-25 18:00:00,8031.88,8100.0,8065.5,8046.21,290.37555254 +2019-05-25 17:00:00,8030.61,8075.0,8050.0,8065.51,133.73138261 +2019-05-25 16:00:00,8029.49,8087.75,8071.12,8049.99,234.00880148 +2019-05-25 15:00:00,8053.26,8106.07,8079.51,8068.74,168.35885758 +2019-05-25 14:00:00,8025.23,8079.49,8054.15,8079.49,177.04174432 +2019-05-25 13:00:00,8021.54,8110.0,8109.83,8054.15,252.2979629 +2019-05-25 12:00:00,8055.0,8120.0,8099.97,8109.99,315.25537447 +2019-05-25 11:00:00,8087.0,8149.0,8100.7,8099.98,316.77880797 +2019-05-25 10:00:00,8075.01,8119.0,8090.62,8099.8,317.27625264 +2019-05-25 09:00:00,8018.0,8095.03,8034.42,8092.86,265.4081919 +2019-05-25 08:00:00,7975.51,8034.42,7991.39,8034.42,155.32326165 +2019-05-25 07:00:00,7958.22,7995.0,7972.2,7991.39,70.01838322 +2019-05-25 06:00:00,7941.25,8009.98,7980.92,7971.17,148.30144213 +2019-05-25 05:00:00,7975.97,8018.54,8014.89,7980.93,159.72763929 +2019-05-25 04:00:00,8006.0,8032.83,8011.39,8014.9,140.09076713 +2019-05-25 03:00:00,8006.0,8045.09,8035.0,8011.0,217.97564457 +2019-05-25 02:00:00,8010.0,8046.82,8045.93,8034.99,132.0373124 +2019-05-25 01:00:00,7994.43,8066.58,8005.01,8046.25,270.47773951 +2019-05-25 00:00:00,7970.0,8022.0,8001.69,8005.0,325.85096222 +2019-05-24 23:00:00,7922.05,8040.0,8037.94,8001.7,835.30158236 +2019-05-24 22:00:00,8028.0,8097.87,8058.71,8037.76,341.53024627 +2019-05-24 21:00:00,8050.75,8130.0,8109.53,8058.3,380.11915815 +2019-05-24 20:00:00,8053.0,8110.0,8063.91,8109.47,614.36446629 +2019-05-24 19:00:00,8010.26,8073.41,8072.8,8063.93,447.20122345 +2019-05-24 18:00:00,8054.62,8097.5,8071.85,8079.12,405.78680811 +2019-05-24 17:00:00,8038.41,8116.24,8088.16,8073.11,672.53870319 +2019-05-24 16:00:00,8086.7,8175.0,8104.05,8090.01,1092.00553878 +2019-05-24 15:00:00,8054.03,8141.3,8060.0,8106.49,1694.72211523 +2019-05-24 14:00:00,7982.51,8060.0,7987.3,8059.99,528.1022497 +2019-05-24 13:00:00,7975.01,8045.01,8044.99,7989.4,446.64667257 +2019-05-24 12:00:00,7997.3,8048.0,8035.27,8045.0,531.17381465 +2019-05-24 11:00:00,7973.0,8070.69,7985.4,8035.2,1086.17898792 +2019-05-24 10:00:00,7965.01,8033.0,7974.82,7985.55,691.77437281 +2019-05-24 09:00:00,7945.0,7999.0,7971.99,7974.82,590.64303338 +2019-05-24 08:00:00,7879.62,8033.0,7879.62,7972.0,1178.8289753 +2019-05-24 07:00:00,7855.0,7905.75,7879.61,7879.62,597.86560665 +2019-05-24 06:00:00,7822.92,7879.94,7845.0,7877.96,242.94199667 +2019-05-24 05:00:00,7794.73,7847.91,7841.53,7845.0,275.54063817 +2019-05-24 04:00:00,7830.0,7896.15,7879.88,7841.61,418.89069703 +2019-05-24 03:00:00,7830.0,7888.54,7861.55,7879.89,504.94062819 +2019-05-24 02:00:00,7835.0,7880.83,7855.33,7861.58,311.23002083 +2019-05-24 01:00:00,7845.2,7937.92,7877.7,7855.36,474.57190747 +2019-05-24 00:00:00,7829.34,7891.0,7878.16,7877.29,405.03921154 +2019-05-23 23:00:00,7854.03,7943.37,7908.07,7881.98,525.91106992 +2019-05-23 22:00:00,7877.19,7984.9,7917.76,7905.88,1066.11363836 +2019-05-23 21:00:00,7820.0,7950.0,7881.52,7919.66,966.24302715 +2019-05-23 20:00:00,7773.77,7884.04,7786.58,7882.81,756.72279795 +2019-05-23 19:00:00,7726.79,7796.36,7774.99,7784.26,342.17212006 +2019-05-23 18:00:00,7761.86,7819.08,7775.54,7773.15,311.64171687 +2019-05-23 17:00:00,7753.96,7885.0,7829.96,7777.39,964.89072257 +2019-05-23 16:00:00,7770.0,7858.02,7773.01,7825.2,951.03406722 +2019-05-23 15:00:00,7733.0,7825.91,7733.0,7773.1,805.20626273 +2019-05-23 14:00:00,7666.5,7752.25,7667.06,7733.0,752.17362757 +2019-05-23 13:00:00,7621.59,7699.0,7629.09,7666.74,577.83375401 +2019-05-23 12:00:00,7555.88,7643.32,7598.02,7630.26,414.96128663 +2019-05-23 11:00:00,7594.46,7651.07,7635.79,7598.02,334.19756387 +2019-05-23 10:00:00,7573.33,7649.25,7583.98,7633.82,385.74266942 +2019-05-23 09:00:00,7467.1,7583.98,7562.34,7583.98,960.34007434 +2019-05-23 08:00:00,7548.62,7598.71,7596.62,7566.36,372.66169596 +2019-05-23 07:00:00,7580.83,7658.38,7651.35,7596.99,191.14972698 +2019-05-23 06:00:00,7561.0,7654.33,7618.66,7651.43,661.23597042 +2019-05-23 05:00:00,7572.0,7669.99,7663.3,7623.59,468.08276267 +2019-05-23 04:00:00,7636.95,7694.04,7673.62,7665.05,199.77136564 +2019-05-23 03:00:00,7615.6,7673.65,7662.3,7673.65,392.67246032 +2019-05-23 02:00:00,7610.0,7685.0,7623.98,7665.17,510.12659477 +2019-05-23 01:00:00,7585.2,7682.42,7643.87,7623.29,595.48879761 +2019-05-23 00:00:00,7530.55,7653.93,7622.25,7643.87,1399.57578863 +2019-05-22 23:00:00,7608.44,7729.0,7715.42,7626.48,965.44322026 +2019-05-22 22:00:00,7506.12,7740.0,7671.72,7718.8,2684.88863701 +2019-05-22 21:00:00,7620.42,7840.44,7827.01,7672.29,1224.73058411 +2019-05-22 20:00:00,7682.0,7945.5,7932.66,7827.01,3149.37938726 +2019-05-22 19:00:00,7881.22,7934.96,7930.01,7933.97,250.72777411 +2019-05-22 18:00:00,7862.08,7944.09,7906.2,7930.01,374.72301638 +2019-05-22 17:00:00,7862.47,7971.45,7955.34,7906.08,587.42122726 +2019-05-22 16:00:00,7936.31,7989.0,7984.01,7955.32,576.4283624 +2019-05-22 15:00:00,7857.69,8044.32,7880.98,7984.01,1609.03020233 +2019-05-22 14:00:00,7850.0,7895.23,7869.99,7880.99,457.68433779 +2019-05-22 13:00:00,7777.77,7873.31,7788.66,7869.99,607.32951513 +2019-05-22 12:00:00,7785.61,7864.97,7815.45,7788.62,417.47954167 +2019-05-22 11:00:00,7755.04,7891.73,7889.17,7815.45,1349.23075158 +2019-05-22 10:00:00,7861.99,7931.13,7888.32,7891.39,267.4196286 +2019-05-22 09:00:00,7886.45,7954.3,7937.7,7893.63,202.13193066 +2019-05-22 08:00:00,7915.55,7955.0,7915.55,7935.01,123.84682329 +2019-05-22 07:00:00,7900.0,7939.16,7935.87,7915.4,189.3836023 +2019-05-22 06:00:00,7924.04,7960.14,7949.01,7930.09,211.23295125 +2019-05-22 05:00:00,7922.64,7965.0,7945.88,7949.97,156.93950708 +2019-05-22 04:00:00,7853.54,7950.0,7936.03,7944.13,731.6280462 +2019-05-22 03:00:00,7927.43,7968.39,7963.4,7936.99,221.69252419 +2019-05-22 02:00:00,7915.17,7979.85,7950.01,7963.4,378.24741232 +2019-05-22 01:00:00,7939.98,8028.57,8021.08,7950.01,302.50710958 +2019-05-22 00:00:00,7946.06,8025.31,7951.69,8020.71,483.12907525 +2019-05-21 23:00:00,7951.7,8012.01,7975.77,7951.7,484.76475031 +2019-05-21 22:00:00,7902.26,8002.73,8001.49,7979.17,1049.04717294 +2019-05-21 21:00:00,7989.88,8112.99,8088.7,8001.61,641.94454237 +2019-05-21 20:00:00,8017.04,8109.21,8022.59,8087.97,1063.7748299 +2019-05-21 19:00:00,7985.94,8040.0,8030.76,8025.29,675.79373637 +2019-05-21 18:00:00,7975.75,8070.0,8012.23,8025.87,1310.03007567 +2019-05-21 17:00:00,7909.16,8019.0,7919.84,8012.23,656.09619524 +2019-05-21 16:00:00,7893.03,7949.93,7928.58,7919.65,412.17463345 +2019-05-21 15:00:00,7901.82,7972.0,7957.0,7928.57,450.89554518 +2019-05-21 14:00:00,7885.0,7971.1,7932.52,7957.0,530.17657755 +2019-05-21 13:00:00,7860.36,7998.98,7898.6,7932.52,887.90037577 +2019-05-21 12:00:00,7820.08,7924.31,7883.37,7898.61,445.66045476 +2019-05-21 11:00:00,7805.34,7959.03,7934.94,7883.38,764.13665917 +2019-05-21 10:00:00,7900.0,7997.81,7988.24,7931.89,308.03730742 +2019-05-21 09:00:00,7943.39,8032.49,7944.64,7987.26,330.27382695 +2019-05-21 08:00:00,7919.44,7981.36,7934.95,7944.64,184.80608545 +2019-05-21 07:00:00,7922.18,7984.5,7933.44,7934.96,401.16931392 +2019-05-21 06:00:00,7895.8,7949.0,7915.99,7933.44,418.53879089 +2019-05-21 05:00:00,7840.0,7927.0,7890.92,7911.78,374.70493987 +2019-05-21 04:00:00,7864.11,7939.25,7932.18,7889.71,441.36075064 +2019-05-21 03:00:00,7899.53,7974.5,7918.89,7929.62,432.8717293 +2019-05-21 02:00:00,7840.0,7943.14,7941.75,7918.88,830.30265276 +2019-05-21 01:00:00,7911.04,7994.99,7943.03,7942.07,431.67863962 +2019-05-21 00:00:00,7916.38,8058.0,7998.94,7942.56,720.29399482 +2019-05-20 23:00:00,7910.02,8019.95,7913.05,7999.54,678.72580327 +2019-05-20 22:00:00,7905.38,8117.58,8054.54,7912.92,978.33727306 +2019-05-20 21:00:00,7997.2,8157.17,8008.07,8054.95,1955.12501232 +2019-05-20 20:00:00,7799.85,8025.0,7820.1,8017.01,1376.52592564 +2019-05-20 19:00:00,7728.06,7864.0,7729.29,7819.56,578.6110301 +2019-05-20 18:00:00,7682.28,7804.71,7759.21,7729.32,838.08593945 +2019-05-20 17:00:00,7756.49,7875.0,7844.73,7759.22,636.73644273 +2019-05-20 16:00:00,7823.24,7899.01,7842.5,7841.03,657.98869094 +2019-05-20 15:00:00,7746.52,7851.46,7820.0,7844.95,692.81180618 +2019-05-20 14:00:00,7710.0,7828.34,7754.96,7821.64,785.18574787 +2019-05-20 13:00:00,7570.31,7767.73,7727.87,7754.96,1789.98443978 +2019-05-20 12:00:00,7666.21,7929.19,7867.42,7728.44,1454.84654313 +2019-05-20 11:00:00,7831.93,7964.53,7921.63,7863.06,516.30193099 +2019-05-20 10:00:00,7890.0,7969.99,7905.37,7921.62,484.55453989 +2019-05-20 09:00:00,7835.0,7953.9,7894.12,7905.37,657.12546755 +2019-05-20 08:00:00,7727.54,7921.25,7913.09,7889.63,1417.26537072 +2019-05-20 07:00:00,7842.61,8017.22,7899.99,7913.86,1204.06707476 +2019-05-20 06:00:00,7855.91,8019.78,8016.47,7896.03,1103.67634575 +2019-05-20 05:00:00,7942.16,8040.16,8040.15,8016.47,685.01129301 +2019-05-20 04:00:00,8022.33,8144.79,8059.75,8038.51,761.29624308 +2019-05-20 03:00:00,7918.33,8106.0,7918.33,8061.07,919.63139505 +2019-05-20 02:00:00,7878.45,7985.67,7985.67,7919.99,423.88348874 +2019-06-14 01:00:00,8180.08,8242.76,8221.22,8194.38,385.35537276 +2019-06-14 00:00:00,8215.22,8260.0,8239.04,8222.58,235.92722645 +2019-06-13 23:00:00,8204.06,8275.0,8255.26,8239.04,452.5741531 +2019-06-13 22:00:00,8235.38,8329.9,8317.21,8255.26,519.65255541 +2019-06-13 21:00:00,8260.26,8329.99,8262.96,8316.8,701.68261232 +2019-06-13 20:00:00,8227.0,8279.98,8243.26,8263.18,332.30052715 +2019-06-13 19:00:00,8223.44,8296.66,8275.3,8243.12,717.2433349 +2019-06-13 18:00:00,8184.62,8300.0,8189.95,8275.29,953.68140481 +2019-06-13 17:00:00,8173.87,8195.49,8173.88,8190.0,244.51353096 +2019-06-13 16:00:00,8164.0,8201.71,8191.44,8173.88,282.64498516 +2019-06-13 15:00:00,8160.28,8230.24,8161.66,8191.64,584.32674876 +2019-06-13 14:00:00,8140.86,8184.99,8157.65,8161.66,227.49776713 +2019-06-13 13:00:00,8111.86,8196.0,8111.87,8157.7,638.00640529 +2019-06-13 12:00:00,8048.75,8156.97,8123.32,8111.87,555.18586466 +2019-06-13 11:00:00,8094.93,8126.56,8099.11,8122.79,147.68368695 +2019-06-13 10:00:00,8075.01,8112.36,8108.16,8099.11,233.02771373 +2019-06-13 09:00:00,8069.49,8131.76,8131.75,8108.17,211.5866382 +2019-06-13 08:00:00,8113.0,8144.99,8129.82,8131.76,139.09772783 +2019-06-13 07:00:00,8115.04,8145.0,8121.56,8132.39,76.60317231 +2019-06-13 06:00:00,8095.0,8139.29,8131.7,8121.57,128.66049782 +2019-06-13 05:00:00,8114.29,8140.46,8139.58,8131.7,119.29585325 +2019-06-13 04:00:00,8097.43,8152.03,8120.32,8139.22,194.87929472 +2019-06-13 03:00:00,8068.0,8135.12,8096.45,8124.09,325.23464855 +2019-06-13 02:00:00,8095.0,8140.49,8140.35,8096.45,301.38137119 +2019-06-13 01:00:00,8135.0,8179.28,8167.97,8142.22,174.48906403 +2019-06-13 00:00:00,8145.66,8198.38,8176.03,8167.97,370.41842297 +2019-06-12 23:00:00,8122.0,8177.72,8160.0,8176.02,485.89138613 +2019-06-12 22:00:00,8121.64,8160.0,8153.4,8160.0,306.46883235 +2019-06-12 21:00:00,8115.72,8161.32,8119.25,8154.99,234.16820504 +2019-06-12 20:00:00,8094.0,8175.0,8171.29,8122.97,603.34570285 +2019-06-12 19:00:00,8137.76,8183.61,8152.91,8171.3,310.01433221 +2019-06-12 18:00:00,8138.57,8172.9,8157.42,8152.9,320.82283466 +2019-06-12 17:00:00,8120.0,8188.5,8180.01,8158.49,808.02843593 +2019-06-12 16:00:00,8170.0,8221.15,8192.56,8180.0,996.01112828 +2019-06-12 15:00:00,8019.89,8292.43,8019.89,8192.56,2751.86889102 +2019-06-12 14:00:00,7929.11,8048.0,8016.63,8019.88,779.99166823 +2019-06-12 13:00:00,7985.0,8029.7,8012.5,8016.62,191.58005954 +2019-06-12 12:00:00,7990.0,8062.9,7999.9,8012.53,382.68770319 +2019-06-12 11:00:00,7978.17,8036.2,7987.82,7997.72,196.40297125 +2019-06-12 10:00:00,7965.93,8072.97,7965.94,7990.18,519.79882058 +2019-06-12 09:00:00,7902.99,7977.91,7977.91,7965.95,278.36546799 +2019-06-12 08:00:00,7960.7,8001.71,8001.71,7977.91,78.94198892 +2019-06-12 07:00:00,7953.09,8014.67,7953.09,8001.89,247.952598 +2019-06-12 06:00:00,7938.95,7977.0,7974.0,7953.1,588.51339253 +2019-06-12 05:00:00,7946.29,7991.04,7989.9,7974.0,185.39412747 +2019-06-12 04:00:00,7970.0,8008.6,7996.61,7991.01,279.36934523 +2019-06-12 03:00:00,7962.01,8081.81,8032.37,7996.65,765.86704631 +2019-06-12 02:00:00,7854.1,8057.56,7859.2,8032.06,1072.96177442 +2019-06-12 01:00:00,7826.62,7879.66,7833.99,7859.21,156.32501839 +2019-06-12 00:00:00,7817.0,7921.64,7913.64,7834.0,286.09982898 +2019-06-11 23:00:00,7902.69,7940.8,7908.79,7918.17,220.89340653 +2019-06-11 22:00:00,7901.67,7937.81,7914.55,7908.81,176.50761066 +2019-06-11 21:00:00,7905.64,7949.99,7926.54,7912.06,250.75137915 +2019-06-11 20:00:00,7888.68,7985.0,7894.97,7929.91,861.10378244 +2019-06-11 19:00:00,7860.6,7900.0,7889.04,7894.98,226.5226673 +2019-06-11 18:00:00,7861.54,7923.78,7888.24,7885.87,306.65833261 +2019-06-11 17:00:00,7850.0,7920.43,7865.99,7885.31,438.30578704 +2019-06-11 16:00:00,7702.83,7887.26,7783.26,7865.36,784.38493031 +2019-06-11 15:00:00,7757.43,7806.28,7794.06,7783.24,260.53961115 +2019-06-11 14:00:00,7755.09,7830.38,7813.84,7793.15,365.81615167 +2019-06-11 13:00:00,7790.0,7821.98,7797.98,7813.84,225.49556829 +2019-06-11 12:00:00,7765.8,7809.79,7794.99,7796.09,189.14070147 +2019-06-11 11:00:00,7740.0,7832.27,7819.99,7794.99,380.6278481 +2019-06-11 10:00:00,7771.0,7940.37,7935.0,7820.0,938.7080681 +2019-06-11 09:00:00,7935.01,7974.08,7959.06,7935.01,87.55369336 +2019-06-11 08:00:00,7927.66,7960.0,7939.43,7958.5,125.67956572 +2019-06-11 07:00:00,7908.45,7960.0,7934.0,7939.43,195.69458135 +2019-06-11 06:00:00,7909.89,7957.56,7957.56,7934.0,189.12811412 +2019-06-11 05:00:00,7936.54,7970.0,7950.69,7957.77,134.58683059 +2019-06-11 04:00:00,7945.06,7973.9,7968.53,7952.44,91.96762083 +2019-06-11 03:00:00,7942.13,7977.24,7961.58,7971.0,216.15973325 +2019-06-11 02:00:00,7942.14,7987.26,7974.2,7961.59,141.40482158 +2019-06-11 01:00:00,7957.68,8007.45,8005.96,7976.01,296.85658656 +2019-06-11 00:00:00,7955.06,8057.19,8015.7,8002.44,705.6951517 +2019-06-10 23:00:00,7946.73,8024.0,7951.9,8015.69,460.04139098 +2019-06-10 22:00:00,7934.55,7985.0,7951.6,7951.91,291.10296896 +2019-06-10 21:00:00,7904.42,7959.44,7944.0,7950.58,200.90173808 +2019-06-10 20:00:00,7895.96,8007.04,7981.84,7945.82,569.599947 +2019-06-10 19:00:00,7938.85,8015.0,7955.4,7983.94,455.95098513 +2019-06-10 18:00:00,7920.0,7971.99,7943.01,7955.41,232.20268134 +2019-06-10 17:00:00,7912.02,7958.5,7942.1,7945.7,344.17319253 +2019-06-10 16:00:00,7920.0,8000.0,7944.45,7939.82,358.41990876 +2019-06-10 15:00:00,7882.35,7958.89,7951.11,7944.43,510.25963584 +2019-06-10 14:00:00,7935.75,7982.94,7952.99,7951.59,377.49888203 +2019-06-10 13:00:00,7925.77,8002.16,7992.62,7952.49,498.42386688 +2019-06-10 12:00:00,7937.59,8097.35,7940.0,7995.79,1199.11803979 +2019-06-10 11:00:00,7631.06,8012.99,7665.52,7945.51,1758.64228389 +2019-06-10 10:00:00,7648.46,7720.35,7706.9,7663.6,205.51701455 +2019-06-10 09:00:00,7699.51,7736.01,7723.0,7707.01,62.43920957 +2019-06-10 08:00:00,7709.49,7749.87,7713.46,7718.79,122.39851287 +2019-06-10 07:00:00,7698.53,7746.93,7700.56,7713.47,171.5581259 +2019-06-10 06:00:00,7639.86,7739.99,7640.91,7700.64,238.20607771 +2019-06-10 05:00:00,7615.0,7649.01,7648.04,7642.9,233.2354962 +2019-06-10 04:00:00,7624.05,7680.0,7667.63,7648.97,257.40067286 +2019-06-10 03:00:00,7640.84,7691.98,7640.84,7667.64,228.70450832 +2019-06-10 02:00:00,7590.03,7664.21,7625.34,7640.85,206.84756608 +2019-06-10 01:00:00,7591.75,7676.77,7610.44,7625.34,238.51147363 +2019-06-10 00:00:00,7516.9,7640.76,7635.05,7610.36,645.36426792 +2019-06-09 23:00:00,7550.66,7658.84,7593.81,7634.58,461.04069169 +2019-06-09 22:00:00,7508.77,7636.34,7636.34,7591.33,1214.08395844 +2019-06-09 21:00:00,7626.0,7747.96,7718.23,7636.34,317.58127015 +2019-06-09 20:00:00,7700.01,7766.86,7751.99,7718.23,278.19545273 +2019-06-09 19:00:00,7680.0,7765.78,7683.53,7752.0,364.40946638 +2019-06-09 18:00:00,7638.43,7698.62,7651.18,7682.0,297.21937583 +2019-06-09 17:00:00,7600.0,7686.31,7647.06,7655.99,610.07432153 +2019-06-09 16:00:00,7602.0,7752.61,7752.61,7647.06,1110.37231132 +2019-06-09 15:00:00,7735.42,7789.48,7789.23,7752.6,458.60165425 +2019-06-09 14:00:00,7701.0,7789.24,7763.44,7789.24,306.9519687 +2019-06-09 13:00:00,7712.5,7790.0,7763.91,7760.42,223.74591295 +2019-06-09 12:00:00,7726.0,7876.76,7876.76,7763.9,875.9130891 +2019-06-09 11:00:00,7867.04,7917.94,7891.67,7876.76,86.09425762 +2019-06-09 10:00:00,7870.19,7904.94,7900.44,7889.49,43.84856699 +2019-06-09 09:00:00,7884.7,7927.3,7921.89,7900.45,72.57583732 +2019-06-09 08:00:00,7900.77,7950.44,7920.01,7921.9,66.82552652 +2019-06-09 07:00:00,7871.76,7927.92,7894.43,7920.01,127.76615161 +2019-06-09 06:00:00,7868.01,7900.77,7900.77,7894.43,64.85608207 +2019-06-09 05:00:00,7886.2,7911.6,7902.0,7900.77,67.18167477 +2019-06-09 04:00:00,7870.37,7902.0,7891.17,7902.0,78.40689538 +2019-06-09 03:00:00,7860.58,7910.42,7866.76,7891.17,135.98000974 +2019-06-09 02:00:00,7855.77,7903.75,7885.17,7866.76,114.7400058 +2019-06-09 01:00:00,7875.0,7923.69,7896.65,7885.6,96.99105573 +2019-06-09 00:00:00,7883.88,7960.0,7930.14,7896.18,194.01647848 +2019-06-08 23:00:00,7920.26,7975.8,7947.85,7930.14,127.78347849 +2019-06-08 22:00:00,7893.81,7948.99,7896.6,7948.0,144.60020529 +2019-06-08 21:00:00,7871.42,7922.0,7872.0,7893.81,202.69889755 +2019-06-08 20:00:00,7833.64,7875.0,7839.99,7872.0,211.90900132 +2019-06-08 19:00:00,7825.0,7860.0,7839.87,7840.0,244.92849517 +2019-06-08 18:00:00,7800.0,7866.69,7849.01,7839.86,311.73904081 +2019-06-08 17:00:00,7786.01,7858.86,7854.57,7849.01,585.82593058 +2019-06-08 16:00:00,7818.52,7949.62,7949.62,7854.87,457.36814448 +2019-06-08 15:00:00,7861.29,7959.77,7938.47,7949.94,353.18447848 +2019-06-08 14:00:00,7908.06,7974.27,7974.27,7937.32,164.53744565 +2019-06-08 13:00:00,7923.72,7984.41,7952.01,7973.37,130.88247208 +2019-06-08 12:00:00,7915.34,8014.87,8012.02,7948.95,256.56990031 +2019-06-08 11:00:00,7977.89,8015.93,7981.3,8015.51,83.89638407 +2019-06-08 10:00:00,7981.86,8036.36,8002.91,7982.69,78.8219558 +2019-06-08 09:00:00,7964.38,8007.8,7983.44,8002.63,70.14230667 +2019-06-08 08:00:00,7928.83,7997.95,7945.01,7980.99,119.38959201 +2019-06-08 07:00:00,7889.69,7959.97,7916.84,7945.01,149.67194463 +2019-06-08 06:00:00,7891.92,7967.82,7961.39,7920.0,250.82831697 +2019-06-08 05:00:00,7949.96,8028.2,7994.44,7961.39,254.98523662 +2019-06-08 04:00:00,7955.0,7994.44,7960.21,7994.43,114.50341988 +2019-06-08 03:00:00,7953.65,7995.55,7985.17,7960.55,123.94131988 +2019-06-08 02:00:00,7938.89,7990.03,7978.99,7986.0,180.05294441 +2019-06-08 01:00:00,7970.0,8048.93,8046.2,7976.4,226.24875098 +2019-06-08 00:00:00,7975.01,8059.99,7998.13,8046.2,244.00226763 +2019-06-07 23:00:00,7990.81,8083.27,8028.84,7998.13,487.82520997 +2019-06-07 22:00:00,7947.46,8039.99,7953.51,8028.97,307.78135008 +2019-06-07 21:00:00,7873.76,7967.85,7899.54,7954.1,759.0356274 +2019-06-07 20:00:00,7878.62,8019.95,7970.86,7899.53,828.1566094 +2019-06-07 19:00:00,7960.0,8103.85,8090.05,7970.85,1191.77319996 +2019-06-07 18:00:00,8082.71,8134.29,8096.0,8093.43,560.51619185 +2019-06-07 17:00:00,8062.14,8119.58,8069.48,8096.0,678.27866483 +2019-06-07 16:00:00,7929.47,8118.0,7943.0,8068.78,1555.65286756 +2019-06-07 15:00:00,7923.51,7958.64,7934.31,7943.01,478.53231705 +2019-06-07 14:00:00,7934.24,7983.75,7983.6,7934.31,358.42561607 +2019-06-07 13:00:00,7918.0,7988.4,7927.07,7983.6,428.20370146 +2019-06-07 12:00:00,7919.99,7956.4,7920.0,7927.08,351.45001609 +2019-06-07 11:00:00,7913.84,7982.08,7960.59,7920.0,237.09226739 +2019-06-07 10:00:00,7958.63,7994.0,7958.64,7960.59,214.72648317 +2019-06-07 09:00:00,7942.22,8005.0,7976.99,7958.64,254.00144548 +2019-06-07 08:00:00,7946.0,8044.15,7946.01,7976.98,543.76641805 +2019-06-07 07:00:00,7916.61,8022.51,7928.7,7946.01,742.71286913 +2019-06-07 06:00:00,7805.76,7964.35,7807.24,7928.71,1097.50426782 +2019-06-07 05:00:00,7777.0,7809.92,7791.19,7807.24,79.27118882 +2019-06-07 04:00:00,7777.77,7825.0,7807.33,7791.19,157.9641248 +2019-06-07 03:00:00,7771.94,7821.67,7775.18,7807.55,297.23821666 +2019-06-07 02:00:00,7756.79,7810.0,7799.54,7775.17,221.23677358 +2019-06-07 01:00:00,7766.84,7810.0,7787.12,7799.54,254.51394038 +2019-06-07 00:00:00,7779.66,7835.79,7805.0,7787.13,584.02840389 +2019-06-06 23:00:00,7721.23,7828.02,7733.38,7805.0,1008.65242553 +2019-06-06 22:00:00,7704.32,7747.28,7738.94,7733.37,298.89883734 +2019-06-06 21:00:00,7682.66,7748.03,7685.08,7738.94,359.13970438 +2019-06-06 20:00:00,7577.8,7716.99,7599.01,7685.08,553.90355097 +2019-06-06 19:00:00,7558.73,7620.0,7594.8,7599.22,498.97315095 +2019-06-06 18:00:00,7450.0,7660.93,7645.53,7594.83,2686.799242 +2019-06-06 17:00:00,7637.37,7717.98,7715.68,7649.56,393.28284708 +2019-06-06 16:00:00,7689.96,7735.24,7710.72,7715.68,434.90193698 +2019-06-06 15:00:00,7670.0,7726.17,7696.77,7710.73,479.17060828 +2019-06-06 14:00:00,7592.93,7742.9,7741.97,7696.77,1216.55975231 +2019-06-06 13:00:00,7654.64,7771.78,7771.78,7742.18,950.10546428 +2019-06-06 12:00:00,7720.18,7865.0,7850.3,7772.01,903.70094986 +2019-06-06 11:00:00,7802.86,7856.78,7809.03,7850.3,218.0495811 +2019-06-06 10:00:00,7766.65,7815.0,7775.11,7810.48,117.60329915 +2019-06-06 09:00:00,7770.6,7820.0,7809.99,7774.79,156.50994302 +2019-06-06 08:00:00,7740.5,7810.0,7768.17,7810.0,149.09494144 +2019-06-06 07:00:00,7760.0,7827.0,7814.0,7768.17,135.26680404 +2019-06-06 06:00:00,7786.32,7820.37,7794.99,7814.0,134.77191885 +2019-06-06 05:00:00,7770.0,7841.0,7832.59,7795.0,316.22090526 +2019-06-06 04:00:00,7811.01,7865.32,7865.32,7832.6,186.32347067 +2019-06-06 03:00:00,7817.13,7870.0,7821.68,7865.81,220.17986905 +2019-06-06 02:00:00,7802.85,7861.0,7840.38,7821.69,373.63273721 +2019-06-06 01:00:00,7784.81,7874.68,7800.09,7840.54,356.71018397 +2019-06-06 00:00:00,7750.68,7829.78,7787.36,7800.12,377.62703108 +2019-06-05 23:00:00,7773.23,7843.88,7788.38,7789.48,594.579485 +2019-06-05 22:00:00,7689.08,7798.48,7736.94,7788.38,454.10898433 +2019-06-05 21:00:00,7618.44,7761.29,7734.86,7736.94,592.90734474 +2019-06-05 20:00:00,7660.15,7932.87,7792.89,7734.86,2016.87527816 +2019-06-05 19:00:00,7767.21,7850.0,7767.21,7792.89,597.45324682 +2019-06-05 18:00:00,7736.58,7810.59,7799.99,7766.91,395.15423878 +2019-06-05 17:00:00,7725.0,7839.88,7755.9,7799.62,635.95267068 +2019-06-05 16:00:00,7634.08,7781.36,7640.98,7755.57,713.72328326 +2019-06-05 15:00:00,7570.0,7719.01,7696.18,7641.25,868.46575831 +2019-06-05 14:00:00,7642.39,7798.92,7781.65,7691.87,771.50746199 +2019-06-05 13:00:00,7747.24,7797.15,7769.55,7781.72,325.05994249 +2019-06-05 12:00:00,7748.31,7819.67,7790.27,7769.53,388.72785646 +2019-06-05 11:00:00,7755.89,7888.99,7855.05,7789.8,587.89712895 +2019-06-05 10:00:00,7773.99,7889.0,7806.48,7855.05,267.27873677 +2019-06-05 09:00:00,7772.67,7834.0,7810.78,7806.41,223.92113629 +2019-06-05 08:00:00,7781.08,7847.0,7828.3,7810.78,138.35807251 +2019-06-05 07:00:00,7741.24,7836.0,7754.15,7828.3,313.95268297 +2019-06-05 06:00:00,7700.0,7777.77,7751.94,7753.08,402.88904361 +2019-06-05 05:00:00,7742.31,7819.47,7793.9,7753.87,310.65977746 +2019-06-05 04:00:00,7759.0,7822.4,7798.12,7793.91,202.74157923 +2019-06-05 03:00:00,7788.21,7847.04,7834.79,7797.62,303.80930671 +2019-06-05 02:00:00,7750.0,7868.28,7759.29,7833.93,707.10540383 +2019-06-05 01:00:00,7735.0,7791.33,7750.96,7759.31,371.78522818 +2019-06-05 00:00:00,7671.06,7792.82,7671.07,7750.99,1109.30479014 +2019-06-04 23:00:00,7614.31,7680.0,7646.11,7670.96,509.58846731 +2019-06-04 22:00:00,7427.0,7672.15,7437.76,7646.08,1941.95922425 +2019-06-04 21:00:00,7432.57,7712.8,7653.64,7437.76,1342.92107579 +2019-06-04 20:00:00,7566.34,7676.85,7606.35,7653.72,784.83134966 +2019-06-04 19:00:00,7500.0,7676.27,7666.18,7602.59,2643.44688653 +2019-06-04 18:00:00,7590.01,7720.99,7597.58,7666.99,1502.86513032 +2019-06-04 17:00:00,7560.0,7928.35,7916.6,7597.58,4329.43358359 +2019-06-04 16:00:00,7877.88,7960.0,7933.33,7912.21,491.26966221 +2019-06-04 15:00:00,7912.0,7995.0,7954.88,7933.33,481.71653093 +2019-06-04 14:00:00,7945.85,8000.0,7999.99,7955.0,433.09433625 +2019-06-04 13:00:00,7925.01,8016.98,7939.53,8000.0,679.68703153 +2019-06-04 12:00:00,7850.0,7944.64,7905.73,7939.54,601.87553844 +2019-06-04 11:00:00,7881.0,7957.78,7956.68,7907.2,393.39399284 +2019-06-04 10:00:00,7913.35,7975.51,7930.01,7957.04,490.389967 +2019-06-04 09:00:00,7880.42,7969.9,7931.32,7935.02,327.08402369 +2019-06-04 08:00:00,7864.5,7950.57,7868.12,7931.56,487.34599864 +2019-06-04 07:00:00,7742.28,7875.35,7846.83,7865.04,907.04432711 +2019-06-04 06:00:00,7789.87,7932.99,7932.66,7842.85,1031.12290269 +2019-06-04 05:00:00,7920.0,7980.86,7950.0,7933.14,306.98063317 +2019-06-04 04:00:00,7843.77,7981.8,7886.41,7952.99,969.65456982 +2019-06-04 03:00:00,7880.0,8020.0,8019.98,7886.37,689.56016214 +2019-06-04 02:00:00,7943.47,8020.0,7984.99,8019.99,642.1622422 +2019-06-04 01:00:00,7930.43,8025.0,7954.84,7985.0,1150.86581714 +2019-06-04 00:00:00,7700.0,8104.95,8104.95,7955.07,7348.28693491 +2019-06-03 23:00:00,8030.46,8476.11,8475.11,8107.96,5217.21889312 +2019-06-03 22:00:00,8401.0,8497.56,8483.64,8475.91,514.76980734 +2019-06-03 21:00:00,8455.64,8560.52,8552.8,8484.0,454.92992553 +2019-06-03 20:00:00,8520.0,8573.29,8561.0,8552.79,303.66056155 +2019-06-03 19:00:00,8531.0,8573.0,8554.62,8561.0,232.80833905 +2019-06-03 18:00:00,8473.71,8588.66,8473.98,8554.62,508.53206654 +2019-06-03 17:00:00,8462.77,8547.38,8536.96,8473.71,445.38449603 +2019-06-03 16:00:00,8440.33,8550.0,8480.46,8536.95,542.60563781 +2019-06-03 15:00:00,8327.45,8483.0,8404.62,8481.7,1408.36335092 +2019-06-03 14:00:00,8339.33,8493.0,8439.88,8404.63,1066.03316043 +2019-06-03 13:00:00,8432.97,8530.0,8529.38,8439.89,446.17235859 +2019-06-03 12:00:00,8464.28,8563.44,8490.97,8529.38,327.66982231 +2019-06-03 11:00:00,8475.11,8536.82,8536.4,8495.17,285.20328468 +2019-06-03 10:00:00,8464.01,8537.58,8471.32,8536.39,143.17323842 +2019-06-03 09:00:00,8413.3,8484.0,8457.01,8471.53,298.67456491 +2019-06-03 08:00:00,8457.5,8512.69,8468.0,8460.15,322.64187432 +2019-06-03 07:00:00,8330.03,8527.08,8524.84,8468.0,1229.49700018 +2019-06-03 06:00:00,8465.0,8619.99,8585.13,8522.45,794.07209533 +2019-06-03 05:00:00,8547.02,8684.81,8684.81,8588.4,524.20949305 +2019-06-03 04:00:00,8660.0,8695.21,8679.0,8687.05,175.67991668 +2019-06-03 03:00:00,8670.0,8705.0,8671.03,8679.0,318.65333923 +2019-06-03 02:00:00,8652.0,8709.01,8692.54,8671.02,353.04769045 +2019-06-03 01:00:00,8605.38,8710.0,8676.03,8692.59,447.93715436 +2019-06-03 00:00:00,8665.0,8742.48,8736.55,8676.03,316.75574336 +2019-06-02 23:00:00,8721.27,8760.0,8744.88,8736.55,214.55248097 +2019-06-02 22:00:00,8686.53,8755.49,8715.0,8744.97,302.59767398 +2019-06-02 21:00:00,8659.49,8723.15,8689.42,8715.0,163.0494966 +2019-06-02 20:00:00,8659.81,8720.0,8685.48,8689.41,233.23136504 +2019-06-02 19:00:00,8646.47,8693.26,8690.0,8682.22,128.56875165 +2019-06-02 18:00:00,8633.94,8694.4,8662.81,8691.02,212.89058403 +2019-06-02 17:00:00,8652.01,8715.0,8696.16,8662.01,257.12846614 +2019-06-02 16:00:00,8675.0,8729.01,8713.82,8699.68,213.02516148 +2019-06-02 15:00:00,8691.55,8740.28,8702.79,8713.82,238.56857964 +2019-06-02 14:00:00,8668.67,8734.55,8692.76,8702.84,313.76803943 +2019-06-02 13:00:00,8610.26,8811.51,8811.51,8692.63,613.29220692 +2019-06-02 12:00:00,8746.32,8834.0,8746.33,8811.5,487.56313108 +2019-06-02 11:00:00,8720.0,8747.93,8734.06,8746.33,100.10569308 +2019-06-02 10:00:00,8693.85,8737.85,8717.98,8734.1,127.94008713 +2019-06-02 09:00:00,8706.11,8762.44,8739.67,8717.98,184.80023217 +2019-06-02 08:00:00,8682.7,8762.77,8707.97,8739.68,366.27189695 +2019-06-02 07:00:00,8585.5,8743.99,8585.5,8707.97,546.88244138 +2019-06-02 06:00:00,8572.02,8600.0,8593.88,8583.01,151.55331977 +2019-06-02 05:00:00,8563.3,8593.89,8586.54,8593.89,177.9040488 +2019-06-02 04:00:00,8560.19,8587.0,8560.19,8586.54,134.66567747 +2019-06-02 03:00:00,8552.67,8579.4,8565.15,8560.2,157.73824296 +2019-06-02 02:00:00,8559.58,8598.11,8582.65,8565.15,171.40995724 +2019-06-02 01:00:00,8562.23,8606.53,8570.0,8582.65,192.6403566 +2019-06-02 00:00:00,8550.0,8588.63,8558.8,8570.01,175.1389058 +2019-06-01 23:00:00,8530.0,8591.97,8584.11,8558.95,326.94079225 +2019-06-01 22:00:00,8542.0,8604.9,8597.82,8584.13,242.50056082 +2019-06-01 21:00:00,8533.22,8609.29,8540.0,8597.86,322.54516728 +2019-06-01 20:00:00,8529.29,8562.01,8535.8,8540.0,165.45478057 +2019-06-01 19:00:00,8480.03,8550.82,8502.92,8537.79,324.13219486 +2019-06-01 18:00:00,8502.91,8549.12,8528.14,8502.92,290.31828574 +2019-06-01 17:00:00,8514.87,8567.73,8567.73,8528.34,315.13229325 +2019-06-01 16:00:00,8529.25,8574.99,8535.48,8567.59,242.19620261 +2019-06-01 15:00:00,8489.17,8536.0,8496.03,8531.64,206.95807971 +2019-06-01 14:00:00,8474.0,8542.1,8520.01,8498.24,380.84763778 +2019-06-26 13:00:00,12723.79,12920.33,12812.86,12882.54,2085.52371034 +2019-06-26 12:00:00,12539.14,12848.53,12635.05,12816.67,1486.0191784 +2019-06-26 11:00:00,12563.26,12709.73,12693.88,12635.0,943.26373957 +2019-06-26 10:00:00,12299.0,12700.0,12354.04,12693.89,918.78003115 +2019-06-26 09:00:00,12112.22,12612.69,12612.49,12354.04,2194.24358358 +2019-06-26 08:00:00,12454.28,12646.95,12462.86,12610.86,794.5066405 +2019-06-26 07:00:00,12422.19,12744.65,12733.36,12451.0,1781.48718805 +2019-06-26 06:00:00,12450.0,12757.03,12472.86,12727.36,2185.07664873 +2019-06-26 05:00:00,12162.22,12940.0,12443.79,12472.91,5914.62128355 +2019-06-26 04:00:00,12133.62,12477.34,12235.01,12443.7,3675.18744953 +2019-06-26 03:00:00,11894.71,12258.39,11894.71,12235.01,4605.48353215 +2019-06-26 02:00:00,11770.0,11912.85,11875.0,11894.72,1267.42617507 +2019-06-26 01:00:00,11803.49,11962.43,11919.19,11879.85,2021.71993077 +2019-06-26 00:00:00,11667.08,11966.66,11754.25,11918.01,3341.04496118 +2019-06-25 23:00:00,11602.0,11788.88,11671.23,11755.53,2296.84921413 +2019-06-25 22:00:00,11525.0,11700.0,11546.17,11675.19,2622.6627309 +2019-06-25 21:00:00,11364.83,11588.0,11364.83,11541.88,1427.99702669 +2019-06-25 20:00:00,11333.19,11410.0,11360.51,11364.89,649.94560676 +2019-06-25 19:00:00,11338.0,11399.99,11382.72,11365.99,522.98678484 +2019-06-25 18:00:00,11296.08,11397.0,11328.16,11382.78,754.08476 +2019-06-25 17:00:00,11210.0,11373.39,11323.0,11328.16,1612.61343158 +2019-06-25 16:00:00,11323.38,11440.0,11350.27,11326.99,944.36218744 +2019-06-25 15:00:00,11260.0,11389.0,11285.47,11353.55,847.72026001 +2019-06-25 14:00:00,11262.1,11355.0,11307.21,11285.47,730.03105903 +2019-06-25 13:00:00,11180.13,11307.21,11203.75,11307.0,862.95943394 +2019-06-25 12:00:00,11010.0,11414.62,11393.76,11203.76,2437.56462611 +2019-06-25 11:00:00,11314.95,11470.2,11408.52,11393.77,1049.10925288 +2019-06-25 10:00:00,11315.0,11449.84,11334.05,11409.39,765.3745747 +2019-06-25 09:00:00,11255.09,11344.07,11287.87,11334.05,297.94710399 +2019-06-25 08:00:00,11240.7,11370.0,11350.75,11290.78,362.56760052 +2019-06-25 07:00:00,11263.56,11376.36,11263.56,11357.91,398.26189398 +2019-06-25 06:00:00,11233.0,11389.0,11299.0,11263.46,985.66623595 +2019-06-25 05:00:00,11205.41,11350.0,11209.99,11299.05,1556.55653135 +2019-06-25 04:00:00,11111.68,11210.0,11133.34,11210.0,551.68314378 +2019-06-25 03:00:00,11076.86,11170.0,11122.52,11133.34,515.73603771 +2019-06-25 02:00:00,11071.43,11219.43,11116.22,11122.07,1227.87776852 +2019-06-25 01:00:00,11045.0,11129.5,11052.38,11116.22,622.90938794 +2019-06-25 00:00:00,10997.0,11129.47,11030.8,11052.43,984.08692786 +2019-06-24 23:00:00,10951.0,11040.0,11003.58,11032.32,437.75201161 +2019-06-24 22:00:00,10923.99,11050.0,10923.99,11006.36,698.55125788 +2019-06-24 21:00:00,10847.0,10936.32,10853.58,10924.0,387.37290584 +2019-06-24 20:00:00,10803.0,10944.99,10899.59,10853.7,518.63906602 +2019-06-24 19:00:00,10800.0,11012.04,10965.69,10899.59,1126.95178964 +2019-06-24 18:00:00,10960.0,11075.0,11025.0,10966.37,695.1957778 +2019-06-24 17:00:00,10975.0,11050.0,11002.63,11025.0,655.52455627 +2019-06-24 16:00:00,10898.37,11091.97,10917.59,11002.58,1719.22080076 +2019-06-24 15:00:00,10855.0,10965.95,10940.0,10917.59,609.56374392 +2019-06-24 14:00:00,10821.54,10941.55,10842.39,10939.99,664.92727871 +2019-06-24 13:00:00,10768.53,10892.0,10862.42,10842.32,477.90259006 +2019-06-24 12:00:00,10829.69,10941.62,10872.84,10859.53,406.04568705 +2019-06-24 11:00:00,10771.24,10877.42,10863.18,10872.84,427.17279197 +2019-06-24 10:00:00,10868.02,10960.0,10875.58,10870.41,435.21672274 +2019-06-24 09:00:00,10813.23,10930.0,10876.92,10875.59,433.94910535 +2019-06-24 08:00:00,10766.89,10876.37,10766.89,10876.37,353.90468618 +2019-06-24 07:00:00,10710.88,10791.97,10710.89,10767.16,206.39116492 +2019-06-24 06:00:00,10687.41,10793.65,10790.44,10710.89,384.72695435 +2019-06-24 05:00:00,10733.2,10820.0,10778.84,10790.44,448.65970261 +2019-06-24 04:00:00,10604.73,10780.0,10651.54,10778.84,431.83637528 +2019-06-24 03:00:00,10595.0,10674.0,10641.94,10652.23,414.98800548 +2019-06-24 02:00:00,10589.0,10690.0,10635.83,10641.94,549.44057455 +2019-06-24 01:00:00,10556.59,10704.12,10661.45,10635.91,726.82297329 +2019-06-24 00:00:00,10550.21,10833.0,10833.0,10661.46,2288.29866726 +2019-06-23 23:00:00,10720.93,10872.01,10857.77,10833.02,1032.13022173 +2019-06-23 22:00:00,10751.0,11015.64,10890.35,10858.0,2015.77459253 +2019-06-23 21:00:00,10750.0,11284.44,11027.04,10890.28,2787.15703984 +2019-06-23 20:00:00,10950.0,11088.0,10971.07,11027.04,1501.53292052 +2019-06-23 19:00:00,10844.03,11034.17,10844.04,10971.06,1458.97076153 +2019-06-23 18:00:00,10706.98,10845.0,10716.87,10845.0,869.76644142 +2019-06-23 17:00:00,10660.0,10735.0,10677.45,10716.87,326.29403314 +2019-06-23 16:00:00,10650.0,10749.99,10728.81,10670.93,511.59437014 +2019-06-23 15:00:00,10662.87,10738.23,10694.25,10728.8,496.44675058 +2019-06-23 14:00:00,10605.15,10746.88,10610.36,10694.25,422.23991997 +2019-06-23 13:00:00,10568.37,10676.0,10674.91,10605.85,369.5028157 +2019-06-23 12:00:00,10571.51,10736.59,10571.51,10674.91,335.88222891 +2019-06-23 11:00:00,10515.75,10640.0,10515.75,10575.74,385.99199573 +2019-06-23 10:00:00,10490.0,10630.0,10629.98,10515.47,466.16022166 +2019-06-23 09:00:00,10540.49,10682.15,10668.61,10630.0,384.92664646 +2019-06-23 08:00:00,10632.0,10725.71,10683.78,10668.61,213.99659646 +2019-06-23 07:00:00,10653.35,10752.53,10706.37,10684.95,222.64545865 +2019-06-23 06:00:00,10691.88,10782.72,10756.89,10706.36,245.44894721 +2019-06-23 05:00:00,10623.76,10765.99,10689.23,10748.72,464.6514213 +2019-06-23 04:00:00,10670.0,10779.48,10758.5,10695.09,329.3021926 +2019-06-23 03:00:00,10613.04,10777.27,10655.0,10757.17,430.56809713 +2019-06-23 02:00:00,10655.0,10858.62,10830.48,10659.85,617.95672377 +2019-06-23 01:00:00,10732.13,10890.85,10811.67,10829.41,590.55652587 +2019-06-23 00:00:00,10647.93,10878.99,10666.87,10812.63,907.16122171 +2019-06-22 23:00:00,10479.41,10744.99,10486.35,10666.86,912.24411688 +2019-06-22 22:00:00,10373.68,10577.85,10577.85,10486.4,1456.3808547 +2019-06-22 21:00:00,10520.67,10640.59,10612.43,10575.62,875.86916682 +2019-06-22 20:00:00,10582.96,10728.0,10666.19,10610.01,628.38099965 +2019-06-22 19:00:00,10450.0,10722.39,10626.55,10670.26,1578.46558949 +2019-06-22 18:00:00,10566.0,10800.0,10699.99,10626.54,1211.59796813 +2019-06-22 17:00:00,10644.68,10955.92,10907.08,10699.99,1562.98589679 +2019-06-22 16:00:00,10817.24,11000.0,10819.23,10907.09,1379.01351123 +2019-06-22 15:00:00,10641.84,10869.0,10782.87,10816.84,1607.28150545 +2019-06-22 14:00:00,10321.0,11180.0,11127.6,10782.87,4443.29977709 +2019-06-22 13:00:00,11060.0,11191.39,11128.95,11127.59,1468.35780789 +2019-06-22 12:00:00,10879.42,11215.89,10879.42,11122.15,2614.23700198 +2019-06-22 11:00:00,10813.15,10953.32,10910.93,10877.92,614.37585046 +2019-06-22 10:00:00,10863.14,10960.96,10934.13,10919.52,584.69644587 +2019-06-22 09:00:00,10763.46,10946.0,10813.39,10934.09,561.31136042 +2019-06-22 08:00:00,10640.51,10838.19,10669.84,10813.52,628.46781603 +2019-06-22 07:00:00,10660.01,10767.5,10757.0,10667.01,447.5047528 +2019-06-22 06:00:00,10650.0,10760.0,10730.02,10757.0,492.3625732 +2019-06-22 05:00:00,10644.96,10750.0,10644.96,10730.02,1098.21174076 +2019-06-22 04:00:00,10480.0,10711.92,10580.0,10647.83,2013.49668008 +2019-06-22 03:00:00,10511.11,10949.91,10730.0,10571.04,3263.51239449 +2019-06-22 02:00:00,10390.0,10865.98,10486.99,10730.01,4507.98755969 +2019-06-22 01:00:00,10155.0,10487.0,10165.0,10487.0,2770.56121952 +2019-06-22 00:00:00,10080.0,10239.99,10235.59,10165.58,1627.36562365 +2019-06-21 23:00:00,9908.11,10245.0,9913.79,10236.2,3944.79854434 +2019-06-21 22:00:00,9853.68,9923.68,9921.63,9913.69,594.65262515 +2019-06-21 21:00:00,9889.57,9949.0,9940.0,9920.01,523.21981258 +2019-06-21 20:00:00,9855.0,9945.0,9908.0,9941.4,1026.45122146 +2019-06-21 19:00:00,9828.62,9937.64,9928.05,9908.0,942.9928979 +2019-06-21 18:00:00,9890.0,9950.0,9924.01,9928.03,957.19675577 +2019-06-21 17:00:00,9841.1,9943.3,9872.5,9924.02,1444.57137311 +2019-06-21 16:00:00,9805.09,9899.99,9805.09,9872.49,1169.97010854 +2019-06-21 15:00:00,9777.85,9859.99,9822.9,9805.1,713.28548574 +2019-06-21 14:00:00,9725.81,9833.49,9766.71,9825.84,764.88054655 +2019-06-21 13:00:00,9677.0,9929.0,9835.87,9767.95,3109.95305175 +2019-06-21 12:00:00,9777.67,9853.72,9837.59,9835.87,554.48089255 +2019-06-21 11:00:00,9772.93,9854.0,9785.55,9842.06,601.83973139 +2019-06-21 10:00:00,9731.21,9814.0,9791.46,9785.56,474.69859316 +2019-06-21 09:00:00,9686.28,9814.0,9727.0,9792.34,661.31347305 +2019-06-21 08:00:00,9715.0,9749.91,9749.91,9727.01,190.22265397 +2019-06-21 07:00:00,9671.73,9750.0,9690.0,9749.91,461.30876843 +2019-06-21 06:00:00,9660.32,9763.54,9751.0,9690.01,591.20752507 +2019-06-21 05:00:00,9706.41,9756.73,9742.27,9751.0,482.52064131 +2019-06-21 04:00:00,9725.0,9779.3,9749.99,9742.27,406.19760689 +2019-06-21 03:00:00,9671.56,9749.99,9709.07,9749.99,787.99690032 +2019-06-21 02:00:00,9657.7,9812.06,9735.01,9709.06,1574.06773254 +2019-06-21 01:00:00,9583.55,9777.0,9583.55,9735.01,2281.87080187 +2019-06-21 00:00:00,9531.21,9589.99,9531.21,9585.0,645.42104647 +2019-06-20 23:00:00,9504.78,9584.99,9554.13,9531.21,507.36699914 +2019-06-20 22:00:00,9460.97,9584.98,9523.06,9552.38,880.36682029 +2019-06-20 21:00:00,9505.0,9599.0,9561.0,9520.56,880.53696857 +2019-06-20 20:00:00,9505.0,9599.0,9534.76,9561.0,1922.07881243 +2019-06-20 19:00:00,9405.01,9559.77,9434.21,9530.0,1746.92429073 +2019-06-20 18:00:00,9335.0,9465.89,9364.78,9431.38,1101.50617902 +2019-06-20 17:00:00,9288.0,9368.09,9368.09,9365.75,626.09535189 +2019-06-20 16:00:00,9361.53,9368.34,9362.87,9368.09,8.2756191 +2019-06-20 14:00:00,9320.0,9362.87,9320.0,9362.87,45.15655308 +2019-06-20 13:00:00,9271.96,9335.0,9277.93,9320.0,366.0926386 +2019-06-20 12:00:00,9250.03,9287.2,9270.03,9276.68,242.55176314 +2019-06-20 11:00:00,9229.73,9287.81,9244.99,9270.03,188.01627358 +2019-06-20 10:00:00,9210.3,9254.99,9232.83,9244.99,235.13778134 +2019-06-20 09:00:00,9230.38,9257.89,9232.22,9232.83,123.22428119 +2019-06-20 08:00:00,9219.31,9275.64,9275.63,9232.22,348.19673536 +2019-06-20 07:00:00,9261.19,9329.85,9293.87,9275.64,395.49715307 +2019-06-20 06:00:00,9290.0,9303.5,9295.17,9293.88,151.98053555 +2019-06-20 05:00:00,9294.5,9317.2,9312.57,9295.18,249.85720447 +2019-06-20 04:00:00,9285.0,9350.26,9336.34,9311.84,438.26599378 +2019-06-20 03:00:00,9326.59,9365.19,9341.93,9338.05,572.13710899 +2019-06-20 02:00:00,9265.14,9347.0,9265.26,9342.24,457.007615 +2019-06-20 01:00:00,9237.0,9282.86,9260.96,9265.26,307.77390515 +2019-06-20 00:00:00,9257.02,9299.69,9277.55,9260.95,350.46357594 +2019-06-19 23:00:00,9257.0,9319.5,9257.1,9277.54,687.01846924 +2019-06-19 22:00:00,9235.01,9291.15,9238.66,9257.1,1024.26321894 +2019-06-19 21:00:00,9135.0,9238.67,9168.88,9236.14,532.31738482 +2019-06-19 20:00:00,9117.97,9179.36,9150.0,9168.79,577.88354299 +2019-06-19 19:00:00,9110.53,9154.41,9112.81,9150.01,275.15880757 +2019-06-19 18:00:00,9104.91,9140.55,9140.55,9112.81,299.78507506 +2019-06-19 17:00:00,9117.85,9164.91,9134.48,9140.54,310.0248443 +2019-06-19 16:00:00,9071.99,9147.0,9098.01,9134.48,432.96848095 +2019-06-19 15:00:00,9051.0,9128.83,9073.09,9098.01,324.02328426 +2019-06-19 14:00:00,9056.7,9132.42,9132.4,9075.19,443.25297136 +2019-06-19 13:00:00,9048.28,9154.68,9080.15,9132.4,370.75169805 +2019-06-19 12:00:00,9048.0,9142.32,9133.88,9080.14,375.27520325 +2019-06-19 11:00:00,9100.0,9135.68,9133.16,9133.88,203.03694363 +2019-06-19 10:00:00,9085.0,9146.04,9112.9,9133.17,212.24189375 +2019-06-19 09:00:00,9099.06,9167.73,9165.59,9112.9,230.74968115 +2019-06-19 08:00:00,9161.25,9192.0,9178.21,9165.6,115.49890516 +2019-06-19 07:00:00,9130.07,9178.4,9155.05,9178.21,196.09029401 +2019-06-19 06:00:00,9148.07,9181.54,9173.07,9155.05,199.80126496 +2019-06-19 05:00:00,9144.95,9181.53,9166.0,9173.06,177.28614108 +2019-06-19 04:00:00,9139.01,9205.79,9139.01,9167.0,572.46374906 +2019-06-19 03:00:00,9132.88,9170.0,9146.01,9139.0,237.77553499 +2019-06-19 02:00:00,9117.77,9158.0,9134.75,9146.02,257.41416819 +2019-06-19 01:00:00,9130.81,9170.0,9168.86,9134.75,446.1083602 +2019-06-19 00:00:00,9035.75,9171.53,9078.48,9169.3,724.26684067 +2019-06-18 23:00:00,8958.99,9098.0,9006.87,9078.48,690.35505757 +2019-06-18 22:00:00,8945.62,9046.54,9018.21,9006.87,823.39263428 +2019-06-18 21:00:00,8986.0,9127.11,9126.22,9022.33,441.65400139 +2019-06-18 20:00:00,9043.05,9140.0,9071.02,9126.22,425.41601621 +2019-06-18 19:00:00,9034.37,9124.56,9113.56,9070.4,611.27794412 +2019-06-18 18:00:00,9026.19,9119.0,9050.0,9113.59,612.11421943 +2019-06-18 17:00:00,8930.0,9070.0,8993.82,9050.0,1224.15182466 +2019-06-18 16:00:00,8949.58,9082.01,9082.01,8990.96,701.29316733 +2019-06-18 15:00:00,8919.72,9145.05,9112.02,9081.46,1850.59401396 +2019-06-18 14:00:00,9103.29,9183.4,9180.0,9112.03,729.19247679 +2019-06-18 13:00:00,9140.0,9195.0,9170.29,9180.01,533.5041454 +2019-06-18 12:00:00,9100.0,9198.67,9176.85,9170.31,848.86077776 +2019-06-18 11:00:00,9156.71,9228.51,9228.51,9177.07,450.87779244 +2019-06-18 10:00:00,9197.47,9249.98,9223.2,9228.51,357.3249791 +2019-06-18 09:00:00,9175.9,9241.11,9175.9,9223.19,472.77923346 +2019-06-18 08:00:00,9100.22,9176.0,9120.73,9175.91,278.09285686 +2019-06-18 07:00:00,9031.0,9188.5,9182.36,9123.0,917.31791011 +2019-06-18 06:00:00,9133.22,9209.0,9155.24,9182.37,506.94550393 +2019-06-18 05:00:00,9106.0,9261.02,9261.02,9155.23,1075.36963386 +2019-06-18 04:00:00,9241.15,9296.37,9265.0,9261.02,344.49572225 +2019-06-18 03:00:00,9220.0,9283.96,9256.45,9265.0,536.20762734 +2019-06-18 02:00:00,9243.94,9307.29,9300.45,9256.45,556.13703566 +2019-06-18 01:00:00,9234.02,9329.93,9295.46,9300.44,793.03252633 +2019-06-18 00:00:00,9282.66,9359.48,9333.08,9295.46,635.02882126 +2019-06-17 23:00:00,9265.89,9475.0,9354.93,9333.14,2704.77166296 +2019-06-17 22:00:00,9269.0,9380.45,9292.6,9354.93,1107.8730518 +2019-06-17 21:00:00,9211.0,9292.6,9266.96,9291.06,684.38271752 +2019-06-17 20:00:00,9177.38,9373.11,9307.08,9267.0,1638.91636337 +2019-06-17 19:00:00,9244.07,9380.0,9279.2,9307.09,1090.61444084 +2019-06-17 18:00:00,9245.0,9321.39,9253.8,9279.2,479.13438041 +2019-06-17 17:00:00,9214.59,9278.0,9219.99,9253.79,629.25787299 +2019-06-17 16:00:00,9147.45,9231.99,9190.92,9219.99,675.08108639 +2019-06-17 15:00:00,9105.0,9400.21,9399.0,9192.38,2029.86922893 +2019-06-17 14:00:00,9270.57,9430.37,9280.05,9399.55,1122.74913063 +2019-06-17 13:00:00,9260.0,9320.43,9298.7,9280.54,584.7526821 +2019-06-17 12:00:00,9229.15,9386.04,9300.0,9298.71,1401.73896527 +2019-06-17 11:00:00,9257.45,9335.18,9281.09,9299.92,807.33468607 +2019-06-17 10:00:00,9151.78,9300.0,9186.75,9282.06,537.89029524 +2019-06-17 09:00:00,9151.78,9211.2,9205.07,9186.76,329.52316356 +2019-06-17 08:00:00,9158.0,9223.58,9158.01,9205.08,298.30811334 +2019-06-17 07:00:00,9125.89,9194.75,9142.71,9158.01,326.4246916 +2019-06-17 06:00:00,9116.53,9210.31,9174.63,9142.71,414.97182737 +2019-06-17 05:00:00,9155.02,9220.0,9185.0,9170.01,287.24653466 +2019-06-17 04:00:00,9156.48,9260.0,9165.29,9185.0,861.61026161 +2019-06-17 03:00:00,9085.57,9175.01,9088.0,9175.0,428.43088375 +2019-06-17 02:00:00,9085.59,9180.01,9133.99,9089.95,607.02143201 +2019-06-17 01:00:00,9111.11,9209.0,9184.01,9133.99,718.68584227 +2019-06-17 00:00:00,8975.78,9198.93,8975.78,9186.36,886.89937242 +2019-06-16 23:00:00,8965.17,9083.76,9065.57,8975.0,657.05231167 +2019-06-16 22:00:00,9003.17,9065.57,9037.07,9065.57,670.78566348 +2019-06-16 21:00:00,8914.27,9038.4,8934.45,9037.07,686.64935515 +2019-06-16 20:00:00,8810.53,8968.68,8922.0,8934.73,1258.29449619 +2019-06-16 19:00:00,8870.0,9062.61,9055.63,8922.0,1600.3424 +2019-06-16 18:00:00,9025.0,9098.47,9050.14,9055.63,709.12957779 +2019-06-16 17:00:00,8991.63,9199.98,9192.0,9047.37,1398.06537197 +2019-06-16 16:00:00,9156.0,9251.0,9244.17,9189.01,475.47307775 +2019-06-16 15:00:00,9160.0,9275.27,9254.15,9243.22,690.52612862 +2019-06-16 14:00:00,9213.84,9332.27,9237.0,9255.12,950.38245574 +2019-06-16 13:00:00,9040.69,9250.0,9070.53,9236.99,867.60425819 +2019-06-16 12:00:00,9050.0,9139.99,9119.99,9072.12,428.09854811 +2019-06-16 11:00:00,9034.0,9119.99,9108.72,9119.98,345.2457789 +2019-06-16 10:00:00,9038.0,9150.0,9073.74,9107.2,480.96010332 +2019-06-16 09:00:00,8960.0,9150.0,9060.16,9071.79,848.0092629 +2019-06-16 08:00:00,8861.0,9365.11,9305.36,9061.73,2065.1122162 +2019-06-16 07:00:00,9260.0,9335.06,9328.15,9305.11,507.86757849 +2019-06-16 06:00:00,9214.45,9388.0,9336.38,9327.48,1215.72583607 +2019-06-16 05:00:00,9098.0,9359.99,9101.69,9332.13,2249.54580196 +2019-06-16 04:00:00,9000.0,9112.28,9010.0,9101.0,1249.06522344 +2019-06-16 03:00:00,8958.51,9010.0,8975.25,9010.0,436.08384157 +2019-06-16 02:00:00,8954.41,9025.0,8958.28,8974.71,551.79281891 +2019-06-16 01:00:00,8825.0,9025.0,8830.0,8954.41,2009.08027833 +2019-06-16 00:00:00,8799.7,8862.96,8856.13,8829.99,269.49812694 +2019-06-15 23:00:00,8825.73,8878.08,8835.51,8860.23,400.65088119 +2019-06-15 22:00:00,8815.3,8862.48,8825.8,8835.35,205.90587178 +2019-06-15 21:00:00,8776.05,8829.26,8800.12,8825.05,216.5709457 +2019-06-15 20:00:00,8766.73,8861.93,8857.44,8801.64,611.61019408 +2019-06-15 19:00:00,8812.87,8879.7,8823.01,8857.41,405.20546908 +2019-06-15 18:00:00,8787.46,8850.0,8826.72,8825.94,682.49060923 +2019-06-15 17:00:00,8795.14,8883.29,8859.83,8826.73,589.83300031 +2019-06-15 16:00:00,8773.02,8916.63,8796.01,8859.83,1054.2471507 +2019-06-15 15:00:00,8700.0,8825.84,8700.0,8796.0,1286.78521161 +2019-06-15 14:00:00,8656.4,8725.85,8656.4,8700.0,363.57355939 +2019-06-15 13:00:00,8635.0,8658.29,8645.0,8656.32,207.91527609 +2019-06-15 12:00:00,8639.75,8670.01,8670.01,8645.01,245.31328435 +2019-06-15 11:00:00,8650.1,8681.5,8676.34,8670.01,199.89752567 +2019-06-15 10:00:00,8640.69,8693.68,8660.67,8676.35,110.61228678 +2019-06-15 09:00:00,8660.66,8693.79,8692.1,8660.67,108.75128583 +2019-06-15 08:00:00,8684.53,8724.94,8704.26,8692.11,118.09291372 +2019-06-15 07:00:00,8654.38,8709.8,8689.19,8704.26,226.04684862 +2019-06-15 06:00:00,8686.36,8774.43,8709.22,8689.2,613.85014596 +2019-06-15 05:00:00,8651.55,8713.69,8658.12,8709.22,238.68317295 +2019-06-15 04:00:00,8634.03,8664.73,8645.44,8655.61,154.30634951 +2019-06-15 03:00:00,8588.7,8671.0,8662.12,8645.63,655.56320037 +2019-06-15 02:00:00,8630.0,8695.2,8633.58,8662.13,296.90042767 +2019-06-15 01:00:00,8625.0,8672.07,8635.8,8630.37,364.08459061 +2019-06-15 00:00:00,8628.53,8710.0,8697.45,8635.36,640.28561978 +2019-06-14 23:00:00,8640.02,8738.92,8666.4,8697.46,961.60606871 +2019-06-14 22:00:00,8623.77,8707.64,8623.77,8669.89,950.78592309 +2019-06-14 21:00:00,8454.13,8665.94,8454.15,8623.78,2076.67962884 +2019-06-14 20:00:00,8410.0,8467.78,8410.0,8454.9,391.5558281 +2019-06-14 19:00:00,8393.0,8465.85,8410.71,8410.0,667.86257689 +2019-06-14 18:00:00,8388.06,8429.8,8397.81,8413.58,383.92617114 +2019-06-14 17:00:00,8350.33,8399.97,8366.04,8397.81,307.81190267 +2019-06-14 16:00:00,8366.03,8435.0,8414.61,8366.04,525.65591005 +2019-06-14 15:00:00,8399.96,8475.0,8401.05,8414.51,1027.67055446 +2019-06-14 14:00:00,8370.33,8436.73,8404.92,8400.99,557.09782315 +2019-06-14 13:00:00,8349.05,8450.0,8360.0,8405.0,1249.95071088 +2019-06-14 12:00:00,8271.3,8369.63,8275.55,8360.0,746.96447531 +2019-06-14 11:00:00,8268.67,8314.26,8294.83,8275.55,146.21250912 +2019-06-14 10:00:00,8280.5,8318.87,8300.4,8294.83,204.8789403 +2019-06-14 09:00:00,8261.3,8311.43,8293.65,8300.4,349.33878189 +2019-06-14 08:00:00,8247.15,8318.33,8266.25,8295.03,318.40227489 +2019-06-14 07:00:00,8228.14,8266.14,8228.59,8266.14,217.87944216 +2019-06-14 06:00:00,8201.48,8231.71,8230.01,8228.59,121.36192558 +2019-06-14 05:00:00,8225.07,8252.0,8242.99,8230.01,247.72659783 +2019-06-14 04:00:00,8192.96,8243.0,8210.03,8242.99,264.83058908 +2019-06-14 03:00:00,8190.96,8224.34,8203.03,8209.88,244.44307836 +2019-06-14 02:00:00,8185.67,8217.07,8194.38,8203.0,156.00811058 +2019-07-09 01:00:00,12261.55,12598.03,12261.56,12556.19,1989.57248619 +2019-07-09 00:00:00,12235.85,12320.0,12293.39,12261.55,550.00106404 +2019-07-08 23:00:00,12255.0,12395.0,12334.38,12293.53,1113.36452152 +2019-07-08 22:00:00,12288.01,12375.0,12343.08,12334.26,1361.88549226 +2019-07-08 21:00:00,12200.0,12356.98,12201.39,12345.0,930.9043552 +2019-07-08 20:00:00,12128.15,12304.17,12219.93,12204.29,2164.4743737 +2019-07-08 19:00:00,11882.08,12250.0,11882.73,12219.92,3130.42483166 +2019-07-08 18:00:00,11857.01,11919.17,11898.84,11882.67,524.1168251 +2019-07-08 17:00:00,11859.92,11925.0,11877.99,11898.83,475.38819238 +2019-07-08 16:00:00,11801.12,11909.89,11885.5,11877.99,1014.51382188 +2019-07-08 15:00:00,11856.0,11928.11,11889.99,11885.5,502.72842507 +2019-07-08 14:00:00,11862.1,11914.99,11895.39,11890.0,441.91763304 +2019-07-08 13:00:00,11841.02,11920.0,11894.81,11895.39,615.33846617 +2019-07-08 12:00:00,11840.14,11966.53,11945.0,11894.81,705.99185024 +2019-07-08 11:00:00,11865.1,12000.0,11925.02,11945.0,1168.00979342 +2019-07-08 10:00:00,11835.74,11969.99,11861.65,11925.03,632.14365488 +2019-07-08 09:00:00,11783.9,11930.98,11783.9,11861.65,2138.0077495 +2019-07-08 08:00:00,11400.0,11800.0,11472.62,11783.88,1334.95825411 +2019-07-08 07:00:00,11424.15,11511.97,11428.99,11472.62,202.57484172 +2019-07-08 06:00:00,11422.86,11470.01,11470.01,11429.0,175.42308193 +2019-07-08 05:00:00,11460.0,11514.85,11480.99,11472.74,170.9223126 +2019-07-08 04:00:00,11391.82,11500.0,11403.18,11481.0,336.4513246 +2019-07-08 03:00:00,11328.01,11436.23,11400.0,11403.56,319.67534187 +2019-07-08 02:00:00,11376.91,11466.41,11453.91,11396.38,295.55654705 +2019-07-08 01:00:00,11390.0,11471.0,11427.86,11456.22,269.95503981 +2019-07-08 00:00:00,11392.8,11547.23,11474.44,11428.3,398.83451521 +2019-07-07 23:00:00,11424.3,11494.3,11424.48,11474.42,256.59309434 +2019-07-07 22:00:00,11334.79,11581.0,11539.99,11429.59,692.85508464 +2019-07-07 21:00:00,11466.88,11559.95,11510.97,11542.46,382.40792424 +2019-07-07 20:00:00,11415.07,11620.0,11547.25,11510.97,681.13416088 +2019-07-07 19:00:00,11422.13,11617.06,11460.89,11547.26,985.58086415 +2019-07-07 18:00:00,11420.51,11545.0,11475.09,11461.22,708.01947636 +2019-07-07 17:00:00,11197.59,11565.47,11198.43,11475.03,1540.8463042 +2019-07-07 16:00:00,11138.17,11253.59,11250.7,11199.24,420.52901226 +2019-07-07 15:00:00,11184.59,11406.99,11341.53,11250.1,692.20216976 +2019-07-07 14:00:00,11341.26,11430.0,11374.96,11344.08,307.14302883 +2019-07-07 13:00:00,11267.85,11408.19,11354.05,11372.9,470.46256093 +2019-07-07 12:00:00,11332.01,11467.94,11342.29,11353.37,603.21589211 +2019-07-07 11:00:00,11250.63,11389.27,11280.28,11342.76,331.35826018 +2019-07-07 10:00:00,11207.24,11295.0,11246.62,11282.96,122.50834238 +2019-07-07 09:00:00,11163.47,11255.9,11190.56,11246.65,117.760998 +2019-07-07 08:00:00,11114.0,11204.4,11199.97,11191.13,289.96824945 +2019-07-07 07:00:00,11170.0,11245.65,11182.78,11195.51,115.31641206 +2019-07-07 06:00:00,11152.6,11243.05,11229.97,11182.79,223.77384775 +2019-07-07 05:00:00,11197.97,11302.82,11279.32,11229.97,233.97974702 +2019-07-07 04:00:00,11135.0,11322.92,11148.49,11279.31,536.86559591 +2019-07-07 03:00:00,11088.94,11209.99,11182.8,11148.49,431.28345046 +2019-07-07 02:00:00,11109.09,11229.07,11223.85,11186.24,265.86392665 +2019-07-07 01:00:00,11130.43,11240.0,11189.49,11229.1,298.51751734 +2019-07-07 00:00:00,11084.31,11248.99,11237.77,11190.3,585.04309404 +2019-07-06 23:00:00,11158.49,11255.0,11227.3,11237.77,365.07591083 +2019-07-06 22:00:00,11044.47,11234.78,11178.54,11230.99,1036.25827046 +2019-07-06 21:00:00,11080.0,11462.59,11462.59,11181.05,1415.63643259 +2019-07-06 20:00:00,11430.65,11525.0,11521.01,11460.0,268.6019597 +2019-07-06 19:00:00,11455.21,11526.44,11484.24,11518.79,427.03932684 +2019-07-06 18:00:00,11426.88,11620.0,11600.0,11486.45,709.77584088 +2019-07-06 17:00:00,11544.3,11625.4,11607.39,11597.81,397.57363599 +2019-07-06 16:00:00,11560.04,11723.6,11629.44,11601.73,608.75825372 +2019-07-06 15:00:00,11437.56,11689.44,11444.09,11624.52,1114.82457528 +2019-07-06 14:00:00,11361.64,11444.09,11394.58,11444.08,230.53309124 +2019-07-06 13:00:00,11352.01,11468.08,11455.24,11390.06,313.09660103 +2019-07-06 12:00:00,11340.0,11535.0,11432.0,11454.84,637.95200918 +2019-07-06 11:00:00,11338.99,11429.57,11381.1,11429.57,135.57700467 +2019-07-06 10:00:00,11358.1,11469.83,11426.15,11382.62,193.94689489 +2019-07-06 09:00:00,11329.81,11437.11,11347.52,11426.15,179.2509947 +2019-07-06 08:00:00,11304.79,11566.82,11455.25,11339.13,768.05678403 +2019-07-06 07:00:00,11376.94,11508.12,11398.48,11455.67,417.57578579 +2019-07-06 06:00:00,11355.41,11510.98,11359.61,11400.0,423.52945016 +2019-07-06 05:00:00,11281.13,11525.0,11434.21,11356.73,743.2140072 +2019-07-06 04:00:00,11421.99,11639.0,11513.21,11434.22,1496.19725216 +2019-07-06 03:00:00,11326.66,11537.08,11372.79,11507.13,497.81696768 +2019-07-06 02:00:00,11335.02,11454.0,11395.95,11372.8,399.83021475 +2019-07-06 01:00:00,11337.29,11471.61,11467.86,11393.32,653.4002644 +2019-07-06 00:00:00,10980.09,11473.64,10994.99,11471.0,2179.2566914 +2019-07-05 23:00:00,10832.2,11067.02,10948.66,11004.51,802.68818903 +2019-07-05 22:00:00,10908.32,11135.0,11083.5,10952.07,880.74904455 +2019-07-05 21:00:00,10963.73,11143.47,11033.26,11085.25,877.80003954 +2019-07-05 20:00:00,10802.0,11175.0,11128.32,11039.33,2482.8496971 +2019-07-05 19:00:00,11100.0,11290.97,11243.17,11131.12,661.4270012 +2019-07-05 18:00:00,11165.05,11355.0,11313.55,11244.63,953.86486477 +2019-07-05 17:00:00,11033.0,11327.0,11159.85,11313.61,1033.67027571 +2019-07-05 16:00:00,11154.43,11275.68,11260.0,11160.5,472.54980422 +2019-07-05 15:00:00,11207.09,11419.24,11364.44,11259.99,703.74034894 +2019-07-05 14:00:00,11172.2,11449.51,11172.21,11362.0,1079.94288277 +2019-07-05 13:00:00,11145.56,11237.2,11195.7,11172.2,463.30905568 +2019-07-05 12:00:00,11119.94,11247.35,11200.04,11199.26,446.8254761 +2019-07-05 11:00:00,11200.0,11312.16,11296.85,11200.03,337.58477626 +2019-07-05 10:00:00,11175.39,11348.99,11219.96,11299.99,624.28599263 +2019-07-05 09:00:00,10880.01,11236.29,10895.0,11219.96,940.78492055 +2019-07-05 08:00:00,10850.01,10975.97,10970.88,10894.98,623.18526524 +2019-07-05 07:00:00,10761.8,10970.88,10836.92,10970.87,1186.49810699 +2019-07-05 06:00:00,10788.8,11141.57,11113.85,10836.93,1410.38498882 +2019-07-05 05:00:00,11113.81,11208.96,11171.5,11113.81,246.7731668 +2019-07-05 04:00:00,11011.0,11180.0,11137.59,11169.01,498.47876552 +2019-07-05 03:00:00,11044.69,11179.99,11114.62,11135.44,493.69983794 +2019-07-05 02:00:00,11088.0,11278.09,11207.25,11120.61,976.27621998 +2019-07-05 01:00:00,11139.94,11267.12,11160.04,11207.43,690.96302168 +2019-07-05 00:00:00,10931.0,11222.0,11137.87,11160.03,1849.04802211 +2019-07-04 23:00:00,11035.01,11642.16,11619.43,11136.0,3961.87591032 +2019-07-04 22:00:00,11560.04,11710.0,11567.81,11619.75,400.2281735 +2019-07-04 21:00:00,11560.0,11743.82,11724.85,11561.76,575.78557341 +2019-07-04 20:00:00,11551.0,11862.2,11861.33,11718.98,1936.76001968 +2019-07-04 19:00:00,11743.82,11862.2,11837.67,11861.26,341.76944796 +2019-07-04 18:00:00,11789.3,11888.99,11878.99,11837.68,384.41296886 +2019-07-04 17:00:00,11795.64,11901.0,11795.64,11878.23,636.1316171 +2019-07-04 16:00:00,11651.0,11840.0,11757.95,11795.64,877.02867298 +2019-07-04 15:00:00,11741.79,11920.0,11880.0,11757.61,789.68155416 +2019-07-04 14:00:00,11818.72,11925.0,11878.09,11880.0,631.6203269 +2019-07-04 13:00:00,11780.01,11934.87,11792.98,11879.2,855.5840825 +2019-07-04 12:00:00,11719.45,11847.36,11747.48,11792.98,885.27364689 +2019-07-04 11:00:00,11605.72,11797.74,11620.0,11747.48,587.83686098 +2019-07-04 10:00:00,11526.56,11710.0,11656.98,11620.0,952.28386175 +2019-07-04 09:00:00,11616.16,11782.17,11782.16,11656.97,763.36672902 +2019-07-04 08:00:00,11634.61,11791.18,11705.02,11782.17,470.60828463 +2019-07-04 07:00:00,11686.03,11853.06,11776.57,11705.01,797.91806179 +2019-07-04 06:00:00,11672.89,11816.75,11704.21,11771.47,460.14141504 +2019-07-04 05:00:00,11610.0,11733.33,11670.01,11704.22,853.15595767 +2019-07-04 04:00:00,11642.55,11904.93,11894.0,11670.01,1397.50167391 +2019-07-04 03:00:00,11838.02,11968.95,11924.56,11894.0,676.4027811 +2019-07-04 02:00:00,11866.25,11969.99,11899.94,11924.94,707.42543468 +2019-07-04 01:00:00,11790.01,11947.22,11842.0,11899.24,973.03002771 +2019-07-04 00:00:00,11812.01,12064.26,11976.01,11849.99,1685.55172003 +2019-07-03 23:00:00,11812.03,12014.6,11918.75,11976.42,2267.22751183 +2019-07-03 22:00:00,11387.93,11968.03,11396.1,11920.0,4679.55045192 +2019-07-03 21:00:00,11311.11,11429.04,11376.47,11396.09,466.4210099 +2019-07-03 20:00:00,11230.0,11439.25,11274.36,11377.23,860.48594401 +2019-07-03 19:00:00,11186.09,11344.47,11251.78,11279.89,667.78420302 +2019-07-03 18:00:00,11030.0,11269.93,11181.01,11251.15,1703.15827778 +2019-07-03 17:00:00,11175.0,11359.99,11187.04,11181.01,1128.09538829 +2019-07-03 16:00:00,11120.51,11474.99,11461.36,11187.47,1932.80588677 +2019-07-03 15:00:00,11351.0,11508.26,11407.97,11463.1,1505.51604138 +2019-07-03 14:00:00,11200.0,11480.0,11266.43,11407.97,994.2021238 +2019-07-03 13:00:00,11195.01,11469.09,11392.87,11266.71,1323.62518198 +2019-07-03 12:00:00,11180.0,11424.76,11207.29,11389.73,726.36719095 +2019-07-03 11:00:00,11122.77,11390.0,11359.38,11205.4,584.37482593 +2019-07-03 10:00:00,11225.84,11420.01,11272.86,11359.28,734.87797871 +2019-07-03 09:00:00,10938.47,11276.73,11049.99,11270.07,1182.80728023 +2019-07-03 08:00:00,11047.72,11338.91,11256.45,11053.86,1273.74185105 +2019-07-03 07:00:00,11248.02,11490.28,11455.92,11258.18,1283.53554402 +2019-07-03 06:00:00,11326.98,11532.87,11480.0,11458.39,833.86554656 +2019-07-03 05:00:00,11231.91,11576.2,11279.76,11480.0,2058.93543227 +2019-07-03 04:00:00,11250.37,11430.0,11312.31,11272.07,1266.06250793 +2019-07-03 03:00:00,11125.0,11382.4,11166.71,11313.67,1323.67430883 +2019-07-03 02:00:00,11131.31,11368.87,11354.01,11166.71,1951.92584381 +2019-07-03 01:00:00,11211.0,11445.23,11258.31,11354.0,3334.62239789 +2019-07-03 00:00:00,10829.19,11283.61,10829.19,11258.25,4133.01731243 +2019-07-02 23:00:00,10687.88,10840.0,10797.99,10829.18,873.50411179 +2019-07-02 22:00:00,10657.98,10855.0,10681.21,10798.0,791.1585211 +2019-07-02 21:00:00,10589.0,10758.63,10705.0,10681.21,1107.41279223 +2019-07-02 20:00:00,10703.41,10925.0,10772.32,10705.0,1508.23392192 +2019-07-02 19:00:00,10668.2,10860.0,10697.99,10770.21,1784.7978877 +2019-07-02 18:00:00,10575.09,10730.0,10720.42,10698.0,1321.03233937 +2019-07-02 17:00:00,10489.44,10750.0,10489.46,10717.92,2267.7057587 +2019-07-02 16:00:00,10390.03,10595.24,10583.5,10489.46,1243.14230188 +2019-07-02 15:00:00,10364.66,10630.0,10545.57,10584.0,2119.00931608 +2019-07-02 14:00:00,9904.06,10545.57,9904.06,10528.76,3164.64511116 +2019-07-02 13:00:00,9837.97,10096.56,9999.65,9925.86,1359.56513074 +2019-07-02 12:00:00,9898.05,10151.61,9940.14,10000.75,2942.34418545 +2019-07-02 11:00:00,9651.0,10207.7,10026.71,9943.7,3806.41043037 +2019-07-02 10:00:00,9984.0,10238.66,10151.36,10026.72,956.06563766 +2019-07-02 09:00:00,10112.06,10306.0,10185.98,10151.66,961.38038879 +2019-07-02 08:00:00,9800.0,10264.84,9830.46,10185.98,1813.14056445 +2019-07-02 07:00:00,9763.47,9900.0,9766.2,9834.03,830.25118463 +2019-07-02 06:00:00,9711.03,9873.08,9783.52,9766.21,1388.91948293 +2019-07-02 05:00:00,9735.99,9935.0,9900.49,9783.54,2751.03748939 +2019-07-02 04:00:00,9777.0,10340.65,10302.99,9903.34,5792.03670378 +2019-07-02 03:00:00,10210.98,10320.0,10234.19,10299.39,726.57026467 +2019-07-02 02:00:00,10192.14,10358.0,10220.71,10231.37,885.11870284 +2019-07-02 01:00:00,10165.0,10387.99,10318.74,10219.96,1066.19974691 +2019-07-02 00:00:00,10318.74,10666.99,10578.23,10318.74,2155.21167855 +2019-07-01 23:00:00,10449.66,10644.4,10451.59,10577.63,1019.00770215 +2019-07-01 22:00:00,10414.01,10557.3,10555.69,10450.46,1135.15893751 +2019-07-01 21:00:00,10407.68,10597.0,10476.12,10555.7,1350.95745885 +2019-07-01 20:00:00,10201.98,10562.51,10207.52,10480.0,2502.37536056 +2019-07-01 19:00:00,9980.0,10269.35,10266.66,10192.99,3296.70738233 +2019-07-01 18:00:00,10154.09,10318.88,10250.37,10267.36,1153.06100105 +2019-07-01 17:00:00,10140.51,10368.0,10278.28,10245.23,1610.34435363 +2019-07-01 16:00:00,10210.0,10432.25,10343.18,10278.77,1832.57362419 +2019-07-01 15:00:00,9953.0,10350.0,10213.98,10342.79,5748.0435323 +2019-07-01 14:00:00,10150.0,10614.3,10531.65,10213.98,2988.61694597 +2019-07-01 13:00:00,10523.13,10677.7,10602.14,10532.39,1475.69004485 +2019-07-01 12:00:00,10456.0,10975.0,10953.99,10605.67,3398.35344665 +2019-07-01 11:00:00,10840.88,10979.29,10906.28,10953.98,891.78411837 +2019-07-01 10:00:00,10801.43,11076.19,11028.95,10906.31,1069.46175764 +2019-07-01 09:00:00,10993.73,11122.22,11096.63,11027.2,841.66344945 +2019-07-01 08:00:00,10858.0,11098.93,10899.05,11096.63,726.59568604 +2019-07-01 07:00:00,10787.72,11001.32,10868.44,10899.05,1119.40848163 +2019-07-01 06:00:00,10842.1,11049.0,10994.89,10868.43,668.91630134 +2019-07-01 05:00:00,10868.28,11125.44,11071.14,10994.89,1214.17443464 +2019-07-01 04:00:00,11014.0,11135.68,11069.72,11071.34,448.96913776 +2019-07-01 03:00:00,10953.63,11210.52,10984.68,11070.63,769.57212976 +2019-07-01 02:00:00,10789.15,11071.08,10890.0,10984.39,1035.80145807 +2019-07-01 01:00:00,10880.01,11100.2,11008.59,10890.0,1107.97144374 +2019-07-01 00:00:00,10600.0,11038.84,10761.26,11020.46,2420.74652221 +2019-06-30 23:00:00,10650.06,10996.36,10910.0,10761.26,3291.27200844 +2019-06-30 22:00:00,10791.0,11278.49,11270.06,10915.75,2691.45165927 +2019-06-30 21:00:00,11251.01,11425.0,11396.87,11270.17,471.92734177 +2019-06-30 20:00:00,11136.83,11424.19,11237.43,11400.0,884.68569181 +2019-06-30 19:00:00,11083.32,11304.33,11179.69,11237.68,856.93314935 +2019-06-30 18:00:00,11125.03,11286.34,11278.75,11179.69,1003.10141163 +2019-06-30 17:00:00,11185.0,11359.14,11199.99,11278.75,1680.70962531 +2019-06-30 16:00:00,10805.0,11250.0,11042.18,11199.99,2462.42588621 +2019-06-30 15:00:00,11029.23,11173.82,11157.57,11043.9,813.19072917 +2019-06-30 14:00:00,10875.0,11188.48,11073.32,11157.62,2169.92117497 +2019-06-30 13:00:00,10959.6,11593.99,11537.61,11080.11,2829.06562486 +2019-06-30 12:00:00,11464.0,11598.78,11516.59,11543.05,785.6862829 +2019-06-30 11:00:00,11456.02,11581.37,11505.22,11510.63,589.35638753 +2019-06-30 10:00:00,11415.77,11775.75,11755.98,11506.99,1707.31195801 +2019-06-30 09:00:00,11699.62,11844.99,11777.54,11755.47,373.40705432 +2019-06-30 08:00:00,11654.89,11793.35,11690.47,11777.81,266.12960711 +2019-06-30 07:00:00,11618.54,11915.77,11897.46,11690.46,1774.7699856 +2019-06-30 06:00:00,11874.79,12018.56,11964.61,11897.47,405.16020632 +2019-06-30 05:00:00,11851.45,12117.62,12027.21,11952.38,840.48021754 +2019-06-30 04:00:00,12010.0,12148.27,12123.16,12028.74,465.16900486 +2019-06-30 03:00:00,11984.35,12200.0,12069.99,12122.41,803.62539972 +2019-06-30 02:00:00,12010.0,12099.0,12094.73,12070.0,357.10030338 +2019-06-30 01:00:00,11985.77,12126.91,12118.38,12089.05,514.87053864 +2019-06-30 00:00:00,11868.56,12139.0,11869.84,12118.39,684.7341408 +2019-06-29 23:00:00,11805.0,12062.54,12040.04,11865.29,863.53684701 +2019-06-29 22:00:00,11924.31,12099.5,11938.15,12041.26,661.05738588 +2019-06-29 21:00:00,11870.0,12200.0,12137.34,11941.53,1064.08550085 +2019-06-29 20:00:00,11855.0,12262.92,11860.41,12139.88,1440.06952267 +2019-06-29 19:00:00,11847.44,12011.11,11963.64,11860.59,542.94610225 +2019-06-29 18:00:00,11890.3,12065.0,11950.0,11958.05,947.2498594 +2019-06-29 17:00:00,11735.0,12006.22,11807.84,11950.0,993.25786826 +2019-06-29 16:00:00,11615.04,11970.54,11883.38,11811.3,1827.57899136 +2019-06-29 15:00:00,11815.0,12058.0,11925.0,11881.36,1002.69539486 +2019-06-29 14:00:00,11830.0,12000.0,11965.84,11925.0,799.12646134 +2019-06-29 13:00:00,11901.72,12172.82,12046.17,11974.41,1336.68072057 +2019-06-29 12:00:00,11930.3,12090.0,11944.55,12050.0,838.27422105 +2019-06-29 11:00:00,11710.0,11947.0,11797.9,11944.56,836.55168222 +2019-06-29 10:00:00,11501.91,11820.0,11577.61,11787.79,737.71786381 +2019-06-29 09:00:00,11555.02,11740.0,11640.01,11580.29,489.55956518 +2019-06-29 08:00:00,11595.97,11823.76,11823.76,11640.01,554.42776482 +2019-06-29 07:00:00,11678.22,11868.99,11775.16,11828.94,530.81207817 +2019-06-29 06:00:00,11430.01,11800.0,11517.25,11775.1,900.62381295 +2019-06-29 05:00:00,11450.0,11672.79,11610.28,11524.3,781.33442397 +2019-06-29 04:00:00,11318.94,11632.86,11480.0,11609.93,1601.43512117 +2019-06-29 03:00:00,11393.48,11732.75,11716.44,11479.99,2394.35631207 +2019-06-29 02:00:00,11435.1,11797.77,11779.5,11706.06,4446.40352922 +2019-06-29 01:00:00,11774.71,12330.0,12203.19,11779.5,1827.45261001 +2019-06-29 00:00:00,12135.0,12379.99,12360.42,12203.22,1462.1163022 +2019-06-28 23:00:00,12250.09,12444.77,12300.03,12360.45,1323.8786104 +2019-06-28 22:00:00,12132.94,12320.14,12278.0,12300.16,1105.3738309 +2019-06-28 21:00:00,12213.36,12362.42,12221.01,12278.0,1206.74786798 +2019-06-28 20:00:00,12083.27,12426.16,12318.02,12220.0,2564.61234005 +2019-06-28 19:00:00,11914.5,12365.99,11929.96,12323.0,3705.10999833 +2019-06-28 18:00:00,11780.0,11960.0,11811.61,11922.21,1210.60059661 +2019-06-28 17:00:00,11737.0,11914.02,11913.71,11811.61,1578.90017021 +2019-06-28 16:00:00,11715.0,11975.0,11909.74,11910.43,1378.17190403 +2019-06-28 15:00:00,11729.01,11996.83,11729.01,11909.73,1571.86667662 +2019-06-28 14:00:00,11663.33,11874.0,11873.96,11728.82,996.37002814 +2019-06-28 13:00:00,11521.0,11882.18,11640.01,11869.23,1585.8453303 +2019-06-28 12:00:00,11556.01,12095.99,12071.38,11640.01,2003.24072698 +2019-06-28 11:00:00,11733.43,12100.0,11855.24,12080.41,1388.12101268 +2019-06-28 10:00:00,11681.02,12000.0,11880.37,11853.94,1485.58307032 +2019-06-28 09:00:00,11648.34,11924.24,11652.59,11880.37,1877.48911135 +2019-06-28 08:00:00,11252.05,11726.38,11252.05,11653.74,1316.59593282 +2019-06-28 07:00:00,11192.06,11533.81,11320.0,11251.35,1977.17167093 +2019-06-28 06:00:00,11113.88,11457.9,11113.88,11320.0,1939.09509688 +2019-06-28 05:00:00,10737.87,11111.11,11017.16,11111.11,1500.81293581 +2019-06-28 04:00:00,10832.58,11148.35,11105.37,11017.15,1654.68951372 +2019-06-28 03:00:00,10803.02,11111.0,10947.35,11104.79,2324.72667795 +2019-06-28 02:00:00,10923.03,11350.0,11236.25,10947.35,2013.1048819 +2019-06-28 01:00:00,11163.38,11538.25,11471.43,11228.08,2288.77908563 +2019-06-28 00:00:00,11027.0,11481.89,11159.29,11478.12,2095.96788542 +2019-06-27 23:00:00,10935.84,11341.51,11091.61,11159.29,4507.65622176 +2019-06-27 22:00:00,10727.56,11140.0,10727.56,11091.12,2888.1898058 +2019-06-27 21:00:00,10454.83,10820.0,10680.14,10727.56,1790.73850589 +2019-06-27 20:00:00,10300.0,10888.0,10829.67,10681.27,4531.07554898 +2019-06-27 19:00:00,10550.07,10995.75,10993.61,10829.67,3227.15500768 +2019-06-27 18:00:00,10629.24,11063.63,10822.99,10988.06,3623.44518627 +2019-06-27 17:00:00,10330.0,10928.07,10880.0,10825.13,8359.9349798 +2019-06-27 16:00:00,10755.0,11749.98,11630.47,10880.0,8230.03452964 +2019-06-27 15:00:00,11516.0,11940.98,11921.19,11630.83,1826.60315947 +2019-06-27 14:00:00,11300.0,11927.0,11609.63,11927.0,3813.96175831 +2019-06-27 13:00:00,11505.0,11799.54,11695.05,11617.3,2229.5471029 +2019-06-27 12:00:00,11575.0,12188.57,12080.48,11695.43,2339.35245213 +2019-06-27 11:00:00,11692.55,12100.0,11703.01,12092.08,1465.96362681 +2019-06-27 10:00:00,11618.26,12035.24,11775.75,11675.07,2127.1065666 +2019-06-27 09:00:00,11301.0,11982.2,11860.13,11775.72,6085.98200156 +2019-06-27 08:00:00,11751.0,12399.19,12364.95,11873.74,3042.54159518 +2019-06-27 07:00:00,12204.2,12511.81,12374.5,12371.32,939.54167679 +2019-06-27 06:00:00,12055.0,12799.79,12798.45,12370.14,2645.86140922 +2019-06-27 05:00:00,12552.75,12845.89,12845.89,12799.79,930.89696441 +2019-06-27 04:00:00,12775.0,13007.87,12813.69,12845.89,1510.97041342 +2019-06-27 03:00:00,12585.66,12850.0,12775.42,12813.69,930.12288571 +2019-06-27 02:00:00,12300.0,12837.13,12725.53,12775.53,2120.11073205 +2019-06-27 01:00:00,12337.61,13275.0,13083.25,12724.81,4224.4321773 +2019-06-27 00:00:00,12702.06,13358.68,12927.44,13083.11,3884.76341369 +2019-06-26 23:00:00,12435.35,12974.0,12435.36,12927.44,3212.28901874 +2019-06-26 22:00:00,12115.14,12575.0,12450.94,12435.36,3341.05656008 +2019-06-26 21:00:00,11350.0,12767.54,12728.99,12450.94,10580.73263307 +2019-06-26 20:00:00,11650.0,13850.0,13849.79,12723.2,11123.94504038 +2019-06-26 19:00:00,13546.86,13852.05,13815.0,13849.81,3484.37169224 +2019-06-26 18:00:00,13369.0,13868.44,13439.66,13815.0,3804.5007304 +2019-06-26 17:00:00,13155.17,13599.01,13590.0,13439.67,4325.76198629 +2019-06-26 16:00:00,12775.79,13600.0,12835.99,13590.0,5497.72960374 +2019-06-26 15:00:00,12711.08,12885.0,12754.12,12836.0,1635.2952051 +2019-06-26 14:00:00,12647.2,12948.74,12882.54,12754.12,2157.53767039 +2019-07-21 13:00:00,10480.0,10598.63,10567.65,10533.01,316.10109115 +2019-07-21 12:00:00,10530.0,10590.0,10579.94,10565.16,138.75452245 +2019-07-21 11:00:00,10520.0,10611.84,10550.03,10579.94,189.13483414 +2019-07-21 10:00:00,10485.55,10690.01,10690.0,10550.03,810.59742807 +2019-07-21 09:00:00,10679.64,10740.99,10680.0,10692.76,188.26269378 +2019-07-21 08:00:00,10483.38,10736.13,10605.11,10679.99,1154.61876555 +2019-07-21 07:00:00,10584.0,10649.99,10602.73,10605.39,195.18009196 +2019-07-21 06:00:00,10540.93,10633.12,10583.33,10601.53,228.84762869 +2019-07-21 05:00:00,10573.21,10660.0,10649.64,10582.77,584.83578393 +2019-07-21 04:00:00,10555.01,10680.57,10586.96,10643.15,355.86839303 +2019-07-21 03:00:00,10547.34,10668.01,10668.0,10589.99,682.14202762 +2019-07-21 02:00:00,10605.95,10809.16,10803.32,10672.19,932.4509296 +2019-07-21 01:00:00,10772.49,10825.0,10804.27,10803.31,262.68119073 +2019-07-21 00:00:00,10680.64,10835.0,10761.03,10802.27,950.18846799 +2019-07-20 23:00:00,10616.07,11112.31,11014.85,10761.03,3089.76657819 +2019-07-20 22:00:00,10950.0,11016.78,10967.67,11015.1,816.07374512 +2019-07-20 21:00:00,10907.02,10968.17,10938.28,10967.67,264.74677962 +2019-07-20 20:00:00,10900.0,10964.99,10931.67,10938.29,274.32962956 +2019-07-20 19:00:00,10890.68,10947.57,10944.99,10933.56,392.82588063 +2019-07-20 18:00:00,10910.86,10973.15,10910.86,10939.04,421.75721901 +2019-07-20 17:00:00,10810.0,11042.0,10829.4,10913.76,2496.43709335 +2019-07-20 16:00:00,10601.01,10889.21,10655.45,10826.4,1754.03904338 +2019-07-20 15:00:00,10579.9,10690.71,10622.39,10655.0,453.37991828 +2019-07-20 14:00:00,10549.89,10625.0,10550.0,10622.15,377.1335645 +2019-07-20 13:00:00,10493.44,10817.36,10539.64,10550.0,2598.58496128 +2019-07-20 12:00:00,10520.0,10636.03,10593.52,10539.69,374.52720508 +2019-07-20 11:00:00,10460.25,10634.55,10594.16,10593.51,577.47759205 +2019-07-20 10:00:00,10560.36,10650.6,10590.0,10597.97,154.75603109 +2019-07-20 09:00:00,10574.15,10635.0,10574.15,10590.7,146.17806968 +2019-07-20 08:00:00,10525.09,10589.59,10589.59,10574.12,147.76116609 +2019-07-20 07:00:00,10525.14,10734.06,10632.66,10589.96,716.57679922 +2019-07-20 06:00:00,10588.01,10635.0,10602.65,10632.66,178.61298212 +2019-07-20 05:00:00,10571.43,10644.74,10630.09,10602.68,507.91616941 +2019-07-20 04:00:00,10480.0,10652.46,10532.91,10630.08,695.19088015 +2019-07-20 03:00:00,10500.0,10560.0,10520.02,10533.51,303.95639679 +2019-07-20 02:00:00,10444.1,10546.45,10447.44,10522.03,243.06805361 +2019-07-20 01:00:00,10360.65,10504.32,10461.2,10447.44,498.0214307 +2019-07-20 00:00:00,10431.1,10615.0,10536.92,10465.05,907.37493639 +2019-07-19 23:00:00,10484.99,10608.53,10484.99,10538.06,639.64854104 +2019-07-19 22:00:00,10454.53,10594.99,10569.22,10485.0,436.70484649 +2019-07-19 21:00:00,10490.3,10571.65,10529.99,10569.22,571.72459752 +2019-07-19 20:00:00,10410.76,10548.0,10411.42,10529.99,728.22805479 +2019-07-19 19:00:00,10370.92,10456.44,10395.28,10411.43,448.67437834 +2019-07-19 18:00:00,10346.2,10465.09,10427.0,10395.28,696.1675014 +2019-07-19 17:00:00,10361.05,10480.0,10377.49,10427.02,609.53639643 +2019-07-19 16:00:00,10304.44,10427.0,10425.0,10377.49,663.42934576 +2019-07-19 15:00:00,10325.54,10444.79,10328.02,10425.0,679.01063265 +2019-07-19 14:00:00,10270.0,10462.71,10315.4,10327.34,1083.32405379 +2019-07-19 13:00:00,10111.0,10515.94,10509.61,10308.38,2210.15521009 +2019-07-19 12:00:00,10237.5,10662.0,10290.28,10509.61,1853.98817143 +2019-07-19 11:00:00,10276.78,10410.0,10342.07,10290.44,666.4097135 +2019-07-19 10:00:00,10260.0,10400.0,10361.9,10342.06,517.01546326 +2019-07-19 09:00:00,10275.0,10406.71,10375.05,10366.1,564.3950041 +2019-07-19 08:00:00,10236.05,10777.21,10637.02,10377.94,2336.01962423 +2019-07-19 07:00:00,10452.0,10679.0,10504.86,10639.87,592.48722516 +2019-07-19 06:00:00,10471.62,10583.28,10527.84,10504.85,329.73668013 +2019-07-19 05:00:00,10427.91,10575.0,10477.0,10531.08,734.93779686 +2019-07-19 04:00:00,10460.0,10620.66,10610.18,10476.99,973.99358776 +2019-07-19 03:00:00,10550.0,10674.95,10626.01,10610.19,389.94122044 +2019-07-19 02:00:00,10525.83,10700.0,10590.0,10626.01,728.51926978 +2019-07-19 01:00:00,10563.47,10731.42,10682.97,10591.07,621.79796207 +2019-07-19 00:00:00,10575.24,10694.59,10652.76,10679.08,653.63404464 +2019-07-18 23:00:00,10600.99,10799.0,10611.13,10649.07,1336.29380844 +2019-07-18 22:00:00,10525.13,10637.87,10608.8,10608.83,477.47886267 +2019-07-18 21:00:00,10539.67,10742.87,10614.52,10608.84,1195.86086174 +2019-07-18 20:00:00,10519.99,10677.0,10522.01,10614.99,1091.26424256 +2019-07-18 19:00:00,10476.58,10650.0,10527.03,10526.89,1185.38820518 +2019-07-18 18:00:00,10493.34,10749.0,10540.0,10530.79,2080.5194424 +2019-07-18 17:00:00,10450.01,10600.0,10511.98,10539.99,999.09883459 +2019-07-18 16:00:00,10376.94,10675.0,10462.02,10513.17,3207.19645777 +2019-07-18 15:00:00,10259.2,10492.4,10319.98,10462.02,3129.24935597 +2019-07-18 14:00:00,9291.0,10400.0,9418.5,10320.18,6769.47221632 +2019-07-18 13:00:00,9360.71,9497.96,9394.98,9411.58,1164.25307774 +2019-07-18 12:00:00,9333.0,9782.24,9775.72,9397.33,2802.22262205 +2019-07-18 11:00:00,9765.47,9870.0,9858.26,9775.42,350.8993437 +2019-07-18 10:00:00,9739.0,9895.95,9750.01,9862.49,270.30129985 +2019-07-18 09:00:00,9705.98,9821.07,9727.52,9753.33,286.08487269 +2019-07-18 08:00:00,9700.76,9855.65,9806.18,9725.09,525.89782971 +2019-07-18 07:00:00,9784.74,9917.5,9900.96,9806.18,401.44764817 +2019-07-18 06:00:00,9811.65,10027.05,9847.03,9900.75,1331.65229331 +2019-07-18 05:00:00,9818.79,9918.0,9917.37,9841.2,460.63050306 +2019-07-18 04:00:00,9666.05,9917.37,9730.02,9917.37,757.26633249 +2019-07-18 03:00:00,9666.53,9818.55,9818.55,9731.11,464.20037737 +2019-07-18 02:00:00,9706.4,9819.81,9785.01,9818.54,541.88828236 +2019-07-18 01:00:00,9627.08,9829.78,9630.0,9785.01,953.73694482 +2019-07-18 00:00:00,9583.88,9731.85,9696.39,9630.0,1262.1975215 +2019-07-17 23:00:00,9617.74,9742.69,9729.6,9696.31,1060.77578951 +2019-07-17 22:00:00,9705.51,9920.0,9813.63,9735.34,1083.14471773 +2019-07-17 21:00:00,9660.0,9968.0,9690.08,9813.63,1465.79228385 +2019-07-17 20:00:00,9641.24,9800.0,9761.23,9690.08,1420.38282652 +2019-07-17 19:00:00,9719.5,9998.0,9957.56,9761.23,1703.69393807 +2019-07-17 18:00:00,9735.76,9959.0,9810.4,9957.56,1905.43200837 +2019-07-17 17:00:00,9671.53,9880.0,9713.99,9809.15,1569.27197384 +2019-07-17 16:00:00,9669.99,9875.68,9750.0,9714.0,1485.56657309 +2019-07-17 15:00:00,9635.0,9835.0,9698.65,9751.74,1712.92103105 +2019-07-17 14:00:00,9521.0,9738.95,9522.94,9701.99,1991.18370722 +2019-07-17 13:00:00,9415.03,9540.0,9468.03,9522.94,1217.52027466 +2019-07-17 12:00:00,9100.77,9519.0,9176.57,9467.95,2407.71714518 +2019-07-17 11:00:00,9071.0,9418.83,9379.64,9174.06,3223.26552238 +2019-07-17 10:00:00,9246.86,9453.01,9453.01,9380.91,1422.04540829 +2019-07-17 09:00:00,9422.46,9549.01,9522.39,9453.25,696.13023844 +2019-07-17 08:00:00,9500.0,9616.99,9563.26,9519.67,367.8174301 +2019-07-17 07:00:00,9458.77,9631.61,9521.06,9570.0,775.13358319 +2019-07-17 06:00:00,9517.53,9588.0,9564.36,9523.05,629.30648519 +2019-07-17 05:00:00,9449.75,9588.0,9457.2,9561.26,701.92759105 +2019-07-17 04:00:00,9320.35,9529.14,9409.0,9454.26,1328.91730153 +2019-07-17 03:00:00,9355.74,9493.02,9366.46,9409.19,1483.45236983 +2019-07-17 02:00:00,9230.01,9473.81,9473.81,9366.61,3295.28951751 +2019-07-17 01:00:00,9440.0,9554.04,9501.43,9474.34,1126.33890085 +2019-07-17 00:00:00,9422.12,9614.29,9429.8,9501.43,1246.38430755 +2019-07-16 23:00:00,9350.0,9540.57,9479.91,9422.72,2412.62659312 +2019-07-16 22:00:00,9441.17,9657.15,9651.31,9479.91,1820.97887699 +2019-07-16 21:00:00,9361.52,9692.41,9604.39,9654.39,2289.15198256 +2019-07-16 20:00:00,9560.01,9783.18,9690.01,9604.39,2112.15954486 +2019-07-16 19:00:00,9560.01,9706.75,9597.97,9690.01,1610.34514051 +2019-07-16 18:00:00,9555.55,9788.0,9685.61,9597.97,3225.27453761 +2019-07-16 17:00:00,9426.61,9916.85,9907.5,9685.61,8703.37607194 +2019-07-16 16:00:00,9852.0,10516.32,10515.45,9900.0,7912.68835196 +2019-07-16 15:00:00,10412.3,10578.35,10428.0,10515.45,797.7775265 +2019-07-16 14:00:00,10367.63,10520.0,10398.0,10428.0,1178.34015446 +2019-07-16 13:00:00,10357.0,10555.0,10508.84,10396.65,1877.26298362 +2019-07-16 12:00:00,10430.0,10716.06,10713.47,10515.93,1226.18541189 +2019-07-16 11:00:00,10596.91,10789.06,10701.16,10712.31,485.43893709 +2019-07-16 10:00:00,10633.72,10759.07,10697.84,10698.91,313.83304406 +2019-07-16 09:00:00,10654.09,10869.93,10828.18,10690.75,572.89481817 +2019-07-16 08:00:00,10730.0,10870.0,10761.57,10828.17,346.83619453 +2019-07-16 07:00:00,10512.56,10815.88,10699.66,10762.22,1620.3014706 +2019-07-16 06:00:00,10690.0,10817.06,10776.01,10699.63,301.28268288 +2019-07-16 05:00:00,10678.19,10824.95,10772.32,10777.67,431.96134776 +2019-07-16 04:00:00,10631.23,10797.5,10728.12,10772.33,686.47334841 +2019-07-16 03:00:00,10655.25,10850.0,10786.93,10728.25,895.53449993 +2019-07-16 02:00:00,10723.0,10944.76,10939.12,10784.0,1172.09241433 +2019-07-16 01:00:00,10900.0,11040.0,10919.19,10937.22,824.0507347 +2019-07-16 00:00:00,10836.86,10967.86,10856.41,10915.03,793.51482022 +2019-07-15 23:00:00,10839.78,11080.01,10925.47,10854.47,1850.49978239 +2019-07-15 22:00:00,10742.2,10935.0,10742.2,10925.47,685.01358384 +2019-07-15 21:00:00,10731.02,10900.0,10826.83,10743.51,639.34138476 +2019-07-15 20:00:00,10770.04,10949.99,10855.0,10826.83,1006.05923306 +2019-07-15 19:00:00,10821.35,10949.99,10912.85,10855.0,1388.43871662 +2019-07-15 18:00:00,10358.87,10944.0,10430.73,10919.55,3844.00045042 +2019-07-15 17:00:00,10427.63,10656.5,10646.35,10430.72,1253.66410027 +2019-07-15 16:00:00,10481.07,10673.7,10580.0,10645.81,1043.47059235 +2019-07-15 15:00:00,10486.45,10621.0,10559.96,10577.0,1057.60829407 +2019-07-15 14:00:00,10391.3,10599.0,10391.3,10555.41,2244.3505883 +2019-07-15 13:00:00,10070.21,10419.21,10095.77,10391.32,1401.69800904 +2019-07-15 12:00:00,10092.27,10331.62,10303.98,10099.61,1012.51013497 +2019-07-15 11:00:00,10265.78,10395.0,10290.27,10308.56,409.25334959 +2019-07-15 10:00:00,10289.61,10392.47,10339.06,10292.93,311.97985335 +2019-07-15 09:00:00,10142.22,10394.61,10199.22,10339.06,507.03010495 +2019-07-15 08:00:00,10172.33,10350.23,10342.73,10199.23,473.76003016 +2019-07-15 07:00:00,10165.02,10359.42,10167.74,10340.94,859.15177316 +2019-07-15 06:00:00,10081.83,10221.6,10171.0,10169.32,876.87598704 +2019-07-15 05:00:00,10057.36,10190.0,10154.13,10171.0,1041.41572689 +2019-07-15 04:00:00,10151.76,10297.82,10258.29,10159.2,713.4673717 +2019-07-15 03:00:00,10057.36,10273.86,10099.73,10260.95,1829.39709462 +2019-07-15 02:00:00,9857.27,10100.0,10050.65,10099.74,2349.58258667 +2019-07-15 01:00:00,9992.19,10154.0,10009.17,10056.22,1519.55732197 +2019-07-15 00:00:00,9899.36,10200.0,10190.91,10006.51,5819.24697043 +2019-07-14 23:00:00,10084.4,10486.94,10486.94,10185.03,3245.92240142 +2019-07-14 22:00:00,10468.09,10670.37,10655.61,10492.51,962.92880201 +2019-07-14 21:00:00,10534.86,10718.2,10638.0,10657.96,788.06996085 +2019-07-14 20:00:00,10365.0,10735.01,10479.87,10638.0,1319.06958327 +2019-07-14 19:00:00,10381.0,10544.99,10477.65,10486.26,658.21489453 +2019-07-14 18:00:00,10311.9,10598.57,10569.97,10470.05,1443.59499788 +2019-07-14 17:00:00,10510.87,10673.2,10579.91,10569.96,1192.91334924 +2019-07-14 16:00:00,10337.68,10620.0,10419.99,10579.91,1550.55165802 +2019-07-14 15:00:00,10263.17,10650.0,10624.24,10419.99,2454.07287273 +2019-07-14 14:00:00,10550.0,10725.44,10653.46,10625.02,862.40129855 +2019-07-14 13:00:00,10520.01,10750.0,10703.35,10655.55,1089.80963905 +2019-07-14 12:00:00,10556.0,10750.84,10672.02,10704.06,1140.59024079 +2019-07-14 11:00:00,10565.0,10800.0,10729.96,10675.94,1057.21077358 +2019-07-14 10:00:00,10600.0,10905.05,10850.24,10726.27,1404.7534289 +2019-07-14 09:00:00,10640.0,11139.6,11085.0,10850.47,2566.20548779 +2019-07-14 08:00:00,11083.0,11201.41,11135.42,11085.02,202.69047139 +2019-07-14 07:00:00,11082.63,11229.78,11229.78,11136.67,615.59454781 +2019-07-14 06:00:00,11204.26,11310.0,11239.05,11227.96,165.03208606 +2019-07-14 05:00:00,11159.58,11259.98,11184.67,11239.09,378.37121588 +2019-07-14 04:00:00,11155.22,11354.3,11288.43,11184.74,550.4671234 +2019-07-14 03:00:00,11280.0,11369.95,11337.05,11284.16,351.64909531 +2019-07-14 02:00:00,11320.0,11467.27,11395.95,11337.06,367.31027004 +2019-07-14 01:00:00,11271.0,11449.99,11316.62,11399.35,850.91482148 +2019-07-14 00:00:00,11293.54,11430.0,11370.06,11316.46,611.27112174 +2019-07-13 23:00:00,11217.09,11401.0,11275.0,11370.08,681.83320249 +2019-07-13 22:00:00,11000.02,11483.85,11043.89,11275.0,2403.90719238 +2019-07-13 21:00:00,10814.4,11043.89,10913.28,11043.89,1260.30088169 +2019-07-13 20:00:00,10826.0,11195.25,11195.25,10913.29,2430.79629806 +2019-07-13 19:00:00,11010.0,11219.58,11136.99,11195.55,827.79431835 +2019-07-13 18:00:00,11054.16,11354.96,11353.03,11139.2,2038.83614217 +2019-07-13 17:00:00,11242.04,11425.0,11341.29,11350.88,617.76519637 +2019-07-13 16:00:00,11325.0,11475.0,11411.29,11344.9,455.63552144 +2019-07-13 15:00:00,11281.12,11425.0,11328.01,11411.28,464.76948805 +2019-07-13 14:00:00,11309.97,11424.5,11369.9,11329.86,284.53476828 +2019-07-13 13:00:00,11305.2,11458.87,11332.64,11369.95,437.63624496 +2019-07-13 12:00:00,11267.44,11389.0,11309.59,11332.64,288.78094829 +2019-07-13 11:00:00,11203.35,11348.33,11322.1,11309.59,449.25664249 +2019-07-13 10:00:00,11251.0,11532.31,11528.81,11322.11,1543.80001734 +2019-07-13 09:00:00,11476.66,11639.99,11563.44,11534.58,398.36176724 +2019-07-13 08:00:00,11490.87,11626.99,11505.01,11566.54,300.8585358 +2019-07-13 07:00:00,11479.13,11585.23,11577.0,11507.69,543.05855473 +2019-07-13 06:00:00,11577.0,11680.54,11675.0,11580.48,210.10541873 +2019-07-13 05:00:00,11631.45,11692.17,11645.32,11675.0,249.53115339 +2019-07-13 04:00:00,11531.22,11655.0,11628.38,11638.73,409.8021436 +2019-07-13 03:00:00,11565.0,11741.54,11685.0,11628.38,687.70221508 +2019-07-13 02:00:00,11680.0,11765.61,11715.86,11685.0,283.86828725 +2019-07-13 01:00:00,11640.98,11789.0,11758.86,11715.97,723.16254348 +2019-07-13 00:00:00,11731.37,11845.0,11797.53,11760.89,425.50745948 +2019-07-12 23:00:00,11771.37,11860.0,11815.01,11802.0,422.45064587 +2019-07-12 22:00:00,11749.74,11855.0,11795.01,11815.01,525.00117722 +2019-07-12 21:00:00,11788.08,11950.0,11915.42,11795.01,1028.47770953 +2019-07-12 20:00:00,11622.12,11925.0,11631.04,11915.42,1578.12564721 +2019-07-12 19:00:00,11550.0,11639.4,11610.0,11631.62,466.9881526 +2019-07-12 18:00:00,11551.49,11699.62,11629.57,11610.0,499.20712651 +2019-07-12 17:00:00,11533.01,11658.31,11551.88,11630.59,570.86623077 +2019-07-12 16:00:00,11450.0,11623.58,11527.01,11553.8,972.57419726 +2019-07-12 15:00:00,11491.74,11646.01,11646.01,11527.0,1119.98156053 +2019-07-12 14:00:00,11607.39,11736.26,11679.87,11646.02,1048.52229509 +2019-07-12 13:00:00,11660.08,11765.81,11677.76,11679.98,628.98009851 +2019-07-12 12:00:00,11569.72,11733.0,11700.66,11677.74,659.27932917 +2019-07-12 11:00:00,11643.23,11723.2,11670.48,11701.47,336.19257321 +2019-07-12 10:00:00,11622.42,11799.0,11680.99,11678.27,476.70291882 +2019-07-12 09:00:00,11610.19,11700.0,11616.26,11676.02,171.05685717 +2019-07-12 08:00:00,11574.28,11711.47,11667.72,11616.27,431.52916873 +2019-07-12 07:00:00,11433.26,11739.0,11435.96,11667.72,1751.58929216 +2019-07-12 06:00:00,11320.77,11450.03,11375.86,11435.96,661.25318847 +2019-07-12 05:00:00,11234.26,11395.0,11310.54,11378.0,469.89046593 +2019-07-12 04:00:00,11079.59,11342.24,11184.97,11310.54,1247.54543203 +2019-07-12 03:00:00,11112.57,11374.0,11373.89,11184.97,1212.17729797 +2019-07-12 02:00:00,11303.0,11425.0,11425.0,11373.96,345.062854 +2019-07-12 01:00:00,11360.0,11529.98,11470.36,11425.0,657.75870801 +2019-07-12 00:00:00,11188.01,11523.4,11348.56,11470.4,1260.0400308 +2019-07-11 23:00:00,11201.32,11374.0,11328.6,11349.0,792.41883906 +2019-07-11 22:00:00,11269.0,11440.0,11295.0,11330.86,1019.43142413 +2019-07-11 21:00:00,11053.09,11340.0,11144.32,11295.01,1156.80822934 +2019-07-11 20:00:00,10933.0,11658.74,11592.85,11152.18,6340.0029401 +2019-07-11 19:00:00,11530.0,11692.97,11675.86,11592.98,1033.41957794 +2019-07-11 18:00:00,11615.17,11750.75,11712.22,11675.86,841.52122372 +2019-07-11 17:00:00,11682.74,11800.0,11705.0,11712.22,1129.13455532 +2019-07-11 16:00:00,11431.92,11760.41,11535.0,11704.99,1703.0078808 +2019-07-11 15:00:00,11474.48,11829.76,11776.94,11535.01,1989.13342091 +2019-07-11 14:00:00,11639.64,11840.0,11639.64,11776.94,997.53408691 +2019-07-11 13:00:00,11583.73,11720.0,11590.06,11643.27,986.05408107 +2019-07-11 12:00:00,11575.03,11749.01,11605.75,11593.33,1057.20475784 +2019-07-11 11:00:00,11420.0,11623.78,11453.05,11608.84,689.94797203 +2019-07-11 10:00:00,11315.14,11528.83,11477.82,11459.07,984.5619343 +2019-07-11 09:00:00,11365.25,11544.2,11445.47,11477.83,738.2027417 +2019-07-11 08:00:00,11368.62,11633.15,11602.01,11445.17,834.3462512 +2019-07-11 07:00:00,11427.48,11625.0,11568.35,11604.4,1261.5735233 +2019-07-11 06:00:00,11380.01,11568.59,11457.0,11568.58,1063.23222049 +2019-07-11 05:00:00,11255.0,11472.0,11389.0,11457.23,1422.2570491 +2019-07-11 04:00:00,11169.36,11729.99,11703.79,11389.0,6484.15729878 +2019-07-11 03:00:00,11621.28,12011.31,11979.63,11704.24,1769.92402879 +2019-07-11 02:00:00,11862.3,12043.5,11984.81,11975.99,564.54954645 +2019-07-11 01:00:00,11835.8,12075.45,11916.99,11984.73,669.85630953 +2019-07-11 00:00:00,11771.61,12097.93,12097.48,11917.0,1773.04083222 +2019-07-10 23:00:00,12030.32,12201.01,12081.91,12097.96,824.08259364 +2019-07-10 22:00:00,11700.0,12163.77,11936.0,12088.6,2375.29964281 +2019-07-10 21:00:00,11553.21,11959.95,11779.03,11938.14,2260.1886496 +2019-07-10 20:00:00,11620.0,12099.0,12051.54,11770.0,4266.18013006 +2019-07-10 19:00:00,11887.0,12226.4,12219.27,12051.55,3124.04160833 +2019-07-10 18:00:00,12166.5,12335.0,12295.0,12214.52,1104.15284797 +2019-07-10 17:00:00,12024.14,12314.16,12305.12,12295.0,1738.38525735 +2019-07-10 16:00:00,12160.0,12372.93,12362.95,12308.0,2181.58801599 +2019-07-10 15:00:00,12038.64,12499.0,12463.13,12362.95,2996.84032905 +2019-07-10 14:00:00,12417.0,13089.97,13063.01,12463.13,3682.88741321 +2019-07-10 13:00:00,13027.53,13202.63,13063.12,13063.01,1466.87000201 +2019-07-10 12:00:00,12906.12,13088.33,13009.14,13060.48,770.62414317 +2019-07-10 11:00:00,12972.12,13161.47,13006.57,13012.0,1050.83195453 +2019-07-10 10:00:00,12914.39,13047.74,12970.01,13006.56,436.61708635 +2019-07-10 09:00:00,12945.41,13065.25,12945.41,12970.02,432.57839661 +2019-07-10 08:00:00,12833.86,12972.0,12875.87,12945.41,389.46871371 +2019-07-10 07:00:00,12801.0,12984.13,12957.16,12875.86,892.94697304 +2019-07-10 06:00:00,12921.0,13045.0,13043.77,12958.25,480.38273109 +2019-07-10 05:00:00,12964.86,13077.5,13035.07,13044.14,370.42830593 +2019-07-10 04:00:00,12912.83,13085.88,12979.0,13035.09,808.36204218 +2019-07-10 03:00:00,12875.0,13161.0,13056.05,12979.0,2388.44913356 +2019-07-10 02:00:00,12911.04,13147.0,12911.05,13055.49,2698.28030167 +2019-07-10 01:00:00,12840.0,12993.0,12873.22,12911.04,2206.85450797 +2019-07-10 00:00:00,12532.18,12900.0,12572.12,12870.63,2433.50241977 +2019-07-09 23:00:00,12523.57,12635.02,12576.84,12571.11,565.88549313 +2019-07-09 22:00:00,12458.76,12628.75,12570.0,12576.81,694.21760106 +2019-07-09 21:00:00,12382.15,12680.0,12400.0,12562.66,967.63251415 +2019-07-09 20:00:00,12315.0,12513.64,12513.64,12400.0,811.55895668 +2019-07-09 19:00:00,12276.0,12635.1,12595.0,12514.0,1715.7726601 +2019-07-09 18:00:00,12532.57,12669.29,12549.48,12595.01,663.11617668 +2019-07-09 17:00:00,12494.61,12599.0,12555.9,12549.49,726.39063177 +2019-07-09 16:00:00,12380.07,12599.99,12389.0,12558.81,1338.9788304 +2019-07-09 15:00:00,12159.34,12420.0,12319.45,12389.01,1421.40623202 +2019-07-09 14:00:00,12276.39,12444.98,12407.2,12320.0,1068.26158658 +2019-07-09 13:00:00,12326.0,12449.91,12391.28,12406.93,688.22134749 +2019-07-09 12:00:00,12263.13,12400.0,12314.98,12388.98,535.24171795 +2019-07-09 11:00:00,12212.82,12371.99,12293.13,12315.0,827.14798595 +2019-07-09 10:00:00,12105.32,12684.99,12684.52,12293.16,3103.52486353 +2019-07-09 09:00:00,12504.23,12689.87,12581.99,12684.51,282.00383305 +2019-07-09 08:00:00,12448.9,12608.35,12451.48,12579.53,711.82364798 +2019-07-09 07:00:00,12377.7,12829.96,12768.06,12455.13,1780.7281225 +2019-07-09 06:00:00,12602.69,12819.59,12675.33,12768.05,924.68725273 +2019-07-09 05:00:00,12661.02,12785.0,12719.88,12676.61,805.81224578 +2019-07-09 04:00:00,12600.79,12772.72,12675.58,12718.36,909.83709322 +2019-07-09 03:00:00,12582.0,12790.0,12665.98,12675.94,1789.91180053 +2019-07-09 02:00:00,12553.27,12749.99,12556.19,12665.98,2559.6878737 +2019-08-03 01:00:00,10500.0,10684.35,10522.95,10648.77,1189.75923975 +2019-08-03 00:00:00,10508.5,10550.0,10533.62,10522.95,262.73442754 +2019-08-02 23:00:00,10504.28,10547.5,10520.0,10533.01,291.51145965 +2019-08-02 22:00:00,10410.24,10532.13,10421.61,10520.0,384.24827927 +2019-08-02 21:00:00,10355.0,10455.99,10404.64,10421.63,592.85475416 +2019-08-02 20:00:00,10354.69,10474.45,10470.0,10404.64,692.42531484 +2019-08-02 19:00:00,10401.0,10483.82,10463.09,10470.01,550.28295575 +2019-08-02 18:00:00,10420.87,10489.6,10460.88,10463.09,447.93309933 +2019-08-02 17:00:00,10403.8,10481.26,10437.68,10460.9,560.54152632 +2019-08-02 16:00:00,10383.56,10670.0,10613.08,10437.68,2181.80583858 +2019-08-02 15:00:00,10549.51,10644.0,10591.63,10613.07,1019.42971756 +2019-08-02 14:00:00,10516.5,10590.59,10547.85,10590.59,455.35620012 +2019-08-02 13:00:00,10517.62,10563.46,10556.06,10547.85,295.52477893 +2019-08-02 12:00:00,10478.14,10570.0,10479.54,10558.98,345.35656088 +2019-08-02 11:00:00,10476.43,10545.0,10502.97,10476.99,338.62826815 +2019-08-02 10:00:00,10468.0,10521.03,10468.01,10502.97,239.20994869 +2019-08-02 09:00:00,10457.54,10554.99,10515.0,10468.0,374.52656058 +2019-08-02 08:00:00,10489.96,10542.42,10542.42,10515.01,445.03631267 +2019-08-02 07:00:00,10480.0,10576.0,10482.5,10542.42,558.56841163 +2019-08-02 06:00:00,10428.13,10527.0,10430.34,10482.5,883.6074295 +2019-08-02 05:00:00,10368.0,10433.83,10384.01,10430.35,457.4740801 +2019-08-02 04:00:00,10347.42,10399.93,10355.01,10384.01,262.86754437 +2019-08-02 03:00:00,10344.0,10414.09,10399.98,10355.01,543.19864912 +2019-08-02 02:00:00,10395.35,10421.0,10404.98,10399.98,175.36938457 +2019-08-02 01:00:00,10380.74,10419.51,10393.51,10404.98,252.90836001 +2019-08-02 00:00:00,10321.42,10450.0,10404.41,10393.5,869.17857725 +2019-08-01 23:00:00,10383.47,10424.23,10396.15,10405.94,325.34227584 +2019-08-01 22:00:00,10373.82,10447.6,10421.38,10396.15,476.3447971 +2019-08-01 21:00:00,10370.02,10447.07,10412.92,10423.4,674.52427098 +2019-08-01 20:00:00,10288.21,10497.0,10290.0,10410.63,2498.28182116 +2019-08-01 19:00:00,10186.87,10348.41,10186.87,10290.0,1695.59791546 +2019-08-01 18:00:00,10088.35,10213.61,10105.54,10186.88,1241.88311567 +2019-08-01 17:00:00,10016.69,10120.0,10065.56,10105.35,665.40743118 +2019-08-01 16:00:00,10005.16,10073.68,10021.32,10065.55,549.28276674 +2019-08-01 15:00:00,9970.0,10024.85,9996.98,10021.32,340.59971181 +2019-08-01 14:00:00,9980.0,10051.43,10051.43,9999.58,394.47249187 +2019-08-01 13:00:00,10013.2,10062.5,10029.01,10051.43,301.78462363 +2019-08-01 12:00:00,9970.0,10040.26,9973.43,10029.36,506.76181813 +2019-08-01 11:00:00,9928.63,9980.0,9950.0,9974.63,195.29634402 +2019-08-01 10:00:00,9914.85,9963.14,9963.14,9949.99,220.9578797 +2019-08-01 09:00:00,9929.64,9978.05,9978.05,9963.14,119.54720318 +2019-08-01 08:00:00,9962.78,9994.99,9973.38,9981.34,84.55761425 +2019-08-01 07:00:00,9943.55,9988.35,9955.17,9973.39,198.04549793 +2019-08-01 06:00:00,9881.0,9984.94,9923.03,9955.17,716.12929464 +2019-08-01 05:00:00,9890.1,9998.22,9980.73,9923.76,421.87844559 +2019-08-01 04:00:00,9937.94,10015.0,10002.73,9984.99,439.38651046 +2019-08-01 03:00:00,9981.0,10035.0,10032.6,10002.72,480.7597209 +2019-08-01 02:00:00,10007.38,10042.0,10035.0,10032.6,368.38993739 +2019-08-01 01:00:00,9991.6,10060.81,10048.99,10035.01,437.23976032 +2019-08-01 00:00:00,10036.83,10166.98,10089.97,10048.44,1080.09831475 +2019-07-31 23:00:00,10002.33,10099.0,10009.72,10087.3,832.89495035 +2019-07-31 22:00:00,9981.06,10041.84,10041.84,10009.72,425.82920853 +2019-07-31 21:00:00,10007.51,10049.89,10026.0,10041.84,360.80273009 +2019-07-31 20:00:00,9997.52,10069.99,9997.53,10026.0,584.8847929 +2019-07-31 19:00:00,9978.5,10009.0,9981.6,9997.53,282.0081985 +2019-07-31 18:00:00,9947.12,10032.49,10031.0,9981.59,650.17020767 +2019-07-31 17:00:00,9974.31,10042.04,9986.71,10031.04,683.78751298 +2019-07-31 16:00:00,9959.01,10135.12,10054.42,9989.28,1209.26109455 +2019-07-31 15:00:00,9967.33,10100.0,9968.0,10054.99,1051.45096747 +2019-07-31 14:00:00,9930.92,10074.43,9957.42,9968.0,1247.63960995 +2019-07-31 13:00:00,9831.06,9967.0,9835.0,9957.42,845.66730808 +2019-07-31 12:00:00,9763.08,9895.0,9763.08,9835.0,1079.23596873 +2019-07-31 11:00:00,9755.0,9784.52,9777.07,9765.43,170.64570315 +2019-07-31 10:00:00,9751.98,9796.27,9767.45,9777.07,226.42168148 +2019-07-31 09:00:00,9732.15,9769.78,9757.7,9767.45,119.81942999 +2019-07-31 08:00:00,9736.26,9778.6,9736.26,9759.72,194.87775489 +2019-07-31 07:00:00,9728.09,9814.61,9770.78,9736.26,426.90914618 +2019-07-31 06:00:00,9703.18,9788.65,9711.61,9770.79,297.64473289 +2019-07-31 05:00:00,9681.99,9780.96,9681.99,9711.61,471.30277572 +2019-07-31 04:00:00,9653.08,9688.71,9684.33,9682.0,144.16402617 +2019-07-31 03:00:00,9640.01,9695.54,9683.0,9684.02,243.88928618 +2019-07-31 02:00:00,9670.47,9713.39,9712.0,9683.0,200.56004133 +2019-07-31 01:00:00,9665.49,9733.93,9713.95,9711.94,541.20170895 +2019-07-31 00:00:00,9570.01,9717.12,9589.01,9714.59,558.66889739 +2019-07-30 23:00:00,9572.01,9610.0,9577.33,9589.01,163.12223284 +2019-07-30 22:00:00,9557.78,9649.14,9586.18,9577.34,345.62457839 +2019-07-30 21:00:00,9519.83,9591.11,9543.96,9586.21,239.85621104 +2019-07-30 20:00:00,9526.47,9624.99,9612.79,9537.09,391.11429905 +2019-07-30 19:00:00,9505.0,9669.98,9645.08,9612.79,737.91398641 +2019-07-30 18:00:00,9625.44,9663.08,9632.15,9645.08,271.31850638 +2019-07-30 17:00:00,9606.58,9696.8,9695.0,9632.14,628.42395414 +2019-07-30 16:00:00,9677.76,9734.59,9699.99,9695.0,479.96864961 +2019-07-30 15:00:00,9558.99,9839.83,9559.0,9699.99,1920.2773791 +2019-07-30 14:00:00,9538.03,9583.0,9549.98,9559.0,362.00339552 +2019-07-30 13:00:00,9532.5,9564.78,9540.29,9549.98,218.2924837 +2019-07-30 12:00:00,9524.07,9610.99,9531.25,9542.85,420.71568586 +2019-07-30 11:00:00,9451.01,9615.0,9492.61,9534.79,568.9642189 +2019-07-30 10:00:00,9460.87,9524.47,9481.52,9498.85,112.16334767 +2019-07-30 09:00:00,9464.11,9493.5,9475.55,9481.98,65.96716307 +2019-07-30 08:00:00,9457.52,9520.0,9493.83,9478.48,132.40239341 +2019-07-30 07:00:00,9482.0,9504.41,9494.28,9493.83,88.97968635 +2019-07-30 06:00:00,9439.44,9523.46,9439.44,9497.87,348.2314198 +2019-07-30 05:00:00,9393.41,9445.0,9414.55,9439.44,220.92692569 +2019-07-30 04:00:00,9411.73,9445.66,9425.04,9414.55,240.36555041 +2019-07-30 03:00:00,9383.0,9436.25,9411.56,9425.08,274.90766421 +2019-07-30 02:00:00,9371.96,9474.41,9460.38,9406.77,744.71119132 +2019-07-30 01:00:00,9456.71,9517.15,9513.83,9460.56,269.47457262 +2019-07-30 00:00:00,9495.05,9522.0,9499.21,9512.87,165.43717545 +2019-07-29 23:00:00,9421.07,9520.0,9503.87,9495.01,458.64563501 +2019-07-29 22:00:00,9473.43,9520.0,9495.81,9503.88,167.73393406 +2019-07-29 21:00:00,9493.53,9532.0,9515.02,9496.13,228.56252993 +2019-07-29 20:00:00,9452.0,9519.99,9461.45,9515.02,343.74432121 +2019-07-29 19:00:00,9461.56,9510.14,9499.62,9461.58,227.99362459 +2019-07-29 18:00:00,9431.67,9514.8,9473.51,9499.59,439.06623189 +2019-07-29 17:00:00,9379.44,9544.88,9536.23,9473.51,1024.3218572 +2019-07-29 16:00:00,9356.75,9669.09,9509.63,9540.32,1659.4991498 +2019-07-29 15:00:00,9478.15,9560.0,9510.01,9509.63,578.8235701 +2019-07-29 14:00:00,9488.63,9562.35,9523.11,9510.01,422.41696457 +2019-07-29 13:00:00,9463.43,9580.68,9509.62,9523.12,419.20040252 +2019-07-29 12:00:00,9437.37,9510.99,9451.22,9509.97,217.53499295 +2019-07-29 11:00:00,9416.79,9492.37,9479.04,9449.71,260.97485204 +2019-07-29 10:00:00,9439.55,9500.0,9463.33,9479.04,183.28999814 +2019-07-29 09:00:00,9368.3,9567.24,9554.95,9463.26,935.78212876 +2019-07-29 08:00:00,9529.17,9616.72,9600.0,9552.67,236.62064257 +2019-07-29 07:00:00,9574.16,9600.0,9586.66,9600.0,66.19710924 +2019-07-29 06:00:00,9559.37,9601.1,9597.08,9586.66,157.71667444 +2019-07-29 05:00:00,9582.76,9651.96,9642.51,9597.09,406.14255451 +2019-07-29 04:00:00,9625.31,9665.81,9628.91,9642.5,149.65204883 +2019-07-29 03:00:00,9620.3,9650.0,9632.55,9624.79,157.12047579 +2019-07-29 02:00:00,9606.19,9660.64,9660.64,9632.55,342.18367354 +2019-07-29 01:00:00,9519.03,9729.87,9524.99,9660.96,1058.11004234 +2019-07-29 00:00:00,9485.0,9550.0,9533.0,9524.03,423.83320489 +2019-07-28 23:00:00,9472.98,9585.0,9521.21,9533.0,780.94294667 +2019-07-28 22:00:00,9108.88,9669.11,9447.22,9521.29,4831.82158202 +2019-07-28 21:00:00,9426.03,9515.88,9515.88,9445.95,227.94386712 +2019-07-28 20:00:00,9459.23,9549.21,9534.6,9511.14,393.70272809 +2019-07-28 19:00:00,9523.0,9544.92,9531.0,9534.61,107.34940991 +2019-07-28 18:00:00,9512.75,9550.0,9529.73,9531.0,199.06086172 +2019-07-28 17:00:00,9511.0,9549.0,9517.47,9529.73,176.98489338 +2019-07-28 16:00:00,9497.76,9565.61,9506.07,9517.47,243.00595911 +2019-07-28 15:00:00,9480.0,9538.56,9483.39,9506.07,174.85498253 +2019-07-28 14:00:00,9476.32,9526.26,9488.48,9480.0,187.15100706 +2019-07-28 13:00:00,9465.0,9499.96,9499.94,9487.76,174.66961657 +2019-07-28 12:00:00,9473.04,9529.0,9512.53,9495.56,197.69579038 +2019-07-28 11:00:00,9449.6,9553.06,9450.2,9512.53,233.18435517 +2019-07-28 10:00:00,9419.39,9476.76,9460.0,9450.2,219.84059335 +2019-07-28 09:00:00,9458.0,9515.21,9501.98,9460.86,68.94452096 +2019-07-28 08:00:00,9468.62,9519.2,9470.0,9501.98,120.7433691 +2019-07-28 07:00:00,9470.0,9516.98,9495.15,9470.5,73.96267719 +2019-07-28 06:00:00,9467.01,9541.2,9496.36,9495.15,160.65731017 +2019-07-28 05:00:00,9474.19,9531.22,9499.05,9496.37,182.44162335 +2019-07-28 04:00:00,9463.07,9570.0,9464.23,9499.9,310.5647895 +2019-07-28 03:00:00,9447.86,9480.0,9450.01,9464.93,111.87502986 +2019-07-28 02:00:00,9448.66,9487.21,9469.66,9450.02,150.39965829 +2019-07-28 01:00:00,9416.05,9477.0,9416.05,9469.66,289.60786956 +2019-07-28 00:00:00,9350.0,9470.0,9469.37,9416.98,437.34443331 +2019-07-27 23:00:00,9412.5,9540.0,9444.67,9479.98,775.78673065 +2019-07-27 22:00:00,9307.01,9523.24,9504.29,9441.11,1543.91090845 +2019-07-27 21:00:00,9438.91,9520.0,9445.56,9504.37,372.31392496 +2019-07-27 20:00:00,9374.27,9446.0,9402.51,9445.88,261.80394859 +2019-07-27 19:00:00,9375.0,9453.0,9396.63,9402.51,437.10009779 +2019-07-27 18:00:00,9368.44,9455.25,9450.95,9398.69,450.44442155 +2019-07-27 17:00:00,9416.45,9465.0,9436.83,9450.95,258.94075055 +2019-07-27 16:00:00,9397.0,9474.99,9423.31,9436.83,450.97519918 +2019-07-27 15:00:00,9292.0,9458.08,9430.97,9423.32,1413.04163287 +2019-07-27 14:00:00,9405.0,9473.55,9421.92,9432.55,604.95782457 +2019-07-27 13:00:00,9381.88,9466.05,9410.0,9421.92,502.98052984 +2019-07-27 12:00:00,9344.91,9499.96,9499.96,9410.0,1333.59543504 +2019-07-27 11:00:00,9426.02,9531.34,9505.63,9496.08,760.47958542 +2019-07-27 10:00:00,9402.0,10065.0,10058.01,9505.62,4788.16250383 +2019-07-27 09:00:00,10057.65,10088.35,10081.69,10058.03,104.39745288 +2019-07-27 08:00:00,10056.58,10097.53,10072.57,10081.69,78.22034294 +2019-07-27 07:00:00,10041.33,10095.11,10074.04,10070.19,181.44196862 +2019-07-27 06:00:00,10071.59,10096.93,10078.07,10074.04,78.51957999 +2019-07-27 05:00:00,10057.49,10129.0,10128.99,10074.52,365.39205454 +2019-07-27 04:00:00,10113.04,10139.97,10128.02,10129.0,195.19289453 +2019-07-27 03:00:00,10123.4,10144.91,10133.38,10128.9,174.38013714 +2019-07-27 02:00:00,10104.05,10138.97,10126.84,10133.4,331.0913527 +2019-07-27 01:00:00,10123.25,10192.0,10171.97,10127.08,525.61575344 +2019-07-27 00:00:00,9821.93,10248.41,9843.0,10171.79,2993.33914097 +2019-07-26 23:00:00,9785.0,9866.29,9790.69,9843.0,230.74936202 +2019-07-26 22:00:00,9780.0,9845.86,9836.0,9788.97,179.77123675 +2019-07-26 21:00:00,9771.2,9851.48,9836.61,9836.0,408.91897413 +2019-07-26 20:00:00,9734.3,9876.76,9860.01,9831.18,885.60144401 +2019-07-26 19:00:00,9817.55,9892.56,9818.1,9860.01,776.09953969 +2019-07-26 18:00:00,9790.01,9864.99,9790.13,9818.09,357.13144491 +2019-07-26 17:00:00,9754.05,9828.13,9809.01,9793.05,431.41202575 +2019-07-26 16:00:00,9770.15,9898.03,9798.61,9809.0,644.61307991 +2019-07-26 15:00:00,9765.0,9814.07,9776.42,9798.61,415.23616682 +2019-07-26 14:00:00,9713.67,9796.1,9787.44,9776.42,495.30801908 +2019-07-26 13:00:00,9732.38,9809.18,9788.63,9787.45,362.77330494 +2019-07-26 12:00:00,9756.0,9868.28,9797.14,9790.25,446.46699801 +2019-07-26 11:00:00,9767.77,9826.99,9771.99,9797.49,358.93205272 +2019-07-26 10:00:00,9747.0,9803.8,9794.01,9772.0,258.62142879 +2019-07-26 09:00:00,9766.09,9797.37,9790.28,9794.01,132.41133979 +2019-07-26 08:00:00,9750.0,9798.88,9770.6,9790.28,152.35272603 +2019-07-26 07:00:00,9703.9,9799.38,9705.59,9775.92,428.15032215 +2019-07-26 06:00:00,9675.0,9738.0,9728.27,9700.65,416.62661304 +2019-07-26 05:00:00,9710.07,9741.81,9741.81,9728.26,131.20262997 +2019-07-26 04:00:00,9694.26,9742.1,9710.01,9741.81,276.01519397 +2019-07-26 03:00:00,9657.21,9761.64,9697.5,9710.01,439.36515278 +2019-07-26 02:00:00,9690.0,9720.0,9716.1,9695.66,301.72072653 +2019-07-26 01:00:00,9661.99,9733.67,9725.28,9716.1,414.5131982 +2019-07-26 00:00:00,9660.0,9883.32,9880.86,9721.9,1788.6173052 +2019-07-25 23:00:00,9867.13,9935.35,9914.61,9883.33,155.4417176 +2019-07-25 22:00:00,9851.01,9950.0,9894.07,9914.0,385.90372356 +2019-07-25 21:00:00,9805.0,9899.98,9876.57,9893.67,396.64069788 +2019-07-25 20:00:00,9807.5,9891.0,9866.01,9876.57,489.25497612 +2019-07-25 19:00:00,9806.0,9999.5,9999.28,9866.01,1349.27932202 +2019-07-25 18:00:00,9978.73,10017.28,9991.83,9999.28,244.65268213 +2019-07-25 17:00:00,9982.28,10019.51,9983.99,9991.41,277.85540756 +2019-07-25 16:00:00,9914.75,10080.0,9996.36,9985.0,969.34866391 +2019-07-25 15:00:00,9969.03,10014.99,9975.01,9996.36,254.14331699 +2019-07-25 14:00:00,9957.15,10012.52,9973.82,9975.01,373.09722287 +2019-07-25 13:00:00,9921.0,10150.35,10150.35,9974.06,1813.77155338 +2019-07-25 12:00:00,10095.0,10170.0,10095.01,10151.0,491.62512293 +2019-07-25 11:00:00,10075.0,10104.91,10086.59,10095.2,186.14612088 +2019-07-25 10:00:00,10062.98,10111.0,10080.0,10086.6,144.4960021 +2019-07-25 09:00:00,10058.99,10153.04,10093.49,10080.0,244.91109883 +2019-07-25 08:00:00,10059.66,10117.0,10070.01,10093.78,65.1664858 +2019-07-25 07:00:00,10048.62,10100.62,10100.0,10075.04,132.63984414 +2019-07-25 06:00:00,10045.56,10109.55,10082.61,10098.38,220.10463437 +2019-07-25 05:00:00,10050.0,10089.96,10067.47,10082.61,209.45304487 +2019-07-25 04:00:00,10050.0,10134.99,10114.23,10067.47,408.89335863 +2019-07-25 03:00:00,10080.28,10127.44,10091.93,10114.43,304.74558251 +2019-07-25 02:00:00,10048.15,10127.5,10097.97,10096.0,512.08142222 +2019-07-25 01:00:00,10090.0,10184.99,10120.0,10097.99,940.75521795 +2019-07-25 00:00:00,9734.58,10159.63,9772.59,10121.65,2726.86034606 +2019-07-24 23:00:00,9762.88,9838.49,9772.84,9772.6,323.41616851 +2019-07-24 22:00:00,9745.63,9841.36,9775.95,9772.84,451.99595965 +2019-07-24 21:00:00,9660.14,9809.0,9669.13,9780.0,647.9817776 +2019-07-24 20:00:00,9547.4,9725.0,9649.0,9667.66,849.94277685 +2019-07-24 19:00:00,9564.79,9696.0,9628.13,9649.0,1087.96201122 +2019-07-24 18:00:00,9604.14,9674.99,9613.85,9628.13,467.49543283 +2019-07-24 17:00:00,9547.61,9655.0,9570.38,9614.01,814.52866193 +2019-07-24 16:00:00,9507.38,9906.32,9906.32,9570.43,2568.03040207 +2019-07-24 15:00:00,9843.33,9919.08,9861.73,9906.32,832.01529324 +2019-07-24 14:00:00,9670.0,9875.02,9704.83,9862.38,1249.47609663 +2019-07-24 13:00:00,9670.0,9788.0,9735.94,9704.83,547.69807361 +2019-07-24 12:00:00,9685.01,9773.17,9710.83,9739.37,442.36741967 +2019-07-24 11:00:00,9610.0,9739.89,9691.98,9712.5,594.96443515 +2019-07-24 10:00:00,9650.13,9770.42,9748.78,9697.0,316.24833274 +2019-07-24 09:00:00,9694.1,9755.0,9737.04,9748.78,180.67558238 +2019-07-24 08:00:00,9686.8,9780.0,9689.0,9737.04,168.52492822 +2019-07-24 07:00:00,9652.85,9720.0,9685.53,9689.0,218.52166115 +2019-07-24 06:00:00,9671.27,9750.0,9689.17,9685.53,333.70245563 +2019-07-24 05:00:00,9615.54,9757.04,9638.14,9687.01,503.14296928 +2019-07-24 04:00:00,9569.0,9659.11,9636.96,9638.31,562.75849897 +2019-07-24 03:00:00,9612.8,9691.84,9691.84,9637.07,445.63880827 +2019-07-24 02:00:00,9592.6,9705.0,9683.35,9692.21,956.56038268 +2019-07-24 01:00:00,9658.71,9719.73,9675.39,9683.35,505.40526898 +2019-07-24 00:00:00,9606.0,9848.9,9848.9,9675.39,3195.4539261 +2019-07-23 23:00:00,9800.23,10029.95,10028.96,9840.12,2401.65395427 +2019-07-23 22:00:00,10008.4,10139.0,10121.86,10030.0,626.30076545 +2019-07-23 21:00:00,10084.44,10146.01,10146.01,10121.86,427.98792298 +2019-07-23 20:00:00,10136.1,10216.33,10136.1,10146.01,731.18704384 +2019-07-23 19:00:00,10073.98,10142.94,10092.74,10139.19,731.24509058 +2019-07-23 18:00:00,9995.02,10155.0,10002.03,10092.76,1126.22361822 +2019-07-23 17:00:00,9953.07,10019.99,9988.68,10002.43,504.96103385 +2019-07-23 16:00:00,9909.84,10010.71,9936.67,9987.51,613.55339888 +2019-07-23 15:00:00,9925.04,10070.0,9984.0,9936.67,905.53459998 +2019-07-23 14:00:00,9883.82,10008.7,9953.12,9980.21,631.02844505 +2019-07-23 13:00:00,9864.99,9994.06,9978.24,9953.13,905.77760139 +2019-07-23 12:00:00,9946.01,10036.49,10005.01,9978.24,574.3633682 +2019-07-23 11:00:00,9962.99,10039.01,9979.37,10005.01,514.59062584 +2019-07-23 10:00:00,9865.0,10013.98,9963.7,9984.93,806.21541183 +2019-07-23 09:00:00,9891.06,9997.58,9934.21,9963.7,620.69491272 +2019-07-23 08:00:00,9895.0,10075.0,10014.91,9940.32,993.74455063 +2019-07-23 07:00:00,9976.04,10208.79,10029.33,10014.91,969.97905765 +2019-07-23 06:00:00,9960.0,10178.61,10139.63,10025.81,1694.9813004 +2019-07-23 05:00:00,10091.0,10228.71,10205.31,10140.0,371.01478462 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14:00:00,10139.85,10538.86,10497.43,10200.0,2854.42960434 +2019-07-22 13:00:00,10471.4,10549.76,10534.0,10497.33,299.26033781 +2019-07-22 12:00:00,10462.56,10575.0,10556.82,10533.99,409.06655491 +2019-07-22 11:00:00,10430.1,10612.38,10480.47,10558.29,824.71020674 +2019-07-22 10:00:00,10403.95,10502.14,10450.01,10480.15,436.73292382 +2019-07-22 09:00:00,10438.53,10563.78,10557.32,10450.55,511.16289412 +2019-07-22 08:00:00,10533.48,10620.85,10600.0,10552.06,212.03498457 +2019-07-22 07:00:00,10572.25,10623.09,10600.24,10600.0,150.6354774 +2019-07-22 06:00:00,10587.54,10650.0,10601.42,10601.51,315.77841095 +2019-07-22 05:00:00,10515.25,10609.0,10570.35,10598.17,256.69969539 +2019-07-22 04:00:00,10531.23,10640.0,10624.07,10570.34,400.64645824 +2019-07-22 03:00:00,10594.56,10643.67,10628.92,10623.39,149.38841168 +2019-07-22 02:00:00,10566.79,10640.0,10598.7,10627.58,176.06199979 +2019-07-22 01:00:00,10561.64,10623.69,10600.0,10600.88,206.12111249 +2019-07-22 00:00:00,10560.57,10688.14,10590.71,10600.0,499.43531039 +2019-07-21 23:00:00,10537.05,10640.35,10550.0,10590.7,309.52524011 +2019-07-21 22:00:00,10513.0,10654.95,10570.0,10550.0,465.86492846 +2019-07-21 21:00:00,10503.78,10600.0,10507.41,10571.92,355.49127261 +2019-07-21 20:00:00,10395.01,10521.0,10415.38,10513.29,269.99131825 +2019-07-21 19:00:00,10342.36,10520.0,10508.34,10416.81,491.54997458 +2019-07-21 18:00:00,10392.94,10534.01,10425.35,10504.01,428.16840489 +2019-07-21 17:00:00,10330.0,10441.34,10375.01,10425.35,637.23765323 +2019-07-21 16:00:00,10362.31,10475.4,10455.53,10375.0,459.427253 +2019-07-21 15:00:00,10355.0,10475.4,10405.59,10452.9,416.60995027 +2019-07-21 14:00:00,10320.0,10557.27,10533.01,10405.85,1116.33569098 +2019-08-15 13:00:00,9883.48,10040.01,9986.33,10011.91,760.33881453 +2019-08-15 12:00:00,9898.88,10154.1,10153.84,9986.38,1267.68714816 +2019-08-15 11:00:00,10033.38,10197.23,10039.95,10151.05,1030.8555957 +2019-08-15 10:00:00,9930.57,10119.71,9950.93,10038.87,1430.17690974 +2019-08-15 09:00:00,9792.0,9976.8,9813.4,9951.51,728.57645742 +2019-08-15 08:00:00,9770.37,9935.0,9839.25,9817.55,985.70432306 +2019-08-15 07:00:00,9542.04,9878.63,9586.95,9839.24,2019.57630044 +2019-08-15 06:00:00,9470.0,9684.99,9681.54,9586.95,1925.18303051 +2019-08-15 05:00:00,9651.14,9762.81,9719.57,9681.58,723.8965537 +2019-08-15 04:00:00,9613.89,9859.97,9811.09,9719.66,2793.62783745 +2019-08-15 03:00:00,9770.0,9994.96,9985.99,9814.54,1409.1817862 +2019-08-15 02:00:00,9874.0,10049.26,10047.7,9989.68,1233.57268925 +2019-08-15 01:00:00,9985.0,10096.71,10096.71,10048.3,916.53880445 +2019-08-15 00:00:00,10015.05,10213.91,10021.13,10095.84,1611.66762565 +2019-08-14 23:00:00,9888.88,10218.65,10213.48,10025.86,2809.75378842 +2019-08-14 22:00:00,10170.0,10245.0,10186.69,10213.97,383.07148086 +2019-08-14 21:00:00,10150.0,10245.67,10169.65,10186.69,695.94498485 +2019-08-14 20:00:00,10091.26,10192.69,10110.38,10168.62,930.62983226 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05:00:00,10504.57,10570.0,10520.0,10565.01,377.59003159 +2019-08-14 04:00:00,10520.0,10604.19,10598.15,10520.01,342.26088819 +2019-08-14 03:00:00,10560.0,10640.39,10634.63,10597.83,375.72899382 +2019-08-14 02:00:00,10467.77,10642.2,10559.97,10634.91,1191.30874202 +2019-08-14 01:00:00,10520.0,10775.0,10725.53,10559.97,2923.90291224 +2019-08-14 00:00:00,10725.52,10859.97,10854.92,10725.52,667.89493619 +2019-08-13 23:00:00,10845.89,10897.0,10850.02,10854.92,390.98403541 +2019-08-13 22:00:00,10820.0,10887.99,10855.01,10850.02,260.85076657 +2019-08-13 21:00:00,10807.72,10882.65,10877.86,10855.01,607.92804364 +2019-08-13 20:00:00,10876.82,10939.6,10895.0,10876.82,328.03298493 +2019-08-13 19:00:00,10861.72,10917.21,10872.0,10894.99,328.61050726 +2019-08-13 18:00:00,10836.84,10910.0,10858.89,10871.99,808.92350863 +2019-08-13 17:00:00,10746.0,10870.0,10804.34,10858.89,1214.43484114 +2019-08-13 16:00:00,10804.33,10941.76,10890.95,10804.34,1164.90665911 +2019-08-13 15:00:00,10875.0,10964.85,10950.24,10890.95,695.8476237 +2019-08-13 14:00:00,10870.0,11104.56,11104.56,10942.5,2808.11938864 +2019-08-13 13:00:00,11100.0,11223.0,11204.24,11104.57,964.07707352 +2019-08-13 12:00:00,11194.34,11263.6,11244.01,11205.24,272.84089793 +2019-08-13 11:00:00,11200.22,11271.22,11218.57,11244.01,125.46816338 +2019-08-13 10:00:00,11157.87,11282.83,11276.12,11218.57,514.05631736 +2019-08-13 09:00:00,11228.0,11323.48,11323.48,11276.16,386.44418248 +2019-08-13 08:00:00,11296.39,11341.91,11338.86,11323.48,75.01613885 +2019-08-13 07:00:00,11279.11,11360.0,11344.01,11338.86,269.80891114 +2019-08-13 06:00:00,11344.0,11369.2,11366.26,11344.01,61.91845488 +2019-08-13 05:00:00,11325.0,11373.09,11335.62,11369.8,89.59749793 +2019-08-13 04:00:00,11321.26,11395.0,11385.37,11335.63,178.83262316 +2019-08-13 03:00:00,11356.0,11391.86,11382.0,11385.36,111.63478414 +2019-08-13 02:00:00,11376.07,11420.0,11394.38,11382.01,150.84938434 +2019-08-13 01:00:00,11393.13,11438.39,11409.6,11394.83,315.20651895 +2019-08-13 00:00:00,11350.01,11413.96,11389.25,11409.71,375.95364894 +2019-08-12 23:00:00,11375.0,11401.32,11398.69,11389.28,185.7110523 +2019-08-12 22:00:00,11375.0,11423.59,11390.01,11398.69,333.98885649 +2019-08-12 21:00:00,11390.0,11420.02,11412.81,11390.01,194.72595376 +2019-08-12 20:00:00,11405.86,11455.93,11434.97,11412.83,374.57588785 +2019-08-12 19:00:00,11380.0,11437.11,11395.72,11435.22,249.92647084 +2019-08-12 18:00:00,11361.96,11405.0,11401.15,11395.73,186.30231575 +2019-08-12 17:00:00,11372.36,11423.95,11391.29,11401.15,358.2323453 +2019-08-12 16:00:00,11359.23,11422.11,11377.43,11391.3,406.84679169 +2019-08-12 15:00:00,11323.75,11380.99,11358.07,11377.4,232.40081643 +2019-08-12 14:00:00,11346.58,11385.0,11365.83,11358.01,206.0552771 +2019-08-12 13:00:00,11340.0,11398.0,11382.06,11365.87,282.05111158 +2019-08-12 12:00:00,11222.4,11400.75,11315.81,11381.88,751.97724989 +2019-08-12 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21:00:00,11408.77,11560.0,11409.99,11499.85,773.49502525 +2019-08-11 20:00:00,11283.93,11420.0,11360.13,11410.0,392.46572878 +2019-08-11 19:00:00,11351.0,11388.96,11382.01,11360.12,149.22387014 +2019-08-11 18:00:00,11355.26,11400.0,11359.99,11382.02,284.33123462 +2019-08-11 17:00:00,11355.26,11395.01,11385.16,11360.0,280.36005202 +2019-08-11 16:00:00,11353.0,11430.28,11365.0,11388.71,328.22432479 +2019-08-11 15:00:00,11341.07,11400.0,11376.19,11366.44,161.28934792 +2019-08-11 14:00:00,11357.41,11410.02,11384.82,11376.19,177.4589548 +2019-08-11 13:00:00,11364.08,11458.67,11436.46,11384.9,341.94079484 +2019-08-11 12:00:00,11397.66,11469.15,11461.0,11436.46,269.02139291 +2019-08-11 11:00:00,11321.57,11466.0,11321.57,11461.38,289.1327304 +2019-08-11 10:00:00,11306.84,11385.36,11342.62,11321.56,137.245087 +2019-08-11 09:00:00,11088.88,11371.91,11310.22,11333.81,1219.50925527 +2019-08-11 08:00:00,11260.49,11360.0,11344.2,11310.22,211.63177918 +2019-08-11 07:00:00,11324.29,11347.01,11333.33,11344.2,44.26630056 +2019-08-11 06:00:00,11305.0,11369.17,11349.2,11333.33,146.68752957 +2019-08-11 05:00:00,11335.36,11363.0,11345.01,11349.21,105.08414929 +2019-08-11 04:00:00,11343.0,11394.98,11374.29,11345.0,100.35105107 +2019-08-11 03:00:00,11343.58,11390.0,11346.37,11374.37,115.59156316 +2019-08-11 02:00:00,11334.53,11362.12,11336.69,11346.38,135.14333366 +2019-08-11 01:00:00,11326.55,11377.9,11370.65,11336.72,204.53862866 +2019-08-11 00:00:00,11255.02,11420.02,11280.95,11370.64,518.0170711 +2019-08-10 23:00:00,11280.95,11322.93,11284.99,11280.95,274.90528114 +2019-08-10 22:00:00,11231.0,11306.13,11299.0,11284.99,321.61527035 +2019-08-10 21:00:00,11231.24,11350.0,11309.62,11299.8,674.04409981 +2019-08-10 20:00:00,11288.24,11360.0,11306.96,11309.91,299.03762359 +2019-08-10 19:00:00,11237.82,11352.35,11352.34,11307.0,435.56813952 +2019-08-10 18:00:00,11293.13,11373.67,11364.53,11350.78,471.44051937 +2019-08-10 17:00:00,11240.0,11400.0,11339.15,11362.24,786.61016284 +2019-08-10 16:00:00,11315.0,11394.17,11390.11,11337.04,357.23925173 +2019-08-10 15:00:00,11350.0,11398.23,11380.79,11390.11,365.05592267 +2019-08-10 14:00:00,11305.38,11412.25,11410.21,11381.78,578.46970723 +2019-08-10 13:00:00,11357.0,11451.63,11400.05,11410.21,592.9479068 +2019-08-10 12:00:00,11250.0,11422.81,11357.73,11400.04,1369.42794698 +2019-08-10 11:00:00,11170.0,11871.69,11870.96,11357.74,4726.81595924 +2019-08-10 10:00:00,11850.0,11893.94,11887.5,11870.97,122.18512729 +2019-08-10 09:00:00,11840.0,11888.51,11840.0,11888.51,93.41742375 +2019-08-10 08:00:00,11813.68,11882.91,11813.69,11840.01,77.99916672 +2019-08-10 07:00:00,11790.64,11850.08,11808.72,11813.69,84.6244052 +2019-08-10 06:00:00,11794.3,11874.25,11835.93,11808.71,208.0221417 +2019-08-10 05:00:00,11788.9,11874.98,11794.75,11834.57,177.98421401 +2019-08-10 04:00:00,11793.0,11834.0,11834.0,11794.75,116.93874052 +2019-08-10 03:00:00,11757.03,11835.0,11785.7,11832.54,280.57440095 +2019-08-10 02:00:00,11750.27,11908.04,11897.98,11785.69,560.71846758 +2019-08-10 01:00:00,11866.93,11928.53,11924.07,11897.98,225.21715342 +2019-08-10 00:00:00,11858.76,11969.99,11860.62,11924.07,651.38839193 +2019-08-09 23:00:00,11824.76,11886.3,11824.77,11856.1,233.7911275 +2019-08-09 22:00:00,11822.0,11945.0,11909.87,11824.77,509.40913018 +2019-08-09 21:00:00,11852.42,11910.0,11873.48,11909.89,409.0546228 +2019-08-09 20:00:00,11794.2,11886.78,11812.47,11874.86,401.03645761 +2019-08-09 19:00:00,11785.62,11895.37,11818.39,11812.46,720.49177392 +2019-08-09 18:00:00,11765.36,11829.39,11769.97,11818.39,508.23148892 +2019-08-09 17:00:00,11720.0,11778.84,11759.87,11769.97,444.97761791 +2019-08-09 16:00:00,11660.0,11836.76,11715.02,11760.0,596.29053019 +2019-08-09 15:00:00,11696.69,11763.77,11763.77,11715.02,421.91188593 +2019-08-09 14:00:00,11652.62,11822.58,11805.0,11763.77,689.31879613 +2019-08-09 13:00:00,11745.97,11870.0,11745.98,11805.0,655.82220433 +2019-08-09 12:00:00,11660.0,11764.72,11686.71,11745.98,404.18954149 +2019-08-09 11:00:00,11675.81,11753.47,11685.45,11686.71,246.54258218 +2019-08-09 10:00:00,11651.89,11785.96,11740.01,11685.46,484.11625297 +2019-08-09 09:00:00,11684.07,11830.66,11813.64,11740.01,479.40748491 +2019-08-09 08:00:00,11779.45,11962.96,11830.0,11813.49,771.26559362 +2019-08-09 07:00:00,11776.0,11855.96,11840.01,11830.0,589.82499688 +2019-08-09 06:00:00,11781.0,11847.35,11840.01,11840.01,302.61852358 +2019-08-09 05:00:00,11807.66,11885.0,11880.01,11840.95,335.65170673 +2019-08-09 04:00:00,11860.01,11914.99,11860.54,11880.85,230.17922845 +2019-08-09 03:00:00,11837.0,11935.0,11906.3,11860.51,311.20050944 +2019-08-09 02:00:00,11852.58,11910.0,11880.45,11909.98,328.31340745 +2019-08-09 01:00:00,11860.04,11959.0,11957.74,11881.15,476.62842622 +2019-08-09 00:00:00,11887.0,12040.0,11982.39,11958.58,1224.2450796 +2019-08-08 23:00:00,11810.02,12050.0,11813.57,11981.0,1879.17920483 +2019-08-08 22:00:00,11713.24,11850.0,11714.97,11814.39,654.84073977 +2019-08-08 21:00:00,11587.04,11740.0,11593.99,11714.9,753.08594823 +2019-08-08 20:00:00,11483.03,11600.0,11556.12,11595.99,568.51059416 +2019-08-08 19:00:00,11501.55,11647.68,11624.99,11560.61,776.39053887 +2019-08-08 18:00:00,11500.0,11635.0,11561.0,11624.98,527.97885344 +2019-08-08 17:00:00,11451.0,11725.0,11706.37,11561.0,1918.07707378 +2019-08-08 16:00:00,11638.74,11765.0,11671.15,11702.27,599.80653648 +2019-08-08 15:00:00,11666.68,11749.06,11700.01,11673.85,528.61298863 +2019-08-08 14:00:00,11620.11,11736.6,11669.47,11700.01,859.37222182 +2019-08-08 13:00:00,11661.44,11848.14,11842.1,11678.96,832.37856297 +2019-08-08 12:00:00,11730.04,11909.81,11806.78,11841.97,670.9718069 +2019-08-08 11:00:00,11782.0,11907.14,11831.19,11806.77,421.41654747 +2019-08-08 10:00:00,11805.36,11869.97,11860.21,11834.13,217.41325521 +2019-08-08 09:00:00,11826.87,11934.0,11896.52,11860.21,215.17021964 +2019-08-08 08:00:00,11869.87,11974.44,11914.0,11896.52,295.85987466 +2019-08-08 07:00:00,11782.24,11914.0,11832.95,11914.0,230.15320079 +2019-08-08 06:00:00,11740.01,11923.82,11921.02,11830.21,646.42744578 +2019-08-08 05:00:00,11880.32,11943.8,11939.97,11920.0,195.6878715 +2019-08-08 04:00:00,11856.02,11966.89,11946.15,11939.97,335.72007976 +2019-08-08 03:00:00,11918.1,11999.0,11921.84,11949.68,493.49615921 +2019-08-08 02:00:00,11874.17,11948.79,11887.98,11921.85,267.85723903 +2019-08-08 01:00:00,11847.0,11963.51,11962.75,11887.98,409.56478639 +2019-08-08 00:00:00,11860.19,12020.0,11983.41,11958.31,589.13824117 +2019-08-07 23:00:00,11827.0,12020.0,11969.07,11975.03,1039.69883428 +2019-08-07 22:00:00,11880.18,12041.97,11929.13,11969.07,1359.78296669 +2019-08-07 21:00:00,11828.32,12088.0,11859.53,11929.13,1518.68608011 +2019-08-07 20:00:00,11602.0,11950.0,11767.73,11859.99,2223.48271966 +2019-08-07 19:00:00,11650.01,11785.0,11722.49,11767.72,638.13941497 +2019-08-07 18:00:00,11715.0,11807.93,11775.03,11722.83,559.19654789 +2019-08-07 17:00:00,11605.59,11776.38,11639.99,11775.03,682.80262723 +2019-08-07 16:00:00,11400.0,11693.42,11654.26,11639.99,1490.76412893 +2019-08-07 15:00:00,11600.0,12093.32,12068.9,11654.17,2716.49744266 +2019-08-07 14:00:00,12011.21,12098.35,12026.69,12066.27,1142.19367996 +2019-08-07 13:00:00,11773.0,12147.0,11773.0,12026.72,3067.6634931 +2019-08-07 12:00:00,11695.97,11778.33,11718.79,11773.0,490.33954983 +2019-08-07 11:00:00,11550.27,11725.0,11615.0,11718.79,426.20817466 +2019-08-07 10:00:00,11604.02,11674.08,11604.03,11615.0,216.16985892 +2019-08-07 09:00:00,11491.43,11634.47,11551.05,11604.02,211.96743735 +2019-08-07 08:00:00,11446.71,11588.01,11515.02,11548.62,301.86163738 +2019-08-07 07:00:00,11506.23,11615.3,11611.53,11516.68,291.41346778 +2019-08-07 06:00:00,11558.16,11661.31,11594.71,11611.62,200.46455313 +2019-08-07 05:00:00,11571.9,11709.8,11677.85,11590.2,306.89363366 +2019-08-07 04:00:00,11590.01,11699.0,11623.05,11677.85,481.88384652 +2019-08-07 03:00:00,11550.0,11646.54,11622.21,11624.97,317.80654594 +2019-08-07 02:00:00,11518.21,11661.59,11518.22,11622.61,746.93209432 +2019-08-07 01:00:00,11444.0,11568.99,11463.0,11518.22,838.80652867 +2019-08-07 00:00:00,11366.26,11500.0,11465.49,11463.01,875.83203755 +2019-08-06 23:00:00,11187.0,11486.55,11303.77,11465.49,1169.12266466 +2019-08-06 22:00:00,11205.0,11399.99,11356.06,11302.86,1324.25531997 +2019-08-06 21:00:00,11285.84,11665.47,11650.91,11356.13,2746.79334509 +2019-08-06 20:00:00,11599.18,11730.0,11693.9,11650.91,711.261427 +2019-08-06 19:00:00,11623.8,11756.12,11742.66,11693.9,785.83009641 +2019-08-06 18:00:00,11693.74,11742.66,11696.28,11742.66,552.04185839 +2019-08-06 17:00:00,11690.0,11834.41,11774.89,11696.28,863.2964977 +2019-08-06 16:00:00,11678.0,11793.0,11700.78,11774.97,669.0860422 +2019-08-06 15:00:00,11674.2,11750.0,11729.12,11700.77,646.03589217 +2019-08-06 14:00:00,11664.48,11797.98,11797.98,11729.13,636.51095217 +2019-08-06 13:00:00,11619.96,11804.77,11668.05,11797.98,731.56122731 +2019-08-06 12:00:00,11530.45,11783.97,11767.4,11668.0,1323.98025327 +2019-08-06 11:00:00,11660.01,11831.24,11731.07,11767.54,818.57400732 +2019-08-06 10:00:00,11598.41,12320.4,12239.96,11735.86,3434.93536568 +2019-08-06 09:00:00,12214.99,12275.01,12215.0,12239.97,373.40498606 +2019-08-06 08:00:00,12185.13,12276.92,12198.99,12208.0,387.33391927 +2019-08-06 07:00:00,12138.64,12292.8,12139.83,12199.0,1340.54190268 +2019-08-06 06:00:00,11791.7,12188.8,11798.77,12139.83,2567.36307241 +2019-08-06 05:00:00,11666.73,11798.77,11670.0,11798.77,384.40917297 +2019-08-06 04:00:00,11623.0,11677.57,11669.0,11670.0,324.93319808 +2019-08-06 03:00:00,11620.0,11700.0,11650.01,11669.0,264.32265287 +2019-08-06 02:00:00,11565.3,11670.74,11666.91,11650.0,892.71034553 +2019-08-06 01:00:00,11581.16,11779.05,11755.0,11666.91,1306.08809347 +2019-08-06 00:00:00,11684.91,11820.0,11811.75,11755.0,518.65707416 +2019-08-05 23:00:00,11754.57,11820.0,11799.02,11819.49,315.75780248 +2019-08-05 22:00:00,11730.51,11835.0,11746.02,11799.02,647.79570527 +2019-08-05 21:00:00,11700.0,11780.0,11729.1,11746.36,469.04584105 +2019-08-05 20:00:00,11688.75,11824.0,11753.42,11729.06,1228.38966377 +2019-08-05 19:00:00,11741.61,11826.29,11824.19,11751.05,911.95978231 +2019-08-05 18:00:00,11772.44,11867.01,11800.26,11820.26,670.84218998 +2019-08-05 17:00:00,11775.8,11950.0,11884.83,11795.87,1560.22334849 +2019-08-05 16:00:00,11743.61,11939.89,11775.0,11893.36,1320.82707203 +2019-08-05 15:00:00,11675.83,11798.74,11798.74,11774.99,1225.00869012 +2019-08-05 14:00:00,11751.0,11828.0,11769.99,11799.78,615.48055982 +2019-08-05 13:00:00,11736.5,11825.0,11798.78,11768.42,811.32747238 +2019-08-05 12:00:00,11733.9,11849.86,11804.56,11798.15,945.22082573 +2019-08-05 11:00:00,11624.23,11818.09,11653.57,11804.52,651.44240241 +2019-08-05 10:00:00,11628.34,11796.76,11743.58,11645.99,675.71145224 +2019-08-05 09:00:00,11700.0,11773.0,11772.99,11743.57,430.00425474 +2019-08-05 08:00:00,11675.82,11773.0,11691.37,11772.99,618.01636053 +2019-08-05 07:00:00,11615.22,11860.0,11626.13,11690.89,1517.9931397 +2019-08-05 06:00:00,11538.9,11650.0,11555.44,11626.58,535.61502672 +2019-08-05 05:00:00,11530.18,11585.0,11580.0,11555.45,452.05131981 +2019-08-05 04:00:00,11541.91,11622.5,11580.0,11579.09,626.72540025 +2019-08-05 03:00:00,11502.58,11661.0,11608.49,11579.29,1317.71855209 +2019-08-05 02:00:00,11379.47,11632.82,11420.82,11604.13,1938.27621835 +2019-08-05 01:00:00,11205.0,11480.0,11221.83,11420.88,2252.75207987 +2019-08-05 00:00:00,10977.98,11240.0,10977.98,11221.7,1607.01114481 +2019-08-04 23:00:00,10950.0,11020.55,10988.23,10977.51,314.62338484 +2019-08-04 22:00:00,10950.0,11089.74,10974.12,10988.24,1131.85196185 +2019-08-04 21:00:00,10770.0,10979.11,10947.73,10974.69,861.53076065 +2019-08-04 20:00:00,10910.18,11007.0,10957.76,10947.74,572.28733669 +2019-08-04 19:00:00,10935.03,10975.0,10945.05,10958.5,353.26484718 +2019-08-04 18:00:00,10915.01,10984.09,10934.47,10945.05,424.63954615 +2019-08-04 17:00:00,10888.87,10980.62,10956.93,10934.43,563.12735091 +2019-08-04 16:00:00,10925.59,11039.99,10980.45,10957.43,950.38065248 +2019-08-04 15:00:00,10797.63,11005.34,10799.89,10985.56,1708.48673777 +2019-08-04 14:00:00,10676.79,10807.14,10676.8,10799.89,376.83287158 +2019-08-04 13:00:00,10655.4,10714.88,10671.0,10676.8,171.49204195 +2019-08-04 12:00:00,10655.0,10715.01,10682.28,10671.01,242.74407323 +2019-08-04 11:00:00,10676.01,10725.0,10725.0,10682.28,169.11322616 +2019-08-04 10:00:00,10703.81,10740.01,10740.01,10725.0,90.18977732 +2019-08-04 09:00:00,10654.12,10742.21,10690.61,10740.01,164.1528115 +2019-08-04 08:00:00,10687.42,10732.14,10689.35,10687.93,83.59373163 +2019-08-04 07:00:00,10672.38,10735.33,10734.3,10692.21,117.04391481 +2019-08-04 06:00:00,10615.0,10734.3,10622.44,10734.3,274.0782925 +2019-08-04 05:00:00,10572.0,10685.0,10642.03,10624.88,607.63445211 +2019-08-04 04:00:00,10603.41,10776.05,10775.25,10642.09,1191.05795336 +2019-08-04 03:00:00,10710.05,10835.01,10835.01,10774.46,647.64459153 +2019-08-04 02:00:00,10823.0,10865.5,10864.64,10835.01,239.85683456 +2019-08-04 01:00:00,10852.0,10891.0,10864.59,10864.64,143.60354489 +2019-08-04 00:00:00,10809.05,10910.2,10822.09,10863.77,414.44319115 +2019-08-03 23:00:00,10791.4,10833.62,10825.0,10820.76,221.11279828 +2019-08-03 22:00:00,10777.3,10849.99,10847.62,10826.88,298.30072031 +2019-08-03 21:00:00,10816.8,10899.0,10889.56,10847.68,306.43530833 +2019-08-03 20:00:00,10830.4,10889.82,10863.04,10889.56,224.02246019 +2019-08-03 19:00:00,10813.87,10922.08,10865.42,10863.4,513.87887292 +2019-08-03 18:00:00,10805.07,10889.0,10836.31,10868.36,341.59562533 +2019-08-03 17:00:00,10797.0,10851.91,10806.91,10836.31,550.00469542 +2019-08-03 16:00:00,10735.0,10839.83,10754.3,10806.91,366.09597478 +2019-08-03 15:00:00,10724.0,10815.0,10801.98,10754.69,414.32825259 +2019-08-03 14:00:00,10785.22,10830.0,10810.0,10801.99,324.03695122 +2019-08-03 13:00:00,10752.3,10837.23,10755.0,10810.0,399.33609104 +2019-08-03 12:00:00,10690.55,10774.01,10774.01,10758.32,360.091675 +2019-08-03 11:00:00,10755.01,10800.0,10790.19,10771.96,132.15002305 +2019-08-03 10:00:00,10748.46,10804.88,10775.0,10792.88,97.0960843 +2019-08-03 09:00:00,10720.01,10895.54,10790.53,10774.99,440.57840122 +2019-08-03 08:00:00,10751.85,10842.07,10827.0,10790.01,149.53022302 +2019-08-03 07:00:00,10773.38,10848.52,10797.34,10827.0,229.95895239 +2019-08-03 06:00:00,10766.4,10830.0,10785.0,10797.33,190.17989234 +2019-08-03 05:00:00,10715.23,10867.99,10852.14,10785.01,656.94651654 +2019-08-03 04:00:00,10780.99,10864.99,10783.68,10853.79,448.61683963 +2019-08-03 03:00:00,10763.03,10834.09,10791.0,10781.0,635.03107456 +2019-08-03 02:00:00,10601.15,10818.88,10646.79,10791.0,1330.53604338 +2019-08-28 01:00:00,10092.0,10145.0,10136.7,10092.01,252.0228124 +2019-08-28 00:00:00,10120.01,10171.95,10171.95,10136.7,235.10208948 +2019-08-27 23:00:00,10124.0,10199.18,10131.67,10171.85,194.21977313 +2019-08-27 22:00:00,10105.07,10158.25,10128.0,10132.72,256.78972438 +2019-08-27 21:00:00,10105.02,10150.93,10143.59,10128.0,317.90637372 +2019-08-27 20:00:00,10128.64,10173.99,10151.01,10143.58,252.9293689 +2019-08-27 19:00:00,10116.73,10180.66,10180.02,10151.63,313.73989894 +2019-08-27 18:00:00,10159.08,10214.12,10175.0,10180.01,242.21702173 +2019-08-27 17:00:00,10142.0,10187.78,10177.72,10172.5,237.34367831 +2019-08-27 16:00:00,10154.33,10232.13,10174.06,10175.96,293.64209543 +2019-08-27 15:00:00,10092.49,10175.0,10155.53,10174.07,257.78391426 +2019-08-27 14:00:00,10134.46,10193.55,10172.27,10155.52,219.30192909 +2019-08-27 13:00:00,10111.92,10198.92,10111.92,10172.26,421.18970582 +2019-08-27 12:00:00,10019.56,10111.94,10103.05,10111.93,685.21158442 +2019-08-27 11:00:00,10066.72,10163.63,10144.85,10103.04,261.3379489 +2019-08-27 10:00:00,10090.0,10166.98,10145.09,10144.85,288.88029764 +2019-08-27 09:00:00,10111.0,10189.01,10189.01,10140.96,97.50087211 +2019-08-27 08:00:00,10135.01,10209.57,10168.15,10189.01,117.867169 +2019-08-27 07:00:00,10111.01,10212.7,10196.08,10168.15,200.3740611 +2019-08-27 06:00:00,10191.03,10225.49,10225.02,10196.07,130.95897096 +2019-08-27 05:00:00,10153.97,10236.29,10153.97,10225.41,307.40491004 +2019-08-27 04:00:00,10150.0,10180.38,10180.38,10153.96,162.44573566 +2019-08-27 03:00:00,10071.92,10224.74,10224.25,10180.38,1108.79453731 +2019-08-27 02:00:00,10200.2,10310.0,10303.41,10224.25,475.82533254 +2019-08-27 01:00:00,10288.26,10360.0,10332.45,10304.24,451.36185144 +2019-08-27 00:00:00,10305.33,10379.87,10361.65,10332.51,219.26091016 +2019-08-26 23:00:00,10308.13,10395.77,10308.13,10361.65,328.52032176 +2019-08-26 22:00:00,10261.78,10325.0,10261.78,10308.13,315.39688153 +2019-08-26 21:00:00,10182.43,10269.82,10261.12,10260.67,354.1159926 +2019-08-26 20:00:00,10168.59,10315.42,10310.47,10261.12,654.67790637 +2019-08-26 19:00:00,10285.01,10318.81,10285.42,10310.67,201.44954995 +2019-08-26 18:00:00,10277.5,10310.53,10307.99,10289.84,349.95841969 +2019-08-26 17:00:00,10285.43,10334.12,10324.24,10307.98,256.18707693 +2019-08-26 16:00:00,10227.28,10390.0,10329.71,10324.24,672.13251298 +2019-08-26 15:00:00,10315.56,10364.79,10323.47,10326.58,229.49853951 +2019-08-26 14:00:00,10300.0,10356.7,10347.61,10323.46,267.76222107 +2019-08-26 13:00:00,10286.29,10370.02,10361.09,10345.43,338.4864009 +2019-08-26 12:00:00,10350.36,10405.55,10387.01,10363.18,181.70898113 +2019-08-26 11:00:00,10342.75,10389.0,10351.01,10387.01,117.69763123 +2019-08-26 10:00:00,10322.09,10425.5,10373.1,10351.93,205.90502449 +2019-08-26 09:00:00,10317.19,10392.32,10332.54,10360.97,152.30012886 +2019-08-26 08:00:00,10289.05,10362.12,10335.11,10332.54,205.75943927 +2019-08-26 07:00:00,10317.19,10408.17,10374.04,10335.1,157.26655422 +2019-08-26 06:00:00,10331.47,10387.64,10363.93,10373.91,147.03834002 +2019-08-26 05:00:00,10265.91,10365.0,10342.11,10363.91,270.0688768 +2019-08-26 04:00:00,10285.98,10370.77,10285.99,10342.9,420.34350363 +2019-08-26 03:00:00,10177.0,10444.26,10405.0,10285.98,781.89304911 +2019-08-26 02:00:00,10378.53,10499.89,10457.45,10404.99,619.08364995 +2019-08-26 01:00:00,10433.44,10566.69,10509.0,10457.12,978.14335729 +2019-08-26 00:00:00,10140.9,10680.0,10142.0,10509.0,5919.98665396 +2019-08-25 23:00:00,10059.75,10162.68,10059.76,10138.72,391.21838713 +2019-08-25 22:00:00,9975.0,10079.75,9995.0,10059.76,423.21532437 +2019-08-25 21:00:00,9899.95,10081.11,9994.9,9995.01,922.83144392 +2019-08-25 20:00:00,9987.07,10069.51,10062.52,9999.01,278.11742799 +2019-08-25 19:00:00,9960.0,10132.52,10078.01,10062.23,761.02725014 +2019-08-25 18:00:00,10053.0,10086.7,10071.71,10078.0,196.74157718 +2019-08-25 17:00:00,10047.97,10092.82,10061.5,10071.7,122.96770557 +2019-08-25 16:00:00,10036.0,10134.69,10070.0,10061.51,192.55253397 +2019-08-25 15:00:00,10053.29,10108.3,10057.04,10070.0,139.08826303 +2019-08-25 14:00:00,9967.5,10268.2,10265.12,10058.57,1131.21987344 +2019-08-25 13:00:00,10233.43,10323.0,10322.37,10268.38,249.96835488 +2019-08-25 12:00:00,10113.01,10374.85,10130.09,10322.02,714.63399095 +2019-08-25 11:00:00,10101.24,10158.39,10147.96,10130.08,97.93771528 +2019-08-25 10:00:00,10126.99,10183.57,10159.25,10147.97,99.13586102 +2019-08-25 09:00:00,10084.66,10159.75,10102.61,10156.75,207.20069393 +2019-08-25 08:00:00,10066.97,10127.79,10122.5,10102.61,108.25213504 +2019-08-25 07:00:00,10074.26,10147.94,10094.29,10122.49,140.35943304 +2019-08-25 06:00:00,10042.0,10098.98,10074.25,10094.96,55.13953704 +2019-08-25 05:00:00,10034.95,10106.85,10034.95,10074.86,132.18275354 +2019-08-25 04:00:00,10026.93,10150.0,10142.0,10036.83,175.91253466 +2019-08-25 03:00:00,10084.6,10142.0,10131.31,10141.79,126.55064203 +2019-08-25 02:00:00,10082.48,10174.99,10096.3,10131.51,193.18748941 +2019-08-25 01:00:00,10041.94,10159.64,10133.04,10096.3,204.55600753 +2019-08-25 00:00:00,10123.64,10170.0,10148.0,10132.14,224.06730124 +2019-08-24 23:00:00,10121.0,10200.0,10180.0,10147.96,186.63937101 +2019-08-24 22:00:00,9983.29,10216.46,10074.88,10180.0,737.32309539 +2019-08-24 21:00:00,10062.76,10106.5,10106.5,10074.88,187.58443145 +2019-08-24 20:00:00,10094.25,10153.26,10111.14,10106.51,198.54570606 +2019-08-24 19:00:00,10065.01,10130.2,10072.11,10111.14,211.85704997 +2019-08-24 18:00:00,10042.34,10090.0,10043.43,10071.01,178.79720735 +2019-08-24 17:00:00,10037.0,10080.99,10068.26,10044.87,201.80117417 +2019-08-24 16:00:00,9957.77,10092.92,9998.0,10070.68,479.012732 +2019-08-24 15:00:00,9963.0,10009.0,9993.0,9998.0,269.47410267 +2019-08-24 14:00:00,9980.34,10023.74,10000.0,9993.01,560.31591437 +2019-08-24 13:00:00,9987.0,10025.0,9997.7,9999.99,344.27204526 +2019-08-24 12:00:00,9936.62,10020.17,10020.17,9997.75,394.01082829 +2019-08-24 11:00:00,9990.0,10052.49,9993.07,10021.2,233.8402833 +2019-08-24 10:00:00,9963.03,10011.89,9989.17,9993.16,274.22937766 +2019-08-24 09:00:00,9886.26,10144.71,10120.51,9989.99,1396.71186273 +2019-08-24 08:00:00,10100.0,10317.73,10317.73,10120.52,738.7608725 +2019-08-24 07:00:00,10261.57,10325.0,10325.0,10317.4,345.2599151 +2019-08-24 06:00:00,10325.0,10365.0,10355.05,10325.0,97.07068414 +2019-08-24 05:00:00,10331.57,10375.0,10351.01,10354.3,93.01737667 +2019-08-24 04:00:00,10341.0,10384.0,10371.53,10351.01,86.05899437 +2019-08-24 03:00:00,10305.0,10371.99,10354.09,10371.73,181.23391731 +2019-08-24 02:00:00,10337.5,10393.12,10391.26,10354.09,201.29932745 +2019-08-24 01:00:00,10385.08,10417.03,10417.03,10391.89,129.11906907 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10:00:00,10078.68,10154.94,10123.97,10136.05,192.18546433 +2019-08-23 09:00:00,10121.0,10191.78,10170.88,10123.96,83.81197586 +2019-08-23 08:00:00,10170.01,10236.99,10236.99,10170.88,99.01134158 +2019-08-23 07:00:00,10182.65,10250.0,10232.56,10236.99,143.92014299 +2019-08-23 06:00:00,10111.0,10246.0,10142.07,10232.56,223.21492431 +2019-08-23 05:00:00,10127.0,10180.0,10176.84,10142.07,116.9230091 +2019-08-23 04:00:00,10145.02,10210.0,10156.22,10176.84,192.71163721 +2019-08-23 03:00:00,10096.17,10166.37,10108.42,10154.59,192.06779595 +2019-08-23 02:00:00,10064.99,10125.0,10096.85,10108.5,129.09949422 +2019-08-23 01:00:00,10078.83,10134.56,10122.12,10096.88,160.4440941 +2019-08-23 00:00:00,10035.84,10140.0,10105.61,10123.26,373.9086193 +2019-08-22 23:00:00,10099.99,10167.88,10158.84,10107.15,471.98571628 +2019-08-22 22:00:00,10142.89,10203.09,10142.89,10156.95,257.6967663 +2019-08-22 21:00:00,10099.83,10175.74,10175.74,10142.89,338.84485979 +2019-08-22 20:00:00,10153.11,10210.0,10166.0,10172.01,239.82766733 +2019-08-22 19:00:00,10155.0,10217.5,10192.99,10166.92,307.96852318 +2019-08-22 18:00:00,10155.82,10237.53,10161.57,10192.99,684.37443324 +2019-08-22 17:00:00,10105.46,10199.99,10118.39,10161.57,529.44520824 +2019-08-22 16:00:00,10059.44,10142.66,10106.99,10118.41,357.11387879 +2019-08-22 15:00:00,10085.62,10175.0,10090.01,10107.11,405.13449383 +2019-08-22 14:00:00,10050.01,10120.36,10116.27,10090.0,314.49405704 +2019-08-22 13:00:00,10044.99,10145.0,10045.0,10116.27,440.99957245 +2019-08-22 12:00:00,9940.73,10065.49,9961.65,10045.0,265.21247217 +2019-08-22 11:00:00,9876.0,10015.28,10015.27,9961.65,457.922272 +2019-08-22 10:00:00,9977.76,10063.4,9977.76,10015.28,374.2797343 +2019-08-22 09:00:00,9885.63,9989.33,9920.0,9977.13,162.10575746 +2019-08-22 08:00:00,9895.94,9977.45,9964.01,9919.99,197.47187656 +2019-08-22 07:00:00,9950.96,10006.69,9986.36,9964.01,119.78883357 +2019-08-22 06:00:00,9869.0,10043.92,9966.98,9983.58,405.39152232 +2019-08-22 05:00:00,9927.31,10023.87,9962.46,9966.98,174.02559291 +2019-08-22 04:00:00,9850.0,10006.01,9869.64,9964.99,472.88313275 +2019-08-22 03:00:00,9865.48,9937.89,9918.58,9866.1,481.32299584 +2019-08-22 02:00:00,9759.0,9947.68,9811.86,9918.91,1289.88718551 +2019-08-22 01:00:00,9765.0,10079.73,10074.51,9811.86,1891.54415815 +2019-08-22 00:00:00,10034.79,10150.0,10133.34,10074.51,272.6176599 +2019-08-21 23:00:00,9975.0,10136.78,10061.09,10130.0,586.97911477 +2019-08-21 22:00:00,10029.26,10092.04,10033.26,10061.08,241.41343932 +2019-08-21 21:00:00,10029.35,10178.11,10151.83,10039.99,398.81772951 +2019-08-21 20:00:00,10100.42,10185.22,10105.32,10151.84,655.60436939 +2019-08-21 19:00:00,10051.05,10124.56,10066.72,10105.96,448.09107994 +2019-08-21 18:00:00,10063.03,10129.0,10100.0,10066.73,397.23938798 +2019-08-21 17:00:00,10070.27,10134.99,10116.51,10100.01,347.63657378 +2019-08-21 16:00:00,9841.59,10131.76,9973.37,10121.0,1743.28101134 +2019-08-21 15:00:00,9957.63,10067.0,10005.01,9973.34,611.13725918 +2019-08-21 14:00:00,9934.03,10048.0,9936.4,10005.01,686.15680895 +2019-08-21 13:00:00,9894.84,9973.59,9952.1,9939.67,682.92772168 +2019-08-21 12:00:00,9884.3,10157.39,10155.99,9952.12,1912.76403907 +2019-08-21 11:00:00,10071.99,10162.74,10129.24,10155.99,286.56031501 +2019-08-21 10:00:00,10042.0,10196.15,10185.0,10129.23,497.04721989 +2019-08-21 09:00:00,10111.64,10220.0,10154.49,10185.01,242.29378069 +2019-08-21 08:00:00,10110.49,10172.71,10110.49,10154.49,201.08088259 +2019-08-21 07:00:00,10088.42,10196.83,10148.5,10112.33,331.77961524 +2019-08-21 06:00:00,10078.55,10256.71,10215.0,10145.73,879.01839625 +2019-08-21 05:00:00,10151.0,10267.72,10177.02,10214.99,551.97804487 +2019-08-21 04:00:00,10123.87,10298.52,10292.0,10170.0,1666.24103776 +2019-08-21 03:00:00,10210.89,10624.99,10603.0,10290.05,2558.40889843 +2019-08-21 02:00:00,10567.0,10701.86,10679.59,10603.0,756.13043597 +2019-08-21 01:00:00,10640.0,10710.67,10694.95,10679.86,354.7543203 +2019-08-21 00:00:00,10674.53,10800.0,10768.49,10694.95,407.94596318 +2019-08-20 23:00:00,10729.2,10843.95,10834.96,10769.09,338.35796108 +2019-08-20 22:00:00,10766.5,10844.0,10795.0,10834.97,361.5278235 +2019-08-20 21:00:00,10692.0,10835.44,10709.88,10790.54,478.43358854 +2019-08-20 20:00:00,10652.36,10744.67,10728.01,10709.88,532.58662807 +2019-08-20 19:00:00,10725.0,10760.0,10744.53,10731.6,211.7734167 +2019-08-20 18:00:00,10712.17,10755.0,10753.65,10744.54,206.44676334 +2019-08-20 17:00:00,10727.61,10774.52,10743.54,10753.64,170.80970475 +2019-08-20 16:00:00,10714.0,10782.19,10730.24,10743.36,410.84888172 +2019-08-20 15:00:00,10562.05,10742.57,10614.99,10729.89,505.58324386 +2019-08-20 14:00:00,10567.0,10673.36,10651.0,10614.99,615.54768617 +2019-08-20 13:00:00,10637.62,10694.42,10639.81,10651.01,176.8350393 +2019-08-20 12:00:00,10631.72,10724.99,10708.86,10639.9,306.13342597 +2019-08-20 11:00:00,10618.03,10712.21,10656.6,10707.73,265.27798813 +2019-08-20 10:00:00,10650.0,10714.61,10701.49,10655.96,119.66984827 +2019-08-20 09:00:00,10555.7,10713.59,10696.43,10701.5,590.40403153 +2019-08-20 08:00:00,10659.0,10821.54,10819.95,10696.73,540.50678714 +2019-08-20 07:00:00,10796.35,10833.9,10805.07,10819.05,201.79494667 +2019-08-20 06:00:00,10736.01,10829.34,10764.05,10805.07,220.9715617 +2019-08-20 05:00:00,10762.79,10819.94,10818.91,10762.8,173.7026882 +2019-08-20 04:00:00,10780.0,10836.5,10785.0,10819.99,220.61208149 +2019-08-20 03:00:00,10778.23,10885.15,10885.13,10785.01,695.27519443 +2019-08-20 02:00:00,10845.0,10886.55,10879.96,10883.01,445.91155068 +2019-08-20 01:00:00,10851.68,10930.08,10895.76,10879.96,441.07587976 +2019-08-20 00:00:00,10877.5,10953.0,10917.94,10895.75,590.84950159 +2019-08-19 23:00:00,10770.67,10938.76,10770.68,10920.0,1500.96067007 +2019-08-19 22:00:00,10713.01,10821.41,10715.17,10770.68,458.17629947 +2019-08-19 21:00:00,10675.06,10742.97,10678.52,10713.03,365.17589662 +2019-08-19 20:00:00,10630.01,10712.88,10699.72,10678.77,378.9082658 +2019-08-19 19:00:00,10667.0,10840.29,10724.76,10699.83,973.2025059 +2019-08-19 18:00:00,10705.87,10744.92,10717.58,10724.75,290.10984733 +2019-08-19 17:00:00,10675.13,10719.97,10680.0,10717.57,223.32479049 +2019-08-19 16:00:00,10655.64,10760.0,10722.74,10680.45,591.24379112 +2019-08-19 15:00:00,10656.88,10733.99,10731.22,10717.59,489.63738907 +2019-08-19 14:00:00,10699.0,10760.78,10714.99,10730.99,498.841284 +2019-08-19 13:00:00,10677.03,10727.5,10695.99,10715.0,314.86710422 +2019-08-19 12:00:00,10633.65,10705.25,10694.07,10696.0,476.4359509 +2019-08-19 11:00:00,10665.0,10790.0,10698.0,10692.59,632.13002127 +2019-08-19 10:00:00,10670.38,10718.0,10670.39,10694.88,202.6317256 +2019-08-19 09:00:00,10670.0,10740.0,10693.01,10670.39,161.57639696 +2019-08-19 08:00:00,10673.9,10750.66,10731.03,10693.0,304.25976329 +2019-08-19 07:00:00,10473.84,10743.89,10474.99,10731.03,2212.64502811 +2019-08-19 06:00:00,10356.51,10475.0,10360.99,10475.0,307.06727493 +2019-08-19 05:00:00,10343.47,10391.97,10374.94,10361.0,97.33772734 +2019-08-19 04:00:00,10367.95,10420.0,10403.38,10374.95,114.66080059 +2019-08-19 03:00:00,10357.0,10412.0,10401.82,10403.7,182.88815195 +2019-08-19 02:00:00,10348.89,10439.0,10348.89,10401.59,711.4237327 +2019-08-19 01:00:00,10293.08,10374.35,10324.83,10348.89,232.66784006 +2019-08-19 00:00:00,10265.0,10329.95,10315.48,10324.82,500.21394511 +2019-08-18 23:00:00,10299.18,10366.05,10347.75,10315.48,314.10875911 +2019-08-18 22:00:00,10308.85,10444.73,10423.56,10349.83,788.78364498 +2019-08-18 21:00:00,10350.0,10425.0,10363.28,10422.14,161.66024783 +2019-08-18 20:00:00,10318.0,10386.66,10375.28,10362.67,224.08716984 +2019-08-18 19:00:00,10341.01,10417.2,10390.01,10375.28,269.06591438 +2019-08-18 18:00:00,10365.0,10410.0,10393.95,10390.01,160.25351668 +2019-08-18 17:00:00,10357.31,10449.97,10430.14,10394.85,209.83100301 +2019-08-18 16:00:00,10397.24,10484.95,10399.11,10430.44,350.94417172 +2019-08-18 15:00:00,10386.07,10453.22,10389.27,10399.12,244.94729412 +2019-08-18 14:00:00,10386.54,10513.45,10440.01,10390.0,396.14463352 +2019-08-18 13:00:00,10383.07,10510.21,10388.15,10440.0,695.37886489 +2019-08-18 12:00:00,10367.7,10456.38,10409.47,10388.96,279.19969405 +2019-08-18 11:00:00,10330.21,10440.0,10364.93,10410.16,283.04064901 +2019-08-18 10:00:00,10172.6,10411.61,10190.15,10366.74,724.68696323 +2019-08-18 09:00:00,10114.98,10239.28,10114.98,10190.15,187.53008205 +2019-08-18 08:00:00,10100.0,10156.02,10140.07,10114.99,80.91109561 +2019-08-18 07:00:00,10116.1,10174.36,10169.19,10141.93,52.49784694 +2019-08-18 06:00:00,10138.78,10193.79,10141.0,10169.19,119.87471143 +2019-08-18 05:00:00,10110.0,10154.08,10132.78,10141.41,92.73502814 +2019-08-18 04:00:00,10066.66,10141.0,10110.39,10133.44,250.12838428 +2019-08-18 03:00:00,10106.25,10171.56,10161.0,10109.06,236.33611678 +2019-08-18 02:00:00,10140.15,10200.0,10181.14,10161.0,196.37395595 +2019-08-18 01:00:00,10151.0,10225.0,10218.01,10182.18,201.51062925 +2019-08-18 00:00:00,10208.53,10274.91,10217.99,10218.0,274.75399865 +2019-08-17 23:00:00,10181.84,10239.88,10232.06,10217.79,184.99678601 +2019-08-17 22:00:00,10113.87,10234.66,10139.41,10232.06,258.39003578 +2019-08-17 21:00:00,10067.59,10169.99,10077.41,10139.95,311.48476596 +2019-08-17 20:00:00,10043.87,10181.83,10170.18,10078.94,407.81465334 +2019-08-17 19:00:00,10153.49,10199.0,10174.26,10168.63,219.10183322 +2019-08-17 18:00:00,9978.0,10222.98,10073.28,10174.26,820.83533105 +2019-08-17 17:00:00,10032.64,10326.97,10281.01,10072.82,1228.08464548 +2019-08-17 16:00:00,10281.0,10365.99,10322.15,10282.38,159.50802213 +2019-08-17 15:00:00,10243.84,10347.7,10314.02,10322.0,431.64740718 +2019-08-17 14:00:00,10308.92,10369.56,10369.56,10314.01,108.88848849 +2019-08-17 13:00:00,10290.45,10370.11,10335.17,10367.39,185.69273565 +2019-08-17 12:00:00,10278.86,10378.16,10339.79,10335.17,299.80749888 +2019-08-17 11:00:00,10329.61,10389.13,10380.01,10336.29,167.47827111 +2019-08-17 10:00:00,10376.34,10448.42,10448.42,10380.01,92.55403866 +2019-08-17 09:00:00,10363.64,10453.77,10394.81,10448.42,123.08967709 +2019-08-17 08:00:00,10317.87,10475.82,10368.28,10394.79,398.45068355 +2019-08-17 07:00:00,10333.24,10388.12,10345.01,10360.05,109.1799703 +2019-08-17 06:00:00,10333.98,10400.0,10383.18,10345.01,141.44313633 +2019-08-17 05:00:00,10301.0,10394.6,10350.4,10383.17,170.78794371 +2019-08-17 04:00:00,10265.0,10360.0,10294.4,10355.15,151.46649317 +2019-08-17 03:00:00,10291.46,10378.42,10343.89,10301.71,122.53500631 +2019-08-17 02:00:00,10310.72,10426.0,10394.99,10339.58,236.27104813 +2019-08-17 01:00:00,10221.6,10400.0,10250.04,10399.82,272.24553412 +2019-08-17 00:00:00,10213.09,10377.97,10352.78,10245.36,706.24388867 +2019-08-16 23:00:00,10295.43,10454.12,10406.27,10352.78,337.64661629 +2019-08-16 22:00:00,10275.0,10486.42,10445.5,10406.27,1229.68038869 +2019-08-16 21:00:00,10389.27,10449.53,10395.23,10445.49,248.18679717 +2019-08-16 20:00:00,10360.0,10528.24,10468.23,10393.3,696.10455673 +2019-08-16 19:00:00,10415.94,10499.0,10424.6,10468.24,390.92507789 +2019-08-16 18:00:00,10399.29,10471.0,10408.13,10424.6,455.36983714 +2019-08-16 17:00:00,10380.0,10539.9,10416.32,10412.21,1212.73319588 +2019-08-16 16:00:00,10321.01,10449.27,10398.19,10417.98,931.98567459 +2019-08-16 15:00:00,10063.01,10475.0,10095.74,10398.84,1842.26791016 +2019-08-16 14:00:00,10043.64,10163.46,10111.24,10095.74,530.59041338 +2019-08-16 13:00:00,10062.42,10215.33,10201.56,10118.05,491.65039437 +2019-08-16 12:00:00,10115.56,10216.99,10146.77,10195.69,782.90206699 +2019-08-16 11:00:00,9793.14,10232.44,10090.69,10147.31,1896.02717731 +2019-08-16 10:00:00,10038.26,10126.97,10091.36,10095.0,246.92637956 +2019-08-16 09:00:00,10025.4,10136.0,10058.94,10088.33,314.49485028 +2019-08-16 08:00:00,9870.01,10091.13,9924.99,10055.17,560.4464071 +2019-08-16 07:00:00,9827.12,9987.17,9956.13,9924.98,628.37286919 +2019-08-16 06:00:00,9844.65,10031.03,9882.05,9956.14,969.07361424 +2019-08-16 05:00:00,9739.99,10137.53,10091.1,9882.05,2791.37785533 +2019-08-16 04:00:00,10081.83,10334.02,10319.59,10094.49,1312.42965306 +2019-08-16 03:00:00,10275.04,10344.23,10337.77,10319.59,387.72686464 +2019-08-16 02:00:00,10320.0,10416.44,10347.98,10337.77,329.89234357 +2019-08-16 01:00:00,10293.7,10388.87,10293.71,10347.99,314.86427825 +2019-08-16 00:00:00,10240.17,10355.38,10300.01,10297.08,630.9207446 +2019-08-15 23:00:00,10239.42,10420.02,10387.5,10300.01,1441.91930507 +2019-08-15 22:00:00,10320.97,10445.0,10340.0,10387.5,846.52840129 +2019-08-15 21:00:00,10303.0,10417.02,10373.84,10339.9,954.6634209 +2019-08-15 20:00:00,10081.17,10397.0,10096.42,10374.49,1949.76034924 +2019-08-15 19:00:00,10009.31,10138.86,10024.76,10097.38,485.31986058 +2019-08-15 18:00:00,10006.91,10075.0,10015.0,10025.3,531.14236344 +2019-08-15 17:00:00,9965.77,10049.99,10044.85,10015.0,550.91398897 +2019-08-15 16:00:00,9994.07,10154.74,10091.64,10044.85,932.18840206 +2019-08-15 15:00:00,9969.83,10113.88,10003.4,10092.6,729.46608983 +2019-08-15 14:00:00,9946.03,10084.99,10009.95,10005.8,681.34057703 +2019-09-09 13:00:00,10324.11,10390.87,10368.66,10334.01,377.82598838 +2019-09-09 12:00:00,10354.67,10430.01,10430.0,10369.02,271.15421746 +2019-09-09 11:00:00,10224.95,10541.75,10253.46,10430.0,1385.16596238 +2019-09-09 10:00:00,10190.85,10260.33,10243.33,10253.45,197.06110114 +2019-09-09 09:00:00,10132.45,10278.96,10142.15,10243.33,447.59877923 +2019-09-09 08:00:00,10059.99,10154.39,10142.74,10142.16,505.4853506 +2019-09-09 07:00:00,10079.26,10275.0,10257.07,10143.01,1012.0404961 +2019-09-09 06:00:00,10231.4,10307.92,10307.91,10259.26,185.82799834 +2019-09-09 05:00:00,10294.76,10326.0,10325.17,10310.24,107.48204015 +2019-09-09 04:00:00,10251.38,10338.22,10309.01,10325.18,330.91019331 +2019-09-09 03:00:00,10266.22,10343.84,10316.04,10309.01,496.51582323 +2019-09-09 02:00:00,10308.0,10400.0,10398.91,10316.05,388.85362799 +2019-09-09 01:00:00,10385.01,10412.42,10400.73,10398.92,227.07010868 +2019-09-09 00:00:00,10387.56,10418.0,10401.13,10403.88,177.80017312 +2019-09-08 23:00:00,10381.6,10422.7,10398.0,10398.97,169.7541838 +2019-09-08 22:00:00,10398.0,10430.0,10421.01,10398.01,164.3616314 +2019-09-08 21:00:00,10340.32,10422.0,10370.55,10421.95,155.03978862 +2019-09-08 20:00:00,10341.48,10381.92,10350.09,10371.81,226.41351476 +2019-09-08 19:00:00,10330.51,10373.84,10346.07,10350.1,389.3301851 +2019-09-08 18:00:00,10330.93,10400.0,10383.36,10346.52,188.96749671 +2019-09-08 17:00:00,10368.53,10418.96,10418.96,10383.37,155.61702428 +2019-09-08 16:00:00,10357.13,10446.63,10408.47,10418.97,370.36044647 +2019-09-08 15:00:00,10390.82,10422.01,10421.55,10408.47,215.40086954 +2019-09-08 14:00:00,10376.02,10433.31,10381.41,10421.07,168.01403323 +2019-09-08 13:00:00,10375.0,10426.83,10398.57,10381.41,147.1128722 +2019-09-08 12:00:00,10388.09,10433.8,10414.56,10400.0,199.25994131 +2019-09-08 11:00:00,10231.13,10517.01,10516.52,10414.6,1156.22878269 +2019-09-08 10:00:00,10502.0,10550.96,10514.12,10516.53,79.67041256 +2019-09-08 09:00:00,10512.2,10548.45,10527.1,10515.01,54.56184599 +2019-09-08 08:00:00,10500.99,10549.99,10548.19,10527.78,74.2557733 +2019-09-08 07:00:00,10542.18,10584.78,10579.38,10548.19,44.08709197 +2019-09-08 06:00:00,10551.44,10579.38,10557.14,10579.38,75.2629339 +2019-09-08 05:00:00,10525.1,10572.09,10571.0,10557.15,109.55539314 +2019-09-08 04:00:00,10557.37,10595.0,10557.38,10570.99,207.76634873 +2019-09-08 03:00:00,10483.51,10580.0,10488.0,10557.38,273.84446379 +2019-09-08 02:00:00,10488.0,10519.88,10505.21,10488.0,89.42428309 +2019-09-08 01:00:00,10501.0,10529.99,10514.15,10505.2,100.97983402 +2019-09-08 00:00:00,10484.37,10519.99,10484.37,10514.15,100.29670109 +2019-09-07 23:00:00,10476.23,10508.19,10506.72,10484.37,155.16213039 +2019-09-07 22:00:00,10492.55,10534.99,10525.96,10507.52,167.15491188 +2019-09-07 21:00:00,10476.47,10557.16,10518.24,10528.23,193.39563944 +2019-09-07 20:00:00,10482.01,10518.48,10497.29,10518.25,181.88225378 +2019-09-07 19:00:00,10446.2,10525.0,10485.96,10499.21,203.92760035 +2019-09-07 18:00:00,10473.0,10539.92,10508.96,10485.97,217.81841582 +2019-09-07 17:00:00,10487.56,10580.0,10522.87,10509.95,463.44481835 +2019-09-07 16:00:00,10369.0,10561.76,10477.01,10522.88,756.27032153 +2019-09-07 15:00:00,10423.5,10488.94,10424.71,10477.01,402.24554574 +2019-09-07 14:00:00,10395.06,10445.06,10399.0,10424.71,162.54123346 +2019-09-07 13:00:00,10380.0,10405.35,10380.01,10399.0,111.1213345 +2019-09-07 12:00:00,10380.0,10439.48,10428.0,10380.01,108.49077645 +2019-09-07 11:00:00,10374.35,10433.48,10374.35,10428.0,145.29235088 +2019-09-07 10:00:00,10347.84,10405.39,10395.0,10371.29,129.82886984 +2019-09-07 09:00:00,10380.57,10414.18,10410.01,10395.0,48.35288318 +2019-09-07 08:00:00,10384.81,10424.63,10384.81,10410.0,112.10542174 +2019-09-07 07:00:00,10335.0,10401.44,10341.9,10384.81,138.02093074 +2019-09-07 06:00:00,10340.48,10368.35,10361.23,10341.9,45.66096235 +2019-09-07 05:00:00,10344.41,10361.5,10357.31,10361.23,51.51902918 +2019-09-07 04:00:00,10319.83,10369.91,10340.74,10357.31,113.95196879 +2019-09-07 03:00:00,10329.99,10355.55,10347.9,10345.9,106.58833193 +2019-09-07 02:00:00,10340.91,10378.14,10366.17,10347.89,90.55196649 +2019-09-07 01:00:00,10332.51,10383.29,10340.17,10368.35,149.82389374 +2019-09-07 00:00:00,10304.52,10364.06,10308.9,10345.76,126.20922993 +2019-09-06 23:00:00,10291.05,10356.64,10337.89,10308.92,316.73199593 +2019-09-06 22:00:00,10329.03,10424.51,10424.51,10337.0,355.76220524 +2019-09-06 21:00:00,10297.23,10430.0,10357.42,10424.51,517.88577091 +2019-09-06 20:00:00,10182.0,10380.0,10380.0,10357.43,1608.93555562 +2019-09-06 19:00:00,10340.0,10405.98,10366.84,10381.51,661.24282628 +2019-09-06 18:00:00,10345.99,10453.97,10429.33,10367.0,1273.7640131 +2019-09-06 17:00:00,10250.0,10891.62,10891.58,10429.33,4155.87498361 +2019-09-06 16:00:00,10855.16,10895.07,10881.72,10891.59,347.18869854 +2019-09-06 15:00:00,10863.99,10915.0,10864.0,10880.93,383.2914066 +2019-09-06 14:00:00,10840.48,10895.1,10840.48,10863.96,591.69528108 +2019-09-06 13:00:00,10810.71,10886.63,10861.64,10843.0,560.44422121 +2019-09-06 12:00:00,10854.66,10939.34,10877.4,10866.12,582.51190107 +2019-09-06 11:00:00,10744.0,10900.0,10748.86,10875.21,1109.85555233 +2019-09-06 10:00:00,10744.13,10799.0,10746.31,10748.85,272.72099768 +2019-09-06 09:00:00,10709.85,10752.26,10727.98,10747.72,94.2266446 +2019-09-06 08:00:00,10705.0,10799.0,10751.87,10727.98,276.89625002 +2019-09-06 07:00:00,10713.53,10758.91,10737.66,10751.86,245.49361957 +2019-09-06 06:00:00,10703.64,10749.56,10719.16,10737.66,173.69514263 +2019-09-06 05:00:00,10698.65,10798.84,10712.41,10719.16,439.414134 +2019-09-06 04:00:00,10658.0,10748.8,10658.01,10712.41,235.71013131 +2019-09-06 03:00:00,10655.98,10728.44,10661.76,10658.01,526.00848702 +2019-09-06 02:00:00,10591.32,10713.19,10591.32,10661.76,673.70406447 +2019-09-06 01:00:00,10574.38,10615.29,10578.58,10591.32,163.88672853 +2019-09-06 00:00:00,10566.01,10602.1,10574.28,10577.02,165.66409587 +2019-09-05 23:00:00,10565.79,10599.99,10580.0,10574.73,229.91769488 +2019-09-05 22:00:00,10542.38,10592.64,10557.04,10580.0,329.18530786 +2019-09-05 21:00:00,10507.07,10570.16,10519.98,10559.16,193.35601832 +2019-09-05 20:00:00,10510.27,10580.73,10536.12,10519.93,252.36244786 +2019-09-05 19:00:00,10492.01,10585.0,10538.0,10536.12,434.71117343 +2019-09-05 18:00:00,10489.99,10565.01,10505.51,10538.0,362.76773654 +2019-09-05 17:00:00,10488.99,10549.99,10534.26,10505.51,593.38776049 +2019-09-05 16:00:00,10505.0,10605.0,10562.59,10534.4,355.71233607 +2019-09-05 15:00:00,10536.77,10578.0,10555.57,10564.37,303.87809338 +2019-09-05 14:00:00,10539.62,10607.93,10607.93,10555.56,354.17205581 +2019-09-05 13:00:00,10560.99,10614.62,10577.72,10607.93,161.60632877 +2019-09-05 12:00:00,10536.37,10605.93,10583.5,10577.91,253.27004289 +2019-09-05 11:00:00,10561.78,10640.0,10625.84,10582.46,276.77471153 +2019-09-05 10:00:00,10452.15,10666.43,10570.45,10623.99,1018.58599457 +2019-09-05 09:00:00,10549.42,10625.6,10589.48,10570.45,155.43897772 +2019-09-05 08:00:00,10521.75,10623.33,10560.01,10589.48,172.03923021 +2019-09-05 07:00:00,10542.11,10567.19,10546.09,10560.0,77.12651874 +2019-09-05 06:00:00,10526.8,10636.81,10617.99,10545.95,117.6075375 +2019-09-05 05:00:00,10575.77,10650.0,10595.99,10617.09,154.34924411 +2019-09-05 04:00:00,10558.01,10626.14,10570.41,10596.0,330.136925 +2019-09-05 03:00:00,10497.53,10576.38,10546.43,10570.4,364.76321675 +2019-09-05 02:00:00,10511.43,10574.57,10550.0,10546.43,331.51810248 +2019-09-05 01:00:00,10506.1,10557.73,10522.44,10550.01,212.50577847 +2019-09-05 00:00:00,10504.0,10585.73,10581.84,10522.44,397.3055954 +2019-09-04 23:00:00,10530.01,10597.0,10564.08,10581.84,322.92237243 +2019-09-04 22:00:00,10517.31,10693.77,10667.35,10564.08,768.87879737 +2019-09-04 21:00:00,10610.01,10669.08,10629.03,10667.87,461.47595432 +2019-09-04 20:00:00,10605.0,10833.14,10712.04,10629.02,1563.87780301 +2019-09-04 19:00:00,10588.99,10732.0,10588.99,10712.05,796.2519943 +2019-09-04 18:00:00,10587.53,10657.52,10647.12,10588.99,609.90394105 +2019-09-04 17:00:00,10559.0,10676.4,10569.6,10642.08,636.1325612 +2019-09-04 16:00:00,10425.85,10605.68,10426.13,10569.6,729.96085066 +2019-09-04 15:00:00,10390.79,10445.0,10401.03,10426.13,379.8190485 +2019-09-04 14:00:00,10391.09,10457.0,10413.82,10401.04,493.33400514 +2019-09-04 13:00:00,10380.0,10489.97,10489.97,10413.81,1112.76809189 +2019-09-04 12:00:00,10486.0,10544.76,10526.32,10490.5,206.30570977 +2019-09-04 11:00:00,10508.07,10576.63,10559.01,10528.2,216.24733475 +2019-09-04 10:00:00,10474.31,10581.8,10506.78,10559.32,213.36038654 +2019-09-04 09:00:00,10495.08,10545.79,10509.15,10506.78,277.16097983 +2019-09-04 08:00:00,10465.0,10572.69,10572.63,10509.19,411.68040623 +2019-09-04 07:00:00,10536.01,10599.96,10581.82,10572.63,121.921836 +2019-09-04 06:00:00,10571.07,10624.38,10573.41,10581.82,118.43873394 +2019-09-04 05:00:00,10547.21,10609.58,10591.36,10573.41,175.50058977 +2019-09-04 04:00:00,10567.93,10648.0,10622.8,10592.57,359.58432837 +2019-09-04 03:00:00,10515.5,10643.25,10542.0,10623.11,369.62243187 +2019-09-04 02:00:00,10509.18,10559.99,10520.9,10542.0,270.8433619 +2019-09-04 01:00:00,10442.0,10588.4,10587.75,10520.9,1218.28409494 +2019-09-04 00:00:00,10571.56,10641.91,10628.48,10587.75,346.54985544 +2019-09-03 23:00:00,10522.5,10725.47,10710.0,10628.48,1885.60796732 +2019-09-03 22:00:00,10682.09,10716.66,10696.11,10710.0,277.77796935 +2019-09-03 21:00:00,10671.96,10716.66,10711.01,10696.11,254.05783879 +2019-09-03 20:00:00,10657.75,10727.0,10664.97,10711.0,521.48746162 +2019-09-03 19:00:00,10631.5,10689.98,10632.01,10666.42,420.20772783 +2019-09-03 18:00:00,10616.21,10668.5,10616.22,10632.01,396.35866693 +2019-09-03 17:00:00,10611.97,10685.64,10665.01,10616.21,730.92685069 +2019-09-03 16:00:00,10660.0,10714.0,10698.98,10665.01,677.99779133 +2019-09-03 15:00:00,10581.96,10699.18,10640.37,10699.17,744.61187222 +2019-09-03 14:00:00,10582.18,10790.0,10678.3,10644.76,1697.64312531 +2019-09-03 13:00:00,10548.39,10754.0,10579.27,10679.64,2201.11980809 +2019-09-03 12:00:00,10412.33,10619.71,10434.96,10585.01,1031.07421564 +2019-09-03 11:00:00,10390.0,10485.0,10395.55,10432.93,495.42239236 +2019-09-03 10:00:00,10280.0,10401.47,10306.11,10398.83,573.44689065 +2019-09-03 09:00:00,10306.1,10390.52,10371.01,10306.1,367.11755098 +2019-09-03 08:00:00,10370.0,10408.99,10382.43,10371.74,166.39281462 +2019-09-03 07:00:00,10377.0,10405.22,10400.82,10382.43,123.83881097 +2019-09-03 06:00:00,10381.84,10426.0,10426.0,10400.82,96.79352026 +2019-09-03 05:00:00,10396.1,10444.27,10415.22,10425.99,158.22808512 +2019-09-03 04:00:00,10380.0,10430.32,10413.3,10415.21,337.15651275 +2019-09-03 03:00:00,10386.43,10500.0,10396.11,10414.0,909.22344628 +2019-09-03 02:00:00,10325.84,10420.0,10346.88,10396.12,486.91404512 +2019-09-03 01:00:00,10309.46,10404.67,10404.67,10345.02,573.79866761 +2019-09-03 00:00:00,10381.26,10434.09,10381.26,10404.66,390.81663065 +2019-09-02 23:00:00,10340.0,10413.08,10395.98,10381.26,641.20523484 +2019-09-02 22:00:00,10377.51,10469.27,10398.0,10395.97,627.52109217 +2019-09-02 21:00:00,10360.0,10456.29,10405.0,10399.28,749.45696736 +2019-09-02 20:00:00,10190.01,10486.77,10192.05,10409.78,2875.76247984 +2019-09-02 19:00:00,10118.0,10200.0,10146.52,10192.07,387.06315765 +2019-09-02 18:00:00,10090.56,10197.0,10090.56,10146.52,810.55528209 +2019-09-02 17:00:00,9937.43,10140.0,9940.0,10091.18,1579.17509609 +2019-09-02 16:00:00,9909.53,9967.87,9909.76,9942.27,355.23152642 +2019-09-02 15:00:00,9882.29,9928.55,9928.14,9909.51,332.01659927 +2019-09-02 14:00:00,9903.69,9978.0,9926.4,9928.55,690.20861954 +2019-09-02 13:00:00,9840.0,9945.36,9854.22,9924.9,547.51665671 +2019-09-02 12:00:00,9820.0,9855.66,9849.48,9854.22,342.74213236 +2019-09-02 11:00:00,9796.85,9865.0,9796.85,9849.47,227.25064032 +2019-09-02 10:00:00,9792.97,9837.39,9795.21,9796.84,205.59790168 +2019-09-02 09:00:00,9766.99,9809.86,9767.0,9794.57,120.38861179 +2019-09-02 08:00:00,9759.25,9774.0,9773.33,9767.0,105.33548219 +2019-09-02 07:00:00,9756.54,9774.0,9759.79,9773.33,58.36143847 +2019-09-02 06:00:00,9756.54,9779.72,9777.58,9760.01,128.60022975 +2019-09-02 05:00:00,9775.05,9804.2,9794.99,9777.6,108.67184584 +2019-09-02 04:00:00,9766.7,9795.33,9769.28,9795.0,102.71390556 +2019-09-02 03:00:00,9756.72,9800.25,9790.0,9768.37,175.15784275 +2019-09-02 02:00:00,9760.59,9804.89,9763.8,9790.0,263.81871915 +2019-09-02 01:00:00,9760.03,9785.0,9781.44,9763.8,94.45382234 +2019-09-02 00:00:00,9762.42,9791.98,9766.62,9781.44,265.25520463 +2019-09-01 23:00:00,9745.09,9818.0,9799.52,9766.52,343.48216834 +2019-09-01 22:00:00,9706.91,9840.0,9706.91,9799.54,579.76789098 +2019-09-01 21:00:00,9639.99,9800.0,9639.99,9706.91,840.44070413 +2019-09-01 20:00:00,9615.0,9643.2,9632.12,9640.0,131.10968231 +2019-09-01 19:00:00,9592.87,9642.0,9615.53,9630.1,150.64910674 +2019-09-01 18:00:00,9602.0,9633.87,9605.92,9615.14,155.64373202 +2019-09-01 17:00:00,9539.58,9639.21,9589.5,9605.92,225.08960522 +2019-09-01 16:00:00,9575.01,9628.93,9625.76,9588.56,214.32408702 +2019-09-01 15:00:00,9582.16,9684.05,9593.34,9625.76,271.87419008 +2019-09-01 14:00:00,9582.03,9598.78,9587.49,9595.0,85.98307371 +2019-09-01 13:00:00,9566.17,9596.32,9591.0,9587.61,106.25439643 +2019-09-01 12:00:00,9575.6,9598.78,9588.72,9591.01,87.92086602 +2019-09-01 11:00:00,9583.35,9609.08,9591.69,9588.76,67.27853444 +2019-09-01 10:00:00,9585.0,9610.76,9605.63,9591.69,44.74759568 +2019-09-01 09:00:00,9575.15,9623.1,9605.99,9607.12,75.1947634 +2019-09-01 08:00:00,9560.0,9629.89,9626.21,9606.0,195.1255063 +2019-09-01 07:00:00,9621.51,9635.97,9623.61,9626.21,46.98734147 +2019-09-01 06:00:00,9611.68,9631.23,9617.15,9623.61,55.84828232 +2019-09-01 05:00:00,9616.92,9635.0,9633.4,9616.93,53.17622745 +2019-09-01 04:00:00,9627.14,9645.0,9628.01,9633.41,105.98868027 +2019-09-01 03:00:00,9618.6,9629.75,9618.6,9628.01,106.12800291 +2019-09-01 02:00:00,9612.93,9630.13,9625.44,9617.11,71.90351991 +2019-09-01 01:00:00,9620.87,9638.01,9624.57,9625.44,90.95507056 +2019-09-01 00:00:00,9592.41,9633.8,9600.86,9624.57,94.97735468 +2019-08-31 23:00:00,9594.76,9629.17,9629.17,9600.86,129.94058759 +2019-08-31 22:00:00,9615.49,9707.48,9670.0,9629.17,363.9675928 +2019-08-31 21:00:00,9470.27,9670.0,9495.22,9670.0,533.3878273 +2019-08-31 20:00:00,9436.2,9582.79,9580.53,9495.22,608.78144881 +2019-08-31 19:00:00,9559.16,9590.86,9580.97,9580.79,192.68601821 +2019-08-31 18:00:00,9567.0,9609.68,9604.59,9580.98,172.60681279 +2019-08-31 17:00:00,9584.14,9627.8,9599.33,9604.58,152.06132572 +2019-08-31 16:00:00,9571.78,9608.72,9604.23,9599.33,194.91326559 +2019-08-31 15:00:00,9576.01,9604.63,9591.63,9604.23,123.90913771 +2019-08-31 14:00:00,9569.0,9613.01,9613.01,9589.44,129.05781586 +2019-08-31 13:00:00,9588.38,9620.0,9603.11,9613.01,199.83849968 +2019-08-31 12:00:00,9559.23,9607.4,9569.93,9603.19,89.73750502 +2019-08-31 11:00:00,9550.99,9588.01,9583.5,9569.93,45.25816967 +2019-08-31 10:00:00,9567.42,9598.91,9584.0,9583.5,60.72687052 +2019-08-31 09:00:00,9533.02,9588.9,9567.79,9584.01,138.9671786 +2019-08-31 08:00:00,9561.0,9592.56,9591.04,9567.52,87.98497065 +2019-08-31 07:00:00,9587.51,9614.0,9593.89,9591.03,73.84501929 +2019-08-31 06:00:00,9589.55,9617.44,9616.22,9589.55,65.42162442 +2019-08-31 05:00:00,9596.76,9626.73,9612.47,9617.93,58.51094652 +2019-08-31 04:00:00,9590.0,9625.09,9616.27,9612.48,106.71254808 +2019-08-31 03:00:00,9608.54,9639.07,9624.94,9616.28,101.18264874 +2019-08-31 02:00:00,9611.95,9652.59,9624.01,9624.77,122.74839004 +2019-08-31 01:00:00,9590.08,9649.01,9593.97,9624.01,198.50140458 +2019-08-31 00:00:00,9568.78,9612.15,9582.42,9593.97,106.45442032 +2019-08-30 23:00:00,9558.74,9633.31,9600.61,9582.42,318.41044098 +2019-08-30 22:00:00,9576.5,9609.99,9590.54,9600.61,251.74841149 +2019-08-30 21:00:00,9585.02,9626.99,9625.01,9590.54,234.77731888 +2019-08-30 20:00:00,9566.14,9699.0,9566.14,9625.01,937.65461551 +2019-08-30 19:00:00,9451.67,9587.49,9510.0,9566.15,570.8274076 +2019-08-30 18:00:00,9510.0,9554.78,9533.97,9510.0,274.20677332 +2019-08-30 17:00:00,9524.51,9582.18,9574.89,9536.32,232.36703301 +2019-08-30 16:00:00,9550.02,9605.22,9589.68,9574.89,292.09162553 +2019-08-30 15:00:00,9553.0,9615.55,9583.06,9589.67,578.8027846 +2019-08-30 14:00:00,9563.61,9605.01,9605.01,9583.06,352.04580599 +2019-08-30 13:00:00,9568.03,9621.65,9585.09,9605.01,281.73374132 +2019-08-30 12:00:00,9561.0,9604.27,9574.31,9585.09,305.97111102 +2019-08-30 11:00:00,9536.57,9593.59,9566.29,9574.31,182.42368728 +2019-08-30 10:00:00,9560.0,9632.96,9570.87,9566.29,237.43026834 +2019-08-30 09:00:00,9506.21,9579.0,9519.99,9570.87,246.27636972 +2019-08-30 08:00:00,9468.27,9568.11,9470.52,9521.84,257.94285926 +2019-08-30 07:00:00,9468.76,9510.76,9479.01,9470.53,701.93998126 +2019-08-30 06:00:00,9479.0,9537.0,9503.17,9479.01,412.13627509 +2019-08-30 05:00:00,9470.04,9506.71,9486.56,9502.59,126.75882685 +2019-08-30 04:00:00,9445.0,9490.0,9460.48,9486.0,138.4661422 +2019-08-30 03:00:00,9420.97,9476.0,9430.96,9465.02,210.96709565 +2019-08-30 02:00:00,9424.89,9471.96,9452.05,9429.62,204.51736779 +2019-08-30 01:00:00,9337.97,9455.78,9444.56,9453.22,707.03035946 +2019-08-30 00:00:00,9420.9,9531.99,9494.8,9441.2,677.62454154 +2019-08-29 23:00:00,9445.01,9510.0,9482.19,9495.0,3662.83141188 +2019-08-29 22:00:00,9480.0,9511.94,9508.74,9482.19,152.79157105 +2019-08-29 21:00:00,9477.96,9539.82,9527.01,9508.74,269.59550285 +2019-08-29 20:00:00,9486.0,9529.4,9502.97,9527.58,318.21359717 +2019-08-29 19:00:00,9435.67,9511.13,9488.01,9504.52,334.93105632 +2019-08-29 18:00:00,9487.71,9566.68,9530.01,9488.02,363.01822483 +2019-08-29 17:00:00,9472.34,9545.0,9477.02,9530.0,300.97310297 +2019-08-29 16:00:00,9470.0,9534.09,9503.0,9478.01,356.43160623 +2019-08-29 15:00:00,9402.85,9572.99,9402.85,9503.0,1070.66973085 +2019-08-29 14:00:00,9379.73,9454.63,9454.62,9402.85,552.67160835 +2019-08-29 13:00:00,9442.24,9486.0,9454.48,9455.46,399.08178975 +2019-08-29 12:00:00,9357.07,9479.21,9451.59,9454.53,613.76109313 +2019-08-29 11:00:00,9436.0,9484.99,9448.4,9451.58,227.73564969 +2019-08-29 10:00:00,9430.05,9476.3,9476.3,9448.4,222.01141346 +2019-08-29 09:00:00,9404.0,9485.18,9405.63,9476.3,211.89206904 +2019-08-29 08:00:00,9389.94,9446.22,9389.94,9408.63,414.78906239 +2019-08-29 07:00:00,9321.73,9548.86,9535.02,9394.42,1227.68356871 +2019-08-29 06:00:00,9478.8,9589.52,9589.52,9535.01,815.54633801 +2019-08-29 05:00:00,9579.47,9628.75,9609.85,9589.51,258.2351476 +2019-08-29 04:00:00,9559.91,9624.18,9580.0,9609.7,424.23680964 +2019-08-29 03:00:00,9530.89,9673.7,9673.69,9578.54,1149.8778819 +2019-08-29 02:00:00,9644.08,9697.29,9686.43,9673.69,365.1042586 +2019-08-29 01:00:00,9669.01,9700.0,9688.93,9686.43,263.77225378 +2019-08-29 00:00:00,9636.86,9717.03,9714.01,9688.92,445.84242096 +2019-08-28 23:00:00,9697.35,9749.4,9732.93,9714.31,412.87818872 +2019-08-28 22:00:00,9678.68,9732.93,9724.63,9732.93,592.16092835 +2019-08-28 21:00:00,9638.19,9739.43,9668.84,9724.63,558.07836783 +2019-08-28 20:00:00,9633.69,9704.44,9665.79,9668.84,758.2190134 +2019-08-28 19:00:00,9610.36,9752.0,9709.93,9665.79,1354.3421656 +2019-08-28 18:00:00,9522.93,10198.01,10198.0,9709.93,8544.46950188 +2019-08-28 17:00:00,10183.96,10269.99,10222.96,10198.01,521.83820191 +2019-08-28 16:00:00,10202.12,10246.99,10231.98,10222.97,273.28111891 +2019-08-28 15:00:00,10192.73,10252.0,10207.01,10232.39,408.15014089 +2019-08-28 14:00:00,10155.0,10236.24,10170.55,10207.0,410.78855218 +2019-08-28 13:00:00,10150.84,10277.0,10154.32,10170.55,662.91525814 +2019-08-28 12:00:00,10130.47,10196.82,10136.71,10154.32,321.90853383 +2019-08-28 11:00:00,10100.18,10148.58,10124.14,10136.04,159.95254777 +2019-08-28 10:00:00,10097.88,10144.91,10144.91,10124.06,113.04963548 +2019-08-28 09:00:00,10091.14,10150.32,10115.94,10144.91,194.4290931 +2019-08-28 08:00:00,10106.47,10159.17,10156.49,10115.94,192.53643878 +2019-08-28 07:00:00,10136.23,10189.31,10182.51,10156.49,91.27831171 +2019-08-28 06:00:00,10112.0,10207.5,10124.76,10182.32,544.69222856 +2019-08-28 05:00:00,10032.51,10158.67,10071.0,10126.08,466.96174103 +2019-08-28 04:00:00,10070.0,10100.0,10079.96,10071.0,149.3917983 +2019-08-28 03:00:00,10060.0,10122.96,10110.43,10079.96,246.36932424 +2019-08-28 02:00:00,10072.51,10123.0,10092.01,10110.47,172.25292807 +2019-09-22 01:00:00,9850.0,9954.76,9941.47,9901.76,736.91216119 +2019-09-22 00:00:00,9925.41,9989.47,9973.99,9941.46,273.30747572 +2019-09-21 23:00:00,9973.23,10006.0,9982.0,9973.99,138.15720539 +2019-09-21 22:00:00,9929.3,10005.0,9981.46,9982.0,188.10415622 +2019-09-21 21:00:00,9951.0,9991.49,9964.47,9981.86,271.92535028 +2019-09-21 20:00:00,9951.6,10019.65,10011.98,9964.48,374.49717512 +2019-09-21 19:00:00,9980.93,10014.0,9992.01,10011.97,118.49078599 +2019-09-21 18:00:00,9958.49,10000.0,9969.63,9992.0,125.01543531 +2019-09-21 17:00:00,9951.95,9998.5,9997.5,9969.63,242.65019309 +2019-09-21 16:00:00,9987.0,10053.04,10033.84,9997.5,272.77053551 +2019-09-21 15:00:00,9993.26,10067.73,9998.21,10033.84,247.78503035 +2019-09-21 14:00:00,9984.69,10016.44,10011.41,9998.21,151.29536602 +2019-09-21 13:00:00,9950.62,10019.01,9974.3,10011.48,444.72120223 +2019-09-21 12:00:00,9917.34,10048.9,10048.9,9974.88,436.38585684 +2019-09-21 11:00:00,9981.22,10060.9,9982.73,10048.9,119.93295597 +2019-09-21 10:00:00,9967.83,10028.69,9990.01,9986.04,134.904029 +2019-09-21 09:00:00,9980.41,10045.71,10025.59,9990.01,110.26950543 +2019-09-21 08:00:00,9981.01,10074.51,10072.87,10025.59,220.0269953 +2019-09-21 07:00:00,10061.45,10085.1,10061.85,10072.89,49.57826515 +2019-09-21 06:00:00,9956.6,10105.81,10099.83,10061.85,730.06601633 +2019-09-21 05:00:00,10082.98,10114.61,10091.04,10099.83,91.92903653 +2019-09-21 04:00:00,10086.94,10133.17,10133.17,10091.2,203.78784814 +2019-09-21 03:00:00,10116.17,10136.73,10125.0,10133.17,78.67085954 +2019-09-21 02:00:00,10125.0,10163.51,10149.6,10125.01,92.90360621 +2019-09-21 01:00:00,10148.56,10170.15,10159.79,10149.6,77.98848488 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10:00:00,10139.99,10169.99,10139.99,10152.5,236.30757491 +2019-09-20 09:00:00,10120.97,10146.41,10143.23,10140.0,225.6439304 +2019-09-20 08:00:00,10130.17,10197.51,10156.21,10143.23,134.74500772 +2019-09-20 07:00:00,10151.54,10187.0,10170.83,10156.21,172.30990299 +2019-09-20 06:00:00,10153.0,10199.82,10170.0,10171.65,158.99381612 +2019-09-20 05:00:00,10170.01,10214.29,10214.28,10170.01,197.39455859 +2019-09-20 04:00:00,10204.34,10230.99,10226.94,10214.29,123.62345961 +2019-09-20 03:00:00,10200.0,10249.99,10203.0,10226.95,186.95059046 +2019-09-20 02:00:00,10179.84,10234.98,10213.92,10202.99,293.39022491 +2019-09-20 01:00:00,10200.06,10256.93,10240.0,10216.14,271.46385952 +2019-09-20 00:00:00,10237.28,10309.84,10275.01,10240.0,469.85074069 +2019-09-19 23:00:00,10237.96,10289.99,10239.99,10275.01,229.28805532 +2019-09-19 22:00:00,10235.48,10277.6,10263.0,10239.99,301.19375665 +2019-09-19 21:00:00,10259.19,10313.15,10259.19,10263.0,330.83575838 +2019-09-19 20:00:00,10110.0,10379.15,10110.01,10259.19,2257.24051507 +2019-09-19 19:00:00,10033.55,10117.5,10047.0,10110.01,381.70104681 +2019-09-19 18:00:00,10025.42,10079.98,10037.38,10047.0,329.90853666 +2019-09-19 17:00:00,10031.29,10110.0,10042.56,10035.04,491.96021766 +2019-09-19 16:00:00,9880.43,10119.64,9884.59,10042.56,1311.56738152 +2019-09-19 15:00:00,9856.67,9890.0,9856.67,9884.59,404.19820495 +2019-09-19 14:00:00,9852.25,9865.75,9862.0,9856.67,293.34088 +2019-09-19 13:00:00,9862.0,9887.5,9876.51,9862.01,233.65445994 +2019-09-19 12:00:00,9852.12,9896.0,9855.26,9876.52,281.92640885 +2019-09-19 11:00:00,9815.82,9861.97,9843.43,9855.26,231.5967791 +2019-09-19 10:00:00,9827.01,9878.72,9873.94,9843.43,179.67808061 +2019-09-19 09:00:00,9856.31,9890.2,9873.93,9874.54,135.1166839 +2019-09-19 08:00:00,9856.26,9889.0,9871.83,9873.93,167.23307704 +2019-09-19 07:00:00,9849.59,9890.06,9870.24,9871.32,200.50992595 +2019-09-19 06:00:00,9850.0,9884.14,9875.14,9870.24,205.41744641 +2019-09-19 05:00:00,9806.86,9916.45,9806.86,9876.51,420.83367055 +2019-09-19 04:00:00,9773.0,9815.0,9809.99,9807.05,612.36572981 +2019-09-19 03:00:00,9585.86,10097.03,10096.99,9809.99,5754.51857395 +2019-09-19 02:00:00,10085.01,10147.98,10125.94,10097.01,356.18853358 +2019-09-19 01:00:00,10111.0,10175.49,10175.28,10125.94,303.68873866 +2019-09-19 00:00:00,10138.59,10183.51,10156.22,10175.56,211.06188102 +2019-09-18 23:00:00,10152.0,10175.61,10165.62,10155.26,195.75530768 +2019-09-18 22:00:00,10162.01,10209.06,10193.26,10165.62,286.65611821 +2019-09-18 21:00:00,10184.41,10205.0,10196.77,10193.26,244.1842245 +2019-09-18 20:00:00,10131.82,10205.0,10173.87,10196.76,272.22341259 +2019-09-18 19:00:00,10167.36,10190.95,10177.6,10173.87,208.61948212 +2019-09-18 18:00:00,10165.01,10207.29,10182.85,10177.6,301.23542845 +2019-09-18 17:00:00,10181.21,10194.56,10191.64,10182.84,232.36394806 +2019-09-18 16:00:00,10132.33,10203.69,10175.01,10191.59,394.79368045 +2019-09-18 15:00:00,10161.0,10178.1,10177.68,10175.01,260.07762212 +2019-09-18 14:00:00,10172.31,10198.06,10190.0,10177.69,446.19766229 +2019-09-18 13:00:00,10185.0,10213.42,10201.4,10190.0,253.82905761 +2019-09-18 12:00:00,10074.08,10224.12,10161.29,10200.66,664.09038995 +2019-09-18 11:00:00,10151.29,10180.13,10180.13,10161.3,168.27816003 +2019-09-18 10:00:00,10176.37,10194.76,10176.37,10180.13,93.23498096 +2019-09-18 09:00:00,10161.89,10189.74,10170.97,10176.37,99.50562002 +2019-09-18 08:00:00,10150.75,10205.61,10204.66,10170.97,241.91296097 +2019-09-18 07:00:00,10190.26,10225.43,10205.43,10204.67,114.48980678 +2019-09-18 06:00:00,10204.89,10222.23,10204.89,10205.73,129.37256476 +2019-09-18 05:00:00,10202.19,10234.71,10227.75,10204.89,240.75395045 +2019-09-18 04:00:00,10210.0,10229.21,10213.69,10227.75,141.91694034 +2019-09-18 03:00:00,10202.13,10230.5,10230.49,10213.69,141.67441078 +2019-09-18 02:00:00,10221.48,10258.0,10248.48,10230.5,154.36192532 +2019-09-18 01:00:00,10212.0,10258.0,10213.61,10248.48,194.92441754 +2019-09-18 00:00:00,10185.12,10213.61,10185.42,10213.61,147.12932825 +2019-09-17 23:00:00,10167.14,10232.05,10229.04,10185.39,319.6015638 +2019-09-17 22:00:00,10206.5,10238.45,10216.0,10229.36,161.01451291 +2019-09-17 21:00:00,10191.51,10261.87,10245.12,10216.01,305.45220984 +2019-09-17 20:00:00,10237.22,10276.18,10257.02,10245.11,306.35432669 +2019-09-17 19:00:00,10221.02,10259.99,10228.83,10257.69,273.41248204 +2019-09-17 18:00:00,10218.85,10259.97,10249.79,10228.84,235.56879033 +2019-09-17 17:00:00,10235.0,10264.11,10256.46,10249.79,302.40004463 +2019-09-17 16:00:00,10204.65,10263.96,10204.83,10256.11,497.5324532 +2019-09-17 15:00:00,10201.66,10230.62,10216.1,10205.68,236.74192293 +2019-09-17 14:00:00,10169.52,10219.0,10180.2,10216.09,258.32611709 +2019-09-17 13:00:00,10172.23,10242.86,10215.25,10180.56,342.94398519 +2019-09-17 12:00:00,10149.39,10232.93,10164.01,10215.25,361.27696071 +2019-09-17 11:00:00,10160.0,10173.01,10173.0,10164.0,78.80509069 +2019-09-17 10:00:00,10151.66,10176.72,10151.67,10173.01,111.28586297 +2019-09-17 09:00:00,10135.44,10171.71,10171.05,10151.66,205.97779256 +2019-09-17 08:00:00,10164.67,10215.48,10212.43,10171.06,177.64574492 +2019-09-17 07:00:00,10200.98,10224.72,10200.98,10213.36,59.66459012 +2019-09-17 06:00:00,10195.22,10212.93,10211.12,10200.99,147.98286734 +2019-09-17 05:00:00,10172.49,10226.06,10209.37,10211.12,207.12915507 +2019-09-17 04:00:00,10209.36,10249.99,10247.42,10209.36,139.28493581 +2019-09-17 03:00:00,10222.68,10247.46,10238.01,10247.43,97.40089503 +2019-09-17 02:00:00,10222.68,10242.7,10228.52,10238.0,119.4486202 +2019-09-17 01:00:00,10206.05,10253.42,10224.99,10228.53,121.10403736 +2019-09-17 00:00:00,10182.79,10273.09,10262.54,10225.0,649.72726181 +2019-09-16 23:00:00,10239.0,10300.85,10299.99,10262.54,297.04921467 +2019-09-16 22:00:00,10291.06,10325.0,10301.98,10300.0,172.68190932 +2019-09-16 21:00:00,10213.98,10355.03,10213.99,10302.47,827.50010649 +2019-09-16 20:00:00,10120.0,10214.91,10120.62,10213.99,633.45407122 +2019-09-16 19:00:00,10120.62,10136.85,10126.72,10120.62,162.34988333 +2019-09-16 18:00:00,10111.64,10147.99,10140.04,10126.72,202.20004207 +2019-09-16 17:00:00,10132.5,10153.89,10146.0,10140.04,175.08676628 +2019-09-16 16:00:00,10068.42,10157.76,10112.84,10146.0,556.47366527 +2019-09-16 15:00:00,10113.78,10153.35,10130.0,10115.92,295.20535183 +2019-09-16 14:00:00,10113.0,10157.98,10142.54,10130.0,310.20054688 +2019-09-16 13:00:00,10124.35,10172.77,10145.01,10142.55,440.78036683 +2019-09-16 12:00:00,10095.0,10276.82,10276.82,10145.0,1742.79190725 +2019-09-16 11:00:00,10276.81,10309.98,10305.93,10276.81,186.88750238 +2019-09-16 10:00:00,10300.0,10314.75,10309.15,10305.93,81.27194009 +2019-09-16 09:00:00,10294.36,10318.31,10301.31,10309.16,94.06319271 +2019-09-16 08:00:00,10301.3,10320.56,10308.58,10301.31,48.08822116 +2019-09-16 07:00:00,10290.0,10310.64,10308.94,10309.4,102.95105603 +2019-09-16 06:00:00,10290.54,10325.37,10325.37,10308.94,173.18368926 +2019-09-16 05:00:00,10321.6,10329.93,10324.93,10325.36,84.19931887 +2019-09-16 04:00:00,10311.22,10337.01,10315.69,10324.93,181.5753298 +2019-09-16 03:00:00,10313.12,10368.97,10360.01,10315.79,257.50098607 +2019-09-16 02:00:00,10351.19,10369.85,10366.38,10360.01,182.01778782 +2019-09-16 01:00:00,10347.09,10379.98,10348.88,10366.38,268.45934182 +2019-09-16 00:00:00,10303.66,10365.05,10303.66,10348.31,309.75495095 +2019-09-15 23:00:00,10296.52,10310.57,10300.27,10304.46,87.70037168 +2019-09-15 22:00:00,10290.0,10322.85,10300.13,10300.28,118.33633766 +2019-09-15 21:00:00,10271.79,10307.0,10271.79,10300.13,142.75591693 +2019-09-15 20:00:00,10271.7,10318.96,10309.39,10271.8,206.6522247 +2019-09-15 19:00:00,10287.58,10317.0,10297.8,10309.4,135.51816482 +2019-09-15 18:00:00,10296.02,10320.82,10318.87,10297.48,78.79017157 +2019-09-15 17:00:00,10300.0,10323.03,10308.01,10318.85,77.2044955 +2019-09-15 16:00:00,10307.99,10335.61,10314.0,10308.01,138.99579301 +2019-09-15 15:00:00,10271.51,10317.0,10283.0,10313.99,150.52869318 +2019-09-15 14:00:00,10263.39,10303.62,10284.15,10282.99,237.43988495 +2019-09-15 13:00:00,10283.0,10329.08,10329.07,10284.15,83.39554661 +2019-09-15 12:00:00,10273.01,10329.09,10312.28,10329.08,120.70482857 +2019-09-15 11:00:00,10305.54,10332.0,10322.09,10312.29,70.8614474 +2019-09-15 10:00:00,10290.28,10331.97,10304.95,10322.09,52.07893859 +2019-09-15 09:00:00,10285.0,10310.59,10310.59,10304.96,124.76642047 +2019-09-15 08:00:00,10304.0,10329.61,10328.6,10310.59,55.14477417 +2019-09-15 07:00:00,10313.78,10340.7,10333.51,10328.61,93.52380991 +2019-09-15 06:00:00,10320.0,10341.01,10341.0,10333.51,62.07280989 +2019-09-15 05:00:00,10328.34,10344.79,10338.77,10341.01,110.58059551 +2019-09-15 04:00:00,10300.0,10344.0,10324.31,10338.78,129.99228022 +2019-09-15 03:00:00,10313.14,10344.01,10342.0,10324.32,122.5639768 +2019-09-15 02:00:00,10325.0,10357.92,10357.92,10342.01,116.327011 +2019-09-15 01:00:00,10333.1,10357.92,10341.99,10357.92,91.23660551 +2019-09-15 00:00:00,10333.33,10380.0,10360.01,10342.0,138.0941849 +2019-09-14 23:00:00,10355.0,10373.41,10361.28,10360.25,99.64407433 +2019-09-14 22:00:00,10355.15,10410.0,10397.71,10361.31,185.73707435 +2019-09-14 21:00:00,10335.0,10439.0,10420.35,10397.71,557.86842178 +2019-09-14 20:00:00,10380.02,10421.0,10382.88,10420.35,130.54386071 +2019-09-14 19:00:00,10375.0,10412.81,10405.5,10381.07,143.63002413 +2019-09-14 18:00:00,10365.29,10409.9,10395.06,10405.49,196.96338852 +2019-09-14 17:00:00,10372.58,10433.49,10372.58,10395.03,308.4439691 +2019-09-14 16:00:00,10346.94,10375.0,10369.54,10372.59,167.31854201 +2019-09-14 15:00:00,10329.51,10418.84,10366.18,10369.54,429.1430978 +2019-09-14 14:00:00,10323.95,10374.99,10330.01,10366.19,421.29499544 +2019-09-14 13:00:00,10272.46,10354.46,10272.47,10330.01,207.12496204 +2019-09-14 12:00:00,10223.36,10302.14,10302.14,10272.47,440.89295686 +2019-09-14 11:00:00,10299.13,10315.64,10312.27,10302.14,61.41756284 +2019-09-14 10:00:00,10300.23,10323.78,10309.81,10312.28,29.93055797 +2019-09-14 09:00:00,10301.0,10339.48,10320.02,10309.81,33.45548628 +2019-09-14 08:00:00,10318.13,10352.03,10328.99,10320.02,69.748823 +2019-09-14 07:00:00,10299.08,10340.0,10299.08,10330.0,81.37278492 +2019-09-14 06:00:00,10296.0,10314.18,10305.59,10299.09,42.39068937 +2019-09-14 05:00:00,10294.14,10327.66,10295.06,10308.45,66.87513853 +2019-09-14 04:00:00,10284.6,10310.94,10302.98,10296.78,93.42647408 +2019-09-14 03:00:00,10295.77,10318.7,10301.69,10302.98,116.42109961 +2019-09-14 02:00:00,10295.13,10335.0,10331.33,10302.47,253.40265813 +2019-09-14 01:00:00,10320.94,10348.64,10335.19,10331.33,121.63547139 +2019-09-14 00:00:00,10321.0,10383.23,10365.94,10335.19,211.63334059 +2019-09-13 23:00:00,10280.0,10392.0,10296.45,10365.93,457.15698651 +2019-09-13 22:00:00,10260.67,10305.31,10301.48,10296.45,197.86570447 +2019-09-13 21:00:00,10250.02,10315.0,10270.59,10302.97,331.76526832 +2019-09-13 20:00:00,10157.0,10274.88,10214.98,10270.54,829.39624359 +2019-09-13 19:00:00,10185.26,10231.01,10230.54,10214.98,222.02933444 +2019-09-13 18:00:00,10200.0,10248.67,10235.16,10230.53,317.08383239 +2019-09-13 17:00:00,10190.38,10315.0,10310.36,10235.16,777.08394171 +2019-09-13 16:00:00,10298.31,10321.05,10312.0,10310.42,222.1319552 +2019-09-13 15:00:00,10292.37,10342.06,10300.9,10312.01,179.04715521 +2019-09-13 14:00:00,10289.68,10325.82,10325.49,10300.9,220.51967356 +2019-09-13 13:00:00,10305.3,10354.0,10341.31,10325.83,178.71321964 +2019-09-13 12:00:00,10305.84,10358.84,10323.0,10344.22,245.71464894 +2019-09-13 11:00:00,10265.47,10324.11,10289.01,10323.54,242.4447714 +2019-09-13 10:00:00,10289.0,10347.15,10330.53,10289.0,161.86646547 +2019-09-13 09:00:00,10294.83,10341.27,10306.52,10330.53,80.34975052 +2019-09-13 08:00:00,10285.59,10358.41,10312.62,10306.82,185.46320503 +2019-09-13 07:00:00,10294.06,10325.85,10325.85,10312.63,547.06839017 +2019-09-13 06:00:00,10308.26,10348.0,10325.03,10325.85,105.57174263 +2019-09-13 05:00:00,10301.65,10371.0,10364.7,10325.04,338.41153953 +2019-09-13 04:00:00,10355.0,10425.0,10388.95,10362.05,294.92874429 +2019-09-13 03:00:00,10370.03,10392.66,10381.09,10390.0,144.25689372 +2019-09-13 02:00:00,10357.0,10398.06,10357.01,10381.03,161.18513342 +2019-09-13 01:00:00,10357.0,10398.53,10394.97,10357.01,178.59524935 +2019-09-13 00:00:00,10385.0,10452.5,10423.85,10394.96,290.38498375 +2019-09-12 23:00:00,10378.0,10424.36,10400.31,10423.72,203.15469134 +2019-09-12 22:00:00,10400.0,10460.0,10417.42,10400.28,718.81886944 +2019-09-12 21:00:00,10332.37,10418.91,10332.37,10417.42,595.44453574 +2019-09-12 20:00:00,10310.05,10365.0,10315.0,10332.46,368.12447146 +2019-09-12 19:00:00,10281.0,10331.98,10301.73,10315.0,259.31545637 +2019-09-12 18:00:00,10295.16,10360.0,10300.0,10301.73,488.34407503 +2019-09-12 17:00:00,10271.04,10305.53,10280.15,10300.0,291.92656874 +2019-09-12 16:00:00,10238.27,10357.0,10333.12,10280.15,506.25695083 +2019-09-12 15:00:00,10296.44,10374.99,10308.01,10332.6,537.06384986 +2019-09-12 14:00:00,10279.98,10362.03,10344.84,10307.46,522.99778822 +2019-09-12 13:00:00,10220.0,10361.9,10235.41,10344.75,1000.75465679 +2019-09-12 12:00:00,10166.43,10235.41,10167.13,10235.41,407.68420418 +2019-09-12 11:00:00,10137.33,10189.98,10149.86,10167.13,224.6312862 +2019-09-12 10:00:00,10120.98,10169.99,10122.23,10149.93,96.25551057 +2019-09-12 09:00:00,10122.22,10167.1,10143.14,10122.22,59.60648926 +2019-09-12 08:00:00,10074.1,10148.86,10074.57,10143.14,105.98832227 +2019-09-12 07:00:00,10053.57,10077.43,10060.75,10074.71,67.23189025 +2019-09-12 06:00:00,10040.0,10080.3,10079.31,10061.14,177.17523721 +2019-09-12 05:00:00,10063.51,10095.64,10076.3,10079.31,133.6527194 +2019-09-12 04:00:00,10062.96,10122.15,10109.72,10076.3,158.90329458 +2019-09-12 03:00:00,10082.63,10133.07,10110.0,10109.71,118.97287134 +2019-09-12 02:00:00,10084.07,10134.12,10121.03,10110.09,165.69690088 +2019-09-12 01:00:00,10120.07,10169.98,10154.95,10120.07,163.1211256 +2019-09-12 00:00:00,10134.15,10199.77,10158.81,10154.65,254.12791235 +2019-09-11 23:00:00,10103.82,10164.97,10143.96,10160.2,203.18408065 +2019-09-11 22:00:00,10126.57,10174.98,10166.99,10143.96,215.63840038 +2019-09-11 21:00:00,10085.1,10175.0,10096.76,10167.0,367.66518183 +2019-09-11 20:00:00,10057.55,10126.0,10073.2,10097.33,308.27696561 +2019-09-11 19:00:00,10040.0,10098.9,10060.54,10075.18,259.72727424 +2019-09-11 18:00:00,10044.0,10117.51,10044.01,10060.53,596.49857608 +2019-09-11 17:00:00,10035.95,10073.6,10043.37,10044.01,252.46650362 +2019-09-11 16:00:00,9926.49,10118.99,9975.64,10043.42,708.78902533 +2019-09-11 15:00:00,9966.02,10019.0,10015.01,9975.65,437.14666918 +2019-09-11 14:00:00,9970.08,10055.09,10030.0,10015.0,569.08630091 +2019-09-11 13:00:00,10005.0,10094.92,10087.69,10030.0,244.09380181 +2019-09-11 12:00:00,10035.43,10087.69,10055.01,10087.69,125.23921878 +2019-09-11 11:00:00,10053.0,10123.91,10090.48,10055.01,197.17906124 +2019-09-11 10:00:00,9992.33,10100.0,9992.33,10090.47,228.09632067 +2019-09-11 09:00:00,9977.88,10012.82,9992.07,9991.33,127.53069438 +2019-09-11 08:00:00,9989.01,10057.1,10044.99,9992.08,101.57900861 +2019-09-11 07:00:00,9976.91,10066.47,9977.0,10044.99,186.0723099 +2019-09-11 06:00:00,9851.97,10034.65,10011.14,9978.93,1166.0724828 +2019-09-11 05:00:00,9970.0,10056.32,10042.15,10011.28,339.00664528 +2019-09-11 04:00:00,10040.52,10087.57,10081.86,10040.69,168.97440508 +2019-09-11 03:00:00,10061.09,10110.0,10068.08,10081.87,149.82296701 +2019-09-11 02:00:00,10049.94,10093.93,10075.01,10068.08,196.04537181 +2019-09-11 01:00:00,10075.0,10149.79,10135.64,10075.01,246.93622838 +2019-09-11 00:00:00,10081.01,10297.12,10093.0,10138.0,978.91254138 +2019-09-10 23:00:00,10035.01,10127.76,10081.15,10093.01,275.53244484 +2019-09-10 22:00:00,10053.69,10111.85,10096.13,10081.16,261.65867374 +2019-09-10 21:00:00,10030.0,10123.94,10049.46,10096.19,323.72895079 +2019-09-10 20:00:00,9980.01,10071.31,10011.06,10050.0,780.6064987 +2019-09-10 19:00:00,9916.0,10188.0,10185.01,10011.06,2241.21434049 +2019-09-10 18:00:00,10185.0,10214.61,10212.21,10185.01,245.43023533 +2019-09-10 17:00:00,10183.16,10221.97,10216.91,10212.21,320.89163159 +2019-09-10 16:00:00,10169.45,10227.15,10173.06,10216.91,271.33026248 +2019-09-10 15:00:00,10151.34,10218.5,10208.0,10173.07,383.04370898 +2019-09-10 14:00:00,10177.01,10242.41,10240.81,10208.0,447.99917407 +2019-09-10 13:00:00,10222.0,10256.0,10255.96,10242.75,234.20038234 +2019-09-10 12:00:00,10232.02,10274.17,10257.0,10255.97,226.49443296 +2019-09-10 11:00:00,10218.63,10261.17,10237.72,10257.0,144.82682362 +2019-09-10 10:00:00,10221.49,10281.62,10255.84,10237.73,114.32867459 +2019-09-10 09:00:00,10187.91,10288.79,10259.21,10255.85,269.35060513 +2019-09-10 08:00:00,10250.41,10282.86,10272.61,10259.21,69.25048327 +2019-09-10 07:00:00,10244.5,10304.36,10267.3,10272.62,93.75303174 +2019-09-10 06:00:00,10231.0,10273.06,10268.01,10267.3,184.4715995 +2019-09-10 05:00:00,10256.0,10310.0,10300.0,10268.01,156.14678792 +2019-09-10 04:00:00,10279.93,10326.86,10300.4,10300.0,89.41186755 +2019-09-10 03:00:00,10266.05,10322.66,10290.0,10300.41,187.73044291 +2019-09-10 02:00:00,10282.01,10358.55,10334.74,10290.01,276.48669103 +2019-09-10 01:00:00,10333.05,10389.26,10344.2,10337.0,297.78450564 +2019-09-10 00:00:00,10305.49,10373.58,10310.01,10343.81,202.90349451 +2019-09-09 23:00:00,10310.0,10370.0,10331.99,10310.0,270.0161466 +2019-09-09 22:00:00,10286.0,10373.97,10286.51,10332.0,268.19891101 +2019-09-09 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15:00:00,8085.96,8144.86,8112.58,8115.01,484.8270476 +2019-10-03 14:00:00,8059.22,8229.4,8223.21,8112.58,1208.7100483 +2019-10-03 13:00:00,8220.0,8249.0,8241.17,8223.21,201.60519794 +2019-10-03 12:00:00,8220.0,8259.59,8230.52,8241.17,364.44949351 +2019-10-03 11:00:00,8213.0,8242.76,8224.91,8230.02,315.23716907 +2019-10-03 10:00:00,8201.4,8287.15,8287.14,8224.98,277.30902511 +2019-10-03 09:00:00,8275.0,8307.15,8304.17,8287.14,57.09801085 +2019-10-03 08:00:00,8255.74,8304.18,8278.94,8304.18,101.93712698 +2019-10-03 07:00:00,8260.0,8293.05,8278.01,8278.94,91.01664552 +2019-10-03 06:00:00,8278.01,8319.98,8304.69,8278.01,126.2325492 +2019-10-03 05:00:00,8304.65,8361.98,8353.08,8304.69,221.17225505 +2019-10-03 04:00:00,8345.32,8389.99,8345.33,8354.37,339.43835009 +2019-10-03 03:00:00,8343.15,8369.32,8368.51,8345.33,158.38719812 +2019-10-03 02:00:00,8342.94,8368.55,8345.26,8368.51,125.99192763 +2019-10-03 01:00:00,8332.08,8367.18,8344.15,8347.21,182.4899313 +2019-10-03 00:00:00,8332.0,8419.95,8381.72,8344.03,377.45470547 +2019-10-02 23:00:00,8279.99,8391.0,8279.99,8381.72,770.3987184 +2019-10-02 22:00:00,8244.58,8293.1,8267.88,8279.99,361.3070515 +2019-10-02 21:00:00,8231.03,8268.0,8231.03,8267.99,174.98020829 +2019-10-02 20:00:00,8226.05,8279.0,8265.84,8229.14,311.30099005 +2019-10-02 19:00:00,8230.0,8273.0,8235.69,8265.84,333.37325139 +2019-10-02 18:00:00,8229.76,8275.68,8242.04,8235.7,347.65891432 +2019-10-02 17:00:00,8187.27,8244.99,8225.98,8242.04,451.08013251 +2019-10-02 16:00:00,8223.98,8288.0,8249.51,8225.0,370.47420372 +2019-10-02 15:00:00,8225.15,8265.73,8249.11,8249.51,196.2110199 +2019-10-02 14:00:00,8205.0,8268.48,8228.0,8249.12,376.00149499 +2019-10-02 13:00:00,8215.0,8273.3,8235.0,8228.0,452.04687796 +2019-10-02 12:00:00,8223.18,8310.0,8283.56,8234.99,297.79714936 +2019-10-02 11:00:00,8245.03,8302.0,8266.93,8284.81,230.62137342 +2019-10-02 10:00:00,8225.0,8266.94,8248.27,8266.94,146.73736505 +2019-10-02 09:00:00,8236.59,8276.13,8252.99,8248.27,78.74103132 +2019-10-02 08:00:00,8218.4,8289.53,8220.0,8253.0,129.93289065 +2019-10-02 07:00:00,8217.82,8254.57,8227.7,8220.01,149.41631852 +2019-10-02 06:00:00,8184.28,8239.99,8184.28,8227.7,166.44039305 +2019-10-02 05:00:00,8168.85,8243.18,8237.48,8184.99,367.08535645 +2019-10-02 04:00:00,8211.33,8280.0,8273.71,8239.16,175.79344243 +2019-10-02 03:00:00,8228.94,8284.5,8271.01,8273.71,439.14221941 +2019-10-02 02:00:00,8271.0,8320.02,8303.17,8271.01,262.19399598 +2019-10-02 01:00:00,8300.0,8350.0,8307.02,8301.68,188.82001601 +2019-10-02 00:00:00,8290.72,8348.0,8321.87,8309.15,239.41753738 +2019-10-01 23:00:00,8290.72,8384.99,8356.61,8321.52,480.90277298 +2019-10-01 22:00:00,8301.7,8366.85,8325.53,8356.61,275.18836813 +2019-10-01 21:00:00,8306.62,8415.98,8375.98,8327.19,367.91795369 +2019-10-01 20:00:00,8297.0,8418.68,8319.71,8375.98,426.64774359 +2019-10-01 19:00:00,8239.86,8319.6,8305.89,8318.41,689.2646805 +2019-10-01 18:00:00,8268.95,8345.84,8297.51,8304.39,535.40381867 +2019-10-01 17:00:00,8255.0,8535.0,8453.35,8301.28,1395.07109616 +2019-10-01 16:00:00,8351.39,8490.0,8390.45,8453.35,1020.76844793 +2019-10-01 15:00:00,8328.16,8394.24,8359.15,8390.46,317.39546846 +2019-10-01 14:00:00,8338.31,8388.48,8367.95,8359.15,267.29155235 +2019-10-01 13:00:00,8302.21,8400.0,8336.57,8367.95,494.37906972 +2019-10-01 12:00:00,8328.06,8454.37,8379.18,8336.58,637.34561796 +2019-10-01 11:00:00,8312.0,8380.0,8330.01,8380.0,196.15151449 +2019-10-01 10:00:00,8323.05,8383.2,8345.63,8330.02,190.82305463 +2019-10-01 09:00:00,8316.31,8395.0,8391.25,8345.63,313.27380408 +2019-10-01 08:00:00,8371.0,8438.0,8429.2,8391.25,104.12204209 +2019-10-01 07:00:00,8372.83,8440.0,8403.76,8430.68,197.81343838 +2019-10-01 06:00:00,8371.0,8440.0,8440.0,8404.96,218.84162906 +2019-10-01 05:00:00,8420.78,8460.0,8447.27,8440.0,190.5518901 +2019-10-01 04:00:00,8415.0,8479.98,8420.58,8445.87,365.03351019 +2019-10-01 03:00:00,8420.0,8518.77,8433.45,8420.67,1240.09428905 +2019-10-01 02:00:00,8281.0,8439.99,8287.92,8433.45,1370.70586732 +2019-10-01 01:00:00,8200.0,8305.0,8221.12,8288.8,442.89259112 +2019-10-01 00:00:00,8212.0,8330.0,8304.95,8222.84,528.47774719 +2019-09-30 23:00:00,8241.44,8313.21,8241.45,8304.96,343.07574729 +2019-09-30 22:00:00,8225.0,8294.55,8247.41,8243.28,364.85232328 +2019-09-30 21:00:00,8191.0,8265.0,8238.31,8246.94,517.08608288 +2019-09-30 20:00:00,8188.0,8284.0,8283.72,8238.31,566.83731419 +2019-09-30 19:00:00,8258.51,8288.3,8285.71,8283.71,446.12850714 +2019-09-30 18:00:00,8256.19,8328.17,8256.2,8285.58,608.56730592 +2019-09-30 17:00:00,8228.01,8290.93,8290.07,8256.2,462.23566999 +2019-09-30 16:00:00,8265.5,8393.23,8300.0,8290.06,1039.30540626 +2019-09-30 15:00:00,8213.0,8324.14,8213.0,8300.0,1247.91128729 +2019-09-30 14:00:00,8111.95,8286.57,8124.72,8213.0,933.00319017 +2019-09-30 13:00:00,8010.67,8203.99,8010.67,8122.13,1183.27072698 +2019-09-30 12:00:00,7994.12,8066.53,8046.05,8011.13,321.86407991 +2019-09-30 11:00:00,8025.14,8100.0,8052.18,8046.05,291.67946797 +2019-09-30 10:00:00,7995.44,8090.0,8005.58,8052.13,562.65342509 +2019-09-30 09:00:00,7850.79,8040.0,7874.54,8005.95,907.33218404 +2019-09-30 08:00:00,7780.88,7913.44,7799.86,7874.55,487.20954492 +2019-09-30 07:00:00,7743.44,7823.67,7759.2,7800.4,251.1383579 +2019-09-30 06:00:00,7749.0,7815.66,7797.45,7759.2,464.70082962 +2019-09-30 05:00:00,7770.46,7866.17,7827.58,7793.61,429.6022698 +2019-09-30 04:00:00,7701.0,7979.35,7979.35,7826.15,2680.18657914 +2019-09-30 03:00:00,7960.0,7994.95,7987.4,7979.35,234.63014177 +2019-09-30 02:00:00,7970.04,8025.11,8021.12,7987.41,258.25875788 +2019-09-30 01:00:00,7983.0,8034.06,8027.3,8021.12,259.88835548 +2019-09-30 00:00:00,7997.96,8066.77,8054.09,8027.31,281.20194475 +2019-09-29 23:00:00,8048.4,8106.34,8083.86,8052.4,194.63494216 +2019-09-29 22:00:00,8030.26,8139.72,8044.62,8085.45,418.2478096 +2019-09-29 21:00:00,7986.96,8107.13,8006.29,8046.09,573.58330189 +2019-09-29 20:00:00,7933.0,8017.17,7956.79,8006.3,320.56113378 +2019-09-29 19:00:00,7933.0,8004.91,7982.09,7956.79,341.65809696 +2019-09-29 18:00:00,7952.63,8017.97,7994.39,7980.01,203.10331569 +2019-09-29 17:00:00,7990.15,8039.88,8038.86,7995.76,155.84655903 +2019-09-29 16:00:00,7934.6,8038.87,7972.93,8038.87,451.65298955 +2019-09-29 15:00:00,7902.96,8003.34,7984.94,7973.23,644.62742369 +2019-09-29 14:00:00,7975.52,8037.0,8008.82,7984.94,307.50949437 +2019-09-29 13:00:00,7975.74,8059.38,8003.37,8008.82,297.99284355 +2019-09-29 12:00:00,7910.0,8094.51,8092.4,8003.38,966.01652512 +2019-09-29 11:00:00,8050.0,8111.17,8090.99,8092.4,191.09593403 +2019-09-29 10:00:00,8066.11,8119.61,8108.68,8091.0,108.62881729 +2019-09-29 09:00:00,8084.29,8131.68,8106.16,8108.68,133.50036893 +2019-09-29 08:00:00,8105.21,8129.88,8106.32,8106.17,63.11415035 +2019-09-29 07:00:00,8050.64,8110.55,8093.62,8106.32,175.28901787 +2019-09-29 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15:00:00,8015.25,8093.6,8085.14,8086.83,478.52424477 +2019-09-28 14:00:00,8066.01,8128.38,8127.71,8085.14,516.04802393 +2019-09-28 13:00:00,8060.0,8129.87,8097.97,8129.86,557.19629465 +2019-09-28 12:00:00,8061.6,8150.46,8147.83,8097.98,636.22091035 +2019-09-28 11:00:00,8129.7,8196.44,8196.44,8147.84,278.72673443 +2019-09-28 10:00:00,8176.75,8262.64,8235.0,8196.45,254.89642517 +2019-09-28 09:00:00,8187.51,8235.0,8199.26,8235.0,110.67268666 +2019-09-28 08:00:00,8190.94,8232.53,8232.53,8199.26,156.31656365 +2019-09-28 07:00:00,8167.29,8238.64,8167.31,8234.16,237.3289621 +2019-09-28 06:00:00,8154.46,8177.0,8168.69,8167.31,121.55242378 +2019-09-28 05:00:00,8160.36,8190.01,8190.01,8168.69,195.67988986 +2019-09-28 04:00:00,8174.61,8200.0,8184.17,8190.01,187.86542896 +2019-09-28 03:00:00,8165.03,8194.78,8192.86,8184.18,162.61418154 +2019-09-28 02:00:00,8140.0,8193.0,8180.27,8192.85,332.60587006 +2019-09-28 01:00:00,8180.0,8219.0,8218.29,8180.27,218.16814888 +2019-09-28 00:00:00,8176.89,8230.16,8193.99,8218.3,334.47814522 +2019-09-27 23:00:00,8160.95,8208.18,8193.94,8193.99,636.61581109 +2019-09-27 22:00:00,8192.16,8267.79,8234.24,8193.94,1436.78838232 +2019-09-27 21:00:00,8048.36,8290.0,8060.23,8234.24,2010.88306991 +2019-09-27 20:00:00,7984.67,8099.99,8000.01,8061.39,845.99761731 +2019-09-27 19:00:00,8000.0,8069.99,8038.32,8000.01,531.89400686 +2019-09-27 18:00:00,8017.43,8067.7,8039.96,8039.17,478.5853166 +2019-09-27 17:00:00,7990.6,8059.21,8018.21,8039.84,493.89908128 +2019-09-27 16:00:00,7950.0,8055.0,7989.94,8018.22,773.80618004 +2019-09-27 15:00:00,7861.02,8005.79,7967.52,7989.93,1195.66613833 +2019-09-27 14:00:00,7944.08,8108.25,8001.2,7971.76,1061.36378047 +2019-09-27 13:00:00,7984.26,8034.19,7993.58,8001.2,504.54191187 +2019-09-27 12:00:00,7944.01,8036.88,7982.3,7993.58,602.2635123 +2019-09-27 11:00:00,7943.07,8065.23,8062.9,7984.32,656.33822218 +2019-09-27 10:00:00,8035.23,8082.26,8043.88,8062.9,201.64637396 +2019-09-27 09:00:00,8015.6,8067.0,8066.99,8043.88,322.3413626 +2019-09-27 08:00:00,8046.79,8116.99,8046.8,8067.0,349.5743639 +2019-09-27 07:00:00,8030.0,8078.54,8033.57,8046.8,376.98756751 +2019-09-27 06:00:00,7980.77,8033.58,7980.78,8033.58,188.51536649 +2019-09-27 05:00:00,7952.96,8002.51,8001.34,7980.78,348.54769625 +2019-09-27 04:00:00,7977.0,8045.16,8022.23,8001.34,352.34840733 +2019-09-27 03:00:00,7996.45,8050.0,7996.82,8022.24,312.71425999 +2019-09-27 02:00:00,7975.13,8024.7,8010.01,7996.82,314.27279441 +2019-09-27 01:00:00,7935.12,8012.47,7970.15,8011.28,1295.46626843 +2019-09-27 00:00:00,7950.02,8092.71,8060.0,7972.57,623.60662933 +2019-09-26 23:00:00,8054.92,8130.0,8114.83,8060.0,530.11237664 +2019-09-26 22:00:00,8025.0,8133.87,8080.0,8117.23,757.60829106 +2019-09-26 21:00:00,8012.0,8096.37,8095.73,8080.0,938.02072382 +2019-09-26 20:00:00,8075.99,8165.89,8129.98,8095.72,861.04573126 +2019-09-26 19:00:00,8035.0,8129.99,8120.13,8129.99,1064.97310901 +2019-09-26 18:00:00,7903.0,8168.55,7918.2,8120.12,2263.57618818 +2019-09-26 17:00:00,7857.09,7979.98,7931.8,7918.2,1336.11600139 +2019-09-26 16:00:00,7712.45,8025.55,7921.08,7931.8,6116.3223558 +2019-09-26 15:00:00,7819.0,8223.08,8193.98,7921.07,4459.73770262 +2019-09-26 14:00:00,8102.69,8415.01,8255.29,8195.29,2162.98111567 +2019-09-26 13:00:00,8029.34,8425.93,8422.51,8255.28,3258.56452915 +2019-09-26 12:00:00,8381.17,8434.12,8384.97,8422.51,519.16686773 +2019-09-26 11:00:00,8384.02,8443.15,8443.14,8384.97,213.8626179 +2019-09-26 10:00:00,8405.0,8445.0,8440.26,8443.15,262.6402918 +2019-09-26 09:00:00,8394.66,8464.08,8410.49,8440.26,404.49254752 +2019-09-26 08:00:00,8359.99,8426.0,8372.68,8410.49,160.3260755 +2019-09-26 07:00:00,8357.98,8395.47,8384.62,8372.69,170.4122757 +2019-09-26 06:00:00,8383.03,8432.28,8388.16,8384.62,133.48208819 +2019-09-26 05:00:00,8361.0,8412.91,8361.01,8388.53,151.83437645 +2019-09-26 04:00:00,8334.54,8384.29,8362.74,8361.0,211.39260018 +2019-09-26 03:00:00,8344.27,8395.27,8368.01,8362.74,203.65308565 +2019-09-26 02:00:00,8320.0,8382.85,8341.15,8368.0,493.19795509 +2019-09-26 01:00:00,8335.68,8401.44,8380.38,8341.17,491.37318496 +2019-09-26 00:00:00,8371.72,8447.0,8438.35,8380.39,499.89736451 +2019-09-25 23:00:00,8311.51,8460.0,8437.99,8438.35,1079.75835563 +2019-09-25 22:00:00,8435.0,8659.4,8593.7,8437.99,1504.81807854 +2019-09-25 21:00:00,8479.31,8598.12,8509.77,8593.7,625.33684059 +2019-09-25 20:00:00,8350.0,8519.0,8353.77,8509.78,1492.91457528 +2019-09-25 19:00:00,8312.27,8360.0,8342.07,8353.78,441.93228436 +2019-09-25 18:00:00,8310.0,8399.0,8375.0,8342.07,738.77145748 +2019-09-25 17:00:00,8330.84,8418.24,8340.01,8375.0,1133.33738239 +2019-09-25 16:00:00,8228.0,8364.06,8299.43,8340.01,1900.65686601 +2019-09-25 15:00:00,8290.0,8427.1,8378.14,8299.43,923.92363271 +2019-09-25 14:00:00,8368.78,8459.78,8391.24,8378.15,1075.02006901 +2019-09-25 13:00:00,8282.48,8439.59,8298.15,8391.03,1186.9198609 +2019-09-25 12:00:00,8235.01,8360.0,8330.69,8300.0,1011.84909306 +2019-09-25 11:00:00,8296.67,8440.6,8422.28,8329.09,633.77386022 +2019-09-25 10:00:00,8370.17,8463.48,8405.31,8422.28,613.68759088 +2019-09-25 09:00:00,8259.74,8412.98,8259.74,8405.3,466.89682913 +2019-09-25 08:00:00,8222.01,8393.18,8345.96,8262.31,1175.28573564 +2019-09-25 07:00:00,8318.53,8479.98,8465.06,8346.02,882.54984638 +2019-09-25 06:00:00,8463.48,8543.93,8505.48,8465.24,440.42341706 +2019-09-25 05:00:00,8456.68,8534.81,8520.26,8505.49,501.0401378 +2019-09-25 04:00:00,8430.83,8610.79,8588.61,8520.27,1442.31230973 +2019-09-25 03:00:00,8562.53,8645.0,8607.0,8588.61,641.08044782 +2019-09-25 02:00:00,8573.37,8725.0,8712.49,8607.0,1244.22829829 +2019-09-25 01:00:00,8654.84,8743.86,8701.64,8711.75,699.53781682 +2019-09-25 00:00:00,8525.16,8743.26,8530.01,8701.65,1668.37784441 +2019-09-24 23:00:00,8493.94,8800.0,8696.17,8530.01,2353.83221918 +2019-09-24 22:00:00,8644.0,8780.0,8653.09,8696.17,1531.88600909 +2019-09-24 21:00:00,8501.4,8749.0,8580.98,8653.1,2027.15898676 +2019-09-24 20:00:00,8378.01,8995.0,8599.97,8580.99,6067.31252085 +2019-09-24 19:00:00,8159.35,8995.0,8654.91,8539.12,11421.49625822 +2019-09-24 18:00:00,8620.0,9467.74,9461.32,8620.49,5141.9584691 +2019-09-24 17:00:00,9424.72,9498.39,9473.93,9461.32,562.20365123 +2019-09-24 16:00:00,9437.69,9574.11,9500.0,9472.67,716.03358172 +2019-09-24 15:00:00,9370.39,9560.75,9505.0,9500.0,2144.90718627 +2019-09-24 14:00:00,9493.28,9614.46,9609.78,9505.19,1954.97872747 +2019-09-24 13:00:00,9557.98,9677.0,9677.0,9609.78,1102.06363624 +2019-09-24 12:00:00,9642.7,9716.17,9714.16,9676.99,428.03863445 +2019-09-24 11:00:00,9686.01,9754.75,9725.45,9714.16,232.71407116 +2019-09-24 10:00:00,9704.0,9732.33,9728.14,9725.46,92.89989308 +2019-09-24 09:00:00,9672.01,9730.85,9711.28,9728.15,110.23089124 +2019-09-24 08:00:00,9675.0,9747.47,9743.94,9711.28,557.09449524 +2019-09-24 07:00:00,9718.97,9759.12,9728.72,9743.94,110.46272788 +2019-09-24 06:00:00,9728.47,9776.66,9752.17,9728.72,160.77375102 +2019-09-24 05:00:00,9711.0,9754.38,9711.0,9752.0,118.25928355 +2019-09-24 04:00:00,9679.86,9737.99,9707.97,9711.01,129.91438198 +2019-09-24 03:00:00,9670.48,9730.0,9713.86,9707.98,287.33308276 +2019-09-24 02:00:00,9680.94,9744.99,9716.01,9713.86,256.95458333 +2019-09-24 01:00:00,9713.44,9777.16,9737.55,9716.02,311.11376175 +2019-09-24 00:00:00,9600.0,9742.33,9693.74,9739.6,916.60534553 +2019-09-23 23:00:00,9660.6,9729.43,9714.77,9693.74,304.82592945 +2019-09-23 22:00:00,9609.37,9741.47,9741.47,9714.77,930.73167967 +2019-09-23 21:00:00,9634.17,9815.0,9765.53,9741.47,1201.23961167 +2019-09-23 20:00:00,9750.0,9820.0,9796.99,9765.53,281.03474004 +2019-09-23 19:00:00,9785.0,9830.0,9816.37,9797.0,381.17016446 +2019-09-23 18:00:00,9770.2,9832.52,9775.78,9816.37,326.9125551 +2019-09-23 17:00:00,9770.2,9821.53,9800.06,9775.76,387.01726987 +2019-09-23 16:00:00,9755.0,9874.15,9857.86,9800.99,576.22915347 +2019-09-23 15:00:00,9842.04,9945.0,9903.23,9857.85,734.06418029 +2019-09-23 14:00:00,9665.39,9946.9,9893.53,9903.05,2480.72576486 +2019-09-23 13:00:00,9880.0,9921.77,9914.12,9893.53,325.36855496 +2019-09-23 12:00:00,9864.0,9925.14,9906.21,9914.12,312.95630401 +2019-09-23 11:00:00,9904.01,9937.73,9911.85,9908.83,136.40955698 +2019-09-23 10:00:00,9905.85,9944.6,9944.5,9912.21,293.17430826 +2019-09-23 09:00:00,9926.07,9963.96,9926.07,9945.22,212.58708368 +2019-09-23 08:00:00,9893.14,9931.6,9893.14,9926.08,154.95327323 +2019-09-23 07:00:00,9881.0,9917.96,9908.17,9891.49,147.27219887 +2019-09-23 06:00:00,9856.0,9946.57,9946.57,9908.17,393.14145988 +2019-09-23 05:00:00,9926.51,9976.04,9976.04,9946.57,646.33177122 +2019-09-23 04:00:00,9964.45,9985.02,9971.35,9976.04,117.99912275 +2019-09-23 03:00:00,9938.22,9971.73,9963.81,9971.36,283.18078282 +2019-09-23 02:00:00,9959.38,9995.51,9986.37,9964.72,118.87217959 +2019-09-23 01:00:00,9962.5,10007.06,9993.34,9986.36,136.96069523 +2019-09-23 00:00:00,9920.7,10051.15,10026.79,9993.02,472.73044501 +2019-09-22 23:00:00,10020.87,10077.11,10040.32,10026.8,167.6493119 +2019-09-22 22:00:00,10016.01,10072.62,10047.57,10040.32,245.14042754 +2019-09-22 21:00:00,9977.53,10055.0,10007.47,10047.58,427.34271293 +2019-09-22 20:00:00,9975.95,10012.39,9982.26,10007.26,235.07888821 +2019-09-22 19:00:00,9965.28,9988.06,9971.5,9982.27,146.92233197 +2019-09-22 18:00:00,9948.86,9992.76,9992.01,9971.5,208.4029597 +2019-09-22 17:00:00,9982.0,10022.31,10008.07,9991.89,211.72127906 +2019-09-22 16:00:00,9965.07,10029.07,9987.99,10008.08,360.38155013 +2019-09-22 15:00:00,9960.58,9994.06,9983.96,9988.0,117.60057537 +2019-09-22 14:00:00,9941.0,9994.07,9978.13,9983.96,158.17631836 +2019-09-22 13:00:00,9920.0,10057.49,10031.89,9978.11,330.31261285 +2019-09-22 12:00:00,10001.35,10050.0,10001.35,10031.9,156.37929935 +2019-09-22 11:00:00,9991.48,10020.12,10000.0,10001.36,40.97117155 +2019-09-22 10:00:00,9986.12,10026.69,10012.73,10000.0,85.91920479 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18:00:00,7962.71,7979.59,7973.13,7965.97,199.19075483 +2019-10-16 17:00:00,7942.85,7982.7,7965.73,7973.14,258.83950313 +2019-10-16 16:00:00,7912.0,8021.65,7950.79,7965.94,734.39389798 +2019-10-16 15:00:00,7947.71,7981.51,7962.03,7950.8,521.44164148 +2019-10-16 14:00:00,7936.64,7997.86,7997.86,7962.03,706.1351968 +2019-10-16 13:00:00,7962.91,8001.94,7987.02,7998.01,958.82381293 +2019-10-16 12:00:00,7928.01,8049.37,8049.37,7987.02,1056.65868193 +2019-10-16 11:00:00,8000.0,8150.0,8150.0,8049.38,973.55910721 +2019-10-16 10:00:00,8141.4,8159.69,8142.0,8149.99,150.48451598 +2019-10-16 09:00:00,8102.31,8142.76,8132.86,8142.0,102.33997099 +2019-10-16 08:00:00,8097.52,8140.04,8134.93,8132.87,150.45737537 +2019-10-16 07:00:00,8125.0,8156.18,8154.53,8138.47,128.90387603 +2019-10-16 06:00:00,8151.03,8171.5,8169.14,8158.88,111.55086164 +2019-10-16 05:00:00,8159.52,8170.78,8165.22,8170.55,87.91715577 +2019-10-16 04:00:00,8160.0,8171.0,8166.39,8165.23,94.89802097 +2019-10-16 03:00:00,8143.6,8166.38,8155.94,8166.38,157.7914802 +2019-10-16 02:00:00,8154.4,8171.5,8171.27,8156.0,115.30170693 +2019-10-16 01:00:00,8166.98,8171.59,8167.09,8171.27,256.99407294 +2019-10-16 00:00:00,8150.11,8168.0,8162.44,8167.11,171.41469225 +2019-10-15 23:00:00,8132.5,8167.5,8133.07,8162.44,321.25973282 +2019-10-15 22:00:00,8133.58,8155.0,8149.26,8136.93,186.36401716 +2019-10-15 21:00:00,8115.62,8150.0,8139.02,8149.26,384.4643476 +2019-10-15 20:00:00,8139.01,8171.58,8171.58,8139.89,386.52811076 +2019-10-15 19:00:00,8160.15,8173.0,8172.99,8171.58,335.55392627 +2019-10-15 18:00:00,8125.1,8173.0,8164.45,8172.84,743.60413902 +2019-10-15 17:00:00,8161.01,8250.0,8183.68,8164.64,900.48942401 +2019-10-15 16:00:00,8085.65,8322.07,8320.0,8182.52,2150.61545854 +2019-10-15 15:00:00,8240.4,8379.35,8259.95,8320.0,762.19933007 +2019-10-15 14:00:00,8242.0,8318.87,8305.01,8259.46,399.32150369 +2019-10-15 13:00:00,8296.81,8323.54,8319.24,8305.01,201.89894875 +2019-10-15 12:00:00,8285.99,8322.5,8294.94,8319.74,94.4428164 +2019-10-15 11:00:00,8282.08,8313.52,8313.51,8294.95,69.87095173 +2019-10-15 10:00:00,8277.92,8325.08,8280.33,8313.52,65.60118688 +2019-10-15 09:00:00,8276.41,8300.18,8289.07,8280.34,54.18554588 +2019-10-15 08:00:00,8265.21,8303.76,8286.89,8289.07,139.00141908 +2019-10-15 07:00:00,8280.0,8316.53,8304.37,8287.52,151.86933305 +2019-10-15 06:00:00,8293.08,8337.96,8329.84,8304.37,147.58894022 +2019-10-15 05:00:00,8321.29,8330.71,8329.94,8330.21,63.50671222 +2019-10-15 04:00:00,8306.95,8330.0,8316.91,8329.95,159.3252278 +2019-10-15 03:00:00,8314.95,8338.01,8338.01,8316.92,124.1566182 +2019-10-15 02:00:00,8318.46,8338.0,8333.23,8337.01,139.47419354 +2019-10-15 01:00:00,8333.22,8369.78,8362.0,8333.22,157.60157981 +2019-10-15 00:00:00,8354.99,8420.0,8355.0,8362.0,419.64481606 +2019-10-14 23:00:00,8332.41,8355.0,8347.03,8355.0,168.38886866 +2019-10-14 22:00:00,8311.94,8349.99,8319.75,8345.29,120.27349679 +2019-10-14 21:00:00,8248.74,8357.5,8340.0,8319.75,415.2758558 +2019-10-14 20:00:00,8332.0,8350.0,8336.52,8340.0,211.0271071 +2019-10-14 19:00:00,8330.01,8389.95,8365.75,8336.53,230.85242264 +2019-10-14 18:00:00,8336.0,8369.56,8338.0,8365.19,133.08081548 +2019-10-14 17:00:00,8330.0,8363.34,8339.0,8338.01,259.48156642 +2019-10-14 16:00:00,8215.66,8409.0,8258.27,8338.99,822.05120216 +2019-10-14 15:00:00,8258.0,8281.47,8266.0,8258.49,206.34513919 +2019-10-14 14:00:00,8266.0,8290.0,8289.99,8266.01,135.5778555 +2019-10-14 13:00:00,8256.04,8290.0,8257.08,8290.0,216.81870337 +2019-10-14 12:00:00,8250.0,8294.19,8294.19,8257.09,282.79043192 +2019-10-14 11:00:00,8285.89,8315.0,8314.99,8294.19,101.58533006 +2019-10-14 10:00:00,8301.0,8325.0,8309.62,8315.0,94.2969674 +2019-10-14 09:00:00,8301.0,8330.0,8312.51,8309.62,48.01075127 +2019-10-14 08:00:00,8305.21,8322.79,8309.22,8312.52,43.61498726 +2019-10-14 07:00:00,8292.0,8325.0,8323.95,8309.22,137.43612741 +2019-10-14 06:00:00,8310.0,8339.73,8317.77,8323.9,75.89556003 +2019-10-14 05:00:00,8281.5,8333.0,8284.44,8317.98,177.47769886 +2019-10-14 04:00:00,8283.7,8294.98,8291.16,8286.0,59.86525945 +2019-10-14 03:00:00,8290.07,8315.33,8299.16,8291.17,131.2540561 +2019-10-14 02:00:00,8288.04,8314.0,8294.31,8299.16,127.64697542 +2019-10-14 01:00:00,8275.01,8297.77,8276.99,8294.88,121.03331879 +2019-10-14 00:00:00,8255.0,8282.97,8282.96,8276.99,142.41263312 +2019-10-13 23:00:00,8277.99,8315.93,8288.46,8282.97,201.70917814 +2019-10-13 22:00:00,8250.0,8300.92,8252.54,8288.47,258.7265721 +2019-10-13 21:00:00,8229.41,8263.27,8263.26,8251.39,233.06553185 +2019-10-13 20:00:00,8146.47,8446.03,8446.0,8263.27,2149.49116899 +2019-10-13 19:00:00,8427.98,8446.01,8427.99,8446.01,162.09477888 +2019-10-13 18:00:00,8427.85,8442.86,8430.06,8427.98,114.92975214 +2019-10-13 17:00:00,8425.06,8447.0,8437.0,8430.06,220.22387875 +2019-10-13 16:00:00,8422.41,8469.02,8422.41,8437.0,296.07264273 +2019-10-13 15:00:00,8407.11,8447.33,8428.01,8422.41,177.28561817 +2019-10-13 14:00:00,8390.36,8439.97,8433.62,8428.02,226.60231095 +2019-10-13 13:00:00,8405.0,8456.0,8415.44,8432.52,242.32505469 +2019-10-13 12:00:00,8367.28,8449.0,8369.96,8415.43,265.6671767 +2019-10-13 11:00:00,8341.53,8398.18,8342.7,8369.97,148.01904687 +2019-10-13 10:00:00,8342.7,8360.0,8348.16,8342.71,18.41203721 +2019-10-13 09:00:00,8333.55,8362.37,8350.19,8348.16,39.26822672 +2019-10-13 08:00:00,8328.01,8358.87,8333.46,8350.2,26.20751391 +2019-10-13 07:00:00,8313.17,8349.6,8316.55,8333.45,32.5009121 +2019-10-13 06:00:00,8308.5,8334.2,8334.19,8316.55,241.98910959 +2019-10-13 05:00:00,8319.67,8343.65,8342.02,8334.2,110.50425354 +2019-10-13 04:00:00,8340.0,8360.0,8344.95,8343.65,90.50205857 +2019-10-13 03:00:00,8332.46,8347.5,8343.49,8344.95,81.5732696 +2019-10-13 02:00:00,8335.0,8360.0,8347.95,8343.49,71.26546441 +2019-10-13 01:00:00,8332.42,8368.26,8335.71,8350.48,163.5016082 +2019-10-13 00:00:00,8289.0,8348.64,8309.03,8335.72,286.10265094 +2019-10-12 23:00:00,8305.51,8342.83,8332.56,8309.03,110.86803703 +2019-10-12 22:00:00,8332.53,8350.0,8340.0,8334.49,113.99502935 +2019-10-12 21:00:00,8323.65,8346.91,8346.46,8340.0,155.58079189 +2019-10-12 20:00:00,8315.99,8349.99,8316.0,8346.35,94.60281028 +2019-10-12 19:00:00,8296.45,8332.98,8318.0,8316.0,178.42258987 +2019-10-12 18:00:00,8292.56,8339.65,8332.08,8318.01,185.32604278 +2019-10-12 17:00:00,8330.84,8355.77,8342.96,8332.09,120.56153641 +2019-10-12 16:00:00,8336.31,8407.0,8386.5,8342.96,174.52171799 +2019-10-12 15:00:00,8366.09,8405.0,8397.85,8387.63,175.43362074 +2019-10-12 14:00:00,8317.65,8425.0,8339.88,8396.05,445.50748764 +2019-10-12 13:00:00,8325.91,8350.0,8347.86,8339.88,117.32382733 +2019-10-12 12:00:00,8319.01,8349.85,8327.5,8347.86,66.15900839 +2019-10-12 11:00:00,8312.01,8348.0,8322.08,8327.5,130.46659543 +2019-10-12 10:00:00,8301.5,8350.63,8350.63,8322.08,65.70865266 +2019-10-12 09:00:00,8350.63,8375.05,8355.44,8350.64,60.49600987 +2019-10-12 08:00:00,8338.71,8356.04,8348.24,8355.44,29.02507465 +2019-10-12 07:00:00,8336.37,8357.01,8352.12,8348.24,51.4780781 +2019-10-12 06:00:00,8343.51,8364.0,8344.28,8352.12,85.94591443 +2019-10-12 05:00:00,8320.3,8363.11,8325.48,8344.26,123.01253937 +2019-10-12 04:00:00,8315.31,8336.89,8317.39,8325.08,66.94392756 +2019-10-12 03:00:00,8305.25,8327.25,8309.92,8317.39,87.42600231 +2019-10-12 02:00:00,8307.15,8334.73,8316.43,8309.92,93.98990514 +2019-10-12 01:00:00,8270.53,8332.0,8281.57,8315.96,103.49991692 +2019-10-12 00:00:00,8261.46,8313.92,8263.02,8281.57,210.10939337 +2019-10-11 23:00:00,8226.0,8324.0,8321.21,8267.33,524.40627359 +2019-10-11 22:00:00,8320.0,8349.98,8322.24,8320.03,140.16517588 +2019-10-11 21:00:00,8305.0,8343.52,8341.93,8323.14,404.79158745 +2019-10-11 20:00:00,8328.31,8370.0,8349.99,8341.96,224.17087533 +2019-10-11 19:00:00,8316.0,8350.0,8320.33,8349.99,150.67121604 +2019-10-11 18:00:00,8307.56,8355.69,8339.02,8320.33,238.57798944 +2019-10-11 17:00:00,8330.0,8370.97,8345.72,8339.02,290.05398626 +2019-10-11 16:00:00,8287.1,8355.01,8351.99,8345.71,715.29021111 +2019-10-11 15:00:00,8296.5,8354.99,8321.85,8351.99,339.31449802 +2019-10-11 14:00:00,8294.46,8354.01,8354.01,8322.77,608.10828261 +2019-10-11 13:00:00,8333.33,8364.8,8345.0,8354.01,238.99842277 +2019-10-11 12:00:00,8284.82,8359.86,8310.01,8345.0,338.77252725 +2019-10-11 11:00:00,8286.0,8374.96,8374.96,8310.0,559.46290187 +2019-10-11 10:00:00,8350.07,8383.0,8354.01,8372.22,249.29436382 +2019-10-11 09:00:00,8347.0,8383.0,8362.22,8351.23,213.89263946 +2019-10-11 08:00:00,8301.0,8394.56,8393.99,8362.22,761.65568379 +2019-10-11 07:00:00,8389.33,8444.98,8434.99,8396.2,286.74087696 +2019-10-11 06:00:00,8383.28,8443.8,8443.8,8435.0,408.77870018 +2019-10-11 05:00:00,8366.72,8826.0,8725.84,8444.99,3011.80137965 +2019-10-11 04:00:00,8565.0,8757.24,8579.99,8729.56,1529.41209415 +2019-10-11 03:00:00,8530.94,8582.56,8544.59,8579.99,278.62516252 +2019-10-11 02:00:00,8530.0,8558.49,8549.36,8544.59,175.47039417 +2019-10-11 01:00:00,8512.0,8550.0,8533.7,8549.35,194.04481623 +2019-10-11 00:00:00,8518.78,8596.01,8587.49,8534.69,564.34465351 +2019-10-10 23:00:00,8557.27,8597.0,8588.02,8587.5,205.36376443 +2019-10-10 22:00:00,8555.0,8593.73,8565.56,8588.02,261.87802401 +2019-10-10 21:00:00,8550.0,8614.59,8581.0,8565.56,443.26351021 +2019-10-10 20:00:00,8559.01,8606.61,8579.76,8579.18,333.07039595 +2019-10-10 19:00:00,8545.75,8579.76,8545.84,8579.76,321.21828957 +2019-10-10 18:00:00,8515.0,8558.44,8521.0,8545.83,344.66970595 +2019-10-10 17:00:00,8519.54,8559.0,8545.02,8522.17,300.65027479 +2019-10-10 16:00:00,8540.0,8595.0,8561.0,8545.02,331.90334747 +2019-10-10 15:00:00,8494.68,8576.01,8511.35,8561.49,384.71131949 +2019-10-10 14:00:00,8485.58,8521.44,8485.62,8511.35,382.9990797 +2019-10-10 13:00:00,8475.27,8488.27,8488.27,8483.66,47.7447643 +2019-10-10 12:00:00,8452.5,8556.01,8556.01,8488.27,808.21340185 +2019-10-10 11:00:00,8520.84,8559.64,8535.0,8556.01,200.11960482 +2019-10-10 10:00:00,8492.17,8549.45,8534.86,8535.0,540.28026372 +2019-10-10 09:00:00,8511.0,8572.98,8572.98,8534.87,360.93875538 +2019-10-10 08:00:00,8560.73,8631.79,8622.78,8572.98,271.47916765 +2019-10-10 07:00:00,8584.94,8660.0,8607.14,8622.78,410.24767843 +2019-10-10 06:00:00,8558.42,8618.0,8572.87,8607.24,275.05287667 +2019-10-10 05:00:00,8561.78,8590.0,8590.0,8571.55,225.07705893 +2019-10-10 04:00:00,8569.9,8604.43,8569.9,8590.0,207.54740394 +2019-10-10 03:00:00,8554.22,8597.3,8566.0,8568.91,390.45982449 +2019-10-10 02:00:00,8530.86,8566.0,8562.01,8566.0,324.12134986 +2019-10-10 01:00:00,8561.85,8589.48,8583.41,8562.01,276.7182302 +2019-10-10 00:00:00,8580.56,8618.83,8590.01,8580.57,260.94179582 +2019-10-09 23:00:00,8580.48,8619.0,8580.48,8590.0,264.60852973 +2019-10-09 22:00:00,8560.4,8638.28,8564.11,8580.48,388.50327483 +2019-10-09 21:00:00,8532.7,8622.97,8587.99,8564.13,618.30909396 +2019-10-09 20:00:00,8585.99,8635.0,8607.05,8587.99,383.16140868 +2019-10-09 19:00:00,8581.06,8630.13,8616.57,8605.95,548.85533263 +2019-10-09 18:00:00,8600.0,8695.25,8637.84,8616.59,881.42194715 +2019-10-09 17:00:00,8580.0,8661.93,8580.76,8637.99,541.54608357 +2019-10-09 16:00:00,8516.75,8651.74,8570.64,8581.07,1283.13591613 +2019-10-09 15:00:00,8447.29,8712.45,8450.01,8570.85,3459.04377152 +2019-10-09 14:00:00,8244.86,8469.85,8246.98,8452.11,2340.04262039 +2019-10-09 13:00:00,8162.04,8246.99,8162.48,8246.99,587.85522799 +2019-10-09 12:00:00,8162.02,8193.66,8193.65,8162.48,281.66847462 +2019-10-09 11:00:00,8169.0,8207.92,8207.92,8193.65,427.5665648 +2019-10-09 10:00:00,8188.63,8245.0,8195.64,8207.91,525.49077205 +2019-10-09 09:00:00,8176.29,8220.0,8193.5,8195.63,354.30122091 +2019-10-09 08:00:00,8155.47,8193.69,8173.41,8193.5,122.33608228 +2019-10-09 07:00:00,8147.18,8190.83,8147.94,8173.42,102.93412539 +2019-10-09 06:00:00,8138.5,8162.95,8151.62,8147.93,179.96069063 +2019-10-09 05:00:00,8125.45,8165.0,8134.39,8150.49,91.02417434 +2019-10-09 04:00:00,8121.0,8145.0,8127.0,8134.39,128.82556456 +2019-10-09 03:00:00,8127.0,8170.63,8162.93,8127.0,170.5226368 +2019-10-09 02:00:00,8126.07,8173.31,8173.31,8162.93,242.6451683 +2019-10-09 01:00:00,8173.28,8193.23,8185.33,8173.31,105.49153999 +2019-10-09 00:00:00,8137.28,8210.0,8180.0,8185.33,430.52746785 +2019-10-08 23:00:00,8172.54,8215.97,8197.86,8180.0,146.67505988 +2019-10-08 22:00:00,8160.43,8220.64,8164.9,8197.87,317.96332511 +2019-10-08 21:00:00,8119.32,8164.9,8131.0,8164.9,275.24994853 +2019-10-08 20:00:00,8107.26,8193.66,8169.0,8131.01,429.74678101 +2019-10-08 19:00:00,8166.41,8210.0,8194.68,8169.0,204.53737575 +2019-10-08 18:00:00,8168.0,8200.0,8182.75,8194.68,188.70318506 +2019-10-08 17:00:00,8162.07,8190.37,8173.51,8182.61,162.69993175 +2019-10-08 16:00:00,8162.9,8211.12,8191.44,8173.51,250.71790665 +2019-10-08 15:00:00,8185.65,8230.0,8200.99,8191.44,280.92940181 +2019-10-08 14:00:00,8170.0,8215.0,8211.29,8201.0,301.7041031 +2019-10-08 13:00:00,8210.0,8250.0,8234.1,8211.29,250.18214481 +2019-10-08 12:00:00,8150.0,8233.89,8184.25,8233.34,341.98201486 +2019-10-08 11:00:00,8170.47,8211.97,8172.28,8184.39,154.79537812 +2019-10-08 10:00:00,8170.0,8219.16,8184.85,8172.28,165.21226278 +2019-10-08 09:00:00,8151.84,8186.31,8172.7,8184.86,134.29160752 +2019-10-08 08:00:00,8151.94,8218.95,8218.95,8172.71,560.27747999 +2019-10-08 07:00:00,8210.98,8245.17,8245.16,8218.95,101.21027004 +2019-10-08 06:00:00,8238.52,8263.84,8256.87,8245.17,99.48451938 +2019-10-08 05:00:00,8222.59,8260.0,8236.76,8258.19,111.59763033 +2019-10-08 04:00:00,8233.97,8300.0,8280.93,8236.76,192.96855599 +2019-10-08 03:00:00,8255.99,8290.0,8284.22,8280.92,231.46799103 +2019-10-08 02:00:00,8276.19,8342.97,8296.61,8283.17,415.88733882 +2019-10-08 01:00:00,8233.25,8298.0,8237.47,8296.61,348.24309853 +2019-10-08 00:00:00,8208.99,8242.49,8208.99,8237.49,191.01290348 +2019-10-07 23:00:00,8204.12,8270.0,8245.0,8209.0,411.9874916 +2019-10-07 22:00:00,8206.98,8250.0,8208.8,8247.71,264.06518524 +2019-10-07 21:00:00,8200.0,8229.42,8215.59,8209.39,215.11648805 +2019-10-07 20:00:00,8196.57,8256.09,8227.21,8216.71,445.8887195 +2019-10-07 19:00:00,8213.05,8260.38,8250.0,8227.22,435.80505101 +2019-10-07 18:00:00,8223.42,8310.57,8278.7,8250.0,660.52546975 +2019-10-07 17:00:00,8229.63,8288.0,8252.0,8279.14,604.60332155 +2019-10-07 16:00:00,8160.0,8258.0,8195.0,8252.0,818.62025301 +2019-10-07 15:00:00,8161.0,8246.0,8171.82,8195.0,654.25899943 +2019-10-07 14:00:00,8132.0,8180.0,8160.81,8171.81,410.1443476 +2019-10-07 13:00:00,8126.0,8217.5,8126.0,8160.81,781.527112 +2019-10-07 12:00:00,7991.12,8167.59,7991.77,8126.0,890.80367654 +2019-10-07 11:00:00,7985.19,8039.0,8006.31,7991.77,223.88824304 +2019-10-07 10:00:00,7932.85,8060.53,7932.85,8006.27,563.49547922 +2019-10-07 09:00:00,7885.0,7955.0,7894.33,7933.38,164.28758314 +2019-10-07 08:00:00,7872.6,7950.0,7872.6,7893.87,199.5887421 +2019-10-07 07:00:00,7828.99,7885.34,7829.92,7870.33,117.09607003 +2019-10-07 06:00:00,7804.0,7850.0,7842.71,7830.39,142.35033449 +2019-10-07 05:00:00,7812.5,7849.81,7844.86,7842.71,111.69669013 +2019-10-07 04:00:00,7839.01,7891.38,7871.89,7844.85,150.13954853 +2019-10-07 03:00:00,7825.01,7916.26,7827.37,7873.54,325.62244987 +2019-10-07 02:00:00,7802.38,7845.86,7821.24,7827.37,344.04237941 +2019-10-07 01:00:00,7776.23,7832.59,7822.48,7821.57,311.34039597 +2019-10-07 00:00:00,7762.35,7866.65,7859.79,7822.48,765.11321893 +2019-10-06 23:00:00,7801.0,7878.0,7850.3,7859.79,763.89458203 +2019-10-06 22:00:00,7850.29,7926.85,7925.68,7850.38,243.65188585 +2019-10-06 21:00:00,7877.03,7930.1,7906.98,7926.98,236.56440618 +2019-10-06 20:00:00,7876.0,7929.98,7907.14,7906.98,281.04001938 +2019-10-06 19:00:00,7829.95,7910.03,7847.51,7907.14,429.10188426 +2019-10-06 18:00:00,7780.85,8007.84,7990.99,7847.51,1588.21598794 +2019-10-06 17:00:00,7989.0,8028.58,8005.98,7990.99,214.5708342 +2019-10-06 16:00:00,7977.3,8045.21,8030.0,8005.97,418.7681399 +2019-10-06 15:00:00,7919.0,8073.14,7920.88,8030.0,750.08362796 +2019-10-06 14:00:00,7875.0,7934.21,7918.16,7922.43,372.84625274 +2019-10-06 13:00:00,7895.33,7962.44,7962.44,7918.17,247.51320236 +2019-10-06 12:00:00,7947.9,7980.69,7958.18,7962.44,137.69302369 +2019-10-06 11:00:00,7913.34,7983.49,7922.01,7958.18,228.55598852 +2019-10-06 10:00:00,7914.73,7959.2,7957.87,7922.01,173.68028893 +2019-10-06 09:00:00,7894.5,7959.84,7894.75,7957.45,161.78884575 +2019-10-06 08:00:00,7887.39,7978.93,7978.34,7892.39,339.93082077 +2019-10-06 07:00:00,7957.67,7991.71,7977.14,7980.36,209.68925887 +2019-10-06 06:00:00,7918.88,8080.49,8073.66,7977.15,837.9936136 +2019-10-06 05:00:00,8060.0,8093.99,8093.99,8073.66,76.43197081 +2019-10-06 04:00:00,8056.22,8094.01,8061.49,8093.99,44.47940496 +2019-10-06 03:00:00,8047.66,8079.0,8073.51,8061.48,198.60361725 +2019-10-06 02:00:00,8030.0,8077.0,8073.85,8073.51,354.63375868 +2019-10-06 01:00:00,8057.0,8159.49,8148.05,8073.86,250.88430725 +2019-10-06 00:00:00,8138.0,8176.18,8147.63,8148.06,137.32403798 +2019-10-05 23:00:00,8130.0,8156.82,8144.95,8147.63,181.19457623 +2019-10-05 22:00:00,8140.57,8190.0,8162.7,8144.95,168.01705645 +2019-10-05 21:00:00,8095.01,8200.0,8103.6,8163.54,358.91949541 +2019-10-05 20:00:00,8076.37,8120.0,8085.01,8103.6,130.47945218 +2019-10-05 19:00:00,8072.27,8104.0,8075.01,8085.01,187.11879924 +2019-10-05 18:00:00,8051.96,8095.0,8051.97,8076.42,290.50477259 +2019-10-05 17:00:00,8048.94,8083.87,8083.87,8051.97,163.24650744 +2019-10-05 16:00:00,8054.96,8110.78,8095.41,8083.87,225.63318575 +2019-10-05 15:00:00,8037.11,8102.16,8043.51,8098.63,190.77898407 +2019-10-05 14:00:00,8037.97,8097.21,8088.97,8043.51,213.78492675 +2019-10-05 13:00:00,8020.2,8090.0,8081.81,8087.85,310.54088203 +2019-10-05 12:00:00,8066.71,8106.09,8099.73,8081.81,103.30391885 +2019-10-05 11:00:00,8088.02,8117.26,8106.34,8096.94,70.91508019 +2019-10-05 10:00:00,8081.76,8119.17,8093.58,8106.34,105.56943444 +2019-10-05 09:00:00,8090.45,8109.97,8102.25,8095.27,51.60184494 +2019-10-05 08:00:00,8083.0,8123.91,8123.91,8104.62,222.85521102 +2019-10-05 07:00:00,8111.34,8142.39,8142.39,8123.91,71.97556816 +2019-10-05 06:00:00,8111.0,8146.84,8131.47,8142.43,77.74732638 +2019-10-05 05:00:00,8125.0,8141.0,8140.98,8131.48,63.89369635 +2019-10-05 04:00:00,8138.91,8157.0,8153.01,8140.99,65.83723089 +2019-10-05 03:00:00,8137.6,8163.63,8147.0,8153.01,75.60853753 +2019-10-05 02:00:00,8111.0,8147.5,8128.06,8147.0,111.05187736 +2019-10-05 01:00:00,8110.04,8146.2,8140.0,8128.06,154.70962771 +2019-10-05 00:00:00,8113.09,8163.06,8156.68,8140.0,231.54071501 +2019-10-04 23:00:00,8134.61,8185.0,8185.0,8156.67,243.78802991 +2019-10-04 22:00:00,8162.6,8220.0,8185.0,8184.87,178.10898311 +2019-10-04 21:00:00,8143.35,8185.0,8165.12,8185.0,219.16804519 +2019-10-04 20:00:00,8160.01,8233.0,8204.8,8168.21,577.95048032 +2019-10-04 19:00:00,8186.13,8213.47,8199.71,8204.8,291.68105273 +2019-10-04 18:00:00,8170.01,8210.0,8180.01,8197.74,486.82307239 +2019-10-04 17:00:00,8160.0,8192.0,8191.98,8180.0,279.10023831 +2019-10-04 16:00:00,8138.0,8221.78,8158.0,8191.98,441.70788606 +2019-10-04 15:00:00,8138.34,8177.09,8172.71,8158.0,208.3837939 +2019-10-04 14:00:00,8151.24,8190.0,8176.34,8172.74,345.17818133 +2019-10-29 13:00:00,9281.46,9434.99,9407.42,9351.22,739.88966375 +2019-10-29 12:00:00,9386.0,9480.23,9448.31,9409.27,473.57820397 +2019-10-29 11:00:00,9392.12,9471.7,9463.03,9448.3,294.73341581 +2019-10-29 10:00:00,9387.13,9498.85,9387.13,9463.03,318.06398912 +2019-10-29 09:00:00,9361.0,9430.51,9430.21,9385.9,225.43570361 +2019-10-29 08:00:00,9402.16,9474.36,9453.57,9430.21,219.78649501 +2019-10-29 07:00:00,9438.7,9496.3,9438.7,9453.58,213.65649788 +2019-10-29 06:00:00,9388.68,9483.77,9407.84,9438.71,374.08113042 +2019-10-29 05:00:00,9367.44,9575.0,9422.59,9407.84,1252.53958533 +2019-10-29 04:00:00,9299.54,9474.4,9299.73,9422.59,619.94644664 +2019-10-29 03:00:00,9251.48,9313.06,9269.11,9299.74,223.01695756 +2019-10-29 02:00:00,9247.77,9302.53,9296.68,9269.25,198.00326863 +2019-10-29 01:00:00,9236.26,9316.0,9282.02,9295.01,372.00133674 +2019-10-29 00:00:00,9210.0,9306.54,9225.06,9284.11,372.26409573 +2019-10-28 23:00:00,9180.59,9513.01,9465.05,9226.5,2220.31650394 +2019-10-28 22:00:00,9419.9,9489.44,9473.43,9465.05,232.76226169 +2019-10-28 21:00:00,9440.01,9500.19,9456.75,9473.43,455.71698219 +2019-10-28 20:00:00,9395.55,9470.0,9417.9,9456.75,263.73667723 +2019-10-28 19:00:00,9375.28,9444.98,9375.28,9420.0,425.27098644 +2019-10-28 18:00:00,9366.83,9514.18,9380.39,9375.27,887.59069751 +2019-10-28 17:00:00,9350.6,9394.59,9372.81,9380.4,203.45116036 +2019-10-28 16:00:00,9350.48,9429.09,9401.54,9372.82,707.69943061 +2019-10-28 15:00:00,9331.0,9423.42,9347.26,9400.0,514.03055634 +2019-10-28 14:00:00,9317.61,9399.08,9382.33,9347.27,489.65039508 +2019-10-28 13:00:00,9318.25,9439.95,9344.14,9382.33,737.58986977 +2019-10-28 12:00:00,9261.09,9420.0,9420.0,9343.01,529.57248955 +2019-10-28 11:00:00,9356.0,9453.81,9435.94,9419.99,381.40364288 +2019-10-28 10:00:00,9363.9,9483.48,9425.04,9435.94,476.41831285 +2019-10-28 09:00:00,9342.83,9434.57,9373.81,9424.0,253.08804992 +2019-10-28 08:00:00,9300.0,9457.57,9456.16,9374.18,515.17379087 +2019-10-28 07:00:00,9367.8,9481.38,9466.05,9454.96,797.6968325 +2019-10-28 06:00:00,9350.0,9629.69,9629.69,9463.33,1249.47123998 +2019-10-28 05:00:00,9625.01,9700.0,9637.72,9629.69,205.14149364 +2019-10-28 04:00:00,9559.0,9668.79,9647.43,9639.92,495.21099855 +2019-10-28 03:00:00,9627.0,9765.0,9758.98,9647.38,496.72873301 +2019-10-28 02:00:00,9663.92,9803.55,9757.36,9760.05,604.72201394 +2019-10-28 01:00:00,9662.37,9939.69,9724.09,9757.36,2864.68698865 +2019-10-28 00:00:00,9550.0,9732.26,9555.89,9725.1,729.84247578 +2019-10-27 23:00:00,9450.0,9600.0,9579.72,9548.84,1019.68483258 +2019-10-27 22:00:00,9534.57,9727.0,9630.04,9583.65,1134.7839477 +2019-10-27 21:00:00,9503.0,9739.99,9620.0,9630.05,838.97307001 +2019-10-27 20:00:00,9547.49,9779.35,9736.1,9620.0,1139.89341043 +2019-10-27 19:00:00,9646.2,9826.72,9663.75,9741.59,629.660493 +2019-10-27 18:00:00,9628.92,9712.0,9684.53,9663.75,378.35015982 +2019-10-27 17:00:00,9601.2,9745.82,9708.01,9689.87,604.68098921 +2019-10-27 16:00:00,9407.46,9803.25,9548.42,9708.0,2647.36498303 +2019-10-27 15:00:00,9475.2,9639.79,9552.18,9547.98,1125.89296506 +2019-10-27 14:00:00,9381.66,9600.0,9464.3,9554.99,1177.92681548 +2019-10-27 13:00:00,9330.01,9565.17,9330.03,9469.64,1854.47138939 +2019-10-27 12:00:00,9230.89,9351.78,9291.23,9330.05,475.09061023 +2019-10-27 11:00:00,9239.17,9669.0,9411.28,9293.67,2923.63631322 +2019-10-27 10:00:00,9261.45,9448.0,9261.45,9411.0,630.14776359 +2019-10-27 09:00:00,9251.37,9333.96,9280.0,9261.45,144.23105035 +2019-10-27 08:00:00,9179.07,9319.79,9179.09,9280.01,236.97440339 +2019-10-27 07:00:00,9161.41,9238.94,9210.28,9180.55,104.37286972 +2019-10-27 06:00:00,9178.43,9217.4,9210.5,9210.27,107.37495463 +2019-10-27 05:00:00,9125.04,9214.48,9132.38,9206.64,176.08495664 +2019-10-27 04:00:00,9102.33,9177.77,9165.85,9133.86,236.50507587 +2019-10-27 03:00:00,9143.7,9230.0,9203.44,9165.88,224.59551769 +2019-10-27 02:00:00,9172.93,9214.61,9190.08,9203.41,184.7712022 +2019-10-27 01:00:00,9121.29,9254.17,9250.93,9188.23,574.36674877 +2019-10-27 00:00:00,9210.01,9395.55,9259.98,9250.93,1066.59460219 +2019-10-26 23:00:00,9147.05,9316.58,9180.33,9259.78,569.86918369 +2019-10-26 22:00:00,9151.28,9268.96,9245.83,9182.98,397.07615892 +2019-10-26 21:00:00,9091.59,9259.1,9124.55,9249.7,581.92587892 +2019-10-26 20:00:00,9018.31,9173.67,9021.34,9125.46,829.62798269 +2019-10-26 19:00:00,8920.01,9180.94,9074.83,9021.34,1717.61114263 +2019-10-26 18:00:00,8917.0,9177.97,9144.47,9088.62,1972.41159486 +2019-10-26 17:00:00,9085.62,9189.98,9178.67,9152.65,661.63140147 +2019-10-26 16:00:00,9059.0,9255.0,9210.29,9173.57,949.02731427 +2019-10-26 15:00:00,9137.21,9313.96,9169.0,9205.86,1076.71794474 +2019-10-26 14:00:00,9062.02,9238.54,9114.0,9169.0,1028.4577111 +2019-10-26 13:00:00,9082.74,9285.24,9285.24,9114.0,1551.42137 +2019-10-26 12:00:00,9201.21,9454.29,9235.01,9285.24,1303.48316227 +2019-10-26 11:00:00,9160.85,9328.39,9252.4,9235.01,668.19158152 +2019-10-26 10:00:00,9146.63,9359.0,9162.04,9250.07,793.75790924 +2019-10-26 09:00:00,9015.0,9380.89,9377.79,9154.9,3242.75552646 +2019-10-26 08:00:00,9340.5,9509.98,9503.99,9376.79,1055.38804427 +2019-10-26 07:00:00,9316.6,9633.25,9608.99,9503.99,1728.45844705 +2019-10-26 06:00:00,9541.02,9654.88,9615.0,9609.0,593.1637991 +2019-10-26 05:00:00,9614.36,9793.45,9645.09,9615.0,823.17122814 +2019-10-26 04:00:00,9505.0,9695.0,9602.3,9645.1,1148.18977937 +2019-10-26 03:00:00,9422.0,9733.0,9675.0,9599.25,3550.57254643 +2019-10-26 02:00:00,9570.0,10300.0,10079.13,9674.99,6781.50600206 +2019-10-26 01:00:00,9210.53,10540.49,9219.69,10081.93,12725.89071612 +2019-10-26 00:00:00,8645.01,9699.0,8668.0,9218.65,7633.09551554 +2019-10-25 23:00:00,8606.61,8677.41,8607.14,8668.0,414.34800493 +2019-10-25 22:00:00,8571.18,8719.99,8603.01,8606.61,1062.07757477 +2019-10-25 21:00:00,8569.14,8644.0,8570.88,8604.0,595.9573038 +2019-10-25 20:00:00,8568.0,8669.92,8642.81,8568.0,790.30616136 +2019-10-25 19:00:00,8545.69,8681.5,8637.14,8642.81,1117.60113945 +2019-10-25 18:00:00,8463.43,8667.62,8508.07,8637.13,1768.76728587 +2019-10-25 17:00:00,8400.78,8800.1,8406.41,8508.08,5292.15554142 +2019-10-25 16:00:00,8294.99,8510.27,8294.99,8406.43,3058.93273193 +2019-10-25 15:00:00,7681.81,8600.0,7682.56,8292.16,8224.1722479 +2019-10-25 14:00:00,7657.21,7707.0,7682.41,7682.56,564.76298608 +2019-10-25 13:00:00,7625.1,7695.0,7630.62,7682.42,404.83458732 +2019-10-25 12:00:00,7586.89,7657.5,7586.89,7630.62,358.66443465 +2019-10-25 11:00:00,7576.32,7648.44,7601.0,7586.52,508.12039806 +2019-10-25 10:00:00,7464.99,7633.64,7465.0,7597.0,1144.83236117 +2019-10-25 09:00:00,7455.28,7470.15,7457.97,7465.0,66.24361841 +2019-10-25 08:00:00,7457.97,7491.75,7479.6,7457.98,136.51848954 +2019-10-25 07:00:00,7455.65,7482.96,7456.97,7478.1,203.69548775 +2019-10-25 06:00:00,7455.28,7478.0,7459.39,7456.97,178.07228905 +2019-10-25 05:00:00,7389.91,7462.95,7441.01,7459.39,432.63389215 +2019-10-25 04:00:00,7436.01,7455.01,7455.0,7441.01,97.89000413 +2019-10-25 03:00:00,7446.31,7459.53,7448.71,7455.01,181.31129646 +2019-10-25 02:00:00,7438.0,7467.19,7451.0,7448.72,141.18480352 +2019-10-25 01:00:00,7435.47,7457.84,7436.56,7451.0,138.50088651 +2019-10-25 00:00:00,7421.97,7446.37,7430.87,7436.56,258.62543158 +2019-10-24 23:00:00,7428.33,7475.0,7462.39,7430.87,394.70655461 +2019-10-24 22:00:00,7447.04,7469.98,7450.01,7462.4,246.32871178 +2019-10-24 21:00:00,7450.0,7465.21,7455.83,7450.01,341.22463832 +2019-10-24 20:00:00,7452.88,7488.13,7487.22,7456.32,447.09691266 +2019-10-24 19:00:00,7449.64,7488.31,7461.34,7487.11,565.5412888 +2019-10-24 18:00:00,7444.83,7468.81,7447.48,7461.34,340.27000962 +2019-10-24 17:00:00,7436.0,7473.08,7469.94,7448.56,274.94609161 +2019-10-24 16:00:00,7439.39,7475.0,7451.97,7471.97,317.18067078 +2019-10-24 15:00:00,7416.12,7483.1,7475.71,7451.98,494.48430583 +2019-10-24 14:00:00,7458.57,7509.99,7462.12,7476.2,469.96553767 +2019-10-24 13:00:00,7450.55,7478.82,7463.02,7462.12,211.04239257 +2019-10-24 12:00:00,7435.38,7478.6,7438.6,7463.03,219.72502733 +2019-10-24 11:00:00,7431.2,7452.66,7452.66,7439.32,185.34432292 +2019-10-24 10:00:00,7432.4,7470.0,7458.09,7452.66,279.33078844 +2019-10-24 09:00:00,7452.1,7488.95,7466.51,7458.09,155.57875935 +2019-10-24 08:00:00,7400.0,7473.87,7433.17,7466.5,136.26679402 +2019-10-24 07:00:00,7376.87,7449.99,7376.87,7433.16,255.73120035 +2019-10-24 06:00:00,7359.48,7422.7,7422.7,7376.88,477.6429491 +2019-10-24 05:00:00,7420.0,7433.0,7426.81,7422.3,137.13489225 +2019-10-24 04:00:00,7408.08,7441.04,7422.0,7426.86,311.46429638 +2019-10-24 03:00:00,7403.26,7440.71,7436.69,7422.36,385.06866084 +2019-10-24 02:00:00,7415.0,7450.0,7448.12,7436.69,527.1852372 +2019-10-24 01:00:00,7430.02,7485.0,7469.76,7448.21,423.03709033 +2019-10-24 00:00:00,7456.59,7499.98,7475.54,7469.76,376.34369674 +2019-10-23 23:00:00,7410.02,7480.0,7424.99,7474.85,734.24955888 +2019-10-23 22:00:00,7402.0,7472.11,7436.88,7425.0,695.86906779 +2019-10-23 21:00:00,7435.29,7500.0,7488.75,7436.88,550.7030971 +2019-10-23 20:00:00,7461.74,7500.0,7488.7,7488.75,449.68568016 +2019-10-23 19:00:00,7487.47,7527.33,7511.56,7488.7,530.74793468 +2019-10-23 18:00:00,7492.73,7534.0,7500.01,7511.56,648.08678881 +2019-10-23 17:00:00,7463.0,7507.0,7470.7,7501.42,618.88745872 +2019-10-23 16:00:00,7296.44,7495.0,7426.1,7470.7,2318.12196314 +2019-10-23 15:00:00,7422.9,7480.0,7465.89,7427.51,1033.74526933 +2019-10-23 14:00:00,7445.4,7506.34,7471.24,7467.8,1217.92040149 +2019-10-23 13:00:00,7402.2,7574.51,7540.8,7474.07,3241.15423412 +2019-10-23 12:00:00,7448.53,7968.01,7967.85,7541.1,4537.42434268 +2019-10-23 11:00:00,7955.02,8009.15,8006.03,7968.44,192.64712712 +2019-10-23 10:00:00,7993.19,8011.33,7993.2,8006.02,174.3498119 +2019-10-23 09:00:00,7973.98,7998.81,7977.3,7993.2,189.82402551 +2019-10-23 08:00:00,7954.64,7984.89,7961.89,7977.29,88.8331161 +2019-10-23 07:00:00,7961.0,7980.0,7969.89,7961.89,70.10704879 +2019-10-23 06:00:00,7945.0,7979.85,7956.45,7969.89,104.54599362 +2019-10-23 05:00:00,7923.0,7979.73,7970.41,7954.27,185.53625788 +2019-10-23 04:00:00,7926.88,7978.99,7956.23,7970.36,246.1824891 +2019-10-23 03:00:00,7937.07,8040.41,8040.41,7957.67,742.16966278 +2019-10-23 02:00:00,8018.84,8044.45,8035.95,8040.41,188.48981304 +2019-10-23 01:00:00,8030.91,8049.0,8033.64,8035.95,103.77149342 +2019-10-23 00:00:00,8002.76,8045.95,8024.0,8033.64,296.87776268 +2019-10-22 23:00:00,7998.9,8080.0,8076.95,8024.72,606.49274627 +2019-10-22 22:00:00,8061.58,8110.63,8095.89,8076.96,242.40185037 +2019-10-22 21:00:00,8095.89,8125.01,8125.0,8095.9,229.10911596 +2019-10-22 20:00:00,8058.0,8171.7,8171.7,8125.01,856.72694109 +2019-10-22 19:00:00,8160.97,8203.05,8203.04,8171.7,327.10222511 +2019-10-22 18:00:00,8195.0,8215.68,8213.38,8203.05,137.63009352 +2019-10-22 17:00:00,8201.12,8215.96,8210.82,8213.38,195.48012834 +2019-10-22 16:00:00,8194.72,8232.9,8220.08,8210.88,216.88937923 +2019-10-22 15:00:00,8177.11,8223.49,8205.01,8220.07,272.28331762 +2019-10-22 14:00:00,8200.01,8238.75,8228.42,8205.02,258.67504237 +2019-10-22 13:00:00,8204.82,8258.19,8249.83,8228.42,412.67254947 +2019-10-22 12:00:00,8243.79,8317.14,8288.96,8249.83,259.58311939 +2019-10-22 11:00:00,8235.81,8289.8,8249.1,8288.95,194.77545971 +2019-10-22 10:00:00,8231.88,8296.5,8282.53,8249.09,158.74115214 +2019-10-22 09:00:00,8252.49,8290.67,8265.01,8282.52,218.95412225 +2019-10-22 08:00:00,8223.64,8269.67,8223.64,8265.01,351.29829485 +2019-10-22 07:00:00,8204.28,8239.99,8212.27,8223.51,171.7618716 +2019-10-22 06:00:00,8204.58,8223.18,8223.12,8212.26,42.80976272 +2019-10-22 05:00:00,8209.19,8228.0,8224.19,8223.43,74.06212873 +2019-10-22 04:00:00,8198.2,8227.98,8217.97,8224.19,145.57865602 +2019-10-22 03:00:00,8195.0,8229.61,8200.0,8217.97,157.73624112 +2019-10-22 02:00:00,8175.0,8207.41,8180.35,8200.0,152.53040769 +2019-10-22 01:00:00,8180.34,8214.65,8197.51,8180.35,156.53701643 +2019-10-22 00:00:00,8183.0,8216.47,8209.92,8197.5,176.03579741 +2019-10-21 23:00:00,8194.4,8225.45,8198.59,8209.92,183.09442555 +2019-10-21 22:00:00,8189.99,8225.0,8215.96,8198.58,201.24379595 +2019-10-21 21:00:00,8205.49,8240.0,8206.31,8215.96,277.14803688 +2019-10-21 20:00:00,8200.99,8215.0,8200.99,8206.32,205.46924088 +2019-10-21 19:00:00,8164.85,8201.0,8179.96,8201.0,149.67808038 +2019-10-21 18:00:00,8157.42,8204.61,8200.0,8179.95,215.90238282 +2019-10-21 17:00:00,8179.5,8200.0,8185.14,8199.99,184.34281579 +2019-10-21 16:00:00,8156.0,8200.0,8195.67,8185.14,322.5870246 +2019-10-21 15:00:00,8166.02,8349.84,8263.0,8195.67,1183.19448272 +2019-10-21 14:00:00,8237.66,8263.0,8242.83,8263.0,325.16311347 +2019-10-21 13:00:00,8225.0,8247.75,8235.46,8243.04,204.8987651 +2019-10-21 12:00:00,8233.31,8262.96,8236.53,8235.86,288.1412926 +2019-10-21 11:00:00,8230.0,8301.85,8281.24,8235.0,241.97422549 +2019-10-21 10:00:00,8211.02,8285.98,8211.02,8281.36,225.73927711 +2019-10-21 09:00:00,8200.0,8228.6,8228.6,8211.03,125.2466404 +2019-10-21 08:00:00,8210.01,8229.42,8229.32,8228.6,88.50462115 +2019-10-21 07:00:00,8217.89,8247.86,8239.95,8229.32,244.29101256 +2019-10-21 06:00:00,8238.26,8266.08,8239.61,8239.94,153.82214241 +2019-10-21 05:00:00,8225.0,8256.0,8233.27,8239.62,176.81506951 +2019-10-21 04:00:00,8224.59,8245.96,8237.6,8233.28,171.49282067 +2019-10-21 03:00:00,8225.01,8258.74,8258.73,8237.6,161.80264095 +2019-10-21 02:00:00,8226.07,8271.0,8235.86,8258.74,266.93788561 +2019-10-21 01:00:00,8205.05,8236.07,8221.01,8235.86,189.96860532 +2019-10-21 00:00:00,8216.61,8247.96,8235.94,8221.24,349.67472392 +2019-10-20 23:00:00,8185.65,8236.12,8211.81,8236.12,310.79390228 +2019-10-20 22:00:00,8199.43,8240.0,8206.8,8211.4,244.17419178 +2019-10-20 21:00:00,8198.04,8240.0,8223.32,8206.8,328.47286991 +2019-10-20 20:00:00,8216.3,8309.0,8244.56,8223.32,807.25886643 +2019-10-20 19:00:00,8148.99,8247.09,8148.99,8244.62,426.23335014 +2019-10-20 18:00:00,8143.44,8181.63,8151.83,8149.0,347.11739102 +2019-10-20 17:00:00,8065.0,8179.96,8075.18,8151.82,713.49676357 +2019-10-20 16:00:00,8020.11,8088.52,8032.1,8075.17,470.07747833 +2019-10-20 15:00:00,7997.48,8044.75,8011.45,8029.8,324.28889757 +2019-10-20 14:00:00,7959.08,8017.99,7961.02,8011.45,389.45767105 +2019-10-20 13:00:00,7957.44,7977.97,7959.9,7961.02,124.48928927 +2019-10-20 12:00:00,7944.6,7991.99,7944.99,7959.9,138.98344388 +2019-10-20 11:00:00,7936.43,7949.55,7936.43,7942.01,67.09778476 +2019-10-20 10:00:00,7928.85,7960.0,7954.99,7936.44,41.7308791 +2019-10-20 09:00:00,7930.67,7997.92,7935.54,7954.99,250.3580375 +2019-10-20 08:00:00,7891.86,7937.68,7911.79,7935.55,53.75493341 +2019-10-20 07:00:00,7906.71,7937.65,7932.46,7911.78,42.05105141 +2019-10-20 06:00:00,7906.69,7946.39,7916.0,7932.81,77.987738 +2019-10-20 05:00:00,7911.24,7933.0,7923.69,7915.68,52.61385749 +2019-10-20 04:00:00,7906.36,7942.37,7911.49,7923.69,90.95897207 +2019-10-20 03:00:00,7900.0,7921.51,7906.28,7912.36,86.45277717 +2019-10-20 02:00:00,7875.01,7930.91,7908.93,7906.29,336.94105425 +2019-10-20 01:00:00,7892.61,7933.67,7922.1,7909.38,166.43572849 +2019-10-20 00:00:00,7896.01,7965.28,7965.27,7922.1,270.82114627 +2019-10-19 23:00:00,7937.2,7968.19,7944.61,7965.28,78.76543375 +2019-10-19 22:00:00,7931.41,7959.37,7958.01,7944.61,83.47550231 +2019-10-19 21:00:00,7906.7,7972.79,7947.31,7958.55,224.65054144 +2019-10-19 20:00:00,7920.57,7985.01,7983.43,7947.3,380.82131547 +2019-10-19 19:00:00,7966.22,7990.14,7983.98,7983.43,118.15953501 +2019-10-19 18:00:00,7982.17,8003.0,8002.99,7983.99,108.85981303 +2019-10-19 17:00:00,7970.62,8003.0,7984.63,8003.0,247.83061234 +2019-10-19 16:00:00,7966.55,8003.0,7998.28,7984.64,304.55938257 +2019-10-19 15:00:00,7990.09,8024.0,8013.8,7998.28,277.54684515 +2019-10-19 14:00:00,8005.0,8033.89,8021.25,8013.81,216.66416406 +2019-10-19 13:00:00,8010.0,8085.54,8058.01,8021.86,422.80124544 +2019-10-19 12:00:00,7873.46,8099.98,7953.55,8061.41,978.11284843 +2019-10-19 11:00:00,7937.05,7959.45,7945.32,7953.53,62.66453363 +2019-10-19 10:00:00,7931.48,7957.5,7957.5,7946.18,52.19774628 +2019-10-19 09:00:00,7954.45,7975.0,7961.55,7957.71,45.0473226 +2019-10-19 08:00:00,7940.72,8003.7,7940.73,7966.34,352.17567203 +2019-10-19 07:00:00,7927.4,7949.75,7939.76,7941.84,64.04129533 +2019-10-19 06:00:00,7921.06,7950.0,7939.8,7941.94,63.23321398 +2019-10-19 05:00:00,7922.14,7955.0,7955.0,7939.84,103.13050258 +2019-10-19 04:00:00,7944.0,7960.0,7950.15,7955.0,109.99530976 +2019-10-19 03:00:00,7923.41,7964.97,7925.0,7950.16,96.6494275 +2019-10-19 02:00:00,7908.05,7942.77,7924.76,7925.0,106.53024034 +2019-10-19 01:00:00,7916.23,7949.2,7932.61,7924.76,128.51652551 +2019-10-19 00:00:00,7921.05,7958.66,7954.15,7930.5,213.060167 +2019-10-18 23:00:00,7952.0,7984.54,7969.11,7954.16,108.0522826 +2019-10-18 22:00:00,7952.0,7988.62,7952.53,7969.11,240.81618054 +2019-10-18 21:00:00,7934.05,7955.46,7944.21,7953.22,187.94148989 +2019-10-18 20:00:00,7915.88,7955.73,7954.0,7945.73,305.84444007 +2019-10-18 19:00:00,7932.2,7964.99,7938.53,7954.01,200.69620839 +2019-10-18 18:00:00,7938.17,7989.72,7941.72,7938.53,395.62256856 +2019-10-18 17:00:00,7910.0,7949.18,7926.96,7941.72,356.43504995 +2019-10-18 16:00:00,7918.11,7950.0,7918.11,7926.96,330.7865428 +2019-10-18 15:00:00,7911.42,7937.42,7911.43,7918.12,301.04062259 +2019-10-18 14:00:00,7900.0,7941.01,7941.0,7911.43,321.16351928 +2019-10-18 13:00:00,7922.59,7956.3,7924.84,7941.01,277.81362935 +2019-10-18 12:00:00,7922.01,7973.44,7922.01,7924.84,336.21501042 +2019-10-18 11:00:00,7900.0,7931.09,7900.01,7922.01,144.63068045 +2019-10-18 10:00:00,7880.17,7908.56,7906.0,7900.01,311.51357322 +2019-10-18 09:00:00,7878.09,7919.91,7878.09,7906.0,248.38442967 +2019-10-18 08:00:00,7814.08,7909.5,7909.49,7878.09,660.35571296 +2019-10-18 07:00:00,7891.01,7921.92,7921.0,7909.49,110.73020585 +2019-10-18 06:00:00,7870.54,7926.1,7905.57,7921.01,278.9768023 +2019-10-18 05:00:00,7854.0,8071.36,8071.36,7905.57,1202.91292737 +2019-10-18 04:00:00,8056.58,8080.24,8072.59,8071.36,90.65075283 +2019-10-18 03:00:00,8064.5,8088.61,8088.6,8072.59,114.68006329 +2019-10-18 02:00:00,8071.62,8117.77,8109.99,8088.61,235.63968975 +2019-10-18 01:00:00,8078.0,8110.0,8083.95,8110.0,136.53731261 +2019-10-18 00:00:00,8055.24,8094.58,8076.94,8083.96,173.91629102 +2019-10-17 23:00:00,8054.0,8081.97,8057.32,8076.2,128.07025815 +2019-10-17 22:00:00,8045.29,8080.59,8068.35,8058.04,272.61319531 +2019-10-17 21:00:00,8045.0,8069.65,8047.05,8068.58,183.45419783 +2019-10-17 20:00:00,8045.0,8066.83,8059.96,8047.05,167.05875703 +2019-10-17 19:00:00,8050.0,8076.67,8076.66,8059.75,179.67918796 +2019-10-17 18:00:00,8073.4,8093.53,8090.08,8076.67,221.00927689 +2019-10-17 17:00:00,8072.6,8096.25,8084.01,8090.08,264.09362644 +2019-10-17 16:00:00,8062.28,8124.42,8076.0,8083.53,379.88642041 +2019-10-17 15:00:00,8049.15,8089.0,8049.99,8076.01,319.09747543 +2019-10-17 14:00:00,8038.0,8067.6,8067.6,8050.0,215.62891936 +2019-10-17 13:00:00,8043.0,8075.0,8048.33,8068.16,242.95017526 +2019-10-17 12:00:00,8015.75,8073.01,8067.04,8048.33,257.21945503 +2019-10-17 11:00:00,8065.65,8111.98,8075.29,8067.05,293.57148779 +2019-10-17 10:00:00,8054.88,8097.94,8054.88,8075.29,164.32817007 +2019-10-17 09:00:00,8021.23,8062.27,8045.06,8054.88,111.78016942 +2019-10-17 08:00:00,7975.89,8070.0,7975.89,8051.0,370.44717449 +2019-10-17 07:00:00,7964.61,7987.82,7964.62,7975.89,121.67647591 +2019-10-17 06:00:00,7958.29,7993.97,7984.02,7964.62,212.35183656 +2019-10-17 05:00:00,7937.01,7986.99,7940.57,7984.02,97.26306212 +2019-10-17 04:00:00,7937.5,7973.23,7969.84,7941.71,147.89547081 +2019-10-17 03:00:00,7965.61,7988.54,7986.59,7970.19,100.90305072 +2019-10-17 02:00:00,7959.74,7989.62,7959.99,7986.62,93.27624162 +2019-11-11 01:00:00,9030.76,9061.95,9043.4,9060.34,94.94230662 +2019-11-11 00:00:00,9027.0,9050.83,9032.23,9043.41,138.38405207 +2019-11-10 23:00:00,9021.0,9102.92,9083.03,9032.23,261.8860168 +2019-11-10 22:00:00,9035.52,9092.31,9040.23,9083.03,227.66299946 +2019-11-10 21:00:00,9024.39,9050.0,9034.0,9040.27,127.81302942 +2019-11-10 20:00:00,9031.54,9067.0,9046.58,9034.01,209.32130859 +2019-11-10 19:00:00,9030.0,9059.99,9038.5,9046.0,130.08545796 +2019-11-10 18:00:00,9031.44,9061.0,9042.01,9038.51,217.48679969 +2019-11-10 17:00:00,9011.72,9074.13,9019.5,9040.62,518.55592002 +2019-11-10 16:00:00,8790.0,9150.0,8804.27,9019.51,2459.44626421 +2019-11-10 15:00:00,8800.0,8836.98,8836.98,8804.3,146.94355672 +2019-11-10 14:00:00,8787.9,8836.98,8811.49,8836.98,102.77320004 +2019-11-10 13:00:00,8797.15,8842.45,8839.0,8811.5,106.43410075 +2019-11-10 12:00:00,8830.96,8856.69,8830.96,8839.0,77.52430677 +2019-11-10 11:00:00,8830.96,8854.05,8853.1,8830.96,42.0963195 +2019-11-10 10:00:00,8820.98,8853.2,8821.02,8853.1,59.15500479 +2019-11-10 09:00:00,8813.61,8836.81,8816.4,8821.79,132.77630496 +2019-11-10 08:00:00,8815.05,8863.0,8844.55,8816.21,57.03763351 +2019-11-10 07:00:00,8828.81,8850.0,8840.96,8844.56,68.61983225 +2019-11-10 06:00:00,8823.3,8888.24,8861.69,8840.96,197.47815634 +2019-11-10 05:00:00,8785.03,8861.47,8787.9,8861.47,277.89684297 +2019-11-10 04:00:00,8771.16,8800.0,8771.16,8788.53,131.54525534 +2019-11-10 03:00:00,8731.43,8773.26,8768.96,8770.19,227.21448799 +2019-11-10 02:00:00,8759.65,8787.61,8784.05,8768.96,85.73892845 +2019-11-10 01:00:00,8770.01,8790.0,8771.32,8784.05,125.06760104 +2019-11-10 00:00:00,8770.36,8807.9,8807.89,8771.21,79.90865839 +2019-11-09 23:00:00,8791.77,8832.19,8792.62,8807.89,206.3346486 +2019-11-09 22:00:00,8776.5,8810.0,8800.0,8793.98,154.81257728 +2019-11-09 21:00:00,8773.37,8800.0,8774.0,8799.99,113.34608983 +2019-11-09 20:00:00,8760.0,8787.04,8760.12,8774.0,231.93606174 +2019-11-09 19:00:00,8760.0,8775.0,8764.63,8760.12,191.25797893 +2019-11-09 18:00:00,8761.14,8785.52,8773.94,8764.64,146.59422829 +2019-11-09 17:00:00,8743.31,8783.0,8751.42,8772.85,254.03636848 +2019-11-09 16:00:00,8719.52,8820.0,8797.99,8750.65,367.64280644 +2019-11-09 15:00:00,8765.79,8825.68,8822.39,8798.0,342.57088998 +2019-11-09 14:00:00,8761.39,8865.0,8857.66,8822.39,221.29703859 +2019-11-09 13:00:00,8830.0,8873.38,8842.24,8857.66,125.59154519 +2019-11-09 12:00:00,8811.03,8858.27,8811.28,8842.24,86.38828032 +2019-11-09 11:00:00,8811.0,8848.36,8838.8,8811.0,49.39947141 +2019-11-09 10:00:00,8827.45,8855.0,8830.03,8838.81,46.83050868 +2019-11-09 09:00:00,8809.99,8845.37,8809.99,8830.03,64.56883542 +2019-11-09 08:00:00,8802.1,8823.76,8813.43,8810.0,75.86413795 +2019-11-09 07:00:00,8803.76,8873.0,8868.81,8810.8,189.9329355 +2019-11-09 06:00:00,8829.71,8873.48,8829.72,8868.8,189.99021266 +2019-11-09 05:00:00,8809.01,8832.82,8817.78,8829.72,112.52445266 +2019-11-09 04:00:00,8802.1,8828.85,8824.99,8817.79,102.15838463 +2019-11-09 03:00:00,8802.07,8830.0,8810.99,8825.0,109.89018822 +2019-11-09 02:00:00,8786.02,8811.0,8787.95,8810.99,203.11059117 +2019-11-09 01:00:00,8775.65,8820.0,8803.44,8786.36,198.69445271 +2019-11-09 00:00:00,8712.52,8815.0,8763.01,8805.96,390.23669979 +2019-11-08 23:00:00,8760.65,8825.62,8800.01,8763.01,411.90130328 +2019-11-08 22:00:00,8800.0,8870.65,8865.36,8800.01,220.84817595 +2019-11-08 21:00:00,8801.08,8887.69,8801.08,8865.36,469.06767991 +2019-11-08 20:00:00,8789.17,8825.0,8795.82,8801.09,242.96218106 +2019-11-08 19:00:00,8775.63,8828.98,8805.83,8794.5,474.77822619 +2019-11-08 18:00:00,8754.6,8840.0,8761.26,8805.83,561.12165259 +2019-11-08 17:00:00,8740.0,8782.85,8746.52,8762.01,447.70040224 +2019-11-08 16:00:00,8695.0,8798.2,8794.86,8746.52,668.28238377 +2019-11-08 15:00:00,8710.0,8797.0,8754.47,8794.87,807.70178436 +2019-11-08 14:00:00,8660.0,8824.47,8782.47,8754.48,1310.88073517 +2019-11-08 13:00:00,8708.0,8997.01,8997.01,8783.41,2683.06153378 +2019-11-08 12:00:00,8959.03,9013.97,9012.14,8997.01,291.58694097 +2019-11-08 11:00:00,9000.0,9048.28,9009.06,9012.13,195.76240963 +2019-11-08 10:00:00,8990.35,9028.38,9015.84,9009.07,208.82176963 +2019-11-08 09:00:00,8915.0,9059.07,9059.07,9016.02,1255.55698116 +2019-11-08 08:00:00,9017.14,9134.97,9124.14,9059.08,941.49057823 +2019-11-08 07:00:00,9086.22,9200.83,9183.73,9124.74,487.56833219 +2019-11-08 06:00:00,9171.0,9200.0,9200.0,9183.74,112.72260076 +2019-11-08 05:00:00,9171.95,9220.0,9209.08,9200.0,149.82400282 +2019-11-08 04:00:00,9197.78,9244.18,9225.13,9209.09,311.75585317 +2019-11-08 03:00:00,9217.16,9233.0,9232.33,9225.13,108.51157157 +2019-11-08 02:00:00,9208.53,9246.0,9214.92,9232.5,145.85780546 +2019-11-08 01:00:00,9197.63,9236.42,9197.63,9214.34,196.25153051 +2019-11-08 00:00:00,9166.05,9200.57,9198.85,9197.64,172.53888502 +2019-11-07 23:00:00,9198.84,9223.97,9220.38,9198.84,175.68852249 +2019-11-07 22:00:00,9196.42,9250.82,9209.72,9220.38,402.18688452 +2019-11-07 21:00:00,9075.0,9215.0,9181.13,9209.72,817.43046367 +2019-11-07 20:00:00,9170.51,9209.25,9195.39,9181.13,157.04339306 +2019-11-07 19:00:00,9190.0,9215.36,9200.0,9195.4,170.3948283 +2019-11-07 18:00:00,9181.0,9200.0,9186.38,9199.99,181.55878484 +2019-11-07 17:00:00,9184.05,9210.17,9200.65,9186.39,162.50389241 +2019-11-07 16:00:00,9162.67,9221.3,9181.41,9200.64,228.60237276 +2019-11-07 15:00:00,9178.9,9216.24,9216.12,9181.4,223.53241183 +2019-11-07 14:00:00,9178.84,9237.6,9194.77,9215.51,182.69504597 +2019-11-07 13:00:00,9155.01,9221.36,9172.81,9194.78,298.40903058 +2019-11-07 12:00:00,9126.51,9196.61,9185.18,9172.81,245.62037643 +2019-11-07 11:00:00,9175.0,9217.89,9196.87,9185.19,149.63026088 +2019-11-07 10:00:00,9127.27,9215.01,9215.0,9196.88,629.00587991 +2019-11-07 09:00:00,9214.71,9248.5,9245.36,9215.77,120.92575139 +2019-11-07 08:00:00,9226.01,9260.34,9246.18,9246.41,110.28144711 +2019-11-07 07:00:00,9207.51,9296.56,9278.29,9245.02,430.43005103 +2019-11-07 06:00:00,9276.52,9307.96,9305.63,9277.13,100.63189998 +2019-11-07 05:00:00,9252.67,9305.71,9290.62,9304.86,178.5391585 +2019-11-07 04:00:00,9283.25,9309.01,9294.11,9290.64,131.34684765 +2019-11-07 03:00:00,9279.3,9311.99,9292.41,9294.12,156.40005943 +2019-11-07 02:00:00,9275.0,9322.57,9320.01,9292.74,246.24981781 +2019-11-07 01:00:00,9302.0,9375.16,9343.62,9320.01,328.56807503 +2019-11-07 00:00:00,9325.0,9350.0,9341.27,9343.62,161.68565961 +2019-11-06 23:00:00,9335.89,9365.0,9343.0,9341.27,232.69353934 +2019-11-06 22:00:00,9314.0,9350.0,9314.83,9343.0,286.83694936 +2019-11-06 21:00:00,9291.99,9322.0,9292.0,9314.84,157.70323985 +2019-11-06 20:00:00,9276.5,9306.0,9299.58,9291.99,256.22196958 +2019-11-06 19:00:00,9293.59,9315.0,9301.16,9299.58,287.04235327 +2019-11-06 18:00:00,9267.5,9307.0,9299.21,9301.16,200.94053111 +2019-11-06 17:00:00,9253.66,9323.87,9323.87,9299.21,508.86482106 +2019-11-06 16:00:00,9294.01,9341.11,9340.99,9323.88,314.50425344 +2019-11-06 15:00:00,9320.0,9357.76,9325.0,9340.97,248.59338684 +2019-11-06 14:00:00,9316.65,9349.0,9326.42,9325.01,216.0123748 +2019-11-06 13:00:00,9316.16,9364.87,9358.16,9326.55,230.78733317 +2019-11-06 12:00:00,9335.13,9402.01,9384.6,9358.16,299.90807932 +2019-11-06 11:00:00,9350.0,9399.62,9357.06,9387.6,82.01742759 +2019-11-06 10:00:00,9340.01,9385.14,9360.23,9359.98,77.90070151 +2019-11-06 09:00:00,9353.66,9412.8,9412.79,9360.24,207.39597138 +2019-11-06 08:00:00,9384.48,9413.99,9395.04,9412.79,141.43084336 +2019-11-06 07:00:00,9365.0,9450.0,9388.71,9395.04,663.72854863 +2019-11-06 06:00:00,9316.11,9396.39,9337.72,9387.55,548.6420682 +2019-11-06 05:00:00,9311.64,9358.0,9337.35,9339.29,252.65841492 +2019-11-06 04:00:00,9307.56,9338.0,9309.83,9337.58,224.82813207 +2019-11-06 03:00:00,9283.03,9310.0,9304.7,9309.66,148.10899445 +2019-11-06 02:00:00,9303.79,9331.08,9315.91,9304.72,172.06489082 +2019-11-06 01:00:00,9282.08,9315.97,9299.91,9315.9,195.57881645 +2019-11-06 00:00:00,9283.33,9335.19,9322.09,9298.76,875.22247767 +2019-11-05 23:00:00,9301.39,9357.88,9331.76,9322.09,633.72111296 +2019-11-05 22:00:00,9301.96,9357.11,9355.9,9331.76,303.65182601 +2019-11-05 21:00:00,9351.84,9401.23,9359.48,9355.9,192.34627575 +2019-11-05 20:00:00,9322.61,9430.74,9402.95,9359.21,336.57037344 +2019-11-05 19:00:00,9340.48,9421.61,9343.74,9404.89,260.51012681 +2019-11-05 18:00:00,9337.44,9373.27,9349.79,9343.74,204.35836387 +2019-11-05 17:00:00,9334.15,9380.0,9349.78,9346.3,295.46703935 +2019-11-05 16:00:00,9260.0,9394.5,9377.01,9349.99,482.87760753 +2019-11-05 15:00:00,9332.12,9393.95,9348.0,9377.01,274.1951779 +2019-11-05 14:00:00,9238.13,9384.3,9238.98,9348.0,402.80853254 +2019-11-05 13:00:00,9226.51,9318.1,9302.73,9240.3,263.26226169 +2019-11-05 12:00:00,9284.46,9338.99,9290.59,9302.54,185.16520807 +2019-11-05 11:00:00,9274.46,9304.92,9281.35,9290.6,152.18403212 +2019-11-05 10:00:00,9269.45,9307.62,9290.24,9281.36,140.88662085 +2019-11-05 09:00:00,9235.8,9328.43,9246.1,9290.61,131.64683696 +2019-11-05 08:00:00,9180.0,9259.0,9226.07,9246.11,160.18937968 +2019-11-05 07:00:00,9169.84,9310.0,9310.0,9226.07,1071.90101832 +2019-11-05 06:00:00,9293.14,9406.87,9405.97,9310.0,520.20421436 +2019-11-05 05:00:00,9384.35,9422.99,9394.92,9407.12,145.74793377 +2019-11-05 04:00:00,9377.02,9425.73,9425.73,9394.92,237.11346724 +2019-11-05 03:00:00,9410.36,9456.62,9455.81,9425.74,215.04344124 +2019-11-05 02:00:00,9430.01,9474.89,9454.99,9456.54,322.99939031 +2019-11-05 01:00:00,9388.41,9474.74,9388.42,9454.63,331.98819433 +2019-11-05 00:00:00,9370.01,9417.0,9412.63,9388.42,316.37823756 +2019-11-04 23:00:00,9375.01,9436.01,9382.29,9412.53,249.73530232 +2019-11-04 22:00:00,9355.01,9448.0,9442.98,9379.22,549.93623728 +2019-11-04 21:00:00,9436.49,9489.97,9475.6,9442.99,549.04276031 +2019-11-04 20:00:00,9275.0,9600.0,9275.0,9475.59,2823.32603561 +2019-11-04 19:00:00,9261.01,9294.97,9271.68,9274.99,259.24361545 +2019-11-04 18:00:00,9269.89,9325.0,9323.13,9271.69,243.34645013 +2019-11-04 17:00:00,9305.54,9329.99,9306.57,9323.14,262.67119057 +2019-11-04 16:00:00,9290.5,9340.56,9307.85,9305.54,288.03242593 +2019-11-04 15:00:00,9281.0,9327.66,9323.0,9307.86,330.57110104 +2019-11-04 14:00:00,9253.69,9347.46,9253.7,9323.0,644.85541284 +2019-11-04 13:00:00,9246.01,9270.0,9247.28,9253.69,152.13876218 +2019-11-04 12:00:00,9242.44,9301.34,9272.64,9247.99,347.86927737 +2019-11-04 11:00:00,9210.49,9280.0,9210.49,9272.64,291.92159954 +2019-11-04 10:00:00,9174.99,9223.99,9175.0,9210.5,120.4168142 +2019-11-04 09:00:00,9157.53,9184.81,9157.53,9175.0,88.07669123 +2019-11-04 08:00:00,9154.07,9197.02,9186.15,9157.53,77.91257724 +2019-11-04 07:00:00,9162.88,9209.15,9162.89,9186.16,114.15639778 +2019-11-04 06:00:00,9141.78,9183.41,9149.27,9163.08,129.89585273 +2019-11-04 05:00:00,9132.34,9157.0,9138.53,9149.6,98.30765036 +2019-11-04 04:00:00,9127.0,9155.91,9155.91,9138.53,181.6222518 +2019-11-04 03:00:00,9142.51,9180.0,9169.77,9157.07,99.89029602 +2019-11-04 02:00:00,9158.0,9189.93,9164.12,9171.17,126.31200974 +2019-11-04 01:00:00,9142.47,9175.3,9171.99,9164.12,117.6665677 +2019-11-04 00:00:00,9156.76,9219.89,9206.52,9171.99,215.01149803 +2019-11-03 23:00:00,9195.21,9246.72,9216.46,9206.52,195.74366253 +2019-11-03 22:00:00,9150.77,9226.0,9151.82,9217.46,238.47543092 +2019-11-03 21:00:00,9068.3,9169.86,9158.8,9155.18,572.82828316 +2019-11-03 20:00:00,9139.9,9169.87,9140.06,9158.8,116.54317906 +2019-11-03 19:00:00,9131.47,9181.0,9166.27,9140.07,139.33959215 +2019-11-03 18:00:00,9135.78,9166.35,9164.8,9166.27,105.16908962 +2019-11-03 17:00:00,9121.01,9176.23,9174.71,9163.43,246.52834849 +2019-11-03 16:00:00,9152.12,9196.99,9191.1,9174.7,167.6758371 +2019-11-03 15:00:00,9153.14,9194.05,9158.01,9191.1,141.63578412 +2019-11-03 14:00:00,9153.47,9199.84,9183.01,9158.01,135.29927242 +2019-11-03 13:00:00,9152.0,9189.8,9159.22,9183.0,100.82902538 +2019-11-03 12:00:00,9111.04,9174.72,9170.01,9158.38,173.56158191 +2019-11-03 11:00:00,9130.46,9177.95,9150.24,9171.04,118.73398144 +2019-11-03 10:00:00,9123.0,9233.89,9233.89,9150.24,619.54205722 +2019-11-03 09:00:00,9214.74,9249.78,9231.9,9233.89,52.65535173 +2019-11-03 08:00:00,9201.3,9261.92,9261.92,9231.9,152.55999546 +2019-11-03 07:00:00,9261.86,9294.25,9279.79,9261.92,46.3941356 +2019-11-03 06:00:00,9272.81,9309.3,9282.33,9279.96,53.20548883 +2019-11-03 05:00:00,9256.08,9289.82,9282.32,9282.33,84.39552866 +2019-11-03 04:00:00,9251.52,9349.0,9349.0,9283.66,323.08073323 +2019-11-03 03:00:00,9336.2,9380.0,9379.99,9349.01,94.74594323 +2019-11-03 02:00:00,9333.81,9380.0,9335.0,9380.0,157.39634873 +2019-11-03 01:00:00,9320.28,9335.0,9326.15,9335.0,63.8718966 +2019-11-03 00:00:00,9305.52,9352.99,9308.52,9326.15,194.28986642 +2019-11-02 23:00:00,9295.01,9320.86,9310.93,9308.52,112.82112926 +2019-11-02 22:00:00,9289.96,9322.88,9295.98,9311.12,120.18313502 +2019-11-02 21:00:00,9290.02,9322.77,9321.3,9296.52,105.00109449 +2019-11-02 20:00:00,9301.0,9338.11,9334.87,9321.3,96.67577059 +2019-11-02 19:00:00,9284.0,9336.34,9303.69,9335.13,214.90444661 +2019-11-02 18:00:00,9284.37,9319.98,9305.38,9303.69,221.91256651 +2019-11-02 17:00:00,9298.0,9351.77,9340.01,9305.38,144.36501802 +2019-11-02 16:00:00,9318.13,9363.82,9340.0,9340.01,244.77797368 +2019-11-02 15:00:00,9291.51,9344.86,9336.0,9340.0,293.29946443 +2019-11-02 14:00:00,9336.0,9385.13,9375.0,9336.01,358.30003896 +2019-11-02 13:00:00,9315.0,9393.0,9344.88,9374.99,327.13021116 +2019-11-02 12:00:00,9215.94,9385.6,9271.36,9342.35,779.94514063 +2019-11-02 11:00:00,9239.33,9273.55,9239.34,9272.17,197.8560974 +2019-11-02 10:00:00,9225.0,9243.89,9225.48,9239.34,67.21961828 +2019-11-02 09:00:00,9220.77,9240.67,9220.77,9225.49,31.55690637 +2019-11-02 08:00:00,9215.82,9252.0,9236.25,9223.23,108.69035037 +2019-11-02 07:00:00,9213.01,9240.94,9223.17,9236.25,65.02141692 +2019-11-02 06:00:00,9210.0,9240.04,9232.1,9225.25,119.15075835 +2019-11-02 05:00:00,9218.06,9249.99,9227.51,9232.45,141.79288485 +2019-11-02 04:00:00,9226.86,9269.61,9261.54,9227.52,93.97224232 +2019-11-02 03:00:00,9251.83,9273.58,9269.29,9261.54,113.84460866 +2019-11-02 02:00:00,9230.51,9269.98,9256.15,9269.29,199.74986489 +2019-11-02 01:00:00,9247.25,9291.99,9267.0,9256.14,189.09211214 +2019-11-02 00:00:00,9240.12,9289.49,9253.09,9267.0,212.00253846 +2019-11-01 23:00:00,9210.01,9267.63,9210.01,9253.12,218.71878247 +2019-11-01 22:00:00,9210.0,9296.98,9280.0,9210.01,329.91204438 +2019-11-01 21:00:00,9203.0,9280.0,9211.79,9279.0,354.43512753 +2019-11-01 20:00:00,9183.02,9224.41,9183.03,9211.8,338.46872725 +2019-11-01 19:00:00,9175.0,9220.0,9196.61,9183.03,236.05311439 +2019-11-01 18:00:00,9156.04,9212.52,9168.28,9196.6,234.43567977 +2019-11-01 17:00:00,9151.0,9207.09,9165.51,9168.28,273.71775545 +2019-11-01 16:00:00,9071.02,9195.63,9092.14,9165.51,609.70999872 +2019-11-01 15:00:00,9085.0,9258.04,9127.45,9089.92,877.68100557 +2019-11-01 14:00:00,9087.28,9145.85,9128.79,9127.45,276.58427082 +2019-11-01 13:00:00,9087.29,9240.08,9208.01,9128.67,589.99156738 +2019-11-01 12:00:00,9153.01,9228.23,9179.05,9208.01,246.81788644 +2019-11-01 11:00:00,9154.7,9299.99,9172.42,9179.04,738.67030082 +2019-11-01 10:00:00,9110.0,9194.0,9112.72,9172.41,370.08944739 +2019-11-01 09:00:00,9105.5,9153.37,9153.37,9115.6,123.3538789 +2019-11-01 08:00:00,9116.23,9187.5,9116.24,9157.07,231.14932993 +2019-11-01 07:00:00,9101.25,9142.92,9131.52,9116.87,382.06588526 +2019-11-01 06:00:00,9089.31,9155.0,9092.71,9131.51,170.97846247 +2019-11-01 05:00:00,9089.9,9121.3,9098.49,9092.71,115.14817453 +2019-11-01 04:00:00,9058.12,9110.0,9083.3,9098.49,160.99200735 +2019-11-01 03:00:00,9057.27,9136.26,9136.26,9083.3,231.68492163 +2019-11-01 02:00:00,9074.47,9147.04,9106.65,9136.26,315.67274894 +2019-11-01 01:00:00,9105.07,9151.97,9135.0,9106.65,178.97259479 +2019-11-01 00:00:00,9114.0,9160.4,9159.96,9135.0,168.9677419 +2019-10-31 23:00:00,9120.0,9172.61,9134.97,9159.48,181.96969463 +2019-10-31 22:00:00,9097.09,9162.42,9146.04,9130.88,363.49749849 +2019-10-31 21:00:00,9055.93,9207.15,9191.78,9140.35,450.49435338 +2019-10-31 19:00:00,9223.83,9272.44,9247.14,9239.99,203.82859676 +2019-10-31 18:00:00,9220.04,9280.0,9266.19,9247.14,310.63962907 +2019-10-31 17:00:00,9253.15,9287.37,9265.26,9266.19,162.85847005 +2019-10-31 16:00:00,9232.75,9285.94,9242.66,9267.5,249.42513515 +2019-10-31 15:00:00,9211.41,9303.93,9268.52,9242.68,417.85023378 +2019-10-31 14:00:00,9248.67,9310.68,9310.67,9268.52,257.62864286 +2019-10-31 13:00:00,9293.84,9349.9,9327.92,9310.6,316.34275869 +2019-10-31 12:00:00,9122.91,9433.0,9122.91,9328.0,1723.71030044 +2019-10-31 11:00:00,9074.52,9164.73,9089.99,9122.92,288.43282475 +2019-10-31 10:00:00,8950.0,9090.0,9050.19,9090.0,1025.46509967 +2019-10-31 09:00:00,9035.0,9123.05,9123.04,9052.36,251.14706673 +2019-10-31 08:00:00,9092.82,9140.95,9107.67,9123.05,126.24073792 +2019-10-31 07:00:00,9090.6,9129.91,9126.28,9109.31,152.49258583 +2019-10-31 06:00:00,9105.04,9221.0,9179.99,9126.74,310.07203693 +2019-10-31 05:00:00,9088.7,9190.87,9088.7,9180.0,229.06020772 +2019-10-31 04:00:00,9088.67,9121.2,9114.43,9088.7,156.79385156 +2019-10-31 03:00:00,9083.8,9142.48,9100.01,9114.43,186.86205192 +2019-10-31 02:00:00,9062.59,9125.37,9070.55,9100.01,186.13383476 +2019-10-31 01:00:00,9058.62,9157.84,9148.97,9068.65,512.58927098 +2019-10-31 00:00:00,9147.17,9213.0,9164.45,9148.97,263.42703583 +2019-10-30 23:00:00,9163.59,9229.89,9224.0,9164.44,179.08495034 +2019-10-30 22:00:00,9153.62,9236.76,9153.63,9224.0,295.91470335 +2019-10-30 21:00:00,9145.0,9183.65,9183.65,9154.43,179.66329893 +2019-10-30 20:00:00,9158.26,9228.25,9213.61,9183.66,218.36147072 +2019-10-30 19:00:00,9159.01,9214.99,9160.0,9214.99,403.43401765 +2019-10-30 18:00:00,9110.86,9160.0,9123.69,9160.0,264.86573823 +2019-10-30 17:00:00,9062.41,9144.97,9066.85,9123.24,428.32162549 +2019-10-30 16:00:00,9009.09,9164.95,9103.69,9066.81,792.3351977 +2019-10-30 15:00:00,8991.33,9132.79,9090.92,9103.56,1070.29833949 +2019-10-30 14:00:00,9026.69,9130.0,9044.35,9090.93,626.18217119 +2019-10-30 13:00:00,9027.51,9150.13,9130.51,9044.43,446.36593016 +2019-10-30 12:00:00,9088.6,9179.99,9107.74,9130.71,401.98370951 +2019-10-30 11:00:00,9015.0,9124.04,9116.61,9107.66,422.95547797 +2019-10-30 10:00:00,9033.0,9227.77,9226.28,9115.15,1011.56988439 +2019-10-30 09:00:00,9200.37,9255.0,9200.4,9226.28,76.15138236 +2019-10-30 08:00:00,9170.38,9237.91,9172.38,9200.41,125.65136243 +2019-10-30 07:00:00,9160.01,9256.61,9234.38,9167.97,230.26170279 +2019-10-30 06:00:00,9202.91,9249.98,9207.44,9234.37,120.91989869 +2019-10-30 05:00:00,9166.46,9265.0,9258.56,9207.44,387.56050655 +2019-10-30 04:00:00,9223.27,9348.97,9293.58,9257.38,378.04676051 +2019-10-30 03:00:00,9262.01,9333.0,9323.49,9293.66,376.64468982 +2019-10-30 02:00:00,9291.08,9408.65,9398.19,9326.41,241.58485624 +2019-10-30 01:00:00,9270.54,9419.99,9365.12,9397.76,473.92181133 +2019-10-30 00:00:00,9268.97,9431.36,9431.36,9365.12,710.59750837 +2019-10-29 23:00:00,9414.14,9467.61,9457.67,9430.8,226.53536638 +2019-10-29 22:00:00,9428.79,9467.5,9428.83,9457.67,249.98476395 +2019-10-29 21:00:00,9402.97,9460.01,9444.2,9428.83,346.88132003 +2019-10-29 20:00:00,9227.74,9515.03,9237.97,9444.71,1946.78467383 +2019-10-29 19:00:00,9068.19,9399.96,9366.06,9239.86,2083.04434574 +2019-10-29 18:00:00,9311.38,9414.0,9327.55,9366.05,646.56341355 +2019-10-29 17:00:00,9275.88,9366.66,9315.95,9327.77,367.66337231 +2019-10-29 16:00:00,9293.57,9375.0,9360.53,9315.95,335.048192 +2019-10-29 15:00:00,9314.68,9379.35,9379.35,9360.92,299.07496493 +2019-10-29 14:00:00,9324.01,9385.0,9350.63,9379.35,241.62028242 +2019-11-23 13:00:00,7159.89,7194.84,7165.3,7187.76,193.53567683 +2019-11-23 12:00:00,7155.55,7204.82,7185.0,7165.3,174.7644169 +2019-11-23 11:00:00,7170.0,7234.68,7181.56,7185.01,233.20419866 +2019-11-23 10:00:00,7138.11,7213.23,7172.12,7177.21,100.19070225 +2019-11-23 09:00:00,7102.21,7185.53,7155.82,7174.47,236.55066342 +2019-11-23 08:00:00,7117.6,7227.56,7190.22,7155.81,395.56247743 +2019-11-23 07:00:00,7176.49,7250.0,7223.89,7190.22,227.98651364 +2019-11-23 06:00:00,7198.33,7236.8,7220.41,7223.9,215.21522499 +2019-11-23 05:00:00,7195.0,7251.52,7225.01,7220.41,256.60796075 +2019-11-23 04:00:00,7225.0,7315.64,7285.67,7225.01,342.55171703 +2019-11-23 03:00:00,7251.35,7308.24,7266.96,7285.65,286.9359035 +2019-11-23 02:00:00,7209.28,7289.73,7217.8,7264.71,304.43007294 +2019-11-23 01:00:00,7177.24,7230.66,7211.65,7217.8,411.70667565 +2019-11-23 00:00:00,7160.14,7296.77,7283.19,7211.64,678.08223647 +2019-11-22 23:00:00,7205.04,7309.49,7258.48,7283.03,915.58890491 +2019-11-22 22:00:00,7228.78,7359.0,7345.3,7257.28,669.26249461 +2019-11-22 21:00:00,7291.71,7357.41,7330.64,7347.31,711.87992539 +2019-11-22 20:00:00,7274.0,7392.11,7310.0,7330.63,1194.52200314 +2019-11-22 19:00:00,7225.45,7363.37,7234.76,7310.0,2444.00538938 +2019-11-22 18:00:00,7137.54,7244.56,7150.64,7234.75,1010.24749168 +2019-11-22 17:00:00,7118.35,7176.93,7128.73,7150.63,748.50457079 +2019-11-22 16:00:00,7105.0,7215.49,7122.03,7128.73,1633.73202348 +2019-11-22 15:00:00,7040.4,7154.52,7042.67,7122.03,2346.53033221 +2019-11-22 14:00:00,6775.47,7099.99,7036.79,7042.67,5471.32440716 +2019-11-22 13:00:00,6992.15,7146.44,7146.44,7036.8,2040.67739901 +2019-11-22 12:00:00,7071.4,7160.01,7099.98,7146.34,1058.27022409 +2019-11-22 11:00:00,7050.09,7172.74,7073.79,7099.99,1071.18596224 +2019-11-22 10:00:00,6928.31,7401.44,7401.44,7073.72,5494.94842316 +2019-11-22 09:00:00,7350.0,7512.58,7512.19,7400.04,1449.54873287 +2019-11-22 08:00:00,7502.98,7720.0,7550.97,7511.56,890.6974724 +2019-11-22 07:00:00,7405.0,7566.92,7455.46,7550.98,1105.4859182 +2019-11-22 06:00:00,7435.65,7564.53,7552.98,7455.46,857.35356286 +2019-11-22 05:00:00,7520.29,7616.36,7604.79,7552.97,443.27101978 +2019-11-22 04:00:00,7589.35,7621.3,7589.35,7604.79,218.02767953 +2019-11-22 03:00:00,7581.14,7641.14,7626.61,7589.36,669.66620579 +2019-11-22 02:00:00,7620.63,7662.48,7644.01,7626.61,348.93436296 +2019-11-22 01:00:00,7643.11,7685.34,7677.95,7644.01,527.56882718 +2019-11-22 00:00:00,7614.82,7677.96,7616.48,7677.96,355.2761766 +2019-11-21 23:00:00,7600.0,7634.47,7616.29,7616.46,396.42780329 +2019-11-21 22:00:00,7587.81,7618.87,7591.31,7616.29,296.9897947 +2019-11-21 21:00:00,7579.83,7620.0,7585.85,7591.31,390.48301629 +2019-11-21 20:00:00,7562.0,7650.15,7616.54,7585.85,710.33563064 +2019-11-21 19:00:00,7573.1,7619.74,7577.97,7616.54,517.04199125 +2019-11-21 18:00:00,7550.0,7593.15,7558.75,7576.58,657.33854398 +2019-11-21 17:00:00,7531.7,7593.98,7592.48,7558.75,903.62414462 +2019-11-21 16:00:00,7575.66,7640.51,7609.65,7592.48,1202.215214 +2019-11-21 15:00:00,7374.5,7770.01,7770.01,7609.65,6155.34020652 +2019-11-21 14:00:00,7755.05,7874.85,7858.43,7771.27,955.46376996 +2019-11-21 13:00:00,7855.41,7883.92,7879.21,7858.43,299.891337 +2019-11-21 12:00:00,7825.8,7886.0,7844.23,7880.17,734.52273538 +2019-11-21 11:00:00,7831.63,7901.77,7901.0,7844.23,606.74682535 +2019-11-21 10:00:00,7888.36,7918.71,7911.39,7901.2,224.5772181 +2019-11-21 09:00:00,7890.07,7939.92,7905.17,7910.39,325.21200618 +2019-11-21 08:00:00,7878.0,8069.73,8065.14,7905.16,1231.78705713 +2019-11-21 07:00:00,8057.91,8078.25,8071.86,8065.14,238.66595356 +2019-11-21 06:00:00,8062.43,8106.61,8106.6,8071.87,109.97422699 +2019-11-21 05:00:00,8092.23,8107.8,8093.96,8106.61,102.86856875 +2019-11-21 04:00:00,8083.56,8101.64,8099.99,8093.11,93.01533342 +2019-11-21 03:00:00,8080.44,8109.65,8099.99,8099.99,203.14380586 +2019-11-21 02:00:00,8089.3,8110.8,8109.24,8099.99,123.04694487 +2019-11-21 01:00:00,8079.67,8114.97,8086.11,8109.25,178.29290214 +2019-11-21 00:00:00,8060.91,8086.12,8082.97,8086.12,290.01340222 +2019-11-20 23:00:00,8056.54,8086.02,8081.1,8082.96,215.01068282 +2019-11-20 22:00:00,8068.21,8106.32,8086.43,8081.09,177.57571271 +2019-11-20 21:00:00,8065.71,8103.21,8084.65,8086.43,239.39337625 +2019-11-20 20:00:00,8055.75,8089.6,8073.16,8084.64,310.22327658 +2019-11-20 19:00:00,8055.24,8097.18,8087.99,8073.16,448.33082009 +2019-11-20 18:00:00,8078.4,8222.41,8134.97,8088.0,794.55076429 +2019-11-20 17:00:00,8111.0,8136.24,8111.63,8135.64,177.77715738 +2019-11-20 16:00:00,8106.9,8128.21,8112.7,8111.64,181.71846983 +2019-11-20 15:00:00,8094.56,8143.59,8135.31,8112.7,185.30642056 +2019-11-20 14:00:00,8072.51,8139.06,8072.51,8135.31,290.38234535 +2019-11-20 13:00:00,8055.41,8077.44,8066.29,8072.52,131.03813419 +2019-11-20 12:00:00,8054.33,8096.29,8075.09,8066.29,227.92866676 +2019-11-20 11:00:00,8049.7,8085.0,8052.93,8075.09,118.39334707 +2019-11-20 10:00:00,8030.05,8070.0,8060.98,8052.93,110.03166877 +2019-11-20 09:00:00,8048.1,8083.3,8076.45,8060.98,159.69880877 +2019-11-20 08:00:00,8070.35,8118.0,8112.4,8074.65,124.80771036 +2019-11-20 07:00:00,8109.53,8126.35,8109.53,8112.41,89.56020325 +2019-11-20 06:00:00,8100.53,8126.94,8102.68,8109.54,111.34206552 +2019-11-20 05:00:00,8071.63,8111.0,8094.87,8102.67,239.79443709 +2019-11-20 04:00:00,8089.38,8140.24,8118.65,8094.88,175.88891823 +2019-11-20 03:00:00,8115.79,8132.76,8132.76,8118.64,184.63656269 +2019-11-20 02:00:00,8117.57,8149.98,8117.58,8132.72,212.8998233 +2019-11-20 01:00:00,8108.73,8141.6,8118.31,8117.58,178.20144303 +2019-11-20 00:00:00,8088.62,8126.44,8123.36,8118.31,211.96484676 +2019-11-19 23:00:00,8106.69,8140.08,8130.3,8123.36,143.37290762 +2019-11-19 22:00:00,8105.01,8140.7,8105.83,8130.3,465.07614698 +2019-11-19 21:00:00,8085.9,8113.25,8100.0,8105.99,197.23945734 +2019-11-19 20:00:00,8058.59,8100.0,8093.22,8100.0,237.76782084 +2019-11-19 19:00:00,8082.03,8113.12,8083.94,8093.21,236.21177613 +2019-11-19 18:00:00,8077.62,8103.56,8077.62,8083.95,260.59235578 +2019-11-19 17:00:00,8036.97,8085.93,8077.3,8077.63,368.17324721 +2019-11-19 16:00:00,8077.0,8144.96,8088.22,8077.29,348.69858498 +2019-11-19 15:00:00,8060.02,8102.0,8085.38,8091.85,376.27618219 +2019-11-19 14:00:00,8045.04,8105.83,8045.04,8085.39,406.86708954 +2019-11-19 13:00:00,8000.0,8058.19,8023.9,8045.05,546.59623202 +2019-11-19 12:00:00,8007.79,8097.19,8059.15,8024.77,388.21548014 +2019-11-19 11:00:00,7980.07,8100.0,8084.53,8059.15,950.83433896 +2019-11-19 10:00:00,8065.55,8134.94,8130.93,8084.54,166.20753874 +2019-11-19 09:00:00,8117.97,8150.0,8149.99,8130.93,69.53732242 +2019-11-19 08:00:00,8108.07,8150.25,8108.07,8150.0,287.77512577 +2019-11-19 07:00:00,8078.64,8140.95,8140.95,8108.07,347.5557863 +2019-11-19 06:00:00,8111.56,8140.96,8131.02,8140.96,187.16047371 +2019-11-19 05:00:00,8127.35,8161.71,8136.99,8131.02,283.85273248 +2019-11-19 04:00:00,8109.47,8153.61,8132.64,8137.0,283.18748222 +2019-11-19 03:00:00,8126.3,8182.76,8182.74,8132.65,286.43340263 +2019-11-19 02:00:00,8178.0,8196.71,8185.79,8182.75,134.29003726 +2019-11-19 01:00:00,8165.0,8195.41,8166.99,8185.8,181.5015057 +2019-11-19 00:00:00,8160.38,8197.82,8168.84,8167.0,207.57247563 +2019-11-18 23:00:00,8163.0,8202.45,8198.98,8168.84,281.52001324 +2019-11-18 22:00:00,8175.0,8219.51,8216.38,8198.98,340.54088105 +2019-11-18 21:00:00,8182.2,8226.38,8200.52,8216.38,360.19518902 +2019-11-18 20:00:00,8154.07,8202.29,8198.5,8200.53,589.3052138 +2019-11-18 19:00:00,8162.0,8216.98,8184.05,8198.5,638.49838987 +2019-11-18 18:00:00,8015.0,8325.81,8323.72,8184.05,3082.49291603 +2019-11-18 17:00:00,8286.0,8405.01,8405.0,8325.0,1038.76714371 +2019-11-18 16:00:00,8397.47,8419.35,8400.01,8405.01,214.73771203 +2019-11-18 15:00:00,8390.0,8429.3,8429.22,8400.01,465.57674406 +2019-11-18 14:00:00,8428.47,8449.0,8437.5,8429.23,140.48416124 +2019-11-18 13:00:00,8390.01,8454.37,8399.01,8437.49,191.99293839 +2019-11-18 12:00:00,8345.23,8425.4,8425.4,8399.01,520.93287072 +2019-11-18 11:00:00,8409.5,8447.85,8441.7,8425.4,131.13428823 +2019-11-18 10:00:00,8436.05,8465.25,8465.24,8441.7,177.88556195 +2019-11-18 09:00:00,8446.7,8467.09,8462.56,8465.25,45.1465475 +2019-11-18 08:00:00,8420.31,8488.0,8438.98,8464.34,189.82608014 +2019-11-18 07:00:00,8411.22,8452.0,8435.15,8438.97,216.93708169 +2019-11-18 06:00:00,8427.63,8485.37,8472.52,8435.15,166.51592281 +2019-11-18 05:00:00,8466.92,8479.32,8476.02,8472.52,233.00205541 +2019-11-18 04:00:00,8457.11,8488.0,8475.89,8476.03,98.98313854 +2019-11-18 03:00:00,8427.43,8486.23,8443.2,8475.88,189.73892566 +2019-11-18 02:00:00,8415.0,8480.98,8477.72,8443.21,163.70380644 +2019-11-18 01:00:00,8470.69,8493.77,8492.17,8477.73,73.71498877 +2019-11-18 00:00:00,8452.71,8501.01,8501.0,8492.18,312.48699312 +2019-11-17 23:00:00,8485.67,8542.18,8541.0,8500.01,189.98314852 +2019-11-17 22:00:00,8528.01,8553.31,8553.31,8541.0,136.11096647 +2019-11-17 21:00:00,8522.48,8564.9,8527.51,8553.32,152.96102256 +2019-11-17 20:00:00,8517.34,8637.01,8555.01,8527.5,593.56979038 +2019-11-17 19:00:00,8535.4,8561.24,8539.74,8555.0,162.61706204 +2019-11-17 18:00:00,8530.9,8547.14,8545.0,8539.74,77.85152723 +2019-11-17 17:00:00,8538.84,8559.5,8538.85,8545.01,135.59455728 +2019-11-17 16:00:00,8528.0,8544.85,8528.0,8538.85,149.0079047 +2019-11-17 15:00:00,8518.26,8544.33,8518.26,8528.01,103.48535999 +2019-11-17 14:00:00,8510.0,8530.0,8527.01,8518.26,117.17327025 +2019-11-17 13:00:00,8522.0,8573.61,8561.85,8527.01,83.60162582 +2019-11-17 12:00:00,8524.19,8574.37,8524.19,8561.85,87.72947651 +2019-11-17 11:00:00,8519.29,8543.01,8524.19,8524.19,44.87710018 +2019-11-17 10:00:00,8519.45,8540.0,8537.39,8524.01,53.46888197 +2019-11-17 09:00:00,8511.98,8587.95,8553.0,8537.29,157.4462983 +2019-11-17 08:00:00,8371.02,8559.92,8423.25,8553.0,591.25623401 +2019-11-17 07:00:00,8400.0,8474.93,8474.53,8423.25,210.85628662 +2019-11-17 06:00:00,8470.24,8487.69,8487.6,8474.52,46.37432237 +2019-11-17 05:00:00,8470.54,8491.46,8473.38,8487.6,40.08596356 +2019-11-17 04:00:00,8460.65,8479.96,8479.15,8471.63,67.45031362 +2019-11-17 03:00:00,8463.36,8484.92,8479.81,8473.98,116.96508291 +2019-11-17 02:00:00,8479.0,8495.0,8479.5,8479.82,57.37293355 +2019-11-17 01:00:00,8479.0,8510.0,8494.29,8479.5,211.55596707 +2019-11-17 00:00:00,8480.99,8509.98,8481.0,8494.3,166.84975843 +2019-11-16 23:00:00,8460.94,8482.2,8468.79,8481.0,77.53930318 +2019-11-16 22:00:00,8464.17,8486.77,8477.52,8468.79,118.23071427 +2019-11-16 21:00:00,8452.0,8481.99,8452.01,8477.53,80.33108585 +2019-11-16 20:00:00,8452.0,8467.56,8467.01,8452.01,95.68492072 +2019-11-16 19:00:00,8463.0,8480.04,8476.98,8467.02,77.00513726 +2019-11-16 18:00:00,8470.0,8476.99,8471.54,8476.99,99.00276208 +2019-11-16 17:00:00,8470.0,8488.0,8488.0,8471.54,126.95507743 +2019-11-16 16:00:00,8478.35,8497.51,8484.48,8487.99,163.45363714 +2019-11-16 15:00:00,8479.59,8500.0,8482.83,8484.48,124.75170334 +2019-11-16 14:00:00,8455.0,8517.14,8484.57,8483.11,177.21961982 +2019-11-16 13:00:00,8461.48,8499.94,8466.0,8484.97,98.80524777 +2019-11-16 12:00:00,8452.75,8480.0,8474.15,8466.0,75.38699158 +2019-11-16 11:00:00,8447.5,8474.97,8464.12,8474.15,59.40219632 +2019-11-16 10:00:00,8455.0,8520.0,8496.74,8464.12,107.77438023 +2019-11-16 09:00:00,8479.7,8531.03,8481.47,8496.74,148.81522045 +2019-11-16 08:00:00,8472.01,8499.35,8472.01,8481.62,57.33971671 +2019-11-16 07:00:00,8459.62,8501.0,8459.62,8472.0,116.39109751 +2019-11-16 06:00:00,8455.34,8473.84,8467.02,8459.62,67.55313817 +2019-11-16 05:00:00,8446.59,8468.0,8462.53,8467.01,122.51249993 +2019-11-16 04:00:00,8446.51,8468.0,8450.0,8463.53,91.00502097 +2019-11-16 03:00:00,8431.09,8455.39,8445.0,8450.01,78.01874977 +2019-11-16 02:00:00,8426.74,8473.91,8472.23,8446.29,141.88707478 +2019-11-16 01:00:00,8451.04,8480.0,8454.25,8472.24,137.36046218 +2019-11-16 00:00:00,8423.0,8467.29,8457.48,8454.25,269.91381236 +2019-11-15 23:00:00,8429.5,8510.0,8502.44,8457.48,485.74070671 +2019-11-15 22:00:00,8450.07,8503.18,8450.96,8502.44,723.78643661 +2019-11-15 21:00:00,8442.12,8466.14,8466.14,8452.77,383.10213103 +2019-11-15 20:00:00,8456.0,8480.41,8472.07,8466.13,233.10290441 +2019-11-15 19:00:00,8451.26,8486.33,8482.79,8472.08,332.90964102 +2019-11-15 18:00:00,8447.56,8486.2,8461.55,8482.8,410.32579453 +2019-11-15 17:00:00,8436.53,8470.0,8463.85,8461.56,352.64134706 +2019-11-15 16:00:00,8405.95,8469.66,8462.75,8464.99,636.71797695 +2019-11-15 15:00:00,8392.48,8475.0,8451.05,8463.07,807.05314866 +2019-11-15 14:00:00,8361.0,8632.79,8632.69,8448.16,1838.62646854 +2019-11-15 13:00:00,8630.01,8682.04,8655.43,8632.69,100.1007649 +2019-11-15 12:00:00,8611.19,8659.38,8611.87,8655.16,107.1668433 +2019-11-15 11:00:00,8610.61,8649.02,8637.34,8611.18,89.84289517 +2019-11-15 10:00:00,8562.98,8648.61,8590.0,8637.34,329.60159732 +2019-11-15 09:00:00,8562.94,8773.22,8625.06,8590.01,998.80114217 +2019-11-15 08:00:00,8544.29,8625.0,8544.62,8625.0,197.53947806 +2019-11-15 07:00:00,8536.23,8572.0,8565.87,8544.62,87.77130738 +2019-11-15 06:00:00,8537.51,8589.91,8546.2,8565.87,265.22766923 +2019-11-15 05:00:00,8532.24,8557.98,8539.42,8546.19,195.70468463 +2019-11-15 04:00:00,8521.94,8550.0,8535.76,8539.42,203.69027721 +2019-11-15 03:00:00,8490.01,8560.49,8524.55,8536.38,486.38637976 +2019-11-15 02:00:00,8505.0,8567.0,8532.77,8524.56,505.91399991 +2019-11-15 01:00:00,8515.0,8603.25,8596.04,8532.77,805.40546413 +2019-11-15 00:00:00,8595.76,8636.93,8630.01,8595.76,363.75635209 +2019-11-14 23:00:00,8630.0,8665.14,8645.95,8630.0,247.12292992 +2019-11-14 22:00:00,8640.0,8652.88,8649.33,8645.95,170.96008749 +2019-11-14 21:00:00,8645.99,8659.19,8653.46,8649.34,140.15661409 +2019-11-14 20:00:00,8632.01,8658.99,8632.01,8653.45,225.98847298 +2019-11-14 19:00:00,8620.27,8633.35,8620.27,8632.02,143.46471849 +2019-11-14 18:00:00,8607.23,8643.0,8642.99,8621.21,207.36941755 +2019-11-14 17:00:00,8629.51,8643.73,8634.14,8643.0,146.07309884 +2019-11-14 16:00:00,8600.0,8634.82,8615.63,8634.15,227.16383829 +2019-11-14 15:00:00,8589.28,8643.66,8643.66,8615.62,293.08883127 +2019-11-14 14:00:00,8625.01,8661.6,8651.05,8643.67,309.88723873 +2019-11-14 13:00:00,8590.0,8670.13,8599.4,8651.05,337.45048721 +2019-11-14 12:00:00,8575.87,8612.0,8611.98,8599.51,260.07891358 +2019-11-14 11:00:00,8570.01,8612.05,8600.02,8611.98,118.98622462 +2019-11-14 10:00:00,8590.91,8623.23,8609.88,8600.02,127.41407062 +2019-11-14 09:00:00,8575.0,8625.13,8593.71,8607.75,114.68221306 +2019-11-14 08:00:00,8558.01,8639.04,8639.04,8593.72,471.14487396 +2019-11-14 07:00:00,8625.0,8678.7,8668.95,8639.04,189.07200138 +2019-11-14 06:00:00,8657.44,8703.02,8679.37,8671.4,211.86381519 +2019-11-14 05:00:00,8621.93,8697.64,8666.74,8679.37,333.62440763 +2019-11-14 04:00:00,8635.03,8755.08,8751.99,8666.75,664.47604776 +2019-11-14 03:00:00,8728.6,8760.27,8735.8,8752.0,180.50327556 +2019-11-14 02:00:00,8725.0,8744.04,8741.66,8735.8,161.90043165 +2019-11-14 01:00:00,8741.49,8778.08,8762.4,8742.21,168.7710909 +2019-11-14 00:00:00,8755.99,8784.61,8758.34,8762.41,156.23592275 +2019-11-13 23:00:00,8743.14,8776.88,8744.12,8758.34,159.6400137 +2019-11-13 22:00:00,8737.33,8754.02,8752.25,8743.54,113.8964909 +2019-11-13 21:00:00,8737.0,8755.0,8745.0,8752.24,155.90986873 +2019-11-13 20:00:00,8736.19,8779.0,8758.66,8745.0,254.04585527 +2019-11-13 19:00:00,8732.58,8766.84,8740.91,8758.66,208.77430629 +2019-11-13 18:00:00,8734.23,8759.66,8747.0,8740.91,185.31511234 +2019-11-13 17:00:00,8738.84,8766.71,8738.85,8747.01,136.60188492 +2019-11-13 16:00:00,8721.64,8752.5,8723.05,8738.85,175.37460691 +2019-11-13 15:00:00,8718.0,8737.6,8728.8,8723.05,339.28672603 +2019-11-13 14:00:00,8716.0,8759.93,8727.5,8728.8,235.38521748 +2019-11-13 13:00:00,8705.0,8743.63,8738.3,8727.5,194.15113864 +2019-11-13 12:00:00,8732.62,8781.99,8753.99,8738.31,119.08413061 +2019-11-13 11:00:00,8735.93,8782.9,8782.89,8753.99,118.48634569 +2019-11-13 10:00:00,8752.8,8799.99,8771.12,8782.9,310.22782644 +2019-11-13 09:00:00,8726.92,8784.32,8764.74,8771.12,181.5178871 +2019-11-13 08:00:00,8720.19,8786.97,8727.35,8764.75,390.75833287 +2019-11-13 07:00:00,8723.9,8757.0,8742.79,8727.35,127.62877608 +2019-11-13 06:00:00,8708.56,8750.0,8715.66,8742.78,141.58289203 +2019-11-13 05:00:00,8712.53,8737.96,8724.6,8715.58,87.48369945 +2019-11-13 04:00:00,8710.0,8731.28,8725.7,8724.59,156.90785419 +2019-11-13 03:00:00,8721.81,8749.24,8733.04,8725.71,137.93923706 +2019-11-13 02:00:00,8726.57,8764.9,8764.9,8733.04,233.39827168 +2019-11-13 01:00:00,8758.45,8780.0,8779.99,8764.9,106.46072425 +2019-11-13 00:00:00,8758.39,8838.8,8811.0,8779.99,216.42155174 +2019-11-12 23:00:00,8760.61,8810.0,8770.8,8810.0,203.20230504 +2019-11-12 22:00:00,8747.1,8786.76,8762.48,8770.74,178.1011049 +2019-11-12 21:00:00,8757.11,8790.0,8784.94,8762.48,186.12918431 +2019-11-12 20:00:00,8745.0,8818.91,8761.34,8784.75,293.36232197 +2019-11-12 19:00:00,8738.86,8777.25,8738.87,8761.62,279.26546506 +2019-11-12 18:00:00,8718.41,8746.13,8727.27,8738.87,209.79015625 +2019-11-12 17:00:00,8700.3,8746.2,8700.61,8727.82,280.48516101 +2019-11-12 16:00:00,8671.02,8715.79,8680.44,8700.61,326.86849417 +2019-11-12 15:00:00,8556.56,8728.87,8660.86,8680.01,1171.9233671 +2019-11-12 14:00:00,8626.0,8682.97,8642.92,8660.87,247.58719963 +2019-11-12 13:00:00,8612.8,8702.02,8702.0,8641.82,307.44617572 +2019-11-12 12:00:00,8650.0,8870.0,8729.15,8700.64,1136.38768652 +2019-11-12 11:00:00,8715.01,8738.12,8732.51,8729.15,54.87680859 +2019-11-12 10:00:00,8732.5,8757.86,8749.54,8732.5,66.71383227 +2019-11-12 09:00:00,8700.0,8755.55,8734.81,8749.61,184.19642537 +2019-11-12 08:00:00,8734.81,8761.79,8761.79,8734.82,62.26475444 +2019-11-12 07:00:00,8750.46,8779.64,8760.0,8761.79,103.89842475 +2019-11-12 06:00:00,8736.96,8760.0,8740.27,8760.0,98.85719873 +2019-11-12 05:00:00,8731.0,8783.85,8733.41,8740.81,204.93550419 +2019-11-12 04:00:00,8710.02,8749.46,8730.71,8730.45,78.65611744 +2019-11-12 03:00:00,8693.57,8751.5,8740.01,8732.0,146.76623508 +2019-11-12 02:00:00,8729.12,8761.08,8731.14,8740.01,190.56776582 +2019-11-12 01:00:00,8716.72,8743.85,8733.64,8731.14,95.65580751 +2019-11-12 00:00:00,8700.0,8748.55,8721.53,8733.64,164.9250997 +2019-11-11 23:00:00,8690.0,8724.27,8713.23,8721.54,215.50084413 +2019-11-11 22:00:00,8700.0,8734.2,8732.78,8714.49,170.16238701 +2019-11-11 21:00:00,8710.46,8742.25,8710.66,8732.13,140.59004568 +2019-11-11 20:00:00,8705.34,8752.81,8752.8,8711.04,136.31333449 +2019-11-11 19:00:00,8721.19,8761.0,8760.12,8751.13,196.26249914 +2019-11-11 18:00:00,8709.84,8787.86,8718.49,8760.12,268.49297805 +2019-11-11 17:00:00,8704.72,8727.9,8720.59,8718.5,141.21797995 +2019-11-11 16:00:00,8686.39,8732.31,8708.43,8720.58,175.36847762 +2019-11-11 15:00:00,8682.5,8739.59,8734.01,8707.02,310.191903 +2019-11-11 14:00:00,8700.0,8735.0,8717.0,8734.01,208.01872427 +2019-11-11 13:00:00,8682.97,8721.17,8707.97,8717.01,132.68383412 +2019-11-11 12:00:00,8675.51,8725.8,8725.8,8706.48,152.72192324 +2019-11-11 11:00:00,8672.22,8737.86,8700.0,8725.8,223.81316347 +2019-11-11 10:00:00,8626.0,8717.55,8648.44,8700.37,398.44288992 +2019-11-11 09:00:00,8590.0,8751.6,8751.6,8649.18,1445.25598629 +2019-11-11 08:00:00,8750.12,8799.19,8799.19,8751.61,190.21069852 +2019-11-11 07:00:00,8750.78,8811.77,8779.78,8799.2,270.69497973 +2019-11-11 06:00:00,8716.63,8891.6,8891.6,8782.13,914.39754637 +2019-11-11 05:00:00,8830.07,8948.48,8933.83,8891.6,434.69218934 +2019-11-11 04:00:00,8914.73,9025.39,9010.6,8934.06,445.4420057 +2019-11-11 03:00:00,9009.17,9046.99,9046.98,9010.6,166.36625003 +2019-11-11 02:00:00,9040.0,9067.34,9060.34,9046.98,79.76153963 +2019-12-06 01:00:00,7367.0,7438.08,7379.01,7405.79,293.37098191 +2019-12-06 00:00:00,7322.0,7393.55,7393.55,7379.01,436.07628693 +2019-12-05 23:00:00,7379.16,7449.99,7399.24,7393.54,379.41838946 +2019-12-05 22:00:00,7365.64,7413.02,7379.99,7397.21,446.22782817 +2019-12-05 21:00:00,7351.8,7398.06,7384.0,7379.74,191.6888606 +2019-12-05 20:00:00,7363.02,7425.0,7380.0,7384.0,265.93057456 +2019-12-05 19:00:00,7358.15,7415.82,7358.64,7380.01,338.5983126 +2019-12-05 18:00:00,7330.35,7393.01,7340.0,7358.23,352.40277575 +2019-12-05 17:00:00,7261.93,7353.15,7303.66,7340.0,497.0334497 +2019-12-05 16:00:00,7294.0,7350.23,7340.75,7303.66,480.59373028 +2019-12-05 15:00:00,7317.79,7408.0,7406.04,7340.76,741.11937293 +2019-12-05 14:00:00,7376.19,7415.0,7389.0,7406.49,251.38517458 +2019-12-05 13:00:00,7380.01,7489.87,7441.0,7389.0,680.25102521 +2019-12-05 12:00:00,7370.66,7465.0,7370.67,7441.0,472.51756092 +2019-12-05 11:00:00,7361.91,7406.15,7377.64,7370.67,141.77675642 +2019-12-05 10:00:00,7316.0,7382.23,7316.0,7378.19,158.01160267 +2019-12-05 09:00:00,7304.08,7424.99,7323.29,7316.01,412.61113397 +2019-12-05 08:00:00,7289.1,7336.6,7309.13,7320.96,111.48553454 +2019-12-05 07:00:00,7271.44,7324.13,7309.33,7309.13,220.07177755 +2019-12-05 06:00:00,7283.98,7339.61,7320.74,7309.34,133.25723294 +2019-12-05 05:00:00,7194.52,7356.92,7202.59,7321.4,851.8137652 +2019-12-05 04:00:00,7152.78,7381.49,7222.06,7202.6,1351.18205656 +2019-12-05 03:00:00,7180.0,7222.07,7205.82,7222.06,217.85054003 +2019-12-05 02:00:00,7200.0,7238.31,7223.52,7205.83,176.34303405 +2019-12-05 01:00:00,7210.93,7240.85,7221.12,7225.6,182.13538273 +2019-12-05 00:00:00,7172.8,7225.67,7199.0,7221.12,194.67071234 +2019-12-04 23:00:00,7183.0,7260.99,7219.15,7198.99,375.2270354 +2019-12-04 22:00:00,7161.18,7228.75,7186.46,7212.62,406.29439125 +2019-12-04 21:00:00,7086.76,7287.75,7199.02,7186.46,1778.01384 +2019-12-04 20:00:00,7136.84,7492.71,7492.64,7199.01,2919.06606817 +2019-12-04 19:00:00,7481.79,7505.98,7481.8,7492.36,374.84735988 +2019-12-04 18:00:00,7463.7,7490.0,7475.0,7481.8,210.86446963 +2019-12-04 17:00:00,7459.93,7487.55,7459.93,7474.99,232.40512298 +2019-12-04 16:00:00,7452.0,7510.0,7476.22,7460.66,388.46197314 +2019-12-04 15:00:00,7440.0,7500.0,7469.95,7474.56,772.68222617 +2019-12-04 14:00:00,7410.0,7534.66,7499.0,7469.96,1084.75982284 +2019-12-04 13:00:00,7210.01,7775.0,7225.15,7498.73,4082.69768942 +2019-12-04 12:00:00,7205.84,7236.13,7205.84,7225.59,126.30078272 +2019-12-04 11:00:00,7198.31,7239.99,7228.97,7205.84,119.22217472 +2019-12-04 10:00:00,7190.35,7229.99,7199.98,7228.96,103.41975431 +2019-12-04 09:00:00,7171.67,7208.42,7186.87,7200.16,204.34659482 +2019-12-04 08:00:00,7080.0,7210.63,7131.62,7187.45,506.34362236 +2019-12-04 07:00:00,7125.01,7150.91,7141.17,7131.62,175.32041543 +2019-12-04 06:00:00,7121.34,7165.0,7133.38,7141.17,146.70552552 +2019-12-04 05:00:00,7122.5,7153.99,7152.03,7133.24,186.51417228 +2019-12-04 04:00:00,7127.51,7167.44,7153.08,7152.03,266.81314051 +2019-12-04 03:00:00,7150.0,7170.0,7152.99,7153.09,156.52035777 +2019-12-04 02:00:00,7135.15,7178.08,7158.41,7153.98,213.70347018 +2019-12-04 01:00:00,7104.02,7180.0,7144.0,7160.54,430.76215701 +2019-12-04 00:00:00,7120.23,7302.97,7302.94,7144.0,1228.87331975 +2019-12-03 23:00:00,7290.69,7323.5,7318.0,7302.94,225.16524914 +2019-12-03 22:00:00,7304.5,7346.29,7329.72,7318.0,237.31325779 +2019-12-03 21:00:00,7290.73,7335.0,7311.81,7329.99,264.80795531 +2019-12-03 20:00:00,7297.5,7332.14,7330.64,7312.4,268.90782332 +2019-12-03 19:00:00,7317.5,7359.98,7353.78,7330.64,307.97647931 +2019-12-03 18:00:00,7337.33,7364.7,7337.34,7352.19,318.25641943 +2019-12-03 17:00:00,7324.01,7344.56,7329.6,7337.34,210.01199617 +2019-12-03 16:00:00,7311.59,7342.3,7339.65,7329.59,392.71927887 +2019-12-03 15:00:00,7318.34,7365.0,7343.07,7339.64,467.39577726 +2019-12-03 14:00:00,7285.1,7352.0,7292.37,7343.08,280.35007258 +2019-12-03 13:00:00,7277.99,7305.99,7289.66,7292.38,174.13374412 +2019-12-03 12:00:00,7268.98,7299.78,7268.99,7289.67,213.0103328 +2019-12-03 11:00:00,7255.78,7298.84,7279.08,7268.99,81.96290462 +2019-12-03 10:00:00,7237.26,7290.32,7266.08,7279.09,230.78172578 +2019-12-03 09:00:00,7262.73,7324.7,7314.99,7266.09,99.04001188 +2019-12-03 08:00:00,7293.2,7315.0,7295.13,7315.0,126.78278587 +2019-12-03 07:00:00,7280.7,7310.0,7309.99,7295.14,117.10888047 +2019-12-03 06:00:00,7279.45,7310.0,7280.0,7310.0,114.45301967 +2019-12-03 05:00:00,7268.89,7323.51,7305.4,7280.01,295.90654194 +2019-12-03 04:00:00,7280.0,7364.1,7352.6,7305.39,313.75487732 +2019-12-03 03:00:00,7336.24,7352.6,7345.37,7352.6,125.02345984 +2019-12-03 02:00:00,7328.37,7368.49,7354.36,7345.37,194.02761741 +2019-12-03 01:00:00,7344.52,7390.25,7374.97,7354.37,388.79106806 +2019-12-03 00:00:00,7305.0,7412.85,7305.01,7375.0,721.3583728 +2019-12-02 23:00:00,7305.0,7349.31,7338.9,7305.01,247.14511338 +2019-12-02 22:00:00,7313.06,7360.0,7313.93,7338.91,289.11260139 +2019-12-02 21:00:00,7296.38,7320.0,7296.39,7314.97,200.22020427 +2019-12-02 20:00:00,7277.71,7325.0,7277.71,7296.39,545.26803212 +2019-12-02 19:00:00,7263.44,7291.06,7276.26,7277.7,309.35944463 +2019-12-02 18:00:00,7259.51,7286.83,7286.83,7276.26,287.08839174 +2019-12-02 17:00:00,7255.04,7298.43,7284.07,7286.86,292.2987197 +2019-12-02 16:00:00,7258.75,7333.0,7313.09,7285.34,325.30581788 +2019-12-02 15:00:00,7276.96,7332.2,7289.61,7313.44,212.87948728 +2019-12-02 14:00:00,7255.01,7359.12,7311.38,7291.15,415.92372878 +2019-12-02 13:00:00,7286.31,7333.8,7315.43,7311.4,202.3170349 +2019-12-02 12:00:00,7235.82,7341.43,7298.35,7315.44,268.47564123 +2019-12-02 11:00:00,7266.24,7318.7,7290.48,7297.17,92.81764042 +2019-12-02 10:00:00,7270.9,7365.52,7300.0,7290.49,400.352062 +2019-12-02 09:00:00,7224.4,7339.3,7227.7,7300.01,177.33283364 +2019-12-02 08:00:00,7190.0,7254.07,7252.54,7224.83,234.1350222 +2019-12-02 07:00:00,7223.23,7270.76,7259.27,7252.53,189.49675396 +2019-12-02 06:00:00,7157.33,7280.1,7280.09,7259.28,751.43725878 +2019-12-02 05:00:00,7253.31,7370.36,7370.06,7280.09,339.22739453 +2019-12-02 04:00:00,7323.34,7370.07,7363.15,7370.07,280.54381606 +2019-12-02 03:00:00,7357.1,7405.47,7405.47,7363.15,162.23474955 +2019-12-02 02:00:00,7390.77,7430.0,7406.97,7405.47,204.67423472 +2019-12-02 01:00:00,7361.57,7420.0,7381.57,7407.49,207.11015383 +2019-12-02 00:00:00,7353.55,7420.28,7405.33,7381.57,395.20012284 +2019-12-01 23:00:00,7388.05,7448.0,7388.06,7404.27,423.03824107 +2019-12-01 22:00:00,7350.0,7418.57,7380.01,7388.05,272.88198832 +2019-12-01 21:00:00,7311.41,7387.59,7354.11,7380.0,290.81650619 +2019-12-01 20:00:00,7347.39,7383.93,7352.35,7354.11,194.39979451 +2019-12-01 19:00:00,7280.28,7355.99,7311.07,7353.71,365.07554647 +2019-12-01 18:00:00,7305.49,7333.51,7323.1,7312.35,205.42456602 +2019-12-01 17:00:00,7288.21,7338.47,7328.98,7323.09,216.45641149 +2019-12-01 16:00:00,7277.0,7344.37,7306.83,7328.77,258.65174873 +2019-12-01 15:00:00,7283.4,7418.87,7394.33,7306.84,452.77688946 +2019-12-01 14:00:00,7393.28,7472.52,7440.0,7394.33,231.66894671 +2019-12-01 13:00:00,7355.0,7472.48,7355.0,7440.01,421.62338887 +2019-12-01 12:00:00,7319.52,7370.0,7319.77,7355.01,100.00090661 +2019-12-01 11:00:00,7319.76,7384.69,7367.38,7319.77,112.23779056 +2019-12-01 10:00:00,7294.72,7386.15,7319.6,7367.39,263.89913224 +2019-12-01 09:00:00,7237.16,7328.83,7296.96,7320.01,230.77876376 +2019-12-01 08:00:00,7261.0,7323.53,7283.86,7296.97,169.69917322 +2019-12-01 07:00:00,7266.33,7352.99,7310.0,7283.86,232.87759641 +2019-12-01 06:00:00,7299.3,7342.64,7314.97,7309.99,338.13109342 +2019-12-01 05:00:00,7251.48,7346.96,7340.18,7314.98,359.13843937 +2019-12-01 04:00:00,7272.51,7353.0,7300.0,7340.19,318.39683935 +2019-12-01 03:00:00,7239.04,7332.36,7316.89,7299.99,1078.82606843 +2019-12-01 02:00:00,7290.54,7440.0,7403.95,7319.02,678.13357376 +2019-12-01 01:00:00,7365.0,7498.01,7490.53,7403.62,1240.60116355 +2019-12-01 00:00:00,7472.32,7555.92,7555.92,7489.81,237.05323487 +2019-11-30 23:00:00,7544.7,7572.49,7546.21,7555.92,156.50143631 +2019-11-30 22:00:00,7542.5,7574.54,7547.28,7546.22,298.10471964 +2019-11-30 21:00:00,7505.05,7547.28,7509.41,7547.28,151.91296404 +2019-11-30 20:00:00,7482.98,7522.0,7511.22,7509.4,137.73555529 +2019-11-30 19:00:00,7476.37,7535.0,7485.09,7511.25,483.00704251 +2019-11-30 18:00:00,7472.55,7519.99,7484.74,7485.08,336.23506057 +2019-11-30 17:00:00,7453.0,7605.0,7605.0,7484.74,546.03333326 +2019-11-30 16:00:00,7502.1,7620.6,7552.68,7605.0,360.48105395 +2019-11-30 15:00:00,7527.37,7596.56,7570.67,7552.68,467.6235733 +2019-11-30 14:00:00,7541.09,7662.26,7644.9,7570.99,613.98275813 +2019-11-30 13:00:00,7637.0,7700.0,7695.69,7647.95,169.34783206 +2019-11-30 12:00:00,7656.72,7721.35,7668.12,7693.46,110.50787188 +2019-11-30 11:00:00,7640.56,7722.55,7716.61,7668.12,312.09406271 +2019-11-30 10:00:00,7662.57,7820.0,7723.99,7716.49,668.71370289 +2019-11-30 09:00:00,7688.01,7750.22,7750.21,7724.0,223.66845408 +2019-11-30 08:00:00,7750.21,7766.47,7759.65,7750.22,64.04533449 +2019-11-30 07:00:00,7734.07,7759.65,7749.17,7759.65,57.05551148 +2019-11-30 06:00:00,7744.4,7772.63,7770.46,7749.17,78.66959139 +2019-11-30 05:00:00,7736.43,7780.12,7742.84,7771.76,120.58738411 +2019-11-30 04:00:00,7722.6,7747.16,7747.16,7742.84,138.78053174 +2019-11-30 03:00:00,7729.73,7749.9,7749.9,7747.15,132.03513589 +2019-11-30 02:00:00,7735.63,7763.15,7760.62,7749.26,87.40995523 +2019-11-30 01:00:00,7750.68,7786.93,7775.0,7761.79,185.48650678 +2019-11-30 00:00:00,7737.83,7784.03,7759.99,7772.0,230.40629225 +2019-11-29 23:00:00,7730.67,7762.31,7738.51,7760.0,243.80251 +2019-11-29 22:00:00,7700.31,7740.0,7703.82,7738.52,207.88780604 +2019-11-29 21:00:00,7683.86,7754.68,7748.13,7703.83,313.3211424 +2019-11-29 20:00:00,7722.14,7781.66,7729.7,7748.13,301.60617157 +2019-11-29 19:00:00,7706.78,7756.0,7752.86,7729.69,351.98679308 +2019-11-29 18:00:00,7747.8,7769.0,7762.65,7752.87,195.64517223 +2019-11-29 17:00:00,7736.44,7770.36,7755.08,7762.66,264.34975924 +2019-11-29 16:00:00,7727.34,7870.1,7820.0,7755.09,961.90661768 +2019-11-29 15:00:00,7744.06,7825.0,7763.51,7820.0,657.24241557 +2019-11-29 14:00:00,7725.01,7799.86,7750.98,7763.51,903.54841792 +2019-11-29 13:00:00,7576.98,7782.0,7599.46,7751.98,1646.59213656 +2019-11-29 12:00:00,7425.0,7635.05,7522.96,7599.46,1633.96913502 +2019-11-29 11:00:00,7510.01,7570.86,7541.54,7523.29,327.21829822 +2019-11-29 10:00:00,7541.77,7607.93,7573.17,7543.97,360.16760999 +2019-11-29 09:00:00,7507.6,7587.98,7507.6,7573.17,535.29789568 +2019-11-29 08:00:00,7500.69,7548.24,7523.14,7507.61,162.62848777 +2019-11-29 07:00:00,7470.11,7549.98,7482.48,7521.74,670.15125532 +2019-11-29 06:00:00,7457.96,7482.99,7473.79,7482.48,96.49329795 +2019-11-29 05:00:00,7448.81,7488.54,7481.62,7473.8,87.45434069 +2019-11-29 04:00:00,7470.86,7513.61,7495.11,7481.62,120.69491788 +2019-11-29 03:00:00,7465.0,7521.74,7467.32,7498.1,235.58235647 +2019-11-29 02:00:00,7453.75,7478.85,7469.63,7469.2,152.29373202 +2019-11-29 01:00:00,7451.4,7497.91,7482.0,7469.64,190.61290139 +2019-11-29 00:00:00,7411.0,7495.22,7432.41,7481.97,242.33526969 +2019-11-28 23:00:00,7370.62,7450.82,7395.0,7432.41,418.19545716 +2019-11-28 22:00:00,7371.49,7575.0,7562.56,7394.99,735.72401388 +2019-11-28 21:00:00,7549.17,7607.35,7588.01,7562.53,310.62143763 +2019-11-28 20:00:00,7570.0,7640.19,7629.99,7588.01,241.38744206 +2019-11-28 19:00:00,7592.79,7660.82,7599.39,7629.95,451.40431203 +2019-11-28 18:00:00,7583.38,7643.15,7591.47,7598.79,342.02691551 +2019-11-28 17:00:00,7580.41,7627.15,7616.28,7590.09,321.86100608 +2019-11-28 16:00:00,7545.81,7624.0,7624.0,7616.27,1046.32506376 +2019-11-28 15:00:00,7460.7,7647.85,7464.11,7621.76,1269.44234038 +2019-11-28 14:00:00,7455.0,7497.62,7465.75,7464.11,183.69177111 +2019-11-28 13:00:00,7451.02,7479.75,7453.9,7465.76,97.12162069 +2019-11-28 12:00:00,7424.14,7488.93,7488.92,7453.91,253.30680945 +2019-11-28 11:00:00,7456.6,7500.67,7485.59,7488.92,155.97438794 +2019-11-28 10:00:00,7455.8,7520.01,7520.0,7485.68,209.11037977 +2019-11-28 09:00:00,7466.86,7548.81,7516.59,7520.01,230.13506866 +2019-11-28 08:00:00,7466.85,7522.97,7505.33,7516.59,251.25193292 +2019-11-28 07:00:00,7500.0,7545.0,7518.63,7505.32,279.83652727 +2019-11-28 06:00:00,7432.57,7545.0,7459.26,7518.64,295.39880769 +2019-11-28 05:00:00,7423.82,7495.01,7485.82,7459.26,283.11488256 +2019-11-28 04:00:00,7473.83,7522.51,7504.71,7485.83,252.61169122 +2019-11-28 03:00:00,7494.03,7540.85,7532.97,7504.71,274.12865704 +2019-11-28 02:00:00,7486.43,7543.8,7516.85,7532.97,252.15353035 +2019-11-28 01:00:00,7502.59,7572.33,7572.33,7516.85,175.02310432 +2019-11-28 00:00:00,7523.68,7584.94,7524.73,7572.33,316.78984567 +2019-11-27 23:00:00,7505.39,7550.0,7532.52,7523.72,155.93182988 +2019-11-27 22:00:00,7524.23,7595.0,7551.61,7534.82,464.39811505 +2019-11-27 21:00:00,7481.3,7571.0,7567.47,7551.61,983.67430086 +2019-11-27 20:00:00,7543.6,7678.76,7575.49,7571.0,1125.40647084 +2019-11-27 19:00:00,7512.96,7589.48,7513.99,7575.5,478.32052438 +2019-11-27 18:00:00,7512.04,7668.95,7575.99,7513.09,1125.16796243 +2019-11-27 17:00:00,7472.95,7634.59,7484.18,7575.99,2971.06463592 +2019-11-27 16:00:00,7230.1,7539.93,7315.19,7484.18,2993.38326885 +2019-11-27 15:00:00,7214.71,7350.22,7236.98,7315.2,679.89394003 +2019-11-27 14:00:00,7188.77,7276.89,7257.84,7236.98,432.65742716 +2019-11-27 13:00:00,7236.42,7282.27,7236.8,7257.84,392.44625307 +2019-11-27 12:00:00,7131.06,7364.86,7158.19,7236.81,2103.55916503 +2019-11-27 11:00:00,6909.1,7168.6,6909.1,7157.44,1350.47424848 +2019-11-27 10:00:00,6850.0,6938.31,6892.16,6909.1,363.42601594 +2019-11-27 09:00:00,6855.0,7033.61,7030.94,6892.78,1497.57611844 +2019-11-27 08:00:00,7030.96,7091.55,7067.86,7030.96,295.59258968 +2019-11-27 07:00:00,7060.19,7125.0,7091.81,7065.12,250.22538662 +2019-11-27 06:00:00,7050.01,7102.0,7073.58,7091.81,113.70563822 +2019-11-27 05:00:00,7052.4,7083.98,7070.61,7073.57,115.41408883 +2019-11-27 04:00:00,7042.11,7099.83,7076.86,7070.61,356.5608174 +2019-11-27 03:00:00,7050.71,7153.83,7145.72,7078.85,407.31370823 +2019-11-27 02:00:00,7140.93,7171.86,7159.93,7145.71,189.55417188 +2019-11-27 01:00:00,7133.13,7189.51,7165.83,7156.87,190.34147458 +2019-11-27 00:00:00,7126.25,7175.3,7162.67,7165.83,177.89549421 +2019-11-26 23:00:00,7133.48,7186.99,7148.01,7162.67,366.23802223 +2019-11-26 22:00:00,7082.06,7150.0,7113.82,7148.01,386.59132262 +2019-11-26 21:00:00,7106.56,7163.17,7114.0,7114.59,376.70305887 +2019-11-26 20:00:00,7067.13,7120.0,7080.02,7113.66,247.47657299 +2019-11-26 19:00:00,7070.03,7132.23,7098.99,7079.57,401.21449436 +2019-11-26 18:00:00,7036.23,7099.0,7086.02,7099.0,622.90898694 +2019-11-26 17:00:00,7064.0,7124.56,7119.14,7086.02,424.87300762 +2019-11-26 16:00:00,7086.61,7147.99,7100.01,7118.35,637.38657757 +2019-11-26 15:00:00,7056.09,7105.0,7069.03,7100.01,337.27423632 +2019-11-26 14:00:00,7021.84,7105.55,7057.41,7066.6,646.01590101 +2019-11-26 13:00:00,7031.45,7134.18,7134.18,7058.24,506.80647787 +2019-11-26 12:00:00,7101.72,7223.23,7171.66,7134.18,289.53943454 +2019-11-26 11:00:00,7021.99,7213.24,7162.86,7173.21,1173.85849615 +2019-11-26 10:00:00,7153.41,7190.31,7157.78,7162.0,154.16685814 +2019-11-26 09:00:00,7133.32,7185.77,7160.64,7159.99,129.79696826 +2019-11-26 08:00:00,7120.01,7270.52,7171.31,7163.1,688.04058145 +2019-11-26 07:00:00,7127.45,7195.77,7162.26,7175.85,424.69858283 +2019-11-26 06:00:00,7160.88,7340.59,7243.57,7162.26,1075.01882436 +2019-11-26 05:00:00,7192.06,7299.32,7194.56,7243.57,508.13082511 +2019-11-26 04:00:00,7188.4,7246.0,7245.05,7194.56,288.89489731 +2019-11-26 03:00:00,7128.55,7246.36,7144.12,7245.03,735.47694393 +2019-11-26 02:00:00,7128.55,7197.99,7169.66,7144.13,346.46891719 +2019-11-26 01:00:00,7129.65,7189.88,7149.99,7169.65,380.62427798 +2019-11-26 00:00:00,7083.51,7170.0,7127.01,7150.0,709.22860467 +2019-11-25 23:00:00,7110.3,7210.0,7210.0,7127.01,743.71879969 +2019-11-25 22:00:00,7186.9,7232.44,7208.7,7210.0,306.70685203 +2019-11-25 21:00:00,7141.92,7252.0,7168.15,7210.18,877.52677369 +2019-11-25 20:00:00,7130.76,7257.05,7210.22,7168.37,748.57477853 +2019-11-25 19:00:00,7186.13,7279.99,7269.64,7210.22,407.42129321 +2019-11-25 18:00:00,7212.08,7287.48,7220.93,7269.65,671.34467379 +2019-11-25 17:00:00,7169.57,7239.58,7223.64,7220.93,747.63086172 +2019-11-25 16:00:00,7191.05,7379.99,7261.52,7226.51,1720.09323248 +2019-11-25 15:00:00,7164.89,7295.0,7170.27,7261.52,1301.33120427 +2019-11-25 14:00:00,7129.99,7228.79,7129.99,7171.87,757.05831432 +2019-11-25 13:00:00,7105.94,7280.0,7145.87,7130.0,1819.53489915 +2019-11-25 12:00:00,6877.18,7230.34,6881.34,7144.76,2735.83482726 +2019-11-25 11:00:00,6827.42,6972.01,6891.74,6881.37,1049.91873699 +2019-11-25 10:00:00,6723.44,6963.39,6752.4,6891.75,908.53476406 +2019-11-25 09:00:00,6714.94,6799.51,6719.99,6752.45,408.46499151 +2019-11-25 08:00:00,6646.76,6729.51,6675.88,6720.0,445.76403973 +2019-11-25 07:00:00,6653.77,6729.05,6653.77,6675.89,499.85540756 +2019-11-25 06:00:00,6541.22,6685.0,6546.25,6653.25,971.67192325 +2019-11-25 05:00:00,6526.0,6679.38,6649.99,6548.5,2093.38035774 +2019-11-25 04:00:00,6600.0,6734.64,6680.03,6650.0,1672.82052899 +2019-11-25 03:00:00,6671.99,6775.0,6736.43,6675.0,771.59845773 +2019-11-25 02:00:00,6686.62,6788.16,6723.97,6736.43,1154.1211725 +2019-11-25 01:00:00,6613.01,6947.98,6889.57,6723.98,2891.45010039 +2019-11-25 00:00:00,6804.0,6925.4,6908.64,6889.58,1420.12556304 +2019-11-24 23:00:00,6865.0,7047.55,7037.32,6908.64,1375.32022074 +2019-11-24 22:00:00,7011.14,7069.1,7046.01,7037.33,286.1833575 +2019-11-24 21:00:00,7030.0,7103.02,7058.53,7046.01,316.51409082 +2019-11-24 20:00:00,7000.0,7080.0,7041.6,7053.8,338.28971469 +2019-11-24 19:00:00,7019.2,7098.6,7083.97,7040.66,303.66944458 +2019-11-24 18:00:00,7059.6,7107.36,7084.73,7083.52,281.76807329 +2019-11-24 17:00:00,7025.75,7125.37,7026.53,7086.35,701.75762257 +2019-11-24 16:00:00,6910.6,7039.1,6990.85,7028.44,1598.02114912 +2019-11-24 15:00:00,6971.09,7103.31,7067.08,6994.89,762.8603807 +2019-11-24 14:00:00,7000.0,7174.81,7149.37,7064.47,1248.29791129 +2019-11-24 13:00:00,7134.71,7195.24,7163.27,7149.61,208.06207214 +2019-11-24 12:00:00,7143.4,7211.98,7211.53,7163.27,196.11340778 +2019-11-24 11:00:00,7130.53,7271.05,7141.44,7211.98,384.74836749 +2019-11-24 10:00:00,7110.08,7281.64,7256.24,7141.45,609.49530338 +2019-11-24 09:00:00,7180.0,7275.22,7210.5,7256.25,199.82776835 +2019-11-24 08:00:00,7186.01,7235.0,7188.22,7210.5,67.92415213 +2019-11-24 07:00:00,7183.59,7227.76,7213.35,7189.85,167.27990865 +2019-11-24 06:00:00,7188.88,7238.61,7188.89,7213.35,213.80246805 +2019-11-24 05:00:00,7165.8,7203.04,7184.46,7188.89,134.21167893 +2019-11-24 04:00:00,7174.38,7231.94,7223.0,7184.46,247.12901029 +2019-11-24 03:00:00,7201.08,7255.7,7255.69,7223.0,414.06017847 +2019-11-24 02:00:00,7252.35,7290.63,7271.79,7255.7,115.33725013 +2019-11-24 01:00:00,7250.0,7281.51,7260.13,7271.79,105.88001384 +2019-11-24 00:00:00,7233.31,7344.0,7329.29,7261.09,418.4543401 +2019-11-23 23:00:00,7310.0,7335.85,7310.54,7329.29,188.69046321 +2019-11-23 22:00:00,7276.89,7341.95,7289.02,7310.7,205.42668061 +2019-11-23 21:00:00,7253.35,7294.5,7285.86,7289.01,122.13473189 +2019-11-23 20:00:00,7256.24,7307.26,7293.14,7285.82,292.64817146 +2019-11-23 19:00:00,7281.98,7340.48,7318.18,7293.14,250.47631914 +2019-11-23 18:00:00,7279.01,7348.95,7300.59,7318.18,296.36517655 +2019-11-23 17:00:00,7261.49,7317.14,7310.01,7300.59,328.75555304 +2019-11-23 16:00:00,7246.11,7361.41,7305.01,7310.01,798.16499692 +2019-11-23 15:00:00,7240.0,7342.31,7267.1,7305.02,474.30043458 +2019-11-23 14:00:00,7178.9,7309.42,7187.76,7267.23,714.13702164 +2019-12-18 13:00:00,6430.0,6682.23,6540.01,6672.07,3126.29299132 +2019-12-18 12:00:00,6500.0,6625.06,6613.37,6540.01,1707.87323109 +2019-12-18 11:00:00,6600.52,6647.02,6646.01,6613.37,129.29465309 +2019-12-18 10:00:00,6615.53,6660.0,6625.73,6646.01,135.82964196 +2019-12-18 09:00:00,6617.99,6645.0,6620.0,6629.0,96.91543646 +2019-12-18 08:00:00,6607.76,6649.16,6614.26,6620.0,100.95765294 +2019-12-18 07:00:00,6582.33,6628.0,6621.36,6614.26,282.35996597 +2019-12-18 06:00:00,6609.02,6678.32,6657.8,6621.36,266.28892107 +2019-12-18 05:00:00,6650.0,6679.09,6672.72,6657.8,326.56440709 +2019-12-18 04:00:00,6651.67,6705.0,6680.01,6672.72,419.9845006 +2019-12-18 03:00:00,6680.0,6712.48,6690.43,6680.01,417.45225451 +2019-12-18 02:00:00,6642.78,6700.0,6652.34,6690.43,363.45167897 +2019-12-18 01:00:00,6638.45,6677.54,6646.25,6652.05,453.73577755 +2019-12-18 00:00:00,6590.0,6646.26,6616.62,6646.26,356.35559909 +2019-12-17 23:00:00,6556.0,6626.78,6580.08,6616.62,872.8105526 +2019-12-17 22:00:00,6573.4,6685.75,6614.86,6580.08,884.24387602 +2019-12-17 21:00:00,6579.14,6619.8,6582.87,6614.86,602.75181532 +2019-12-17 20:00:00,6570.51,6637.0,6614.01,6582.88,937.30044258 +2019-12-17 19:00:00,6584.13,6707.0,6707.0,6614.01,1614.98925411 +2019-12-17 18:00:00,6700.0,6720.62,6709.05,6707.0,472.91223438 +2019-12-17 17:00:00,6686.61,6735.0,6731.19,6709.06,456.67434613 +2019-12-17 16:00:00,6626.51,6732.0,6688.67,6731.2,1402.33873323 +2019-12-17 15:00:00,6687.43,6750.25,6746.1,6688.49,1109.63544368 +2019-12-17 14:00:00,6670.37,6765.43,6760.81,6746.1,1039.69993241 +2019-12-17 13:00:00,6721.54,6880.0,6869.85,6760.8,1575.56539573 +2019-12-17 12:00:00,6868.81,6933.21,6930.01,6872.39,244.01743134 +2019-12-17 11:00:00,6867.88,6930.57,6881.14,6930.56,302.95709408 +2019-12-17 10:00:00,6870.8,6892.0,6870.8,6882.01,92.69455668 +2019-12-17 09:00:00,6863.98,6878.58,6868.22,6870.8,61.60922768 +2019-12-17 08:00:00,6845.0,6874.12,6864.29,6868.4,110.63452158 +2019-12-17 07:00:00,6860.39,6876.24,6874.48,6861.8,118.40212885 +2019-12-17 06:00:00,6871.05,6881.04,6879.26,6874.48,209.2699343 +2019-12-17 05:00:00,6871.25,6887.92,6874.9,6879.26,200.86262287 +2019-12-17 04:00:00,6855.01,6877.27,6869.0,6874.9,213.72824814 +2019-12-17 03:00:00,6850.0,6884.8,6884.8,6869.0,800.89382612 +2019-12-17 02:00:00,6869.26,6884.82,6870.02,6884.8,210.92187792 +2019-12-17 01:00:00,6869.21,6886.12,6883.86,6870.02,246.7037795 +2019-12-17 00:00:00,6876.0,6895.0,6877.04,6883.67,265.78050393 +2019-12-16 23:00:00,6867.93,6891.61,6879.89,6877.03,417.72618027 +2019-12-16 22:00:00,6866.0,6890.0,6868.85,6879.89,303.46779279 +2019-12-16 21:00:00,6848.41,6890.0,6852.48,6868.85,838.31581052 +2019-12-16 20:00:00,6827.5,6904.99,6892.37,6852.49,1123.92724973 +2019-12-16 19:00:00,6868.01,6912.91,6909.74,6892.37,847.27650481 +2019-12-16 18:00:00,6803.24,7099.71,7095.72,6910.74,5412.4559191 +2019-12-16 17:00:00,7080.3,7100.0,7087.88,7095.72,243.16645689 +2019-12-16 16:00:00,7075.54,7090.01,7077.01,7087.87,345.40519354 +2019-12-16 15:00:00,7069.75,7116.7,7106.57,7077.01,361.38922214 +2019-12-16 14:00:00,7101.28,7137.0,7126.05,7106.56,307.45625706 +2019-12-16 13:00:00,7086.73,7131.99,7092.17,7126.06,305.4585765 +2019-12-16 12:00:00,7058.21,7103.34,7076.11,7092.17,157.02983426 +2019-12-16 11:00:00,7046.11,7103.86,7047.97,7076.1,155.01466967 +2019-12-16 10:00:00,7044.97,7073.98,7044.97,7048.95,60.04199957 +2019-12-16 09:00:00,7038.2,7057.35,7055.07,7044.98,188.86297335 +2019-12-16 08:00:00,7046.98,7065.61,7056.26,7055.08,242.66702205 +2019-12-16 07:00:00,7056.25,7080.02,7075.19,7056.26,186.07278681 +2019-12-16 06:00:00,7054.58,7079.46,7054.59,7075.2,128.28420277 +2019-12-16 05:00:00,7045.9,7068.62,7060.88,7054.59,152.40760232 +2019-12-16 04:00:00,7025.45,7062.05,7060.64,7060.89,455.3400113 +2019-12-16 03:00:00,7057.11,7086.95,7080.19,7060.64,242.26890828 +2019-12-16 02:00:00,7066.45,7091.92,7082.82,7080.18,176.3816639 +2019-12-16 01:00:00,7068.01,7089.68,7069.11,7082.82,211.04471426 +2019-12-16 00:00:00,7052.66,7125.67,7111.0,7070.31,308.67539816 +2019-12-15 23:00:00,7090.23,7122.57,7116.89,7111.0,317.89758911 +2019-12-15 22:00:00,7116.88,7131.76,7117.32,7116.88,141.05557422 +2019-12-15 21:00:00,7108.56,7125.95,7125.95,7117.33,170.65159956 +2019-12-15 20:00:00,7102.49,7134.0,7102.5,7125.95,133.77483706 +2019-12-15 19:00:00,7093.58,7118.35,7116.0,7102.5,84.17365384 +2019-12-15 18:00:00,7090.65,7116.0,7098.44,7116.0,143.14271745 +2019-12-15 17:00:00,7082.81,7109.03,7084.07,7098.43,121.767152 +2019-12-15 16:00:00,7073.8,7124.27,7111.56,7083.46,164.96983323 +2019-12-15 15:00:00,7096.04,7120.61,7112.05,7111.56,179.92526382 +2019-12-15 14:00:00,7074.23,7116.3,7074.24,7112.05,169.05834246 +2019-12-15 13:00:00,7060.88,7086.23,7067.67,7074.24,130.13173737 +2019-12-15 12:00:00,7054.55,7141.84,7103.4,7067.67,432.42721601 +2019-12-15 11:00:00,7087.26,7108.36,7087.9,7103.39,78.50921547 +2019-12-15 10:00:00,7083.86,7133.75,7133.16,7087.91,121.48151224 +2019-12-15 09:00:00,7126.31,7157.36,7148.86,7132.28,146.22371265 +2019-12-15 08:00:00,7123.79,7170.0,7143.18,7148.86,156.05135425 +2019-12-15 07:00:00,7031.0,7220.01,7048.06,7143.18,904.23328718 +2019-12-15 06:00:00,7031.0,7050.27,7050.0,7048.06,130.90689251 +2019-12-15 05:00:00,7040.91,7057.77,7049.03,7050.0,101.56224176 +2019-12-15 04:00:00,7047.15,7062.88,7047.15,7049.58,316.11449534 +2019-12-15 03:00:00,7041.66,7060.86,7051.85,7047.16,84.53829829 +2019-12-15 02:00:00,7037.5,7067.74,7041.4,7051.86,105.47510074 +2019-12-15 01:00:00,7016.61,7045.0,7037.53,7041.39,185.9859194 +2019-12-15 00:00:00,7006.01,7062.92,7062.92,7037.53,385.1368754 +2019-12-14 23:00:00,7062.91,7090.08,7090.05,7062.91,134.09227474 +2019-12-14 22:00:00,7067.97,7090.06,7081.56,7090.06,122.26335584 +2019-12-14 21:00:00,7065.24,7090.25,7072.01,7081.56,118.91645778 +2019-12-14 20:00:00,7063.31,7077.95,7069.59,7072.01,159.93154573 +2019-12-14 19:00:00,7065.69,7095.05,7092.51,7069.59,170.89756451 +2019-12-14 18:00:00,7059.99,7094.97,7060.0,7092.51,202.8209396 +2019-12-14 17:00:00,7051.37,7074.44,7058.95,7060.0,171.60464621 +2019-12-14 16:00:00,7008.03,7066.81,7053.15,7058.95,493.11754823 +2019-12-14 15:00:00,7030.01,7153.0,7150.34,7053.15,700.49676606 +2019-12-14 14:00:00,7109.01,7157.15,7142.5,7150.35,337.79204307 +2019-12-14 13:00:00,7135.99,7161.68,7155.34,7142.51,111.49725875 +2019-12-14 12:00:00,7151.0,7187.96,7183.89,7155.34,91.12756964 +2019-12-14 11:00:00,7146.51,7192.43,7180.0,7183.87,139.61692516 +2019-12-14 10:00:00,7179.0,7194.54,7185.54,7180.0,120.21467429 +2019-12-14 09:00:00,7166.77,7196.9,7180.0,7185.55,157.94339925 +2019-12-14 08:00:00,7161.82,7249.96,7249.96,7180.0,339.46734789 +2019-12-14 07:00:00,7236.69,7253.49,7239.3,7249.95,78.89776903 +2019-12-14 06:00:00,7239.29,7263.78,7261.05,7239.31,66.46523516 +2019-12-14 05:00:00,7252.22,7264.33,7254.99,7261.04,113.66174474 +2019-12-14 04:00:00,7247.51,7259.0,7250.91,7255.0,109.29038524 +2019-12-14 03:00:00,7241.01,7252.89,7245.41,7250.91,86.98773439 +2019-12-14 02:00:00,7243.43,7260.0,7259.93,7245.42,119.77247978 +2019-12-14 01:00:00,7238.44,7260.0,7243.47,7258.94,110.38963705 +2019-12-14 00:00:00,7233.29,7250.0,7249.9,7243.46,76.77520244 +2019-12-13 23:00:00,7232.04,7249.99,7238.45,7249.9,137.90513409 +2019-12-13 22:00:00,7220.95,7250.0,7240.42,7238.45,398.05261909 +2019-12-13 21:00:00,7234.25,7255.81,7255.81,7239.69,183.91311945 +2019-12-13 20:00:00,7245.76,7263.53,7247.15,7255.81,144.7712457 +2019-12-13 19:00:00,7225.0,7289.99,7231.27,7247.15,684.31559591 +2019-12-13 18:00:00,7218.23,7277.5,7269.11,7231.28,414.30338841 +2019-12-13 17:00:00,7253.79,7289.11,7274.74,7268.89,315.06861658 +2019-12-13 16:00:00,7243.41,7299.21,7245.63,7274.74,546.75589448 +2019-12-13 15:00:00,7220.74,7255.0,7223.23,7245.63,381.20639245 +2019-12-13 14:00:00,7212.68,7230.92,7229.22,7223.24,347.57878626 +2019-12-13 13:00:00,7215.61,7232.0,7221.7,7229.22,177.39756087 +2019-12-13 12:00:00,7194.34,7224.84,7211.45,7223.56,224.20754996 +2019-12-13 11:00:00,7209.32,7227.0,7209.65,7212.99,96.51070703 +2019-12-13 10:00:00,7196.5,7213.0,7202.56,7209.66,88.45579483 +2019-12-13 09:00:00,7200.0,7212.0,7200.56,7202.56,71.19750909 +2019-12-13 08:00:00,7190.12,7238.58,7221.25,7200.57,386.08802678 +2019-12-13 07:00:00,7200.65,7232.4,7204.25,7221.26,172.36257933 +2019-12-13 06:00:00,7202.0,7212.31,7211.32,7204.25,77.00481879 +2019-12-13 05:00:00,7204.58,7216.35,7215.34,7211.32,152.41546446 +2019-12-13 04:00:00,7212.09,7229.82,7212.1,7215.34,212.44645605 +2019-12-13 03:00:00,7194.92,7217.67,7196.16,7212.1,132.32969349 +2019-12-13 02:00:00,7188.12,7204.32,7192.48,7196.16,257.64666895 +2019-12-13 01:00:00,7183.29,7195.66,7190.0,7192.48,264.13245052 +2019-12-13 00:00:00,7185.9,7203.22,7185.91,7190.01,252.98738871 +2019-12-12 23:00:00,7184.3,7200.0,7189.0,7185.91,216.31129516 +2019-12-12 22:00:00,7180.0,7202.77,7196.42,7189.0,211.70216201 +2019-12-12 21:00:00,7190.0,7249.99,7242.6,7196.42,252.8283354 +2019-12-12 20:00:00,7196.0,7247.69,7199.13,7243.4,935.24269429 +2019-12-12 19:00:00,7186.58,7215.72,7206.74,7199.14,263.15623109 +2019-12-12 18:00:00,7182.29,7220.0,7191.83,7206.73,533.20272925 +2019-12-12 17:00:00,7183.17,7205.95,7194.4,7191.82,246.98542314 +2019-12-12 16:00:00,7172.88,7207.34,7180.58,7194.4,443.48178117 +2019-12-12 15:00:00,7140.0,7181.17,7158.55,7180.58,252.89804978 +2019-12-12 14:00:00,7130.01,7216.95,7179.39,7158.57,496.94506765 +2019-12-12 13:00:00,7163.74,7195.0,7184.72,7179.39,122.59702098 +2019-12-12 12:00:00,7172.37,7205.81,7184.72,7184.72,137.63162281 +2019-12-12 11:00:00,7151.09,7196.88,7151.09,7184.72,93.01455266 +2019-12-12 10:00:00,7124.78,7211.87,7152.31,7152.41,405.29966738 +2019-12-12 09:00:00,7122.25,7160.0,7122.25,7152.3,125.5043044 +2019-12-12 08:00:00,7102.63,7137.0,7136.0,7122.26,228.04287186 +2019-12-12 07:00:00,7135.05,7159.86,7159.85,7136.01,111.12343593 +2019-12-12 06:00:00,7139.4,7159.86,7150.99,7159.86,196.45981484 +2019-12-12 05:00:00,7134.99,7155.37,7136.06,7150.99,139.70861008 +2019-12-12 04:00:00,7132.65,7158.15,7150.01,7136.06,120.24217289 +2019-12-12 03:00:00,7142.77,7166.37,7147.38,7150.01,133.83725676 +2019-12-12 02:00:00,7127.59,7173.53,7144.91,7147.37,370.27065734 +2019-12-12 01:00:00,7075.01,7161.03,7136.0,7144.9,541.04304968 +2019-12-12 00:00:00,7105.0,7298.5,7201.24,7136.0,2000.54344419 +2019-12-11 23:00:00,7190.01,7201.23,7193.44,7201.23,194.84475332 +2019-12-11 22:00:00,7176.76,7196.5,7186.87,7193.44,250.4047509 +2019-12-11 21:00:00,7166.21,7194.74,7166.33,7186.87,216.84151925 +2019-12-11 20:00:00,7166.21,7195.84,7191.59,7166.33,243.76197922 +2019-12-11 19:00:00,7176.22,7207.14,7181.06,7191.59,331.11576042 +2019-12-11 18:00:00,7178.73,7199.66,7192.6,7181.06,200.75455742 +2019-12-11 17:00:00,7173.04,7200.0,7182.65,7192.59,274.51513709 +2019-12-11 16:00:00,7147.32,7208.99,7168.18,7182.64,484.79206144 +2019-12-11 15:00:00,7124.45,7229.72,7229.65,7168.19,1016.5356164 +2019-12-11 14:00:00,7221.02,7249.4,7233.0,7229.65,353.34179201 +2019-12-11 13:00:00,7215.39,7250.01,7250.0,7233.0,168.10722917 +2019-12-11 12:00:00,7224.14,7254.94,7224.15,7250.01,297.31984793 +2019-12-11 11:00:00,7209.78,7229.0,7209.78,7224.14,65.16122868 +2019-12-11 10:00:00,7193.54,7232.73,7230.35,7209.78,157.86790052 +2019-12-11 09:00:00,7211.88,7239.63,7211.88,7227.94,78.66126062 +2019-12-11 08:00:00,7206.82,7223.54,7210.86,7211.88,93.02581829 +2019-12-11 07:00:00,7196.07,7219.42,7206.26,7210.87,173.69662248 +2019-12-11 06:00:00,7177.51,7206.49,7189.74,7206.27,320.0888929 +2019-12-11 05:00:00,7187.11,7220.31,7209.63,7189.74,111.68502405 +2019-12-11 04:00:00,7194.42,7225.56,7206.21,7209.64,128.7542215 +2019-12-11 03:00:00,7181.2,7244.98,7244.98,7206.22,227.1276048 +2019-12-11 02:00:00,7243.23,7263.28,7263.03,7244.98,149.62357038 +2019-12-11 01:00:00,7225.28,7263.31,7230.04,7263.03,252.28032738 +2019-12-11 00:00:00,7215.14,7241.2,7219.37,7230.04,161.2519177 +2019-12-10 23:00:00,7219.25,7249.66,7237.19,7219.37,194.49860756 +2019-12-10 22:00:00,7220.68,7250.0,7220.69,7237.18,180.23305868 +2019-12-10 21:00:00,7204.15,7240.0,7207.43,7220.69,217.32807633 +2019-12-10 20:00:00,7185.0,7229.99,7229.98,7207.43,260.39672393 +2019-12-10 19:00:00,7202.36,7229.99,7225.01,7229.99,293.89841783 +2019-12-10 18:00:00,7156.03,7226.85,7175.77,7225.0,413.49487076 +2019-12-10 17:00:00,7162.06,7245.45,7230.8,7175.77,663.54659454 +2019-12-10 16:00:00,7210.46,7258.27,7235.12,7230.79,387.97933313 +2019-12-10 15:00:00,7211.11,7309.57,7287.51,7235.11,783.41346247 +2019-12-10 14:00:00,7250.01,7347.91,7321.49,7287.51,821.78674863 +2019-12-10 13:00:00,7314.0,7346.92,7343.01,7321.49,226.79980411 +2019-12-10 12:00:00,7318.33,7350.0,7337.43,7343.01,234.18354354 +2019-12-10 11:00:00,7335.69,7366.7,7335.69,7337.43,112.44087785 +2019-12-10 10:00:00,7309.99,7350.0,7310.0,7335.69,146.48796261 +2019-12-10 09:00:00,7294.99,7328.8,7295.0,7310.0,178.34223165 +2019-12-10 08:00:00,7275.0,7345.0,7342.54,7295.0,309.87964695 +2019-12-10 07:00:00,7325.09,7359.99,7346.39,7342.54,231.81087277 +2019-12-10 06:00:00,7338.83,7363.73,7346.86,7346.38,148.25249074 +2019-12-10 05:00:00,7334.31,7367.35,7362.89,7346.85,229.22689135 +2019-12-10 04:00:00,7360.0,7385.0,7370.42,7362.89,175.0960101 +2019-12-10 03:00:00,7352.39,7378.65,7358.52,7370.42,177.91789245 +2019-12-10 02:00:00,7354.2,7375.69,7358.04,7357.02,211.02516475 +2019-12-10 01:00:00,7320.22,7398.0,7339.08,7358.04,320.17609616 +2019-12-10 00:00:00,7313.03,7345.0,7337.51,7339.09,268.89021185 +2019-12-09 23:00:00,7324.38,7356.79,7334.78,7337.51,212.68667074 +2019-12-09 22:00:00,7310.91,7355.14,7353.06,7334.78,253.25416959 +2019-12-09 21:00:00,7286.86,7364.55,7299.12,7354.14,358.04951644 +2019-12-09 20:00:00,7262.87,7380.98,7368.83,7301.7,861.08096952 +2019-12-09 19:00:00,7344.75,7446.42,7445.49,7368.83,579.43895246 +2019-12-09 18:00:00,7434.2,7450.04,7436.55,7445.5,211.77149454 +2019-12-09 17:00:00,7400.42,7449.52,7411.53,7436.55,565.0834903 +2019-12-09 16:00:00,7400.0,7445.58,7418.9,7411.54,808.69272189 +2019-12-09 15:00:00,7369.28,7659.38,7545.99,7418.89,3147.78887129 +2019-12-09 14:00:00,7504.75,7548.06,7504.75,7545.65,485.01372773 +2019-12-09 13:00:00,7495.05,7532.44,7496.01,7504.76,296.90066034 +2019-12-09 12:00:00,7456.0,7518.61,7475.51,7497.18,229.29401509 +2019-12-09 11:00:00,7475.5,7499.99,7481.12,7475.5,162.54719438 +2019-12-09 10:00:00,7450.0,7491.78,7461.77,7482.04,173.87677433 +2019-12-09 09:00:00,7460.79,7475.0,7466.9,7461.77,73.71917702 +2019-12-09 08:00:00,7444.59,7477.96,7472.09,7466.91,160.33251605 +2019-12-09 07:00:00,7462.25,7514.23,7514.22,7472.1,216.79559795 +2019-12-09 06:00:00,7472.54,7533.96,7489.11,7514.22,129.35049378 +2019-12-09 05:00:00,7485.0,7519.6,7506.04,7489.11,122.55670266 +2019-12-09 04:00:00,7501.07,7537.25,7518.67,7506.04,122.06593965 +2019-12-09 03:00:00,7490.51,7531.91,7506.55,7518.68,130.1094811 +2019-12-09 02:00:00,7471.67,7509.88,7492.1,7506.55,277.6124527 +2019-12-09 01:00:00,7477.0,7534.84,7534.83,7492.11,513.87993675 +2019-12-09 00:00:00,7518.38,7550.0,7520.0,7534.84,160.99178887 +2019-12-08 23:00:00,7519.01,7559.0,7552.01,7520.0,169.07505716 +2019-12-08 22:00:00,7532.61,7552.02,7544.0,7552.02,144.41456929 +2019-12-08 21:00:00,7532.01,7556.95,7534.98,7544.0,109.6022432 +2019-12-08 20:00:00,7519.77,7534.99,7525.12,7534.98,104.64868455 +2019-12-08 19:00:00,7511.03,7531.04,7526.7,7525.4,117.54389652 +2019-12-08 18:00:00,7525.69,7559.09,7534.89,7526.69,138.72945339 +2019-12-08 17:00:00,7525.0,7538.86,7525.71,7534.89,112.55117489 +2019-12-08 16:00:00,7521.5,7576.98,7560.0,7525.71,242.93255788 +2019-12-08 15:00:00,7532.13,7580.84,7532.13,7559.99,204.06582289 +2019-12-08 14:00:00,7519.57,7535.0,7530.05,7532.14,86.40166553 +2019-12-08 13:00:00,7513.76,7540.0,7514.0,7530.07,77.16593669 +2019-12-08 12:00:00,7509.66,7531.72,7527.72,7514.01,105.75848943 +2019-12-08 11:00:00,7501.49,7554.09,7501.68,7527.72,303.38249843 +2019-12-08 10:00:00,7482.47,7510.0,7501.22,7501.69,83.34839239 +2019-12-08 09:00:00,7451.21,7510.45,7451.22,7501.23,227.9128348 +2019-12-08 08:00:00,7426.72,7453.53,7446.07,7451.22,91.99975087 +2019-12-08 07:00:00,7444.01,7467.11,7452.49,7445.1,99.32582469 +2019-12-08 06:00:00,7430.11,7464.5,7430.12,7452.5,162.54551743 +2019-12-08 05:00:00,7428.1,7448.57,7431.45,7430.12,112.55844082 +2019-12-08 04:00:00,7396.12,7442.0,7416.62,7431.45,119.50652792 +2019-12-08 03:00:00,7397.62,7419.67,7419.18,7416.62,137.85019916 +2019-12-08 02:00:00,7387.5,7448.5,7447.04,7420.8,416.79099534 +2019-12-08 01:00:00,7424.33,7483.25,7483.25,7447.04,401.31218009 +2019-12-08 00:00:00,7453.33,7508.98,7502.2,7483.25,474.10545354 +2019-12-07 23:00:00,7500.01,7539.54,7536.75,7502.19,192.29099072 +2019-12-07 22:00:00,7494.8,7538.99,7494.82,7536.75,152.50815548 +2019-12-07 21:00:00,7490.33,7516.09,7516.0,7494.81,190.1706191 +2019-12-07 20:00:00,7510.0,7531.94,7530.8,7515.06,143.22462686 +2019-12-07 19:00:00,7489.11,7541.66,7500.26,7531.94,126.48004497 +2019-12-07 18:00:00,7492.0,7526.65,7519.32,7500.26,216.16298139 +2019-12-07 17:00:00,7508.9,7535.02,7518.35,7519.32,121.12855086 +2019-12-07 16:00:00,7507.18,7544.66,7521.27,7518.35,117.71495646 +2019-12-07 15:00:00,7510.17,7563.17,7544.46,7521.26,242.60828402 +2019-12-07 14:00:00,7521.0,7570.32,7526.82,7544.47,195.22926768 +2019-12-07 13:00:00,7514.01,7541.97,7532.5,7529.17,114.30632233 +2019-12-07 12:00:00,7533.0,7559.0,7535.95,7533.0,133.53082846 +2019-12-07 11:00:00,7521.77,7545.15,7525.03,7536.22,56.10352362 +2019-12-07 10:00:00,7487.0,7537.89,7509.21,7525.02,164.32197194 +2019-12-07 09:00:00,7501.64,7525.0,7515.0,7509.22,182.28678016 +2019-12-07 08:00:00,7499.0,7555.54,7532.33,7515.0,250.16542806 +2019-12-07 07:00:00,7517.85,7545.86,7545.85,7533.44,167.51469358 +2019-12-07 06:00:00,7541.0,7573.99,7573.99,7545.85,104.10273581 +2019-12-07 05:00:00,7547.98,7590.0,7578.34,7573.99,298.16299373 +2019-12-07 04:00:00,7542.99,7643.0,7543.0,7578.34,721.27891675 +2019-12-07 03:00:00,7530.92,7577.4,7577.4,7543.0,170.81230425 +2019-12-07 02:00:00,7523.48,7584.72,7526.01,7575.0,275.07201995 +2019-12-07 01:00:00,7514.62,7547.08,7540.01,7526.01,194.06771483 +2019-12-07 00:00:00,7511.0,7570.32,7541.76,7539.7,347.09385238 +2019-12-06 23:00:00,7482.5,7567.99,7527.32,7540.08,520.5431007 +2019-12-06 22:00:00,7469.41,7569.55,7469.42,7527.32,509.20554459 +2019-12-06 21:00:00,7435.77,7488.49,7437.72,7469.42,413.73558702 +2019-12-06 20:00:00,7429.01,7459.55,7448.26,7437.73,212.96851391 +2019-12-06 19:00:00,7427.0,7458.81,7455.14,7449.43,355.71843493 +2019-12-06 18:00:00,7392.86,7527.81,7487.69,7455.14,903.53256783 +2019-12-06 17:00:00,7398.0,7609.5,7408.28,7487.69,1843.79722849 +2019-12-06 16:00:00,7373.09,7422.27,7373.09,7408.28,375.22479341 +2019-12-06 15:00:00,7353.06,7435.32,7379.99,7373.1,665.4019932 +2019-12-06 14:00:00,7350.01,7397.44,7352.77,7379.99,226.45908134 +2019-12-06 13:00:00,7350.0,7381.02,7374.2,7352.77,171.45848363 +2019-12-06 12:00:00,7345.0,7390.0,7347.51,7374.2,147.65031387 +2019-12-06 11:00:00,7305.75,7360.49,7336.6,7347.5,181.44146403 +2019-12-06 10:00:00,7333.62,7396.16,7391.46,7336.6,76.49293697 +2019-12-06 09:00:00,7317.75,7449.99,7354.96,7391.46,491.61624302 +2019-12-06 08:00:00,7335.0,7378.56,7369.56,7354.95,139.48818091 +2019-12-06 07:00:00,7350.92,7386.44,7362.17,7369.56,190.57998792 +2019-12-06 06:00:00,7336.9,7398.05,7398.05,7362.17,142.30114364 +2019-12-06 05:00:00,7382.79,7412.0,7403.2,7399.16,144.52187862 +2019-12-06 04:00:00,7355.0,7407.54,7373.02,7403.2,177.18960964 +2019-12-06 03:00:00,7364.19,7419.16,7396.5,7373.02,274.05220838 +2019-12-06 02:00:00,7385.38,7441.7,7407.38,7396.51,453.51350442 +2019-12-31 01:00:00,7220.99,7240.74,7224.99,7239.8,252.35351634 +2019-12-31 00:00:00,7173.63,7224.99,7218.01,7224.99,334.80304593 +2019-12-30 23:00:00,7212.01,7259.25,7254.92,7218.0,232.32666573 +2019-12-30 22:00:00,7243.78,7256.93,7243.79,7253.49,249.40537345 +2019-12-30 21:00:00,7233.16,7259.65,7245.67,7243.8,199.32336462 +2019-12-30 20:00:00,7211.0,7258.61,7215.54,7245.67,453.09841361 +2019-12-30 19:00:00,7200.2,7228.19,7221.91,7211.21,283.63634874 +2019-12-30 18:00:00,7222.22,7237.19,7232.97,7222.22,238.00003683 +2019-12-30 17:00:00,7207.92,7244.31,7232.63,7232.97,461.42827436 +2019-12-30 16:00:00,7200.0,7244.0,7236.01,7232.64,666.99047905 +2019-12-30 15:00:00,7232.37,7283.89,7283.89,7234.73,704.15306125 +2019-12-30 14:00:00,7280.01,7315.6,7299.99,7283.89,294.41171534 +2019-12-30 13:00:00,7272.0,7326.0,7285.03,7300.0,546.26864936 +2019-12-30 12:00:00,7285.02,7317.6,7297.51,7290.0,171.34254081 +2019-12-30 11:00:00,7282.63,7305.31,7288.9,7297.51,133.05365532 +2019-12-30 10:00:00,7277.0,7330.78,7309.32,7288.9,535.78449243 +2019-12-30 09:00:00,7307.93,7356.0,7348.79,7310.61,120.90742696 +2019-12-30 08:00:00,7323.0,7369.17,7359.99,7348.8,298.64605777 +2019-12-30 07:00:00,7357.61,7386.28,7361.03,7360.0,173.62526411 +2019-12-30 06:00:00,7353.29,7367.71,7364.0,7361.04,280.5493502 +2019-12-30 05:00:00,7357.4,7364.0,7363.34,7364.0,100.60044621 +2019-12-30 04:00:00,7336.48,7365.37,7337.08,7363.34,176.10540525 +2019-12-30 03:00:00,7327.06,7353.57,7350.76,7337.08,199.96957327 +2019-12-30 02:00:00,7333.29,7366.0,7340.31,7350.76,227.88214975 +2019-12-30 01:00:00,7325.35,7350.0,7335.01,7340.31,131.41480189 +2019-12-30 00:00:00,7305.0,7384.57,7384.57,7335.01,468.29733631 +2019-12-29 23:00:00,7380.2,7407.48,7391.31,7384.89,130.26432396 +2019-12-29 22:00:00,7381.98,7426.13,7385.28,7392.36,258.98875865 +2019-12-29 21:00:00,7356.5,7395.98,7391.0,7385.28,246.81271448 +2019-12-29 20:00:00,7343.43,7531.0,7460.72,7391.43,2348.88865957 +2019-12-29 19:00:00,7403.1,7465.0,7417.5,7460.72,494.36364839 +2019-12-29 18:00:00,7393.0,7417.5,7398.0,7417.5,174.26091734 +2019-12-29 17:00:00,7367.47,7400.8,7393.49,7398.0,215.01809209 +2019-12-29 16:00:00,7380.01,7420.97,7383.28,7393.5,275.4541366 +2019-12-29 15:00:00,7360.14,7408.44,7380.0,7383.28,515.43817178 +2019-12-29 14:00:00,7372.81,7398.15,7382.55,7380.99,223.00899046 +2019-12-29 13:00:00,7325.49,7391.7,7344.09,7383.42,450.1306457 +2019-12-29 12:00:00,7308.7,7349.58,7327.0,7344.08,115.08123958 +2019-12-29 11:00:00,7304.99,7327.35,7304.99,7327.0,80.44754101 +2019-12-29 10:00:00,7293.56,7313.14,7295.24,7304.99,52.353978 +2019-12-29 09:00:00,7293.28,7350.92,7342.64,7295.23,101.02472005 +2019-12-29 08:00:00,7301.85,7355.93,7305.67,7342.64,208.75917052 +2019-12-29 07:00:00,7299.1,7314.51,7311.54,7305.67,35.67411144 +2019-12-29 06:00:00,7297.14,7313.74,7310.93,7311.55,75.89196738 +2019-12-29 05:00:00,7282.9,7310.78,7289.71,7310.78,99.39371187 +2019-12-29 04:00:00,7289.28,7298.93,7294.5,7289.71,73.31837562 +2019-12-29 03:00:00,7288.71,7298.78,7294.96,7294.5,76.49989679 +2019-12-29 02:00:00,7282.9,7295.5,7282.9,7294.95,73.49404507 +2019-12-29 01:00:00,7278.2,7300.32,7299.79,7282.9,80.69370885 +2019-12-29 00:00:00,7278.07,7303.72,7302.67,7299.8,152.05076964 +2019-12-28 23:00:00,7299.01,7320.0,7307.36,7302.67,112.78713466 +2019-12-28 22:00:00,7293.23,7313.05,7313.04,7308.7,168.5976021 +2019-12-28 21:00:00,7313.0,7327.36,7327.16,7313.05,140.8712317 +2019-12-28 20:00:00,7310.0,7336.75,7327.01,7327.16,199.20770444 +2019-12-28 19:00:00,7318.07,7343.51,7324.93,7326.82,233.93982195 +2019-12-28 18:00:00,7312.01,7346.0,7327.62,7325.73,331.34631219 +2019-12-28 17:00:00,7300.95,7342.59,7309.31,7327.62,193.01132683 +2019-12-28 16:00:00,7261.42,7318.24,7295.45,7309.91,364.48803648 +2019-12-28 15:00:00,7279.2,7345.0,7308.72,7295.44,512.7935303 +2019-12-28 14:00:00,7284.99,7310.0,7285.0,7308.72,123.06700234 +2019-12-28 13:00:00,7274.35,7289.23,7286.31,7285.0,55.26643008 +2019-12-28 12:00:00,7281.97,7296.93,7289.89,7288.26,56.67659507 +2019-12-28 11:00:00,7271.2,7306.54,7306.54,7289.89,80.00765413 +2019-12-28 10:00:00,7280.98,7310.0,7289.13,7309.91,93.1746307 +2019-12-28 09:00:00,7276.31,7297.96,7280.54,7289.98,46.95755683 +2019-12-28 08:00:00,7251.13,7291.33,7291.32,7280.54,195.04800636 +2019-12-28 07:00:00,7281.55,7310.0,7289.05,7290.25,187.61653354 +2019-12-28 06:00:00,7285.24,7342.0,7309.64,7289.16,252.94601895 +2019-12-28 05:00:00,7294.4,7319.0,7294.4,7309.64,87.93505924 +2019-12-28 04:00:00,7271.16,7300.0,7278.6,7293.63,99.4618411 +2019-12-28 03:00:00,7272.27,7294.52,7286.37,7278.61,101.73360983 +2019-12-28 02:00:00,7260.0,7315.0,7299.98,7286.43,260.5382808 +2019-12-28 01:00:00,7285.0,7319.0,7303.4,7300.0,290.26361107 +2019-12-28 00:00:00,7232.55,7309.2,7245.83,7301.4,434.02583225 +2019-12-27 23:00:00,7222.0,7248.31,7233.53,7245.83,177.45608437 +2019-12-27 22:00:00,7216.36,7248.48,7216.36,7231.47,308.40089567 +2019-12-27 21:00:00,7201.55,7219.0,7210.74,7216.36,217.81414686 +2019-12-27 20:00:00,7199.46,7216.0,7199.47,7210.79,189.05872572 +2019-12-27 19:00:00,7176.68,7214.43,7204.35,7199.47,301.34271597 +2019-12-27 18:00:00,7187.98,7218.64,7187.99,7204.35,271.58045129 +2019-12-27 17:00:00,7169.97,7197.87,7184.41,7187.99,267.76530384 +2019-12-27 16:00:00,7160.0,7254.0,7217.52,7184.7,727.65075388 +2019-12-27 15:00:00,7180.57,7237.0,7181.59,7217.79,622.1980937 +2019-12-27 14:00:00,7173.1,7195.0,7173.11,7181.6,410.8251984 +2019-12-27 13:00:00,7155.0,7237.03,7204.35,7173.11,690.34096696 +2019-12-27 12:00:00,7068.87,7207.37,7108.43,7204.35,834.65122472 +2019-12-27 11:00:00,7053.32,7171.56,7171.56,7108.43,817.43750895 +2019-12-27 10:00:00,7152.86,7178.76,7162.45,7171.56,203.15806771 +2019-12-27 09:00:00,7157.01,7176.21,7175.13,7162.46,189.40549234 +2019-12-27 08:00:00,7148.57,7186.18,7157.31,7175.13,248.72896699 +2019-12-27 07:00:00,7148.95,7183.68,7181.73,7157.31,497.45009186 +2019-12-27 06:00:00,7170.98,7193.14,7189.05,7181.73,109.97299967 +2019-12-27 05:00:00,7172.01,7198.66,7178.11,7189.05,195.69196978 +2019-12-27 04:00:00,7177.01,7214.6,7207.32,7178.12,186.0316407 +2019-12-27 03:00:00,7202.0,7214.34,7205.06,7207.33,443.24448365 +2019-12-27 02:00:00,7199.49,7225.16,7199.49,7205.06,279.71599035 +2019-12-27 01:00:00,7183.4,7200.0,7198.47,7199.5,138.74777602 +2019-12-27 00:00:00,7180.0,7212.79,7194.13,7198.48,164.30648708 +2019-12-26 23:00:00,7180.0,7200.0,7189.51,7194.13,141.41412932 +2019-12-26 22:00:00,7140.0,7196.26,7189.78,7190.12,780.93416524 +2019-12-26 21:00:00,7185.0,7246.0,7243.75,7189.77,742.61888408 +2019-12-26 20:00:00,7230.0,7319.99,7288.34,7243.75,665.56794534 +2019-12-26 19:00:00,7231.45,7432.1,7353.25,7291.12,1398.7168605 +2019-12-26 18:00:00,7341.26,7380.0,7360.0,7353.25,376.55862478 +2019-12-26 17:00:00,7322.5,7372.76,7333.7,7359.93,516.96557778 +2019-12-26 16:00:00,7191.4,7336.44,7223.72,7333.7,1012.75008985 +2019-12-26 15:00:00,7202.0,7234.53,7208.35,7223.72,231.79914616 +2019-12-26 14:00:00,7194.0,7214.28,7197.35,7208.36,172.59434041 +2019-12-26 13:00:00,7182.75,7202.85,7200.0,7197.35,114.43995029 +2019-12-26 12:00:00,7171.17,7208.7,7176.13,7200.01,132.1122844 +2019-12-26 11:00:00,7176.0,7202.66,7202.65,7176.14,59.94133151 +2019-12-26 10:00:00,7201.06,7208.98,7201.42,7202.65,130.90024604 +2019-12-26 09:00:00,7200.63,7223.84,7215.26,7201.43,47.38868016 +2019-12-26 08:00:00,7194.15,7229.04,7194.15,7214.21,66.98577945 +2019-12-26 07:00:00,7183.95,7199.12,7194.41,7194.15,158.03590249 +2019-12-26 06:00:00,7171.79,7207.24,7171.89,7194.63,152.64219532 +2019-12-26 05:00:00,7155.25,7184.4,7171.39,7170.89,213.00564386 +2019-12-26 04:00:00,7171.36,7184.07,7175.87,7172.08,119.14599539 +2019-12-26 03:00:00,7171.01,7191.01,7191.0,7175.87,96.9732369 +2019-12-26 02:00:00,7188.84,7202.15,7196.34,7191.01,68.19153816 +2019-12-26 01:00:00,7177.0,7198.15,7182.94,7196.34,94.10912753 +2019-12-26 00:00:00,7180.1,7211.55,7192.12,7184.12,175.24122584 +2019-12-25 23:00:00,7180.82,7209.32,7207.67,7192.12,145.76959352 +2019-12-25 22:00:00,7166.68,7222.41,7211.22,7208.26,139.44962952 +2019-12-25 21:00:00,7203.1,7244.45,7237.81,7211.22,127.22557408 +2019-12-25 20:00:00,7213.28,7260.0,7225.71,7239.2,232.16579284 +2019-12-25 19:00:00,7161.99,7233.12,7164.52,7225.72,265.77811064 +2019-12-25 18:00:00,7132.34,7164.53,7153.17,7164.52,147.4234402 +2019-12-25 17:00:00,7118.02,7164.76,7132.02,7153.17,225.63403978 +2019-12-25 16:00:00,7115.5,7198.53,7180.81,7132.39,452.61964839 +2019-12-25 15:00:00,7173.74,7194.71,7180.87,7180.99,83.41075197 +2019-12-25 14:00:00,7169.12,7201.95,7181.8,7180.86,128.25049927 +2019-12-25 13:00:00,7176.94,7218.51,7217.5,7181.8,165.68790603 +2019-12-25 12:00:00,7167.89,7245.58,7207.11,7217.51,147.5139349 +2019-12-25 11:00:00,7206.39,7228.1,7224.1,7207.11,94.78191991 +2019-12-25 10:00:00,7202.67,7231.55,7225.59,7224.11,79.29594517 +2019-12-25 09:00:00,7215.05,7251.1,7246.07,7225.59,52.52605718 +2019-12-25 08:00:00,7238.39,7254.06,7243.19,7246.06,55.89965771 +2019-12-25 07:00:00,7193.75,7259.28,7226.18,7243.2,166.436847 +2019-12-25 06:00:00,7220.0,7240.03,7227.51,7226.17,90.20951364 +2019-12-25 05:00:00,7227.5,7247.51,7241.16,7227.5,71.82116724 +2019-12-25 04:00:00,7222.97,7252.08,7223.88,7241.16,48.43979104 +2019-12-25 03:00:00,7212.5,7241.42,7234.56,7223.88,100.3047951 +2019-12-25 02:00:00,7228.45,7249.99,7241.85,7234.56,55.55931082 +2019-12-25 01:00:00,7212.51,7244.0,7230.31,7241.85,128.604773 +2019-12-25 00:00:00,7230.0,7265.12,7255.01,7232.63,94.85074149 +2019-12-24 23:00:00,7210.0,7267.0,7236.75,7255.01,158.68418394 +2019-12-24 22:00:00,7221.4,7250.35,7244.84,7236.75,137.12217753 +2019-12-24 21:00:00,7212.94,7259.28,7213.32,7245.52,226.4729486 +2019-12-24 20:00:00,7192.24,7264.33,7244.64,7213.31,354.30724963 +2019-12-24 19:00:00,7174.29,7271.0,7195.1,7238.66,417.35568231 +2019-12-24 18:00:00,7151.08,7239.07,7221.95,7195.11,629.34204881 +2019-12-24 17:00:00,7215.07,7301.58,7291.51,7221.95,278.37793406 +2019-12-24 16:00:00,7210.0,7292.91,7267.59,7291.52,455.54351445 +2019-12-24 15:00:00,7241.35,7343.54,7343.53,7267.59,745.11605587 +2019-12-24 14:00:00,7327.0,7426.15,7373.22,7343.53,972.13393161 +2019-12-24 13:00:00,7348.73,7388.25,7350.93,7373.22,190.30170014 +2019-12-24 12:00:00,7342.01,7371.85,7364.89,7350.93,99.11800532 +2019-12-24 11:00:00,7336.08,7388.09,7384.09,7364.89,165.71913776 +2019-12-24 10:00:00,7345.9,7400.0,7360.18,7384.09,269.44520384 +2019-12-24 09:00:00,7320.65,7389.37,7350.77,7362.48,266.56311947 +2019-12-24 08:00:00,7220.31,7372.75,7254.52,7350.65,730.58394808 +2019-12-24 07:00:00,7237.09,7322.18,7320.11,7254.52,468.13066651 +2019-12-24 06:00:00,7319.53,7334.17,7329.85,7320.12,63.34420791 +2019-12-24 05:00:00,7305.6,7331.0,7306.03,7329.84,87.49775756 +2019-12-24 04:00:00,7298.01,7324.63,7305.79,7306.04,138.24391515 +2019-12-24 03:00:00,7302.63,7332.34,7321.65,7305.78,106.86465893 +2019-12-24 02:00:00,7305.68,7328.91,7305.68,7321.65,126.09230913 +2019-12-24 01:00:00,7285.01,7321.0,7304.41,7305.69,208.68102982 +2019-12-24 00:00:00,7285.0,7318.81,7310.79,7304.41,502.27213093 +2019-12-23 23:00:00,7291.67,7337.98,7291.74,7310.79,421.86911512 +2019-12-23 22:00:00,7259.19,7320.0,7312.05,7293.15,556.00445068 +2019-12-23 21:00:00,7285.0,7398.08,7395.01,7315.19,1019.1115643 +2019-12-23 20:00:00,7390.39,7432.35,7432.35,7395.01,231.71512575 +2019-12-23 19:00:00,7383.41,7436.67,7391.01,7433.17,311.43985592 +2019-12-23 18:00:00,7353.12,7455.79,7395.01,7391.0,556.83545057 +2019-12-23 17:00:00,7351.0,7556.3,7517.39,7395.0,1765.64272034 +2019-12-23 16:00:00,7506.14,7688.99,7586.38,7517.39,2115.49577512 +2019-12-23 15:00:00,7555.97,7616.6,7577.16,7586.38,703.99380791 +2019-12-23 14:00:00,7480.4,7579.33,7520.81,7577.6,531.47561815 +2019-12-23 13:00:00,7470.0,7591.72,7561.47,7518.82,702.11220461 +2019-12-23 12:00:00,7535.43,7561.92,7553.44,7561.48,252.39999833 +2019-12-23 11:00:00,7511.0,7562.7,7524.09,7553.44,268.70607461 +2019-12-23 10:00:00,7516.8,7547.91,7533.64,7524.09,153.08396754 +2019-12-23 09:00:00,7503.26,7536.56,7534.34,7533.64,138.81525821 +2019-12-23 08:00:00,7498.68,7541.5,7501.71,7534.35,254.70816797 +2019-12-23 07:00:00,7478.03,7518.6,7483.29,7501.71,254.73196677 +2019-12-23 06:00:00,7459.21,7559.59,7554.61,7482.3,796.75556886 +2019-12-23 05:00:00,7542.66,7588.99,7567.68,7554.61,254.28372264 +2019-12-23 04:00:00,7565.02,7600.8,7597.31,7567.68,149.8574931 +2019-12-23 03:00:00,7568.47,7605.99,7568.74,7598.28,350.63606809 +2019-12-23 02:00:00,7558.97,7640.9,7619.53,7568.73,555.24372509 +2019-12-23 01:00:00,7538.82,7642.66,7553.53,7619.54,819.27718094 +2019-12-23 00:00:00,7514.16,7631.13,7514.74,7553.54,1975.14500123 +2019-12-22 23:00:00,7407.29,7521.55,7408.78,7513.06,1374.63932131 +2019-12-22 22:00:00,7381.6,7417.0,7405.19,7408.83,180.57923321 +2019-12-22 21:00:00,7387.62,7425.0,7420.64,7405.19,231.61182821 +2019-12-22 20:00:00,7394.22,7461.84,7408.58,7420.63,526.76794542 +2019-12-22 19:00:00,7367.0,7474.0,7398.2,7409.66,1528.90051082 +2019-12-22 18:00:00,7314.03,7432.43,7315.8,7398.37,1219.26279673 +2019-12-22 17:00:00,7210.4,7382.86,7225.73,7315.82,1800.86458964 +2019-12-22 16:00:00,7165.12,7280.0,7185.0,7225.74,1221.92354252 +2019-12-22 15:00:00,7165.66,7197.99,7165.67,7185.0,224.43779002 +2019-12-22 14:00:00,7162.22,7171.47,7165.17,7165.67,67.56956439 +2019-12-22 13:00:00,7142.21,7200.0,7168.83,7165.18,379.61257095 +2019-12-22 12:00:00,7160.13,7170.01,7160.13,7168.83,54.74909456 +2019-12-22 11:00:00,7157.55,7180.49,7170.0,7160.13,52.84408255 +2019-12-22 10:00:00,7164.95,7190.83,7166.0,7170.0,228.93740947 +2019-12-22 09:00:00,7162.36,7169.53,7162.36,7166.0,41.1998994 +2019-12-22 08:00:00,7153.03,7205.13,7188.29,7162.32,314.72238838 +2019-12-22 07:00:00,7131.15,7197.17,7131.16,7188.29,257.06921406 +2019-12-22 06:00:00,7125.0,7133.55,7133.55,7131.16,46.21406168 +2019-12-22 05:00:00,7132.56,7142.99,7141.99,7133.55,87.41598649 +2019-12-22 04:00:00,7137.1,7142.97,7137.11,7141.99,57.40924099 +2019-12-22 03:00:00,7136.34,7146.11,7145.1,7137.11,62.2796005 +2019-12-22 02:00:00,7143.71,7150.0,7146.99,7145.1,117.7320467 +2019-12-22 01:00:00,7137.09,7147.54,7137.52,7146.49,59.12675791 +2019-12-22 00:00:00,7132.01,7143.01,7143.01,7137.53,66.30655433 +2019-12-21 23:00:00,7128.3,7144.32,7143.84,7143.01,116.79201987 +2019-12-21 22:00:00,7130.0,7143.84,7136.12,7143.84,96.37479486 +2019-12-21 21:00:00,7121.36,7177.5,7156.32,7136.12,270.80152404 +2019-12-21 20:00:00,7144.74,7158.22,7147.47,7156.32,227.29714849 +2019-12-21 19:00:00,7140.32,7153.04,7153.03,7147.47,86.74261405 +2019-12-21 18:00:00,7147.21,7154.25,7151.0,7153.06,91.03928771 +2019-12-21 17:00:00,7143.83,7154.45,7143.84,7151.0,121.89541993 +2019-12-21 16:00:00,7131.93,7143.84,7139.0,7143.83,140.29722363 +2019-12-21 15:00:00,7128.76,7139.63,7131.52,7139.0,116.43115498 +2019-12-21 14:00:00,7123.37,7140.0,7129.17,7131.52,86.91071527 +2019-12-21 13:00:00,7124.91,7147.51,7147.5,7129.18,259.34277035 +2019-12-21 12:00:00,7141.74,7151.81,7151.81,7147.51,161.15546281 +2019-12-21 11:00:00,7137.94,7157.74,7139.51,7151.8,87.86829602 +2019-12-21 10:00:00,7118.79,7139.51,7118.79,7139.51,169.33593527 +2019-12-21 09:00:00,7099.57,7144.0,7144.0,7118.79,456.88667311 +2019-12-21 08:00:00,7136.08,7144.0,7136.9,7144.0,25.55450433 +2019-12-21 07:00:00,7132.11,7145.0,7143.72,7136.9,124.61328766 +2019-12-21 06:00:00,7143.64,7163.37,7163.37,7143.72,99.93554372 +2019-12-21 05:00:00,7148.23,7166.3,7153.1,7163.37,80.58190147 +2019-12-21 04:00:00,7151.35,7183.56,7164.68,7153.1,164.75059769 +2019-12-21 03:00:00,7163.52,7175.64,7175.64,7164.69,71.91895335 +2019-12-21 02:00:00,7164.56,7179.7,7165.52,7175.64,85.11296555 +2019-12-21 01:00:00,7155.01,7176.6,7171.05,7165.57,114.32559512 +2019-12-21 00:00:00,7162.0,7190.0,7190.0,7171.05,167.29751861 +2019-12-20 23:00:00,7175.51,7190.0,7187.61,7190.0,118.97719345 +2019-12-20 22:00:00,7177.0,7205.17,7197.0,7188.03,239.89091131 +2019-12-20 21:00:00,7187.05,7207.35,7207.34,7197.0,261.68590805 +2019-12-20 20:00:00,7186.58,7220.0,7189.09,7207.35,330.84343445 +2019-12-20 19:00:00,7182.59,7206.44,7190.99,7189.1,217.79445765 +2019-12-20 18:00:00,7168.44,7208.86,7176.66,7190.99,489.17278833 +2019-12-20 17:00:00,7145.43,7189.55,7160.89,7176.66,339.65667979 +2019-12-20 16:00:00,7126.64,7164.0,7150.96,7160.9,415.53911831 +2019-12-20 15:00:00,7140.0,7216.04,7197.71,7150.96,326.519141 +2019-12-20 14:00:00,7150.0,7200.0,7180.01,7197.72,360.63866597 +2019-12-20 13:00:00,7162.82,7185.26,7182.86,7180.0,192.06153256 +2019-12-20 12:00:00,7132.39,7190.97,7142.01,7182.87,480.44502117 +2019-12-20 11:00:00,7129.85,7153.0,7136.15,7142.01,112.40255718 +2019-12-20 10:00:00,7123.0,7140.49,7126.73,7136.15,137.91764958 +2019-12-20 09:00:00,7122.26,7149.8,7128.16,7126.73,93.18559872 +2019-12-20 08:00:00,7093.75,7168.48,7141.6,7128.16,222.58351105 +2019-12-20 07:00:00,7106.3,7152.0,7106.31,7141.6,159.75733689 +2019-12-20 06:00:00,7073.66,7122.49,7085.9,7106.34,219.59342067 +2019-12-20 05:00:00,7085.0,7131.83,7120.79,7085.9,336.3692125 +2019-12-20 04:00:00,7120.0,7134.15,7125.53,7120.79,116.47827133 +2019-12-20 03:00:00,7115.0,7135.28,7118.19,7125.53,104.08711542 +2019-12-20 02:00:00,7092.07,7131.95,7097.48,7118.19,184.27013928 +2019-12-20 01:00:00,7088.77,7125.05,7118.0,7097.48,212.20183789 +2019-12-20 00:00:00,7080.0,7156.01,7149.13,7118.0,348.15539732 +2019-12-19 23:00:00,7140.0,7159.73,7152.8,7149.12,224.16286517 +2019-12-19 22:00:00,7127.44,7159.81,7154.01,7152.8,239.02135316 +2019-12-19 21:00:00,7130.0,7166.25,7148.48,7154.0,195.72865328 +2019-12-19 20:00:00,7131.88,7180.0,7177.0,7148.05,224.35551922 +2019-12-19 19:00:00,7140.0,7179.0,7152.06,7177.01,214.62648873 +2019-12-19 18:00:00,7113.34,7164.76,7125.99,7152.06,266.397385 +2019-12-19 17:00:00,7107.0,7150.0,7131.04,7125.52,386.83609728 +2019-12-19 16:00:00,7115.0,7167.61,7136.0,7131.05,420.83225571 +2019-12-19 15:00:00,7110.02,7170.34,7117.43,7136.01,337.63937251 +2019-12-19 14:00:00,7067.0,7118.71,7079.12,7117.42,423.34456391 +2019-12-19 13:00:00,7061.47,7227.48,7181.3,7079.13,753.86311434 +2019-12-19 12:00:00,7137.13,7215.51,7142.68,7181.3,606.67334023 +2019-12-19 11:00:00,7121.16,7169.27,7149.73,7142.68,147.65787428 +2019-12-19 10:00:00,7113.66,7189.02,7113.66,7149.72,323.83615186 +2019-12-19 09:00:00,7044.45,7148.42,7076.97,7114.5,419.57026957 +2019-12-19 08:00:00,7073.27,7110.16,7089.69,7076.98,367.4547516 +2019-12-19 07:00:00,7087.0,7135.44,7127.12,7089.68,351.15668611 +2019-12-19 06:00:00,7125.0,7165.91,7153.52,7127.12,283.26077281 +2019-12-19 05:00:00,7115.28,7165.91,7140.76,7153.52,413.27269691 +2019-12-19 04:00:00,7135.59,7165.42,7165.42,7140.76,231.38385777 +2019-12-19 03:00:00,7156.24,7179.13,7157.95,7165.41,206.26574841 +2019-12-19 02:00:00,7140.11,7194.05,7170.01,7157.95,314.66558548 +2019-12-19 01:00:00,7135.0,7255.15,7251.0,7170.01,1722.18116309 +2019-12-19 00:00:00,7216.99,7371.7,7288.05,7251.0,1428.92074942 +2019-12-18 23:00:00,7242.1,7448.24,7436.99,7285.53,1509.77933883 +2019-12-18 22:00:00,7126.77,7445.0,7129.99,7445.0,1351.5859367 +2019-12-18 21:00:00,7115.73,7205.0,7119.42,7130.0,1038.61911635 +2019-12-18 20:00:00,6950.0,7232.63,6962.51,7120.08,4088.14237353 +2019-12-18 19:00:00,6860.39,6968.99,6868.07,6962.5,1142.03905105 +2019-12-18 18:00:00,6827.13,6881.16,6866.3,6868.07,404.27915673 +2019-12-18 17:00:00,6835.17,6919.2,6886.04,6866.3,734.5518458 +2019-12-18 16:00:00,6777.8,6922.18,6831.03,6886.03,1501.7271449 +2019-12-18 15:00:00,6698.66,6870.0,6698.66,6831.03,2032.5797362 +2019-12-18 14:00:00,6638.92,6731.43,6675.96,6699.87,1110.87182515 +2020-01-12 13:00:00,8117.37,8164.71,8131.01,8162.86,134.7855538 +2020-01-12 12:00:00,8103.9,8148.31,8103.9,8131.01,120.64757664 +2020-01-12 11:00:00,8101.03,8125.9,8118.53,8103.9,32.63908376 +2020-01-12 10:00:00,8092.9,8135.25,8127.99,8118.53,53.45997408 +2020-01-12 09:00:00,8117.84,8154.0,8134.03,8128.0,124.73238324 +2020-01-12 08:00:00,8082.06,8140.0,8092.82,8134.03,84.99471714 +2020-01-12 07:00:00,8078.79,8104.21,8081.63,8092.94,74.82971527 +2020-01-12 06:00:00,8081.62,8149.49,8101.53,8081.63,178.74605682 +2020-01-12 05:00:00,8067.07,8102.91,8067.07,8101.53,75.63972863 +2020-01-12 04:00:00,8062.94,8100.0,8088.19,8066.52,126.19607064 +2020-01-12 03:00:00,8060.04,8106.7,8091.72,8088.19,80.28231206 +2020-01-12 02:00:00,8050.0,8106.19,8062.95,8091.52,134.78670249 +2020-01-12 01:00:00,8034.99,8087.5,8062.48,8063.76,123.95461716 +2020-01-12 00:00:00,7963.25,8073.09,8017.47,8062.66,614.66012948 +2020-01-11 23:00:00,8000.01,8077.85,8076.25,8020.0,468.03865219 +2020-01-11 22:00:00,8023.59,8103.47,8101.99,8073.78,588.37999454 +2020-01-11 21:00:00,8053.0,8290.0,8160.9,8101.99,825.52632812 +2020-01-11 20:00:00,8141.93,8184.14,8148.4,8163.15,224.96784717 +2020-01-11 19:00:00,8134.67,8174.17,8162.13,8150.02,168.9100754 +2020-01-11 18:00:00,8123.69,8185.67,8155.75,8162.14,311.00068219 +2020-01-11 17:00:00,8150.03,8225.09,8168.75,8155.75,497.61570184 +2020-01-11 16:00:00,8061.56,8175.0,8092.6,8168.83,338.12166062 +2020-01-11 15:00:00,8050.0,8095.33,8050.01,8092.61,235.62193157 +2020-01-11 14:00:00,8050.0,8112.32,8085.41,8050.0,156.29897386 +2020-01-11 13:00:00,8047.37,8098.22,8054.88,8085.41,124.42792651 +2020-01-11 12:00:00,8017.12,8065.21,8037.0,8052.3,107.84580004 +2020-01-11 11:00:00,8011.56,8071.09,8050.43,8037.0,232.01381284 +2020-01-11 10:00:00,8045.67,8110.95,8110.95,8050.94,71.11516828 +2020-01-11 09:00:00,8054.64,8122.0,8054.66,8109.53,78.91111363 +2020-01-11 08:00:00,8038.0,8097.65,8073.13,8054.66,99.25310333 +2020-01-11 07:00:00,8061.43,8145.61,8115.21,8074.79,111.12489181 +2020-01-11 06:00:00,8063.1,8130.67,8086.54,8115.2,159.07904505 +2020-01-11 05:00:00,8048.53,8116.09,8116.09,8086.54,497.11256845 +2020-01-11 04:00:00,8103.36,8178.67,8158.61,8116.09,276.87005197 +2020-01-11 03:00:00,8135.0,8206.44,8206.0,8159.83,349.85316272 +2020-01-11 02:00:00,8159.07,8213.86,8206.02,8206.44,399.39033539 +2020-01-11 01:00:00,8170.68,8262.78,8172.74,8206.02,694.80310249 +2020-01-11 00:00:00,8133.44,8205.0,8198.09,8170.55,541.08686268 +2020-01-10 23:00:00,8066.09,8199.77,8092.43,8198.09,730.08879483 +2020-01-10 22:00:00,7985.0,8102.58,8046.48,8092.47,450.85200881 +2020-01-10 21:00:00,8023.87,8133.67,8074.48,8046.47,793.7861111 +2020-01-10 20:00:00,8041.08,8100.0,8065.51,8074.88,393.77543961 +2020-01-10 19:00:00,7975.0,8130.0,8023.42,8065.5,883.42150497 +2020-01-10 18:00:00,7964.24,8109.73,7964.24,8023.42,1030.40994258 +2020-01-10 17:00:00,7912.15,7974.9,7950.88,7964.24,400.02953004 +2020-01-10 16:00:00,7930.95,8132.01,8058.88,7952.9,1306.55042887 +2020-01-10 15:00:00,7947.0,8094.18,7971.71,8058.59,1328.73800409 +2020-01-10 14:00:00,7845.01,7977.35,7859.95,7973.24,985.24983729 +2020-01-10 13:00:00,7857.97,7936.46,7885.32,7862.38,426.0826003 +2020-01-10 12:00:00,7797.84,7887.72,7831.01,7885.53,304.31047197 +2020-01-10 11:00:00,7762.94,7846.13,7763.57,7831.0,423.95403804 +2020-01-10 10:00:00,7671.0,7771.02,7714.82,7763.57,523.22401501 +2020-01-10 09:00:00,7687.75,7741.73,7700.6,7714.82,260.61469446 +2020-01-10 08:00:00,7678.0,7735.58,7735.58,7698.01,517.01479744 +2020-01-10 07:00:00,7711.01,7739.71,7733.39,7735.58,705.36732352 +2020-01-10 06:00:00,7711.22,7766.56,7735.84,7733.4,440.91530552 +2020-01-10 05:00:00,7721.12,7786.01,7786.01,7737.42,343.96016264 +2020-01-10 04:00:00,7757.93,7806.78,7805.85,7786.01,244.69867285 +2020-01-10 03:00:00,7763.96,7811.9,7791.65,7805.71,190.93189411 +2020-01-10 02:00:00,7787.66,7816.76,7794.99,7791.74,218.50901278 +2020-01-10 01:00:00,7780.84,7833.79,7815.36,7794.99,262.35093644 +2020-01-10 00:00:00,7809.51,7845.69,7813.78,7814.61,254.86298511 +2020-01-09 23:00:00,7784.64,7827.65,7804.99,7813.78,223.87923113 +2020-01-09 22:00:00,7784.99,7870.03,7785.0,7804.99,321.04372489 +2020-01-09 21:00:00,7744.48,7840.0,7809.15,7785.0,792.08760372 +2020-01-09 20:00:00,7800.0,7995.72,7915.65,7815.09,1278.98946158 +2020-01-09 19:00:00,7809.12,7950.0,7810.34,7916.51,666.94300806 +2020-01-09 18:00:00,7782.57,7825.5,7790.97,7810.34,283.16712832 +2020-01-09 17:00:00,7777.0,7842.69,7816.22,7790.97,549.72019915 +2020-01-09 16:00:00,7803.28,7916.31,7899.5,7816.23,701.77145154 +2020-01-09 15:00:00,7879.16,7925.0,7880.04,7899.51,336.07984304 +2020-01-09 14:00:00,7871.2,7913.65,7889.99,7879.15,327.54990178 +2020-01-09 13:00:00,7885.11,7943.2,7893.72,7890.0,376.20015725 +2020-01-09 12:00:00,7865.03,7908.96,7873.05,7893.71,120.78243069 +2020-01-09 11:00:00,7852.58,7897.4,7887.73,7873.05,174.40771147 +2020-01-09 10:00:00,7856.31,7934.82,7869.41,7885.33,191.88383875 +2020-01-09 09:00:00,7856.36,7934.15,7934.15,7869.41,437.88043203 +2020-01-09 08:00:00,7917.29,7953.57,7946.02,7934.15,101.00584087 +2020-01-09 07:00:00,7908.7,7966.99,7910.61,7946.77,177.86505998 +2020-01-09 06:00:00,7902.24,7946.88,7939.85,7910.6,299.35246133 +2020-01-09 05:00:00,7930.0,7966.49,7966.48,7939.85,196.6482802 +2020-01-09 04:00:00,7927.29,7974.97,7948.26,7966.48,275.88164548 +2020-01-09 03:00:00,7931.92,7986.55,7975.01,7948.25,444.17810823 +2020-01-09 02:00:00,7974.63,8016.07,7995.0,7975.0,263.77629095 +2020-01-09 01:00:00,7946.94,8029.34,7949.72,7993.0,261.44568365 +2020-01-09 00:00:00,7927.27,8048.67,8047.75,7949.72,675.12034375 +2020-01-08 23:00:00,8024.22,8112.93,8067.31,8045.51,481.63620826 +2020-01-08 22:00:00,7975.8,8091.16,8003.92,8067.31,506.38416721 +2020-01-08 21:00:00,7951.06,8041.75,8041.75,8001.0,782.38672231 +2020-01-08 20:00:00,7845.0,8050.0,7961.19,8043.55,2308.3180583 +2020-01-08 19:00:00,7960.0,8060.87,8046.59,7961.19,1079.39201391 +2020-01-08 18:00:00,8030.0,8090.94,8076.79,8046.59,648.22955203 +2020-01-08 17:00:00,8008.88,8123.24,8115.0,8080.18,1516.4686706 +2020-01-08 16:00:00,8060.0,8332.49,8302.17,8115.0,3050.34390896 +2020-01-08 15:00:00,8233.0,8357.69,8308.52,8301.04,692.27164594 +2020-01-08 14:00:00,8202.57,8384.49,8384.48,8307.33,1044.39648822 +2020-01-08 13:00:00,8220.24,8416.2,8280.52,8384.48,1145.69103322 +2020-01-08 12:00:00,8276.16,8347.69,8337.41,8281.89,524.71664985 +2020-01-08 11:00:00,8332.02,8374.88,8339.03,8334.8,199.07393618 +2020-01-08 10:00:00,8288.19,8362.61,8297.91,8334.79,315.24070926 +2020-01-08 09:00:00,8276.5,8318.38,8312.55,8295.45,153.42354722 +2020-01-08 08:00:00,8268.1,8327.96,8299.01,8312.54,215.49739227 +2020-01-08 07:00:00,8281.19,8342.95,8337.65,8300.13,247.49500556 +2020-01-08 06:00:00,8320.0,8361.48,8334.47,8338.22,288.64159223 +2020-01-08 05:00:00,8306.92,8377.56,8343.68,8335.09,432.46970524 +2020-01-08 04:00:00,8282.82,8355.0,8302.99,8345.48,422.85803186 +2020-01-08 03:00:00,8251.63,8339.95,8278.26,8303.0,812.32433011 +2020-01-08 02:00:00,8251.76,8432.75,8377.65,8282.26,1236.68367492 +2020-01-08 01:00:00,8350.0,8467.83,8444.53,8377.06,1402.07806205 +2020-01-08 00:00:00,8157.71,8469.39,8160.01,8447.12,4421.65422424 +2020-01-07 23:00:00,8027.0,8216.0,8045.0,8158.52,1363.57100971 +2020-01-07 22:00:00,7965.01,8067.2,8022.1,8045.0,807.84561406 +2020-01-07 21:00:00,8007.29,8195.0,8168.53,8022.11,1606.67367143 +2020-01-07 20:00:00,8051.24,8184.2,8081.66,8168.53,1119.54971187 +2020-01-07 19:00:00,8040.93,8119.7,8043.41,8081.67,947.16537499 +2020-01-07 18:00:00,7923.09,8134.82,7942.58,8046.05,2407.48444907 +2020-01-07 17:00:00,7875.93,7956.82,7915.01,7942.58,566.11201942 +2020-01-07 16:00:00,7723.0,7941.7,7766.06,7915.0,1242.66946252 +2020-01-07 15:00:00,7743.5,7851.4,7850.0,7766.06,1064.77867963 +2020-01-07 14:00:00,7839.44,7883.89,7847.78,7850.0,679.40344792 +2020-01-07 13:00:00,7812.15,7869.93,7869.92,7847.78,431.34115926 +2020-01-07 12:00:00,7847.11,7913.21,7893.15,7871.09,430.32889302 +2020-01-07 11:00:00,7882.06,7966.16,7885.78,7893.61,432.34565871 +2020-01-07 10:00:00,7856.75,7885.78,7856.75,7885.78,78.33037816 +2020-01-07 09:00:00,7856.74,7880.52,7880.52,7856.75,55.06607889 +2020-01-07 08:00:00,7869.73,7900.0,7878.65,7880.52,112.3094976 +2020-01-07 07:00:00,7860.83,7892.2,7873.5,7878.65,146.92213338 +2020-01-07 06:00:00,7862.3,7879.07,7877.17,7874.41,117.01740073 +2020-01-07 05:00:00,7838.53,7882.83,7844.51,7877.17,280.89147573 +2020-01-07 04:00:00,7820.91,7906.0,7897.83,7844.51,602.58478473 +2020-01-07 03:00:00,7889.2,7918.29,7899.9,7897.83,494.95659344 +2020-01-07 02:00:00,7897.09,7940.23,7907.47,7899.74,494.46929008 +2020-01-07 01:00:00,7865.62,7932.56,7890.0,7906.52,803.29005827 +2020-01-07 00:00:00,7764.63,8000.0,7764.63,7889.99,3572.35070256 +2020-01-06 23:00:00,7700.06,7805.0,7716.54,7764.63,1247.06815019 +2020-01-06 22:00:00,7575.65,7758.0,7576.79,7711.03,1659.0045615 +2020-01-06 21:00:00,7544.98,7606.8,7544.98,7576.79,784.67315291 +2020-01-06 20:00:00,7531.94,7549.99,7536.6,7544.98,287.97223675 +2020-01-06 19:00:00,7516.88,7544.42,7526.6,7536.6,355.0071989 +2020-01-06 18:00:00,7523.15,7553.0,7552.77,7527.07,282.30112748 +2020-01-06 17:00:00,7518.87,7554.86,7521.04,7552.76,555.84225949 +2020-01-06 16:00:00,7505.89,7540.63,7515.91,7523.46,479.72944399 +2020-01-06 15:00:00,7510.8,7546.11,7541.82,7516.84,594.51630522 +2020-01-06 14:00:00,7499.99,7549.99,7522.19,7541.83,312.89738434 +2020-01-06 13:00:00,7484.65,7615.68,7554.34,7522.17,746.75493958 +2020-01-06 12:00:00,7529.86,7558.01,7536.29,7554.33,157.59568672 +2020-01-06 11:00:00,7520.04,7572.2,7553.33,7536.29,143.17708775 +2020-01-06 10:00:00,7528.89,7567.5,7543.25,7553.33,163.62897147 +2020-01-06 09:00:00,7506.8,7545.0,7543.42,7541.44,124.25538914 +2020-01-06 08:00:00,7503.55,7545.0,7503.56,7542.19,125.44044887 +2020-01-06 07:00:00,7503.56,7520.9,7510.83,7503.56,92.61033341 +2020-01-06 06:00:00,7507.37,7528.79,7528.76,7509.77,205.15390587 +2020-01-06 05:00:00,7498.6,7535.0,7527.84,7528.7,262.68979758 +2020-01-06 04:00:00,7516.07,7550.0,7538.99,7527.87,271.92848341 +2020-01-06 03:00:00,7478.33,7580.0,7547.86,7540.16,747.88959823 +2020-01-06 02:00:00,7412.88,7562.82,7416.09,7547.86,1613.97002765 +2020-01-06 01:00:00,7361.64,7416.17,7372.93,7416.1,335.90121618 +2020-01-06 00:00:00,7343.17,7377.45,7355.4,7372.97,220.42447508 +2020-01-05 23:00:00,7312.22,7357.04,7348.06,7355.4,233.65030285 +2020-01-05 22:00:00,7316.0,7375.0,7355.79,7348.07,358.42004248 +2020-01-05 21:00:00,7356.82,7430.08,7428.71,7356.82,369.2918162 +2020-01-05 20:00:00,7422.41,7439.15,7439.15,7428.7,123.13827967 +2020-01-05 19:00:00,7422.94,7443.86,7432.08,7439.16,141.58289513 +2020-01-05 18:00:00,7419.2,7463.0,7461.17,7432.09,179.07987117 +2020-01-05 17:00:00,7444.33,7464.12,7457.1,7461.16,163.62484744 +2020-01-05 16:00:00,7450.0,7479.52,7459.97,7455.99,168.39993767 +2020-01-05 15:00:00,7428.09,7472.51,7430.77,7459.97,141.87501411 +2020-01-05 14:00:00,7425.35,7442.92,7431.11,7431.21,44.58663678 +2020-01-05 13:00:00,7411.11,7460.03,7457.32,7430.68,142.53143445 +2020-01-05 12:00:00,7423.42,7457.32,7423.85,7457.32,77.83077072 +2020-01-05 11:00:00,7409.46,7441.25,7413.89,7423.92,71.87626338 +2020-01-05 10:00:00,7404.95,7431.33,7425.1,7413.9,29.14557055 +2020-01-05 09:00:00,7396.36,7435.0,7426.41,7425.11,219.46435362 +2020-01-05 08:00:00,7413.91,7475.0,7468.28,7426.38,230.68313579 +2020-01-05 07:00:00,7446.57,7473.78,7461.65,7468.22,226.14532625 +2020-01-05 06:00:00,7442.06,7478.24,7454.8,7461.65,415.97293508 +2020-01-05 05:00:00,7440.65,7459.65,7447.56,7454.73,153.15832274 +2020-01-05 04:00:00,7441.33,7488.87,7470.9,7447.56,302.85806188 +2020-01-05 03:00:00,7438.08,7474.0,7438.75,7471.82,213.15908352 +2020-01-05 02:00:00,7425.0,7483.28,7451.0,7438.05,402.96988062 +2020-01-05 01:00:00,7368.75,7471.52,7368.75,7451.01,1181.71899359 +2020-01-05 00:00:00,7348.62,7384.37,7348.63,7368.94,350.85117005 +2020-01-04 23:00:00,7326.69,7350.0,7346.38,7348.63,192.36499314 +2020-01-04 22:00:00,7334.09,7354.23,7343.98,7346.37,168.07933972 +2020-01-04 21:00:00,7322.23,7358.51,7333.01,7344.84,266.71684156 +2020-01-04 20:00:00,7304.43,7339.78,7324.2,7333.01,272.61035774 +2020-01-04 19:00:00,7275.01,7342.75,7291.41,7322.54,412.77298102 +2020-01-04 18:00:00,7263.32,7398.0,7339.31,7291.42,1058.75038641 +2020-01-04 17:00:00,7295.75,7339.31,7297.64,7339.3,179.05437675 +2020-01-04 16:00:00,7285.02,7313.79,7306.12,7297.65,148.6677214 +2020-01-04 15:00:00,7293.6,7317.58,7304.86,7306.11,176.79893336 +2020-01-04 14:00:00,7281.9,7310.75,7287.83,7304.85,120.76563707 +2020-01-04 13:00:00,7280.5,7312.54,7299.95,7287.85,150.30265332 +2020-01-04 12:00:00,7295.0,7328.18,7326.61,7299.94,80.90483671 +2020-01-04 11:00:00,7292.02,7328.74,7304.11,7326.61,56.34765261 +2020-01-04 10:00:00,7296.81,7357.39,7351.67,7304.74,96.14874537 +2020-01-04 09:00:00,7332.14,7355.23,7339.13,7351.67,103.5712781 +2020-01-04 08:00:00,7327.16,7352.04,7343.16,7339.13,101.13121362 +2020-01-04 07:00:00,7322.27,7354.98,7349.54,7343.16,89.42901598 +2020-01-04 06:00:00,7330.57,7354.72,7333.95,7349.54,113.68026266 +2020-01-04 05:00:00,7320.0,7359.99,7326.86,7333.94,213.56898291 +2020-01-04 04:00:00,7302.78,7330.0,7323.6,7326.97,89.42103635 +2020-01-04 03:00:00,7311.29,7332.89,7320.68,7323.57,148.11330622 +2020-01-04 02:00:00,7290.09,7320.98,7303.07,7320.68,94.49726129 +2020-01-04 01:00:00,7277.34,7304.55,7302.43,7303.07,187.44033035 +2020-01-04 00:00:00,7284.15,7339.99,7334.45,7302.44,221.32806623 +2020-01-03 23:00:00,7288.99,7334.45,7293.9,7334.45,344.91168221 +2020-01-03 22:00:00,7250.0,7309.75,7269.3,7294.72,479.78004426 +2020-01-03 21:00:00,7259.0,7326.85,7308.25,7269.3,458.90332121 +2020-01-03 20:00:00,7293.7,7349.44,7330.9,7308.25,444.92422777 +2020-01-03 19:00:00,7276.14,7341.53,7334.39,7330.91,473.99011501 +2020-01-03 18:00:00,7330.0,7363.28,7353.04,7334.38,407.71630268 +2020-01-03 17:00:00,7330.0,7400.0,7386.74,7353.04,514.58293231 +2020-01-03 16:00:00,7291.42,7401.2,7315.02,7386.74,1229.5309057 +2020-01-03 15:00:00,7245.0,7319.83,7245.0,7313.23,636.68868872 +2020-01-03 14:00:00,7227.78,7347.29,7342.19,7245.0,885.42430268 +2020-01-03 13:00:00,7306.5,7369.61,7316.3,7342.88,329.31686069 +2020-01-03 12:00:00,7296.05,7339.31,7327.64,7316.31,438.36713025 +2020-01-03 11:00:00,7296.09,7333.77,7301.15,7327.64,504.61979387 +2020-01-03 10:00:00,7276.77,7361.7,7337.67,7301.15,427.04173693 +2020-01-03 09:00:00,7252.56,7347.36,7255.86,7337.53,678.76846687 +2020-01-03 08:00:00,7186.59,7287.52,7186.59,7255.9,466.90773101 +2020-01-03 07:00:00,7176.07,7220.0,7193.14,7184.66,526.39958097 +2020-01-03 06:00:00,7181.35,7209.94,7203.04,7193.14,377.32931399 +2020-01-03 05:00:00,7151.79,7235.94,7194.79,7203.04,621.34774945 +2020-01-03 04:00:00,6937.61,7281.24,6937.61,7194.79,2312.60884673 +2020-01-03 03:00:00,6925.61,6947.64,6938.93,6937.61,179.84355856 +2020-01-03 02:00:00,6854.67,6945.4,6869.45,6938.93,442.92750511 +2020-01-03 01:00:00,6864.0,6927.58,6919.01,6869.45,520.71391049 +2020-01-03 00:00:00,6903.09,6945.03,6945.02,6919.01,353.74767742 +2020-01-02 23:00:00,6936.69,6957.0,6955.62,6945.02,300.75130899 +2020-01-02 22:00:00,6943.33,6958.0,6957.98,6955.62,188.58460916 +2020-01-02 21:00:00,6926.16,6967.14,6927.24,6957.97,268.98089312 +2020-01-02 20:00:00,6924.75,6965.01,6965.0,6927.24,316.31984846 +2020-01-02 19:00:00,6937.82,6976.17,6955.01,6965.0,306.98121211 +2020-01-02 18:00:00,6927.13,6968.22,6942.4,6955.01,578.86768208 +2020-01-02 17:00:00,6903.0,7027.01,7027.01,6942.4,2348.88771903 +2020-01-02 16:00:00,7011.3,7125.0,7111.69,7027.01,824.47920444 +2020-01-02 15:00:00,7095.5,7130.0,7114.12,7111.72,184.64441275 +2020-01-02 14:00:00,7099.03,7137.23,7107.85,7114.12,187.17203792 +2020-01-02 13:00:00,7081.03,7139.97,7132.72,7107.87,259.61025798 +2020-01-02 12:00:00,7117.78,7140.81,7117.78,7132.72,97.37740858 +2020-01-02 11:00:00,7120.0,7141.68,7136.88,7120.0,60.22409994 +2020-01-02 10:00:00,7132.28,7156.65,7132.48,7136.88,92.77181797 +2020-01-02 09:00:00,7108.52,7132.48,7122.49,7132.48,42.30981084 +2020-01-02 08:00:00,7075.0,7122.5,7075.04,7122.05,131.46789789 +2020-01-02 07:00:00,7074.09,7109.32,7103.45,7077.45,319.47617746 +2020-01-02 06:00:00,7091.1,7119.97,7108.04,7104.32,128.22574701 +2020-01-02 05:00:00,7101.48,7123.71,7112.11,7108.03,108.03915924 +2020-01-02 04:00:00,7089.0,7129.77,7098.87,7110.98,258.25134995 +2020-01-02 03:00:00,7096.61,7141.11,7141.11,7098.88,380.89996504 +2020-01-02 02:00:00,7125.0,7165.74,7165.74,7141.11,344.74459494 +2020-01-02 01:00:00,7157.15,7182.0,7181.99,7165.75,189.81934306 +2020-01-02 00:00:00,7160.0,7186.18,7174.33,7181.99,92.04082952 +2020-01-01 23:00:00,7150.0,7177.58,7177.01,7174.33,149.04858016 +2020-01-01 22:00:00,7163.91,7217.0,7216.2,7177.01,198.44105178 +2020-01-01 21:00:00,7204.53,7222.6,7215.85,7216.34,140.19214355 +2020-01-01 20:00:00,7200.0,7221.92,7207.06,7215.85,90.85722726 +2020-01-01 19:00:00,7199.61,7218.31,7218.3,7207.07,167.18158325 +2020-01-01 18:00:00,7205.69,7229.37,7218.0,7218.3,222.31596403 +2020-01-01 17:00:00,7204.96,7231.27,7224.99,7218.01,124.52960211 +2020-01-01 16:00:00,7195.02,7225.0,7213.34,7223.86,162.05030952 +2020-01-01 15:00:00,7196.43,7238.14,7199.03,7214.31,198.12448662 +2020-01-01 14:00:00,7188.91,7215.0,7200.01,7199.03,78.08757791 +2020-01-01 13:00:00,7197.93,7210.84,7206.82,7200.4,60.01184369 +2020-01-01 12:00:00,7174.27,7206.82,7174.27,7206.82,63.82391835 +2020-01-01 11:00:00,7168.45,7215.0,7182.33,7174.26,120.12520738 +2020-01-01 10:00:00,7170.01,7187.55,7170.01,7182.33,31.27827458 +2020-01-01 09:00:00,7170.01,7189.53,7181.99,7170.01,53.71043183 +2020-01-01 08:00:00,7158.19,7185.91,7185.9,7181.99,71.49745551 +2020-01-01 07:00:00,7175.0,7209.15,7201.3,7185.91,53.59980251 +2020-01-01 06:00:00,7197.31,7207.87,7197.31,7201.46,131.51899975 +2020-01-01 05:00:00,7183.85,7199.0,7186.4,7197.31,120.59609582 +2020-01-01 04:00:00,7183.85,7200.62,7196.99,7186.41,205.90872906 +2020-01-01 03:00:00,7193.34,7217.0,7217.0,7196.98,234.73978059 +2020-01-01 02:00:00,7191.44,7218.42,7194.52,7217.0,189.93790294 +2020-01-01 01:00:00,7147.18,7204.94,7149.26,7194.52,232.20326873 +2020-01-01 00:00:00,7136.05,7165.72,7165.72,7150.35,250.84981195 +2019-12-31 23:00:00,7157.12,7178.01,7178.0,7165.72,359.45526615 +2019-12-31 22:00:00,7148.0,7179.99,7157.95,7178.01,401.4083041 +2019-12-31 21:00:00,7141.04,7158.97,7145.0,7157.95,216.37755308 +2019-12-31 20:00:00,7133.6,7163.85,7143.88,7145.0,428.30488183 +2019-12-31 19:00:00,7128.83,7155.0,7141.32,7143.88,400.11072586 +2019-12-31 18:00:00,7111.0,7148.29,7136.23,7140.77,646.71862612 +2019-12-31 17:00:00,7121.0,7189.38,7185.5,7136.23,459.33105803 +2019-12-31 16:00:00,7162.77,7198.99,7171.52,7186.14,259.29976768 +2019-12-31 15:00:00,7165.39,7228.79,7211.9,7171.52,644.56457474 +2019-12-31 14:00:00,7199.73,7298.67,7217.7,7211.99,603.20666202 +2019-12-31 13:00:00,7217.04,7234.01,7226.8,7220.1,147.63956108 +2019-12-31 12:00:00,7202.82,7227.54,7222.01,7226.81,144.88502188 +2019-12-31 11:00:00,7214.43,7234.84,7217.12,7222.0,43.63343059 +2019-12-31 10:00:00,7195.25,7232.75,7208.11,7217.12,93.08783009 +2019-12-31 09:00:00,7194.08,7216.85,7205.96,7209.17,67.24058825 +2019-12-31 08:00:00,7202.03,7227.57,7227.37,7205.96,81.55247358 +2019-12-31 07:00:00,7214.87,7231.34,7220.6,7227.38,99.2182286 +2019-12-31 06:00:00,7217.0,7238.53,7238.53,7220.6,101.9450146 +2019-12-31 05:00:00,7215.97,7245.0,7217.31,7238.53,324.50729838 +2019-12-31 04:00:00,7200.2,7236.3,7209.73,7217.31,317.46119157 +2019-12-31 03:00:00,7201.0,7220.98,7215.0,7209.72,173.70060054 +2019-12-31 02:00:00,7203.5,7238.54,7237.49,7215.0,155.16361382 +2020-01-25 01:00:00,8252.73,8316.03,8297.57,8271.1,427.3831713 +2020-01-25 00:00:00,8291.62,8437.76,8427.58,8297.57,509.67108091 +2020-01-24 23:00:00,8399.29,8455.0,8446.97,8427.26,237.73291339 +2020-01-24 22:00:00,8425.21,8500.0,8497.0,8446.98,273.21442591 +2020-01-24 21:00:00,8459.36,8500.0,8472.66,8497.0,192.2980675 +2020-01-24 20:00:00,8450.58,8505.0,8488.77,8473.65,368.44194888 +2020-01-24 19:00:00,8467.81,8509.99,8475.75,8488.78,432.89965622 +2020-01-24 18:00:00,8459.38,8487.84,8463.14,8474.66,315.61640961 +2020-01-24 17:00:00,8435.71,8469.99,8450.01,8463.14,425.70039589 +2020-01-24 16:00:00,8450.0,8509.55,8494.9,8450.0,751.97785109 +2020-01-24 15:00:00,8426.29,8499.99,8451.0,8490.92,553.38192604 +2020-01-24 14:00:00,8427.15,8484.82,8446.36,8451.01,358.4792499 +2020-01-24 13:00:00,8400.06,8460.93,8419.99,8448.89,257.10736153 +2020-01-24 12:00:00,8350.84,8429.94,8384.74,8416.88,604.26605038 +2020-01-24 11:00:00,8220.0,8390.02,8225.33,8384.74,665.01329423 +2020-01-24 10:00:00,8216.71,8290.0,8242.0,8225.34,282.66357548 +2020-01-24 09:00:00,8241.0,8315.72,8308.39,8244.24,373.78897442 +2020-01-24 08:00:00,8300.0,8322.76,8318.4,8308.39,101.75454392 +2020-01-24 07:00:00,8290.0,8338.0,8330.36,8318.38,356.04468834 +2020-01-24 06:00:00,8303.21,8333.95,8305.49,8331.04,114.05513596 +2020-01-24 05:00:00,8288.83,8324.06,8290.51,8303.89,146.12756675 +2020-01-24 04:00:00,8278.06,8333.76,8310.01,8291.35,305.55292408 +2020-01-24 03:00:00,8275.0,8333.75,8286.53,8310.01,462.65771692 +2020-01-24 02:00:00,8267.0,8348.96,8347.33,8288.71,715.15571114 +2020-01-24 01:00:00,8345.0,8400.0,8394.73,8347.34,199.09696678 +2020-01-24 00:00:00,8369.0,8397.37,8385.21,8394.0,141.94056872 +2020-01-23 23:00:00,8336.02,8408.99,8395.0,8385.22,452.29004188 +2020-01-23 22:00:00,8380.0,8426.65,8380.48,8395.01,405.76538857 +2020-01-23 21:00:00,8346.23,8411.3,8352.51,8380.49,573.82589207 +2020-01-23 20:00:00,8320.9,8357.07,8347.0,8352.5,367.15043584 +2020-01-23 19:00:00,8308.94,8350.0,8308.94,8346.45,294.23017125 +2020-01-23 18:00:00,8278.0,8326.03,8296.66,8308.95,676.4862587 +2020-01-23 17:00:00,8290.06,8346.68,8317.58,8296.69,552.45060527 +2020-01-23 16:00:00,8292.01,8341.63,8332.01,8317.58,465.7428718 +2020-01-23 15:00:00,8311.32,8362.9,8330.56,8332.01,727.78071042 +2020-01-23 14:00:00,8288.88,8353.35,8316.2,8328.63,759.79212781 +2020-01-23 13:00:00,8295.68,8385.58,8385.57,8316.19,808.90803523 +2020-01-23 12:00:00,8350.0,8450.02,8389.94,8385.58,832.50893469 +2020-01-23 11:00:00,8380.82,8439.0,8415.99,8391.87,265.86579922 +2020-01-23 10:00:00,8379.0,8429.12,8411.33,8415.76,462.49701158 +2020-01-23 09:00:00,8404.01,8485.69,8482.88,8412.09,737.32980522 +2020-01-23 08:00:00,8480.0,8590.11,8551.28,8480.0,415.85784176 +2020-01-23 07:00:00,8472.37,8567.0,8500.23,8551.29,461.01363721 +2020-01-23 06:00:00,8476.49,8539.29,8523.87,8502.38,259.72626942 +2020-01-23 05:00:00,8458.0,8557.85,8557.85,8523.86,1100.38040049 +2020-01-23 04:00:00,8545.36,8571.29,8561.97,8558.92,191.44073118 +2020-01-23 03:00:00,8553.0,8578.88,8572.89,8561.97,286.45829787 +2020-01-23 02:00:00,8539.0,8588.11,8571.55,8573.98,503.38383375 +2020-01-23 01:00:00,8571.54,8637.36,8634.33,8571.54,356.33809277 +2020-01-23 00:00:00,8616.15,8665.0,8660.38,8634.98,249.02171733 +2020-01-22 23:00:00,8631.77,8663.45,8634.17,8660.38,111.0622849 +2020-01-22 22:00:00,8634.16,8650.0,8638.98,8634.17,225.03563982 +2020-01-22 21:00:00,8631.77,8648.23,8644.84,8638.98,155.96705065 +2020-01-22 20:00:00,8629.0,8650.0,8640.63,8644.84,162.95845857 +2020-01-22 19:00:00,8620.01,8646.4,8646.36,8640.61,191.24764267 +2020-01-22 18:00:00,8619.44,8664.43,8664.43,8646.36,288.58103234 +2020-01-22 17:00:00,8640.0,8670.0,8660.93,8664.43,349.22341243 +2020-01-22 16:00:00,8565.0,8685.85,8632.52,8660.98,761.88033398 +2020-01-22 15:00:00,8622.06,8641.42,8629.17,8634.41,164.68096941 +2020-01-22 14:00:00,8614.22,8653.52,8622.49,8629.17,205.25889439 +2020-01-22 13:00:00,8611.05,8650.45,8644.11,8623.57,219.73408182 +2020-01-22 12:00:00,8620.67,8652.66,8637.12,8644.91,109.76214595 +2020-01-22 11:00:00,8601.0,8649.01,8639.86,8637.79,209.18787052 +2020-01-22 10:00:00,8628.69,8662.42,8662.42,8641.17,55.07806608 +2020-01-22 09:00:00,8620.9,8664.99,8653.72,8662.42,185.10756695 +2020-01-22 08:00:00,8631.37,8720.0,8719.45,8653.71,600.62401772 +2020-01-22 07:00:00,8685.0,8791.76,8735.05,8718.75,513.22818891 +2020-01-22 06:00:00,8700.01,8739.0,8700.02,8735.04,88.65473197 +2020-01-22 05:00:00,8698.65,8722.01,8722.01,8700.01,121.51638812 +2020-01-22 04:00:00,8699.01,8722.24,8699.01,8722.0,131.71962178 +2020-01-22 03:00:00,8693.76,8708.49,8695.89,8699.01,112.45268056 +2020-01-22 02:00:00,8685.0,8716.71,8712.01,8695.89,188.82367018 +2020-01-22 01:00:00,8702.0,8730.0,8725.76,8712.01,170.76062531 +2020-01-22 00:00:00,8711.08,8740.0,8722.03,8725.77,158.82423315 +2020-01-21 23:00:00,8705.73,8741.09,8710.68,8722.03,188.30051225 +2020-01-21 22:00:00,8669.06,8722.51,8722.5,8710.23,275.78217902 +2020-01-21 21:00:00,8705.79,8774.31,8705.79,8722.5,597.2231632 +2020-01-21 20:00:00,8511.0,8710.61,8511.02,8705.79,1153.15318989 +2020-01-21 19:00:00,8465.0,8626.0,8611.92,8511.02,1309.92653027 +2020-01-21 18:00:00,8602.13,8637.36,8637.36,8611.92,401.00926405 +2020-01-21 17:00:00,8618.85,8640.0,8631.3,8637.82,251.8877909 +2020-01-21 16:00:00,8609.06,8646.75,8635.02,8631.3,424.45211653 +2020-01-21 15:00:00,8635.0,8670.06,8643.8,8635.02,305.49614421 +2020-01-21 14:00:00,8636.0,8651.01,8651.01,8643.81,147.58819807 +2020-01-21 13:00:00,8638.68,8654.98,8645.18,8651.01,109.7251628 +2020-01-21 12:00:00,8596.85,8652.14,8639.73,8645.37,252.12984091 +2020-01-21 11:00:00,8627.52,8659.65,8641.94,8639.73,66.24531934 +2020-01-21 10:00:00,8591.45,8656.72,8611.79,8641.71,239.3870706 +2020-01-21 09:00:00,8611.7,8643.74,8640.45,8611.8,46.55033282 +2020-01-21 08:00:00,8601.0,8643.74,8617.67,8639.02,179.37010265 +2020-01-21 07:00:00,8605.58,8639.43,8629.05,8617.67,159.41636477 +2020-01-21 06:00:00,8622.61,8647.82,8643.01,8629.05,226.42933444 +2020-01-21 05:00:00,8625.01,8659.95,8656.55,8643.01,163.49175722 +2020-01-21 04:00:00,8648.94,8675.0,8655.32,8656.54,117.38665968 +2020-01-21 03:00:00,8645.22,8664.37,8651.75,8655.33,121.92315328 +2020-01-21 02:00:00,8630.0,8658.98,8634.32,8651.75,141.52359118 +2020-01-21 01:00:00,8615.67,8646.66,8617.78,8634.32,184.46755391 +2020-01-21 00:00:00,8605.0,8646.18,8628.89,8617.77,457.78569846 +2020-01-20 23:00:00,8601.91,8664.44,8645.0,8628.89,338.93854483 +2020-01-20 22:00:00,8640.0,8734.84,8673.52,8645.01,463.46135585 +2020-01-20 21:00:00,8652.0,8674.08,8658.57,8673.52,119.50321619 +2020-01-20 20:00:00,8649.27,8659.98,8659.58,8659.98,98.82511873 +2020-01-20 19:00:00,8645.01,8664.35,8647.35,8656.41,150.96369762 +2020-01-20 18:00:00,8624.16,8675.16,8627.51,8647.19,220.9152875 +2020-01-20 17:00:00,8627.43,8663.16,8659.66,8627.51,245.79425773 +2020-01-20 16:00:00,8640.54,8685.48,8663.5,8659.66,463.12257447 +2020-01-20 15:00:00,8623.99,8667.24,8650.49,8663.5,192.75675192 +2020-01-20 14:00:00,8568.63,8655.98,8592.56,8650.36,329.46402103 +2020-01-20 13:00:00,8504.06,8629.74,8569.87,8594.54,550.51657867 +2020-01-20 12:00:00,8537.37,8622.54,8605.09,8569.88,445.76673449 +2020-01-20 11:00:00,8590.92,8651.65,8644.8,8605.09,142.13937221 +2020-01-20 10:00:00,8630.01,8658.59,8645.99,8644.55,66.30620321 +2020-01-20 09:00:00,8626.38,8656.98,8626.38,8646.0,64.63786538 +2020-01-20 08:00:00,8583.39,8667.0,8648.16,8626.38,189.04637769 +2020-01-20 07:00:00,8632.58,8678.67,8667.11,8648.99,184.27483332 +2020-01-20 06:00:00,8647.06,8668.0,8661.86,8667.12,89.27187881 +2020-01-20 05:00:00,8628.4,8667.94,8628.41,8661.86,122.09231112 +2020-01-20 04:00:00,8622.14,8676.63,8659.37,8628.41,152.27422658 +2020-01-20 03:00:00,8627.98,8659.37,8642.1,8659.37,156.54214548 +2020-01-20 02:00:00,8626.68,8660.6,8642.32,8642.1,205.44464592 +2020-01-20 01:00:00,8625.0,8687.15,8666.0,8642.5,204.93329652 +2020-01-20 00:00:00,8641.21,8725.0,8697.53,8666.0,408.81431858 +2020-01-19 23:00:00,8612.09,8710.57,8629.3,8697.53,367.41482214 +2020-01-19 22:00:00,8477.02,8750.0,8717.99,8629.3,1211.56932552 +2020-01-19 21:00:00,8641.91,8749.99,8643.71,8718.0,419.33913638 +2020-01-19 20:00:00,8625.0,8650.44,8643.86,8643.7,148.72038634 +2020-01-19 19:00:00,8620.0,8649.68,8641.08,8643.86,153.30089536 +2020-01-19 18:00:00,8622.0,8651.08,8645.85,8641.08,307.13108552 +2020-01-19 17:00:00,8615.31,8656.63,8635.0,8645.85,255.09102464 +2020-01-19 16:00:00,8606.28,8662.6,8623.28,8635.0,493.47745867 +2020-01-19 15:00:00,8588.73,8639.9,8613.67,8624.9,299.51495546 +2020-01-19 14:00:00,8595.24,8646.0,8625.02,8613.67,406.95549214 +2020-01-19 13:00:00,8564.94,8637.06,8621.37,8625.25,462.58671083 +2020-01-19 12:00:00,8550.0,8665.62,8665.62,8621.37,1017.67374945 +2020-01-19 11:00:00,8465.0,9030.05,9030.04,8665.62,3974.42688058 +2020-01-19 10:00:00,9030.04,9070.0,9053.56,9030.04,58.931195 +2020-01-19 09:00:00,9046.31,9114.83,9087.96,9055.69,158.32610901 +2020-01-19 08:00:00,9059.03,9102.16,9075.58,9087.96,100.12536145 +2020-01-19 07:00:00,9033.15,9079.04,9065.14,9075.59,218.39175093 +2020-01-19 06:00:00,9040.0,9136.54,9118.16,9063.47,436.90073723 +2020-01-19 05:00:00,9099.68,9142.64,9138.41,9118.15,195.20656141 +2020-01-19 04:00:00,9100.0,9152.98,9145.38,9137.56,529.05977721 +2020-01-19 03:00:00,9135.0,9186.0,9153.58,9145.38,366.91507118 +2020-01-19 02:00:00,9114.03,9194.99,9144.12,9152.55,848.42684334 +2020-01-19 01:00:00,8970.24,9169.77,8970.24,9142.53,2451.73423451 +2020-01-19 00:00:00,8882.0,8975.0,8908.95,8970.25,337.29519752 +2020-01-18 23:00:00,8906.98,8953.8,8948.61,8909.32,245.93653235 +2020-01-18 22:00:00,8914.67,8950.0,8914.67,8948.62,208.85796324 +2020-01-18 21:00:00,8898.0,8922.27,8898.01,8915.5,136.67530078 +2020-01-18 20:00:00,8890.38,8913.56,8899.49,8898.01,158.738681 +2020-01-18 19:00:00,8864.16,8904.23,8869.69,8899.49,114.44565252 +2020-01-18 18:00:00,8860.49,8898.21,8896.01,8870.01,156.26623139 +2020-01-18 17:00:00,8863.07,8900.0,8875.21,8896.01,150.58516266 +2020-01-18 16:00:00,8840.0,8927.64,8890.98,8875.21,398.09518905 +2020-01-18 15:00:00,8865.91,8940.41,8910.82,8890.98,273.89339757 +2020-01-18 14:00:00,8901.03,8958.82,8910.94,8910.83,273.1152365 +2020-01-18 13:00:00,8888.05,8950.0,8899.99,8910.94,268.00450946 +2020-01-18 12:00:00,8866.49,8910.49,8866.64,8900.0,81.68687652 +2020-01-18 11:00:00,8846.6,8880.06,8877.08,8865.74,58.15146661 +2020-01-18 10:00:00,8863.05,8901.79,8869.05,8879.24,179.43695556 +2020-01-18 09:00:00,8848.39,8886.85,8859.25,8869.05,188.08239723 +2020-01-18 08:00:00,8819.85,8863.79,8841.63,8859.24,71.70239201 +2020-01-18 07:00:00,8836.82,8871.54,8856.18,8841.64,73.85770357 +2020-01-18 06:00:00,8805.0,8867.98,8841.41,8855.64,218.66144106 +2020-01-18 05:00:00,8810.31,8866.66,8837.44,8841.41,224.7320697 +2020-01-18 04:00:00,8800.1,8924.42,8924.42,8837.45,547.50847908 +2020-01-18 03:00:00,8895.0,8946.6,8914.25,8923.38,421.42754148 +2020-01-18 02:00:00,8889.9,8934.62,8929.6,8915.32,284.68483217 +2020-01-18 01:00:00,8880.93,8980.0,8965.86,8931.35,388.48255863 +2020-01-18 00:00:00,8860.9,8974.53,8899.42,8965.86,477.1897083 +2020-01-17 23:00:00,8890.01,8947.5,8929.41,8899.42,305.74955761 +2020-01-17 22:00:00,8888.2,8942.44,8909.1,8929.41,390.3409695 +2020-01-17 21:00:00,8867.6,8918.1,8868.02,8909.1,310.73560001 +2020-01-17 20:00:00,8853.81,8919.08,8867.62,8868.02,664.5092362 +2020-01-17 19:00:00,8800.0,8949.39,8909.34,8864.53,1084.91260017 +2020-01-17 18:00:00,8867.31,8929.99,8874.39,8909.68,509.22420272 +2020-01-17 17:00:00,8844.43,8897.0,8864.31,8874.38,448.85804553 +2020-01-17 16:00:00,8832.7,8909.99,8840.22,8861.98,1137.19912855 +2020-01-17 15:00:00,8768.08,8850.0,8772.93,8840.22,491.91112691 +2020-01-17 14:00:00,8766.27,8835.0,8834.95,8772.94,559.07973166 +2020-01-17 13:00:00,8795.01,8853.46,8801.02,8834.95,337.3068579 +2020-01-17 12:00:00,8785.73,8900.05,8891.75,8801.0,624.18207375 +2020-01-17 11:00:00,8880.0,8936.05,8912.71,8891.75,417.82994434 +2020-01-17 10:00:00,8875.09,9013.0,8953.4,8912.6,899.04612216 +2020-01-17 09:00:00,8904.49,8965.94,8919.05,8952.23,327.80877477 +2020-01-17 08:00:00,8891.66,9000.0,8916.22,8917.51,1090.23542664 +2020-01-17 07:00:00,8848.89,8932.75,8865.44,8917.99,728.51487649 +2020-01-17 06:00:00,8847.94,8990.61,8888.65,8864.2,2162.11431162 +2020-01-17 05:00:00,8778.77,8894.0,8798.07,8888.64,839.75106054 +2020-01-17 04:00:00,8741.29,8799.47,8772.06,8798.07,323.1105067 +2020-01-17 03:00:00,8739.17,8824.01,8740.01,8771.98,834.03791614 +2020-01-17 02:00:00,8705.64,8761.0,8719.98,8740.01,475.71194638 +2020-01-17 01:00:00,8668.91,8720.0,8681.54,8719.98,201.6227159 +2020-01-17 00:00:00,8665.67,8727.57,8714.77,8681.53,283.57239298 +2020-01-16 23:00:00,8705.84,8740.0,8710.05,8714.76,231.97980189 +2020-01-16 22:00:00,8675.65,8730.0,8677.98,8710.06,283.1204548 +2020-01-16 21:00:00,8662.05,8749.71,8735.96,8677.98,474.72441273 +2020-01-16 20:00:00,8680.04,8743.03,8691.88,8733.4,275.25016861 +2020-01-16 19:00:00,8662.57,8702.27,8667.32,8690.64,373.09692195 +2020-01-16 18:00:00,8633.13,8688.23,8665.59,8666.04,350.56229287 +2020-01-16 17:00:00,8635.05,8702.22,8640.11,8665.59,422.47931077 +2020-01-16 16:00:00,8602.98,8706.7,8700.63,8640.13,525.01747956 +2020-01-16 15:00:00,8657.75,8710.5,8669.0,8700.63,414.28806519 +2020-01-16 14:00:00,8630.25,8689.35,8687.19,8669.0,255.93175811 +2020-01-16 13:00:00,8652.46,8715.11,8712.34,8687.18,418.95084917 +2020-01-16 12:00:00,8685.65,8772.38,8715.07,8710.73,341.56359069 +2020-01-16 11:00:00,8616.48,8715.01,8646.24,8714.89,360.71460324 +2020-01-16 10:00:00,8590.0,8649.0,8635.68,8646.24,245.82062738 +2020-01-16 09:00:00,8593.37,8662.92,8657.6,8635.67,274.85152297 +2020-01-16 08:00:00,8643.18,8694.83,8660.01,8656.05,176.86346092 +2020-01-16 07:00:00,8642.18,8700.32,8700.31,8660.02,166.70596621 +2020-01-16 06:00:00,8660.0,8704.01,8685.33,8700.32,182.07564661 +2020-01-16 05:00:00,8639.67,8700.52,8640.1,8685.35,236.28968806 +2020-01-16 04:00:00,8606.38,8667.9,8630.35,8640.1,341.36523523 +2020-01-16 03:00:00,8580.0,8648.17,8645.0,8630.35,663.94193591 +2020-01-16 02:00:00,8600.0,8685.15,8650.56,8645.01,504.88866002 +2020-01-16 01:00:00,8605.0,8761.03,8749.85,8650.57,973.22359026 +2020-01-16 00:00:00,8705.0,8850.0,8808.81,8748.94,772.05819191 +2020-01-15 23:00:00,8786.0,8864.29,8848.72,8808.81,425.18759325 +2020-01-15 22:00:00,8800.0,8852.26,8825.78,8848.72,676.71689314 +2020-01-15 21:00:00,8780.67,8842.92,8808.88,8825.78,466.4461354 +2020-01-15 20:00:00,8727.88,8827.25,8750.91,8808.89,872.20830141 +2020-01-15 19:00:00,8730.43,8765.97,8737.0,8750.88,268.8262272 +2020-01-15 18:00:00,8706.42,8783.1,8783.08,8737.0,424.16649597 +2020-01-15 17:00:00,8718.0,8788.0,8766.8,8783.08,510.88015912 +2020-01-15 16:00:00,8658.0,8804.0,8745.41,8766.8,843.22371934 +2020-01-15 15:00:00,8726.46,8850.87,8845.98,8745.03,1065.10065381 +2020-01-15 14:00:00,8734.2,8889.67,8880.05,8844.12,856.19343818 +2020-01-15 13:00:00,8753.53,8899.0,8753.54,8884.64,772.2271585 +2020-01-15 12:00:00,8706.39,8779.9,8717.09,8753.53,181.21995376 +2020-01-15 11:00:00,8709.15,8792.15,8784.93,8714.07,273.5497052 +2020-01-15 10:00:00,8703.54,8797.63,8733.28,8784.94,391.94916104 +2020-01-15 09:00:00,8621.6,8755.33,8621.6,8733.28,407.28039855 +2020-01-15 08:00:00,8592.0,8655.22,8605.37,8621.61,204.69468354 +2020-01-15 07:00:00,8602.54,8665.71,8659.72,8607.92,213.34259088 +2020-01-15 06:00:00,8592.64,8666.09,8602.87,8659.71,216.17260086 +2020-01-15 05:00:00,8550.0,8649.99,8583.3,8604.36,405.33653845 +2020-01-15 04:00:00,8565.46,8727.52,8720.0,8583.65,1613.17987509 +2020-01-15 03:00:00,8720.0,8806.68,8805.16,8720.01,450.11093257 +2020-01-15 02:00:00,8757.99,8821.0,8768.15,8805.17,435.4137999 +2020-01-15 01:00:00,8714.01,8800.0,8774.23,8766.86,940.3127696 +2020-01-15 00:00:00,8708.86,8900.0,8812.58,8775.01,2063.88000547 +2020-01-14 23:00:00,8727.86,8893.69,8743.99,8815.69,1358.74311584 +2020-01-14 22:00:00,8729.59,8785.94,8737.21,8744.12,395.95959869 +2020-01-14 21:00:00,8671.01,8760.02,8692.7,8737.22,514.27124857 +2020-01-14 20:00:00,8684.0,8779.99,8779.99,8691.71,818.10111221 +2020-01-14 19:00:00,8699.37,8783.31,8780.12,8780.0,547.79296579 +2020-01-14 18:00:00,8678.77,8859.17,8785.58,8782.55,1580.92244555 +2020-01-14 17:00:00,8683.82,8822.0,8683.82,8784.03,2263.49332959 +2020-01-14 16:00:00,8515.75,8699.08,8686.0,8683.78,2476.55376015 +2020-01-14 15:00:00,8636.14,8778.01,8691.74,8686.01,1591.16556112 +2020-01-14 14:00:00,8561.64,8750.0,8588.31,8691.73,2095.62646853 +2020-01-14 13:00:00,8491.39,8589.0,8491.39,8588.68,615.32015878 +2020-01-14 12:00:00,8467.5,8610.35,8522.81,8491.39,1143.73743288 +2020-01-14 11:00:00,8493.86,8527.84,8515.02,8524.12,297.32600781 +2020-01-14 10:00:00,8458.21,8519.8,8492.22,8515.01,732.57302807 +2020-01-14 09:00:00,8480.0,8560.64,8505.01,8491.79,378.98606393 +2020-01-14 08:00:00,8496.0,8529.94,8500.35,8505.0,314.81171215 +2020-01-14 07:00:00,8491.84,8542.99,8507.78,8505.73,449.80485141 +2020-01-14 06:00:00,8464.0,8518.0,8481.3,8508.42,410.46873743 +2020-01-14 05:00:00,8462.0,8540.0,8521.26,8483.18,694.561045 +2020-01-14 04:00:00,8465.14,8590.38,8465.14,8521.25,2606.86487487 +2020-01-14 03:00:00,8378.04,8475.45,8432.56,8465.15,973.58565447 +2020-01-14 02:00:00,8377.12,8437.73,8437.73,8432.57,1043.82530832 +2020-01-14 01:00:00,8271.23,8483.43,8271.23,8438.77,2504.47013734 +2020-01-14 00:00:00,8105.23,8319.14,8105.6,8271.23,1266.8436022 +2020-01-13 23:00:00,8101.0,8138.62,8118.42,8104.5,221.85896505 +2020-01-13 22:00:00,8113.0,8134.99,8129.95,8118.43,311.76140296 +2020-01-13 21:00:00,8112.53,8157.95,8153.94,8130.0,277.08828566 +2020-01-13 20:00:00,8102.63,8155.0,8107.98,8153.94,569.72670131 +2020-01-13 19:00:00,8095.33,8119.95,8095.34,8108.48,280.61656875 +2020-01-13 18:00:00,8081.56,8097.5,8088.97,8095.34,239.63868516 +2020-01-13 17:00:00,8083.56,8127.19,8099.0,8088.96,575.36434454 +2020-01-13 16:00:00,8061.98,8099.0,8074.82,8099.0,452.04022501 +2020-01-13 15:00:00,8063.01,8090.32,8082.2,8074.83,210.2298151 +2020-01-13 14:00:00,8061.0,8087.47,8073.97,8082.2,201.85751 +2020-01-13 13:00:00,8071.0,8098.71,8080.69,8073.89,130.70620971 +2020-01-13 12:00:00,8045.07,8085.41,8066.86,8080.69,266.3401573 +2020-01-13 11:00:00,8069.63,8118.15,8108.03,8070.0,141.2322751 +2020-01-13 10:00:00,8083.22,8113.68,8096.14,8106.52,200.90949333 +2020-01-13 09:00:00,8072.54,8118.15,8118.14,8096.14,163.84686602 +2020-01-13 08:00:00,8057.3,8113.19,8063.74,8113.19,282.61280692 +2020-01-13 07:00:00,8047.23,8074.72,8047.23,8063.74,330.79914441 +2020-01-13 06:00:00,8041.95,8104.68,8082.69,8047.24,427.90729987 +2020-01-13 05:00:00,8074.98,8108.55,8108.55,8082.69,175.80113758 +2020-01-13 04:00:00,8084.94,8113.06,8101.54,8108.78,155.75493601 +2020-01-13 03:00:00,8085.29,8117.18,8109.42,8101.56,231.249248 +2020-01-13 02:00:00,8106.43,8152.01,8146.17,8109.42,182.84997227 +2020-01-13 01:00:00,8132.28,8157.22,8145.07,8146.16,324.17805835 +2020-01-13 00:00:00,8137.56,8195.81,8180.81,8145.07,323.65829474 +2020-01-12 23:00:00,8135.86,8180.81,8152.96,8180.81,264.82989104 +2020-01-12 22:00:00,8098.34,8160.1,8100.8,8152.96,161.6676065 +2020-01-12 21:00:00,8097.0,8143.98,8139.78,8103.15,144.62939869 +2020-01-12 20:00:00,8125.22,8147.11,8125.22,8139.79,133.53453531 +2020-01-12 19:00:00,8115.53,8157.82,8115.53,8125.22,258.84831856 +2020-01-12 18:00:00,8078.1,8124.81,8093.36,8115.54,115.97139007 +2020-01-12 17:00:00,8070.38,8185.0,8096.96,8092.81,371.20414057 +2020-01-12 16:00:00,8094.64,8166.81,8146.13,8096.96,226.80839324 +2020-01-12 15:00:00,8130.27,8161.0,8130.27,8146.13,103.49760464 +2020-01-12 14:00:00,8121.32,8178.18,8160.01,8132.4,179.39419855 +2020-02-06 13:00:00,9641.06,9857.0,9821.27,9747.28,1292.42079122 +2020-02-06 12:00:00,9683.62,9830.22,9683.62,9821.26,1338.18736559 +2020-02-06 11:00:00,9634.43,9690.0,9658.19,9686.75,270.91353864 +2020-02-06 10:00:00,9621.74,9677.0,9639.88,9658.18,143.92665504 +2020-02-06 09:00:00,9599.79,9639.89,9626.47,9639.88,119.74592007 +2020-02-06 08:00:00,9587.77,9651.08,9619.74,9622.62,187.5071368 +2020-02-06 07:00:00,9590.0,9692.12,9641.95,9620.57,389.64591639 +2020-02-06 06:00:00,9602.74,9674.82,9632.44,9641.95,235.33866219 +2020-02-06 05:00:00,9623.89,9650.0,9636.99,9633.27,346.23218246 +2020-02-06 04:00:00,9611.79,9643.61,9623.53,9637.0,395.35662889 +2020-02-06 03:00:00,9553.07,9629.0,9568.02,9623.53,594.20226062 +2020-02-06 02:00:00,9550.12,9629.0,9627.48,9568.02,303.01273825 +2020-02-06 01:00:00,9537.67,9626.9,9544.28,9626.9,894.88842056 +2020-02-06 00:00:00,9521.47,9633.99,9613.91,9544.28,894.64209107 +2020-02-05 23:00:00,9580.0,9674.6,9627.07,9613.82,777.71012044 +2020-02-05 22:00:00,9606.32,9690.04,9688.75,9627.07,483.81051209 +2020-02-05 21:00:00,9670.0,9719.95,9678.62,9688.75,681.3692767 +2020-02-05 20:00:00,9658.16,9710.0,9659.36,9678.61,556.19913337 +2020-02-05 19:00:00,9642.23,9729.99,9686.51,9659.36,902.75272312 +2020-02-05 18:00:00,9565.5,9769.7,9565.55,9688.81,3028.16772792 +2020-02-05 17:00:00,9528.57,9569.0,9567.08,9565.54,443.47407007 +2020-02-05 16:00:00,9471.3,9568.72,9479.34,9567.08,1169.2975673 +2020-02-05 15:00:00,9418.68,9496.01,9440.28,9479.35,547.15591831 +2020-02-05 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08:00:00,9218.74,9275.0,9261.59,9218.77,154.31920072 +2020-02-04 07:00:00,9239.36,9308.84,9251.45,9260.37,181.9182007 +2020-02-04 06:00:00,9230.9,9276.9,9268.56,9251.45,180.92535866 +2020-02-04 05:00:00,9207.57,9274.65,9253.67,9268.56,559.29730047 +2020-02-04 04:00:00,9233.1,9299.47,9268.18,9253.5,302.7871562 +2020-02-04 03:00:00,9246.69,9285.01,9283.04,9267.98,240.49486102 +2020-02-04 02:00:00,9266.86,9290.01,9266.86,9283.04,201.47161314 +2020-02-04 01:00:00,9261.97,9333.0,9321.5,9266.86,196.69443877 +2020-02-04 00:00:00,9278.01,9350.0,9280.49,9321.5,387.47647349 +2020-02-03 23:00:00,9226.63,9299.69,9263.75,9280.49,390.18858052 +2020-02-03 22:00:00,9251.74,9296.7,9274.98,9264.19,238.84835328 +2020-02-03 21:00:00,9263.6,9306.97,9305.63,9275.37,241.17095636 +2020-02-03 20:00:00,9292.18,9336.21,9305.03,9307.49,449.84542927 +2020-02-03 19:00:00,9283.11,9307.43,9298.0,9306.6,300.39838556 +2020-02-03 18:00:00,9234.6,9303.93,9278.01,9298.06,539.11729373 +2020-02-03 17:00:00,9220.0,9282.38,9246.46,9278.01,451.49578009 +2020-02-03 16:00:00,9241.68,9321.08,9256.1,9246.46,708.85382268 +2020-02-03 15:00:00,9256.09,9332.17,9331.69,9256.1,1562.75783544 +2020-02-03 14:00:00,9280.0,9340.14,9303.34,9331.03,387.51424058 +2020-02-03 13:00:00,9283.57,9334.32,9327.6,9303.33,302.18884867 +2020-02-03 12:00:00,9317.5,9355.15,9327.05,9328.58,167.36116361 +2020-02-03 11:00:00,9281.13,9374.05,9296.5,9327.04,168.93423883 +2020-02-03 10:00:00,9288.59,9320.82,9319.0,9296.51,265.34789504 +2020-02-03 09:00:00,9312.94,9350.14,9349.57,9320.0,107.01961399 +2020-02-03 08:00:00,9331.11,9380.78,9353.27,9349.57,215.14028527 +2020-02-03 07:00:00,9324.0,9383.66,9383.65,9353.28,265.27629256 +2020-02-03 06:00:00,9373.63,9398.84,9392.62,9383.66,112.43757622 +2020-02-03 05:00:00,9374.26,9415.0,9377.04,9392.62,194.58817114 +2020-02-03 04:00:00,9356.0,9388.46,9370.32,9377.13,175.7448873 +2020-02-03 03:00:00,9323.12,9387.77,9366.59,9370.32,353.60117565 +2020-02-03 02:00:00,9250.0,9511.55,9508.97,9364.89,1739.73276149 +2020-02-03 01:00:00,9390.0,9619.95,9398.7,9514.74,2098.2964712 +2020-02-03 00:00:00,9277.2,9406.39,9325.01,9397.03,474.42567123 +2020-02-02 23:00:00,9310.48,9406.68,9380.15,9323.5,616.27873386 +2020-02-02 22:00:00,9369.92,9441.03,9440.01,9380.16,312.61690066 +2020-02-02 21:00:00,9420.39,9445.49,9434.77,9440.01,148.02611239 +2020-02-02 20:00:00,9416.91,9451.6,9435.01,9434.77,167.66055077 +2020-02-02 19:00:00,9429.49,9463.56,9445.68,9435.01,196.94036261 +2020-02-02 18:00:00,9429.18,9463.09,9431.08,9445.67,176.11816419 +2020-02-02 17:00:00,9398.01,9445.54,9426.81,9431.08,254.90865121 +2020-02-02 16:00:00,9420.09,9455.81,9448.68,9426.81,228.0647307 +2020-02-02 15:00:00,9435.81,9476.6,9444.14,9449.67,328.4362981 +2020-02-02 14:00:00,9363.82,9455.0,9418.26,9444.14,354.10819077 +2020-02-02 13:00:00,9390.42,9430.0,9421.01,9418.27,161.36304367 +2020-02-02 12:00:00,9400.0,9480.0,9424.05,9421.81,430.8931275 +2020-02-02 11:00:00,9400.12,9435.0,9416.42,9421.87,112.17834496 +2020-02-02 10:00:00,9370.37,9447.0,9370.38,9412.53,361.77736622 +2020-02-02 09:00:00,9340.27,9375.0,9355.85,9370.38,101.95009281 +2020-02-02 08:00:00,9333.65,9377.69,9363.59,9355.85,141.57256379 +2020-02-02 07:00:00,9340.96,9377.68,9351.42,9363.6,93.13180481 +2020-02-02 06:00:00,9277.77,9369.0,9300.14,9351.3,192.57841018 +2020-02-02 05:00:00,9279.24,9326.77,9312.97,9300.14,184.90318843 +2020-02-02 04:00:00,9140.0,9322.33,9254.73,9312.98,1458.01777155 +2020-02-02 03:00:00,9240.48,9275.0,9256.49,9256.25,218.55314095 +2020-02-02 02:00:00,9231.82,9315.92,9315.92,9256.48,585.30364044 +2020-02-02 01:00:00,9301.47,9335.07,9313.61,9315.91,227.58841839 +2020-02-02 00:00:00,9310.0,9380.18,9380.18,9313.62,254.95330563 +2020-02-01 23:00:00,9367.45,9400.0,9368.67,9380.18,211.3454675 +2020-02-01 22:00:00,9341.92,9394.38,9360.96,9368.67,194.58117418 +2020-02-01 21:00:00,9350.53,9367.93,9366.76,9360.88,105.30595359 +2020-02-01 20:00:00,9340.71,9374.79,9345.35,9366.7,188.33461951 +2020-02-01 19:00:00,9340.94,9379.57,9378.24,9345.36,118.45532304 +2020-02-01 18:00:00,9347.46,9392.12,9371.44,9379.83,171.36295302 +2020-02-01 17:00:00,9368.25,9409.06,9386.89,9371.11,164.69865123 +2020-02-01 16:00:00,9315.72,9390.37,9322.73,9386.89,290.83176357 +2020-02-01 15:00:00,9316.12,9363.38,9336.99,9322.73,257.64792843 +2020-02-01 14:00:00,9290.45,9338.73,9337.45,9336.98,300.35078532 +2020-02-01 13:00:00,9290.45,9367.27,9295.01,9337.43,170.97711037 +2020-02-01 12:00:00,9285.01,9353.64,9341.26,9295.75,202.25895725 +2020-02-01 11:00:00,9317.06,9374.22,9369.11,9340.64,164.43535563 +2020-02-01 10:00:00,9356.31,9397.74,9383.27,9369.11,81.90851461 +2020-02-01 09:00:00,9349.46,9383.85,9375.02,9383.27,74.5564689 +2020-02-01 08:00:00,9371.1,9419.06,9417.0,9375.02,108.65531746 +2020-02-01 07:00:00,9387.91,9444.51,9387.91,9417.01,166.21355049 +2020-02-01 06:00:00,9376.33,9399.56,9377.26,9387.91,77.45270771 +2020-02-01 05:00:00,9370.68,9404.01,9391.86,9377.26,131.21958365 +2020-02-01 04:00:00,9390.13,9439.86,9416.29,9391.86,231.8084624 +2020-02-01 03:00:00,9396.72,9445.87,9431.41,9416.29,272.33609936 +2020-02-01 02:00:00,9394.74,9458.08,9420.0,9431.5,235.08593355 +2020-02-01 01:00:00,9370.63,9424.0,9373.26,9419.99,256.75285358 +2020-02-01 00:00:00,9331.13,9384.0,9334.98,9373.26,210.84432767 +2020-01-31 23:00:00,9307.16,9403.12,9389.66,9334.98,317.38425106 +2020-01-31 22:00:00,9316.77,9414.44,9354.8,9392.87,413.93446888 +2020-01-31 21:00:00,9302.67,9359.22,9304.18,9353.75,260.04712809 +2020-01-31 20:00:00,9285.19,9325.0,9286.82,9304.18,300.93726747 +2020-01-31 19:00:00,9280.05,9312.77,9299.27,9286.82,292.25083019 +2020-01-31 18:00:00,9260.0,9300.0,9262.0,9297.73,291.70919524 +2020-01-31 17:00:00,9260.0,9297.09,9271.65,9262.0,448.23469041 +2020-01-31 16:00:00,9240.04,9342.34,9316.21,9271.65,633.5855784 +2020-01-31 15:00:00,9243.5,9316.21,9243.96,9316.21,546.04497903 +2020-01-31 14:00:00,9212.56,9279.52,9253.29,9243.97,396.02084132 +2020-01-31 13:00:00,9195.49,9276.17,9265.44,9253.3,579.04758452 +2020-01-31 12:00:00,9227.0,9308.45,9308.45,9265.44,726.44442223 +2020-01-31 11:00:00,9280.71,9324.16,9316.29,9308.45,233.87509204 +2020-01-31 10:00:00,9239.31,9363.05,9331.88,9316.1,671.36861108 +2020-01-31 09:00:00,9331.87,9380.91,9358.72,9331.87,218.36070417 +2020-01-31 08:00:00,9314.55,9379.55,9344.93,9358.71,137.01523103 +2020-01-31 07:00:00,9310.0,9360.05,9359.52,9345.94,735.82652783 +2020-01-31 06:00:00,9301.46,9373.77,9328.01,9359.25,331.05444771 +2020-01-31 05:00:00,9323.0,9415.41,9398.94,9328.01,607.81688015 +2020-01-31 04:00:00,9385.0,9428.9,9425.01,9399.0,303.58100288 +2020-01-31 03:00:00,9420.0,9455.58,9431.89,9425.01,203.01949394 +2020-01-31 02:00:00,9379.31,9469.63,9469.62,9431.9,437.67176788 +2020-01-31 01:00:00,9438.97,9483.0,9456.69,9469.62,353.94531557 +2020-01-31 00:00:00,9454.91,9522.5,9502.71,9458.28,279.8850034 +2020-01-30 23:00:00,9450.0,9568.99,9563.79,9503.08,400.45237434 +2020-01-30 22:00:00,9520.23,9565.96,9555.99,9563.79,426.69094679 +2020-01-30 21:00:00,9511.67,9564.32,9564.31,9559.48,486.477159 +2020-01-30 20:00:00,9476.8,9574.68,9497.33,9564.31,1091.45350594 +2020-01-30 19:00:00,9432.08,9515.19,9489.0,9497.33,1616.51593681 +2020-01-30 18:00:00,9345.0,9496.0,9345.0,9486.9,491.6413607 +2020-01-30 16:00:00,9171.11,9470.0,9367.07,9343.49,3540.53812421 +2020-01-30 15:00:00,9328.86,9372.32,9336.52,9367.98,408.03194956 +2020-01-30 14:00:00,9288.52,9397.93,9374.33,9336.54,586.24907512 +2020-01-30 13:00:00,9340.48,9384.15,9359.12,9373.31,325.59775929 +2020-01-30 12:00:00,9320.0,9375.0,9325.01,9359.77,329.83862852 +2020-01-30 11:00:00,9291.11,9343.24,9312.43,9325.0,211.93993054 +2020-01-30 10:00:00,9310.0,9343.86,9333.99,9311.23,121.88156738 +2020-01-30 09:00:00,9295.23,9364.14,9343.56,9334.0,249.87701871 +2020-01-30 08:00:00,9328.51,9380.96,9366.45,9342.85,190.62396942 +2020-01-30 07:00:00,9302.06,9373.74,9302.06,9368.9,254.26155028 +2020-01-30 06:00:00,9277.44,9319.99,9292.38,9302.07,144.57186714 +2020-01-30 05:00:00,9289.4,9331.92,9311.32,9292.38,182.5155585 +2020-01-30 04:00:00,9250.06,9341.67,9254.25,9310.06,316.59260417 +2020-01-30 03:00:00,9226.01,9268.59,9234.87,9254.25,158.58026984 +2020-01-30 02:00:00,9234.86,9271.96,9271.96,9234.87,187.20070608 +2020-01-30 01:00:00,9226.39,9276.69,9258.19,9271.09,213.79400262 +2020-01-30 00:00:00,9185.0,9313.3,9287.9,9253.75,1013.07180249 +2020-01-29 23:00:00,9276.93,9343.63,9324.9,9288.44,366.59870533 +2020-01-29 22:00:00,9300.0,9362.3,9356.05,9324.98,233.32426373 +2020-01-29 21:00:00,9318.18,9429.0,9370.79,9355.95,885.02830546 +2020-01-29 20:00:00,9338.02,9395.0,9378.99,9370.42,255.61164746 +2020-01-29 19:00:00,9303.0,9399.89,9355.0,9378.99,699.4141804 +2020-01-29 18:00:00,9330.0,9368.11,9330.02,9354.54,428.98321101 +2020-01-29 17:00:00,9317.23,9356.39,9336.91,9330.02,317.34363059 +2020-01-29 16:00:00,9253.22,9341.39,9272.22,9336.16,364.75957019 +2020-01-29 15:00:00,9267.0,9320.29,9320.26,9272.23,403.28395007 +2020-01-29 14:00:00,9289.0,9331.82,9311.45,9320.26,209.78447434 +2020-01-29 13:00:00,9255.0,9345.8,9266.71,9311.46,491.4230374 +2020-01-29 12:00:00,9241.9,9298.78,9286.78,9266.7,180.28362911 +2020-01-29 11:00:00,9224.75,9402.68,9396.05,9287.9,1073.88557168 +2020-01-29 10:00:00,9246.68,9423.0,9322.23,9396.06,884.54611648 +2020-01-29 09:00:00,9310.29,9374.92,9374.91,9322.24,121.03508824 +2020-01-29 08:00:00,9326.18,9374.92,9361.03,9374.92,224.93611135 +2020-01-29 07:00:00,9314.07,9361.82,9324.96,9361.08,108.58010575 +2020-01-29 06:00:00,9320.69,9388.78,9352.89,9327.9,359.59557854 +2020-01-29 05:00:00,9317.99,9357.81,9323.68,9354.31,510.82308866 +2020-01-29 04:00:00,9310.63,9374.19,9336.99,9323.69,429.43236109 +2020-01-29 03:00:00,9305.22,9351.54,9323.0,9335.83,415.6766827 +2020-01-29 02:00:00,9265.0,9357.95,9340.92,9323.0,709.36130909 +2020-01-29 01:00:00,9314.08,9372.0,9321.6,9338.42,702.11076626 +2020-01-29 00:00:00,9312.25,9439.83,9391.14,9321.61,1857.22925371 +2020-01-28 23:00:00,9110.88,9418.91,9133.03,9394.5,3124.70185328 +2020-01-28 22:00:00,9033.93,9157.0,9038.68,9134.07,549.87846904 +2020-01-28 21:00:00,9031.23,9100.0,9048.08,9040.61,437.13106776 +2020-01-28 20:00:00,8995.19,9085.6,8997.05,9048.07,645.21175983 +2020-01-28 19:00:00,8962.31,9025.65,8981.48,8994.87,289.72658175 +2020-01-28 18:00:00,8952.33,9015.98,8968.89,8982.84,400.55623037 +2020-01-28 17:00:00,8880.87,8979.86,8952.9,8969.34,906.12096532 +2020-01-28 16:00:00,8952.9,9031.04,9010.64,8952.9,501.23542311 +2020-01-28 15:00:00,8939.4,9047.12,9022.88,9010.64,1027.58725061 +2020-01-28 14:00:00,9008.0,9188.62,9074.85,9024.56,2063.09269035 +2020-01-28 13:00:00,9018.87,9082.96,9033.64,9074.86,399.52592112 +2020-01-28 12:00:00,8997.42,9070.32,9063.5,9033.63,299.15048826 +2020-01-28 11:00:00,8998.62,9103.33,9003.77,9063.5,589.03440118 +2020-01-28 10:00:00,8926.02,9022.36,8965.96,9002.88,417.63847633 +2020-01-28 09:00:00,8959.0,8994.0,8980.59,8961.66,445.99412618 +2020-01-28 08:00:00,8951.3,9028.1,9028.1,8981.18,205.7109234 +2020-01-28 07:00:00,8986.1,9047.58,9001.62,9026.99,157.63513783 +2020-01-28 06:00:00,8973.99,9060.02,9045.01,9002.69,251.78065758 +2020-01-28 05:00:00,8945.65,9062.54,9038.0,9045.01,824.88137255 +2020-01-28 04:00:00,9034.69,9122.0,9095.49,9038.0,449.0229907 +2020-01-28 03:00:00,9061.13,9104.49,9104.1,9095.49,329.11111412 +2020-01-28 02:00:00,9082.97,9132.33,9113.0,9106.38,472.37618431 +2020-01-28 01:00:00,9059.46,9150.0,9060.0,9113.0,1369.49801723 +2020-01-28 00:00:00,8895.95,9076.85,8895.95,9060.0,1421.93795862 +2020-01-27 23:00:00,8875.0,8932.25,8890.02,8895.96,420.82196586 +2020-01-27 22:00:00,8868.06,8943.54,8943.53,8890.12,651.06213477 +2020-01-27 21:00:00,8906.87,8985.0,8967.88,8943.54,481.50094837 +2020-01-27 20:00:00,8901.67,8968.0,8910.0,8967.88,691.72064116 +2020-01-27 19:00:00,8845.99,8964.0,8870.27,8910.0,1337.87777077 +2020-01-27 18:00:00,8742.0,8874.0,8747.2,8870.26,581.66558853 +2020-01-27 17:00:00,8742.16,8794.4,8766.18,8747.2,359.58451325 +2020-01-27 16:00:00,8724.31,8800.0,8755.22,8766.18,488.62038138 +2020-01-27 15:00:00,8735.71,8775.1,8739.1,8755.22,487.79926905 +2020-01-27 14:00:00,8696.29,8741.52,8718.39,8739.1,335.04794803 +2020-01-27 13:00:00,8709.83,8759.44,8723.47,8718.38,361.93310788 +2020-01-27 12:00:00,8680.77,8736.43,8709.41,8723.37,414.60400479 +2020-01-27 11:00:00,8607.21,8723.0,8610.55,8709.41,376.2662503 +2020-01-27 10:00:00,8604.03,8645.69,8617.5,8610.54,92.15639315 +2020-01-27 09:00:00,8574.88,8632.41,8581.92,8617.49,334.06592762 +2020-01-27 08:00:00,8556.6,8636.46,8636.46,8581.91,343.23372879 +2020-01-27 07:00:00,8625.0,8647.49,8637.77,8636.46,65.60921598 +2020-01-27 06:00:00,8618.56,8641.72,8631.51,8638.56,77.95142847 +2020-01-27 05:00:00,8606.26,8636.33,8621.55,8631.51,93.54252643 +2020-01-27 04:00:00,8608.63,8659.99,8647.68,8621.12,194.79278426 +2020-01-27 03:00:00,8618.6,8663.04,8631.26,8647.69,145.97690948 +2020-01-27 02:00:00,8615.88,8646.4,8636.15,8631.24,166.61682272 +2020-01-27 01:00:00,8628.19,8666.59,8646.19,8637.99,291.3077045 +2020-01-27 00:00:00,8595.0,8683.48,8595.0,8649.29,754.84678452 +2020-01-26 23:00:00,8553.61,8595.0,8560.0,8595.0,179.44026566 +2020-01-26 22:00:00,8533.61,8589.2,8584.59,8558.37,197.87406513 +2020-01-26 21:00:00,8555.0,8589.99,8555.01,8584.6,146.82964477 +2020-01-26 20:00:00,8541.97,8590.0,8548.41,8555.01,165.46687273 +2020-01-26 19:00:00,8530.0,8563.96,8558.01,8548.41,230.54539187 +2020-01-26 18:00:00,8546.74,8594.0,8557.82,8558.0,564.60407813 +2020-01-26 17:00:00,8475.01,8572.87,8485.0,8557.82,718.42629649 +2020-01-26 16:00:00,8426.61,8492.07,8426.61,8484.99,628.93655338 +2020-01-26 15:00:00,8422.14,8458.21,8437.34,8426.6,159.49154637 +2020-01-26 14:00:00,8412.69,8454.87,8426.01,8437.36,95.42000507 +2020-01-26 13:00:00,8420.01,8451.38,8436.48,8426.01,139.12857293 +2020-01-26 12:00:00,8420.74,8461.72,8457.28,8436.3,172.66077678 +2020-01-26 11:00:00,8406.06,8457.28,8419.57,8457.27,144.12918785 +2020-01-26 10:00:00,8378.92,8431.63,8392.33,8419.58,84.54042055 +2020-01-26 09:00:00,8372.9,8414.67,8392.33,8392.33,161.70152975 +2020-01-26 08:00:00,8364.4,8458.71,8368.2,8392.34,451.94653672 +2020-01-26 07:00:00,8322.33,8368.82,8332.29,8368.21,78.83707859 +2020-01-26 06:00:00,8320.2,8373.47,8354.34,8334.3,217.4416237 +2020-01-26 05:00:00,8338.52,8370.0,8341.74,8354.37,109.06143763 +2020-01-26 04:00:00,8321.62,8343.83,8340.25,8341.75,105.2297509 +2020-01-26 03:00:00,8296.44,8350.0,8301.22,8340.39,177.11375252 +2020-01-26 02:00:00,8298.45,8316.45,8315.48,8300.22,108.0756871 +2020-01-26 01:00:00,8300.0,8327.99,8304.23,8315.48,168.25219509 +2020-01-26 00:00:00,8278.68,8326.81,8326.8,8304.23,292.16967002 +2020-01-25 23:00:00,8325.0,8361.22,8336.58,8326.81,202.82824314 +2020-01-25 22:00:00,8330.0,8398.34,8371.0,8336.57,179.06150942 +2020-01-25 21:00:00,8350.0,8406.14,8350.0,8371.0,253.08712689 +2020-01-25 20:00:00,8334.36,8352.73,8344.57,8349.87,107.45092169 +2020-01-25 19:00:00,8322.57,8355.0,8325.57,8344.83,145.83475344 +2020-01-25 18:00:00,8308.33,8325.99,8320.1,8325.99,90.54389483 +2020-01-25 17:00:00,8315.06,8346.97,8338.04,8320.1,144.74853287 +2020-01-25 16:00:00,8309.99,8339.5,8321.1,8338.04,160.091876 +2020-01-25 15:00:00,8291.88,8321.11,8300.29,8321.11,83.99176458 +2020-01-25 14:00:00,8300.28,8329.22,8305.39,8300.29,80.13154598 +2020-01-25 13:00:00,8275.0,8340.56,8278.73,8305.39,141.42211701 +2020-01-25 12:00:00,8278.73,8315.87,8296.92,8278.73,95.56102588 +2020-01-25 11:00:00,8291.5,8321.06,8313.58,8296.92,57.50345256 +2020-01-25 10:00:00,8294.13,8340.85,8325.15,8313.59,68.60546912 +2020-01-25 09:00:00,8311.8,8350.09,8348.98,8325.15,52.93947972 +2020-01-25 08:00:00,8289.96,8361.22,8294.73,8347.36,79.8278682 +2020-01-25 07:00:00,8290.0,8328.45,8310.64,8294.43,87.63667149 +2020-01-25 06:00:00,8302.47,8333.68,8309.08,8310.67,61.47118405 +2020-01-25 05:00:00,8275.01,8313.86,8297.14,8308.67,248.84327423 +2020-01-25 04:00:00,8270.0,8311.43,8281.41,8297.14,121.61131561 +2020-01-25 03:00:00,8271.1,8327.02,8305.78,8281.41,196.30477187 +2020-01-25 02:00:00,8271.09,8309.9,8271.09,8305.89,186.65726618 +2020-02-19 01:00:00,10129.99,10177.13,10130.0,10141.0,299.82705749 +2020-02-19 00:00:00,10115.91,10205.05,10188.04,10130.01,424.45595158 +2020-02-18 23:00:00,10164.53,10298.25,10190.91,10188.04,854.88537803 +2020-02-18 22:00:00,10100.0,10199.38,10170.63,10190.92,315.8408021 +2020-02-18 21:00:00,10065.0,10289.75,10179.0,10171.4,1214.4895295 +2020-02-18 20:00:00,10065.0,10189.0,10069.18,10179.0,758.51744487 +2020-02-18 19:00:00,9986.53,10071.91,9999.05,10069.18,402.45012138 +2020-02-18 18:00:00,9973.9,10070.0,9973.9,9999.05,1347.2809657 +2020-02-18 17:00:00,9907.0,9980.0,9944.7,9973.9,705.68092326 +2020-02-18 16:00:00,9851.89,9945.0,9863.62,9944.7,1016.02606177 +2020-02-18 15:00:00,9717.33,9888.78,9717.33,9863.41,1047.26906081 +2020-02-18 14:00:00,9647.51,9737.37,9650.01,9715.69,286.4264269 +2020-02-18 13:00:00,9610.27,9689.04,9679.74,9650.01,321.24994242 +2020-02-18 12:00:00,9661.09,9723.0,9723.0,9679.65,213.85195486 +2020-02-18 11:00:00,9696.98,9760.54,9745.16,9723.0,123.26250623 +2020-02-18 10:00:00,9657.07,9748.62,9704.49,9745.17,226.06998212 +2020-02-18 09:00:00,9664.31,9760.47,9760.01,9703.01,308.03992133 +2020-02-18 08:00:00,9760.0,9807.5,9807.5,9760.01,106.66607769 +2020-02-18 07:00:00,9775.56,9821.62,9784.37,9807.5,182.91198503 +2020-02-18 06:00:00,9764.05,9823.42,9797.19,9784.37,172.73497551 +2020-02-18 05:00:00,9784.01,9818.6,9808.77,9797.19,309.80352027 +2020-02-18 04:00:00,9725.18,9810.0,9733.51,9808.77,536.3247501 +2020-02-18 03:00:00,9690.0,9756.68,9720.01,9733.51,275.80403935 +2020-02-18 02:00:00,9710.27,9769.99,9725.53,9720.01,259.29560369 +2020-02-18 01:00:00,9663.55,9758.11,9665.57,9725.53,439.84281016 +2020-02-18 00:00:00,9635.84,9716.24,9700.0,9665.58,181.83654459 +2020-02-17 23:00:00,9620.0,9724.17,9632.01,9700.0,225.53471583 +2020-02-17 22:00:00,9621.6,9662.27,9646.01,9632.01,202.30473381 +2020-02-17 21:00:00,9622.93,9677.76,9632.61,9646.02,177.57243534 +2020-02-17 20:00:00,9631.28,9729.73,9684.2,9634.02,415.05288881 +2020-02-17 19:00:00,9636.84,9690.0,9664.99,9684.2,183.54697021 +2020-02-17 18:00:00,9597.66,9669.0,9651.73,9665.0,246.08061043 +2020-02-17 17:00:00,9590.0,9709.75,9688.43,9651.73,526.31511727 +2020-02-17 16:00:00,9630.7,9736.84,9655.75,9687.1,796.04517606 +2020-02-17 15:00:00,9555.0,9679.62,9603.58,9655.64,547.09714208 +2020-02-17 14:00:00,9467.0,9626.8,9550.01,9603.58,1427.96332347 +2020-02-17 13:00:00,9533.72,9682.29,9656.21,9550.0,826.20043351 +2020-02-17 12:00:00,9566.74,9698.99,9634.45,9655.6,464.31180544 +2020-02-17 11:00:00,9580.89,9727.16,9727.16,9632.65,1030.33428018 +2020-02-17 10:00:00,9699.01,9804.51,9804.51,9727.14,418.5440889 +2020-02-17 09:00:00,9796.12,9845.0,9813.33,9804.51,155.3862337 +2020-02-17 08:00:00,9745.05,9820.0,9760.03,9813.33,190.19410678 +2020-02-17 07:00:00,9760.01,9820.07,9785.84,9760.03,218.27186319 +2020-02-17 06:00:00,9764.43,9841.38,9773.13,9785.84,222.90960285 +2020-02-17 05:00:00,9757.55,9824.99,9757.78,9774.14,277.89418448 +2020-02-17 04:00:00,9707.99,9822.58,9822.58,9757.79,570.26996244 +2020-02-17 03:00:00,9777.67,9856.05,9849.79,9823.88,197.90171513 +2020-02-17 02:00:00,9803.27,9866.72,9862.52,9848.01,289.44041385 +2020-02-17 01:00:00,9847.14,9913.96,9869.56,9863.56,240.67985337 +2020-02-17 00:00:00,9861.0,9969.38,9920.52,9868.6,294.77636742 +2020-02-16 23:00:00,9870.0,10004.46,9879.77,9921.0,541.89041951 +2020-02-16 22:00:00,9757.99,9879.76,9768.0,9879.76,223.93166539 +2020-02-16 21:00:00,9755.74,9797.18,9780.01,9768.01,217.98607846 +2020-02-16 20:00:00,9732.22,9780.0,9760.0,9780.0,196.71045099 +2020-02-16 19:00:00,9708.45,9808.12,9808.12,9759.99,322.84586129 +2020-02-16 18:00:00,9760.44,9844.06,9760.52,9808.12,355.18515095 +2020-02-16 17:00:00,9684.07,9800.0,9725.01,9760.65,904.1452529 +2020-02-16 16:00:00,9612.12,9924.38,9871.22,9725.02,2541.24551338 +2020-02-16 15:00:00,9832.05,9925.0,9902.51,9872.99,530.39776779 +2020-02-16 14:00:00,9892.17,9991.04,9946.27,9902.51,312.73644005 +2020-02-16 13:00:00,9862.5,9961.36,9923.8,9944.69,294.59307336 +2020-02-16 12:00:00,9881.33,9952.34,9924.01,9923.8,204.54287159 +2020-02-16 11:00:00,9912.0,9973.75,9943.86,9924.01,146.19300912 +2020-02-16 10:00:00,9940.0,9987.52,9976.63,9943.86,173.25549696 +2020-02-16 09:00:00,9970.06,10010.0,9993.9,9975.25,82.15444549 +2020-02-16 08:00:00,9947.49,10019.17,9968.71,9993.9,234.52998442 +2020-02-16 07:00:00,9966.36,9994.99,9975.57,9968.7,97.52566017 +2020-02-16 06:00:00,9950.01,9984.39,9955.53,9975.58,128.7365569 +2020-02-16 05:00:00,9937.31,10025.0,10022.13,9955.13,310.71278868 +2020-02-16 04:00:00,9980.0,10025.0,10006.93,10022.14,214.36156455 +2020-02-16 03:00:00,9995.0,10048.34,10040.65,10006.98,297.90225557 +2020-02-16 02:00:00,9925.0,10043.14,9931.27,10040.64,687.62217235 +2020-02-16 01:00:00,9912.05,9939.65,9931.06,9931.26,154.0837382 +2020-02-16 00:00:00,9856.12,9931.06,9911.22,9931.05,257.0406609 +2020-02-15 23:00:00,9886.01,9938.37,9931.01,9911.22,333.57378488 +2020-02-15 22:00:00,9916.5,9933.42,9924.4,9931.01,405.493291 +2020-02-15 21:00:00,9892.0,9926.54,9892.01,9924.41,232.69388172 +2020-02-15 20:00:00,9879.78,9911.6,9890.59,9892.01,277.78091799 +2020-02-15 19:00:00,9889.0,9932.41,9910.22,9890.59,342.14439556 +2020-02-15 18:00:00,9801.81,9912.19,9838.3,9910.22,913.15438115 +2020-02-15 17:00:00,9817.0,9945.0,9897.01,9835.29,765.82826022 +2020-02-15 16:00:00,9860.0,10098.66,9976.77,9897.0,2160.6692306 +2020-02-15 15:00:00,9750.0,10242.15,10238.8,9976.77,3235.30760036 +2020-02-15 14:00:00,10228.61,10256.2,10228.61,10238.79,177.92367366 +2020-02-15 13:00:00,10224.34,10246.24,10243.36,10228.62,94.74393075 +2020-02-15 12:00:00,10205.25,10248.55,10233.25,10241.71,285.03202371 +2020-02-15 11:00:00,10215.49,10251.0,10244.84,10233.26,101.22117213 +2020-02-15 10:00:00,10244.0,10278.29,10267.52,10245.12,42.05279931 +2020-02-15 09:00:00,10233.43,10271.91,10258.02,10267.52,86.44379861 +2020-02-15 08:00:00,10228.21,10258.03,10232.86,10258.03,79.32220604 +2020-02-15 07:00:00,10200.0,10249.73,10249.72,10234.63,221.24349061 +2020-02-15 06:00:00,10203.42,10265.89,10232.39,10250.0,269.10063919 +2020-02-15 05:00:00,10232.0,10278.15,10277.69,10232.4,176.06173833 +2020-02-15 04:00:00,10266.0,10291.83,10281.89,10277.69,139.56012192 +2020-02-15 03:00:00,10250.29,10300.0,10251.93,10281.9,192.71769398 +2020-02-15 02:00:00,10230.0,10290.97,10262.59,10251.93,387.02809441 +2020-02-15 01:00:00,10240.74,10370.0,10353.1,10262.91,854.3114552 +2020-02-15 00:00:00,10315.0,10400.0,10371.33,10353.09,549.88001571 +2020-02-14 23:00:00,10347.38,10373.39,10371.31,10371.33,215.86278079 +2020-02-14 22:00:00,10301.07,10379.46,10347.34,10371.31,377.50368699 +2020-02-14 21:00:00,10325.0,10393.88,10370.68,10347.34,306.87530908 +2020-02-14 20:00:00,10359.77,10392.0,10362.03,10371.56,348.26569607 +2020-02-14 19:00:00,10332.06,10395.66,10376.76,10362.04,438.66894832 +2020-02-14 18:00:00,10293.09,10377.74,10293.09,10376.76,901.95785034 +2020-02-14 17:00:00,10266.78,10300.44,10291.4,10293.09,367.28640693 +2020-02-14 16:00:00,10250.8,10315.76,10259.0,10291.4,423.97408264 +2020-02-14 15:00:00,10230.42,10301.77,10237.33,10259.0,477.39694324 +2020-02-14 14:00:00,10215.84,10349.99,10247.21,10236.21,593.43274595 +2020-02-14 13:00:00,10229.23,10268.22,10258.56,10247.22,200.06735461 +2020-02-14 12:00:00,10232.25,10290.0,10266.95,10259.95,123.36362012 +2020-02-14 11:00:00,10209.42,10275.0,10250.01,10265.14,157.39373352 +2020-02-14 10:00:00,10182.16,10290.0,10200.0,10250.01,507.36181449 +2020-02-14 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22:00:00,8500.05,8561.21,8510.84,8548.38,266.15309827 +2020-03-01 21:00:00,8455.0,8525.0,8481.25,8514.82,332.52522366 +2020-03-01 20:00:00,8478.0,8558.14,8533.54,8481.01,239.37485943 +2020-03-01 19:00:00,8400.0,8566.75,8441.27,8533.54,636.26837941 +2020-03-01 18:00:00,8436.46,8499.23,8494.36,8441.73,298.23881286 +2020-03-01 17:00:00,8450.0,8521.89,8516.76,8492.93,416.7223623 +2020-03-01 16:00:00,8450.0,8577.23,8548.31,8517.08,702.36694494 +2020-03-01 15:00:00,8540.04,8601.41,8565.33,8550.57,205.03227828 +2020-03-01 14:00:00,8555.0,8629.35,8611.85,8563.54,195.59937846 +2020-03-01 13:00:00,8536.7,8624.02,8575.17,8611.85,295.07717074 +2020-03-01 12:00:00,8547.85,8752.34,8647.94,8573.61,573.22107073 +2020-03-01 11:00:00,8551.85,8650.0,8569.73,8647.93,104.69401029 +2020-03-01 10:00:00,8537.79,8582.3,8537.79,8569.72,98.28039739 +2020-03-01 09:00:00,8520.41,8593.61,8526.86,8537.79,177.73930467 +2020-03-01 08:00:00,8520.4,8594.24,8536.94,8528.75,209.01916688 +2020-03-01 07:00:00,8519.53,8560.4,8539.33,8537.91,197.66978768 +2020-03-01 06:00:00,8512.07,8588.26,8588.25,8547.99,189.50133641 +2020-03-01 05:00:00,8530.0,8591.4,8577.06,8588.26,199.96333572 +2020-03-01 04:00:00,8555.67,8623.61,8611.38,8577.82,305.30760809 +2020-03-01 03:00:00,8600.75,8657.86,8629.87,8611.38,266.84877074 +2020-03-01 02:00:00,8614.12,8671.56,8640.85,8628.09,248.16905774 +2020-03-01 01:00:00,8515.93,8649.0,8539.9,8640.16,391.80058939 +2020-03-01 00:00:00,8508.96,8611.89,8523.33,8539.91,514.61942857 +2020-02-29 23:00:00,8520.67,8651.25,8636.8,8525.07,479.72679485 +2020-02-29 22:00:00,8593.12,8638.3,8634.27,8636.8,233.10522086 +2020-02-29 21:00:00,8614.31,8664.64,8658.04,8634.27,184.73448601 +2020-02-29 20:00:00,8644.21,8675.0,8675.0,8658.03,181.15470967 +2020-02-29 19:00:00,8636.53,8675.0,8673.98,8675.0,454.59902095 +2020-02-29 18:00:00,8645.79,8683.95,8663.64,8673.99,174.9558402 +2020-02-29 17:00:00,8605.0,8665.0,8613.3,8665.0,467.18983108 +2020-02-29 16:00:00,8609.96,8671.62,8661.73,8613.3,241.6844605 +2020-02-29 15:00:00,8596.29,8687.62,8634.01,8661.73,178.55006837 +2020-02-29 14:00:00,8580.96,8649.76,8646.68,8633.0,322.58872477 +2020-02-29 13:00:00,8617.76,8674.26,8674.26,8646.68,217.46228928 +2020-02-29 12:00:00,8658.62,8708.54,8708.53,8672.47,151.05633417 +2020-02-29 11:00:00,8618.21,8719.01,8646.15,8708.54,138.83950204 +2020-02-29 10:00:00,8635.14,8732.64,8702.33,8646.16,220.52608963 +2020-02-29 09:00:00,8691.45,8762.63,8762.07,8702.33,161.8138543 +2020-02-29 08:00:00,8735.61,8778.65,8768.05,8762.07,81.5098698 +2020-02-29 07:00:00,8723.64,8775.0,8730.74,8768.37,114.58098708 +2020-02-29 06:00:00,8716.71,8799.0,8779.67,8730.74,144.76371031 +2020-02-29 05:00:00,8750.0,8780.97,8760.68,8779.68,117.32094371 +2020-02-29 04:00:00,8731.81,8768.96,8731.81,8760.67,151.38704746 +2020-02-29 03:00:00,8688.95,8747.98,8721.81,8731.8,166.59761104 +2020-02-29 02:00:00,8685.84,8742.53,8689.9,8721.98,174.30643695 +2020-02-29 01:00:00,8676.59,8747.69,8733.97,8689.9,179.61773992 +2020-02-29 00:00:00,8705.18,8780.89,8708.61,8733.99,204.63673182 +2020-02-28 23:00:00,8685.0,8813.12,8796.58,8708.89,475.59707242 +2020-02-28 22:00:00,8669.21,8796.58,8669.24,8796.58,646.33213461 +2020-02-28 21:00:00,8614.28,8696.02,8614.3,8667.24,293.94841876 +2020-02-28 20:00:00,8565.91,8713.28,8570.0,8614.3,761.30351958 +2020-02-28 19:00:00,8510.83,8599.63,8540.0,8570.0,433.21081855 +2020-02-28 18:00:00,8515.17,8595.0,8569.61,8540.0,492.6510151 +2020-02-28 17:00:00,8488.13,8641.97,8636.78,8569.62,1172.17922852 +2020-02-28 16:00:00,8633.18,8728.99,8710.76,8636.78,753.96230104 +2020-02-28 15:00:00,8621.0,8717.79,8658.49,8711.29,716.63261697 +2020-02-28 14:00:00,8555.55,8682.35,8660.01,8660.0,1005.26379785 +2020-02-28 13:00:00,8486.46,8690.0,8513.24,8660.01,745.63908043 +2020-02-28 12:00:00,8428.8,8591.92,8573.69,8513.24,1379.1414934 +2020-02-28 11:00:00,8556.15,8635.13,8585.0,8573.69,350.08988553 +2020-02-28 10:00:00,8540.0,8649.93,8598.05,8585.0,818.90318704 +2020-02-28 09:00:00,8572.19,8735.39,8707.34,8603.12,910.8984611 +2020-02-28 08:00:00,8700.4,8783.47,8728.68,8707.12,201.80713671 +2020-02-28 07:00:00,8700.86,8786.52,8780.97,8728.69,470.26240001 +2020-02-28 06:00:00,8765.86,8806.13,8786.53,8780.97,196.04164566 +2020-02-28 05:00:00,8779.06,8833.12,8828.01,8786.54,301.69660893 +2020-02-28 04:00:00,8814.42,8865.46,8839.69,8829.0,154.03442145 +2020-02-28 03:00:00,8836.2,8890.48,8873.05,8839.69,345.85493055 +2020-02-28 02:00:00,8847.82,8895.0,8894.27,8874.08,295.15008138 +2020-02-28 01:00:00,8811.41,8899.0,8856.66,8894.27,308.32201759 +2020-02-28 00:00:00,8784.2,8899.94,8814.9,8856.66,414.36362983 +2020-02-27 23:00:00,8755.01,8818.91,8789.87,8812.49,366.78716479 +2020-02-27 22:00:00,8667.69,8813.03,8755.43,8785.67,836.69314971 +2020-02-27 21:00:00,8738.01,8896.07,8883.81,8755.43,889.94058208 +2020-02-27 20:00:00,8867.9,8920.57,8910.01,8883.83,417.28591985 +2020-02-27 19:00:00,8850.49,8921.81,8893.45,8910.01,336.29316244 +2020-02-27 18:00:00,8872.87,8941.63,8918.4,8892.66,608.07561268 +2020-02-27 17:00:00,8890.01,8949.99,8938.87,8918.4,524.25147009 +2020-02-27 16:00:00,8849.19,8972.92,8849.19,8938.87,1037.47346464 +2020-02-27 15:00:00,8827.31,8899.0,8859.29,8849.19,899.03237551 +2020-02-27 14:00:00,8796.03,8885.36,8828.01,8859.3,638.37736794 +2020-02-27 13:00:00,8750.61,8848.55,8778.19,8828.01,328.8908394 +2020-02-27 12:00:00,8742.39,8942.35,8803.12,8778.19,1025.87086266 +2020-02-27 11:00:00,8782.8,8825.0,8812.86,8803.12,165.44712855 +2020-02-27 10:00:00,8738.94,8820.0,8742.68,8812.87,352.33331469 +2020-02-27 09:00:00,8739.11,8834.13,8787.61,8742.69,267.74166157 +2020-02-27 08:00:00,8779.87,8850.0,8813.21,8788.17,311.37202934 +2020-02-27 07:00:00,8759.78,8816.97,8807.63,8813.21,284.8736449 +2020-02-27 06:00:00,8746.23,8816.97,8760.58,8807.63,410.62193485 +2020-02-27 05:00:00,8704.11,8776.63,8709.82,8760.58,444.83426349 +2020-02-27 04:00:00,8666.76,8746.38,8734.75,8712.3,327.88671539 +2020-02-27 03:00:00,8640.0,8759.42,8691.61,8734.75,432.86357762 +2020-02-27 02:00:00,8646.68,8735.47,8682.3,8691.61,590.37753934 +2020-02-27 01:00:00,8520.0,8710.0,8639.12,8684.27,1678.38366694 +2020-02-27 00:00:00,8612.0,8780.0,8778.3,8639.12,1605.31275416 +2020-02-26 23:00:00,8775.88,8829.03,8780.37,8778.3,478.48393844 +2020-02-26 22:00:00,8705.53,8830.66,8742.41,8780.97,549.58014608 +2020-02-26 21:00:00,8739.99,8831.77,8795.22,8742.41,555.51983221 +2020-02-26 20:00:00,8769.45,8850.0,8823.76,8795.22,742.51828146 +2020-02-26 19:00:00,8774.14,8855.82,8825.36,8823.76,791.19152308 +2020-02-26 18:00:00,8708.13,8834.3,8717.51,8825.36,1194.99281294 +2020-02-26 17:00:00,8647.02,8787.03,8728.18,8716.6,1669.21885059 +2020-02-26 16:00:00,8602.0,9017.94,8981.22,8728.18,4620.24671518 +2020-02-26 15:00:00,8964.68,9040.85,9027.97,8981.01,814.08068327 +2020-02-26 14:00:00,8955.0,9110.99,9068.35,9027.97,1493.88725065 +2020-02-26 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23:00:00,6407.7,6453.5,6443.44,6424.35,353.91880844 +2020-03-31 22:00:00,6431.83,6460.11,6460.1,6443.44,276.8822928 +2020-03-31 21:00:00,6430.0,6495.0,6479.42,6460.14,373.02547692 +2020-03-31 20:00:00,6460.19,6511.95,6474.2,6479.41,380.43643727 +2020-03-31 19:00:00,6444.85,6487.11,6478.11,6474.2,665.09643014 +2020-03-31 18:00:00,6454.2,6504.62,6466.74,6478.12,585.93965807 +2020-03-31 17:00:00,6405.55,6470.33,6441.84,6466.74,490.90640134 +2020-03-31 16:00:00,6425.41,6483.47,6465.62,6441.84,464.38674106 +2020-03-31 15:00:00,6431.95,6520.34,6468.21,6465.62,637.46496923 +2020-03-31 14:00:00,6430.01,6494.07,6431.3,6468.21,570.08792721 +2020-03-31 13:00:00,6409.4,6494.8,6455.58,6431.69,847.21627851 +2020-03-31 12:00:00,6333.91,6471.37,6400.93,6455.58,835.78278399 +2020-03-31 11:00:00,6357.36,6441.36,6437.7,6400.93,574.12341028 +2020-03-31 10:00:00,6411.21,6450.0,6444.76,6437.7,210.85338036 +2020-03-31 09:00:00,6437.09,6505.37,6501.65,6441.79,314.65007211 +2020-03-31 08:00:00,6447.39,6512.0,6448.25,6501.65,278.95297094 +2020-03-31 07:00:00,6432.02,6474.0,6474.0,6448.25,130.6388683 +2020-03-31 06:00:00,6394.03,6474.0,6421.6,6474.0,259.77218166 +2020-03-31 05:00:00,6383.36,6439.9,6400.2,6422.01,253.88612667 +2020-03-31 04:00:00,6382.4,6467.89,6445.08,6399.24,645.5895975 +2020-03-31 03:00:00,6416.88,6486.0,6457.08,6445.51,639.97844262 +2020-03-31 02:00:00,6454.08,6524.79,6520.0,6457.08,657.07102883 +2020-03-31 01:00:00,6446.6,6522.94,6446.6,6520.0,601.41895087 +2020-03-31 00:00:00,6395.0,6481.9,6406.4,6446.6,890.94609568 +2020-03-30 23:00:00,6383.39,6499.6,6473.81,6406.4,1558.26559816 +2020-03-30 22:00:00,6457.81,6631.23,6549.66,6475.83,1616.22020096 +2020-03-30 21:00:00,6480.1,6589.73,6482.81,6549.66,1906.34988091 +2020-03-30 20:00:00,6375.0,6525.0,6377.25,6484.0,1724.39951135 +2020-03-30 19:00:00,6360.69,6413.58,6376.79,6377.26,548.89451385 +2020-03-30 18:00:00,6340.0,6384.12,6361.61,6377.0,380.88895758 +2020-03-30 17:00:00,6340.73,6395.26,6389.21,6362.25,438.3045691 +2020-03-30 16:00:00,6317.74,6399.16,6353.56,6387.31,1014.70229811 +2020-03-30 15:00:00,6333.11,6461.85,6344.0,6350.02,1770.87587564 +2020-03-30 14:00:00,6284.67,6354.0,6320.01,6343.78,1204.26287871 +2020-03-30 13:00:00,6318.3,6368.52,6320.38,6320.0,616.69715442 +2020-03-30 12:00:00,6303.96,6398.79,6376.57,6320.33,696.19878548 +2020-03-30 11:00:00,6290.72,6428.81,6297.99,6377.07,1337.97160783 +2020-03-30 10:00:00,6266.87,6333.85,6266.87,6296.0,427.61498441 +2020-03-30 09:00:00,6258.26,6300.65,6288.25,6267.35,390.48577916 +2020-03-30 08:00:00,6252.55,6308.0,6259.8,6288.01,648.14685826 +2020-03-30 07:00:00,6232.16,6349.55,6232.16,6256.26,1316.19188024 +2020-03-30 06:00:00,6181.25,6269.88,6213.61,6229.26,692.5196821 +2020-03-30 05:00:00,6042.61,6257.41,6042.61,6213.16,1769.34053659 +2020-03-30 04:00:00,5999.85,6050.98,6015.0,6042.61,415.94303926 +2020-03-30 03:00:00,5984.4,6015.0,5994.98,6015.0,440.26552758 +2020-03-30 02:00:00,5941.05,6029.66,5943.88,5994.99,1012.00673086 +2020-03-30 01:00:00,5891.31,5950.0,5900.71,5943.89,791.87746859 +2020-03-30 00:00:00,5853.0,5918.94,5878.98,5900.71,941.37832238 +2020-03-29 23:00:00,5870.46,5930.0,5915.9,5877.21,682.16029196 +2020-03-29 22:00:00,5876.75,5944.39,5898.49,5916.21,724.28287157 +2020-03-29 21:00:00,5893.72,5956.39,5951.05,5895.61,703.13260099 +2020-03-29 20:00:00,5871.0,5960.0,5901.88,5949.27,1636.98215345 +2020-03-29 19:00:00,5871.0,6089.79,6067.03,5902.0,2871.27127744 +2020-03-29 18:00:00,6065.0,6107.54,6107.54,6067.04,545.06578273 +2020-03-29 17:00:00,6062.95,6121.81,6088.89,6107.53,484.99582273 +2020-03-29 16:00:00,6060.0,6164.56,6134.31,6088.88,821.70107999 +2020-03-29 15:00:00,6120.0,6151.33,6146.3,6134.31,288.82119708 +2020-03-29 14:00:00,6115.21,6151.47,6126.8,6146.37,335.92549173 +2020-03-29 13:00:00,6100.0,6140.98,6129.73,6126.6,728.27300881 +2020-03-29 12:00:00,6051.8,6156.76,6138.0,6129.77,681.85612859 +2020-03-29 11:00:00,6137.73,6190.0,6177.18,6138.01,620.96341099 +2020-03-29 10:00:00,6089.6,6218.96,6090.23,6177.23,902.8329972 +2020-03-29 09:00:00,6085.43,6136.75,6134.02,6090.8,211.22277934 +2020-03-29 08:00:00,6092.11,6158.39,6158.39,6133.83,690.74948502 +2020-03-29 07:00:00,6118.0,6173.62,6157.84,6158.4,769.55214331 +2020-03-29 06:00:00,6140.54,6174.7,6155.0,6157.84,334.11928535 +2020-03-29 05:00:00,6153.97,6214.81,6214.81,6155.01,406.17181829 +2020-03-29 04:00:00,6198.5,6221.97,6215.08,6214.81,200.61931753 +2020-03-29 03:00:00,6191.63,6228.49,6214.06,6216.11,250.2949045 +2020-03-29 02:00:00,6208.35,6238.62,6224.96,6214.07,273.07189348 +2020-03-29 01:00:00,6197.85,6237.98,6222.3,6224.97,527.93817066 +2020-03-29 00:00:00,6203.25,6279.96,6251.45,6222.3,419.23246569 +2020-03-28 23:00:00,6193.55,6280.0,6224.45,6251.82,493.48290947 +2020-03-28 22:00:00,6187.43,6260.17,6234.25,6224.46,339.26104268 +2020-03-28 21:00:00,6179.55,6278.17,6258.82,6234.25,476.84778493 +2020-03-28 20:00:00,6220.54,6310.0,6221.29,6256.62,1147.67301616 +2020-03-28 19:00:00,6177.04,6241.0,6177.04,6222.34,567.14781849 +2020-03-28 18:00:00,6031.74,6264.81,6031.74,6177.04,1595.26640874 +2020-03-28 17:00:00,6030.0,6249.0,6243.91,6040.57,1624.78441211 +2020-03-28 16:00:00,6208.32,6250.04,6228.49,6243.92,529.10641092 +2020-03-28 15:00:00,6225.5,6284.0,6253.47,6228.5,392.32639318 +2020-03-28 14:00:00,6232.14,6266.06,6239.35,6254.1,382.75751705 +2020-03-28 13:00:00,6172.1,6258.77,6247.71,6239.38,582.75404949 +2020-03-28 12:00:00,6219.48,6268.07,6243.0,6247.72,418.66463184 +2020-03-28 11:00:00,6236.54,6330.0,6272.12,6243.0,619.69661245 +2020-03-28 10:00:00,6226.97,6293.08,6267.23,6271.09,220.31302027 +2020-03-28 09:00:00,6247.03,6299.0,6272.95,6268.04,261.21420956 +2020-03-28 08:00:00,6180.86,6279.52,6196.01,6272.96,630.37597436 +2020-03-28 07:00:00,6167.76,6204.92,6167.76,6196.94,324.44946283 +2020-03-28 06:00:00,6130.0,6180.48,6169.02,6167.76,425.94493029 +2020-03-28 05:00:00,6142.41,6193.68,6176.58,6169.01,580.13318699 +2020-03-28 04:00:00,6095.95,6210.0,6121.56,6176.58,1034.21191849 +2020-03-28 03:00:00,6070.0,6268.34,6256.24,6121.57,2304.8851284 +2020-03-28 02:00:00,6237.0,6287.86,6277.59,6256.24,740.70583236 +2020-03-28 01:00:00,6254.0,6312.38,6312.38,6277.59,998.76169189 +2020-03-28 00:00:00,6200.0,6372.36,6372.36,6312.39,3663.11048265 +2020-03-27 23:00:00,6260.0,6671.07,6671.06,6372.36,2763.11166371 +2020-03-27 22:00:00,6655.0,6689.0,6686.67,6672.55,323.08672731 +2020-03-27 21:00:00,6666.76,6710.45,6682.0,6686.68,556.5141972 +2020-03-27 20:00:00,6645.0,6682.13,6666.02,6682.0,597.9990093 +2020-03-27 19:00:00,6647.16,6699.99,6657.07,6666.0,905.57848023 +2020-03-27 18:00:00,6632.93,6672.75,6642.78,6657.07,607.96086321 +2020-03-27 17:00:00,6615.79,6664.99,6646.6,6642.81,669.25718193 +2020-03-27 16:00:00,6600.04,6672.92,6635.04,6646.6,1096.65469683 +2020-03-27 15:00:00,6621.1,6665.0,6627.52,6635.04,782.80847474 +2020-03-27 14:00:00,6590.96,6634.0,6601.47,6627.52,701.3875942 +2020-04-21 13:00:00,6792.44,6857.49,6816.03,6848.08,997.71864777 +2020-04-21 12:00:00,6796.85,6847.3,6803.89,6816.02,711.67921312 +2020-04-21 11:00:00,6776.0,6839.41,6820.01,6803.88,465.83746293 +2020-04-21 10:00:00,6819.77,6864.5,6846.46,6820.01,822.81667828 +2020-04-21 09:00:00,6785.0,6883.46,6875.74,6846.58,960.52004709 +2020-04-21 08:00:00,6862.27,6909.66,6894.57,6875.75,207.00736741 +2020-04-21 07:00:00,6874.82,6897.91,6890.56,6895.28,231.86806487 +2020-04-21 06:00:00,6880.92,6913.0,6898.25,6890.56,251.01065533 +2020-04-21 05:00:00,6855.42,6901.0,6864.45,6898.25,388.14751738 +2020-04-21 04:00:00,6842.69,6878.8,6868.99,6864.45,367.01596342 +2020-04-21 03:00:00,6852.0,6885.51,6856.54,6869.0,373.97647425 +2020-04-21 02:00:00,6850.0,6898.34,6886.84,6856.55,400.20625923 +2020-04-21 01:00:00,6877.19,6922.59,6891.13,6886.27,418.68272846 +2020-04-21 00:00:00,6823.92,6925.0,6837.22,6891.44,669.48642468 +2020-04-20 23:00:00,6828.66,6895.0,6889.14,6838.19,676.4861117 +2020-04-20 22:00:00,6854.0,6900.0,6856.84,6889.13,478.95545686 +2020-04-20 21:00:00,6842.0,6890.0,6867.72,6858.22,569.7461685 +2020-04-20 20:00:00,6748.72,6878.27,6769.07,6868.01,1389.76833006 +2020-04-20 19:00:00,6768.0,6900.0,6873.77,6769.06,2003.11796486 +2020-04-20 18:00:00,6840.0,7000.0,6881.94,6872.5,1835.20669961 +2020-04-20 17:00:00,6846.78,7060.3,7057.11,6881.95,2313.78589158 +2020-04-20 16:00:00,7043.59,7098.72,7082.65,7057.09,415.89631468 +2020-04-20 15:00:00,7065.66,7108.22,7079.87,7082.65,648.77943136 +2020-04-20 14:00:00,7019.17,7085.51,7030.68,7079.95,574.82200808 +2020-04-20 13:00:00,7018.37,7063.55,7044.01,7030.88,773.34061485 +2020-04-20 12:00:00,6920.0,7070.0,6970.18,7044.8,1399.44653319 +2020-04-20 11:00:00,6961.28,7088.73,7081.17,6972.12,1448.95331313 +2020-04-20 10:00:00,7035.59,7157.29,7157.28,7082.06,1055.7445005 +2020-04-20 09:00:00,7130.0,7168.89,7161.78,7157.29,236.54402738 +2020-04-20 08:00:00,7145.96,7197.01,7196.15,7161.77,276.59030966 +2020-04-20 07:00:00,7164.51,7201.95,7175.95,7196.54,305.30824158 +2020-04-20 06:00:00,7163.74,7189.11,7183.33,7175.96,151.95058819 +2020-04-20 05:00:00,7164.93,7194.06,7186.22,7181.24,272.42498861 +2020-04-20 04:00:00,7176.1,7227.11,7177.68,7182.98,466.52074664 +2020-04-20 03:00:00,7169.86,7193.72,7185.31,7177.67,181.22652658 +2020-04-20 02:00:00,7158.26,7196.32,7170.58,7186.17,222.48351281 +2020-04-20 01:00:00,7146.32,7180.98,7174.01,7171.33,231.86931009 +2020-04-20 00:00:00,7096.69,7185.11,7130.7,7174.01,467.63796677 +2020-04-19 23:00:00,7119.02,7199.95,7188.47,7130.71,577.1575361 +2020-04-19 22:00:00,7165.85,7210.72,7198.4,7186.76,1013.18667986 +2020-04-19 21:00:00,7150.13,7212.07,7150.14,7197.86,378.46079754 +2020-04-19 20:00:00,7127.09,7159.93,7145.49,7150.14,166.9367034 +2020-04-19 19:00:00,7123.16,7161.94,7157.0,7145.49,252.98686802 +2020-04-19 18:00:00,7146.29,7177.97,7169.99,7157.0,231.13887617 +2020-04-19 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17:00:00,7280.53,7319.84,7288.39,7302.59,519.81896436 +2020-04-09 16:00:00,7275.0,7306.53,7290.42,7287.69,535.75711368 +2020-04-09 15:00:00,7260.0,7337.72,7334.41,7290.42,851.63129054 +2020-04-09 14:00:00,7295.6,7365.0,7347.83,7333.2,646.05215774 +2020-04-09 13:00:00,7290.0,7363.99,7318.75,7345.77,893.09196164 +2020-04-09 12:00:00,7110.0,7322.08,7189.09,7319.83,1202.82971439 +2020-04-09 11:00:00,7137.45,7338.8,7319.57,7184.31,1161.92761625 +2020-04-09 10:00:00,7289.56,7325.0,7305.81,7319.57,221.03025853 +2020-04-09 09:00:00,7305.79,7344.32,7344.32,7305.82,97.26926466 +2020-04-09 08:00:00,7325.09,7363.99,7340.42,7344.33,213.90108814 +2020-04-09 07:00:00,7293.33,7349.55,7327.26,7340.41,217.66793392 +2020-04-09 06:00:00,7301.45,7329.99,7316.21,7323.75,154.33424235 +2020-04-09 05:00:00,7278.84,7319.13,7296.02,7316.22,211.68232212 +2020-04-09 04:00:00,7241.91,7305.89,7292.47,7296.02,418.14368006 +2020-04-09 03:00:00,7261.01,7326.91,7326.91,7292.47,446.01273895 +2020-04-09 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20:00:00,8860.68,8941.0,8885.89,8941.0,372.73220779 +2020-05-02 19:00:00,8832.48,8887.55,8876.73,8885.14,419.0290769 +2020-05-02 18:00:00,8817.0,8980.0,8979.99,8876.72,1018.18778824 +2020-05-02 17:00:00,8962.91,9014.03,8991.92,8979.99,542.3073396 +2020-05-02 16:00:00,8928.0,9025.0,8948.01,8990.96,1193.82884235 +2020-05-02 15:00:00,8900.05,8975.0,8931.67,8948.01,723.72401499 +2020-05-02 14:00:00,8899.98,8967.87,8910.05,8931.4,533.99731359 +2020-05-02 13:00:00,8863.97,8920.59,8869.23,8910.84,352.14039296 +2020-05-02 12:00:00,8848.92,8952.93,8848.92,8869.86,667.49018116 +2020-05-02 11:00:00,8834.99,8898.0,8834.99,8850.0,327.01548957 +2020-05-02 10:00:00,8817.04,8856.06,8822.12,8835.0,175.10332542 +2020-05-02 09:00:00,8780.3,8833.1,8780.3,8824.1,175.58473755 +2020-05-02 08:00:00,8777.24,8828.64,8808.34,8780.32,280.43289547 +2020-05-02 07:00:00,8786.87,8834.94,8829.92,8807.2,216.07841723 +2020-05-02 06:00:00,8822.0,8851.47,8825.77,8829.87,199.9589514 +2020-05-02 05:00:00,8792.58,8837.0,8828.54,8825.74,275.40397034 +2020-05-02 04:00:00,8800.5,8865.4,8845.56,8829.82,325.44991547 +2020-05-02 03:00:00,8802.93,8863.82,8819.84,8845.0,354.85648801 +2020-05-02 02:00:00,8762.01,8843.89,8803.25,8820.03,469.00518844 +2020-05-02 01:00:00,8781.2,8842.32,8838.44,8803.25,373.06175964 +2020-05-02 00:00:00,8767.71,8854.86,8829.42,8839.39,437.28542317 +2020-05-01 23:00:00,8812.09,8900.0,8849.05,8829.42,965.01897754 +2020-05-01 22:00:00,8802.03,8871.71,8852.54,8848.85,720.4056242 +2020-05-01 21:00:00,8732.06,8854.97,8732.06,8853.58,811.254015 +2020-05-01 20:00:00,8666.4,8750.0,8731.74,8732.59,680.27764694 +2020-05-01 19:00:00,8706.77,8770.0,8740.0,8731.74,743.28925998 +2020-05-01 18:00:00,8725.18,8783.26,8761.92,8740.01,601.27904826 +2020-05-01 17:00:00,8690.0,8767.04,8735.0,8760.16,714.54100762 +2020-05-01 16:00:00,8659.82,8766.26,8731.33,8735.68,1546.49681014 +2020-05-01 15:00:00,8730.79,8869.92,8832.42,8730.79,999.3114278 +2020-05-01 14:00:00,8715.29,8848.99,8798.53,8832.42,1292.28863084 +2020-05-01 13:00:00,8780.68,8932.59,8889.62,8798.71,1296.15367857 +2020-05-01 12:00:00,8817.68,9038.63,9011.2,8889.98,2057.68457592 +2020-05-01 11:00:00,8879.17,9075.98,8917.0,9014.55,1802.24570841 +2020-05-01 10:00:00,8827.43,8917.0,8856.19,8917.0,600.83034168 +2020-05-01 09:00:00,8775.26,8868.18,8804.96,8855.49,693.74786875 +2020-05-01 08:00:00,8753.44,8813.51,8778.92,8804.96,324.82309419 +2020-05-01 07:00:00,8712.57,8783.96,8760.01,8782.0,1186.57242456 +2020-05-01 06:00:00,8753.01,8817.01,8817.01,8760.01,345.26078381 +2020-05-01 05:00:00,8762.43,8836.9,8794.84,8818.27,627.92409368 +2020-05-01 04:00:00,8677.4,8803.4,8677.41,8797.27,617.50056781 +2020-05-01 03:00:00,8652.13,8746.81,8735.95,8677.4,1048.6689696 +2020-05-01 02:00:00,8652.9,8740.42,8664.23,8735.95,447.93082399 +2020-05-01 01:00:00,8664.17,8768.95,8714.4,8664.23,584.18021957 +2020-05-01 00:00:00,8622.72,8742.98,8624.68,8717.58,952.53429006 +2020-04-30 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20:00:00,7692.04,7724.0,7712.85,7711.0,428.76787303 +2020-04-27 19:00:00,7702.3,7731.04,7720.15,7709.44,438.53299926 +2020-04-27 18:00:00,7667.68,7721.99,7669.03,7720.67,474.4637393 +2020-04-27 17:00:00,7650.0,7680.27,7675.27,7670.05,595.25230564 +2020-04-27 16:00:00,7675.0,7702.53,7693.14,7675.28,555.69754686 +2020-04-27 15:00:00,7664.76,7708.0,7678.87,7693.6,682.0428297 +2020-04-27 14:00:00,7636.02,7705.96,7705.15,7678.86,1091.9961777 +2020-04-27 13:00:00,7635.69,7715.73,7707.46,7705.15,1623.50842755 +2020-04-27 12:00:00,7680.38,7737.75,7724.68,7707.77,558.19167502 +2020-04-27 11:00:00,7694.38,7736.47,7703.97,7724.68,271.74270257 +2020-04-27 10:00:00,7677.48,7721.74,7710.73,7703.98,384.15260836 +2020-04-27 09:00:00,7688.91,7736.44,7714.62,7710.74,271.4889592 +2020-04-27 08:00:00,7692.2,7749.99,7708.38,7714.62,466.24478637 +2020-04-27 07:00:00,7639.02,7708.95,7666.02,7708.38,287.36367584 +2020-04-27 06:00:00,7648.04,7725.44,7707.81,7665.08,465.70232078 +2020-04-27 05:00:00,7696.09,7761.92,7742.96,7707.82,410.16443065 +2020-04-27 04:00:00,7710.67,7747.93,7742.32,7742.21,438.74463508 +2020-04-27 03:00:00,7732.67,7764.99,7745.18,7742.32,449.86653535 +2020-04-27 02:00:00,7700.01,7749.99,7708.66,7745.18,456.24846433 +2020-04-27 01:00:00,7659.0,7810.99,7754.93,7708.66,1617.0606541 +2020-04-27 00:00:00,7706.4,7800.0,7706.4,7754.94,1696.42027504 +2020-04-26 23:00:00,7621.14,7709.15,7623.95,7706.4,676.55231092 +2020-04-26 22:00:00,7592.31,7650.01,7640.41,7624.1,406.74901119 +2020-04-26 21:00:00,7630.0,7668.12,7657.28,7640.42,296.72463913 +2020-04-26 20:00:00,7633.2,7668.86,7659.66,7655.2,330.45281561 +2020-04-26 19:00:00,7618.32,7667.09,7633.24,7659.67,345.32146408 +2020-04-26 18:00:00,7580.01,7640.0,7591.4,7633.24,381.67641503 +2020-04-26 17:00:00,7565.0,7599.0,7571.36,7592.38,177.07205291 +2020-04-26 16:00:00,7538.89,7594.58,7553.03,7574.13,347.04214573 +2020-04-26 15:00:00,7490.0,7649.81,7648.3,7553.03,1491.7145616 +2020-04-26 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23:00:00,7513.85,7549.88,7543.99,7547.61,343.15942536 +2020-04-25 22:00:00,7526.7,7559.0,7536.86,7543.99,191.49453298 +2020-04-25 21:00:00,7511.0,7556.37,7553.76,7532.21,287.45607044 +2020-04-25 20:00:00,7552.66,7565.55,7554.6,7557.23,192.27081047 +2020-04-25 19:00:00,7529.0,7558.72,7539.29,7554.6,202.02212288 +2020-04-25 18:00:00,7531.59,7551.87,7548.69,7539.28,191.72017474 +2020-04-25 17:00:00,7530.0,7566.61,7556.56,7549.88,258.71181023 +2020-04-25 16:00:00,7489.44,7569.01,7536.36,7556.56,638.30260162 +2020-04-25 15:00:00,7520.0,7720.0,7588.93,7536.36,1377.18732143 +2020-04-25 14:00:00,7546.57,7609.99,7605.09,7588.25,517.14777878 +2020-04-25 13:00:00,7560.24,7607.0,7560.24,7605.1,277.43717137 +2020-04-25 12:00:00,7537.68,7572.2,7538.39,7559.08,141.94268045 +2020-04-25 11:00:00,7520.51,7612.5,7569.29,7539.22,363.09844153 +2020-04-25 10:00:00,7542.08,7581.25,7567.95,7570.04,181.8402763 +2020-04-25 09:00:00,7541.27,7576.31,7556.73,7568.0,127.670386 +2020-04-25 08:00:00,7518.63,7580.0,7565.65,7556.74,173.51363314 +2020-04-25 07:00:00,7552.37,7600.0,7589.36,7565.65,238.13264172 +2020-04-25 06:00:00,7537.59,7594.89,7568.99,7589.38,243.73553026 +2020-04-25 05:00:00,7523.89,7569.0,7529.34,7569.0,313.61051357 +2020-04-25 04:00:00,7506.83,7536.01,7529.79,7530.0,129.6480492 +2020-04-25 03:00:00,7499.01,7530.9,7501.52,7529.8,149.98868595 +2020-04-25 02:00:00,7483.0,7513.81,7492.67,7501.51,125.94665632 +2020-04-25 01:00:00,7460.23,7508.66,7476.93,7492.68,251.52672109 +2020-04-25 00:00:00,7437.94,7521.49,7514.99,7476.94,526.23216038 +2020-04-24 23:00:00,7490.0,7515.97,7491.7,7514.64,208.05086238 +2020-04-24 22:00:00,7483.72,7530.9,7503.92,7491.73,481.16612166 +2020-04-24 21:00:00,7503.76,7562.9,7532.55,7503.76,330.6155314 +2020-04-24 20:00:00,7526.17,7558.29,7533.21,7532.56,635.21583883 +2020-04-24 19:00:00,7510.0,7536.97,7526.06,7534.37,468.97137333 +2020-04-24 18:00:00,7516.16,7552.51,7516.53,7526.06,726.68946217 +2020-04-24 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05:00:00,6862.89,6927.0,6862.89,6913.95,336.06126837 +2020-04-22 04:00:00,6854.11,6882.97,6872.48,6862.9,261.25697472 +2020-04-22 03:00:00,6860.72,6884.19,6879.45,6872.49,236.517734 +2020-04-22 02:00:00,6855.13,6897.62,6863.37,6880.45,338.75803588 +2020-04-22 01:00:00,6827.89,6863.37,6844.41,6863.37,278.71349613 +2020-04-22 00:00:00,6826.0,6873.53,6853.67,6843.92,784.1860963 +2020-04-21 23:00:00,6845.0,6912.47,6904.0,6853.68,518.72393648 +2020-04-21 22:00:00,6885.0,6910.88,6902.7,6904.0,350.97038222 +2020-04-21 21:00:00,6883.02,6919.0,6898.09,6902.81,382.52303455 +2020-04-21 20:00:00,6866.91,6900.0,6877.0,6898.09,426.61445258 +2020-04-21 19:00:00,6877.27,6915.01,6893.83,6877.27,422.12698969 +2020-04-21 18:00:00,6882.43,6919.28,6907.86,6889.86,592.78399532 +2020-04-21 17:00:00,6821.14,6959.0,6855.77,6905.12,1917.99233517 +2020-04-21 16:00:00,6827.56,6869.77,6841.2,6855.76,788.58788035 +2020-04-21 15:00:00,6810.2,6853.29,6824.84,6841.2,709.04096303 +2020-04-21 14:00:00,6821.81,6891.55,6848.08,6823.69,1092.50501395 +2020-05-16 13:00:00,9426.01,9535.4,9471.78,9454.72,353.92767865 +2020-05-16 12:00:00,9401.52,9510.52,9409.5,9471.78,460.19362161 +2020-05-16 11:00:00,9380.0,9457.75,9454.73,9409.5,131.32157061 +2020-05-16 10:00:00,9368.97,9458.24,9414.7,9454.79,182.57396084 +2020-05-16 09:00:00,9325.0,9430.92,9422.4,9414.7,223.65322483 +2020-05-16 08:00:00,9342.18,9431.77,9382.86,9422.4,284.81887306 +2020-05-16 07:00:00,9377.76,9500.0,9469.85,9383.73,346.85203379 +2020-05-16 06:00:00,9411.77,9479.73,9456.61,9469.86,329.9505967 +2020-05-16 05:00:00,9442.9,9594.99,9499.28,9457.67,981.21057465 +2020-05-16 04:00:00,9396.77,9500.0,9405.71,9499.28,437.45629219 +2020-05-16 03:00:00,9385.0,9446.22,9432.98,9405.72,247.33925346 +2020-05-16 02:00:00,9379.51,9455.0,9407.72,9432.98,336.2953486 +2020-05-16 01:00:00,9353.26,9447.84,9391.64,9403.98,636.93279048 +2020-05-16 00:00:00,9215.01,9393.93,9312.1,9392.0,996.4132043 +2020-05-15 23:00:00,9244.0,9389.43,9360.0,9312.1,823.24670514 +2020-05-15 22:00:00,9339.23,9487.66,9414.98,9360.0,971.17843435 +2020-05-15 21:00:00,9202.28,9449.0,9244.24,9414.97,1308.26693819 +2020-05-15 20:00:00,9120.0,9400.0,9331.0,9241.97,2411.37342705 +2020-05-15 19:00:00,9322.97,9507.39,9487.32,9333.34,2517.97314785 +2020-05-15 18:00:00,9472.35,9530.0,9472.35,9487.32,480.91187173 +2020-05-15 17:00:00,9436.85,9496.3,9464.96,9472.35,487.29731601 +2020-05-15 16:00:00,9439.15,9508.0,9471.79,9467.7,639.43834521 +2020-05-15 15:00:00,9410.35,9562.01,9562.0,9471.78,1579.39258693 +2020-05-15 14:00:00,9537.61,9616.95,9537.61,9562.01,550.20454327 +2020-05-15 13:00:00,9485.25,9572.92,9515.89,9537.37,474.73087996 +2020-05-15 12:00:00,9501.01,9587.9,9586.39,9515.9,642.63925309 +2020-05-15 11:00:00,9545.46,9650.0,9583.76,9587.95,351.08134635 +2020-05-15 10:00:00,9466.88,9624.88,9610.35,9583.76,545.22879463 +2020-05-15 09:00:00,9551.08,9657.29,9611.81,9614.75,398.75813582 +2020-05-15 08:00:00,9598.27,9706.58,9674.15,9611.81,397.49696849 +2020-05-15 07:00:00,9542.0,9720.67,9544.93,9675.88,771.32748747 +2020-05-15 06:00:00,9494.86,9552.59,9501.93,9544.93,383.6260091 +2020-05-15 05:00:00,9363.22,9518.95,9440.31,9501.34,1009.3935815 +2020-05-15 04:00:00,9431.22,9507.47,9477.0,9438.89,1206.05118246 +2020-05-15 03:00:00,9435.37,9558.96,9493.57,9477.0,1249.9862589 +2020-05-15 02:00:00,9226.08,9746.39,9737.0,9496.16,4669.98297103 +2020-05-15 01:00:00,9728.3,9776.24,9771.45,9736.99,493.09201361 +2020-05-15 00:00:00,9720.21,9849.0,9795.34,9771.45,818.30147508 +2020-05-14 23:00:00,9739.41,9849.0,9758.07,9795.34,988.30770749 +2020-05-14 22:00:00,9725.66,9819.0,9782.15,9760.14,1132.45315906 +2020-05-14 21:00:00,9617.0,9785.0,9659.1,9782.15,879.76679292 +2020-05-14 20:00:00,9600.0,9875.0,9660.32,9659.07,2678.18611512 +2020-05-14 19:00:00,9655.0,9725.0,9683.64,9660.33,790.98067124 +2020-05-14 18:00:00,9583.47,9690.05,9621.87,9683.64,877.03061684 +2020-05-14 17:00:00,9570.9,9679.0,9679.0,9621.87,893.60484679 +2020-05-14 16:00:00,9613.5,9788.82,9755.01,9679.0,1328.42447408 +2020-05-14 15:00:00,9664.53,9763.36,9709.45,9755.23,939.33308064 +2020-05-14 14:00:00,9608.73,9767.69,9627.4,9709.45,1272.40294269 +2020-05-14 13:00:00,9537.26,9652.77,9585.02,9627.41,1170.15026352 +2020-05-14 12:00:00,9558.0,9711.5,9687.67,9591.07,1865.12618967 +2020-05-14 11:00:00,9653.01,9777.46,9653.01,9682.62,1104.28324811 +2020-05-14 10:00:00,9585.91,9943.93,9811.78,9650.74,3907.6365393 +2020-05-14 09:00:00,9616.4,9825.0,9616.77,9810.01,1818.58287298 +2020-05-14 08:00:00,9482.16,9650.0,9513.88,9617.0,939.81842253 +2020-05-14 07:00:00,9416.22,9547.27,9449.47,9512.94,862.4758138 +2020-05-14 06:00:00,9410.14,9474.99,9441.28,9449.47,689.91762922 +2020-05-14 05:00:00,9270.0,9449.91,9319.87,9438.64,1058.19228314 +2020-05-14 04:00:00,9304.69,9354.99,9354.99,9319.87,625.93562673 +2020-05-14 03:00:00,9314.41,9358.89,9342.96,9355.0,648.05605976 +2020-05-14 02:00:00,9257.15,9344.0,9278.18,9342.95,565.43186017 +2020-05-14 01:00:00,9271.79,9337.23,9313.73,9278.18,731.76562215 +2020-05-14 00:00:00,9302.68,9390.0,9320.85,9313.6,984.49757773 +2020-05-13 23:00:00,9302.67,9358.58,9327.96,9321.26,604.96719935 +2020-05-13 22:00:00,9268.0,9380.42,9363.35,9329.55,1246.39291681 +2020-05-13 21:00:00,9289.34,9420.18,9303.16,9363.35,2276.23447323 +2020-05-13 20:00:00,9155.0,9350.0,9162.47,9303.15,3004.39855705 +2020-05-13 19:00:00,9088.69,9172.68,9089.26,9165.0,638.54153632 +2020-05-13 18:00:00,9084.0,9119.0,9093.95,9089.27,857.41433833 +2020-05-13 17:00:00,9060.58,9124.36,9122.76,9093.65,601.84469685 +2020-05-13 16:00:00,9060.85,9175.86,9146.26,9122.77,1390.07740043 +2020-05-13 15:00:00,9092.93,9200.0,9092.93,9146.26,1738.91391511 +2020-05-13 14:00:00,9045.0,9145.0,9087.99,9092.94,1350.00916609 +2020-05-13 13:00:00,9051.0,9125.0,9095.19,9088.0,1044.38587738 +2020-05-13 12:00:00,8999.01,9108.99,9040.86,9095.2,1149.56475365 +2020-05-13 11:00:00,8932.05,9049.21,8958.0,9039.91,834.18612835 +2020-05-13 10:00:00,8901.35,8968.11,8921.23,8958.01,251.18860052 +2020-05-13 09:00:00,8897.73,8936.67,8914.85,8921.24,267.39814647 +2020-05-13 08:00:00,8834.71,8927.31,8872.74,8914.86,395.64563562 +2020-05-13 07:00:00,8863.74,8924.6,8919.48,8872.74,178.69032655 +2020-05-13 06:00:00,8875.02,8924.11,8886.25,8919.49,169.31994957 +2020-05-13 05:00:00,8875.0,8947.11,8935.02,8886.26,293.26500777 +2020-05-13 04:00:00,8876.25,8947.02,8916.12,8935.54,397.87189489 +2020-05-13 03:00:00,8900.77,8949.99,8942.73,8916.47,485.30711515 +2020-05-13 02:00:00,8893.03,8979.0,8953.95,8942.74,570.70928752 +2020-05-13 01:00:00,8900.0,8964.9,8941.18,8953.95,781.44121076 +2020-05-13 00:00:00,8803.97,8948.88,8821.41,8941.18,829.86209464 +2020-05-12 23:00:00,8787.77,8852.98,8820.63,8821.42,589.25069855 +2020-05-12 22:00:00,8744.07,8839.3,8784.39,8820.55,695.72317899 +2020-05-12 21:00:00,8736.16,8858.72,8824.48,8784.39,671.96336674 +2020-05-12 20:00:00,8777.0,8852.26,8797.42,8824.49,800.94266585 +2020-05-12 19:00:00,8780.27,8931.83,8905.11,8799.56,1139.95197917 +2020-05-12 18:00:00,8840.0,8918.27,8883.46,8905.12,785.20088214 +2020-05-12 17:00:00,8836.09,8982.9,8930.87,8883.45,1209.23237448 +2020-05-12 16:00:00,8874.84,8965.87,8874.84,8932.45,1189.84024491 +2020-05-12 15:00:00,8860.02,8948.0,8889.48,8874.84,1498.97793838 +2020-05-12 14:00:00,8741.02,8925.0,8741.02,8889.49,1828.55804755 +2020-05-12 13:00:00,8663.85,8786.02,8774.35,8741.01,1295.52500288 +2020-05-12 12:00:00,8741.27,8821.99,8803.79,8776.23,539.21641945 +2020-05-12 11:00:00,8733.0,8811.99,8784.93,8801.59,445.09955354 +2020-05-12 10:00:00,8733.22,8823.44,8789.84,8784.93,647.71166654 +2020-05-12 09:00:00,8745.89,8827.99,8748.78,8789.84,708.91947719 +2020-05-12 08:00:00,8639.71,8763.85,8657.04,8748.79,613.45269155 +2020-05-12 07:00:00,8617.05,8716.57,8701.97,8657.97,396.81814493 +2020-05-12 06:00:00,8657.84,8764.0,8734.03,8702.71,466.21444897 +2020-05-12 05:00:00,8704.93,8786.97,8704.93,8734.9,569.5134167 +2020-05-12 04:00:00,8667.0,8752.93,8718.77,8704.94,593.55582928 +2020-05-12 03:00:00,8635.11,8744.38,8642.31,8718.79,1043.75019445 +2020-05-12 02:00:00,8600.74,8692.25,8621.04,8644.11,769.04689562 +2020-05-12 01:00:00,8570.83,8648.96,8616.8,8621.05,699.49550779 +2020-05-12 00:00:00,8534.85,8691.64,8572.4,8616.8,1021.27636621 +2020-05-11 23:00:00,8509.53,8650.0,8604.22,8572.4,905.49043897 +2020-05-11 22:00:00,8533.43,8650.0,8595.53,8604.23,925.39238965 +2020-05-11 21:00:00,8474.74,8702.16,8638.0,8595.53,1519.88109416 +2020-05-11 20:00:00,8576.0,8815.02,8751.94,8638.0,1637.30590342 +2020-05-11 19:00:00,8421.0,8784.86,8605.99,8753.04,3693.656909 +2020-05-11 18:00:00,8185.0,8670.19,8514.61,8605.99,5738.93911472 +2020-05-11 17:00:00,8424.55,8685.23,8615.67,8519.56,2870.57902569 +2020-05-11 16:00:00,8377.0,8931.04,8891.45,8618.42,4322.73533431 +2020-05-11 15:00:00,8813.51,8968.1,8870.9,8893.12,1182.86904432 +2020-05-11 14:00:00,8809.74,8949.3,8856.08,8870.78,1388.87152699 +2020-05-11 13:00:00,8754.12,8980.01,8871.95,8855.88,2044.50935854 +2020-05-11 12:00:00,8807.0,9182.66,8936.19,8874.06,4592.14669052 +2020-05-11 11:00:00,8760.0,8998.98,8808.17,8934.32,1472.75440154 +2020-05-11 10:00:00,8488.1,8883.15,8488.24,8809.76,1455.93746309 +2020-05-11 09:00:00,8482.26,8647.3,8640.0,8485.41,888.25382176 +2020-05-11 08:00:00,8575.31,8688.88,8669.25,8644.61,583.15568663 +2020-05-11 07:00:00,8628.12,8709.58,8687.53,8669.25,493.06494121 +2020-05-11 06:00:00,8673.79,8740.0,8698.03,8687.61,294.02980023 +2020-05-11 05:00:00,8620.0,8707.95,8642.3,8699.93,483.19330011 +2020-05-11 04:00:00,8622.86,8716.72,8702.88,8642.31,656.99535377 +2020-05-11 03:00:00,8670.0,8778.74,8755.27,8704.26,739.9016911 +2020-05-11 02:00:00,8701.0,8768.53,8716.9,8756.46,461.57640596 +2020-05-11 01:00:00,8693.79,8781.42,8774.99,8716.91,644.37916718 +2020-05-11 00:00:00,8708.37,8815.0,8729.86,8775.0,1003.75845146 +2020-05-10 23:00:00,8568.22,8840.04,8786.47,8729.86,2247.27681836 +2020-05-10 22:00:00,8690.94,8800.29,8726.07,8786.47,886.14723341 +2020-05-10 21:00:00,8673.11,8785.0,8674.07,8726.08,775.61008346 +2020-05-10 20:00:00,8510.31,8786.67,8510.31,8673.78,1765.58512788 +2020-05-10 19:00:00,8489.26,8569.0,8492.75,8510.32,641.18107167 +2020-05-10 18:00:00,8432.14,8565.0,8527.96,8492.71,831.0388879 +2020-05-10 17:00:00,8266.8,8550.0,8274.8,8529.08,2110.55442558 +2020-05-10 16:00:00,8253.74,8690.53,8659.04,8274.83,3268.59375097 +2020-05-10 15:00:00,8574.83,8722.0,8665.37,8659.03,1177.73721602 +2020-05-10 14:00:00,8628.96,8794.66,8781.92,8665.37,845.02407899 +2020-05-10 13:00:00,8697.53,8817.69,8722.37,8781.93,762.87187625 +2020-05-10 12:00:00,8695.77,8776.32,8743.93,8722.37,754.96768957 +2020-05-10 11:00:00,8669.25,8820.49,8820.16,8744.99,653.96680682 +2020-05-10 10:00:00,8695.76,8838.0,8757.76,8820.46,515.89036513 +2020-05-10 09:00:00,8735.46,8859.18,8818.89,8759.78,342.01495364 +2020-05-10 08:00:00,8774.66,8919.34,8821.59,8821.64,1134.05655559 +2020-05-10 07:00:00,8605.0,8838.0,8608.55,8821.6,1304.87939151 +2020-05-10 06:00:00,8568.75,8637.98,8631.01,8606.81,684.21570621 +2020-05-10 05:00:00,8549.74,8663.46,8560.73,8631.01,831.52534042 +2020-05-10 04:00:00,8464.04,8635.01,8635.01,8560.76,1730.3813384 +2020-05-10 03:00:00,8341.97,8677.51,8667.84,8635.01,3743.32349399 +2020-05-10 02:00:00,8620.22,8726.81,8722.28,8667.85,1762.02140077 +2020-05-10 01:00:00,8577.48,8799.99,8722.2,8722.28,4875.27276339 +2020-05-10 00:00:00,8106.7,9559.98,9537.21,8722.35,17265.70792164 +2020-05-09 23:00:00,9521.0,9635.86,9599.99,9537.21,1343.91298981 +2020-05-09 22:00:00,9566.0,9680.0,9613.9,9600.0,868.96014291 +2020-05-09 21:00:00,9590.0,9668.02,9653.08,9613.9,841.77595269 +2020-05-09 20:00:00,9606.0,9775.0,9746.1,9653.08,789.64096666 +2020-05-09 19:00:00,9733.32,9768.9,9745.93,9746.1,395.26836219 +2020-05-09 18:00:00,9725.0,9797.19,9782.58,9745.97,534.91086653 +2020-05-09 17:00:00,9736.53,9800.0,9766.74,9781.82,431.07689187 +2020-05-09 16:00:00,9675.04,9785.61,9689.71,9766.74,886.56546827 +2020-05-09 15:00:00,9633.95,9707.05,9707.04,9689.71,681.06823484 +2020-05-09 14:00:00,9667.1,9722.11,9720.15,9709.0,724.58316174 +2020-05-09 13:00:00,9625.72,9719.96,9674.19,9719.96,559.14817047 +2020-05-09 12:00:00,9575.65,9690.0,9638.63,9674.19,757.08353202 +2020-05-09 11:00:00,9525.0,9659.39,9635.04,9637.08,1043.76394477 +2020-05-09 10:00:00,9563.0,9695.0,9695.0,9635.04,709.19543708 +2020-05-09 09:00:00,9650.0,9719.05,9675.75,9694.99,331.74663021 +2020-05-09 08:00:00,9595.47,9696.78,9599.0,9675.75,623.12398717 +2020-05-09 07:00:00,9566.0,9741.25,9700.21,9599.0,948.13246738 +2020-05-09 06:00:00,9659.24,9839.43,9835.01,9700.42,993.00550629 +2020-05-09 05:00:00,9756.68,9844.05,9836.41,9835.01,626.95956728 +2020-05-09 04:00:00,9789.44,9881.03,9870.18,9836.42,628.92904901 +2020-05-09 03:00:00,9852.72,9889.79,9852.72,9870.18,343.2314232 +2020-05-09 02:00:00,9820.44,9880.91,9857.99,9852.73,606.3205016 +2020-05-09 01:00:00,9851.82,9920.73,9882.0,9857.99,781.06613962 +2020-05-09 00:00:00,9701.11,9894.0,9810.01,9882.01,1481.70546159 +2020-05-08 23:00:00,9788.0,9930.0,9894.31,9810.0,1922.54547651 +2020-05-08 22:00:00,9860.0,10020.08,10018.01,9892.17,1599.16289433 +2020-05-08 21:00:00,9975.15,10019.66,10000.0,10018.01,811.63806284 +2020-05-08 20:00:00,9950.0,10000.0,9968.01,9999.99,747.14423617 +2020-05-08 19:00:00,9890.5,9980.0,9909.16,9968.01,787.40342875 +2020-05-08 18:00:00,9892.29,9993.33,9985.66,9909.96,1083.46062498 +2020-05-08 17:00:00,9938.73,9995.99,9984.99,9985.65,1032.65679863 +2020-05-08 16:00:00,9934.46,10010.0,9956.6,9985.0,1595.40959577 +2020-05-08 15:00:00,9919.8,10026.0,9971.88,9956.6,2074.34561431 +2020-05-08 14:00:00,9884.48,10014.99,9902.12,9971.88,1428.33046036 +2020-05-08 13:00:00,9827.13,9921.14,9842.87,9902.13,790.38820476 +2020-05-08 12:00:00,9798.31,9928.0,9917.16,9842.86,934.99106861 +2020-05-08 11:00:00,9888.81,9966.1,9966.1,9917.15,484.25739702 +2020-05-08 10:00:00,9832.65,9973.21,9847.01,9966.1,901.74808752 +2020-05-08 09:00:00,9830.14,9885.68,9869.82,9847.32,351.1824996 +2020-05-08 08:00:00,9822.33,9914.97,9826.36,9869.82,489.46010859 +2020-05-08 07:00:00,9730.0,9831.21,9774.91,9826.35,1620.60350948 +2020-05-08 06:00:00,9766.0,9883.13,9878.14,9774.91,979.38079202 +2020-05-08 05:00:00,9822.01,9931.95,9926.31,9877.72,760.57000391 +2020-05-08 04:00:00,9883.55,9948.11,9948.11,9926.31,691.35009997 +2020-05-08 03:00:00,9840.12,9959.26,9918.02,9947.18,913.44862075 +2020-05-08 02:00:00,9867.54,10007.41,10003.01,9918.01,1006.15171487 +2020-05-08 01:00:00,9942.11,10045.0,10039.72,10003.01,1255.80113397 +2020-05-08 00:00:00,9877.07,10049.0,10000.37,10036.64,2102.28645521 +2020-05-07 23:00:00,9874.47,10079.0,9909.45,10004.77,4767.33114671 +2020-05-07 22:00:00,9837.0,9939.44,9887.8,9909.46,1294.81420301 +2020-05-07 21:00:00,9770.0,9898.0,9812.92,9887.81,1009.56871605 +2020-05-07 20:00:00,9750.0,9907.85,9876.35,9812.92,2219.36904882 +2020-05-07 19:00:00,9805.06,9970.0,9805.06,9874.0,3268.87475732 +2020-05-07 18:00:00,9756.0,9870.0,9849.99,9805.06,2296.45375518 +2020-05-07 17:00:00,9643.65,9935.61,9643.65,9849.99,7460.30794827 +2020-05-07 16:00:00,9519.47,9649.0,9526.75,9644.73,1742.4209899 +2020-05-07 15:00:00,9360.0,9580.0,9509.99,9526.73,1926.02008937 +2020-05-07 14:00:00,9488.88,9543.15,9495.0,9510.0,1168.91757574 +2020-05-07 13:00:00,9331.0,9614.99,9383.93,9495.0,3857.93557355 +2020-05-07 12:00:00,9269.76,9387.03,9290.0,9384.99,871.90427219 +2020-05-07 11:00:00,9256.49,9313.78,9299.45,9288.98,406.83873971 +2020-05-07 10:00:00,9277.38,9330.0,9322.69,9299.45,331.6738878 +2020-05-07 09:00:00,9268.01,9348.0,9348.0,9322.69,632.53079208 +2020-05-07 08:00:00,9285.0,9348.0,9321.1,9348.0,257.55157773 +2020-05-07 07:00:00,9248.46,9325.0,9260.88,9321.1,325.01743363 +2020-05-07 06:00:00,9253.43,9316.3,9282.17,9260.88,253.24920687 +2020-05-07 05:00:00,9241.19,9322.11,9289.24,9283.23,417.17094256 +2020-05-07 04:00:00,9257.48,9329.8,9304.28,9289.05,440.17005714 +2020-05-07 03:00:00,9264.11,9360.0,9342.0,9304.28,660.47910536 +2020-05-07 02:00:00,9204.26,9382.61,9231.01,9342.2,1027.78200571 +2020-05-07 01:00:00,9185.0,9258.12,9196.39,9231.01,683.04895057 +2020-05-07 00:00:00,9028.89,9223.32,9155.79,9196.39,2128.14434297 +2020-05-06 23:00:00,9061.63,9418.0,9374.37,9155.79,3395.03633548 +2020-05-06 22:00:00,9290.01,9389.9,9297.99,9374.5,1993.16076077 +2020-05-06 21:00:00,9251.0,9299.99,9252.08,9296.5,569.40898528 +2020-05-06 20:00:00,9220.0,9268.74,9256.17,9252.08,1186.6581764 +2020-05-06 19:00:00,9238.45,9298.99,9252.38,9256.41,870.54861452 +2020-05-06 18:00:00,9212.84,9284.6,9284.59,9252.38,1216.13447053 +2020-05-06 17:00:00,9240.15,9299.36,9282.49,9285.05,876.44087056 +2020-05-06 16:00:00,9241.12,9325.0,9286.5,9282.49,1377.16281792 +2020-05-06 15:00:00,9235.97,9299.99,9243.42,9286.5,1108.5909913 +2020-05-06 14:00:00,9199.99,9258.0,9238.68,9243.41,1241.48635314 +2020-05-06 13:00:00,9129.45,9287.13,9243.0,9238.68,2550.49402349 +2020-05-06 12:00:00,9230.0,9399.0,9334.79,9242.19,2373.43842311 +2020-05-06 11:00:00,9207.13,9377.62,9239.15,9334.9,1714.33578291 +2020-05-06 10:00:00,9080.38,9300.0,9098.97,9238.49,2257.50585319 +2020-05-06 09:00:00,9046.83,9105.56,9052.04,9098.37,298.51467475 +2020-05-06 08:00:00,9010.4,9119.54,9035.01,9049.31,1070.90420502 +2020-05-06 07:00:00,9008.0,9059.2,9032.48,9035.01,305.12045121 +2020-05-06 06:00:00,9005.19,9055.68,9014.75,9032.49,332.81230956 +2020-05-06 05:00:00,8990.25,9046.24,9006.12,9014.74,338.85945013 +2020-05-06 04:00:00,8965.04,9058.79,8983.9,9009.0,509.950265 +2020-05-06 03:00:00,8963.67,9075.0,8984.03,8983.9,811.5097906 +2020-05-06 02:00:00,8954.81,8992.45,8990.06,8984.04,254.30509068 +2020-05-06 01:00:00,8946.65,8998.87,8954.2,8990.06,337.9721437 +2020-05-06 00:00:00,8922.13,9042.98,9028.78,8955.61,660.52784349 +2020-05-05 23:00:00,8958.1,9050.92,8977.74,9028.79,591.83012944 +2020-05-05 22:00:00,8922.0,8991.8,8977.43,8976.84,609.74482431 +2020-05-05 21:00:00,8951.89,9017.78,8951.89,8977.44,631.84039073 +2020-05-05 20:00:00,8911.15,8975.0,8918.96,8951.88,488.00595556 +2020-05-05 19:00:00,8889.6,8948.11,8899.49,8918.95,736.29382917 +2020-05-05 18:00:00,8859.99,8920.0,8879.04,8899.61,533.5626253 +2020-05-05 17:00:00,8855.02,8941.14,8883.18,8880.72,646.14106101 +2020-05-05 16:00:00,8831.01,8897.13,8853.23,8884.28,605.08173214 +2020-05-05 15:00:00,8840.28,8888.88,8887.0,8853.23,539.11357988 +2020-05-05 14:00:00,8827.1,8930.92,8926.0,8887.68,838.68464737 +2020-05-05 13:00:00,8855.97,8961.1,8879.67,8926.0,1039.05896138 +2020-05-05 12:00:00,8824.92,8896.96,8857.04,8880.37,499.59185079 +2020-05-05 11:00:00,8840.16,8899.94,8856.89,8857.05,527.28763388 +2020-05-05 10:00:00,8769.69,9007.06,9007.06,8854.86,1451.19782165 +2020-05-05 09:00:00,9001.15,9081.52,9041.41,9008.14,510.81126421 +2020-05-05 08:00:00,8985.01,9046.73,9024.04,9039.75,392.6472495 +2020-05-05 07:00:00,9010.09,9091.65,9037.92,9021.08,673.69705273 +2020-05-05 06:00:00,8976.2,9062.2,9017.82,9035.93,557.71462649 +2020-05-05 05:00:00,9001.67,9126.27,9057.64,9019.77,1205.28489833 +2020-05-05 04:00:00,8862.56,9097.0,8863.24,9057.32,1625.04904032 +2020-05-05 03:00:00,8822.05,8887.11,8868.62,8863.28,407.34568861 +2020-05-05 02:00:00,8837.43,8899.99,8896.47,8867.95,327.97174191 +2020-05-05 01:00:00,8833.86,8911.41,8911.33,8896.47,414.46239713 +2020-05-05 00:00:00,8850.59,8937.43,8887.81,8911.33,539.88036425 +2020-05-04 23:00:00,8839.76,8921.63,8884.3,8883.53,654.53267812 +2020-05-04 22:00:00,8872.82,8970.0,8956.11,8884.33,691.27314571 +2020-05-04 21:00:00,8892.8,8962.52,8923.98,8958.2,618.33345975 +2020-05-04 20:00:00,8844.12,8943.83,8844.38,8921.39,678.91775821 +2020-05-04 19:00:00,8821.0,8897.0,8863.0,8845.0,715.02219393 +2020-05-04 18:00:00,8805.1,8886.1,8814.54,8863.0,601.07081936 +2020-05-04 17:00:00,8756.5,8864.08,8842.68,8814.47,805.86065154 +2020-05-04 16:00:00,8808.28,8898.88,8857.21,8842.69,937.97917194 +2020-05-04 15:00:00,8790.83,8857.93,8793.41,8857.2,577.25118957 +2020-05-04 14:00:00,8791.3,8873.68,8847.19,8793.41,1258.63466667 +2020-05-04 13:00:00,8724.5,8854.24,8724.5,8847.19,950.29353366 +2020-05-04 12:00:00,8663.1,8782.41,8690.01,8724.49,756.15593074 +2020-05-04 11:00:00,8629.02,8709.85,8633.06,8690.01,575.33293555 +2020-05-04 10:00:00,8611.4,8687.49,8639.5,8632.89,482.43673231 +2020-05-04 09:00:00,8606.67,8710.34,8705.67,8638.93,360.03641478 +2020-05-04 08:00:00,8652.02,8729.99,8662.47,8705.67,460.13845457 +2020-05-04 07:00:00,8583.25,8682.13,8632.79,8662.45,477.580723 +2020-05-04 06:00:00,8592.35,8657.51,8615.02,8632.78,457.28834583 +2020-05-04 05:00:00,8533.98,8704.52,8697.81,8615.02,1356.27848569 +2020-05-04 04:00:00,8639.61,8750.0,8740.32,8697.81,686.83325418 +2020-05-04 03:00:00,8705.4,8775.0,8752.0,8738.69,376.696366 +2020-05-04 02:00:00,8677.82,8786.0,8695.8,8752.0,636.85353246 +2020-05-29 01:00:00,9463.58,9534.86,9511.1,9511.6,646.08565743 +2020-05-29 00:00:00,9498.91,9609.02,9580.01,9511.1,882.82535235 +2020-05-28 23:00:00,9484.57,9625.0,9487.0,9580.19,1543.2330053 +2020-05-28 22:00:00,9438.7,9557.67,9438.71,9487.0,813.22919521 +2020-05-28 21:00:00,9412.62,9488.97,9448.71,9438.7,479.73097587 +2020-05-28 20:00:00,9420.45,9462.68,9455.46,9446.57,360.98674338 +2020-05-28 19:00:00,9408.27,9483.0,9430.01,9453.99,487.30987612 +2020-05-28 18:00:00,9430.01,9482.16,9470.01,9430.01,515.59890391 +2020-05-28 17:00:00,9448.83,9477.13,9450.14,9470.01,490.34026228 +2020-05-28 16:00:00,9445.0,9538.97,9503.57,9450.13,1078.94232094 +2020-05-28 15:00:00,9443.43,9518.95,9469.93,9503.57,731.87808848 +2020-05-28 14:00:00,9411.82,9510.21,9411.82,9469.93,1241.22750736 +2020-05-28 13:00:00,9388.98,9454.0,9431.57,9411.82,778.48089369 +2020-05-28 12:00:00,9251.38,9442.52,9266.53,9431.57,1567.8233036 +2020-05-28 11:00:00,9155.43,9282.0,9166.53,9266.03,760.49260486 +2020-05-28 10:00:00,9165.16,9203.25,9201.31,9166.95,170.40780764 +2020-05-28 09:00:00,9174.11,9204.99,9188.24,9203.23,311.88531959 +2020-05-28 08:00:00,9112.0,9188.23,9144.1,9188.21,126.11138279 +2020-05-28 07:00:00,9123.37,9182.82,9166.75,9145.5,173.95494365 +2020-05-28 06:00:00,9147.31,9174.0,9165.76,9166.75,132.05941409 +2020-05-28 05:00:00,9118.09,9177.03,9176.28,9164.93,133.75779825 +2020-05-28 04:00:00,9131.77,9199.99,9166.37,9176.28,285.08666891 +2020-05-28 03:00:00,9155.0,9200.1,9200.09,9166.38,285.17766463 +2020-05-28 02:00:00,9163.97,9234.65,9220.24,9201.98,354.3741949 +2020-05-28 01:00:00,9217.29,9283.53,9271.41,9220.25,896.26358948 +2020-05-28 00:00:00,9166.89,9289.0,9208.53,9271.41,792.72402759 +2020-05-27 23:00:00,9091.05,9211.61,9097.26,9208.53,572.64596753 +2020-05-27 22:00:00,9051.03,9127.86,9068.0,9097.25,332.63738244 +2020-05-27 21:00:00,9060.0,9163.74,9163.73,9068.0,588.25561315 +2020-05-27 20:00:00,9154.72,9175.0,9157.28,9163.73,254.60058709 +2020-05-27 19:00:00,9139.01,9172.87,9169.62,9154.99,392.27085121 +2020-05-27 18:00:00,9158.33,9200.0,9195.39,9169.62,329.23296852 +2020-05-27 17:00:00,9168.27,9223.58,9172.36,9195.39,560.52655036 +2020-05-27 16:00:00,9139.17,9191.09,9145.98,9171.95,476.79500801 +2020-05-27 15:00:00,9126.01,9230.0,9155.1,9145.98,831.99061557 +2020-05-27 14:00:00,9124.66,9175.03,9147.55,9155.11,458.66378351 +2020-05-27 13:00:00,9128.47,9187.09,9148.07,9147.55,586.52307976 +2020-05-27 12:00:00,9133.0,9191.7,9148.72,9148.72,909.48030231 +2020-05-27 11:00:00,9107.07,9163.13,9128.23,9148.72,556.23210989 +2020-05-27 10:00:00,8920.06,9178.0,8924.02,9126.71,1650.66847332 +2020-05-27 09:00:00,8906.03,8937.64,8929.73,8927.17,198.72056751 +2020-05-27 08:00:00,8841.05,8955.92,8841.05,8930.48,538.88603205 +2020-05-27 07:00:00,8831.63,8859.99,8840.01,8841.05,98.05975379 +2020-05-27 06:00:00,8831.38,8882.69,8874.99,8840.01,107.40293106 +2020-05-27 05:00:00,8852.85,8876.45,8859.91,8875.0,110.26291896 +2020-05-27 04:00:00,8825.0,8857.55,8825.84,8857.55,133.07283498 +2020-05-27 03:00:00,8817.18,8852.03,8817.98,8825.85,205.7517905 +2020-05-27 02:00:00,8811.46,8877.22,8851.66,8818.73,338.94471914 +2020-05-27 01:00:00,8847.2,8890.66,8885.01,8851.59,220.95466263 +2020-05-27 00:00:00,8833.58,8896.76,8844.41,8885.01,484.09884953 +2020-05-26 23:00:00,8819.52,8854.5,8832.48,8844.42,209.58538527 +2020-05-26 22:00:00,8803.21,8845.5,8845.5,8830.11,282.37784581 +2020-05-26 21:00:00,8831.32,8881.61,8857.42,8845.5,351.15243465 +2020-05-26 20:00:00,8794.27,8881.86,8794.27,8860.86,480.99756433 +2020-05-26 19:00:00,8759.0,8812.01,8812.01,8794.28,345.93676532 +2020-05-26 18:00:00,8794.58,8822.99,8811.61,8812.0,448.78054371 +2020-05-26 17:00:00,8779.14,8819.97,8788.41,8811.6,387.30958728 +2020-05-26 16:00:00,8694.23,8807.86,8723.71,8788.31,760.92463009 +2020-05-26 15:00:00,8700.66,8832.44,8814.13,8723.72,1233.28364466 +2020-05-26 14:00:00,8793.55,8860.96,8809.69,8814.13,514.04795398 +2020-05-26 13:00:00,8787.92,8860.27,8816.21,8807.36,661.04613863 +2020-05-26 12:00:00,8790.0,8911.27,8861.86,8816.22,899.77870644 +2020-05-26 11:00:00,8840.01,8882.37,8860.0,8866.1,283.79188345 +2020-05-26 10:00:00,8830.0,8894.32,8888.45,8860.01,610.88353227 +2020-05-26 09:00:00,8870.43,8994.41,8963.46,8888.45,559.5749493 +2020-05-26 08:00:00,8942.1,9016.99,8957.2,8963.47,471.1730066 +2020-05-26 07:00:00,8859.78,8964.79,8889.06,8957.19,449.03875636 +2020-05-26 06:00:00,8877.58,8940.41,8935.01,8889.05,339.7008114 +2020-05-26 05:00:00,8891.47,8940.47,8904.69,8935.01,586.95264403 +2020-05-26 04:00:00,8880.0,8923.34,8903.5,8904.69,225.01347785 +2020-05-26 03:00:00,8865.95,8930.0,8875.15,8903.51,293.26735667 +2020-05-26 02:00:00,8874.19,8917.98,8881.27,8875.16,282.24044737 +2020-05-26 01:00:00,8850.12,8888.84,8861.0,8882.08,302.47683912 +2020-05-26 00:00:00,8825.01,8922.1,8900.0,8860.0,528.09607396 +2020-05-25 23:00:00,8890.57,8935.0,8903.74,8899.31,187.67940949 +2020-05-25 22:00:00,8871.1,8923.83,8902.66,8903.24,202.82320578 +2020-05-25 21:00:00,8871.01,8929.81,8918.02,8902.67,298.20725774 +2020-05-25 20:00:00,8900.0,8949.0,8934.05,8918.02,313.76610668 +2020-05-25 19:00:00,8876.18,8977.0,8889.67,8934.04,627.22021647 +2020-05-25 18:00:00,8860.02,8911.18,8894.96,8889.68,529.61895711 +2020-05-25 17:00:00,8792.48,8923.62,8808.48,8894.96,662.64828271 +2020-05-25 16:00:00,8764.51,8845.21,8780.54,8808.48,433.51675166 +2020-05-25 15:00:00,8740.31,8802.51,8753.45,8780.54,460.44902989 +2020-05-25 14:00:00,8718.26,8861.66,8814.29,8753.46,860.45948684 +2020-05-25 13:00:00,8733.68,8835.76,8762.48,8814.28,341.86442094 +2020-05-25 12:00:00,8736.09,8787.17,8752.39,8760.81,423.49467548 +2020-05-25 11:00:00,8674.21,8763.67,8689.18,8753.0,390.83568438 +2020-05-25 10:00:00,8679.0,8796.57,8759.45,8689.68,612.49399504 +2020-05-25 09:00:00,8714.74,8873.33,8823.03,8757.67,638.43631059 +2020-05-25 08:00:00,8823.0,8879.99,8863.44,8823.03,246.94160485 +2020-05-25 07:00:00,8773.25,8870.26,8787.56,8863.45,365.15815444 +2020-05-25 06:00:00,8757.88,8810.0,8780.96,8788.09,440.47096948 +2020-05-25 05:00:00,8759.2,8819.53,8808.06,8778.47,307.95278329 +2020-05-25 04:00:00,8767.39,8810.0,8782.2,8808.06,239.69932054 +2020-05-25 03:00:00,8741.0,8794.52,8793.19,8782.21,648.56575221 +2020-05-25 02:00:00,8763.78,8818.43,8792.16,8793.2,431.35765785 +2020-05-25 01:00:00,8762.5,8809.1,8807.51,8792.16,543.92021614 +2020-05-25 00:00:00,8632.93,8818.42,8715.69,8808.46,2120.66178735 +2020-05-24 23:00:00,8680.7,9050.0,9039.68,8715.73,3321.13045511 +2020-05-24 22:00:00,9013.83,9065.34,9057.31,9039.66,256.3731031 +2020-05-24 21:00:00,9000.15,9084.97,9001.01,9057.29,349.87677272 +2020-05-24 20:00:00,8985.21,9041.16,9016.58,9001.01,344.26652185 +2020-05-24 19:00:00,8937.49,9040.86,8940.26,9015.7,497.68030497 +2020-05-24 18:00:00,8893.27,8980.0,8946.19,8940.33,561.77542936 +2020-05-24 17:00:00,8921.65,8980.0,8937.57,8943.41,659.31923345 +2020-05-24 16:00:00,8850.5,9056.16,9056.16,8939.41,2056.8395471 +2020-05-24 15:00:00,9026.15,9092.36,9074.37,9055.27,383.77982812 +2020-05-24 14:00:00,9001.07,9090.39,9090.39,9074.37,645.16305232 +2020-05-24 13:00:00,9038.04,9159.88,9159.88,9090.39,632.26255296 +2020-05-24 12:00:00,9090.0,9177.65,9116.37,9159.88,375.0232975 +2020-05-24 11:00:00,9090.0,9268.39,9268.29,9116.5,660.82663808 +2020-05-24 10:00:00,9258.6,9290.88,9270.99,9268.28,106.24748434 +2020-05-24 09:00:00,9263.1,9301.2,9265.12,9270.99,184.98042201 +2020-05-24 08:00:00,9247.3,9280.17,9262.39,9265.12,105.84368885 +2020-05-24 07:00:00,9249.88,9293.64,9286.61,9263.63,145.84603328 +2020-05-24 06:00:00,9215.17,9306.23,9215.17,9280.43,535.01592107 +2020-05-24 05:00:00,9187.01,9219.28,9195.62,9215.17,111.10483606 +2020-05-24 04:00:00,9193.21,9223.54,9197.67,9195.62,90.05290136 +2020-05-24 03:00:00,9168.38,9222.78,9202.02,9197.68,238.48098751 +2020-05-24 02:00:00,9175.22,9234.94,9176.85,9202.01,139.06886455 +2020-05-24 01:00:00,9175.22,9212.0,9201.1,9176.86,244.55170807 +2020-05-24 00:00:00,9123.98,9217.2,9181.09,9201.22,358.83609488 +2020-05-23 23:00:00,9156.0,9235.0,9233.48,9181.76,267.01437196 +2020-05-23 22:00:00,9212.99,9248.55,9231.34,9233.48,131.33648545 +2020-05-23 21:00:00,9213.22,9243.98,9236.23,9231.34,225.44324796 +2020-05-23 20:00:00,9170.0,9250.0,9186.7,9238.45,230.1479546 +2020-05-23 19:00:00,9128.2,9195.93,9163.85,9186.71,201.49502854 +2020-05-23 18:00:00,9151.86,9209.85,9183.0,9163.85,185.85407237 +2020-05-23 17:00:00,9164.79,9204.69,9175.22,9182.99,149.96225111 +2020-05-23 16:00:00,9140.85,9213.0,9198.55,9175.85,241.60689532 +2020-05-23 15:00:00,9171.8,9216.04,9201.47,9198.55,269.49388571 +2020-05-23 14:00:00,9139.48,9220.0,9155.56,9201.19,259.63571251 +2020-05-23 13:00:00,9112.53,9175.34,9134.78,9155.56,300.96746953 +2020-05-23 12:00:00,9090.11,9182.85,9182.85,9134.79,362.31082381 +2020-05-23 11:00:00,9133.88,9198.09,9140.86,9183.0,433.22036267 +2020-05-23 10:00:00,9097.29,9150.0,9140.0,9140.87,342.98102747 +2020-05-23 09:00:00,9115.67,9203.32,9192.24,9140.0,262.45025436 +2020-05-23 08:00:00,9164.77,9259.23,9259.23,9191.51,308.44355952 +2020-05-23 07:00:00,9228.1,9270.0,9243.66,9259.22,130.71975889 +2020-05-23 06:00:00,9215.0,9268.59,9268.59,9243.66,295.5380127 +2020-05-23 05:00:00,9240.0,9269.17,9262.68,9268.6,264.71339547 +2020-05-23 04:00:00,9245.61,9310.0,9294.66,9262.69,266.39470355 +2020-05-23 03:00:00,9277.34,9313.83,9280.01,9295.3,376.64446541 +2020-05-23 02:00:00,9241.1,9295.0,9244.99,9280.01,456.46205944 +2020-05-23 01:00:00,9230.01,9278.0,9247.99,9244.75,496.3407662 +2020-05-23 00:00:00,9168.83,9258.68,9168.84,9248.37,419.67135293 +2020-05-22 23:00:00,9133.83,9200.99,9200.44,9168.84,284.47767949 +2020-05-22 22:00:00,9180.01,9217.76,9205.17,9200.44,274.96276713 +2020-05-22 21:00:00,9170.0,9208.19,9182.44,9205.16,310.75568764 +2020-05-22 20:00:00,9129.4,9214.92,9173.33,9180.53,586.09982416 +2020-05-22 19:00:00,9142.01,9227.3,9203.9,9173.33,607.18146945 +2020-05-22 18:00:00,9178.4,9227.21,9199.46,9204.8,427.88026864 +2020-05-22 17:00:00,9180.75,9267.34,9248.44,9197.74,1010.7563788 +2020-05-22 16:00:00,9184.85,9249.99,9224.38,9249.07,994.57938813 +2020-05-22 15:00:00,9131.53,9224.38,9134.7,9224.38,924.63394384 +2020-05-22 14:00:00,9106.97,9167.98,9106.97,9132.91,458.11785358 +2020-05-22 13:00:00,9075.29,9176.53,9172.01,9106.97,531.97793856 +2020-05-22 12:00:00,9143.0,9198.0,9165.6,9172.01,495.7972925 +2020-05-22 11:00:00,9126.6,9184.54,9161.56,9164.2,366.63160382 +2020-05-22 10:00:00,9099.0,9189.0,9099.0,9161.55,667.97455255 +2020-05-22 09:00:00,9041.95,9099.0,9079.0,9098.99,259.14650411 +2020-05-22 08:00:00,9035.37,9104.36,9071.34,9079.0,397.68580231 +2020-05-22 07:00:00,9045.61,9112.29,9079.45,9071.33,544.16749628 +2020-05-22 06:00:00,9024.84,9094.28,9039.99,9079.45,460.72647051 +2020-05-22 05:00:00,8952.54,9062.61,8984.35,9036.46,487.19759049 +2020-05-22 04:00:00,8923.5,9026.62,8981.43,8984.37,890.29292015 +2020-05-22 03:00:00,8953.17,9064.44,9031.37,8982.3,741.51358138 +2020-05-22 02:00:00,9030.68,9112.0,9089.6,9031.11,359.35778219 +2020-05-22 01:00:00,9015.29,9125.42,9018.99,9085.03,674.73830367 +2020-05-22 00:00:00,8967.15,9061.05,9059.32,9018.99,975.2657716 +2020-05-21 23:00:00,9023.9,9124.84,9114.28,9061.96,712.44764707 +2020-05-21 22:00:00,9095.18,9156.3,9103.43,9114.27,958.55648216 +2020-05-21 21:00:00,9045.43,9147.9,9055.79,9103.43,818.16999872 +2020-05-21 20:00:00,9001.47,9080.78,9059.18,9055.79,584.8355549 +2020-05-21 19:00:00,8800.0,9090.0,8815.26,9059.19,2744.46302815 +2020-05-21 18:00:00,8800.0,8990.92,8989.82,8815.27,3546.09580705 +2020-05-21 17:00:00,8960.0,9091.02,9069.16,8991.11,1430.13769477 +2020-05-21 16:00:00,9026.82,9123.03,9073.27,9069.17,1532.06492937 +2020-05-21 15:00:00,9038.99,9140.0,9071.05,9074.23,1833.99813186 +2020-05-21 14:00:00,8921.32,9305.0,9278.74,9071.05,6211.32042764 +2020-05-21 13:00:00,9235.02,9377.85,9347.32,9281.84,820.5193354 +2020-05-21 12:00:00,9304.97,9381.44,9375.56,9347.33,480.10438487 +2020-05-21 11:00:00,9328.24,9378.01,9359.9,9374.02,372.59691311 +2020-05-21 10:00:00,9215.01,9362.0,9286.38,9359.9,905.8607415 +2020-05-21 09:00:00,9282.48,9421.96,9366.99,9286.39,580.72050553 +2020-05-21 08:00:00,9246.79,9498.64,9443.28,9366.99,1530.83288467 +2020-05-21 07:00:00,9436.0,9486.18,9479.17,9443.26,310.61900509 +2020-05-21 06:00:00,9475.43,9520.94,9489.99,9478.89,241.65455667 +2020-05-21 05:00:00,9473.55,9509.39,9473.67,9490.0,328.06354706 +2020-05-21 04:00:00,9418.0,9488.34,9469.0,9473.67,591.07929855 +2020-05-21 03:00:00,9440.0,9492.02,9463.09,9469.0,412.16513804 +2020-05-21 02:00:00,9450.0,9525.0,9508.39,9463.09,425.70320201 +2020-05-21 01:00:00,9501.59,9556.6,9554.99,9510.01,281.64155177 +2020-05-21 00:00:00,9475.54,9568.0,9509.4,9555.0,427.57814345 +2020-05-20 23:00:00,9440.0,9546.49,9518.95,9509.41,809.63738774 +2020-05-20 22:00:00,9500.0,9569.0,9549.99,9518.95,344.28355512 +2020-05-20 21:00:00,9541.0,9592.7,9592.7,9550.0,389.96125993 +2020-05-20 20:00:00,9513.93,9597.0,9533.45,9592.7,481.73161023 +2020-05-20 19:00:00,9484.74,9539.0,9534.22,9533.45,413.73155842 +2020-05-20 18:00:00,9501.62,9544.5,9536.5,9534.21,469.32776605 +2020-05-20 17:00:00,9441.0,9545.0,9489.79,9536.5,876.92844211 +2020-05-20 16:00:00,9333.5,9519.99,9404.58,9489.8,2137.93455142 +2020-05-20 15:00:00,9294.54,9766.57,9766.57,9408.77,4814.61211086 +2020-05-20 14:00:00,9758.56,9796.97,9782.03,9766.57,426.66719641 +2020-05-20 13:00:00,9744.12,9792.07,9763.27,9782.03,316.09875636 +2020-05-20 12:00:00,9713.38,9782.37,9720.02,9763.28,335.93142314 +2020-05-20 11:00:00,9709.73,9778.93,9773.53,9720.0,201.22451695 +2020-05-20 10:00:00,9725.48,9805.15,9781.57,9772.22,213.13344232 +2020-05-20 09:00:00,9742.33,9795.0,9774.31,9782.84,263.39408464 +2020-05-20 08:00:00,9738.6,9789.78,9760.55,9774.31,354.81867829 +2020-05-20 07:00:00,9700.0,9778.0,9715.92,9760.55,510.88268767 +2020-05-20 06:00:00,9639.87,9836.99,9745.21,9715.92,876.23901437 +2020-05-20 05:00:00,9716.21,9745.21,9728.72,9745.21,200.19855066 +2020-05-20 04:00:00,9700.0,9748.24,9720.72,9728.73,252.06646945 +2020-05-20 03:00:00,9712.66,9776.48,9729.02,9720.82,376.35131925 +2020-05-20 02:00:00,9705.04,9742.77,9742.77,9729.02,451.01316251 +2020-05-20 01:00:00,9734.56,9768.27,9745.87,9742.77,392.27075816 +2020-05-20 00:00:00,9733.15,9809.25,9783.57,9746.73,987.11094849 +2020-05-19 23:00:00,9709.99,9796.19,9759.01,9783.76,619.13149405 +2020-05-19 22:00:00,9655.18,9771.87,9688.58,9759.01,392.92084728 +2020-05-19 21:00:00,9665.15,9699.76,9692.39,9688.58,261.6168061 +2020-05-19 20:00:00,9618.3,9701.19,9641.38,9688.52,357.85033656 +2020-05-19 19:00:00,9635.62,9720.0,9702.31,9641.38,505.74854468 +2020-05-19 18:00:00,9651.63,9720.0,9665.32,9702.4,329.47712288 +2020-05-19 17:00:00,9618.38,9717.51,9696.17,9662.9,461.77447032 +2020-05-19 16:00:00,9664.24,9729.96,9685.91,9697.89,446.52362561 +2020-05-19 15:00:00,9644.58,9731.43,9699.01,9685.91,552.46747366 +2020-05-19 14:00:00,9662.78,9732.82,9665.81,9699.01,586.9283817 +2020-05-19 13:00:00,9588.96,9682.68,9613.71,9665.81,854.12695109 +2020-05-19 12:00:00,9551.0,9755.05,9745.02,9613.71,1442.28653483 +2020-05-19 11:00:00,9691.14,9898.0,9789.74,9749.4,1184.05686578 +2020-05-19 10:00:00,9751.87,9800.0,9783.33,9789.73,357.18193421 +2020-05-19 09:00:00,9763.12,9811.36,9798.33,9783.33,426.90912926 +2020-05-19 08:00:00,9563.48,9825.0,9563.48,9798.33,1638.30022087 +2020-05-19 07:00:00,9540.67,9614.3,9577.63,9561.39,241.86162078 +2020-05-19 06:00:00,9575.0,9610.11,9594.81,9577.62,192.92387104 +2020-05-19 05:00:00,9515.0,9598.0,9520.01,9594.81,460.60214821 +2020-05-19 04:00:00,9463.22,9565.0,9519.07,9520.02,651.72247487 +2020-05-19 03:00:00,9477.0,9625.95,9604.68,9521.15,840.57200117 +2020-05-19 02:00:00,9528.85,9651.1,9645.14,9602.27,994.48149156 +2020-05-19 01:00:00,9622.85,9661.76,9635.71,9648.41,315.05731661 +2020-05-19 00:00:00,9570.0,9737.3,9728.52,9635.71,1115.10444472 +2020-05-18 23:00:00,9695.64,9749.74,9715.51,9728.52,427.18808168 +2020-05-18 22:00:00,9666.14,9745.68,9685.01,9716.35,445.95079513 +2020-05-18 21:00:00,9671.22,9720.0,9680.83,9685.01,347.07939231 +2020-05-18 20:00:00,9650.0,9712.44,9695.97,9680.84,304.43219561 +2020-05-18 19:00:00,9652.29,9716.0,9652.65,9698.58,459.1419498 +2020-05-18 18:00:00,9607.65,9664.58,9618.99,9654.84,386.52312743 +2020-05-18 17:00:00,9544.08,9660.25,9627.19,9619.0,780.37600749 +2020-05-18 16:00:00,9600.0,9702.15,9663.04,9627.19,758.22846087 +2020-05-18 15:00:00,9643.01,9715.0,9707.0,9662.63,523.60773892 +2020-05-18 14:00:00,9627.35,9729.21,9655.0,9707.31,857.61263227 +2020-05-18 13:00:00,9630.82,9691.26,9661.16,9655.7,527.10056918 +2020-05-18 12:00:00,9563.44,9668.22,9627.4,9664.22,578.84888775 +2020-05-18 11:00:00,9620.38,9686.21,9626.4,9627.4,345.45571705 +2020-05-18 10:00:00,9550.71,9652.81,9570.0,9626.4,693.24964704 +2020-05-18 09:00:00,9534.25,9606.23,9583.06,9570.01,744.53444404 +2020-05-18 08:00:00,9436.97,9793.12,9779.1,9579.64,2069.16310629 +2020-05-18 07:00:00,9736.89,9805.02,9774.0,9779.09,279.15951412 +2020-05-18 06:00:00,9721.0,9879.92,9855.01,9774.0,699.38368575 +2020-05-18 05:00:00,9847.34,9895.0,9865.46,9855.27,410.84758435 +2020-05-18 04:00:00,9831.04,9913.06,9859.51,9865.46,699.04547164 +2020-05-18 03:00:00,9813.81,9884.87,9865.85,9861.29,664.92527657 +2020-05-18 02:00:00,9835.81,9925.0,9898.86,9865.85,1054.65215316 +2020-05-18 01:00:00,9760.0,9957.25,9773.83,9898.86,3140.10208027 +2020-05-18 00:00:00,9675.13,9787.07,9677.45,9773.83,513.69106526 +2020-05-17 23:00:00,9651.28,9730.9,9688.91,9676.63,353.30946706 +2020-05-17 22:00:00,9600.0,9764.95,9764.95,9690.35,1123.66370667 +2020-05-17 21:00:00,9738.12,9792.94,9742.89,9765.77,346.14326673 +2020-05-17 20:00:00,9722.0,9770.43,9770.43,9742.89,300.95924788 +2020-05-17 19:00:00,9726.33,9792.44,9755.01,9770.68,371.70024367 +2020-05-17 18:00:00,9705.69,9764.09,9764.09,9755.01,369.28620954 +2020-05-17 17:00:00,9717.36,9777.25,9737.04,9764.09,364.8117394 +2020-05-17 16:00:00,9701.24,9845.0,9825.0,9737.04,973.75392755 +2020-05-17 15:00:00,9770.0,9896.0,9819.04,9825.0,1817.31696588 +2020-05-17 14:00:00,9726.39,9823.25,9749.01,9821.99,797.03416716 +2020-05-17 13:00:00,9688.39,9793.4,9774.63,9749.01,824.76792 +2020-05-17 12:00:00,9522.68,9779.62,9523.78,9775.16,1960.16131243 +2020-05-17 11:00:00,9493.06,9534.98,9532.45,9524.09,249.67331734 +2020-05-17 10:00:00,9486.73,9538.23,9486.73,9532.45,95.71306543 +2020-05-17 09:00:00,9452.01,9509.43,9489.89,9486.73,122.58321699 +2020-05-17 08:00:00,9480.14,9550.2,9539.73,9489.89,123.65112625 +2020-05-17 07:00:00,9502.36,9560.0,9543.78,9538.87,216.55063439 +2020-05-17 06:00:00,9492.44,9550.0,9492.44,9543.77,148.3292196 +2020-05-17 05:00:00,9470.43,9527.66,9506.92,9492.44,197.97460649 +2020-05-17 04:00:00,9502.75,9565.91,9540.54,9506.92,376.40820584 +2020-05-17 03:00:00,9499.71,9576.74,9514.06,9541.78,428.27945197 +2020-05-17 02:00:00,9472.41,9550.0,9472.62,9514.95,459.83222395 +2020-05-17 01:00:00,9436.15,9526.34,9481.0,9475.0,524.98245665 +2020-05-17 00:00:00,9325.81,9512.85,9380.01,9481.01,993.77724189 +2020-05-16 23:00:00,9367.02,9437.28,9419.99,9383.16,275.48072441 +2020-05-16 22:00:00,9360.13,9440.0,9383.51,9420.0,320.35444015 +2020-05-16 21:00:00,9351.45,9421.04,9381.9,9383.53,294.44842928 +2020-05-16 20:00:00,9294.63,9392.21,9330.54,9383.57,416.72326719 +2020-05-16 19:00:00,9263.09,9350.0,9281.07,9332.15,371.39535697 +2020-05-16 18:00:00,9261.23,9340.77,9318.04,9284.83,580.85752147 +2020-05-16 17:00:00,9296.0,9403.28,9383.07,9318.04,496.71055967 +2020-05-16 16:00:00,9319.94,9410.8,9374.77,9380.62,574.12684728 +2020-05-16 15:00:00,9330.0,9437.9,9429.79,9374.76,861.65854284 +2020-05-16 14:00:00,9391.97,9494.0,9454.72,9429.47,641.633022 +2020-06-10 13:00:00,9740.01,9783.08,9770.44,9753.5,262.04199613 +2020-06-10 12:00:00,9722.15,9775.76,9728.78,9770.44,320.80831316 +2020-06-10 11:00:00,9728.07,9747.57,9741.6,9729.72,178.6087546 +2020-06-10 10:00:00,9719.69,9747.68,9725.48,9742.77,167.29284066 +2020-06-10 09:00:00,9705.02,9741.95,9741.95,9725.47,281.83442305 +2020-06-10 08:00:00,9735.55,9770.0,9751.28,9741.95,135.67182014 +2020-06-10 07:00:00,9721.0,9785.38,9783.32,9751.0,279.05266827 +2020-06-10 06:00:00,9763.58,9784.85,9774.31,9783.32,110.80921063 +2020-06-10 05:00:00,9750.32,9784.32,9750.43,9773.6,191.0767336 +2020-06-10 04:00:00,9734.96,9762.86,9759.31,9750.25,169.19616338 +2020-06-10 03:00:00,9748.0,9778.86,9778.86,9759.3,403.17767084 +2020-06-10 02:00:00,9764.95,9793.59,9793.59,9778.86,297.84721848 +2020-06-10 01:00:00,9784.29,9821.21,9785.37,9793.58,347.26178881 +2020-06-10 00:00:00,9766.0,9803.08,9779.7,9785.37,360.98482528 +2020-06-09 23:00:00,9749.34,9807.0,9779.13,9779.41,398.23707942 +2020-06-09 22:00:00,9708.49,9845.0,9821.96,9779.13,778.81960218 +2020-06-09 21:00:00,9747.86,9835.68,9750.01,9821.96,639.48459841 +2020-06-09 20:00:00,9719.86,9768.45,9730.62,9750.01,380.03019626 +2020-06-09 19:00:00,9689.21,9749.09,9710.04,9730.62,350.35272024 +2020-06-09 18:00:00,9700.0,9722.82,9712.79,9710.04,325.31719122 +2020-06-09 17:00:00,9700.0,9724.67,9711.04,9712.78,308.66240373 +2020-06-09 16:00:00,9691.86,9729.0,9726.42,9711.04,481.29850454 +2020-06-09 15:00:00,9712.19,9731.95,9719.1,9726.42,313.61584481 +2020-06-09 14:00:00,9685.09,9736.47,9711.86,9719.1,364.47481797 +2020-06-09 13:00:00,9675.77,9738.88,9730.01,9711.86,400.68733664 +2020-06-09 12:00:00,9713.67,9751.51,9726.71,9730.02,350.9536389 +2020-06-09 11:00:00,9670.58,9728.0,9677.02,9726.71,293.88845024 +2020-06-09 10:00:00,9620.36,9679.11,9670.75,9677.02,224.08977816 +2020-06-09 09:00:00,9645.0,9689.28,9685.65,9669.64,190.18033099 +2020-06-09 08:00:00,9668.0,9691.68,9682.65,9685.03,242.28072819 +2020-06-09 07:00:00,9677.19,9711.03,9690.62,9682.65,170.85584598 +2020-06-09 06:00:00,9686.01,9695.89,9695.87,9690.62,112.64129848 +2020-06-09 05:00:00,9670.28,9700.35,9679.3,9695.87,196.45699468 +2020-06-09 04:00:00,9665.85,9691.91,9682.96,9679.36,225.44023194 +2020-06-09 03:00:00,9670.29,9705.09,9702.13,9682.75,384.30182271 +2020-06-09 02:00:00,9691.56,9715.95,9705.0,9702.13,367.32237474 +2020-06-09 01:00:00,9685.76,9718.16,9712.33,9704.99,149.96533422 +2020-06-09 00:00:00,9567.33,9886.0,9781.51,9710.0,2680.52002346 +2020-06-08 23:00:00,9697.09,9804.49,9697.49,9781.51,643.269623 +2020-06-08 22:00:00,9691.0,9726.0,9719.64,9697.5,240.20288396 +2020-06-08 21:00:00,9680.0,9722.0,9702.0,9719.62,400.06663498 +2020-06-08 20:00:00,9695.0,9721.99,9695.01,9701.99,257.97352477 +2020-06-08 19:00:00,9685.7,9716.3,9704.29,9695.01,316.65305398 +2020-06-08 18:00:00,9701.35,9738.06,9723.43,9704.28,244.44129942 +2020-06-08 17:00:00,9711.0,9753.26,9717.19,9723.88,388.46496594 +2020-06-08 16:00:00,9663.44,9727.05,9706.39,9718.94,441.43751302 +2020-06-08 15:00:00,9658.42,9706.38,9669.73,9706.38,453.13994528 +2020-06-08 14:00:00,9656.5,9706.71,9689.99,9669.74,505.64441729 +2020-06-08 13:00:00,9667.78,9737.4,9719.51,9690.0,522.88358657 +2020-06-08 12:00:00,9715.57,9752.0,9745.29,9719.51,263.43119593 +2020-06-08 11:00:00,9730.0,9745.81,9734.99,9745.0,190.07551119 +2020-06-08 10:00:00,9732.37,9758.65,9753.84,9734.99,184.40537118 +2020-06-08 09:00:00,9690.01,9815.0,9691.6,9753.84,895.43046834 +2020-06-08 08:00:00,9632.79,9739.91,9728.06,9691.6,601.388468 +2020-06-08 07:00:00,9717.52,9743.34,9731.71,9729.98,132.16437134 +2020-06-08 06:00:00,9718.62,9763.25,9753.23,9731.71,127.90424302 +2020-06-08 05:00:00,9726.92,9756.86,9738.01,9753.23,200.39406699 +2020-06-08 04:00:00,9716.08,9762.92,9724.59,9738.01,355.24542317 +2020-06-08 03:00:00,9712.57,9731.01,9719.99,9724.57,196.092144 +2020-06-08 02:00:00,9706.86,9757.22,9749.77,9720.0,339.108567 +2020-06-08 01:00:00,9742.45,9780.75,9773.05,9749.77,258.18224621 +2020-06-08 00:00:00,9739.89,9783.42,9750.12,9773.05,375.83662458 +2020-06-07 23:00:00,9735.15,9789.7,9761.51,9750.12,340.39550071 +2020-06-07 22:00:00,9709.99,9779.01,9709.99,9761.5,337.41614208 +2020-06-07 21:00:00,9698.56,9738.34,9736.21,9709.99,255.65522999 +2020-06-07 20:00:00,9689.07,9818.68,9780.14,9736.21,1051.43690463 +2020-06-07 19:00:00,9525.01,9822.0,9537.66,9780.15,2618.75627423 +2020-06-07 18:00:00,9492.38,9544.8,9503.01,9537.66,562.81202453 +2020-06-07 17:00:00,9462.04,9507.69,9489.43,9503.0,296.26956868 +2020-06-07 16:00:00,9455.32,9498.25,9498.25,9489.43,316.94070742 +2020-06-07 15:00:00,9454.0,9499.56,9454.97,9498.25,357.22335718 +2020-06-07 14:00:00,9370.0,9502.4,9448.05,9454.98,1059.63915059 +2020-06-07 13:00:00,9420.0,9534.64,9510.31,9448.05,1153.58380862 +2020-06-07 12:00:00,9476.0,9600.0,9572.48,9510.85,1062.62177877 +2020-06-07 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05:00:00,9575.49,9620.0,9603.43,9614.63,154.22199773 +2020-06-06 04:00:00,9602.0,9625.0,9624.99,9603.43,163.10045527 +2020-06-06 03:00:00,9562.52,9625.0,9591.88,9625.0,249.76103042 +2020-06-06 02:00:00,9540.0,9599.55,9566.32,9591.88,250.63330967 +2020-06-06 01:00:00,9527.21,9612.08,9592.87,9565.57,574.06366412 +2020-06-06 00:00:00,9526.03,9613.48,9613.42,9592.87,1483.36263862 +2020-06-05 23:00:00,9611.57,9686.86,9675.17,9613.21,460.2046364 +2020-06-05 22:00:00,9625.01,9685.67,9664.13,9675.17,343.40098866 +2020-06-05 21:00:00,9651.0,9717.5,9713.66,9664.2,684.80452515 +2020-06-05 20:00:00,9684.98,9740.11,9727.66,9713.66,627.09042387 +2020-06-05 19:00:00,9705.0,9751.56,9744.14,9727.66,549.71044119 +2020-06-05 18:00:00,9721.86,9759.86,9726.7,9744.14,421.52281357 +2020-06-05 17:00:00,9715.0,9750.0,9721.88,9727.08,286.95630613 +2020-06-05 16:00:00,9691.12,9740.93,9709.88,9721.87,557.75221574 +2020-06-05 15:00:00,9648.01,9720.14,9683.38,9709.87,1119.82755972 +2020-06-05 14:00:00,9673.11,9714.52,9704.5,9684.91,1164.15666888 +2020-06-05 13:00:00,9642.09,9720.0,9665.09,9704.5,791.10491355 +2020-06-05 12:00:00,9621.03,9729.34,9696.89,9665.1,662.66505287 +2020-06-05 11:00:00,9585.44,9738.84,9699.05,9692.8,831.506399 +2020-06-05 10:00:00,9665.06,9826.87,9826.87,9699.64,756.07572273 +2020-06-05 09:00:00,9803.94,9840.0,9834.87,9826.96,160.47886411 +2020-06-05 08:00:00,9657.46,9855.0,9774.44,9835.98,847.29275767 +2020-06-05 07:00:00,9751.62,9800.01,9800.0,9774.44,429.14726364 +2020-06-05 06:00:00,9734.22,9805.44,9789.69,9800.01,309.7356926 +2020-06-05 05:00:00,9771.64,9804.74,9785.1,9789.67,185.64710466 +2020-06-05 04:00:00,9768.04,9824.0,9795.34,9783.71,202.91441119 +2020-06-05 03:00:00,9751.41,9833.74,9796.31,9795.33,252.477884 +2020-06-05 02:00:00,9786.42,9834.76,9823.77,9796.32,282.53173518 +2020-06-05 01:00:00,9803.62,9848.97,9810.85,9823.61,273.33441643 +2020-06-05 00:00:00,9764.0,9820.65,9791.96,9808.51,295.55906164 +2020-06-04 23:00:00,9781.83,9861.0,9822.49,9788.03,383.03863704 +2020-06-04 22:00:00,9755.55,9843.65,9783.86,9822.49,460.45128447 +2020-06-04 21:00:00,9733.19,9786.36,9785.92,9784.44,387.40378713 +2020-06-04 20:00:00,9742.67,9824.45,9817.0,9785.96,728.25221185 +2020-06-04 19:00:00,9765.42,9819.23,9767.23,9816.99,414.22321805 +2020-06-04 18:00:00,9713.0,9888.0,9821.75,9767.23,1166.17709242 +2020-06-04 17:00:00,9775.14,9826.03,9775.15,9821.75,378.49399302 +2020-06-04 16:00:00,9760.84,9869.19,9835.74,9775.15,1054.16207576 +2020-06-04 15:00:00,9716.05,9853.0,9750.01,9835.82,1071.3355678 +2020-06-04 14:00:00,9725.0,9782.97,9768.63,9750.02,612.65423256 +2020-06-04 13:00:00,9641.52,9788.99,9643.57,9768.64,1279.20647904 +2020-06-04 12:00:00,9603.91,9690.77,9624.02,9643.57,483.87613845 +2020-06-04 11:00:00,9450.0,9650.0,9547.01,9623.0,1029.19644042 +2020-06-04 10:00:00,9504.12,9561.06,9561.06,9547.0,341.27034698 +2020-06-04 09:00:00,9501.0,9639.57,9639.56,9559.89,563.26027152 +2020-06-04 08:00:00,9614.27,9647.51,9645.65,9639.56,230.3767053 +2020-06-04 07:00:00,9643.83,9666.97,9645.42,9645.66,153.20126887 +2020-06-04 06:00:00,9618.93,9658.83,9643.73,9645.18,104.1790562 +2020-06-04 05:00:00,9625.2,9660.65,9646.02,9643.72,126.80980983 +2020-06-04 04:00:00,9629.01,9677.7,9671.51,9646.02,217.92735595 +2020-06-04 03:00:00,9654.36,9687.54,9672.5,9671.51,281.0913557 +2020-06-04 02:00:00,9631.54,9689.84,9644.74,9672.49,354.92317649 +2020-06-04 01:00:00,9630.14,9670.9,9634.59,9644.75,252.34735333 +2020-06-04 00:00:00,9601.01,9676.79,9668.06,9633.34,367.41513019 +2020-06-03 23:00:00,9595.46,9695.0,9611.23,9668.07,801.79669924 +2020-06-03 22:00:00,9556.43,9610.01,9583.02,9610.01,420.9121969 +2020-06-03 21:00:00,9574.0,9596.36,9581.55,9583.02,310.29825533 +2020-06-03 20:00:00,9557.15,9589.75,9579.27,9581.54,259.29438602 +2020-06-03 19:00:00,9518.0,9622.12,9600.38,9579.29,497.04087607 +2020-06-03 18:00:00,9541.45,9620.0,9562.1,9600.38,533.8650686 +2020-06-03 17:00:00,9551.01,9575.0,9556.79,9562.1,860.23492223 +2020-06-03 16:00:00,9546.61,9584.0,9556.46,9557.79,877.04384639 +2020-06-03 15:00:00,9527.0,9593.68,9583.59,9556.46,821.2391127 +2020-06-03 14:00:00,9500.0,9598.35,9587.57,9583.58,468.11393238 +2020-06-03 13:00:00,9579.35,9619.57,9602.74,9587.58,475.36678586 +2020-06-03 12:00:00,9563.93,9649.99,9620.64,9602.75,544.61982711 +2020-06-03 11:00:00,9568.65,9620.65,9591.0,9620.65,254.10402535 +2020-06-03 10:00:00,9523.63,9619.0,9523.63,9592.28,465.14098186 +2020-06-03 09:00:00,9501.15,9535.0,9504.87,9526.28,139.97470515 +2020-06-03 08:00:00,9488.01,9529.32,9507.08,9505.87,125.25480245 +2020-06-03 07:00:00,9487.16,9535.0,9515.05,9505.77,374.47749354 +2020-06-03 06:00:00,9500.0,9524.69,9512.26,9515.05,293.39006482 +2020-06-03 05:00:00,9385.22,9522.0,9495.45,9512.25,1034.18262847 +2020-06-03 04:00:00,9475.18,9519.6,9486.63,9495.45,532.32162824 +2020-06-03 03:00:00,9475.57,9499.22,9491.41,9486.63,303.04505117 +2020-06-03 02:00:00,9471.06,9512.0,9503.24,9492.1,339.47963785 +2020-06-03 01:00:00,9495.0,9531.19,9528.92,9503.24,322.37413791 +2020-06-03 00:00:00,9494.2,9538.99,9521.53,9528.5,393.15087132 +2020-06-02 23:00:00,9465.02,9538.36,9498.78,9522.46,543.5937329 +2020-06-02 22:00:00,9425.0,9553.93,9528.54,9494.15,791.98896971 +2020-06-02 21:00:00,9512.35,9552.39,9524.99,9526.3,372.52000885 +2020-06-02 20:00:00,9456.57,9525.0,9509.64,9525.0,588.6785953 +2020-06-02 19:00:00,9490.92,9540.22,9512.33,9509.64,535.98675847 +2020-06-02 18:00:00,9498.0,9544.0,9536.26,9512.33,701.38033543 +2020-06-02 17:00:00,9461.34,9538.67,9477.38,9536.26,717.79349248 +2020-06-02 16:00:00,9417.38,9510.94,9464.44,9478.95,1185.12835638 +2020-06-02 15:00:00,9270.0,9602.0,9583.36,9464.46,5979.77327365 +2020-06-02 14:00:00,9300.0,10176.44,10154.41,9583.37,7569.53000223 +2020-06-02 13:00:00,10117.61,10185.61,10118.86,10154.42,1152.78300201 +2020-06-02 12:00:00,10100.01,10131.17,10102.55,10118.87,713.8794664 +2020-06-02 11:00:00,10087.6,10141.76,10133.51,10104.84,489.13588887 +2020-06-02 10:00:00,10092.96,10140.42,10097.08,10133.51,303.47457464 +2020-06-02 09:00:00,10091.78,10120.28,10101.67,10097.07,251.62218905 +2020-06-02 08:00:00,10100.62,10148.0,10118.84,10101.68,391.15686351 +2020-06-02 07:00:00,10086.23,10122.59,10093.2,10118.85,257.18305997 +2020-06-02 06:00:00,10079.39,10127.47,10082.88,10093.19,410.54288043 +2020-06-02 05:00:00,10065.0,10121.1,10092.78,10084.29,529.7824303 +2020-06-02 04:00:00,10065.78,10113.21,10090.99,10092.78,493.36297239 +2020-06-02 03:00:00,10037.6,10106.15,10089.15,10091.0,1195.35696934 +2020-06-02 02:00:00,10080.95,10127.87,10127.87,10089.16,1145.90461999 +2020-06-02 01:00:00,10060.0,10150.0,10125.44,10127.87,3497.95348461 +2020-06-02 00:00:00,10111.11,10237.6,10208.96,10125.68,3402.07075954 +2020-06-01 23:00:00,9750.98,10428.0,9750.98,10208.96,12298.18480674 +2020-06-01 22:00:00,9653.96,9755.37,9653.96,9750.98,1253.57826576 +2020-06-01 21:00:00,9634.03,9708.19,9682.77,9653.97,649.52908875 +2020-06-01 20:00:00,9560.82,9699.21,9575.71,9682.77,1036.5019625 +2020-06-01 19:00:00,9566.0,9613.0,9584.94,9573.84,386.42290976 +2020-06-01 18:00:00,9557.26,9588.38,9577.78,9584.6,295.2030682 +2020-06-01 17:00:00,9563.42,9595.32,9585.61,9578.58,342.19648455 +2020-06-01 16:00:00,9537.0,9613.0,9538.0,9585.62,692.25713166 +2020-06-01 15:00:00,9491.37,9562.92,9562.02,9538.0,506.96571152 +2020-06-01 14:00:00,9548.0,9578.55,9548.58,9562.03,452.40166087 +2020-06-01 13:00:00,9538.51,9568.13,9560.0,9550.88,353.71580752 +2020-06-01 12:00:00,9490.0,9590.45,9508.32,9560.01,370.17565329 +2020-06-01 11:00:00,9508.32,9544.26,9538.98,9508.63,152.47170077 +2020-06-01 10:00:00,9507.48,9544.85,9535.47,9538.97,180.51127096 +2020-06-01 09:00:00,9526.69,9553.99,9533.69,9535.47,95.87989468 +2020-06-01 08:00:00,9526.7,9576.05,9567.35,9532.56,180.66137901 +2020-06-01 07:00:00,9530.92,9577.7,9532.49,9567.35,157.83772724 +2020-06-01 06:00:00,9526.55,9557.8,9531.69,9532.03,96.51342774 +2020-06-01 05:00:00,9526.39,9563.12,9547.3,9531.69,184.0926334 +2020-06-01 04:00:00,9539.49,9615.0,9550.0,9548.99,437.63260922 +2020-06-01 03:00:00,9510.04,9554.48,9528.58,9548.48,224.18839546 +2020-06-01 02:00:00,9519.63,9564.8,9551.11,9528.77,361.34192379 +2020-06-01 01:00:00,9465.0,9567.13,9496.15,9551.12,482.48092456 +2020-06-01 00:00:00,9417.42,9505.7,9445.83,9496.15,485.86384953 +2020-05-31 23:00:00,9369.58,9474.98,9453.15,9446.57,710.45813963 +2020-05-31 22:00:00,9415.0,9518.1,9460.39,9453.16,360.68496707 +2020-05-31 21:00:00,9416.21,9504.98,9503.89,9460.4,702.60228759 +2020-05-31 20:00:00,9490.0,9520.0,9513.02,9505.01,166.77985256 +2020-05-31 19:00:00,9480.27,9532.61,9493.7,9514.78,208.67268642 +2020-05-31 18:00:00,9460.69,9505.35,9500.02,9493.7,284.1560305 +2020-05-31 17:00:00,9485.29,9534.19,9524.75,9500.27,178.90215271 +2020-05-31 16:00:00,9459.16,9536.62,9480.04,9524.75,303.55647164 +2020-05-31 15:00:00,9435.0,9501.13,9468.31,9480.01,343.07305634 +2020-05-31 14:00:00,9455.22,9559.1,9549.89,9469.58,404.44375496 +2020-05-31 13:00:00,9524.13,9594.76,9578.85,9551.12,281.32697195 +2020-05-31 12:00:00,9552.74,9635.0,9589.35,9578.85,368.84388575 +2020-05-31 11:00:00,9565.28,9598.81,9598.81,9589.36,142.10436162 +2020-05-31 10:00:00,9550.21,9600.0,9562.99,9598.83,148.2251039 +2020-05-31 09:00:00,9499.01,9567.55,9538.99,9562.78,210.5049546 +2020-05-31 08:00:00,9528.0,9578.96,9561.19,9539.0,95.61237674 +2020-05-31 07:00:00,9522.89,9588.13,9548.34,9561.19,126.52219206 +2020-05-31 06:00:00,9544.0,9579.96,9565.62,9546.03,164.56184628 +2020-05-31 05:00:00,9551.75,9614.57,9557.36,9565.62,286.17107412 +2020-05-31 04:00:00,9520.23,9603.9,9584.53,9557.36,652.52879935 +2020-05-31 03:00:00,9555.03,9660.36,9639.09,9584.52,842.5237279 +2020-05-31 02:00:00,9616.63,9658.23,9658.23,9639.11,256.14832776 +2020-05-31 01:00:00,9630.78,9676.96,9660.01,9659.77,239.12042071 +2020-05-31 00:00:00,9637.3,9705.6,9700.32,9660.03,467.19325085 +2020-05-30 23:00:00,9642.97,9744.06,9731.38,9700.33,812.23225796 +2020-05-30 22:00:00,9466.97,9764.0,9490.56,9732.54,2376.43108119 +2020-05-30 21:00:00,9433.69,9494.98,9440.0,9487.75,488.40095245 +2020-05-30 20:00:00,9400.0,9541.37,9539.08,9440.01,919.33109818 +2020-05-30 19:00:00,9517.65,9544.0,9532.12,9539.09,169.86375832 +2020-05-30 18:00:00,9516.77,9549.11,9526.0,9532.11,195.58328013 +2020-05-30 17:00:00,9516.32,9548.95,9540.79,9526.78,199.18720388 +2020-05-30 16:00:00,9512.59,9550.0,9538.63,9540.79,231.55144107 +2020-05-30 15:00:00,9496.0,9547.28,9546.95,9538.7,352.42506087 +2020-05-30 14:00:00,9539.42,9576.18,9565.37,9546.96,245.53615061 +2020-05-30 13:00:00,9521.53,9578.02,9543.65,9565.38,326.12282085 +2020-05-30 12:00:00,9507.92,9557.33,9553.95,9545.79,240.5985772 +2020-05-30 11:00:00,9521.74,9581.13,9525.0,9553.23,280.52866795 +2020-05-30 10:00:00,9489.62,9529.75,9495.8,9525.02,101.53552637 +2020-05-30 09:00:00,9466.96,9537.91,9530.0,9495.8,315.2674597 +2020-05-30 08:00:00,9525.54,9557.24,9525.59,9530.01,139.71164338 +2020-05-30 07:00:00,9519.84,9562.26,9546.95,9526.05,230.87446018 +2020-05-30 06:00:00,9533.02,9598.0,9553.23,9547.23,415.4028833 +2020-05-30 05:00:00,9499.02,9562.88,9510.93,9553.22,344.9576813 +2020-05-30 04:00:00,9391.67,9563.29,9392.71,9510.93,686.64389031 +2020-05-30 03:00:00,9326.43,9392.29,9381.81,9391.5,203.21524698 +2020-05-30 02:00:00,9359.24,9388.14,9376.98,9381.33,250.89257326 +2020-05-30 01:00:00,9349.98,9397.0,9368.01,9376.98,503.18895363 +2020-05-30 00:00:00,9355.55,9426.87,9423.85,9368.01,480.21547835 +2020-05-29 23:00:00,9415.32,9451.35,9427.15,9423.84,262.46080132 +2020-05-29 22:00:00,9370.46,9433.33,9389.89,9427.16,295.67465721 +2020-05-29 21:00:00,9369.31,9415.16,9414.41,9389.91,230.72479853 +2020-05-29 20:00:00,9386.0,9430.28,9398.62,9414.42,315.49867994 +2020-05-29 19:00:00,9391.67,9432.67,9430.01,9398.61,375.5132905 +2020-05-29 18:00:00,9394.05,9434.2,9423.55,9430.01,351.53912363 +2020-05-29 17:00:00,9409.36,9445.0,9427.36,9424.09,375.88946224 +2020-05-29 16:00:00,9390.0,9442.86,9405.15,9427.35,305.45458552 +2020-05-29 15:00:00,9330.01,9444.0,9443.79,9404.15,761.04380871 +2020-05-29 14:00:00,9420.11,9475.55,9434.51,9443.79,538.15199135 +2020-05-29 13:00:00,9380.0,9442.0,9394.82,9434.51,384.26368469 +2020-05-29 12:00:00,9370.77,9445.0,9400.01,9394.35,465.4895746 +2020-05-29 11:00:00,9340.0,9413.22,9359.71,9400.01,495.31679488 +2020-05-29 10:00:00,9353.65,9467.05,9445.01,9359.72,686.66253735 +2020-05-29 09:00:00,9436.6,9475.58,9445.33,9445.0,350.30072857 +2020-05-29 08:00:00,9420.0,9591.88,9519.35,9445.32,986.73399192 +2020-05-29 07:00:00,9501.6,9534.99,9510.91,9519.57,379.98672529 +2020-05-29 06:00:00,9502.61,9546.67,9515.62,9510.9,236.3085692 +2020-05-29 05:00:00,9466.23,9529.36,9494.8,9517.02,244.22707326 +2020-05-29 04:00:00,9490.41,9539.54,9515.87,9495.04,240.77073191 +2020-05-29 03:00:00,9489.99,9530.97,9503.02,9515.34,290.27375335 +2020-05-29 02:00:00,9492.67,9539.74,9511.42,9503.02,314.2300698 +2020-06-23 01:00:00,9606.0,9669.69,9660.48,9641.47,584.55431466 +2020-06-23 00:00:00,9659.0,9724.53,9690.67,9661.54,381.2794681 +2020-06-22 23:00:00,9662.05,9699.98,9680.55,9690.74,418.84543003 +2020-06-22 22:00:00,9633.11,9690.0,9690.0,9680.95,423.27309076 +2020-06-22 21:00:00,9641.48,9792.0,9641.48,9689.56,2233.71095251 +2020-06-22 20:00:00,9564.59,9668.92,9564.6,9641.48,573.8592332 +2020-06-22 19:00:00,9542.44,9589.94,9583.0,9563.14,554.47526582 +2020-06-22 18:00:00,9572.81,9604.91,9595.95,9583.0,517.11775149 +2020-06-22 17:00:00,9550.0,9620.1,9586.79,9595.95,898.87444475 +2020-06-22 16:00:00,9474.47,9633.46,9490.0,9586.78,1349.63863188 +2020-06-22 15:00:00,9461.38,9499.98,9461.44,9489.99,587.60711023 +2020-06-22 14:00:00,9456.56,9479.0,9466.88,9461.45,309.75545036 +2020-06-22 13:00:00,9450.4,9508.96,9493.92,9466.87,505.24655481 +2020-06-22 12:00:00,9445.0,9499.99,9455.68,9493.86,507.55868623 +2020-06-22 11:00:00,9419.3,9470.25,9430.81,9455.69,423.88746073 +2020-06-22 10:00:00,9406.54,9438.61,9414.24,9430.82,150.39584969 +2020-06-22 09:00:00,9407.32,9433.17,9429.96,9414.23,119.8094561 +2020-06-22 08:00:00,9401.24,9431.31,9414.91,9428.14,143.15544631 +2020-06-22 07:00:00,9402.19,9435.0,9409.31,9414.91,159.08839028 +2020-06-22 06:00:00,9400.0,9428.39,9409.51,9410.33,136.21126626 +2020-06-22 05:00:00,9400.25,9442.2,9401.86,9409.51,350.40055251 +2020-06-22 04:00:00,9366.81,9413.46,9377.59,9399.61,374.99632124 +2020-06-22 03:00:00,9360.95,9382.08,9376.94,9379.46,182.4277301 +2020-06-22 02:00:00,9356.02,9388.0,9379.77,9376.92,249.22662607 +2020-06-22 01:00:00,9310.06,9379.77,9311.67,9379.77,350.68320953 +2020-06-22 00:00:00,9267.58,9325.0,9286.14,9311.67,255.49367696 +2020-06-21 23:00:00,9273.0,9300.0,9295.05,9286.14,235.60271655 +2020-06-21 22:00:00,9276.0,9325.12,9325.12,9295.05,180.21757232 +2020-06-21 21:00:00,9307.01,9330.95,9311.57,9324.8,130.05706841 +2020-06-21 20:00:00,9293.52,9343.07,9340.01,9311.46,116.92266105 +2020-06-21 19:00:00,9291.01,9347.12,9302.66,9340.01,176.47471252 +2020-06-21 18:00:00,9300.02,9339.17,9336.47,9305.34,199.76120963 +2020-06-21 17:00:00,9334.05,9358.0,9356.39,9336.99,121.28429862 +2020-06-21 16:00:00,9337.01,9373.13,9368.58,9356.39,179.93077669 +2020-06-21 15:00:00,9340.01,9383.26,9347.25,9367.69,165.95603449 +2020-06-21 14:00:00,9331.01,9354.07,9345.38,9347.42,82.5482546 +2020-06-21 13:00:00,9322.73,9348.46,9340.22,9345.39,224.54342141 +2020-06-21 12:00:00,9340.0,9354.76,9352.57,9340.23,49.57371907 +2020-06-21 11:00:00,9336.34,9357.87,9349.65,9353.11,36.78946992 +2020-06-21 10:00:00,9328.45,9362.42,9362.42,9349.65,100.48281468 +2020-06-21 09:00:00,9355.25,9373.0,9356.97,9362.43,41.80778482 +2020-06-21 08:00:00,9351.99,9370.19,9364.5,9357.96,50.59591169 +2020-06-21 07:00:00,9358.43,9381.87,9372.06,9362.55,93.53787159 +2020-06-21 06:00:00,9372.04,9419.35,9386.79,9372.06,200.16622027 +2020-06-21 05:00:00,9370.0,9392.49,9370.01,9386.8,71.30098239 +2020-06-21 04:00:00,9367.01,9376.95,9367.01,9370.01,101.05680465 +2020-06-21 03:00:00,9356.1,9375.52,9368.72,9368.55,91.23599229 +2020-06-21 02:00:00,9360.0,9399.0,9365.87,9369.93,186.05054909 +2020-06-21 01:00:00,9356.0,9377.99,9358.33,9365.87,123.05284496 +2020-06-21 00:00:00,9343.0,9381.0,9355.74,9358.33,129.71880722 +2020-06-20 23:00:00,9346.0,9375.42,9370.39,9355.74,187.75974685 +2020-06-20 22:00:00,9333.01,9391.71,9333.01,9370.39,458.29397975 +2020-06-20 21:00:00,9314.89,9347.74,9319.58,9333.51,241.85725738 +2020-06-20 20:00:00,9286.02,9329.26,9286.02,9319.58,167.05883149 +2020-06-20 19:00:00,9284.67,9315.1,9311.0,9287.08,200.44612805 +2020-06-20 18:00:00,9267.51,9311.0,9267.53,9311.0,343.33567073 +2020-06-20 17:00:00,9257.43,9270.0,9261.37,9267.53,398.97326764 +2020-06-20 16:00:00,9233.58,9279.45,9251.13,9261.36,186.88502084 +2020-06-20 15:00:00,9226.72,9279.53,9279.53,9250.57,375.0565367 +2020-06-20 14:00:00,9266.49,9292.42,9283.35,9279.53,175.05506788 +2020-06-20 13:00:00,9275.54,9306.61,9297.19,9283.35,182.50695485 +2020-06-20 12:00:00,9293.87,9326.5,9323.74,9297.19,253.18937953 +2020-06-20 11:00:00,9161.0,9380.49,9286.01,9322.57,1764.71447428 +2020-06-20 10:00:00,9272.7,9288.12,9280.56,9286.01,96.13046003 +2020-06-20 09:00:00,9265.0,9293.65,9274.76,9281.63,123.42267977 +2020-06-20 08:00:00,9271.85,9301.44,9291.51,9274.76,126.67136897 +2020-06-20 07:00:00,9284.95,9318.2,9313.95,9291.52,108.89281225 +2020-06-20 06:00:00,9296.71,9322.26,9298.17,9313.95,171.9933568 +2020-06-20 05:00:00,9293.42,9320.57,9309.69,9301.48,93.57361226 +2020-06-20 04:00:00,9284.53,9324.94,9324.93,9309.69,115.97742709 +2020-06-20 03:00:00,9311.09,9343.0,9317.32,9324.93,416.37724317 +2020-06-20 02:00:00,9302.77,9319.46,9308.44,9317.3,204.82025638 +2020-06-20 01:00:00,9275.61,9322.0,9291.86,9308.44,280.55912604 +2020-06-20 00:00:00,9284.07,9325.0,9300.42,9291.86,227.05868273 +2020-06-19 23:00:00,9260.0,9308.94,9288.5,9301.91,265.15708669 +2020-06-19 22:00:00,9280.0,9346.43,9323.0,9289.91,273.74819307 +2020-06-19 21:00:00,9277.35,9333.0,9315.83,9322.99,237.7813993 +2020-06-19 20:00:00,9242.0,9317.76,9300.32,9315.58,462.51841531 +2020-06-19 19:00:00,9296.07,9333.0,9316.82,9300.31,389.13441974 +2020-06-19 18:00:00,9255.0,9329.98,9305.11,9316.82,507.00636301 +2020-06-19 17:00:00,9281.9,9343.0,9330.01,9305.09,401.48212059 +2020-06-19 16:00:00,9310.0,9380.0,9377.79,9333.96,403.01541468 +2020-06-19 15:00:00,9350.99,9377.79,9358.8,9377.79,284.75067801 +2020-06-19 14:00:00,9353.88,9391.81,9378.45,9358.81,318.52950469 +2020-06-19 13:00:00,9359.98,9397.14,9377.93,9378.45,253.03993492 +2020-06-19 12:00:00,9363.21,9417.18,9379.75,9377.93,357.21456259 +2020-06-19 11:00:00,9363.93,9396.22,9383.19,9379.74,178.34675219 +2020-06-19 10:00:00,9348.23,9385.87,9355.9,9383.2,251.48274678 +2020-06-19 09:00:00,9304.64,9430.0,9304.64,9355.75,627.49586967 +2020-06-19 08:00:00,9262.62,9311.61,9285.11,9304.65,273.2055091 +2020-06-19 07:00:00,9251.0,9294.6,9294.59,9285.11,126.20433952 +2020-06-19 06:00:00,9292.89,9318.63,9309.8,9294.59,152.78730511 +2020-06-19 05:00:00,9287.54,9309.79,9294.53,9309.79,105.68323747 +2020-06-19 04:00:00,9252.0,9318.24,9263.46,9294.53,229.26655144 +2020-06-19 03:00:00,9229.0,9297.95,9265.23,9263.46,415.51912339 +2020-06-19 02:00:00,9250.05,9325.65,9311.0,9265.24,519.57752214 +2020-06-19 01:00:00,9310.58,9370.88,9361.22,9311.03,344.21072656 +2020-06-19 00:00:00,9315.28,9376.14,9376.14,9361.22,494.80597223 +2020-06-18 23:00:00,9362.0,9407.98,9371.69,9376.14,165.67680763 +2020-06-18 22:00:00,9354.06,9383.85,9366.18,9371.32,208.63591831 +2020-06-18 21:00:00,9267.18,9379.25,9335.47,9366.12,602.25930738 +2020-06-18 20:00:00,9300.01,9396.92,9391.47,9335.47,610.6650562 +2020-06-18 19:00:00,9325.0,9405.8,9387.56,9391.47,406.38568511 +2020-06-18 18:00:00,9378.05,9402.75,9396.17,9387.56,249.8729874 +2020-06-18 17:00:00,9384.07,9412.04,9393.22,9396.33,179.99724566 +2020-06-18 16:00:00,9365.15,9400.0,9375.97,9393.11,362.73119114 +2020-06-18 15:00:00,9366.24,9431.05,9425.28,9374.8,356.38298399 +2020-06-18 14:00:00,9383.25,9427.08,9397.96,9425.27,194.03998225 +2020-06-18 13:00:00,9382.13,9421.32,9421.3,9396.79,290.62160475 +2020-06-18 12:00:00,9412.08,9439.05,9425.04,9421.3,115.32785219 +2020-06-18 11:00:00,9418.22,9452.83,9442.55,9424.51,178.00143382 +2020-06-18 10:00:00,9369.81,9448.23,9405.81,9442.55,271.33562094 +2020-06-18 09:00:00,9397.82,9482.66,9424.89,9406.53,530.20953289 +2020-06-18 08:00:00,9423.53,9445.01,9431.87,9424.9,187.19614225 +2020-06-18 07:00:00,9421.83,9443.47,9425.01,9430.29,104.81131919 +2020-06-18 06:00:00,9410.0,9445.38,9416.16,9425.01,108.11317086 +2020-06-18 05:00:00,9396.99,9426.43,9401.93,9415.92,181.06927381 +2020-06-18 04:00:00,9400.74,9422.33,9418.69,9401.93,131.75401622 +2020-06-18 03:00:00,9397.23,9430.81,9399.68,9418.7,183.62785742 +2020-06-18 02:00:00,9391.75,9418.95,9413.83,9399.96,228.82229249 +2020-06-18 01:00:00,9404.27,9442.45,9427.87,9413.83,210.23327312 +2020-06-18 00:00:00,9400.3,9463.0,9457.51,9429.1,242.79593618 +2020-06-17 23:00:00,9424.64,9465.25,9433.33,9457.51,244.85177034 +2020-06-17 22:00:00,9391.09,9449.99,9407.28,9433.26,299.80177198 +2020-06-17 21:00:00,9370.79,9438.8,9370.8,9407.29,452.14735289 +2020-06-17 20:00:00,9227.03,9378.76,9290.57,9370.8,1428.36220441 +2020-06-17 19:00:00,9285.0,9400.25,9395.95,9289.0,524.56700399 +2020-06-17 18:00:00,9380.42,9416.31,9395.0,9395.95,218.67525573 +2020-06-17 17:00:00,9354.09,9419.45,9359.95,9395.0,382.14643061 +2020-06-17 16:00:00,9348.0,9408.68,9385.0,9359.95,513.20533644 +2020-06-17 15:00:00,9377.2,9425.48,9403.28,9385.0,360.97251189 +2020-06-17 14:00:00,9358.62,9454.87,9436.82,9403.29,757.68077481 +2020-06-17 13:00:00,9421.84,9558.48,9495.2,9436.82,650.80855737 +2020-06-17 12:00:00,9467.51,9503.38,9470.1,9495.2,168.76502205 +2020-06-17 11:00:00,9459.61,9502.87,9476.02,9469.32,153.98920946 +2020-06-17 10:00:00,9470.01,9490.18,9470.02,9476.02,119.67231185 +2020-06-17 09:00:00,9470.0,9495.56,9487.47,9470.02,89.2198543 +2020-06-17 08:00:00,9480.64,9512.55,9506.48,9487.47,141.81799222 +2020-06-17 07:00:00,9469.13,9523.72,9471.22,9506.49,337.65189529 +2020-06-17 06:00:00,9425.46,9491.21,9439.55,9471.21,215.0992471 +2020-06-17 05:00:00,9426.32,9472.0,9457.28,9439.55,272.20196626 +2020-06-17 04:00:00,9437.18,9473.99,9450.02,9457.28,186.40850418 +2020-06-17 03:00:00,9415.0,9460.0,9437.31,9450.05,359.70223193 +2020-06-17 02:00:00,9425.0,9483.24,9451.49,9435.36,464.50803701 +2020-06-17 01:00:00,9451.0,9484.99,9478.7,9451.49,322.0194363 +2020-06-17 00:00:00,9475.0,9536.61,9526.25,9478.7,273.65155388 +2020-06-16 23:00:00,9504.94,9539.05,9525.45,9526.25,267.56532906 +2020-06-16 22:00:00,9492.23,9527.68,9505.18,9525.45,179.12779125 +2020-06-16 21:00:00,9493.79,9533.62,9495.04,9501.08,290.40018189 +2020-06-16 20:00:00,9481.07,9509.43,9509.22,9495.04,286.73976032 +2020-06-16 19:00:00,9472.45,9510.0,9497.46,9509.23,330.82218373 +2020-06-16 18:00:00,9450.94,9511.41,9468.74,9496.73,352.70976951 +2020-06-16 17:00:00,9455.34,9503.35,9491.87,9466.99,236.72237102 +2020-06-16 16:00:00,9430.0,9505.44,9444.52,9491.87,544.23407101 +2020-06-16 15:00:00,9393.55,9467.98,9433.24,9444.5,570.69552912 +2020-06-16 14:00:00,9415.0,9542.92,9535.66,9433.24,713.03635487 +2020-06-16 13:00:00,9495.92,9592.04,9564.51,9536.56,743.00660037 +2020-06-16 12:00:00,9472.45,9580.0,9507.34,9564.51,711.36556585 +2020-06-16 11:00:00,9484.56,9531.76,9525.35,9507.34,429.68967279 +2020-06-16 10:00:00,9499.99,9542.69,9500.0,9525.34,224.55178113 +2020-06-16 09:00:00,9485.01,9541.26,9492.0,9500.0,199.14721473 +2020-06-16 08:00:00,9463.03,9502.89,9499.45,9492.01,143.98114434 +2020-06-16 07:00:00,9455.18,9514.99,9470.22,9499.44,250.60472663 +2020-06-16 06:00:00,9453.0,9553.02,9542.54,9470.33,517.68535234 +2020-06-16 05:00:00,9521.53,9565.48,9547.03,9542.54,272.00457873 +2020-06-16 04:00:00,9525.01,9583.67,9572.0,9549.3,287.16865724 +2020-06-16 03:00:00,9450.07,9590.74,9459.07,9572.01,1625.22126269 +2020-06-16 02:00:00,9387.37,9470.01,9411.72,9459.07,525.44283877 +2020-06-16 01:00:00,9390.0,9430.77,9393.89,9412.45,330.54904394 +2020-06-16 00:00:00,9381.0,9438.25,9432.57,9393.92,312.82348864 +2020-06-15 23:00:00,9423.85,9469.93,9425.64,9432.53,252.91205818 +2020-06-15 22:00:00,9396.18,9462.0,9441.09,9425.96,386.89706237 +2020-06-15 21:00:00,9420.0,9499.0,9481.06,9438.77,490.52792082 +2020-06-15 20:00:00,9401.66,9487.0,9420.59,9481.07,532.37950047 +2020-06-15 19:00:00,9399.34,9458.8,9421.04,9420.56,619.12526078 +2020-06-15 18:00:00,9337.53,9448.61,9337.55,9420.46,841.39494602 +2020-06-15 17:00:00,9329.2,9389.42,9362.36,9337.53,406.76561354 +2020-06-15 16:00:00,9281.99,9409.0,9300.95,9362.27,1005.8760065 +2020-06-15 15:00:00,9195.05,9314.68,9195.06,9300.95,1512.04419856 +2020-06-15 14:00:00,9179.55,9229.81,9179.55,9195.06,964.00821468 +2020-06-15 13:00:00,9029.97,9189.96,9084.8,9179.55,983.8989245 +2020-06-15 12:00:00,9069.75,9123.86,9103.29,9084.52,469.79551064 +2020-06-15 11:00:00,9061.1,9131.07,9080.23,9101.15,411.6190938 +2020-06-15 10:00:00,9068.06,9136.46,9134.63,9080.24,389.82885625 +2020-06-15 09:00:00,9097.88,9134.14,9129.97,9133.34,233.09180554 +2020-06-15 08:00:00,9071.92,9146.26,9110.39,9129.98,381.74075895 +2020-06-15 07:00:00,8999.95,9112.96,9037.67,9106.15,970.95741113 +2020-06-15 06:00:00,8895.01,9066.02,9025.78,9037.67,1987.00418887 +2020-06-15 05:00:00,8964.33,9179.65,9179.65,9025.78,2229.42657888 +2020-06-15 04:00:00,9114.0,9214.8,9150.05,9179.64,499.93874232 +2020-06-15 03:00:00,9124.89,9258.29,9252.64,9150.07,1037.19293451 +2020-06-15 02:00:00,9217.69,9275.85,9237.1,9252.75,546.48773298 +2020-06-15 01:00:00,9210.0,9330.0,9327.89,9238.15,1073.86335427 +2020-06-15 00:00:00,9308.14,9359.85,9328.63,9327.88,362.50919125 +2020-06-14 23:00:00,9322.58,9383.38,9382.78,9325.0,378.06587989 +2020-06-14 22:00:00,9240.0,9405.04,9339.34,9382.49,1035.87466327 +2020-06-14 21:00:00,9312.05,9385.05,9381.32,9339.81,290.39428558 +2020-06-14 20:00:00,9381.01,9408.93,9394.88,9383.1,121.66256622 +2020-06-14 19:00:00,9381.04,9400.0,9384.85,9394.87,134.78201225 +2020-06-14 18:00:00,9365.53,9396.31,9396.31,9384.85,136.96910963 +2020-06-14 17:00:00,9380.0,9406.36,9391.66,9396.32,154.68379383 +2020-06-14 16:00:00,9380.82,9426.62,9415.0,9391.66,183.41677516 +2020-06-14 15:00:00,9329.01,9432.5,9347.0,9415.0,391.1784636 +2020-06-14 14:00:00,9305.0,9411.13,9404.36,9347.0,404.73435143 +2020-06-14 13:00:00,9368.0,9418.36,9406.81,9404.37,211.20373667 +2020-06-14 12:00:00,9390.0,9433.33,9426.34,9408.72,82.15604788 +2020-06-14 11:00:00,9418.25,9438.69,9420.32,9428.03,46.71153065 +2020-06-14 10:00:00,9410.82,9424.61,9411.95,9420.32,26.50324109 +2020-06-14 09:00:00,9408.77,9431.13,9428.91,9411.95,42.01333397 +2020-06-14 08:00:00,9389.2,9435.0,9408.64,9427.69,108.77350929 +2020-06-14 07:00:00,9375.34,9416.84,9396.39,9408.27,164.15094708 +2020-06-14 06:00:00,9379.05,9435.0,9429.27,9396.39,176.11518739 +2020-06-14 05:00:00,9413.46,9440.0,9427.01,9427.98,149.78479545 +2020-06-14 04:00:00,9420.8,9442.53,9436.3,9427.01,92.26983966 +2020-06-14 03:00:00,9427.0,9447.78,9442.55,9436.3,114.55188666 +2020-06-14 02:00:00,9436.32,9460.0,9446.1,9441.25,106.64103429 +2020-06-14 01:00:00,9435.05,9457.7,9454.58,9446.11,98.48054847 +2020-06-14 00:00:00,9440.02,9481.0,9475.0,9454.23,178.67972381 +2020-06-13 23:00:00,9429.72,9484.26,9437.42,9475.0,282.45978461 +2020-06-13 22:00:00,9411.6,9449.0,9424.97,9437.41,168.27388363 +2020-06-13 21:00:00,9403.75,9427.13,9403.75,9427.06,181.70913498 +2020-06-13 20:00:00,9346.0,9424.72,9405.71,9403.75,357.93447157 +2020-06-13 19:00:00,9380.67,9494.45,9446.3,9405.71,430.09913369 +2020-06-13 18:00:00,9432.04,9454.46,9432.04,9445.43,128.86633111 +2020-06-13 17:00:00,9423.8,9452.45,9434.45,9432.02,129.7081633 +2020-06-13 16:00:00,9415.66,9452.17,9438.43,9434.0,211.54455024 +2020-06-13 15:00:00,9428.25,9465.72,9451.35,9438.43,167.12093034 +2020-06-13 14:00:00,9425.68,9463.4,9426.98,9451.01,169.52619963 +2020-06-13 13:00:00,9405.01,9432.47,9430.0,9426.98,199.66651305 +2020-06-13 12:00:00,9389.16,9447.67,9405.0,9429.45,171.69133953 +2020-06-13 11:00:00,9381.68,9426.01,9416.06,9405.0,226.86484965 +2020-06-13 10:00:00,9394.29,9445.67,9443.09,9416.07,168.27825405 +2020-06-13 09:00:00,9430.85,9469.0,9442.06,9442.96,129.25908546 +2020-06-13 08:00:00,9418.83,9443.12,9437.86,9441.98,84.48246939 +2020-06-13 07:00:00,9417.58,9450.57,9426.97,9438.26,106.78107824 +2020-06-13 06:00:00,9390.24,9432.65,9408.13,9426.5,111.0375385 +2020-06-13 05:00:00,9378.0,9409.18,9404.4,9409.06,103.29189025 +2020-06-13 04:00:00,9361.75,9408.31,9404.78,9404.4,258.32597282 +2020-06-13 03:00:00,9400.0,9429.5,9427.0,9408.57,190.15045695 +2020-06-13 02:00:00,9409.44,9442.07,9442.07,9427.0,145.94722645 +2020-06-13 01:00:00,9419.0,9448.23,9446.62,9442.06,196.24363562 +2020-06-13 00:00:00,9425.38,9475.0,9464.71,9446.62,262.52916997 +2020-06-12 23:00:00,9435.64,9487.4,9475.98,9464.17,264.41011572 +2020-06-12 22:00:00,9435.5,9484.53,9437.03,9476.04,232.39253543 +2020-06-12 21:00:00,9431.72,9472.03,9463.41,9437.03,302.00606078 +2020-06-12 20:00:00,9409.64,9488.99,9427.39,9463.41,441.95629786 +2020-06-12 19:00:00,9375.0,9444.91,9394.97,9427.4,595.72311644 +2020-06-12 18:00:00,9321.0,9407.62,9330.88,9395.36,392.15575107 +2020-06-12 17:00:00,9300.0,9418.07,9418.06,9330.59,643.55440089 +2020-06-12 16:00:00,9393.42,9454.52,9414.04,9418.06,570.06405088 +2020-06-12 15:00:00,9373.43,9446.69,9413.19,9414.03,1531.40418505 +2020-06-12 14:00:00,9411.55,9552.87,9539.2,9415.93,572.93645598 +2020-06-12 13:00:00,9444.06,9542.0,9459.04,9538.12,665.53192479 +2020-06-12 12:00:00,9420.01,9504.12,9493.21,9458.53,318.8541924 +2020-06-12 11:00:00,9459.52,9509.0,9461.5,9493.21,305.55003302 +2020-06-12 10:00:00,9449.11,9481.0,9454.2,9461.5,207.04562 +2020-06-12 09:00:00,9441.55,9475.3,9467.6,9454.2,174.15323717 +2020-06-12 08:00:00,9422.95,9482.0,9430.27,9464.6,421.75865454 +2020-06-12 07:00:00,9356.19,9456.07,9356.2,9430.27,489.2781763 +2020-06-12 06:00:00,9353.32,9385.79,9373.26,9356.19,306.5248173 +2020-06-12 05:00:00,9331.21,9382.5,9347.3,9373.26,406.42115229 +2020-06-12 04:00:00,9340.01,9376.01,9353.04,9347.3,333.77909811 +2020-06-12 03:00:00,9326.83,9391.36,9344.92,9353.04,478.81486715 +2020-06-12 02:00:00,9315.13,9347.95,9327.71,9344.69,328.86231762 +2020-06-12 01:00:00,9290.64,9342.9,9305.17,9327.1,406.27403776 +2020-06-12 00:00:00,9227.0,9324.0,9268.16,9306.35,603.06537981 +2020-06-11 23:00:00,9241.91,9322.4,9317.69,9268.16,732.00749666 +2020-06-11 22:00:00,9285.22,9346.16,9341.94,9317.7,431.2860036 +2020-06-11 21:00:00,9308.4,9379.72,9338.43,9341.95,815.96804518 +2020-06-11 20:00:00,9213.0,9340.27,9275.85,9338.43,1295.91226491 +2020-06-11 19:00:00,9251.42,9322.0,9306.42,9275.21,926.17008508 +2020-06-11 18:00:00,9278.23,9385.74,9376.75,9306.42,1402.0830809 +2020-06-11 17:00:00,9050.0,9395.72,9067.69,9374.77,4203.27863571 +2020-06-11 16:00:00,9051.25,9545.81,9510.05,9067.23,4326.41676954 +2020-06-11 15:00:00,9480.51,9602.5,9602.5,9510.05,1779.80140173 +2020-06-11 14:00:00,9580.0,9656.09,9624.24,9602.5,848.51667971 +2020-06-11 13:00:00,9570.71,9729.66,9708.95,9625.0,1873.96350344 +2020-06-11 12:00:00,9667.56,9789.64,9779.29,9711.08,826.86496664 +2020-06-11 11:00:00,9748.88,9796.38,9792.01,9779.32,396.70828235 +2020-06-11 10:00:00,9600.0,9798.74,9793.21,9792.36,1369.80665625 +2020-06-11 09:00:00,9760.78,9816.77,9805.26,9794.44,176.50570073 +2020-06-11 08:00:00,9778.08,9823.45,9792.49,9805.26,180.97418897 +2020-06-11 07:00:00,9790.01,9832.01,9831.02,9792.52,318.35721062 +2020-06-11 06:00:00,9710.0,9894.51,9889.99,9832.4,1485.74052226 +2020-06-11 05:00:00,9866.99,9898.01,9898.0,9888.66,256.44909908 +2020-06-11 04:00:00,9870.32,9909.41,9887.71,9898.01,239.77397469 +2020-06-11 03:00:00,9856.4,9936.52,9922.08,9892.03,617.49068686 +2020-06-11 02:00:00,9890.7,9958.56,9938.78,9922.06,896.46339382 +2020-06-11 01:00:00,9885.0,9973.25,9901.06,9938.79,812.49999009 +2020-06-11 00:00:00,9880.24,9910.0,9894.35,9901.06,566.84075448 +2020-06-10 23:00:00,9865.25,9909.88,9899.0,9894.04,453.36869765 +2020-06-10 22:00:00,9847.8,9917.77,9856.1,9899.15,519.26942166 +2020-06-10 21:00:00,9827.49,9878.5,9865.95,9856.11,343.96996792 +2020-06-10 20:00:00,9853.93,9904.72,9854.93,9865.95,533.60878638 +2020-06-10 19:00:00,9808.19,9937.36,9829.43,9854.27,1469.10413104 +2020-06-10 18:00:00,9690.0,10018.67,9776.01,9829.46,4614.75410682 +2020-06-10 17:00:00,9751.34,9779.45,9768.21,9776.0,339.75043605 +2020-06-10 16:00:00,9756.17,9777.0,9762.67,9768.21,406.23378363 +2020-06-10 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00:00:00,9127.6,9145.0,9138.51,9136.13,84.84921317 +2020-07-04 23:00:00,9115.0,9143.19,9131.58,9138.51,84.35523301 +2020-07-04 22:00:00,9115.0,9133.15,9121.94,9131.67,108.12466657 +2020-07-04 21:00:00,9118.74,9138.0,9130.27,9121.95,471.18420304 +2020-07-04 20:00:00,9121.19,9148.19,9128.59,9130.99,140.89565618 +2020-07-04 19:00:00,9108.82,9143.96,9143.96,9128.59,319.80275604 +2020-07-04 18:00:00,9130.33,9195.74,9169.81,9143.96,1083.4389043 +2020-07-04 17:00:00,9070.87,9195.84,9076.15,9169.81,699.54527734 +2020-07-04 16:00:00,9061.09,9076.29,9067.15,9075.97,156.23235472 +2020-07-04 15:00:00,9051.27,9074.89,9072.96,9067.15,196.52531316 +2020-07-04 14:00:00,9070.85,9086.0,9080.67,9072.96,153.17112595 +2020-07-04 13:00:00,9069.01,9087.03,9072.65,9080.67,106.88801344 +2020-07-04 12:00:00,9039.84,9078.24,9061.73,9072.4,154.94390343 +2020-07-04 11:00:00,9056.44,9078.25,9063.52,9062.22,140.58202507 +2020-07-04 10:00:00,9060.57,9075.57,9075.33,9064.16,61.31740267 +2020-07-04 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18:00:00,9072.42,9094.03,9089.0,9079.19,273.20008123 +2020-07-03 17:00:00,9085.99,9106.3,9092.34,9089.01,197.00421489 +2020-07-03 16:00:00,9083.87,9111.0,9102.55,9092.34,367.01422953 +2020-07-03 15:00:00,9086.39,9104.16,9086.39,9102.52,247.11568773 +2020-07-03 14:00:00,9073.12,9101.23,9090.32,9086.4,388.51023104 +2020-07-03 13:00:00,9088.82,9125.01,9112.12,9090.32,419.55139237 +2020-07-03 12:00:00,9092.71,9117.24,9098.71,9112.12,661.79790367 +2020-07-03 11:00:00,9070.0,9098.71,9080.11,9098.7,215.56259603 +2020-07-03 10:00:00,9052.16,9091.26,9078.7,9081.69,283.73892631 +2020-07-03 09:00:00,9038.87,9111.84,9099.87,9078.78,448.4178456 +2020-07-03 08:00:00,9092.35,9126.12,9104.44,9099.88,217.29851414 +2020-07-03 07:00:00,9089.56,9111.24,9093.13,9103.82,489.94330505 +2020-07-03 06:00:00,9093.12,9118.77,9109.51,9093.13,212.37814403 +2020-07-03 05:00:00,9082.95,9114.03,9093.86,9109.51,308.02281711 +2020-07-03 04:00:00,9080.0,9094.81,9091.75,9093.86,227.93908093 +2020-07-03 03:00:00,9087.05,9106.07,9097.05,9091.75,210.70311296 +2020-07-03 02:00:00,9095.55,9118.17,9109.24,9097.04,439.20044209 +2020-07-03 01:00:00,9088.38,9125.34,9097.61,9109.24,339.53135137 +2020-07-03 00:00:00,9067.88,9104.04,9091.98,9097.1,250.96849305 +2020-07-02 23:00:00,9082.57,9104.71,9104.71,9091.53,249.32167559 +2020-07-02 22:00:00,9087.61,9150.92,9133.65,9104.71,321.67537095 +2020-07-02 21:00:00,9072.75,9159.0,9082.46,9132.07,601.57170682 +2020-07-02 20:00:00,9032.2,9089.16,9052.75,9082.47,308.42113362 +2020-07-02 19:00:00,9026.97,9077.57,9069.11,9052.75,414.87820072 +2020-07-02 18:00:00,9026.59,9078.93,9067.96,9069.11,472.15458479 +2020-07-02 17:00:00,9013.87,9075.28,9036.3,9067.95,567.87053818 +2020-07-02 16:00:00,8938.0,9068.37,9044.05,9036.3,1366.54733641 +2020-07-02 15:00:00,9013.0,9194.81,9194.81,9044.06,2759.30302667 +2020-07-02 14:00:00,9188.31,9258.0,9249.75,9194.8,437.9180422 +2020-07-02 13:00:00,9227.16,9256.0,9244.81,9250.33,417.75606814 +2020-07-02 12:00:00,9181.82,9245.51,9196.15,9244.81,368.60048674 +2020-07-02 11:00:00,9170.0,9204.35,9204.34,9197.79,205.69722315 +2020-07-02 10:00:00,9180.0,9212.0,9211.38,9204.35,224.94882864 +2020-07-02 09:00:00,9200.15,9217.49,9211.04,9211.39,115.51815993 +2020-07-02 08:00:00,9170.0,9218.23,9209.0,9210.71,191.04054762 +2020-07-02 07:00:00,9198.64,9218.0,9201.69,9209.0,130.50423294 +2020-07-02 06:00:00,9169.35,9213.52,9210.84,9201.69,443.38966837 +2020-07-02 05:00:00,9205.0,9257.1,9239.43,9210.85,254.9127859 +2020-07-02 04:00:00,9230.06,9246.07,9239.12,9239.43,190.49542831 +2020-07-02 03:00:00,9237.63,9256.83,9244.01,9239.12,188.50157103 +2020-07-02 02:00:00,9244.0,9265.0,9251.49,9244.01,200.60664103 +2020-07-02 01:00:00,9228.46,9252.54,9231.75,9252.54,162.40584734 +2020-07-02 00:00:00,9221.79,9250.9,9239.41,9231.91,180.14648437 +2020-07-01 23:00:00,9228.98,9255.0,9245.0,9239.97,182.83098237 +2020-07-01 22:00:00,9214.65,9250.0,9241.75,9245.0,177.95469058 +2020-07-01 21:00:00,9220.88,9249.07,9236.32,9241.76,227.46950217 +2020-07-01 20:00:00,9235.0,9263.85,9242.42,9236.21,279.44546198 +2020-07-01 19:00:00,9239.0,9276.09,9255.65,9242.42,271.62529689 +2020-07-01 18:00:00,9251.01,9289.0,9287.27,9255.65,263.46609898 +2020-07-01 17:00:00,9263.54,9291.93,9289.15,9287.28,331.40685455 +2020-07-01 16:00:00,9242.52,9297.2,9269.99,9287.81,544.45962701 +2020-07-01 15:00:00,9219.41,9269.99,9224.99,9269.99,480.81206993 +2020-07-01 14:00:00,9209.64,9249.99,9214.73,9224.25,512.49564496 +2020-07-01 13:00:00,9153.87,9260.0,9163.99,9212.16,1104.47346507 +2020-07-01 12:00:00,9133.3,9164.0,9159.94,9164.0,147.05715848 +2020-07-01 11:00:00,9132.27,9160.7,9149.49,9159.95,154.64644329 +2020-07-01 10:00:00,9140.7,9175.56,9164.81,9149.49,218.38776449 +2020-07-01 09:00:00,9151.99,9183.14,9171.1,9164.81,162.65509929 +2020-07-01 08:00:00,9133.16,9189.99,9133.17,9171.09,620.4386517 +2020-07-01 07:00:00,9132.96,9152.72,9135.11,9133.17,199.32016567 +2020-07-01 06:00:00,9125.31,9146.42,9143.01,9135.11,154.84319582 +2020-07-01 05:00:00,9132.13,9152.5,9148.26,9143.01,121.73182032 +2020-07-01 04:00:00,9136.13,9164.7,9136.13,9149.53,306.54830785 +2020-07-01 03:00:00,9112.39,9138.97,9132.93,9136.13,211.99793099 +2020-07-01 02:00:00,9113.46,9145.39,9124.32,9134.65,310.76816992 +2020-07-01 01:00:00,9100.01,9129.06,9122.84,9124.32,266.82051494 +2020-07-01 00:00:00,9088.0,9137.38,9135.91,9122.84,298.5050793 +2020-06-30 23:00:00,9126.43,9155.34,9129.28,9136.2,218.3583096 +2020-06-30 22:00:00,9121.56,9164.21,9162.11,9129.27,223.4062533 +2020-06-30 21:00:00,9149.11,9172.0,9149.12,9162.11,296.64526847 +2020-06-30 20:00:00,9128.06,9155.36,9131.01,9148.62,218.09344173 +2020-06-30 19:00:00,9089.83,9150.0,9126.36,9134.09,307.96303311 +2020-06-30 18:00:00,9125.02,9148.62,9143.12,9126.38,251.82349679 +2020-06-30 17:00:00,9125.0,9176.71,9173.17,9143.13,436.72176419 +2020-06-30 16:00:00,9153.13,9186.07,9164.28,9173.17,286.87768861 +2020-06-30 15:00:00,9158.07,9191.28,9181.74,9164.28,493.2153886 +2020-06-30 14:00:00,9125.54,9183.41,9128.74,9181.74,493.1538355 +2020-06-30 13:00:00,9059.6,9154.0,9117.03,9128.75,771.39494044 +2020-06-30 12:00:00,9108.32,9146.29,9146.29,9118.02,361.36419017 +2020-06-30 11:00:00,9129.4,9155.0,9146.38,9146.29,115.74939084 +2020-06-30 10:00:00,9143.27,9168.47,9150.28,9146.38,169.69408545 +2020-06-30 09:00:00,9128.87,9165.69,9128.88,9150.09,163.73555461 +2020-06-30 08:00:00,9115.93,9139.0,9137.26,9128.87,153.20280807 +2020-06-30 07:00:00,9123.25,9150.99,9142.73,9137.27,112.17731164 +2020-06-30 06:00:00,9111.11,9148.3,9121.87,9142.73,236.33356533 +2020-06-30 05:00:00,9112.0,9160.0,9156.44,9121.87,354.63752241 +2020-06-30 04:00:00,9154.16,9175.0,9160.54,9156.44,190.55826796 +2020-06-30 03:00:00,9160.03,9181.93,9180.16,9160.55,134.06943088 +2020-06-30 02:00:00,9172.58,9199.99,9199.23,9180.17,139.23216324 +2020-06-30 01:00:00,9153.4,9201.0,9172.27,9201.0,495.70455498 +2020-06-30 00:00:00,9167.74,9199.88,9188.79,9171.9,196.75514307 +2020-06-29 23:00:00,9164.41,9195.52,9183.94,9184.45,249.43610934 +2020-06-29 22:00:00,9178.11,9234.3,9210.0,9183.95,317.12321912 +2020-06-29 21:00:00,9179.49,9236.75,9179.49,9208.78,542.9863806 +2020-06-29 20:00:00,9146.76,9194.96,9153.5,9179.48,542.04955711 +2020-06-29 19:00:00,9126.55,9161.64,9138.61,9153.49,380.65042488 +2020-06-29 18:00:00,9128.89,9174.36,9156.05,9138.61,455.67252525 +2020-06-29 17:00:00,9101.0,9158.0,9115.09,9156.05,429.30998011 +2020-06-29 16:00:00,9090.58,9149.99,9120.0,9114.92,603.80902582 +2020-06-29 15:00:00,9057.2,9132.0,9058.12,9120.0,604.37251885 +2020-06-29 14:00:00,9035.27,9084.71,9036.41,9058.0,500.44487347 +2020-06-29 13:00:00,9014.0,9097.05,9097.04,9036.41,816.47119771 +2020-06-29 12:00:00,9074.87,9112.0,9083.21,9097.05,380.77902232 +2020-06-29 11:00:00,9060.01,9103.97,9103.97,9083.21,385.62997791 +2020-06-29 10:00:00,9095.28,9129.21,9126.79,9104.1,199.46024611 +2020-06-29 09:00:00,9075.22,9128.88,9080.91,9126.79,250.63247335 +2020-06-29 08:00:00,9054.12,9082.76,9082.75,9081.91,222.59592365 +2020-06-29 07:00:00,9054.12,9098.36,9071.83,9082.76,307.72155035 +2020-06-29 06:00:00,9071.51,9103.29,9103.29,9071.83,213.68343252 +2020-06-29 05:00:00,9095.68,9119.47,9105.01,9103.28,148.04259882 +2020-06-29 04:00:00,9081.38,9113.63,9090.0,9105.02,164.48638091 +2020-06-29 03:00:00,9077.53,9119.98,9119.98,9091.94,271.05678176 +2020-06-29 02:00:00,9114.12,9140.52,9134.63,9119.98,252.7313851 +2020-06-29 01:00:00,9109.0,9134.63,9117.82,9134.62,264.70500019 +2020-06-29 00:00:00,9089.44,9129.33,9113.23,9117.16,154.57613968 +2020-06-28 23:00:00,9086.48,9129.96,9099.08,9113.24,218.8184273 +2020-06-28 22:00:00,9070.42,9122.0,9122.0,9099.08,254.19004443 +2020-06-28 21:00:00,9086.74,9127.15,9110.3,9122.0,112.10117855 +2020-06-28 20:00:00,9090.36,9137.34,9103.9,9110.3,163.23308069 +2020-06-28 19:00:00,9092.25,9165.86,9150.3,9106.37,321.34016005 +2020-06-28 18:00:00,9145.01,9164.5,9151.93,9150.3,135.39431984 +2020-06-28 17:00:00,9114.0,9154.0,9145.0,9152.4,219.48035055 +2020-06-28 16:00:00,9137.0,9189.0,9157.0,9143.87,364.46301547 +2020-06-28 15:00:00,9133.51,9161.33,9155.69,9157.0,282.35415661 +2020-06-28 14:00:00,9049.99,9174.86,9049.99,9153.67,760.44870442 +2020-06-28 13:00:00,9034.05,9056.53,9047.76,9049.99,237.32547743 +2020-06-28 12:00:00,9015.19,9063.3,9046.11,9047.76,218.80663875 +2020-06-28 11:00:00,9038.77,9073.76,9047.73,9046.11,184.8973729 +2020-06-28 10:00:00,9045.78,9073.88,9064.73,9047.73,187.85046185 +2020-06-28 09:00:00,9034.39,9068.14,9044.23,9064.73,158.82347308 +2020-06-28 08:00:00,8996.66,9071.51,9016.55,9044.24,218.10993751 +2020-06-28 07:00:00,8984.47,9026.99,9003.69,9017.57,126.56981913 +2020-06-28 06:00:00,8955.92,9015.0,8955.92,9003.68,139.28953526 +2020-06-28 05:00:00,8953.4,8970.76,8959.82,8956.13,107.85964887 +2020-06-28 04:00:00,8943.05,8970.97,8967.79,8960.4,166.88950077 +2020-06-28 03:00:00,8931.77,8979.44,8974.15,8967.8,227.45160851 +2020-06-28 02:00:00,8945.53,8975.68,8964.47,8973.75,138.66523712 +2020-06-28 01:00:00,8940.64,8985.51,8972.27,8965.26,217.80990017 +2020-06-28 00:00:00,8950.0,9005.93,9002.38,8972.02,375.58545644 +2020-06-27 23:00:00,8937.0,9040.41,8965.75,9002.46,457.43677701 +2020-06-27 22:00:00,8957.52,9070.0,9053.0,8965.76,488.80931918 +2020-06-27 21:00:00,8935.3,9091.62,8944.48,9050.0,499.08679007 +2020-06-27 20:00:00,8890.77,8985.28,8927.71,8944.47,1006.99798029 +2020-06-27 19:00:00,8815.01,9094.78,9080.24,8927.78,2459.64085378 +2020-06-27 18:00:00,9060.0,9100.0,9071.34,9080.24,252.02035249 +2020-06-27 17:00:00,9050.0,9137.5,9091.47,9072.18,392.02660019 +2020-06-27 16:00:00,9058.6,9131.42,9123.16,9092.51,447.49491368 +2020-06-27 15:00:00,9104.43,9160.0,9140.4,9123.16,250.88835678 +2020-06-27 14:00:00,9119.08,9157.21,9147.5,9140.4,131.87641499 +2020-06-27 13:00:00,9135.45,9170.0,9152.7,9147.5,154.68442589 +2020-06-27 12:00:00,9137.84,9169.14,9152.54,9152.7,126.40829834 +2020-06-27 11:00:00,9125.0,9184.93,9134.18,9152.53,183.52901471 +2020-06-27 10:00:00,9129.36,9159.48,9134.94,9134.18,79.17724628 +2020-06-27 09:00:00,9130.01,9161.63,9152.68,9135.45,125.5399606 +2020-06-27 08:00:00,9150.0,9188.14,9165.99,9151.38,128.79905609 +2020-06-27 07:00:00,9152.68,9178.46,9172.12,9166.6,112.59636967 +2020-06-27 06:00:00,9139.6,9183.85,9159.2,9172.12,126.97287556 +2020-06-27 05:00:00,9134.0,9164.51,9149.0,9158.98,79.45615004 +2020-06-27 04:00:00,9117.42,9169.44,9150.02,9149.05,103.00895025 +2020-06-27 03:00:00,9123.9,9180.02,9132.99,9150.02,156.39554421 +2020-06-27 02:00:00,9110.31,9148.43,9142.36,9133.0,125.22926907 +2020-06-27 01:00:00,9095.0,9144.51,9135.17,9140.69,220.63816788 +2020-06-27 00:00:00,9100.56,9163.63,9155.42,9135.37,398.55472263 +2020-06-26 23:00:00,9144.77,9172.76,9167.07,9155.42,148.96052417 +2020-06-26 22:00:00,9155.2,9198.46,9171.67,9167.07,217.3318765 +2020-06-26 21:00:00,9163.77,9209.03,9190.46,9171.67,393.53679082 +2020-06-26 20:00:00,9164.34,9208.79,9164.35,9188.26,433.72208255 +2020-06-26 19:00:00,9113.34,9164.4,9131.42,9164.35,474.11509936 +2020-06-26 18:00:00,9129.84,9175.0,9147.83,9131.4,379.50672964 +2020-06-26 17:00:00,9137.86,9170.7,9142.42,9147.84,359.4663703 +2020-06-26 16:00:00,9079.09,9148.69,9142.54,9144.73,622.76791464 +2020-06-26 15:00:00,9072.14,9192.07,9080.05,9142.55,850.22605096 +2020-06-26 14:00:00,9027.62,9144.85,9138.17,9080.05,1194.17543975 +2020-06-26 13:00:00,9132.74,9226.0,9200.62,9138.18,537.49732346 +2020-06-26 12:00:00,9173.07,9210.47,9173.07,9201.86,418.14913829 +2020-06-26 11:00:00,9138.67,9212.48,9209.28,9173.07,412.42885964 +2020-06-26 10:00:00,9189.18,9245.0,9201.08,9207.27,228.73760133 +2020-06-26 09:00:00,9078.33,9224.9,9119.15,9202.8,343.52328464 +2020-06-26 08:00:00,9093.92,9145.54,9125.04,9122.14,216.77063858 +2020-06-26 07:00:00,9076.92,9200.83,9200.83,9124.95,1318.937464 +2020-06-26 06:00:00,9178.01,9221.56,9204.65,9200.33,210.31260792 +2020-06-26 05:00:00,9182.55,9262.32,9246.88,9204.18,395.51036072 +2020-06-26 04:00:00,9220.74,9257.32,9236.39,9246.95,176.49966631 +2020-06-26 03:00:00,9221.86,9250.7,9250.7,9236.7,251.91135164 +2020-06-26 02:00:00,9225.42,9255.79,9242.17,9250.7,177.33841575 +2020-06-26 01:00:00,9241.03,9291.73,9277.96,9242.17,492.09663458 +2020-06-26 00:00:00,9176.01,9284.61,9242.98,9277.65,448.85096447 +2020-06-25 23:00:00,9229.85,9258.48,9254.51,9243.51,172.6007674 +2020-06-25 22:00:00,9209.0,9310.0,9302.25,9254.51,579.91968488 +2020-06-25 21:00:00,9273.99,9335.0,9274.0,9302.23,478.47362388 +2020-06-25 20:00:00,9272.02,9299.98,9282.08,9274.0,381.57385446 +2020-06-25 19:00:00,9229.95,9292.1,9248.01,9282.09,453.07168349 +2020-06-25 18:00:00,9243.74,9283.42,9277.09,9248.01,442.63245448 +2020-06-25 17:00:00,9262.0,9292.1,9286.08,9276.09,286.92574824 +2020-06-25 16:00:00,9207.0,9288.27,9227.98,9286.07,543.78775109 +2020-06-25 15:00:00,9208.04,9246.48,9245.03,9227.98,295.78211324 +2020-06-25 14:00:00,9186.84,9260.72,9186.84,9245.02,369.84728796 +2020-06-25 13:00:00,9164.4,9231.64,9176.85,9187.09,380.66502761 +2020-06-25 12:00:00,9152.53,9257.25,9250.18,9176.86,477.41770059 +2020-06-25 11:00:00,9249.89,9286.69,9263.17,9250.01,170.23772546 +2020-06-25 10:00:00,9242.0,9275.0,9243.9,9263.39,159.30115912 +2020-06-25 09:00:00,9241.13,9305.87,9294.52,9243.9,177.99990213 +2020-06-25 08:00:00,9162.92,9325.0,9162.92,9291.99,637.74852465 +2020-06-25 07:00:00,9134.23,9181.66,9177.4,9162.92,206.01435936 +2020-06-25 06:00:00,9134.71,9187.8,9167.31,9177.51,378.75513024 +2020-06-25 05:00:00,9086.37,9187.33,9105.0,9167.31,505.93807615 +2020-06-25 04:00:00,9072.02,9151.0,9083.71,9103.69,1370.66122401 +2020-06-25 03:00:00,8979.07,9242.95,9240.27,9083.71,4020.82676668 +2020-06-25 02:00:00,9210.99,9272.81,9262.83,9240.55,302.91571035 +2020-06-25 01:00:00,9256.21,9295.61,9256.21,9262.84,299.53078676 +2020-06-25 00:00:00,9229.06,9286.42,9285.94,9256.22,436.42920503 +2020-06-24 23:00:00,9266.39,9314.78,9291.13,9285.91,678.57005787 +2020-06-24 22:00:00,9256.47,9291.74,9262.0,9291.11,232.56874695 +2020-06-24 21:00:00,9222.01,9293.79,9287.41,9261.09,499.62962497 +2020-06-24 20:00:00,9276.51,9314.78,9291.0,9287.41,397.66668754 +2020-06-24 19:00:00,9279.01,9333.3,9304.42,9290.99,514.28902121 +2020-06-24 18:00:00,9282.84,9324.42,9296.5,9304.41,344.93740227 +2020-06-24 17:00:00,9271.37,9314.55,9291.55,9296.51,731.02678798 +2020-06-24 16:00:00,9228.28,9310.2,9238.97,9291.55,1198.31194993 +2020-06-24 15:00:00,9195.0,9322.77,9280.59,9238.97,2010.60225376 +2020-06-24 14:00:00,9280.57,9354.23,9333.34,9280.58,788.00954652 +2020-06-24 13:00:00,9333.33,9416.73,9377.82,9333.73,714.06597256 +2020-06-24 12:00:00,9258.35,9385.0,9312.2,9379.05,662.85186723 +2020-06-24 11:00:00,9310.0,9400.0,9361.9,9312.21,717.2066641 +2020-06-24 10:00:00,9275.0,9517.19,9516.59,9361.97,1410.24196731 +2020-06-24 09:00:00,9480.0,9523.2,9509.56,9516.59,221.42435582 +2020-06-24 08:00:00,9472.8,9537.18,9496.02,9509.57,211.9436146 +2020-06-24 07:00:00,9488.45,9655.48,9651.33,9498.43,610.26661493 +2020-06-24 06:00:00,9638.05,9663.38,9638.06,9651.33,220.47402853 +2020-06-24 05:00:00,9630.99,9654.5,9650.01,9638.06,176.82225264 +2020-06-24 04:00:00,9635.54,9659.85,9642.34,9650.01,240.68460173 +2020-06-24 03:00:00,9634.96,9657.52,9655.01,9642.33,235.60581217 +2020-06-24 02:00:00,9635.67,9662.84,9645.06,9655.0,189.64060982 +2020-06-24 01:00:00,9614.44,9646.77,9624.87,9645.06,212.49175533 +2020-06-24 00:00:00,9617.44,9645.6,9623.56,9624.86,191.4264945 +2020-06-23 23:00:00,9584.93,9623.56,9611.21,9623.56,248.89586407 +2020-06-23 22:00:00,9586.0,9655.0,9645.14,9611.22,371.21842881 +2020-06-23 21:00:00,9588.52,9648.0,9628.98,9645.14,393.90217492 +2020-06-23 20:00:00,9628.14,9662.83,9643.49,9629.02,278.36306664 +2020-06-23 19:00:00,9643.33,9670.0,9655.6,9643.5,315.61028026 +2020-06-23 18:00:00,9644.79,9683.92,9665.01,9655.6,421.854698 +2020-06-23 17:00:00,9636.18,9668.0,9658.99,9665.01,455.92944797 +2020-06-23 16:00:00,9655.0,9694.81,9692.1,9658.99,472.56168253 +2020-06-23 15:00:00,9630.93,9692.1,9643.01,9692.09,460.49122948 +2020-06-23 14:00:00,9625.0,9669.75,9638.81,9643.0,322.02519745 +2020-06-23 13:00:00,9614.08,9646.77,9632.36,9637.06,335.07953124 +2020-06-23 12:00:00,9613.98,9646.08,9632.63,9632.37,281.70392953 +2020-06-23 11:00:00,9584.32,9643.44,9586.41,9632.31,231.47314465 +2020-06-23 10:00:00,9575.16,9612.6,9603.35,9586.43,197.32368243 +2020-06-23 09:00:00,9578.22,9612.21,9607.05,9603.36,172.79685536 +2020-06-23 08:00:00,9572.22,9661.09,9660.99,9608.17,496.85387807 +2020-06-23 07:00:00,9616.01,9665.02,9626.02,9660.96,639.84443778 +2020-06-23 06:00:00,9613.0,9630.26,9620.0,9626.02,100.71712772 +2020-06-23 05:00:00,9617.29,9641.23,9623.33,9617.78,185.23956122 +2020-06-23 04:00:00,9621.41,9651.04,9651.04,9623.34,165.8634054 +2020-06-23 03:00:00,9621.0,9654.26,9640.0,9651.03,216.52189865 +2020-06-23 02:00:00,9618.79,9652.27,9643.52,9640.0,216.870252 +2020-07-18 01:00:00,9141.01,9156.0,9151.79,9142.45,135.58735515 +2020-07-18 00:00:00,9146.36,9167.78,9154.29,9151.79,289.34010681 +2020-07-17 23:00:00,9148.49,9170.81,9163.59,9154.29,254.78115173 +2020-07-17 22:00:00,9143.35,9164.09,9151.8,9163.59,174.05554724 +2020-07-17 21:00:00,9150.0,9155.9,9155.7,9151.15,75.34339734 +2020-07-17 20:00:00,9153.36,9182.18,9164.99,9155.69,227.79201851 +2020-07-17 19:00:00,9154.35,9167.98,9163.85,9164.99,376.38270116 +2020-07-17 18:00:00,9150.05,9169.0,9150.5,9163.84,368.11385471 +2020-07-17 17:00:00,9124.21,9155.01,9149.4,9150.51,416.23309932 +2020-07-17 16:00:00,9142.01,9160.48,9144.27,9149.45,221.59745839 +2020-07-17 15:00:00,9140.0,9160.4,9146.77,9144.28,265.32029904 +2020-07-17 14:00:00,9133.85,9158.41,9157.34,9146.76,265.91898151 +2020-07-17 13:00:00,9141.68,9170.0,9158.16,9157.34,283.40075113 +2020-07-17 12:00:00,9132.07,9182.99,9132.07,9158.16,425.71339208 +2020-07-17 11:00:00,9099.0,9136.96,9112.25,9132.07,228.98592192 +2020-07-17 10:00:00,9105.99,9119.43,9110.18,9112.44,196.81545883 +2020-07-17 09:00:00,9090.6,9117.31,9099.64,9110.18,168.00037757 +2020-07-17 08:00:00,9086.31,9104.24,9098.33,9099.8,112.53625119 +2020-07-17 07:00:00,9096.11,9119.76,9112.32,9098.32,251.29167658 +2020-07-17 06:00:00,9091.25,9126.25,9092.11,9112.32,101.39360337 +2020-07-17 05:00:00,9054.99,9113.28,9110.27,9092.63,1036.92349779 +2020-07-17 04:00:00,9100.0,9118.77,9111.99,9110.27,309.36614225 +2020-07-17 03:00:00,9104.29,9120.42,9120.33,9111.96,138.34314104 +2020-07-17 02:00:00,9111.78,9131.85,9113.6,9120.34,115.75327655 +2020-07-17 01:00:00,9113.49,9130.0,9114.98,9113.61,195.46070696 +2020-07-17 00:00:00,9113.53,9138.35,9130.93,9115.08,214.22445581 +2020-07-16 23:00:00,9124.6,9144.08,9133.24,9130.11,239.75779523 +2020-07-16 22:00:00,9124.6,9142.14,9124.61,9133.25,196.57955221 +2020-07-16 21:00:00,9086.57,9128.0,9101.21,9124.61,409.03004992 +2020-07-16 20:00:00,9085.0,9120.99,9120.0,9101.21,351.84198506 +2020-07-16 19:00:00,9107.59,9124.23,9115.38,9120.0,392.45262015 +2020-07-16 18:00:00,9112.6,9152.26,9122.73,9114.93,485.70009545 +2020-07-16 17:00:00,9113.69,9127.62,9114.8,9122.73,301.93075415 +2020-07-16 16:00:00,9110.0,9134.93,9114.36,9114.8,490.90579158 +2020-07-16 15:00:00,9093.18,9125.51,9104.04,9114.35,531.5401354 +2020-07-16 14:00:00,9061.33,9110.11,9075.92,9102.98,462.44680435 +2020-07-16 13:00:00,9060.0,9089.29,9071.09,9074.95,393.69242278 +2020-07-16 12:00:00,9067.18,9091.41,9068.23,9071.09,316.62689181 +2020-07-16 11:00:00,9067.04,9096.05,9084.93,9068.39,347.77387106 +2020-07-16 10:00:00,9005.0,9088.96,9058.22,9086.4,444.2878748 +2020-07-16 09:00:00,9033.33,9110.66,9110.66,9059.56,763.52123689 +2020-07-16 08:00:00,9090.68,9124.51,9110.93,9110.66,280.68352409 +2020-07-16 07:00:00,9076.01,9167.92,9167.92,9110.94,664.33589089 +2020-07-16 06:00:00,9140.02,9197.99,9191.0,9168.86,314.95216318 +2020-07-16 05:00:00,9180.81,9199.64,9197.0,9191.01,257.35996769 +2020-07-16 04:00:00,9192.05,9207.58,9194.19,9197.0,177.01314525 +2020-07-16 03:00:00,9185.0,9198.0,9192.95,9194.78,173.60080136 +2020-07-16 02:00:00,9191.37,9216.02,9211.69,9193.0,171.72510676 +2020-07-16 01:00:00,9200.0,9215.57,9206.39,9211.7,245.93308433 +2020-07-16 00:00:00,9171.0,9211.82,9190.8,9206.39,352.00702473 +2020-07-15 23:00:00,9181.36,9207.58,9202.0,9190.16,285.73421835 +2020-07-15 22:00:00,9201.65,9230.01,9224.93,9201.99,340.49016802 +2020-07-15 21:00:00,9200.01,9230.0,9212.58,9225.71,327.1838669 +2020-07-15 20:00:00,9171.44,9215.9,9173.37,9212.58,367.09383058 +2020-07-15 19:00:00,9160.0,9187.46,9179.37,9173.37,439.32303071 +2020-07-15 18:00:00,9154.01,9207.22,9200.0,9179.69,439.17651761 +2020-07-15 17:00:00,9200.0,9216.97,9205.32,9200.01,324.49239237 +2020-07-15 16:00:00,9177.91,9208.27,9194.64,9205.32,437.91568414 +2020-07-15 15:00:00,9187.6,9243.17,9239.78,9194.61,618.66979427 +2020-07-15 14:00:00,9214.43,9240.01,9220.67,9239.77,299.79862173 +2020-07-15 13:00:00,9213.16,9238.28,9237.32,9220.66,263.87758671 +2020-07-15 12:00:00,9210.0,9241.78,9211.25,9238.31,347.22738128 +2020-07-15 11:00:00,9210.0,9242.24,9235.56,9211.79,256.38505713 +2020-07-15 10:00:00,9214.59,9242.55,9219.45,9235.56,281.58618249 +2020-07-15 09:00:00,9186.0,9219.71,9213.67,9219.46,192.76490825 +2020-07-15 08:00:00,9197.22,9229.92,9229.92,9213.66,366.26442834 +2020-07-15 07:00:00,9214.57,9231.61,9230.25,9229.92,224.39498181 +2020-07-15 06:00:00,9227.79,9242.0,9239.66,9231.3,145.1931013 +2020-07-15 05:00:00,9234.64,9242.32,9241.51,9239.68,201.90806887 +2020-07-15 04:00:00,9223.0,9244.0,9231.94,9241.51,206.65142951 +2020-07-15 03:00:00,9230.0,9251.49,9243.35,9231.93,175.92711232 +2020-07-15 02:00:00,9238.14,9249.99,9247.15,9243.34,180.54653449 +2020-07-15 01:00:00,9240.07,9261.96,9259.82,9247.14,271.85631112 +2020-07-15 00:00:00,9256.93,9273.98,9256.94,9259.82,201.86745441 +2020-07-14 23:00:00,9248.1,9270.33,9253.57,9256.94,177.92951502 +2020-07-14 22:00:00,9241.93,9268.78,9241.97,9253.57,219.0259794 +2020-07-14 21:00:00,9235.02,9280.0,9272.84,9241.97,404.35076074 +2020-07-14 20:00:00,9260.99,9278.08,9268.61,9272.84,336.26658278 +2020-07-14 19:00:00,9243.65,9270.0,9250.2,9270.0,312.51247201 +2020-07-14 18:00:00,9240.45,9260.0,9250.01,9250.52,287.53293272 +2020-07-14 17:00:00,9223.0,9269.99,9223.08,9250.01,584.80635863 +2020-07-14 16:00:00,9208.58,9233.56,9219.98,9223.08,384.46460326 +2020-07-14 15:00:00,9206.52,9238.58,9211.45,9217.19,459.62766675 +2020-07-14 14:00:00,9182.39,9217.5,9202.09,9211.44,328.57639478 +2020-07-14 13:00:00,9189.82,9222.49,9205.71,9201.64,274.3570146 +2020-07-14 12:00:00,9201.47,9240.64,9229.91,9205.35,220.86353496 +2020-07-14 11:00:00,9100.0,9230.01,9180.28,9228.7,595.44457055 +2020-07-14 10:00:00,9171.01,9197.38,9196.51,9180.28,136.99093924 +2020-07-14 09:00:00,9186.89,9199.7,9191.54,9194.12,90.00713642 +2020-07-14 08:00:00,9175.01,9203.0,9178.25,9191.54,84.63097512 +2020-07-14 07:00:00,9175.87,9189.99,9185.92,9180.11,124.21677693 +2020-07-14 06:00:00,9179.58,9200.0,9180.28,9185.92,105.43705395 +2020-07-14 05:00:00,9171.54,9189.44,9186.0,9180.29,220.44427821 +2020-07-14 04:00:00,9141.45,9213.13,9213.13,9185.03,833.00710119 +2020-07-14 03:00:00,9211.5,9228.41,9220.27,9213.12,270.40262288 +2020-07-14 02:00:00,9213.99,9239.68,9231.58,9220.28,373.70962342 +2020-07-14 01:00:00,9200.53,9238.57,9217.41,9231.58,208.18656564 +2020-07-14 00:00:00,9205.31,9239.28,9236.91,9217.41,464.77163296 +2020-07-13 23:00:00,9219.01,9245.43,9236.95,9236.92,299.9247326 +2020-07-13 22:00:00,9218.0,9247.46,9247.45,9236.94,345.31281342 +2020-07-13 21:00:00,9231.82,9264.82,9248.5,9247.46,394.94147988 +2020-07-13 20:00:00,9214.0,9262.95,9229.64,9248.5,555.17789108 +2020-07-13 19:00:00,9193.52,9285.69,9285.68,9229.69,1002.28536656 +2020-07-13 18:00:00,9260.66,9316.1,9316.09,9285.43,545.79755219 +2020-07-13 17:00:00,9299.99,9321.04,9300.0,9316.1,467.82584102 +2020-07-13 16:00:00,9285.59,9300.81,9287.36,9300.0,310.01460743 +2020-07-13 15:00:00,9278.0,9317.56,9300.05,9287.97,437.51614091 +2020-07-13 14:00:00,9300.0,9329.59,9318.27,9300.05,388.29169516 +2020-07-13 13:00:00,9290.98,9335.15,9315.01,9318.27,514.48649304 +2020-07-13 12:00:00,9275.0,9339.61,9306.45,9315.01,403.01634619 +2020-07-13 11:00:00,9285.16,9314.21,9287.54,9306.6,215.37041313 +2020-07-13 10:00:00,9264.87,9299.99,9284.71,9286.41,227.40230325 +2020-07-13 09:00:00,9271.28,9288.44,9278.45,9281.98,158.97971283 +2020-07-13 08:00:00,9264.88,9286.81,9265.97,9278.44,138.99668541 +2020-07-13 07:00:00,9258.36,9279.22,9260.64,9265.97,242.91507421 +2020-07-13 06:00:00,9243.63,9291.94,9279.64,9260.63,272.48219697 +2020-07-13 05:00:00,9265.62,9284.12,9265.62,9279.63,163.1757968 +2020-07-13 04:00:00,9262.67,9280.87,9270.0,9266.26,314.18254316 +2020-07-13 03:00:00,9270.0,9287.94,9277.89,9270.01,221.96984536 +2020-07-13 02:00:00,9272.0,9287.22,9281.79,9277.89,241.25457601 +2020-07-13 01:00:00,9270.81,9308.47,9272.61,9281.79,457.59220374 +2020-07-13 00:00:00,9265.64,9323.99,9303.38,9272.62,379.52387788 +2020-07-12 23:00:00,9275.0,9305.66,9296.95,9303.37,251.64623147 +2020-07-12 22:00:00,9270.0,9331.01,9270.01,9296.95,544.46017039 +2020-07-12 21:00:00,9221.81,9277.58,9232.66,9270.01,329.4523229 +2020-07-12 20:00:00,9216.31,9232.98,9220.35,9232.98,154.19122758 +2020-07-12 19:00:00,9159.33,9235.0,9219.56,9221.84,447.96542547 +2020-07-12 18:00:00,9210.33,9223.35,9216.83,9219.56,200.24267483 +2020-07-12 17:00:00,9207.23,9219.88,9216.07,9216.83,139.55043345 +2020-07-12 16:00:00,9206.0,9225.52,9214.36,9216.23,131.136853 +2020-07-12 15:00:00,9209.55,9225.4,9218.02,9214.39,162.86194597 +2020-07-12 14:00:00,9200.01,9226.33,9213.45,9218.93,169.43308405 +2020-07-12 13:00:00,9187.77,9347.53,9268.35,9211.29,1316.8956996 +2020-07-12 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21:00:00,9208.29,9225.0,9215.0,9223.61,135.43685351 +2020-07-11 20:00:00,9201.87,9215.0,9208.04,9215.0,130.73044027 +2020-07-11 19:00:00,9203.61,9227.49,9226.74,9208.05,130.33548811 +2020-07-11 18:00:00,9208.18,9229.87,9222.72,9226.74,119.45212326 +2020-07-11 17:00:00,9203.17,9225.28,9214.71,9222.69,174.43488324 +2020-07-11 16:00:00,9207.4,9252.28,9226.97,9214.52,178.87859427 +2020-07-11 15:00:00,9223.56,9234.09,9233.01,9226.97,108.45762532 +2020-07-11 14:00:00,9207.23,9235.6,9225.0,9233.01,139.71357832 +2020-07-11 13:00:00,9198.78,9229.29,9210.62,9225.01,131.11677893 +2020-07-11 12:00:00,9196.11,9226.56,9202.02,9210.04,142.65764687 +2020-07-11 11:00:00,9200.84,9224.02,9211.18,9202.53,131.78317371 +2020-07-11 10:00:00,9203.0,9235.59,9208.84,9211.67,114.22641008 +2020-07-11 09:00:00,9182.35,9260.11,9260.11,9208.85,333.79627151 +2020-07-11 08:00:00,9260.0,9271.86,9269.75,9260.11,109.40076588 +2020-07-11 07:00:00,9257.29,9278.0,9257.29,9270.8,77.77161155 +2020-07-11 06:00:00,9255.0,9271.02,9258.46,9257.29,85.05675301 +2020-07-11 05:00:00,9255.38,9273.74,9255.38,9258.47,150.69237252 +2020-07-11 04:00:00,9252.0,9279.25,9264.31,9255.38,157.11567344 +2020-07-11 03:00:00,9260.0,9285.58,9277.52,9264.31,94.54943604 +2020-07-11 02:00:00,9267.99,9289.47,9283.58,9277.52,85.83992684 +2020-07-11 01:00:00,9267.07,9286.33,9278.88,9283.58,196.70210787 +2020-07-11 00:00:00,9270.0,9303.04,9291.04,9277.42,146.94865337 +2020-07-10 23:00:00,9226.71,9322.23,9230.67,9291.05,364.11338188 +2020-07-10 22:00:00,9212.66,9244.73,9217.53,9230.68,178.85943082 +2020-07-10 21:00:00,9208.25,9235.12,9229.37,9217.53,206.75204311 +2020-07-10 20:00:00,9229.23,9250.0,9234.28,9229.38,287.56632481 +2020-07-10 19:00:00,9214.31,9239.99,9217.21,9234.18,237.00633889 +2020-07-10 18:00:00,9203.3,9223.0,9220.96,9217.65,307.42393933 +2020-07-10 17:00:00,9205.0,9226.17,9220.66,9220.96,195.59798464 +2020-07-10 16:00:00,9211.0,9245.0,9240.9,9221.68,758.30674211 +2020-07-10 15:00:00,9180.23,9244.88,9185.64,9240.0,387.08560798 +2020-07-10 14:00:00,9160.86,9189.99,9175.52,9185.99,243.54446016 +2020-07-10 13:00:00,9159.6,9218.44,9185.38,9175.52,423.11352051 +2020-07-10 12:00:00,9157.09,9191.3,9157.43,9185.38,257.99370562 +2020-07-10 11:00:00,9150.0,9200.0,9180.18,9157.43,241.52372532 +2020-07-10 10:00:00,9162.35,9184.78,9182.32,9180.57,194.24830218 +2020-07-10 09:00:00,9160.4,9184.57,9167.55,9182.32,120.34105381 +2020-07-10 08:00:00,9148.77,9191.37,9149.68,9167.55,121.2236206 +2020-07-10 07:00:00,9125.25,9159.54,9135.42,9148.22,273.88481155 +2020-07-10 06:00:00,9130.99,9164.23,9144.55,9135.42,240.58089678 +2020-07-10 05:00:00,9120.0,9160.0,9139.25,9144.56,393.97526722 +2020-07-10 04:00:00,9118.0,9224.75,9216.1,9139.26,643.01373968 +2020-07-10 03:00:00,9204.41,9230.19,9212.05,9215.07,178.03317069 +2020-07-10 02:00:00,9191.91,9224.0,9220.44,9210.72,171.65530319 +2020-07-10 01:00:00,9210.35,9228.38,9212.66,9220.43,162.12661318 +2020-07-10 00:00:00,9210.36,9237.63,9236.95,9212.66,304.50062685 +2020-07-09 23:00:00,9220.93,9246.2,9246.2,9236.95,194.95622499 +2020-07-09 22:00:00,9214.98,9254.58,9251.48,9246.2,184.9163209 +2020-07-09 21:00:00,9234.05,9256.54,9237.03,9251.36,256.37500527 +2020-07-09 20:00:00,9207.92,9245.34,9220.0,9237.04,239.65614686 +2020-07-09 19:00:00,9189.97,9234.57,9228.01,9220.0,416.0100887 +2020-07-09 18:00:00,9200.14,9232.92,9208.97,9228.27,283.3873481 +2020-07-09 17:00:00,9203.52,9239.36,9221.43,9208.97,459.03252056 +2020-07-09 16:00:00,9190.0,9231.27,9209.19,9221.44,728.84601854 +2020-07-09 15:00:00,9154.79,9296.25,9296.24,9209.19,1772.58537789 +2020-07-09 14:00:00,9266.79,9396.77,9395.03,9297.43,724.34630641 +2020-07-09 13:00:00,9377.0,9424.92,9424.07,9395.03,295.74718169 +2020-07-09 12:00:00,9394.29,9432.16,9399.92,9423.34,211.23427248 +2020-07-09 11:00:00,9354.18,9399.93,9364.75,9399.93,331.70923475 +2020-07-09 10:00:00,9351.12,9384.06,9384.06,9364.76,312.81237978 +2020-07-09 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06:00:00,9107.98,9238.36,9112.87,9224.68,1010.22871965 +2020-07-06 05:00:00,9084.4,9112.88,9094.59,9112.88,186.24866466 +2020-07-06 04:00:00,9082.27,9100.17,9090.0,9093.54,157.84421186 +2020-07-06 03:00:00,9080.68,9100.23,9094.96,9090.0,121.34304747 +2020-07-06 02:00:00,9084.83,9120.0,9084.83,9094.97,297.21849814 +2020-07-06 01:00:00,9067.96,9089.45,9067.97,9084.83,279.16727444 +2020-07-06 00:00:00,9061.59,9090.7,9074.37,9067.96,226.91134729 +2020-07-05 23:00:00,9063.87,9100.0,9078.2,9074.39,268.96181373 +2020-07-05 22:00:00,9027.38,9100.0,9036.5,9078.2,291.97893496 +2020-07-05 21:00:00,8905.84,9053.0,9014.56,9035.48,712.89247704 +2020-07-05 20:00:00,9011.1,9034.77,9031.1,9014.57,153.91485762 +2020-07-05 19:00:00,9027.59,9053.45,9043.5,9031.09,121.39763866 +2020-07-05 18:00:00,9030.47,9045.2,9033.01,9043.5,135.23670867 +2020-07-05 17:00:00,9026.06,9046.13,9034.61,9033.01,131.30190381 +2020-07-05 16:00:00,9020.2,9050.5,9029.99,9034.45,172.93784785 +2020-07-05 15:00:00,9018.94,9072.33,9037.71,9029.99,189.12583226 +2020-07-05 14:00:00,9001.17,9038.91,9010.55,9034.07,189.05366672 +2020-07-30 13:00:00,10811.0,11040.2,10940.18,11022.25,900.04106736 +2020-07-30 12:00:00,10921.33,10984.9,10926.1,10940.19,322.90613204 +2020-07-30 11:00:00,10900.0,10943.53,10938.97,10926.1,501.30929243 +2020-07-30 10:00:00,10912.86,10982.47,10982.47,10938.98,256.0891195 +2020-07-30 09:00:00,10950.88,11013.28,11013.27,10982.47,143.96167709 +2020-07-30 08:00:00,10937.78,11014.04,10940.0,11014.04,261.37691719 +2020-07-30 07:00:00,10908.45,11009.76,11002.4,10940.0,484.95885131 +2020-07-30 06:00:00,10923.06,11027.8,11000.01,11002.4,653.38323634 +2020-07-30 05:00:00,10972.87,11034.82,11033.01,11000.01,422.90006941 +2020-07-30 04:00:00,10980.0,11060.0,11000.0,11033.01,352.1933038 +2020-07-30 03:00:00,10967.54,11057.8,10985.15,11000.01,372.65388888 +2020-07-30 02:00:00,10962.0,11102.0,11059.4,10985.15,718.36525677 +2020-07-30 01:00:00,11053.85,11127.66,11125.51,11059.4,451.37519544 +2020-07-30 00:00:00,10981.54,11127.51,11108.16,11127.49,825.51199678 +2020-07-29 23:00:00,11040.16,11260.21,11258.4,11110.12,1283.34045332 +2020-07-29 22:00:00,11241.57,11326.26,11299.24,11260.55,677.90876414 +2020-07-29 21:00:00,11214.46,11350.0,11219.9,11301.88,890.47826584 +2020-07-29 20:00:00,11192.53,11262.89,11215.6,11219.9,541.82757804 +2020-07-29 19:00:00,11174.06,11239.57,11219.76,11215.6,903.82451417 +2020-07-29 18:00:00,11163.06,11286.0,11181.86,11222.24,905.28270814 +2020-07-29 17:00:00,11120.0,11294.02,11279.99,11181.87,1328.67259242 +2020-07-29 16:00:00,11167.29,11280.0,11171.42,11280.0,921.61127571 +2020-07-29 15:00:00,11101.31,11203.87,11110.75,11171.42,1015.85833378 +2020-07-29 14:00:00,10980.0,11314.82,11096.68,11110.75,2089.44472137 +2020-07-29 13:00:00,11058.46,11142.07,11111.35,11096.68,757.14969285 +2020-07-29 12:00:00,11073.87,11144.46,11103.95,11112.1,557.14464593 +2020-07-29 11:00:00,11022.72,11110.0,11059.87,11103.96,274.38508243 +2020-07-29 10:00:00,10985.75,11061.21,11028.28,11059.87,400.19285243 +2020-07-29 09:00:00,10920.01,11149.43,11134.08,11029.72,1051.58170987 +2020-07-29 08:00:00,11022.01,11140.0,11022.88,11134.07,684.73654432 +2020-07-29 07:00:00,11013.47,11086.18,11079.98,11021.32,480.24935375 +2020-07-29 06:00:00,10949.01,11080.0,10959.97,11079.98,703.50035565 +2020-07-29 05:00:00,10931.14,11001.08,10951.76,10959.97,395.83554255 +2020-07-29 04:00:00,10940.89,11007.78,10984.18,10951.81,355.09021434 +2020-07-29 03:00:00,10915.37,11010.0,10915.37,10985.74,576.71502522 +2020-07-29 02:00:00,10892.07,10946.65,10909.98,10915.01,339.61613143 +2020-07-29 01:00:00,10843.47,10925.14,10888.01,10909.97,833.98287871 +2020-07-29 00:00:00,10888.0,10995.0,10934.22,10888.0,587.84870641 +2020-07-28 23:00:00,10917.07,10994.48,10966.74,10934.23,324.10647922 +2020-07-28 22:00:00,10881.7,11044.91,11018.9,10966.74,704.36470015 +2020-07-28 21:00:00,10980.37,11073.11,10980.37,11018.91,518.81162686 +2020-07-28 20:00:00,10960.33,11027.31,11011.99,10980.37,530.33723643 +2020-07-28 19:00:00,10875.76,11015.16,10933.13,11011.99,714.10690238 +2020-07-28 18:00:00,10861.0,10976.51,10957.11,10933.14,953.35094892 +2020-07-28 17:00:00,10918.46,11036.08,10975.1,10955.96,815.81460561 +2020-07-28 16:00:00,10878.78,11190.4,11177.32,10975.11,2589.30441336 +2020-07-28 15:00:00,11101.3,11200.0,11189.1,11174.87,1201.61789615 +2020-07-28 14:00:00,10968.95,11189.07,10996.0,11189.07,1789.78123709 +2020-07-28 13:00:00,10917.43,11045.09,10998.44,10996.0,969.98013791 +2020-07-28 12:00:00,10912.9,11070.0,10991.14,10998.12,1162.17681486 +2020-07-28 11:00:00,10803.26,11033.0,10821.08,10991.14,1195.46976327 +2020-07-28 10:00:00,10575.0,10822.25,10779.28,10821.08,1244.76619953 +2020-07-28 09:00:00,10622.0,10824.21,10737.45,10780.96,944.00284757 +2020-07-28 08:00:00,10715.81,10909.72,10889.65,10737.45,1571.69312211 +2020-07-28 07:00:00,10853.0,11005.71,10952.57,10889.19,688.79179292 +2020-07-28 06:00:00,10855.19,11011.45,10893.34,10952.57,803.10032611 +2020-07-28 05:00:00,10862.43,11063.37,11061.51,10893.34,628.78880837 +2020-07-28 04:00:00,10951.54,11061.52,10987.27,11061.51,583.14927118 +2020-07-28 03:00:00,10855.19,10999.99,10989.01,10987.26,1797.79811617 +2020-07-28 02:00:00,10975.01,11215.23,11215.23,10987.84,1221.80846021 +2020-07-28 01:00:00,11103.62,11259.0,11177.75,11215.22,1317.88848408 +2020-07-28 00:00:00,11046.83,11259.0,11048.05,11177.74,1740.36494901 +2020-07-27 23:00:00,10799.81,11242.71,11242.71,11048.91,5520.23492176 +2020-07-27 22:00:00,11067.78,11420.0,11116.17,11242.71,5515.14761589 +2020-07-27 21:00:00,10832.95,11174.41,10894.61,11116.17,1911.28413943 +2020-07-27 20:00:00,10800.36,10900.0,10804.86,10894.61,1084.55117429 +2020-07-27 19:00:00,10740.0,10859.16,10858.17,10804.85,1429.6693489 +2020-07-27 18:00:00,10761.05,10932.31,10892.19,10858.55,1931.69199867 +2020-07-27 17:00:00,10640.0,10968.0,10736.24,10889.5,4554.64315793 +2020-07-27 16:00:00,10309.21,10795.99,10309.21,10744.17,3774.14464093 +2020-07-27 15:00:00,10278.15,10434.71,10429.63,10309.22,1537.30669504 +2020-07-27 14:00:00,10313.67,10450.0,10370.16,10431.1,1815.71100506 +2020-07-27 13:00:00,10257.3,10393.01,10304.99,10371.35,1353.08653489 +2020-07-27 12:00:00,10235.85,10325.0,10270.09,10305.0,632.38636959 +2020-07-27 11:00:00,10210.15,10330.49,10270.34,10268.45,704.18897264 +2020-07-27 10:00:00,10227.32,10300.0,10258.53,10270.34,487.9294204 +2020-07-27 09:00:00,10163.74,10268.06,10177.79,10260.47,354.59778587 +2020-07-27 08:00:00,10129.7,10190.85,10165.92,10177.78,519.61963343 +2020-07-27 07:00:00,10152.0,10286.37,10286.37,10165.42,777.1085223 +2020-07-27 06:00:00,10226.39,10310.0,10298.2,10286.37,744.06832013 +2020-07-27 05:00:00,10202.81,10330.0,10218.24,10298.21,751.61085355 +2020-07-27 04:00:00,10180.52,10324.28,10265.78,10218.24,1531.40289428 +2020-07-27 03:00:00,10064.65,10333.0,10066.1,10265.77,1900.17793732 +2020-07-27 02:00:00,10037.54,10099.0,10093.06,10066.1,814.03235236 +2020-07-27 01:00:00,9984.99,10125.0,9984.99,10093.72,1360.3097196 +2020-07-27 00:00:00,9935.0,10055.0,9941.0,9985.0,845.66908527 +2020-07-26 23:00:00,9911.18,9943.52,9928.25,9941.0,244.64232971 +2020-07-26 22:00:00,9886.19,9950.0,9887.88,9928.25,453.77293093 +2020-07-26 21:00:00,9877.84,9915.41,9897.39,9888.33,287.49202649 +2020-07-26 20:00:00,9852.0,9900.0,9873.64,9898.01,382.4382488 +2020-07-26 19:00:00,9852.78,9927.79,9927.79,9873.65,389.39455644 +2020-07-26 18:00:00,9882.75,9933.98,9914.95,9927.8,327.73544469 +2020-07-26 17:00:00,9900.0,9930.0,9905.0,9914.95,398.17777978 +2020-07-26 16:00:00,9902.22,9989.64,9969.99,9902.58,558.55947372 +2020-07-26 15:00:00,9914.0,9987.87,9957.57,9969.99,570.33644045 +2020-07-26 14:00:00,9888.55,9966.31,9894.33,9955.35,518.82280227 +2020-07-26 13:00:00,9873.71,9930.78,9884.27,9893.01,354.19714944 +2020-07-26 12:00:00,9802.0,9998.23,9973.74,9883.7,936.09736684 +2020-07-26 11:00:00,9951.65,10014.17,10013.06,9973.74,576.80494986 +2020-07-26 10:00:00,9851.39,10150.0,9851.39,10016.92,2960.90233079 +2020-07-26 09:00:00,9756.82,9858.22,9785.19,9851.38,638.9347864 +2020-07-26 08:00:00,9715.0,9800.0,9725.01,9785.7,591.41938521 +2020-07-26 07:00:00,9693.91,9742.0,9708.04,9725.0,189.45864761 +2020-07-26 06:00:00,9685.37,9709.13,9687.99,9708.04,137.82188292 +2020-07-26 05:00:00,9675.74,9696.84,9677.84,9688.0,116.65665752 +2020-07-26 04:00:00,9672.0,9686.6,9686.6,9677.84,134.22148016 +2020-07-26 03:00:00,9676.46,9693.08,9681.51,9686.6,161.43943699 +2020-07-26 02:00:00,9664.92,9693.6,9674.53,9681.51,190.27236805 +2020-07-26 01:00:00,9661.35,9697.87,9697.84,9674.52,219.27392638 +2020-07-26 00:00:00,9677.29,9713.25,9711.79,9697.84,276.17369215 +2020-07-25 23:00:00,9682.0,9736.31,9715.97,9711.33,380.39667249 +2020-07-25 22:00:00,9694.76,9720.0,9702.37,9715.97,278.25543945 +2020-07-25 21:00:00,9690.0,9746.78,9731.0,9702.38,425.17874424 +2020-07-25 20:00:00,9686.71,9747.76,9687.13,9731.0,603.4893614 +2020-07-25 19:00:00,9665.0,9699.99,9679.4,9687.12,293.87577928 +2020-07-25 18:00:00,9653.0,9726.77,9708.62,9679.4,378.14632188 +2020-07-25 17:00:00,9620.0,9721.31,9629.07,9708.0,1019.30123654 +2020-07-25 16:00:00,9585.08,9644.88,9603.47,9629.08,352.30999453 +2020-07-25 15:00:00,9588.09,9607.46,9594.11,9603.47,169.49633912 +2020-07-25 14:00:00,9580.56,9599.99,9593.01,9594.11,178.60625127 +2020-07-25 13:00:00,9569.59,9623.04,9614.82,9593.0,307.84906765 +2020-07-25 12:00:00,9581.02,9615.58,9587.19,9614.81,240.96432402 +2020-07-25 11:00:00,9587.19,9601.73,9588.84,9587.19,152.30097981 +2020-07-25 10:00:00,9576.64,9595.61,9582.82,9588.84,158.66660972 +2020-07-25 09:00:00,9581.37,9612.34,9596.94,9582.82,112.78323724 +2020-07-25 08:00:00,9575.0,9619.72,9581.11,9597.12,208.15573379 +2020-07-25 07:00:00,9576.24,9604.55,9597.68,9581.11,163.23927282 +2020-07-25 06:00:00,9590.86,9630.64,9598.27,9597.68,146.34617623 +2020-07-25 05:00:00,9576.2,9636.08,9592.84,9598.27,263.86463056 +2020-07-25 04:00:00,9574.43,9601.22,9589.77,9592.85,177.24867335 +2020-07-25 03:00:00,9579.1,9625.0,9579.1,9589.76,261.95021937 +2020-07-25 02:00:00,9568.1,9589.16,9577.24,9579.1,201.81946339 +2020-07-25 01:00:00,9536.64,9583.87,9549.63,9577.24,244.67024068 +2020-07-25 00:00:00,9542.21,9564.52,9551.21,9549.63,254.19612554 +2020-07-24 23:00:00,9529.09,9564.52,9550.0,9551.21,450.52268471 +2020-07-24 22:00:00,9542.48,9610.82,9610.26,9550.01,908.47762996 +2020-07-24 21:00:00,9610.0,9645.55,9629.74,9610.25,795.97547904 +2020-07-24 20:00:00,9579.19,9634.54,9593.49,9629.73,515.9205941 +2020-07-24 19:00:00,9577.21,9594.39,9593.32,9593.49,358.51487321 +2020-07-24 18:00:00,9570.57,9601.0,9570.57,9593.33,541.24930786 +2020-07-24 17:00:00,9535.17,9590.12,9590.12,9570.99,483.63290478 +2020-07-24 16:00:00,9534.91,9595.0,9558.88,9590.12,477.63371915 +2020-07-24 15:00:00,9537.38,9575.05,9546.45,9558.88,554.69624803 +2020-07-24 14:00:00,9517.03,9546.45,9517.04,9546.45,443.0544739 +2020-07-24 13:00:00,9510.73,9550.9,9530.01,9517.04,408.25338938 +2020-07-24 12:00:00,9515.27,9570.0,9531.73,9530.01,96.19128853 +2020-07-24 11:00:00,9531.76,9549.9,9548.99,9535.84,80.56629276 +2020-07-24 10:00:00,9536.63,9567.77,9536.64,9548.99,298.68587499 +2020-07-24 09:00:00,9514.59,9537.15,9514.59,9536.63,258.2037469 +2020-07-24 08:00:00,9493.32,9517.33,9515.0,9514.58,236.77049496 +2020-07-24 07:00:00,9475.7,9515.34,9482.73,9515.0,372.79186782 +2020-07-24 06:00:00,9480.01,9555.7,9555.69,9482.74,450.52101215 +2020-07-24 05:00:00,9512.25,9562.65,9544.02,9555.7,357.68420845 +2020-07-24 04:00:00,9538.17,9573.6,9568.73,9544.02,362.49624492 +2020-07-24 03:00:00,9549.21,9586.51,9578.26,9568.73,450.3029062 +2020-07-24 02:00:00,9568.01,9590.93,9582.66,9578.26,218.03076203 +2020-07-24 01:00:00,9563.5,9602.04,9594.65,9582.66,255.98134871 +2020-07-24 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20:00:00,11672.21,11721.53,11719.61,11720.01,425.47304127 +2020-08-08 19:00:00,11670.55,11726.97,11681.16,11719.61,199.34646807 +2020-08-08 18:00:00,11681.16,11717.96,11717.96,11681.16,19.89375527 +2020-08-08 17:00:00,11640.57,11723.26,11700.0,11717.96,567.6039269 +2020-08-08 16:00:00,11608.78,11773.1,11751.72,11700.0,920.88944136 +2020-08-08 15:00:00,11750.0,11794.31,11751.47,11751.73,356.63308407 +2020-08-08 14:00:00,11725.01,11777.0,11762.26,11751.46,289.2023137 +2020-08-08 13:00:00,11733.78,11791.79,11785.17,11762.25,210.49029232 +2020-08-08 12:00:00,11764.66,11818.18,11789.04,11785.1,335.53915275 +2020-08-08 11:00:00,11749.07,11800.0,11749.17,11786.99,173.13338731 +2020-08-08 10:00:00,11736.17,11800.0,11758.0,11749.16,315.26663567 +2020-08-08 09:00:00,11592.52,11761.22,11592.57,11757.49,379.06179674 +2020-08-08 08:00:00,11579.96,11623.17,11613.18,11592.58,75.100408 +2020-08-08 07:00:00,11600.0,11638.0,11616.5,11600.0,11.47030958 +2020-08-08 06:00:00,11604.41,11630.01,11623.91,11616.5,90.84595537 +2020-08-08 05:00:00,11529.45,11630.0,11548.99,11623.91,358.29742779 +2020-08-08 04:00:00,11545.45,11593.63,11555.77,11549.0,179.44451501 +2020-08-08 03:00:00,11548.69,11629.24,11625.68,11555.05,229.96342351 +2020-08-08 02:00:00,11605.15,11655.08,11642.18,11625.68,241.63083128 +2020-08-08 01:00:00,11611.08,11667.87,11612.52,11642.18,290.33006102 +2020-08-08 00:00:00,11544.52,11632.4,11606.52,11612.59,397.99311111 +2020-08-07 23:00:00,11570.12,11650.89,11595.54,11606.52,365.85772703 +2020-08-07 22:00:00,11591.18,11652.71,11611.49,11595.83,308.9391928 +2020-08-07 21:00:00,11567.91,11629.46,11576.47,11611.88,556.66225595 +2020-08-07 20:00:00,11500.28,11657.08,11513.26,11576.47,1096.17649931 +2020-08-07 19:00:00,11472.89,11531.27,11497.27,11513.26,1390.03215052 +2020-08-07 18:00:00,11350.0,11551.59,11550.54,11497.27,3232.63398077 +2020-08-07 17:00:00,11442.81,11635.28,11601.87,11551.96,3721.975805 +2020-08-07 16:00:00,11600.0,11676.32,11648.71,11601.88,1121.87688455 +2020-08-07 15:00:00,11626.19,11674.55,11639.3,11648.71,695.57030794 +2020-08-07 14:00:00,11510.01,11746.38,11745.78,11641.35,3082.31377606 +2020-08-07 13:00:00,11713.49,11780.13,11760.0,11745.78,675.48576669 +2020-08-07 12:00:00,11690.71,11780.1,11764.38,11760.0,771.71884696 +2020-08-07 11:00:00,11695.45,11800.48,11798.02,11763.57,848.99070361 +2020-08-07 10:00:00,11763.42,11831.46,11820.83,11798.03,394.39108989 +2020-08-07 09:00:00,11800.0,11852.37,11834.22,11820.84,355.52064919 +2020-08-07 08:00:00,11743.68,11841.07,11793.2,11834.22,631.43301609 +2020-08-07 07:00:00,11763.27,11820.15,11820.14,11793.21,879.48741064 +2020-08-07 06:00:00,11777.82,11830.0,11794.1,11820.15,228.02607587 +2020-08-07 05:00:00,11735.0,11823.86,11823.85,11794.1,713.00628295 +2020-08-07 04:00:00,11775.92,11845.48,11832.61,11823.86,566.31194778 +2020-08-07 03:00:00,11830.76,11900.0,11863.95,11832.69,451.76321021 +2020-08-07 02:00:00,11829.2,11920.0,11834.43,11863.95,689.11503456 +2020-08-07 01:00:00,11796.25,11865.0,11796.26,11834.43,414.00550982 +2020-08-07 00:00:00,11749.42,11831.27,11773.89,11796.25,570.21663003 +2020-08-06 23:00:00,11721.16,11796.86,11796.56,11773.89,836.47280715 +2020-08-06 22:00:00,11730.0,11800.0,11754.1,11796.01,718.92417585 +2020-08-06 21:00:00,11650.0,11894.43,11857.51,11754.1,1200.4508634 +2020-08-06 20:00:00,11806.29,11897.88,11879.99,11857.51,798.76692111 +2020-08-06 19:00:00,11852.1,11916.68,11859.06,11880.0,858.23934426 +2020-08-06 18:00:00,11814.39,11880.61,11875.0,11858.92,636.33712045 +2020-08-06 17:00:00,11798.82,11880.0,11843.23,11875.0,733.27453696 +2020-08-06 16:00:00,11814.41,11888.0,11856.62,11843.23,892.51017746 +2020-08-06 15:00:00,11804.51,11864.79,11812.45,11856.63,1050.47520612 +2020-08-06 14:00:00,11738.31,11888.0,11878.45,11812.45,1268.10788454 +2020-08-06 13:00:00,11748.64,11885.0,11775.0,11878.45,1155.81177072 +2020-08-06 12:00:00,11702.54,11785.0,11704.29,11775.0,901.48986242 +2020-08-06 11:00:00,11664.71,11742.69,11683.94,11704.3,305.2397792 +2020-08-06 10:00:00,11679.12,11752.45,11746.45,11683.8,419.91537305 +2020-08-06 09:00:00,11708.43,11764.13,11717.23,11746.45,376.36813855 +2020-08-06 08:00:00,11641.66,11729.01,11643.04,11717.26,401.96531912 +2020-08-06 07:00:00,11641.71,11683.87,11683.87,11643.64,270.30154307 +2020-08-06 06:00:00,11634.32,11693.31,11643.72,11683.87,419.46886862 +2020-08-06 05:00:00,11593.83,11648.46,11621.24,11643.72,406.97729069 +2020-08-06 04:00:00,11580.19,11660.69,11659.35,11621.65,1127.30886034 +2020-08-06 03:00:00,11634.51,11703.0,11702.27,11661.6,526.57553981 +2020-08-06 02:00:00,11615.13,11703.28,11683.81,11702.27,1083.12158299 +2020-08-06 01:00:00,11641.85,11736.98,11736.98,11684.13,617.5067871 +2020-08-06 00:00:00,11664.0,11816.54,11756.75,11736.98,1047.47171566 +2020-08-05 23:00:00,11631.83,11761.0,11633.03,11756.75,686.10119076 +2020-08-05 22:00:00,11529.38,11783.07,11783.06,11633.03,1947.43948442 +2020-08-05 21:00:00,11694.86,11798.87,11697.0,11783.06,874.37367278 +2020-08-05 20:00:00,11656.31,11700.0,11666.51,11697.0,401.02320061 +2020-08-05 19:00:00,11656.25,11708.09,11675.83,11666.52,511.19640947 +2020-08-05 18:00:00,11655.06,11700.88,11687.85,11676.45,531.23853487 +2020-08-05 17:00:00,11643.09,11700.0,11648.84,11687.62,596.85000396 +2020-08-05 16:00:00,11625.0,11735.99,11682.41,11649.07,1036.28533504 +2020-08-05 15:00:00,11610.0,11712.04,11635.14,11682.43,1485.30645003 +2020-08-05 14:00:00,11510.41,11657.72,11630.0,11634.15,1154.78878859 +2020-08-05 13:00:00,11556.47,11646.7,11578.78,11630.0,1344.9952411 +2020-08-05 12:00:00,11400.0,11601.04,11444.92,11576.28,1888.34406998 +2020-08-05 11:00:00,11392.38,11460.21,11400.64,11444.92,601.69761236 +2020-08-05 10:00:00,11372.94,11443.24,11397.86,11400.64,427.65584705 +2020-08-05 09:00:00,11299.6,11400.0,11299.6,11398.78,328.09237045 +2020-08-05 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18:00:00,11195.08,11278.81,11259.1,11224.73,553.81991639 +2020-08-04 17:00:00,11161.8,11270.0,11170.24,11259.61,505.34706873 +2020-08-04 16:00:00,11138.77,11240.0,11215.39,11170.26,531.94046752 +2020-08-04 15:00:00,11181.14,11238.42,11213.56,11215.4,651.06023755 +2020-08-04 14:00:00,11130.25,11215.0,11133.77,11212.46,527.83967299 +2020-08-04 13:00:00,11006.16,11162.74,11156.52,11133.18,1162.96876085 +2020-08-04 12:00:00,11100.38,11173.39,11123.41,11156.53,769.72614597 +2020-08-04 11:00:00,11061.0,11282.67,11223.26,11120.12,1485.67473656 +2020-08-04 10:00:00,11210.95,11304.78,11256.89,11222.95,350.9971872 +2020-08-04 09:00:00,11233.38,11270.89,11248.0,11255.83,158.11813251 +2020-08-04 08:00:00,11248.0,11321.21,11296.49,11248.0,184.32377157 +2020-08-04 07:00:00,11245.06,11315.55,11251.46,11296.49,247.83073302 +2020-08-04 06:00:00,11200.0,11284.39,11282.52,11251.46,342.18490471 +2020-08-04 05:00:00,11257.44,11327.99,11318.33,11282.51,217.05823579 +2020-08-04 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00:00:00,10911.74,11141.89,11067.46,11128.63,957.79883903 +2020-08-02 23:00:00,11037.03,11141.73,11123.17,11068.54,905.4206349 +2020-08-02 22:00:00,11112.72,11184.97,11137.65,11123.17,438.8427624 +2020-08-02 21:00:00,11001.0,11157.13,11094.9,11138.2,614.56708943 +2020-08-02 20:00:00,11090.0,11232.59,11208.46,11094.72,555.19728614 +2020-08-02 19:00:00,11121.99,11270.0,11231.14,11208.38,744.03010047 +2020-08-02 18:00:00,11205.32,11274.72,11269.21,11231.97,472.20613382 +2020-08-02 17:00:00,11181.68,11290.9,11211.17,11270.02,686.1103561 +2020-08-02 16:00:00,11075.7,11220.08,11094.01,11209.62,596.49660587 +2020-08-02 15:00:00,11083.4,11157.46,11139.67,11094.01,542.26451376 +2020-08-02 14:00:00,11065.26,11186.32,11116.05,11139.67,602.64298278 +2020-08-02 13:00:00,10986.18,11140.26,10996.64,11116.6,743.37401727 +2020-08-02 12:00:00,10963.73,11186.74,11109.5,10998.52,850.35747258 +2020-08-02 11:00:00,10931.81,11271.93,11256.8,11109.52,1231.45703211 +2020-08-02 10:00:00,11128.98,11321.95,11309.23,11256.79,652.28275809 +2020-08-02 09:00:00,11233.87,11314.1,11282.48,11309.37,454.23132025 +2020-08-02 08:00:00,11270.02,11349.95,11328.78,11282.47,701.71479417 +2020-08-02 07:00:00,11266.5,11381.47,11303.53,11329.5,611.38107134 +2020-08-02 06:00:00,11210.39,11324.73,11268.65,11303.53,957.82396612 +2020-08-02 05:00:00,11124.72,11426.55,11182.6,11268.65,2832.91477101 +2020-08-02 04:00:00,10546.15,12134.29,12000.0,11181.02,9115.4746164 +2020-08-02 03:00:00,11885.0,12000.0,11937.84,12000.0,1179.95888422 +2020-08-02 02:00:00,11902.08,11971.11,11950.0,11937.84,1004.83293746 +2020-08-02 01:00:00,11790.06,11950.0,11797.75,11950.0,930.23278353 +2020-08-02 00:00:00,11755.0,11867.44,11810.07,11797.75,694.61422333 +2020-08-01 23:00:00,11755.0,11830.81,11800.27,11810.07,585.50288756 +2020-08-01 22:00:00,11720.14,11802.0,11776.43,11800.27,1113.2929039 +2020-08-01 21:00:00,11761.0,11884.5,11849.43,11776.39,724.46900558 +2020-08-01 20:00:00,11692.0,11875.0,11798.26,11849.43,1171.82445763 +2020-08-01 19:00:00,11680.04,11888.0,11687.69,11795.41,1694.36123813 +2020-08-01 18:00:00,11590.0,11755.0,11754.95,11687.7,905.68191227 +2020-08-01 17:00:00,11654.89,11756.9,11656.16,11756.89,879.20748523 +2020-08-01 16:00:00,11625.0,11709.65,11653.28,11656.17,805.10981249 +2020-08-01 15:00:00,11599.9,11653.64,11618.05,11653.64,495.64338791 +2020-08-01 14:00:00,11518.01,11618.89,11540.0,11618.05,559.27807291 +2020-08-01 13:00:00,11490.63,11681.0,11681.0,11540.0,1194.91301935 +2020-08-01 12:00:00,11645.11,11701.0,11667.58,11681.0,675.32990357 +2020-08-01 11:00:00,11561.56,11667.58,11634.38,11667.58,425.59912527 +2020-08-01 10:00:00,11601.28,11738.0,11709.78,11634.7,331.50771083 +2020-08-01 09:00:00,11643.29,11728.91,11683.68,11709.78,301.89826347 +2020-08-01 08:00:00,11637.39,11727.39,11668.27,11683.68,362.52139123 +2020-08-01 07:00:00,11580.58,11674.22,11652.29,11668.28,604.18929992 +2020-08-01 06:00:00,11575.61,11761.97,11614.78,11652.29,1140.89439856 +2020-08-01 05:00:00,11379.7,11657.66,11394.48,11614.79,1421.38881073 +2020-08-01 04:00:00,11342.85,11430.0,11368.95,11394.52,516.88496911 +2020-08-01 03:00:00,11332.66,11410.0,11342.47,11368.95,602.61430644 +2020-08-01 02:00:00,11278.49,11350.0,11279.83,11342.55,552.52096528 +2020-08-01 01:00:00,11245.13,11309.9,11263.81,11279.83,346.98154952 +2020-08-01 00:00:00,11237.82,11400.96,11351.61,11263.81,881.51036618 +2020-07-31 23:00:00,11301.24,11354.09,11318.92,11351.62,498.61743687 +2020-07-31 22:00:00,11310.68,11417.15,11398.93,11318.93,708.54059721 +2020-07-31 21:00:00,11319.45,11438.95,11345.61,11398.93,799.62570312 +2020-07-31 20:00:00,11333.06,11426.18,11333.26,11345.76,780.40435407 +2020-07-31 19:00:00,11247.28,11337.04,11257.16,11333.64,612.02574014 +2020-07-31 18:00:00,11237.07,11313.91,11292.25,11257.17,694.08041726 +2020-07-31 17:00:00,11283.43,11371.49,11365.52,11292.46,733.3005111 +2020-07-31 16:00:00,11230.0,11460.0,11363.85,11367.76,1780.68550956 +2020-07-31 15:00:00,11245.76,11386.08,11269.99,11365.66,1599.95480363 +2020-07-31 14:00:00,11150.0,11269.99,11163.19,11269.99,2062.37252826 +2020-07-31 13:00:00,11126.01,11249.0,11243.97,11163.19,619.85426658 +2020-07-31 12:00:00,11182.24,11243.97,11225.2,11243.97,457.08536736 +2020-07-31 11:00:00,11146.91,11235.0,11179.66,11225.2,327.30051538 +2020-07-31 10:00:00,11117.47,11192.81,11120.86,11179.66,380.10760941 +2020-07-31 09:00:00,11115.67,11160.75,11135.02,11120.85,185.25808187 +2020-07-31 08:00:00,11107.97,11204.75,11147.56,11135.02,476.58861093 +2020-07-31 07:00:00,11110.6,11160.52,11155.23,11145.99,635.90343382 +2020-07-31 06:00:00,11045.74,11160.0,11045.74,11154.57,297.07367354 +2020-07-31 05:00:00,11044.49,11069.0,11067.63,11045.74,150.1066538 +2020-07-31 04:00:00,10991.62,11069.99,10992.56,11067.62,272.56961826 +2020-07-31 03:00:00,10981.55,11043.28,11005.0,10992.56,302.35941544 +2020-07-31 02:00:00,11000.9,11039.0,11031.09,11005.0,264.88005626 +2020-07-31 01:00:00,10975.0,11069.99,11058.73,11030.17,674.48450242 +2020-07-31 00:00:00,11040.0,11148.28,11115.99,11059.27,433.84234323 +2020-07-30 23:00:00,11104.75,11188.0,11186.96,11115.95,349.38377131 +2020-07-30 22:00:00,11098.92,11186.72,11099.08,11186.71,405.66986457 +2020-07-30 21:00:00,11087.7,11180.0,11150.3,11099.21,628.92025797 +2020-07-30 20:00:00,11129.61,11188.65,11136.72,11150.3,843.47531798 +2020-07-30 19:00:00,11099.99,11150.0,11100.0,11137.18,740.40473796 +2020-07-30 18:00:00,11042.33,11100.0,11049.59,11100.0,619.05223661 +2020-07-30 17:00:00,11001.01,11055.61,11020.2,11049.58,452.33406504 +2020-07-30 16:00:00,10980.69,11033.77,11016.04,11020.2,589.51608098 +2020-07-30 15:00:00,10968.9,11016.44,10968.9,11016.04,514.39183075 +2020-07-30 14:00:00,10953.68,11022.25,11022.25,10968.9,598.52994003 +2020-08-24 13:00:00,11757.98,11797.25,11780.24,11762.79,412.40324191 +2020-08-24 12:00:00,11779.2,11823.0,11792.28,11780.24,245.74102939 +2020-08-24 11:00:00,11779.22,11823.62,11782.19,11789.3,458.53119868 +2020-08-24 10:00:00,11768.01,11806.22,11786.0,11781.9,250.80071719 +2020-08-24 09:00:00,11762.49,11794.19,11784.84,11784.69,144.7584222 +2020-08-24 08:00:00,11760.0,11815.76,11760.0,11784.82,218.95677661 +2020-08-24 07:00:00,11743.93,11779.03,11755.6,11760.0,239.6980902 +2020-08-24 06:00:00,11646.29,11756.0,11660.65,11755.59,376.5934551 +2020-08-24 05:00:00,11654.29,11683.38,11679.98,11660.66,152.88080076 +2020-08-24 04:00:00,11658.7,11690.29,11684.68,11679.94,110.96590294 +2020-08-24 03:00:00,11649.91,11690.0,11653.96,11684.69,147.92766554 +2020-08-24 02:00:00,11639.99,11670.0,11639.99,11653.55,150.47123276 +2020-08-24 01:00:00,11606.05,11642.81,11634.08,11639.48,221.60650869 +2020-08-24 00:00:00,11592.91,11650.03,11650.01,11634.09,309.89225224 +2020-08-23 23:00:00,11650.0,11682.06,11651.43,11650.01,175.51833363 +2020-08-23 22:00:00,11642.57,11692.15,11675.82,11651.77,262.95810303 +2020-08-23 21:00:00,11641.92,11679.92,11667.95,11675.82,275.47169844 +2020-08-23 20:00:00,11667.95,11715.0,11689.2,11667.95,414.80776588 +2020-08-23 19:00:00,11655.66,11699.99,11667.08,11689.2,331.74633548 +2020-08-23 18:00:00,11634.76,11682.62,11636.68,11666.26,388.33289659 +2020-08-23 17:00:00,11623.2,11658.69,11641.0,11636.67,203.22166576 +2020-08-23 16:00:00,11624.39,11661.17,11650.77,11641.0,258.75202243 +2020-08-23 15:00:00,11616.5,11662.91,11624.01,11650.76,217.80246684 +2020-08-23 14:00:00,11588.64,11626.97,11596.47,11625.56,184.80219499 +2020-08-23 13:00:00,11555.72,11672.55,11561.44,11596.65,422.88070837 +2020-08-23 12:00:00,11532.35,11565.73,11533.04,11561.44,157.21201852 +2020-08-23 11:00:00,11525.62,11558.86,11534.97,11531.97,99.3936476 +2020-08-23 10:00:00,11528.01,11590.95,11590.94,11534.0,189.94029555 +2020-08-23 09:00:00,11552.72,11602.79,11575.09,11590.95,137.34423009 +2020-08-23 08:00:00,11572.48,11626.93,11620.34,11575.1,172.9409108 +2020-08-23 07:00:00,11604.7,11629.6,11613.36,11620.34,121.0011126 +2020-08-23 06:00:00,11574.77,11617.05,11580.96,11613.36,126.76927223 +2020-08-23 05:00:00,11568.85,11609.36,11609.36,11580.97,116.8631859 +2020-08-23 04:00:00,11593.69,11618.0,11605.1,11609.35,134.41991219 +2020-08-23 03:00:00,11596.19,11636.33,11613.81,11608.43,203.03086294 +2020-08-23 02:00:00,11611.01,11658.46,11650.91,11615.16,350.28702761 +2020-08-23 01:00:00,11620.01,11654.54,11650.85,11652.06,217.7591593 +2020-08-23 00:00:00,11629.29,11695.75,11672.92,11650.84,352.91465504 +2020-08-22 23:00:00,11665.55,11693.16,11672.72,11672.93,189.18383147 +2020-08-22 22:00:00,11651.21,11689.0,11675.8,11672.71,212.7416006 +2020-08-22 21:00:00,11605.0,11680.0,11609.47,11676.98,297.19329663 +2020-08-22 20:00:00,11580.0,11610.0,11594.09,11609.07,190.84733792 +2020-08-22 19:00:00,11586.62,11611.0,11608.69,11594.62,169.95870451 +2020-08-22 18:00:00,11600.0,11621.3,11606.17,11608.7,225.00906828 +2020-08-22 17:00:00,11564.45,11616.39,11586.55,11606.17,309.66931756 +2020-08-22 16:00:00,11560.05,11597.97,11587.16,11586.55,325.86167609 +2020-08-22 15:00:00,11585.15,11641.79,11623.67,11587.17,369.47436605 +2020-08-22 14:00:00,11572.73,11646.51,11599.99,11623.67,319.67104932 +2020-08-22 13:00:00,11565.21,11600.0,11593.4,11599.99,191.77151992 +2020-08-22 12:00:00,11565.49,11610.55,11565.49,11591.32,240.37820424 +2020-08-22 11:00:00,11548.83,11579.01,11571.84,11565.49,173.38722812 +2020-08-22 10:00:00,11561.05,11599.16,11588.7,11571.35,174.09845649 +2020-08-22 09:00:00,11548.87,11588.31,11576.16,11588.31,93.4475324 +2020-08-22 08:00:00,11551.95,11619.21,11583.03,11576.98,306.50566696 +2020-08-22 07:00:00,11531.98,11593.31,11564.46,11582.3,242.88708443 +2020-08-22 06:00:00,11467.77,11586.38,11469.89,11563.76,424.75226433 +2020-08-22 05:00:00,11420.24,11479.43,11420.24,11469.88,230.07626292 +2020-08-22 04:00:00,11408.71,11473.9,11473.9,11420.62,255.57885488 +2020-08-22 03:00:00,11435.08,11477.84,11454.84,11475.0,304.85854494 +2020-08-22 02:00:00,11419.99,11482.28,11447.99,11454.84,510.17584626 +2020-08-22 01:00:00,11370.0,11452.0,11411.83,11447.99,885.75815682 +2020-08-22 00:00:00,11400.13,11536.94,11529.99,11410.9,1302.73878213 +2020-08-21 23:00:00,11494.22,11575.63,11549.4,11529.22,448.53573858 +2020-08-21 22:00:00,11514.41,11598.18,11534.64,11550.64,601.31310998 +2020-08-21 21:00:00,11480.0,11651.24,11615.14,11534.92,1411.83140617 +2020-08-21 20:00:00,11614.88,11710.19,11676.44,11615.15,543.23466337 +2020-08-21 19:00:00,11668.79,11725.56,11674.98,11673.97,758.99506454 +2020-08-21 18:00:00,11609.01,11704.02,11697.2,11674.99,898.14122391 +2020-08-21 17:00:00,11605.11,11760.0,11667.79,11697.83,1617.37213288 +2020-08-21 16:00:00,11663.74,11753.7,11726.67,11669.71,935.16311691 +2020-08-21 15:00:00,11717.24,11762.93,11740.84,11726.68,473.68533712 +2020-08-21 14:00:00,11678.0,11752.11,11693.05,11741.17,568.78572223 +2020-08-21 13:00:00,11685.0,11770.96,11765.28,11693.06,519.44988855 +2020-08-21 12:00:00,11629.17,11773.4,11718.53,11765.28,1046.9666479 +2020-08-21 11:00:00,11691.11,11765.66,11762.58,11718.53,678.15598044 +2020-08-21 10:00:00,11734.18,11792.1,11779.72,11763.4,474.74426188 +2020-08-21 09:00:00,11777.0,11832.45,11828.95,11779.73,201.84336107 +2020-08-21 08:00:00,11800.06,11838.25,11838.03,11828.96,328.12075616 +2020-08-21 07:00:00,11819.91,11861.26,11829.96,11838.03,603.74915537 +2020-08-21 06:00:00,11807.64,11850.84,11850.04,11829.95,251.83009308 +2020-08-21 05:00:00,11841.22,11872.73,11871.95,11851.71,233.87034607 +2020-08-21 04:00:00,11838.18,11872.95,11867.18,11871.94,390.70642955 +2020-08-21 03:00:00,11788.01,11874.78,11802.27,11867.17,638.80059226 +2020-08-21 02:00:00,11800.06,11833.87,11813.3,11804.32,434.20401898 +2020-08-21 01:00:00,11800.0,11840.24,11837.24,11813.3,375.21589797 +2020-08-21 00:00:00,11829.81,11884.99,11864.26,11838.54,430.66381376 +2020-08-20 23:00:00,11828.02,11876.77,11831.02,11864.26,224.93421221 +2020-08-20 22:00:00,11820.35,11850.84,11839.9,11832.45,241.32009182 +2020-08-20 21:00:00,11830.43,11892.11,11860.55,11840.04,366.8518205 +2020-08-20 20:00:00,11852.98,11890.99,11856.61,11860.56,445.25306 +2020-08-20 19:00:00,11853.91,11887.83,11871.68,11856.61,561.76784333 +2020-08-20 18:00:00,11829.32,11883.4,11829.5,11871.69,665.18323858 +2020-08-20 17:00:00,11826.7,11870.39,11856.45,11829.5,591.60731826 +2020-08-20 16:00:00,11835.07,11892.16,11867.31,11856.49,683.87190778 +2020-08-20 15:00:00,11821.45,11869.99,11851.0,11867.24,458.77854132 +2020-08-20 14:00:00,11800.0,11869.99,11823.47,11851.0,450.117595 +2020-08-20 13:00:00,11745.04,11828.13,11783.64,11823.47,462.99512798 +2020-08-20 12:00:00,11783.31,11849.4,11819.26,11783.64,352.38758322 +2020-08-20 11:00:00,11740.52,11819.0,11778.23,11819.0,346.69593632 +2020-08-20 10:00:00,11753.36,11803.25,11782.76,11778.23,191.86622155 +2020-08-20 09:00:00,11747.64,11805.51,11764.55,11782.76,191.18467329 +2020-08-20 08:00:00,11688.86,11776.3,11702.63,11764.03,234.77431347 +2020-08-20 07:00:00,11702.62,11771.92,11768.56,11702.64,198.33120707 +2020-08-20 06:00:00,11671.48,11788.0,11702.22,11768.56,272.63850569 +2020-08-20 05:00:00,11686.16,11721.74,11719.53,11702.23,206.34435995 +2020-08-20 04:00:00,11687.27,11741.84,11705.28,11718.74,296.53900684 +2020-08-20 03:00:00,11700.0,11754.85,11743.43,11705.28,311.56280087 +2020-08-20 02:00:00,11700.05,11769.97,11756.75,11743.44,273.80367978 +2020-08-20 01:00:00,11750.13,11815.92,11793.7,11756.75,386.48486704 +2020-08-20 00:00:00,11754.02,11829.0,11758.87,11793.7,385.88359122 +2020-08-19 23:00:00,11705.0,11759.53,11748.01,11758.87,505.38978747 +2020-08-19 22:00:00,11696.84,11780.44,11712.72,11748.0,380.47804085 +2020-08-19 21:00:00,11701.14,11765.3,11715.0,11712.72,461.63446903 +2020-08-19 20:00:00,11569.0,11720.0,11653.64,11715.0,915.61752713 +2020-08-19 19:00:00,11645.03,11750.0,11735.0,11653.64,739.61154421 +2020-08-19 18:00:00,11657.26,11784.89,11782.24,11734.99,835.94535931 +2020-08-19 17:00:00,11714.96,11782.24,11754.0,11782.24,611.95814409 +2020-08-19 16:00:00,11662.81,11790.94,11734.13,11753.98,948.79967109 +2020-08-19 15:00:00,11702.69,11778.7,11756.81,11734.15,1222.00326394 +2020-08-19 14:00:00,11736.12,11885.0,11874.21,11757.45,1015.3153594 +2020-08-19 13:00:00,11822.13,11915.41,11864.92,11874.22,765.64402024 +2020-08-19 12:00:00,11806.9,11866.31,11848.81,11864.91,426.78838517 +2020-08-19 11:00:00,11792.26,11865.0,11806.91,11848.25,281.08438477 +2020-08-19 10:00:00,11740.0,11806.91,11794.23,11806.91,295.80368206 +2020-08-19 09:00:00,11790.0,11848.86,11792.24,11794.24,306.21803918 +2020-08-19 08:00:00,11773.09,11841.29,11823.8,11791.78,337.21379445 +2020-08-19 07:00:00,11721.38,11823.79,11730.71,11823.79,241.26153952 +2020-08-19 06:00:00,11611.75,11753.63,11718.27,11730.71,1073.86381872 +2020-08-19 05:00:00,11691.01,11794.68,11763.71,11718.27,597.57629808 +2020-08-19 04:00:00,11654.15,11875.38,11841.41,11763.71,1979.52137328 +2020-08-19 03:00:00,11834.77,11944.89,11921.67,11841.42,807.81401117 +2020-08-19 02:00:00,11900.0,11976.45,11974.06,11921.15,717.77664409 +2020-08-19 01:00:00,11958.66,12024.83,11992.26,11974.06,496.46095069 +2020-08-19 00:00:00,11918.54,11998.42,11954.22,11992.26,682.53478698 +2020-08-18 23:00:00,11950.0,12053.25,12053.25,11950.0,722.93638146 +2020-08-18 22:00:00,12040.0,12092.85,12074.99,12053.25,516.39020736 +2020-08-18 21:00:00,12021.78,12099.99,12027.25,12075.0,515.72598603 +2020-08-18 20:00:00,11989.34,12046.92,11989.34,12026.52,579.40308594 +2020-08-18 19:00:00,11982.21,12038.2,11986.57,11989.35,605.91898791 +2020-08-18 18:00:00,11943.38,12019.48,11989.92,11986.01,680.16456835 +2020-08-18 17:00:00,11975.0,12043.23,11988.21,11989.91,731.66596041 +2020-08-18 16:00:00,11856.45,12027.52,11937.37,11988.2,1527.63085903 +2020-08-18 15:00:00,11900.0,12039.34,11943.85,11937.72,1300.05314851 +2020-08-18 14:00:00,11825.0,12197.0,12173.9,11944.44,3325.74435372 +2020-08-18 13:00:00,12020.29,12268.8,12256.04,12173.91,1585.63540297 +2020-08-18 12:00:00,12170.98,12256.25,12178.44,12256.04,827.2042997 +2020-08-18 11:00:00,12160.45,12279.87,12279.06,12179.0,662.65639823 +2020-08-18 10:00:00,12187.33,12292.36,12222.77,12279.06,484.65437323 +2020-08-18 09:00:00,12216.07,12260.73,12250.89,12222.75,265.61537847 +2020-08-18 08:00:00,12250.88,12279.62,12264.95,12250.89,166.78998956 +2020-08-18 07:00:00,12224.54,12270.32,12263.11,12264.94,285.41920966 +2020-08-18 06:00:00,12200.0,12271.07,12234.02,12262.27,472.94119006 +2020-08-18 05:00:00,12214.47,12290.75,12253.08,12234.02,450.50897897 +2020-08-18 04:00:00,12227.13,12323.09,12314.02,12253.11,601.9626099 +2020-08-18 03:00:00,12282.77,12371.24,12363.75,12314.02,571.06119362 +2020-08-18 02:00:00,12311.3,12363.75,12340.81,12363.75,373.16711682 +2020-08-18 01:00:00,12320.5,12400.0,12347.85,12340.82,660.06615086 +2020-08-18 00:00:00,12303.29,12359.99,12303.98,12347.86,715.59704427 +2020-08-17 23:00:00,12225.65,12414.8,12386.87,12304.26,1903.35699388 +2020-08-17 22:00:00,12335.34,12400.0,12338.71,12388.51,485.96483034 +2020-08-17 21:00:00,12300.0,12362.29,12326.75,12335.38,663.23037731 +2020-08-17 20:00:00,12300.04,12372.86,12342.86,12326.02,753.30960681 +2020-08-17 19:00:00,12286.64,12363.0,12326.01,12342.86,828.76968343 +2020-08-17 18:00:00,12287.01,12410.95,12384.05,12329.0,1179.32082393 +2020-08-17 17:00:00,12353.93,12429.99,12398.93,12384.05,1378.35197131 +2020-08-17 16:00:00,12340.0,12485.84,12429.09,12395.7,2232.79293831 +2020-08-17 15:00:00,12143.48,12486.61,12177.84,12429.09,3456.71604267 +2020-08-17 14:00:00,12099.16,12210.89,12125.0,12177.45,2136.27233007 +2020-08-17 13:00:00,11807.44,12209.37,11888.56,12124.99,4581.48326966 +2020-08-17 12:00:00,11870.11,11920.26,11912.11,11888.57,531.90791114 +2020-08-17 11:00:00,11862.25,11920.0,11864.89,11914.53,342.02095167 +2020-08-17 10:00:00,11855.65,11903.52,11860.26,11866.56,243.97144749 +2020-08-17 09:00:00,11852.75,11893.11,11875.33,11857.66,135.71879009 +2020-08-17 08:00:00,11812.95,11889.13,11812.95,11875.33,258.09923943 +2020-08-17 07:00:00,11797.3,11845.27,11804.07,11815.33,232.08893683 +2020-08-17 06:00:00,11785.92,11839.67,11800.0,11804.07,290.76559858 +2020-08-17 05:00:00,11795.13,11838.13,11813.01,11800.0,210.81131006 +2020-08-17 04:00:00,11807.07,11859.87,11847.43,11813.02,313.10559594 +2020-08-17 03:00:00,11842.09,11873.23,11864.02,11847.43,240.90012149 +2020-08-17 02:00:00,11775.0,11869.7,11847.24,11863.88,432.76066836 +2020-08-17 01:00:00,11792.02,11856.04,11851.62,11849.18,397.17461475 +2020-08-17 00:00:00,11811.71,11940.0,11918.84,11851.59,585.76644826 +2020-08-16 23:00:00,11873.83,11923.86,11909.99,11918.84,390.00783972 +2020-08-16 22:00:00,11835.01,11910.0,11861.6,11910.0,311.5521988 +2020-08-16 21:00:00,11845.0,11898.43,11849.92,11861.61,298.19088008 +2020-08-16 20:00:00,11799.33,11853.0,11824.45,11849.92,425.72570683 +2020-08-16 19:00:00,11820.0,11863.6,11835.08,11824.46,256.95709649 +2020-08-16 18:00:00,11809.7,11843.93,11837.93,11837.93,312.03719972 +2020-08-16 17:00:00,11828.68,11877.04,11867.26,11837.92,298.35745286 +2020-08-16 16:00:00,11856.43,11900.0,11866.01,11867.25,533.9896718 +2020-08-16 15:00:00,11795.62,11887.0,11811.96,11866.01,446.17313154 +2020-08-16 14:00:00,11790.74,11841.45,11818.29,11811.86,371.53377176 +2020-08-16 13:00:00,11759.96,11821.91,11779.4,11817.31,392.10427588 +2020-08-16 12:00:00,11686.53,11792.9,11753.41,11779.53,680.96318756 +2020-08-16 11:00:00,11725.14,11796.11,11792.74,11753.94,613.8658662 +2020-08-16 10:00:00,11760.0,11884.52,11874.0,11790.84,606.28541708 +2020-08-16 09:00:00,11808.76,11885.47,11847.74,11874.0,331.186925 +2020-08-16 08:00:00,11815.8,11878.38,11863.05,11847.91,190.76861975 +2020-08-16 07:00:00,11857.01,11895.33,11892.23,11863.04,158.19604397 +2020-08-16 06:00:00,11869.33,11920.15,11902.94,11892.23,288.17046465 +2020-08-16 05:00:00,11888.3,11929.96,11900.69,11902.83,339.48681734 +2020-08-16 04:00:00,11881.96,11940.0,11933.97,11900.68,276.72003466 +2020-08-16 03:00:00,11877.49,11933.98,11877.5,11933.97,383.68326588 +2020-08-16 02:00:00,11847.67,11898.65,11897.95,11877.5,227.05586419 +2020-08-16 01:00:00,11782.29,11900.0,11815.59,11897.83,368.14924188 +2020-08-16 00:00:00,11796.49,11876.77,11860.02,11815.6,410.09300514 +2020-08-15 23:00:00,11809.09,11885.19,11864.47,11859.24,649.90012068 +2020-08-15 22:00:00,11840.75,11980.0,11902.56,11864.07,873.36964345 +2020-08-15 21:00:00,11750.0,11988.0,11870.08,11902.64,1455.97151892 +2020-08-15 20:00:00,11838.9,11878.07,11842.85,11870.09,348.4625214 +2020-08-15 19:00:00,11833.07,11896.77,11885.78,11842.93,444.23309915 +2020-08-15 18:00:00,11861.37,11896.54,11864.66,11885.23,298.12286554 +2020-08-15 17:00:00,11860.64,11892.52,11860.64,11864.66,348.125229 +2020-08-15 16:00:00,11818.01,11910.06,11861.06,11860.65,472.98817914 +2020-08-15 15:00:00,11801.18,11900.0,11815.01,11860.89,457.28952459 +2020-08-15 14:00:00,11782.2,11842.85,11803.0,11815.0,506.60896248 +2020-08-15 13:00:00,11731.69,11826.03,11751.86,11803.12,413.67515331 +2020-08-15 12:00:00,11688.0,11874.51,11852.26,11753.06,722.20262614 +2020-08-15 11:00:00,11845.57,11898.85,11869.31,11852.26,261.56275226 +2020-08-15 10:00:00,11863.28,11924.91,11902.63,11869.31,327.48271085 +2020-08-15 09:00:00,11860.83,11920.0,11878.42,11902.63,388.38735687 +2020-08-15 08:00:00,11833.08,11945.59,11902.54,11878.41,359.51378416 +2020-08-15 07:00:00,11861.36,11914.33,11894.65,11902.54,406.80300115 +2020-08-15 06:00:00,11887.24,11930.41,11897.99,11894.55,250.65577389 +2020-08-15 05:00:00,11850.0,11898.0,11874.62,11898.0,282.79036444 +2020-08-15 04:00:00,11828.13,11910.07,11901.05,11874.62,730.22599301 +2020-08-15 03:00:00,11870.56,11918.47,11903.19,11901.03,290.26450967 +2020-08-15 02:00:00,11891.12,11953.71,11935.98,11903.27,368.54406492 +2020-08-15 01:00:00,11875.32,11955.5,11931.41,11935.98,585.92397965 +2020-08-15 00:00:00,11774.28,11989.98,11777.5,11930.21,1323.93485879 +2020-08-14 23:00:00,11752.63,11799.31,11792.4,11779.0,326.46204895 +2020-08-14 22:00:00,11734.83,11800.0,11775.64,11792.34,342.17616853 +2020-08-14 21:00:00,11714.1,11794.63,11774.77,11777.33,674.78064461 +2020-08-14 20:00:00,11751.54,11838.65,11815.28,11774.77,719.56495473 +2020-08-14 19:00:00,11784.2,11839.12,11836.3,11815.28,544.69947214 +2020-08-14 18:00:00,11794.0,11843.91,11800.38,11836.29,589.67575873 +2020-08-14 17:00:00,11779.58,11853.8,11828.29,11801.68,791.22216805 +2020-08-14 16:00:00,11720.63,11865.97,11749.99,11828.43,1179.94160479 +2020-08-14 15:00:00,11658.63,11755.88,11716.43,11750.0,975.67024747 +2020-08-14 14:00:00,11651.24,11730.47,11724.87,11716.43,668.19769708 +2020-08-14 13:00:00,11682.73,11750.09,11750.08,11724.97,693.84200521 +2020-08-14 12:00:00,11728.68,11774.76,11774.75,11750.09,464.53998726 +2020-08-14 11:00:00,11715.9,11786.36,11740.92,11774.75,417.18543316 +2020-08-14 10:00:00,11708.88,11775.02,11712.13,11743.33,178.40907221 +2020-08-14 09:00:00,11677.72,11718.93,11698.29,11712.04,314.33700057 +2020-08-14 08:00:00,11681.47,11756.2,11719.14,11698.28,394.23361409 +2020-08-14 07:00:00,11660.05,11725.41,11696.41,11719.55,971.5796015 +2020-08-14 06:00:00,11696.41,11740.98,11740.95,11696.42,398.5826703 +2020-08-14 05:00:00,11709.0,11763.33,11739.98,11740.95,280.17249914 +2020-08-14 04:00:00,11720.01,11777.0,11743.95,11739.98,315.14807494 +2020-08-14 03:00:00,11685.0,11769.33,11746.42,11743.95,463.832604 +2020-08-14 02:00:00,11742.73,11823.18,11812.28,11747.2,482.43288335 +2020-08-14 01:00:00,11735.23,11818.87,11774.06,11812.28,530.11442769 +2020-08-14 00:00:00,11739.92,11847.88,11795.95,11773.32,1081.01936287 +2020-08-13 23:00:00,11739.01,11795.95,11739.01,11795.95,631.43115842 +2020-08-13 22:00:00,11701.97,11802.09,11701.98,11739.75,1304.64919595 +2020-08-13 21:00:00,11602.08,11740.0,11615.13,11700.41,1626.55217709 +2020-08-13 20:00:00,11518.1,11646.5,11518.22,11619.28,1127.25165687 +2020-08-13 19:00:00,11493.0,11542.17,11495.9,11518.35,409.09169751 +2020-08-13 18:00:00,11484.45,11545.86,11529.53,11495.91,589.73397442 +2020-08-13 17:00:00,11497.19,11537.23,11533.23,11529.54,554.24484202 +2020-08-13 16:00:00,11451.1,11537.59,11503.78,11533.23,540.2046131 +2020-08-13 15:00:00,11467.72,11543.24,11534.83,11503.78,527.20442716 +2020-08-13 14:00:00,11478.55,11555.0,11510.11,11531.76,485.28771479 +2020-08-13 13:00:00,11427.39,11534.75,11470.88,11513.07,556.26685006 +2020-08-13 12:00:00,11386.32,11592.38,11555.3,11470.88,912.51989028 +2020-08-13 11:00:00,11450.35,11630.0,11482.41,11555.53,677.42360376 +2020-08-13 10:00:00,11356.44,11482.43,11404.43,11482.41,484.77852526 +2020-08-13 09:00:00,11274.14,11429.0,11422.82,11404.43,786.96270955 +2020-08-13 08:00:00,11377.45,11525.08,11525.07,11422.82,764.81614758 +2020-08-13 07:00:00,11505.0,11569.54,11558.0,11525.07,339.77780605 +2020-08-13 06:00:00,11511.83,11571.18,11536.59,11558.01,270.82154546 +2020-08-13 05:00:00,11521.38,11555.83,11555.83,11536.59,418.27424496 +2020-08-13 04:00:00,11550.0,11595.96,11576.07,11555.83,255.75330274 +2020-08-13 03:00:00,11540.99,11591.68,11576.41,11576.09,237.19834873 +2020-08-13 02:00:00,11536.51,11635.48,11609.51,11571.26,654.82456925 +2020-08-13 01:00:00,11602.94,11647.21,11636.09,11609.52,491.45265939 +2020-08-13 00:00:00,11550.01,11662.72,11566.44,11636.09,722.88226473 +2020-08-12 23:00:00,11545.61,11588.76,11550.92,11566.45,429.62535665 +2020-08-12 22:00:00,11501.25,11584.86,11501.25,11551.16,545.84136932 +2020-08-12 21:00:00,11490.52,11568.0,11567.71,11502.8,567.9950048 +2020-08-12 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05:00:00,11570.83,11595.0,11587.22,11592.95,161.41516631 +2020-08-30 04:00:00,11582.27,11627.0,11615.54,11585.32,161.93441772 +2020-08-30 03:00:00,11590.44,11627.78,11625.78,11615.54,330.63207238 +2020-08-30 02:00:00,11610.84,11634.32,11621.55,11625.77,281.35828986 +2020-08-30 01:00:00,11505.73,11649.0,11511.89,11621.55,668.9299989 +2020-08-30 00:00:00,11463.87,11517.94,11474.3,11511.89,140.0471744 +2020-08-29 23:00:00,11464.44,11510.03,11484.89,11474.31,238.59703701 +2020-08-29 22:00:00,11481.65,11522.1,11515.67,11484.88,268.09918087 +2020-08-29 21:00:00,11500.69,11527.45,11513.76,11515.66,166.51610189 +2020-08-29 20:00:00,11503.3,11534.78,11529.5,11513.77,210.8452419 +2020-08-29 19:00:00,11524.19,11556.87,11533.94,11529.5,256.44161838 +2020-08-29 18:00:00,11510.52,11550.0,11510.53,11533.94,259.80796987 +2020-08-29 17:00:00,11500.02,11540.1,11511.99,11510.53,397.77416595 +2020-08-29 16:00:00,11479.48,11520.69,11503.77,11511.99,342.79577752 +2020-08-29 15:00:00,11475.35,11519.97,11495.0,11503.77,282.41859624 +2020-08-29 14:00:00,11440.16,11496.83,11440.75,11495.0,188.92044963 +2020-08-29 13:00:00,11438.91,11473.81,11467.11,11440.75,150.44017795 +2020-08-29 12:00:00,11438.9,11491.39,11450.31,11467.12,199.20831452 +2020-08-29 11:00:00,11422.21,11481.28,11458.7,11450.53,226.16078871 +2020-08-29 10:00:00,11434.82,11550.8,11547.6,11461.6,352.24507386 +2020-08-29 09:00:00,11528.28,11558.38,11537.66,11547.6,121.50263372 +2020-08-29 08:00:00,11531.19,11575.72,11569.21,11537.66,133.40662671 +2020-08-29 07:00:00,11512.66,11580.0,11527.15,11569.21,331.36834782 +2020-08-29 06:00:00,11504.59,11534.76,11514.39,11527.15,123.07679183 +2020-08-29 05:00:00,11490.65,11518.98,11505.03,11514.4,224.83186437 +2020-08-29 04:00:00,11486.88,11509.27,11504.45,11505.03,275.03333378 +2020-08-29 03:00:00,11477.66,11520.0,11484.02,11504.46,171.40946488 +2020-08-29 02:00:00,11474.02,11509.1,11491.59,11484.76,117.96739723 +2020-08-29 01:00:00,11473.92,11512.75,11497.49,11491.6,163.59590304 +2020-08-29 00:00:00,11483.0,11549.95,11535.0,11497.48,215.07860428 +2020-08-28 23:00:00,11475.33,11539.96,11479.38,11535.0,222.39384156 +2020-08-28 22:00:00,11465.28,11501.93,11501.83,11479.38,224.81242611 +2020-08-28 21:00:00,11469.49,11512.15,11500.92,11498.71,295.92282874 +2020-08-28 20:00:00,11484.23,11540.06,11507.0,11500.85,531.89360517 +2020-08-28 19:00:00,11486.63,11531.98,11489.15,11507.0,376.202094 +2020-08-28 18:00:00,11477.93,11518.45,11481.49,11489.15,293.66630548 +2020-08-28 17:00:00,11467.24,11531.4,11517.31,11481.97,671.55384791 +2020-08-28 16:00:00,11506.68,11550.51,11541.22,11517.16,717.98131543 +2020-08-28 15:00:00,11450.02,11546.6,11453.84,11541.22,632.21451533 +2020-08-28 14:00:00,11420.16,11473.57,11467.64,11453.64,1839.79021697 +2020-08-28 13:00:00,11429.53,11468.23,11448.71,11467.64,322.72986837 +2020-08-28 12:00:00,11429.3,11491.36,11481.7,11449.71,402.64310127 +2020-08-28 11:00:00,11424.27,11484.08,11443.54,11481.49,300.77110037 +2020-08-28 10:00:00,11403.74,11452.16,11452.15,11443.65,438.62857892 +2020-08-28 09:00:00,11402.04,11467.43,11402.05,11452.14,478.48945905 +2020-08-28 08:00:00,11365.0,11423.19,11385.87,11402.04,252.51001898 +2020-08-28 07:00:00,11373.97,11447.56,11441.81,11385.88,777.44094735 +2020-08-28 06:00:00,11393.12,11449.91,11404.64,11442.3,266.48720287 +2020-08-28 05:00:00,11371.31,11409.0,11394.58,11404.64,183.14913574 +2020-08-28 04:00:00,11363.66,11398.52,11381.74,11394.58,155.93681175 +2020-08-28 03:00:00,11350.44,11399.0,11375.0,11380.66,189.15618161 +2020-08-28 02:00:00,11363.08,11392.0,11382.36,11375.0,190.56786781 +2020-08-28 01:00:00,11337.25,11382.94,11352.0,11382.38,303.62163794 +2020-08-28 00:00:00,11282.09,11359.87,11330.56,11352.0,305.33299454 +2020-08-27 23:00:00,11269.02,11341.55,11270.57,11330.06,429.01707891 +2020-08-27 22:00:00,11260.0,11325.78,11290.0,11270.58,342.67362014 +2020-08-27 21:00:00,11250.68,11299.05,11264.45,11290.0,287.01141534 +2020-08-27 20:00:00,11231.0,11358.92,11251.83,11264.28,901.23714364 +2020-08-27 19:00:00,11248.04,11288.18,11269.53,11251.72,393.83019875 +2020-08-27 18:00:00,11166.46,11289.98,11193.61,11268.5,629.34669403 +2020-08-27 17:00:00,11125.0,11273.72,11273.72,11192.77,1800.28730596 +2020-08-27 16:00:00,11262.08,11366.09,11329.59,11273.73,756.87760737 +2020-08-27 15:00:00,11292.8,11338.97,11313.61,11329.63,574.23122773 +2020-08-27 14:00:00,11256.92,11413.71,11404.11,11317.02,1270.10605962 +2020-08-27 13:00:00,11346.06,11597.92,11357.91,11404.74,2029.27425924 +2020-08-27 12:00:00,11275.91,11376.01,11313.76,11357.94,493.95970274 +2020-08-27 11:00:00,11305.0,11377.14,11371.86,11313.76,297.76339809 +2020-08-27 10:00:00,11350.01,11432.07,11420.55,11371.86,566.64109128 +2020-08-27 09:00:00,11365.67,11438.36,11373.1,11421.69,260.15540649 +2020-08-27 08:00:00,11373.1,11405.97,11405.97,11373.1,98.01796884 +2020-08-27 07:00:00,11374.67,11412.63,11390.09,11405.97,118.15364142 +2020-08-27 06:00:00,11337.01,11400.35,11348.24,11390.09,284.04908105 +2020-08-27 05:00:00,11325.0,11379.47,11370.0,11348.24,289.20429531 +2020-08-27 04:00:00,11368.06,11412.21,11386.44,11370.01,313.01239765 +2020-08-27 03:00:00,11377.56,11420.44,11377.57,11386.65,248.87877788 +2020-08-27 02:00:00,11367.31,11404.71,11403.51,11377.57,365.22337002 +2020-08-27 01:00:00,11389.89,11474.72,11457.2,11403.51,529.65727632 +2020-08-27 00:00:00,11449.72,11485.72,11463.27,11457.19,238.78519677 +2020-08-26 23:00:00,11440.01,11490.0,11455.05,11463.27,326.47257971 +2020-08-26 22:00:00,11440.0,11485.0,11475.4,11453.75,370.67897977 +2020-08-26 21:00:00,11468.74,11518.85,11514.81,11475.51,274.18103697 +2020-08-26 20:00:00,11466.31,11518.79,11469.04,11514.14,333.36894746 +2020-08-26 19:00:00,11445.69,11486.94,11450.56,11469.03,368.44137596 +2020-08-26 18:00:00,11435.75,11477.66,11459.57,11450.55,323.21900442 +2020-08-26 17:00:00,11453.74,11500.0,11472.12,11459.57,513.17503046 +2020-08-26 16:00:00,11453.52,11539.99,11488.04,11472.12,904.16527732 +2020-08-26 15:00:00,11445.83,11494.24,11445.84,11488.78,435.67736593 +2020-08-26 14:00:00,11406.24,11509.0,11407.43,11445.84,999.64709239 +2020-08-26 13:00:00,11254.89,11425.61,11314.35,11408.8,651.08813894 +2020-08-26 12:00:00,11267.95,11419.07,11381.08,11314.4,765.00758878 +2020-08-26 11:00:00,11369.92,11437.0,11398.4,11380.22,335.01312325 +2020-08-26 10:00:00,11371.34,11447.58,11373.08,11396.39,262.44778962 +2020-08-26 09:00:00,11350.05,11379.21,11363.55,11374.49,71.62765166 +2020-08-26 08:00:00,11332.87,11374.7,11349.51,11363.6,142.63491881 +2020-08-26 07:00:00,11301.15,11364.13,11329.95,11347.42,129.56809328 +2020-08-26 06:00:00,11307.22,11374.47,11364.25,11329.94,285.99138282 +2020-08-26 05:00:00,11354.48,11395.59,11354.49,11363.54,155.57938972 +2020-08-26 04:00:00,11348.26,11399.29,11370.14,11354.5,194.25351115 +2020-08-26 03:00:00,11327.79,11407.03,11397.01,11369.68,249.84946158 +2020-08-26 02:00:00,11340.7,11400.0,11340.7,11396.08,283.98454848 +2020-08-26 01:00:00,11285.44,11350.0,11285.87,11340.66,290.25870481 +2020-08-26 00:00:00,11254.95,11327.06,11324.92,11284.39,458.22319121 +2020-08-25 23:00:00,11320.49,11382.85,11359.64,11324.92,441.2099264 +2020-08-25 22:00:00,11302.65,11390.0,11302.65,11359.64,526.41452462 +2020-08-25 21:00:00,11262.89,11325.15,11264.14,11303.28,515.08903286 +2020-08-25 20:00:00,11231.41,11330.02,11299.11,11263.17,734.16542525 +2020-08-25 19:00:00,11259.03,11332.33,11303.23,11298.96,815.81423404 +2020-08-25 18:00:00,11102.73,11308.5,11230.0,11303.23,1763.24023055 +2020-08-25 17:00:00,11180.0,11357.81,11330.97,11230.01,1575.5390629 +2020-08-25 16:00:00,11300.0,11447.06,11425.01,11331.2,804.19314759 +2020-08-25 15:00:00,11347.69,11435.68,11395.98,11425.0,650.82105587 +2020-08-25 14:00:00,11324.99,11444.44,11444.44,11395.97,1523.03472541 +2020-08-25 13:00:00,11405.0,11536.44,11493.79,11444.96,845.45500884 +2020-08-25 12:00:00,11449.18,11615.91,11615.91,11493.79,1167.90466524 +2020-08-25 11:00:00,11612.42,11655.9,11636.49,11615.91,194.56207138 +2020-08-25 10:00:00,11573.46,11650.0,11589.56,11634.26,171.3404619 +2020-08-25 09:00:00,11566.36,11595.2,11580.33,11589.37,188.92027411 +2020-08-25 08:00:00,11514.0,11585.32,11585.32,11580.33,209.58038071 +2020-08-25 07:00:00,11546.77,11606.83,11606.83,11585.31,325.61085466 +2020-08-25 06:00:00,11590.81,11669.01,11668.31,11606.83,375.96985611 +2020-08-25 05:00:00,11666.57,11700.0,11681.07,11667.38,105.21306979 +2020-08-25 04:00:00,11651.85,11691.26,11672.18,11680.41,214.00740678 +2020-08-25 03:00:00,11660.0,11698.69,11683.05,11672.19,360.55733542 +2020-08-25 02:00:00,11680.0,11764.03,11764.02,11683.05,356.68450343 +2020-08-25 01:00:00,11739.55,11769.76,11742.54,11764.03,230.69220524 +2020-08-25 00:00:00,11736.3,11768.9,11753.26,11742.53,252.61587386 +2020-08-24 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09:00:00,10956.82,11039.88,10959.44,11012.32,396.08886443 +2020-09-18 08:00:00,10929.24,10966.58,10952.7,10959.44,267.08380329 +2020-09-18 07:00:00,10942.49,10969.92,10969.01,10952.69,300.51056058 +2020-09-18 06:00:00,10898.92,10980.0,10931.71,10969.39,213.58035335 +2020-09-18 05:00:00,10894.11,10931.76,10906.09,10931.76,111.54745011 +2020-09-18 04:00:00,10881.4,10927.95,10926.5,10906.1,208.74083848 +2020-09-18 03:00:00,10920.87,10939.8,10920.88,10926.51,185.83202596 +2020-09-18 02:00:00,10903.13,10939.95,10903.13,10923.43,237.93202511 +2020-09-18 01:00:00,10889.46,10926.99,10909.11,10901.63,291.42435341 +2020-09-18 00:00:00,10887.67,10962.99,10943.99,10907.69,360.27860659 +2020-09-17 23:00:00,10918.07,10946.76,10918.65,10943.61,314.57194161 +2020-09-17 22:00:00,10908.09,10970.86,10964.05,10918.27,267.75787002 +2020-09-17 21:00:00,10925.64,10977.14,10937.94,10964.04,290.3632644 +2020-09-17 20:00:00,10918.47,10942.9,10922.56,10937.86,486.17896122 +2020-09-17 19:00:00,10895.79,10932.55,10912.44,10922.57,459.16721432 +2020-09-17 18:00:00,10868.07,10920.0,10868.95,10912.43,458.22242738 +2020-09-17 17:00:00,10841.38,10873.51,10846.04,10866.09,322.17497803 +2020-09-17 16:00:00,10798.75,10863.98,10839.44,10846.07,457.95342148 +2020-09-17 15:00:00,10837.21,10882.75,10840.77,10839.62,405.33321131 +2020-09-17 14:00:00,10767.56,10871.3,10817.3,10841.05,648.28840631 +2020-09-17 13:00:00,10735.55,10819.81,10804.14,10817.3,839.73709601 +2020-09-17 12:00:00,10802.45,10885.0,10883.74,10805.02,331.17080934 +2020-09-17 11:00:00,10799.8,10887.02,10825.64,10883.73,302.45337688 +2020-09-17 10:00:00,10782.63,10886.05,10881.81,10827.07,492.75367266 +2020-09-17 09:00:00,10862.0,10896.98,10869.51,10881.82,145.77812872 +2020-09-17 08:00:00,10862.02,10909.51,10887.81,10869.51,222.9809578 +2020-09-17 07:00:00,10851.32,10897.33,10865.29,10887.81,162.04026098 +2020-09-17 06:00:00,10855.05,10929.64,10914.07,10864.83,241.72147902 +2020-09-17 05:00:00,10890.0,10933.49,10909.98,10914.07,139.45099014 +2020-09-17 04:00:00,10850.87,10914.55,10871.88,10910.44,301.44405405 +2020-09-17 03:00:00,10871.04,10940.0,10928.85,10871.89,397.99227115 +2020-09-17 02:00:00,10912.87,10962.16,10958.65,10929.41,390.89258265 +2020-09-17 01:00:00,10958.65,11032.24,11000.0,10958.87,400.85078923 +2020-09-17 00:00:00,10930.11,11044.0,10957.06,11000.01,406.17089979 +2020-09-16 23:00:00,10941.76,11034.78,11025.01,10959.61,330.6972567 +2020-09-16 22:00:00,10990.01,11044.0,11018.01,11025.47,269.81478419 +2020-09-16 21:00:00,10971.98,11027.0,10995.91,11018.01,622.13235217 +2020-09-16 20:00:00,10970.94,11053.84,10986.17,10995.5,597.34895372 +2020-09-16 19:00:00,10968.08,11025.84,11011.04,10986.05,684.26014212 +2020-09-16 18:00:00,10965.8,11090.0,11043.23,11011.04,1081.40491592 +2020-09-16 17:00:00,11005.04,11086.03,11076.68,11043.23,605.7707067 +2020-09-16 16:00:00,10993.0,11099.95,11013.8,11076.68,875.1892853 +2020-09-16 15:00:00,10888.17,11024.58,10894.32,11013.8,849.45975319 +2020-09-16 14:00:00,10867.5,10940.05,10921.66,10894.33,519.23459557 +2020-09-16 13:00:00,10895.38,10957.0,10935.44,10921.66,480.2219159 +2020-09-16 12:00:00,10869.11,10961.26,10908.87,10929.86,629.57764865 +2020-09-16 11:00:00,10850.21,10920.18,10850.21,10907.87,262.7990763 +2020-09-16 10:00:00,10833.22,10932.36,10874.23,10850.22,288.78921656 +2020-09-16 09:00:00,10856.88,10906.99,10906.99,10874.23,204.16507317 +2020-09-16 08:00:00,10872.73,10932.59,10917.12,10904.65,365.767513 +2020-09-16 07:00:00,10826.05,10944.5,10839.1,10917.12,340.2841955 +2020-09-16 06:00:00,10766.58,10850.0,10776.9,10841.63,207.37941073 +2020-09-16 05:00:00,10769.93,10832.76,10790.63,10776.9,149.33029286 +2020-09-16 04:00:00,10765.5,10821.65,10784.46,10790.63,210.96242928 +2020-09-16 03:00:00,10719.15,10785.32,10738.36,10784.47,144.07757283 +2020-09-16 02:00:00,10700.0,10745.63,10740.31,10737.02,292.7621717 +2020-09-16 01:00:00,10673.75,10753.76,10718.58,10738.02,341.06250983 +2020-09-16 00:00:00,10662.02,10792.71,10783.36,10718.23,651.20952893 +2020-09-15 23:00:00,10759.45,10792.87,10777.25,10783.75,404.48432229 +2020-09-15 22:00:00,10750.0,10870.75,10865.03,10777.25,449.78263435 +2020-09-15 21:00:00,10822.19,10883.97,10865.55,10865.05,403.89379592 +2020-09-15 20:00:00,10770.97,10872.34,10785.31,10865.55,624.02666741 +2020-09-15 19:00:00,10750.01,10788.01,10788.0,10785.94,383.16404502 +2020-09-15 18:00:00,10748.46,10812.73,10805.0,10788.01,609.66731751 +2020-09-15 17:00:00,10744.17,10819.63,10783.55,10805.01,596.57951665 +2020-09-15 16:00:00,10700.0,10818.84,10785.58,10783.55,1391.47369914 +2020-09-15 15:00:00,10749.11,10818.02,10766.05,10785.58,1149.54818372 +2020-09-15 14:00:00,10745.0,10888.02,10842.0,10765.86,946.17756383 +2020-09-15 13:00:00,10839.66,10937.15,10912.84,10842.0,637.31688032 +2020-09-15 12:00:00,10832.84,10950.0,10832.84,10914.69,1005.31527379 +2020-09-15 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21:00:00,10680.01,10726.61,10692.45,10726.61,416.2332053 +2020-09-14 20:00:00,10661.63,10719.6,10672.11,10692.45,411.80165938 +2020-09-14 19:00:00,10657.34,10695.31,10675.99,10672.1,418.07086245 +2020-09-14 18:00:00,10650.07,10698.7,10687.66,10675.99,540.33078429 +2020-09-14 17:00:00,10677.97,10743.42,10733.53,10687.66,595.88458484 +2020-09-14 16:00:00,10665.91,10760.62,10704.49,10734.3,821.40620151 +2020-09-14 15:00:00,10639.12,10714.69,10639.12,10704.49,1039.26025978 +2020-09-14 14:00:00,10608.97,10693.05,10647.23,10638.51,1166.15615428 +2020-09-14 13:00:00,10506.63,10662.83,10506.63,10645.96,1511.81397009 +2020-09-14 12:00:00,10453.93,10515.31,10474.06,10506.63,721.85595624 +2020-09-14 11:00:00,10400.28,10477.01,10417.55,10474.92,531.9206392 +2020-09-14 10:00:00,10370.76,10431.98,10370.76,10417.56,488.46593355 +2020-09-14 09:00:00,10329.89,10370.76,10362.52,10370.75,394.44817978 +2020-09-14 08:00:00,10349.09,10454.61,10402.46,10362.52,621.19921428 +2020-09-14 07:00:00,10354.92,10403.88,10364.19,10403.43,355.74200684 +2020-09-14 06:00:00,10343.04,10373.2,10343.66,10364.08,217.15662044 +2020-09-14 05:00:00,10325.0,10371.2,10349.28,10343.36,513.49228403 +2020-09-14 04:00:00,10316.94,10355.0,10354.99,10349.29,242.80872184 +2020-09-14 03:00:00,10337.0,10367.6,10355.93,10354.99,271.39814501 +2020-09-14 02:00:00,10324.43,10375.0,10324.43,10355.76,365.40384265 +2020-09-14 01:00:00,10277.36,10324.44,10277.36,10324.43,393.36821469 +2020-09-14 00:00:00,10253.0,10337.43,10336.76,10277.36,465.98753563 +2020-09-13 23:00:00,10305.98,10336.76,10309.55,10336.76,230.6483474 +2020-09-13 22:00:00,10297.95,10323.75,10303.91,10309.55,270.5716729 +2020-09-13 21:00:00,10294.46,10329.08,10318.33,10303.9,334.43126226 +2020-09-13 20:00:00,10288.48,10318.33,10311.05,10318.33,330.58358312 +2020-09-13 19:00:00,10250.69,10323.99,10258.85,10311.05,354.99750764 +2020-09-13 18:00:00,10248.65,10288.99,10284.95,10258.86,343.60463731 +2020-09-13 17:00:00,10211.0,10288.16,10264.89,10284.96,981.96318583 +2020-09-13 16:00:00,10223.37,10296.2,10283.63,10264.9,838.32601334 +2020-09-13 15:00:00,10275.01,10341.71,10330.8,10284.29,445.71686054 +2020-09-13 14:00:00,10310.0,10344.04,10326.74,10330.8,802.01624179 +2020-09-13 13:00:00,10268.0,10345.12,10294.7,10327.75,869.26731013 +2020-09-13 12:00:00,10290.0,10351.66,10327.13,10293.75,694.79453919 +2020-09-13 11:00:00,10310.0,10472.79,10455.04,10326.81,1074.66184446 +2020-09-13 10:00:00,10440.57,10502.51,10502.51,10455.0,331.36690351 +2020-09-13 09:00:00,10472.02,10550.8,10542.75,10502.24,282.03083538 +2020-09-13 08:00:00,10528.16,10562.78,10544.83,10542.75,86.17697374 +2020-09-13 07:00:00,10524.35,10560.19,10525.22,10544.84,82.29740569 +2020-09-13 06:00:00,10521.68,10550.0,10536.76,10525.22,153.54852655 +2020-09-13 05:00:00,10526.32,10545.44,10543.15,10536.27,171.61191998 +2020-09-13 04:00:00,10530.01,10582.36,10558.88,10543.22,328.81344979 +2020-09-13 03:00:00,10430.53,10560.35,10430.89,10557.61,653.11665959 +2020-09-13 02:00:00,10426.0,10449.94,10426.0,10430.89,218.05998438 +2020-09-13 01:00:00,10405.0,10440.0,10437.89,10428.17,319.64812688 +2020-09-13 00:00:00,10420.0,10448.47,10446.52,10437.89,243.93981423 +2020-09-12 23:00:00,10417.0,10450.06,10441.37,10446.52,311.14182444 +2020-09-12 22:00:00,10417.0,10459.94,10456.0,10440.05,284.12102169 +2020-09-12 21:00:00,10425.59,10464.87,10441.47,10456.14,265.30991426 +2020-09-12 20:00:00,10432.54,10480.32,10469.04,10441.47,373.97961999 +2020-09-12 19:00:00,10432.16,10470.0,10458.87,10466.63,364.44236435 +2020-09-12 18:00:00,10379.99,10483.23,10380.0,10458.87,517.46796024 +2020-09-12 17:00:00,10357.32,10380.0,10373.65,10380.0,291.74578578 +2020-09-12 16:00:00,10349.17,10377.09,10361.82,10373.65,229.97192324 +2020-09-12 15:00:00,10342.98,10380.5,10353.59,10361.77,260.25854343 +2020-09-12 14:00:00,10282.69,10359.07,10303.56,10353.58,337.90737929 +2020-09-12 13:00:00,10276.19,10331.29,10325.86,10303.56,488.98853163 +2020-09-12 12:00:00,10309.36,10340.59,10340.59,10325.86,220.63195329 +2020-09-12 11:00:00,10327.14,10348.19,10340.15,10340.6,172.63855381 +2020-09-12 10:00:00,10336.39,10360.09,10355.08,10340.15,138.38636395 +2020-09-12 09:00:00,10327.44,10356.82,10333.95,10355.07,122.03312127 +2020-09-12 08:00:00,10322.43,10345.21,10344.83,10333.95,212.57836836 +2020-09-12 07:00:00,10304.44,10350.23,10335.91,10345.18,186.52468691 +2020-09-12 06:00:00,10329.01,10366.02,10364.99,10332.06,291.90526566 +2020-09-12 05:00:00,10361.59,10374.35,10363.94,10364.99,128.07267168 +2020-09-12 04:00:00,10341.3,10371.98,10347.07,10363.76,157.49475887 +2020-09-12 03:00:00,10328.0,10362.49,10347.53,10347.07,216.54986546 +2020-09-12 02:00:00,10331.91,10379.08,10375.4,10347.53,227.41059875 +2020-09-12 01:00:00,10349.07,10387.64,10349.07,10375.4,322.4029923 +2020-09-12 00:00:00,10335.74,10400.0,10394.41,10349.07,373.33626751 +2020-09-11 23:00:00,10352.42,10411.44,10369.5,10394.41,454.54931827 +2020-09-11 22:00:00,10349.5,10405.99,10349.99,10369.03,539.61151202 +2020-09-11 21:00:00,10323.44,10349.99,10328.43,10349.98,342.43072429 +2020-09-11 20:00:00,10311.4,10337.9,10326.58,10328.21,277.31413018 +2020-09-11 19:00:00,10298.34,10342.06,10319.83,10326.58,340.38365238 +2020-09-11 18:00:00,10295.0,10325.0,10300.02,10320.13,221.45743034 +2020-09-11 17:00:00,10268.95,10317.26,10307.04,10300.01,286.34707325 +2020-09-11 16:00:00,10302.05,10348.27,10322.72,10307.63,356.19395318 +2020-09-11 15:00:00,10296.15,10340.18,10296.15,10322.71,325.98112916 +2020-09-11 14:00:00,10257.0,10304.17,10264.76,10296.16,343.71015708 +2020-09-11 13:00:00,10256.03,10318.08,10295.33,10265.0,358.0952908 +2020-09-11 12:00:00,10254.08,10300.35,10256.54,10296.76,273.94027744 +2020-09-11 11:00:00,10253.08,10309.95,10290.2,10255.85,274.95942598 +2020-09-11 10:00:00,10277.54,10324.77,10315.58,10290.21,141.40688466 +2020-09-11 09:00:00,10295.03,10335.0,10295.03,10315.58,245.18072143 +2020-09-11 08:00:00,10255.0,10306.77,10261.58,10295.03,224.87701461 +2020-09-11 07:00:00,10239.78,10290.76,10263.15,10260.98,387.15824743 +2020-09-11 06:00:00,10250.87,10292.22,10288.27,10263.15,167.75525514 +2020-09-11 05:00:00,10215.28,10288.91,10222.25,10285.0,189.30162177 +2020-09-11 04:00:00,10200.0,10266.05,10217.92,10222.25,256.96131171 +2020-09-11 03:00:00,10211.0,10271.35,10258.93,10217.92,510.14658342 +2020-09-11 02:00:00,10250.38,10316.99,10310.5,10258.44,275.39963977 +2020-09-11 01:00:00,10297.33,10355.99,10344.7,10310.5,186.67803918 +2020-09-11 00:00:00,10341.67,10384.23,10344.24,10344.7,220.45216897 +2020-09-10 23:00:00,10311.08,10358.96,10346.67,10343.23,303.40392541 +2020-09-10 22:00:00,10325.34,10364.2,10348.56,10346.67,332.41796705 +2020-09-10 21:00:00,10291.71,10355.0,10300.01,10348.55,301.77785133 +2020-09-10 20:00:00,10271.85,10338.29,10276.46,10300.01,329.50840931 +2020-09-10 19:00:00,10254.91,10303.72,10288.59,10276.47,608.99786457 +2020-09-10 18:00:00,10258.0,10380.78,10351.18,10288.66,698.93779328 +2020-09-10 17:00:00,10334.94,10383.1,10334.94,10351.18,372.25120615 +2020-09-10 16:00:00,10306.65,10448.75,10425.64,10334.94,581.85109792 +2020-09-10 15:00:00,10354.43,10437.0,10371.01,10425.63,862.62839828 +2020-09-10 14:00:00,10360.5,10489.0,10448.21,10371.47,1413.71317296 +2020-09-10 13:00:00,10362.0,10465.63,10369.01,10448.2,681.19936797 +2020-09-10 12:00:00,10297.76,10380.73,10300.76,10369.01,468.14201596 +2020-09-10 11:00:00,10262.12,10317.37,10270.87,10300.76,637.68195241 +2020-09-10 10:00:00,10252.63,10327.25,10284.84,10273.17,359.94948916 +2020-09-10 09:00:00,10239.03,10290.72,10272.44,10284.83,267.97389751 +2020-09-10 08:00:00,10258.0,10302.61,10279.89,10272.5,248.26843865 +2020-09-10 07:00:00,10261.53,10350.84,10337.72,10279.88,223.95692847 +2020-09-10 06:00:00,10303.98,10387.25,10381.1,10337.72,226.89537249 +2020-09-10 05:00:00,10364.28,10403.14,10387.43,10381.48,174.44688471 +2020-09-10 04:00:00,10350.91,10420.0,10377.1,10387.43,234.89654689 +2020-09-10 03:00:00,10345.48,10384.32,10367.35,10379.76,307.31917576 +2020-09-10 02:00:00,10360.29,10413.17,10385.46,10368.55,560.53650403 +2020-09-10 01:00:00,10258.23,10417.8,10274.23,10385.45,504.00773769 +2020-09-10 00:00:00,10216.41,10328.32,10224.56,10277.55,536.25708239 +2020-09-09 23:00:00,10175.35,10284.43,10277.0,10224.56,785.33268627 +2020-09-09 22:00:00,10231.35,10282.7,10243.01,10277.0,266.28524894 +2020-09-09 21:00:00,10234.5,10285.38,10257.53,10243.0,404.21479976 +2020-09-09 20:00:00,10256.33,10304.49,10282.28,10257.54,335.69207058 +2020-09-09 19:00:00,10277.5,10349.99,10334.49,10282.84,595.72525055 +2020-09-09 18:00:00,10262.74,10339.99,10276.0,10334.49,728.62726937 +2020-09-09 17:00:00,10219.09,10281.17,10243.34,10275.69,499.49205324 +2020-09-09 16:00:00,10206.0,10271.21,10253.79,10243.34,536.21157503 +2020-09-09 15:00:00,10241.46,10287.19,10241.46,10253.79,593.52351563 +2020-09-09 14:00:00,10194.0,10265.0,10214.07,10241.46,530.2937453 +2020-09-09 13:00:00,10191.74,10264.33,10191.75,10213.46,487.10390518 +2020-09-09 12:00:00,10171.06,10267.81,10227.27,10191.75,544.39852135 +2020-09-09 11:00:00,10173.74,10286.9,10173.74,10226.75,405.31605425 +2020-09-09 10:00:00,10153.5,10209.58,10197.97,10173.74,207.84925059 +2020-09-09 09:00:00,10152.96,10205.26,10154.47,10197.11,162.23014558 +2020-09-09 08:00:00,10142.8,10200.0,10191.29,10154.65,217.90041326 +2020-09-09 07:00:00,10098.78,10196.0,10098.78,10191.44,235.40827601 +2020-09-09 06:00:00,10060.89,10115.0,10088.55,10098.59,143.31510014 +2020-09-09 05:00:00,10074.33,10132.28,10076.82,10087.93,206.92032273 +2020-09-09 04:00:00,10004.0,10110.0,10031.34,10073.61,339.64263063 +2020-09-09 03:00:00,9983.34,10035.46,9997.17,10027.94,270.0580282 +2020-09-09 02:00:00,9987.09,10128.66,10122.04,9996.55,498.84386448 +2020-09-09 01:00:00,10080.84,10140.99,10116.36,10122.03,289.82088922 +2020-09-09 00:00:00,10080.44,10148.05,10126.41,10116.36,361.29847603 +2020-09-08 23:00:00,10080.89,10164.81,10109.36,10125.69,675.27830288 +2020-09-08 22:00:00,9819.83,10205.87,10031.13,10109.79,3185.99121658 +2020-09-08 21:00:00,9975.0,10050.91,10014.97,10030.96,568.74747182 +2020-09-08 20:00:00,9977.77,10066.27,9987.32,10014.97,571.89469187 +2020-09-08 19:00:00,9949.17,10059.65,9983.84,9987.32,903.90380595 +2020-09-08 18:00:00,9937.0,10161.68,10155.59,9984.95,1041.6512845 +2020-09-08 17:00:00,10105.42,10160.59,10152.38,10153.31,530.72381368 +2020-09-08 16:00:00,10089.02,10169.9,10100.62,10151.37,450.69469389 +2020-09-08 15:00:00,10067.01,10153.06,10104.61,10101.34,590.89549752 +2020-09-08 14:00:00,9984.08,10158.16,9996.43,10104.62,1037.98855322 +2020-09-08 13:00:00,9930.0,10032.1,10010.24,9996.59,931.8535349 +2020-09-08 12:00:00,9920.07,10049.99,9981.04,10010.24,695.17917037 +2020-09-08 11:00:00,9934.86,10081.97,10051.05,9980.08,601.96771996 +2020-09-08 10:00:00,9980.0,10072.18,10018.64,10051.06,756.3740215 +2020-09-08 09:00:00,10018.62,10202.82,10175.53,10018.64,515.96200004 +2020-09-08 08:00:00,10153.51,10339.99,10269.3,10175.53,349.75374325 +2020-09-08 07:00:00,10244.16,10309.51,10306.61,10269.5,123.36785287 +2020-09-08 06:00:00,10226.42,10308.71,10228.06,10307.62,178.14695353 +2020-09-08 05:00:00,10222.4,10297.32,10272.28,10228.04,330.37782195 +2020-09-08 04:00:00,10242.89,10324.6,10310.56,10271.99,238.31005719 +2020-09-08 03:00:00,10299.75,10356.88,10343.45,10310.57,237.13969927 +2020-09-08 02:00:00,10312.11,10357.12,10317.3,10342.97,277.3428393 +2020-09-08 01:00:00,10310.97,10376.58,10321.47,10315.22,277.94129534 +2020-09-08 00:00:00,10313.05,10440.91,10375.0,10324.41,696.82413488 +2020-09-07 23:00:00,10344.12,10410.9,10387.47,10375.0,533.06829907 +2020-09-07 22:00:00,10156.72,10405.0,10156.73,10387.47,1093.12914938 +2020-09-07 21:00:00,10140.51,10189.04,10153.66,10156.73,515.14798024 +2020-09-07 20:00:00,10081.65,10153.66,10148.01,10153.66,406.5152599 +2020-09-07 19:00:00,10132.72,10221.86,10169.36,10149.83,367.14152146 +2020-09-07 18:00:00,10157.57,10204.86,10164.25,10169.9,300.46327328 +2020-09-07 17:00:00,10150.45,10205.92,10199.39,10163.37,310.83160922 +2020-09-07 16:00:00,10125.94,10233.61,10146.89,10200.36,624.32533428 +2020-09-07 15:00:00,9990.0,10167.91,10019.24,10146.89,866.10326458 +2020-09-07 14:00:00,9992.78,10090.17,10083.54,10019.58,442.55389672 +2020-09-07 13:00:00,9880.0,10133.4,9950.84,10084.55,1094.96328908 +2020-09-07 12:00:00,9880.6,10066.97,10029.13,9951.28,1292.18153741 +2020-09-07 11:00:00,10001.29,10146.88,10079.28,10029.56,994.78491183 +2020-09-07 10:00:00,10063.54,10164.42,10120.43,10079.28,405.6812941 +2020-09-07 09:00:00,10106.56,10181.88,10142.97,10120.44,277.74882448 +2020-09-07 08:00:00,10106.86,10185.0,10119.47,10141.43,229.83082751 +2020-09-07 07:00:00,10051.0,10161.03,10082.92,10119.47,329.41889285 +2020-09-07 06:00:00,10065.43,10135.1,10106.31,10083.34,362.78843299 +2020-09-07 05:00:00,10089.14,10182.26,10171.82,10103.5,332.59565632 +2020-09-07 04:00:00,10162.06,10243.9,10202.75,10171.8,209.92985797 +2020-09-07 03:00:00,10184.01,10225.06,10214.72,10204.59,194.06734614 +2020-09-07 02:00:00,10197.96,10286.0,10286.0,10214.72,334.14254912 +2020-09-07 01:00:00,10236.56,10293.85,10285.79,10286.0,236.00569751 +2020-09-07 00:00:00,10242.76,10315.1,10258.67,10284.9,243.50995732 +2020-09-06 23:00:00,10194.56,10310.0,10212.01,10257.86,339.7867893 +2020-09-06 22:00:00,10183.44,10350.0,10323.89,10212.0,798.25246204 +2020-09-06 21:00:00,10233.69,10358.88,10233.7,10324.12,629.98666991 +2020-09-06 20:00:00,10227.86,10275.12,10266.0,10233.7,344.48654885 +2020-09-06 19:00:00,10221.01,10287.92,10245.1,10261.49,384.89413016 +2020-09-06 18:00:00,10184.37,10250.0,10207.77,10245.11,290.36905773 +2020-09-06 17:00:00,10200.0,10247.92,10245.49,10209.86,281.30104857 +2020-09-06 16:00:00,10145.16,10257.47,10178.74,10245.42,359.02779435 +2020-09-06 15:00:00,10126.74,10251.04,10238.0,10178.74,368.04689064 +2020-09-06 14:00:00,10176.58,10262.46,10222.59,10239.98,336.74993957 +2020-09-06 13:00:00,10149.51,10249.16,10249.16,10224.29,536.69924561 +2020-09-06 12:00:00,10231.44,10299.94,10268.46,10249.16,477.90715409 +2020-09-06 11:00:00,10191.78,10273.71,10229.88,10268.34,259.3371245 +2020-09-06 10:00:00,10170.84,10237.88,10215.48,10230.86,146.35543174 +2020-09-06 09:00:00,10168.31,10278.56,10235.76,10214.86,260.76372463 +2020-09-06 08:00:00,10177.71,10264.88,10234.94,10236.62,298.86559091 +2020-09-06 07:00:00,10136.59,10250.0,10161.26,10234.95,263.44512191 +2020-09-06 06:00:00,10071.54,10171.38,10123.08,10161.26,158.53741436 +2020-09-06 05:00:00,10000.0,10144.88,10058.39,10123.08,468.15454417 +2020-09-06 04:00:00,10030.0,10218.24,10168.96,10056.32,717.99236543 +2020-09-06 03:00:00,10108.05,10193.56,10158.64,10167.86,313.11339631 +2020-09-06 02:00:00,10057.11,10170.71,10123.78,10155.35,401.08959724 +2020-10-01 01:00:00,10786.25,10847.0,10786.25,10840.58,360.83307902 +2020-10-01 00:00:00,10779.63,10829.99,10779.63,10786.25,401.46538715 +2020-09-30 23:00:00,10735.8,10785.27,10743.84,10779.63,233.08804902 +2020-09-30 22:00:00,10700.0,10758.91,10707.38,10743.92,200.17127789 +2020-09-30 21:00:00,10701.58,10740.0,10704.49,10707.38,202.76315478 +2020-09-30 20:00:00,10681.66,10729.15,10706.0,10704.49,450.96110109 +2020-09-30 19:00:00,10675.35,10737.63,10729.76,10708.57,343.71951485 +2020-09-30 18:00:00,10681.0,10776.74,10770.0,10729.76,591.54592263 +2020-09-30 17:00:00,10757.1,10804.01,10787.1,10769.47,343.67948632 +2020-09-30 16:00:00,10754.43,10789.0,10780.47,10787.11,249.5993533 +2020-09-30 15:00:00,10746.95,10793.52,10747.52,10780.83,312.90825924 +2020-09-30 14:00:00,10734.31,10760.0,10737.07,10747.56,368.17019098 +2020-09-30 13:00:00,10716.98,10749.14,10722.81,10737.07,426.5551798 +2020-09-30 12:00:00,10667.39,10744.8,10675.86,10722.8,308.69186707 +2020-09-30 11:00:00,10675.1,10724.55,10720.88,10675.87,183.05830842 +2020-09-30 10:00:00,10689.21,10723.19,10690.29,10721.37,157.01443733 +2020-09-30 09:00:00,10657.04,10703.69,10703.69,10691.87,184.72677106 +2020-09-30 08:00:00,10679.83,10724.18,10695.19,10703.82,97.5238647 +2020-09-30 07:00:00,10683.66,10747.7,10712.67,10695.17,220.15558552 +2020-09-30 06:00:00,10675.14,10730.26,10698.0,10713.24,175.3506775 +2020-09-30 05:00:00,10698.01,10762.91,10748.94,10698.01,184.86964899 +2020-09-30 04:00:00,10695.92,10758.25,10739.81,10748.95,234.52004633 +2020-09-30 03:00:00,10739.56,10777.12,10774.01,10739.84,190.94300921 +2020-09-30 02:00:00,10760.7,10818.07,10792.29,10774.11,206.85803363 +2020-09-30 01:00:00,10772.35,10824.91,10810.14,10792.3,232.06310583 +2020-09-30 00:00:00,10810.01,10847.0,10839.98,10810.01,219.59259258 +2020-09-29 23:00:00,10767.25,10860.79,10767.25,10840.73,582.78372656 +2020-09-29 22:00:00,10750.0,10775.0,10769.77,10767.12,242.34098078 +2020-09-29 21:00:00,10744.61,10775.0,10756.28,10770.45,298.00323377 +2020-09-29 20:00:00,10736.58,10774.0,10736.58,10756.29,611.22806341 +2020-09-29 19:00:00,10714.16,10764.36,10726.31,10736.75,568.62987714 +2020-09-29 18:00:00,10672.97,10744.43,10676.24,10726.3,410.22082258 +2020-09-29 17:00:00,10636.13,10697.73,10691.87,10676.24,461.80150287 +2020-09-29 16:00:00,10658.46,10734.55,10722.9,10692.3,666.71501724 +2020-09-29 15:00:00,10713.0,10772.51,10762.45,10722.9,414.54828438 +2020-09-29 14:00:00,10739.99,10790.0,10759.85,10762.41,393.43144987 +2020-09-29 13:00:00,10714.65,10768.82,10760.72,10758.85,319.97780552 +2020-09-29 12:00:00,10741.93,10765.82,10757.19,10761.41,199.90656628 +2020-09-29 11:00:00,10754.37,10790.0,10771.81,10757.19,247.18717481 +2020-09-29 10:00:00,10710.34,10780.53,10716.56,10768.25,201.5257013 +2020-09-29 09:00:00,10700.77,10752.23,10730.21,10716.57,174.14378043 +2020-09-29 08:00:00,10708.48,10736.02,10722.75,10729.45,167.5510211 +2020-09-29 07:00:00,10707.9,10741.02,10739.28,10723.37,217.91402904 +2020-09-29 06:00:00,10662.08,10741.99,10673.67,10739.29,183.6499862 +2020-09-29 05:00:00,10667.0,10692.48,10687.43,10673.67,194.74707585 +2020-09-29 04:00:00,10685.79,10706.62,10685.8,10687.43,192.45058237 +2020-09-29 03:00:00,10681.0,10705.98,10682.35,10685.8,246.77132992 +2020-09-29 02:00:00,10655.18,10699.05,10677.99,10682.47,280.94249253 +2020-09-29 01:00:00,10668.17,10713.02,10706.53,10677.13,407.11965365 +2020-09-29 00:00:00,10651.78,10728.09,10694.9,10706.54,517.19249576 +2020-09-28 23:00:00,10621.22,10866.1,10865.76,10695.55,1533.80375051 +2020-09-28 22:00:00,10851.65,10888.11,10888.11,10866.28,179.13092947 +2020-09-28 21:00:00,10850.0,10890.0,10867.45,10888.28,278.90097795 +2020-09-28 20:00:00,10861.14,10877.63,10869.07,10867.45,314.76815926 +2020-09-28 19:00:00,10833.62,10875.0,10872.41,10869.07,401.48885185 +2020-09-28 18:00:00,10850.15,10893.92,10893.92,10872.42,557.74702158 +2020-09-28 17:00:00,10876.48,10925.0,10891.46,10894.08,488.40780397 +2020-09-28 16:00:00,10873.14,10911.56,10900.58,10891.47,424.57821813 +2020-09-28 15:00:00,10857.59,10915.2,10863.45,10900.59,448.72499827 +2020-09-28 14:00:00,10860.03,10921.93,10891.11,10862.26,351.59674795 +2020-09-28 13:00:00,10879.66,10946.58,10905.59,10888.01,397.39047125 +2020-09-28 12:00:00,10840.83,10947.07,10879.99,10905.59,596.47032225 +2020-09-28 11:00:00,10856.42,10913.43,10877.25,10880.0,248.29798771 +2020-09-28 10:00:00,10832.46,10889.97,10853.96,10877.12,118.64453216 +2020-09-28 09:00:00,10835.03,10876.48,10857.43,10855.91,149.74420817 +2020-09-28 08:00:00,10844.61,10893.1,10853.37,10858.32,95.87740257 +2020-09-28 07:00:00,10835.25,10878.91,10869.43,10853.37,141.55644905 +2020-09-28 06:00:00,10850.58,10889.85,10882.18,10869.25,197.09144213 +2020-09-28 05:00:00,10867.89,10915.25,10897.34,10882.19,122.03891372 +2020-09-28 04:00:00,10869.06,10907.38,10886.51,10896.85,189.45251766 +2020-09-28 03:00:00,10875.39,10918.25,10912.09,10887.21,219.5051184 +2020-09-28 02:00:00,10908.93,10949.99,10928.27,10911.7,296.0630875 +2020-09-28 01:00:00,10887.13,10930.66,10891.06,10926.0,240.93200786 +2020-09-28 00:00:00,10778.99,10956.11,10779.0,10892.17,883.84964901 +2020-09-27 23:00:00,10733.28,10784.25,10756.67,10778.2,228.11237087 +2020-09-27 22:00:00,10723.61,10764.82,10723.61,10757.35,170.68880718 +2020-09-27 21:00:00,10706.14,10740.06,10725.83,10722.67,168.74833008 +2020-09-27 20:00:00,10717.75,10736.29,10736.29,10725.83,124.57310201 +2020-09-27 19:00:00,10705.01,10743.99,10717.96,10736.64,116.13085442 +2020-09-27 18:00:00,10704.96,10745.39,10728.93,10716.73,129.7880526 +2020-09-27 17:00:00,10715.01,10739.79,10722.62,10728.32,114.06218466 +2020-09-27 16:00:00,10714.59,10775.0,10757.04,10722.53,185.21954071 +2020-09-27 15:00:00,10633.98,10767.39,10674.77,10756.69,340.3922205 +2020-09-27 14:00:00,10660.17,10690.18,10677.73,10675.9,179.16134052 +2020-09-27 13:00:00,10656.41,10684.65,10665.79,10677.64,76.16132344 +2020-09-27 12:00:00,10595.24,10671.4,10625.01,10666.81,193.74196169 +2020-09-27 11:00:00,10625.0,10665.26,10659.22,10625.01,191.96018698 +2020-09-27 10:00:00,10630.89,10678.51,10634.38,10660.22,98.21968851 +2020-09-27 09:00:00,10623.35,10659.06,10649.69,10634.35,53.46385371 +2020-09-27 08:00:00,10617.53,10674.23,10674.23,10649.55,85.76466761 +2020-09-27 07:00:00,10659.48,10692.62,10666.5,10674.23,100.88118671 +2020-09-27 06:00:00,10625.86,10787.0,10786.99,10668.49,324.80352396 +2020-09-27 05:00:00,10768.6,10792.0,10788.0,10787.0,115.80922874 +2020-09-27 04:00:00,10775.99,10794.0,10786.75,10788.0,158.51125562 +2020-09-27 03:00:00,10768.36,10790.0,10783.6,10786.75,134.9598955 +2020-09-27 02:00:00,10765.54,10788.96,10775.37,10783.61,172.5080132 +2020-09-27 01:00:00,10770.0,10806.32,10778.6,10775.99,237.96640694 +2020-09-27 00:00:00,10721.75,10779.74,10730.0,10778.6,178.40886446 +2020-09-26 23:00:00,10684.28,10756.76,10735.21,10730.0,317.77679531 +2020-09-26 22:00:00,10704.65,10748.55,10718.18,10735.71,117.00027018 +2020-09-26 21:00:00,10718.82,10759.39,10720.0,10721.74,232.84612836 +2020-09-26 20:00:00,10708.0,10726.32,10722.28,10719.99,125.90743647 +2020-09-26 19:00:00,10711.69,10734.44,10733.27,10723.03,134.89734083 +2020-09-26 18:00:00,10728.51,10786.52,10748.62,10729.65,198.24268515 +2020-09-26 17:00:00,10725.58,10755.23,10750.0,10747.21,166.46729622 +2020-09-26 16:00:00,10686.69,10752.8,10721.29,10750.0,194.48118574 +2020-09-26 15:00:00,10708.23,10746.43,10713.32,10721.29,180.83541587 +2020-09-26 14:00:00,10671.66,10733.0,10678.69,10712.87,203.88838447 +2020-09-26 13:00:00,10671.57,10702.73,10693.87,10678.69,188.47357412 +2020-09-26 12:00:00,10669.31,10710.19,10710.19,10693.87,118.17566049 +2020-09-26 11:00:00,10700.71,10731.82,10727.05,10710.19,69.65382849 +2020-09-26 10:00:00,10669.0,10733.97,10697.76,10727.07,59.98574113 +2020-09-26 09:00:00,10677.21,10717.28,10692.8,10697.77,75.69802467 +2020-09-26 08:00:00,10675.86,10719.46,10712.65,10692.81,107.25359886 +2020-09-26 07:00:00,10697.54,10743.7,10737.59,10712.64,83.23982954 +2020-09-26 06:00:00,10721.01,10777.5,10727.14,10739.58,117.28439545 +2020-09-26 05:00:00,10710.49,10828.0,10741.31,10729.15,334.81613638 +2020-09-26 04:00:00,10692.35,10741.71,10713.43,10741.31,94.77315022 +2020-09-26 03:00:00,10705.12,10750.0,10715.13,10712.53,144.54040924 +2020-09-26 02:00:00,10681.54,10730.23,10694.0,10715.14,109.4290967 +2020-09-26 01:00:00,10654.95,10705.2,10657.64,10694.0,126.71711294 +2020-09-26 00:00:00,10654.58,10715.87,10690.53,10658.37,281.01390289 +2020-09-25 23:00:00,10658.88,10702.98,10691.35,10690.53,170.6219829 +2020-09-25 22:00:00,10674.19,10757.19,10753.1,10691.36,319.02070162 +2020-09-25 21:00:00,10707.03,10754.38,10717.52,10752.23,437.30953519 +2020-09-25 20:00:00,10713.81,10765.07,10723.87,10717.66,409.14196065 +2020-09-25 19:00:00,10688.36,10733.1,10707.92,10722.43,454.24108575 +2020-09-25 18:00:00,10700.0,10749.65,10701.01,10707.92,522.43840015 +2020-09-25 17:00:00,10642.55,10725.8,10656.93,10701.02,678.93946369 +2020-09-25 16:00:00,10631.01,10672.35,10653.29,10656.92,335.33913607 +2020-09-25 15:00:00,10560.11,10671.0,10624.16,10653.29,446.02245587 +2020-09-25 14:00:00,10551.0,10632.61,10615.77,10621.4,1021.70788123 +2020-09-25 13:00:00,10590.86,10642.58,10614.72,10615.76,318.40988247 +2020-09-25 12:00:00,10590.0,10681.59,10625.6,10614.72,325.20280979 +2020-09-25 11:00:00,10574.02,10646.44,10594.66,10625.67,983.08800617 +2020-09-25 10:00:00,10581.59,10624.5,10584.9,10593.29,169.57383568 +2020-09-25 09:00:00,10559.12,10647.46,10602.19,10586.29,361.49021769 +2020-09-25 08:00:00,10580.7,10694.01,10694.01,10601.6,347.55196603 +2020-09-25 07:00:00,10667.03,10706.05,10694.06,10694.01,972.73029585 +2020-09-25 06:00:00,10617.39,10697.59,10649.04,10690.37,171.10738624 +2020-09-25 05:00:00,10640.91,10680.67,10675.8,10642.46,128.88845658 +2020-09-25 04:00:00,10657.0,10691.31,10665.96,10675.81,169.1222696 +2020-09-25 03:00:00,10663.48,10718.39,10708.51,10666.67,188.86685758 +2020-09-25 02:00:00,10687.76,10724.99,10688.34,10708.92,160.31559112 +2020-09-25 01:00:00,10687.46,10735.02,10712.36,10688.35,281.6217813 +2020-09-25 00:00:00,10693.04,10762.44,10740.0,10712.31,317.87565064 +2020-09-24 23:00:00,10722.77,10772.86,10768.43,10740.01,472.31348019 +2020-09-24 22:00:00,10637.98,10795.87,10650.38,10768.42,754.05466106 +2020-09-24 21:00:00,10621.21,10669.99,10626.55,10650.38,334.39713582 +2020-09-24 20:00:00,10626.49,10669.99,10655.29,10626.56,415.53921435 +2020-09-24 19:00:00,10594.99,10669.69,10610.89,10657.22,380.31871451 +2020-09-24 18:00:00,10606.0,10690.0,10666.01,10610.9,378.40579321 +2020-09-24 17:00:00,10655.52,10717.1,10676.34,10667.44,603.87167891 +2020-09-24 16:00:00,10545.22,10737.38,10548.01,10676.34,1343.74895733 +2020-09-24 15:00:00,10393.44,10572.99,10406.64,10548.35,1043.35782142 +2020-09-24 14:00:00,10367.37,10417.96,10369.99,10406.64,427.07486133 +2020-09-24 13:00:00,10328.89,10394.91,10377.67,10369.99,722.63061954 +2020-09-24 12:00:00,10365.99,10425.57,10412.0,10377.68,235.39764776 +2020-09-24 11:00:00,10365.89,10441.61,10376.88,10412.0,340.74086261 +2020-09-24 10:00:00,10316.49,10377.38,10325.38,10376.33,195.35016776 +2020-09-24 09:00:00,10283.48,10338.93,10312.17,10325.38,152.46756197 +2020-09-24 08:00:00,10307.92,10352.1,10341.75,10312.16,159.39356057 +2020-09-24 07:00:00,10285.84,10349.84,10287.24,10341.35,167.40435585 +2020-09-24 06:00:00,10280.87,10320.0,10289.12,10284.95,121.76716272 +2020-09-24 05:00:00,10270.0,10299.0,10277.42,10289.46,145.89490958 +2020-09-24 04:00:00,10275.37,10315.34,10300.48,10278.41,124.46563711 +2020-09-24 03:00:00,10283.17,10321.44,10283.17,10299.7,186.50516448 +2020-09-24 02:00:00,10279.86,10340.25,10287.46,10283.18,214.18453573 +2020-09-24 01:00:00,10277.14,10313.77,10289.81,10284.79,252.37289001 +2020-09-24 00:00:00,10192.56,10295.49,10237.41,10290.4,506.73610425 +2020-09-23 23:00:00,10209.0,10269.31,10266.52,10235.1,333.80036649 +2020-09-23 22:00:00,10242.15,10296.08,10252.95,10267.7,526.27753764 +2020-09-23 21:00:00,10204.64,10285.0,10225.78,10253.01,638.19058539 +2020-09-23 20:00:00,10135.22,10319.6,10288.96,10225.66,1421.11273911 +2020-09-23 19:00:00,10251.01,10409.25,10402.31,10288.96,1244.77899235 +2020-09-23 18:00:00,10401.22,10462.25,10455.49,10402.31,441.14756198 +2020-09-23 17:00:00,10454.9,10484.0,10483.07,10455.5,423.84497221 +2020-09-23 16:00:00,10451.0,10497.83,10453.42,10483.06,327.65878314 +2020-09-23 15:00:00,10451.0,10489.27,10475.01,10454.16,285.59910553 +2020-09-23 14:00:00,10463.18,10507.43,10500.0,10475.19,412.03092179 +2020-09-23 13:00:00,10498.3,10541.25,10510.17,10501.28,356.34493481 +2020-09-23 12:00:00,10467.01,10521.27,10475.03,10510.17,238.98292496 +2020-09-23 11:00:00,10471.92,10493.82,10492.11,10475.02,231.97105109 +2020-09-23 10:00:00,10465.0,10492.29,10483.45,10492.11,163.90279849 +2020-09-23 09:00:00,10441.82,10496.03,10443.82,10484.83,110.00565877 +2020-09-23 08:00:00,10408.06,10460.49,10431.19,10445.91,102.0314971 +2020-09-23 07:00:00,10380.49,10435.54,10431.56,10431.13,224.49171929 +2020-09-23 06:00:00,10406.06,10474.81,10470.95,10431.56,397.18455752 +2020-09-23 05:00:00,10451.36,10491.03,10470.39,10471.51,123.52736726 +2020-09-23 04:00:00,10448.73,10487.36,10478.74,10470.39,213.70887581 +2020-09-23 03:00:00,10473.99,10520.82,10519.14,10478.33,160.45599313 +2020-09-23 02:00:00,10505.07,10532.49,10512.99,10519.87,130.12155234 +2020-09-23 01:00:00,10502.54,10530.34,10510.92,10513.0,205.54877342 +2020-09-23 00:00:00,10501.96,10539.95,10531.13,10511.87,180.52306685 +2020-09-22 23:00:00,10500.0,10540.53,10509.1,10531.13,205.01447525 +2020-09-22 22:00:00,10496.92,10554.98,10552.43,10514.0,248.50210726 +2020-09-22 21:00:00,10457.09,10576.82,10515.99,10552.34,582.49648295 +2020-09-22 20:00:00,10483.58,10519.18,10495.0,10515.92,316.04762938 +2020-09-22 19:00:00,10470.0,10498.28,10492.39,10495.01,278.43412691 +2020-09-22 18:00:00,10485.87,10502.94,10487.29,10492.39,367.70864072 +2020-09-22 17:00:00,10445.28,10490.06,10452.25,10487.28,308.00297814 +2020-09-22 16:00:00,10450.01,10494.17,10451.49,10452.3,453.84539092 +2020-09-22 15:00:00,10421.94,10467.35,10436.0,10451.5,611.39916424 +2020-09-22 14:00:00,10436.0,10512.6,10470.96,10436.0,542.00908394 +2020-09-22 13:00:00,10457.14,10525.77,10490.68,10470.96,566.86544294 +2020-09-22 12:00:00,10426.0,10497.39,10451.4,10490.68,342.67283575 +2020-09-22 11:00:00,10445.24,10503.92,10460.37,10453.22,139.70572039 +2020-09-22 10:00:00,10428.45,10478.81,10451.26,10458.88,97.13223076 +2020-09-22 09:00:00,10439.55,10470.67,10458.27,10451.25,125.05690908 +2020-09-22 08:00:00,10370.82,10475.54,10370.82,10458.27,289.86336505 +2020-09-22 07:00:00,10356.92,10440.0,10422.11,10370.83,224.40763821 +2020-09-22 06:00:00,10408.28,10498.36,10462.06,10423.0,202.96649684 +2020-09-22 05:00:00,10440.05,10471.26,10463.48,10459.14,194.8279703 +2020-09-22 04:00:00,10447.1,10485.81,10447.1,10462.38,165.89977325 +2020-09-22 03:00:00,10435.57,10474.95,10465.82,10447.11,202.43194953 +2020-09-22 02:00:00,10420.99,10465.82,10434.75,10465.82,341.66001924 +2020-09-22 01:00:00,10401.01,10470.08,10456.13,10434.76,547.71838636 +2020-09-22 00:00:00,10355.0,10490.61,10416.83,10456.13,549.58760702 +2020-09-21 23:00:00,10408.88,10505.09,10481.57,10416.82,511.20534631 +2020-09-21 22:00:00,10466.01,10533.23,10504.96,10481.68,261.00060632 +2020-09-21 21:00:00,10462.91,10533.33,10477.86,10504.96,457.20586241 +2020-09-21 20:00:00,10474.52,10532.46,10499.41,10478.38,605.60441485 +2020-09-21 19:00:00,10435.72,10500.0,10440.0,10499.94,761.45468986 +2020-09-21 18:00:00,10376.75,10440.0,10391.0,10440.0,412.90201809 +2020-09-21 17:00:00,10366.15,10426.55,10375.39,10392.69,639.72068588 +2020-09-21 16:00:00,10180.0,10428.29,10416.68,10375.39,1707.02007761 +2020-09-21 15:00:00,10345.11,10448.28,10408.94,10416.35,1040.63368043 +2020-09-21 14:00:00,10292.02,10600.47,10585.57,10408.9,2403.66842097 +2020-09-21 13:00:00,10549.81,10630.0,10565.65,10586.82,752.35732482 +2020-09-21 12:00:00,10497.19,10629.99,10629.99,10567.09,882.55236412 +2020-09-21 11:00:00,10575.0,10679.59,10661.52,10630.0,714.41930226 +2020-09-21 10:00:00,10634.07,10727.27,10695.49,10662.12,904.85424407 +2020-09-21 09:00:00,10687.3,10857.76,10846.35,10695.62,782.28109682 +2020-09-21 08:00:00,10805.0,10909.07,10898.01,10846.37,456.05841589 +2020-09-21 07:00:00,10890.0,10957.4,10950.74,10898.03,243.49133687 +2020-09-21 06:00:00,10938.27,10976.23,10965.0,10950.18,109.99718112 +2020-09-21 05:00:00,10932.31,10965.14,10960.12,10965.01,147.7596773 +2020-09-21 04:00:00,10959.29,10994.0,10966.0,10960.12,305.41569875 +2020-09-21 03:00:00,10923.38,10965.98,10944.11,10965.7,237.14270224 +2020-09-21 02:00:00,10943.01,10968.07,10946.37,10944.92,214.04900357 +2020-09-21 01:00:00,10942.74,10982.0,10959.1,10943.93,205.94209564 +2020-09-21 00:00:00,10896.03,10978.91,10920.94,10958.31,247.97496729 +2020-09-20 23:00:00,10875.58,10939.27,10875.58,10920.89,381.535178 +2020-09-20 22:00:00,10826.39,10886.48,10874.44,10875.62,234.71387497 +2020-09-20 21:00:00,10820.52,10895.8,10855.06,10872.89,231.22613741 +2020-09-20 20:00:00,10841.66,10880.88,10872.24,10855.05,203.27471043 +2020-09-20 19:00:00,10859.46,10902.83,10893.44,10871.78,146.9625738 +2020-09-20 18:00:00,10867.04,10906.32,10899.72,10893.44,182.31222206 +2020-09-20 17:00:00,10852.86,10905.31,10857.32,10899.95,229.37383421 +2020-09-20 16:00:00,10759.37,10857.46,10837.45,10854.35,529.29528108 +2020-09-20 15:00:00,10828.76,10878.54,10839.03,10837.57,240.38541281 +2020-09-20 14:00:00,10832.57,10864.0,10864.0,10839.02,243.16833849 +2020-09-20 13:00:00,10794.0,10868.0,10850.08,10863.99,488.24491515 +2020-09-20 12:00:00,10832.31,10955.97,10950.01,10850.01,582.10802427 +2020-09-20 11:00:00,10950.0,10983.52,10983.51,10950.0,70.05862764 +2020-09-20 10:00:00,10942.55,10983.54,10962.95,10983.52,80.85871513 +2020-09-20 09:00:00,10928.12,10964.52,10954.53,10962.96,83.24267519 +2020-09-20 08:00:00,10950.64,10975.44,10959.33,10954.53,93.40413443 +2020-09-20 07:00:00,10950.0,10989.0,10966.81,10959.33,166.00123845 +2020-09-20 06:00:00,10940.03,10969.36,10953.04,10967.1,151.08321747 +2020-09-20 05:00:00,10940.0,10969.32,10969.32,10953.05,113.24150968 +2020-09-20 04:00:00,10932.97,10978.0,10947.36,10969.32,171.00737137 +2020-09-20 03:00:00,10902.33,10954.97,10919.47,10947.43,255.74870163 +2020-09-20 02:00:00,10914.18,10963.94,10941.98,10918.69,294.24019319 +2020-09-20 01:00:00,10920.82,11055.98,11055.98,10942.49,678.76045402 +2020-09-20 00:00:00,11045.0,11081.37,11081.09,11057.32,153.53774964 +2020-09-19 23:00:00,11042.0,11089.94,11068.8,11080.0,132.17610278 +2020-09-19 22:00:00,11030.78,11072.95,11052.44,11069.22,190.54989589 +2020-09-19 21:00:00,11031.19,11095.15,11095.01,11052.44,228.12315868 +2020-09-19 20:00:00,11046.93,11098.74,11058.71,11095.01,233.69477059 +2020-09-19 19:00:00,11035.34,11078.73,11051.84,11059.77,241.95211968 +2020-09-19 18:00:00,11012.08,11079.05,11071.97,11051.84,411.95233006 +2020-09-19 17:00:00,11060.09,11100.0,11060.31,11071.98,259.78586304 +2020-09-19 16:00:00,11058.08,11117.58,11092.31,11060.3,251.4808047 +2020-09-19 15:00:00,11055.0,11105.75,11084.99,11092.57,310.19719768 +2020-09-19 14:00:00,11055.54,11109.43,11108.96,11085.0,268.58237853 +2020-09-19 13:00:00,11080.01,11129.01,11103.4,11108.97,250.27224926 +2020-09-19 12:00:00,11054.3,11179.9,11141.13,11103.9,562.65214293 +2020-09-19 11:00:00,10976.27,11151.36,10993.0,11144.86,774.61221845 +2020-09-19 10:00:00,10938.27,10992.87,10948.01,10992.87,124.92828396 +2020-09-19 09:00:00,10928.88,10962.51,10929.41,10948.01,53.93550475 +2020-09-19 08:00:00,10891.78,10929.41,10904.43,10929.41,98.200403 +2020-09-19 07:00:00,10903.12,10951.62,10946.46,10904.36,93.33627164 +2020-09-19 06:00:00,10932.51,10955.27,10935.13,10946.46,99.05688817 +2020-09-19 05:00:00,10928.2,10968.75,10962.13,10935.13,149.78062281 +2020-09-19 04:00:00,10955.72,10985.0,10982.04,10963.1,111.30231759 +2020-09-19 03:00:00,10950.44,10982.93,10975.0,10982.09,223.46795874 +2020-09-19 02:00:00,10947.56,10975.0,10948.98,10974.99,138.37525075 +2020-09-19 01:00:00,10941.92,10980.0,10977.95,10950.0,220.78511547 +2020-09-19 00:00:00,10936.78,10979.44,10937.5,10977.95,288.82226914 +2020-09-18 23:00:00,10892.38,10940.57,10932.03,10937.52,308.62510777 +2020-09-18 22:00:00,10924.51,10949.6,10945.08,10932.03,234.791121 +2020-09-18 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18:00:00,13716.94,13791.77,13791.77,13731.2,398.58056749 +2020-10-31 17:00:00,13750.0,13834.49,13834.49,13793.15,394.11453272 +2020-10-31 16:00:00,13819.42,13895.64,13863.93,13834.16,502.26053272 +2020-10-31 15:00:00,13742.98,13872.03,13818.37,13865.98,504.01005354 +2020-10-31 14:00:00,13785.41,13882.66,13872.6,13820.87,355.83936473 +2020-10-31 13:00:00,13830.0,13939.99,13887.02,13870.99,364.08394982 +2020-10-31 12:00:00,13861.5,13948.84,13947.0,13888.33,482.00028118 +2020-10-31 11:00:00,13804.44,13966.32,13825.8,13948.36,639.74543597 +2020-10-31 10:00:00,13590.0,14098.92,13895.84,13821.88,2496.01227134 +2020-10-31 09:00:00,13726.51,13966.99,13751.95,13895.83,897.44322506 +2020-10-31 08:00:00,13583.92,13838.16,13585.48,13748.11,806.90526096 +2020-10-31 07:00:00,13560.19,13624.01,13624.01,13585.04,180.23327367 +2020-10-31 06:00:00,13475.0,13624.07,13490.0,13624.01,186.79035802 +2020-10-31 05:00:00,13490.0,13534.26,13527.0,13490.01,107.84713294 +2020-10-31 04:00:00,13463.63,13532.76,13503.64,13525.62,215.02025359 +2020-10-31 03:00:00,13424.73,13633.04,13621.63,13505.59,619.57263358 +2020-10-31 02:00:00,13570.32,13742.0,13646.01,13621.22,805.43328111 +2020-10-31 01:00:00,13580.38,13659.0,13625.27,13645.25,341.83456845 +2020-10-31 00:00:00,13527.77,13658.72,13571.51,13625.26,342.24494658 +2020-10-30 23:00:00,13551.0,13650.0,13570.71,13571.51,306.85215083 +2020-10-30 22:00:00,13549.24,13620.11,13566.19,13570.65,330.20742918 +2020-10-30 21:00:00,13476.04,13655.6,13640.89,13566.16,530.26140374 +2020-10-30 20:00:00,13524.59,13679.76,13550.19,13640.76,759.96994288 +2020-10-30 19:00:00,13500.0,13554.77,13539.55,13550.2,380.46380889 +2020-10-30 18:00:00,13509.78,13573.25,13537.97,13541.49,563.10055734 +2020-10-30 17:00:00,13470.05,13587.0,13540.11,13538.24,570.87685142 +2020-10-30 16:00:00,13511.23,13600.0,13558.37,13540.11,860.55498423 +2020-10-30 15:00:00,13366.29,13561.51,13366.29,13561.2,1925.64149713 +2020-10-30 14:00:00,13265.91,13389.06,13275.59,13369.6,1239.5425858 +2020-10-30 13:00:00,13238.12,13353.51,13342.15,13276.41,802.51277118 +2020-10-30 12:00:00,13300.35,13376.88,13363.24,13339.47,559.30461767 +2020-10-30 11:00:00,13256.83,13387.3,13308.31,13363.15,481.05753129 +2020-10-30 10:00:00,13223.98,13351.95,13286.38,13308.32,317.28339856 +2020-10-30 09:00:00,13149.43,13307.25,13249.42,13289.8,443.20016215 +2020-10-30 08:00:00,13195.17,13347.25,13223.73,13250.78,420.64704451 +2020-10-30 07:00:00,13131.31,13265.42,13213.09,13214.96,686.25495045 +2020-10-30 06:00:00,13148.0,13290.9,13183.52,13213.09,646.73710365 +2020-10-30 05:00:00,13177.0,13504.72,13432.6,13183.53,1112.12987074 +2020-10-30 04:00:00,13395.09,13477.92,13443.21,13435.46,327.46319155 +2020-10-30 03:00:00,13413.4,13526.68,13464.88,13443.22,513.31726406 +2020-10-30 02:00:00,13459.97,13585.0,13574.21,13465.56,554.39002791 +2020-10-30 01:00:00,13550.64,13687.82,13592.63,13574.22,641.91223482 +2020-10-30 00:00:00,13350.36,13609.0,13460.0,13594.43,690.6090954 +2020-10-29 23:00:00,13408.01,13502.79,13412.93,13460.0,418.6382826 +2020-10-29 22:00:00,13401.0,13531.59,13526.89,13412.95,445.24844965 +2020-10-29 21:00:00,13440.92,13550.0,13488.41,13526.66,494.73571378 +2020-10-29 20:00:00,13440.47,13536.73,13500.0,13488.41,549.7181675 +2020-10-29 19:00:00,13500.07,13596.83,13572.46,13500.07,585.24402928 +2020-10-29 18:00:00,13505.1,13637.83,13593.4,13569.5,776.24689562 +2020-10-29 17:00:00,13521.75,13650.0,13561.63,13593.39,863.51695294 +2020-10-29 16:00:00,13407.25,13621.17,13446.97,13561.64,1385.46776881 +2020-10-29 15:00:00,13370.74,13480.23,13440.0,13446.97,983.24966298 +2020-10-29 14:00:00,13242.23,13489.0,13243.44,13440.0,1683.3184775 +2020-10-29 13:00:00,13105.52,13255.1,13142.63,13243.01,776.27200167 +2020-10-29 12:00:00,12976.29,13150.0,13056.78,13142.64,977.30549304 +2020-10-29 11:00:00,13056.14,13181.45,13105.11,13059.14,359.38968371 +2020-10-29 10:00:00,13051.8,13207.46,13200.01,13107.56,484.40722449 +2020-10-29 09:00:00,13130.71,13215.42,13131.01,13200.01,398.00250346 +2020-10-29 08:00:00,13100.0,13190.93,13139.95,13131.01,470.0509488 +2020-10-29 07:00:00,13126.77,13293.25,13283.64,13141.83,531.65109091 +2020-10-29 06:00:00,13255.62,13324.12,13292.97,13283.64,561.41609898 +2020-10-29 05:00:00,13243.94,13295.0,13243.94,13292.97,423.40117304 +2020-10-29 04:00:00,13243.79,13308.2,13283.96,13243.94,399.59420333 +2020-10-29 03:00:00,13184.16,13286.82,13244.14,13283.95,460.27554344 +2020-10-29 02:00:00,13223.82,13296.1,13289.97,13244.14,486.00966769 +2020-10-29 01:00:00,13189.0,13304.79,13257.67,13289.98,725.00955158 +2020-10-29 00:00:00,13253.3,13319.14,13281.06,13257.58,557.90709171 +2020-10-28 23:00:00,13250.0,13320.92,13269.68,13281.05,631.77733799 +2020-10-28 22:00:00,13200.06,13287.0,13206.85,13269.68,564.1625544 +2020-10-28 21:00:00,13117.32,13220.06,13213.64,13207.18,575.90013501 +2020-10-28 20:00:00,13158.91,13235.0,13179.78,13213.65,569.92862391 +2020-10-28 19:00:00,13156.72,13265.0,13221.67,13179.44,977.07597251 +2020-10-28 18:00:00,13143.48,13258.81,13193.52,13221.66,981.03500908 +2020-10-28 17:00:00,13012.98,13228.12,13151.44,13194.92,986.94818661 +2020-10-28 16:00:00,13045.61,13228.63,13226.78,13153.17,1051.2152207 +2020-10-28 15:00:00,13050.21,13248.99,13072.23,13226.67,1270.18678851 +2020-10-28 14:00:00,12891.57,13160.14,13113.2,13075.4,2522.06616167 +2020-10-28 13:00:00,13111.0,13362.02,13296.99,13115.67,1870.81386143 +2020-10-28 12:00:00,13164.55,13373.01,13324.83,13297.0,1660.85480801 +2020-10-28 11:00:00,13317.62,13580.0,13566.39,13326.37,1480.00540047 +2020-10-28 10:00:00,13525.0,13643.47,13614.06,13566.13,569.96844486 +2020-10-28 09:00:00,13590.33,13715.34,13694.9,13614.06,343.33153984 +2020-10-28 08:00:00,13574.82,13700.0,13673.61,13694.52,424.44871351 +2020-10-28 07:00:00,13560.56,13731.58,13716.78,13672.45,599.37549062 +2020-10-28 06:00:00,13710.86,13787.75,13734.53,13717.57,276.72277915 +2020-10-28 05:00:00,13691.0,13780.0,13756.02,13734.53,412.04075137 +2020-10-28 04:00:00,13725.59,13825.0,13789.39,13756.03,570.81480673 +2020-10-28 03:00:00,13729.51,13855.64,13850.0,13789.39,1008.42730733 +2020-10-28 02:00:00,13700.28,13863.87,13722.71,13849.22,863.16723419 +2020-10-28 01:00:00,13662.22,13758.69,13724.48,13724.02,465.88627542 +2020-10-28 00:00:00,13662.27,13766.24,13740.85,13724.48,397.22327428 +2020-10-27 23:00:00,13698.18,13793.72,13737.16,13698.18,265.87667842 +2020-10-27 22:00:00,13648.13,13760.09,13709.39,13737.16,773.80640043 +2020-10-27 21:00:00,13617.67,13763.92,13622.01,13712.93,648.55794407 +2020-10-27 20:00:00,13585.9,13728.35,13675.05,13622.01,781.67190662 +2020-10-27 19:00:00,13626.02,13695.44,13655.46,13675.05,684.69194077 +2020-10-27 18:00:00,13528.76,13767.62,13708.0,13655.46,1555.35456997 +2020-10-27 17:00:00,13620.07,13759.0,13665.76,13708.0,1395.52174309 +2020-10-27 16:00:00,13509.58,13669.99,13618.82,13665.56,1844.9768825 +2020-10-27 15:00:00,13404.77,13645.0,13407.26,13619.03,1682.78316427 +2020-10-27 14:00:00,13351.99,13433.62,13407.99,13407.38,744.13864815 +2020-10-27 13:00:00,13334.99,13455.0,13396.43,13407.99,1075.76767374 +2020-10-27 12:00:00,13370.78,13469.69,13457.01,13396.43,792.9817832 +2020-10-27 11:00:00,13255.79,13498.24,13270.01,13455.0,1356.62869973 +2020-10-27 10:00:00,13139.51,13303.67,13149.29,13270.01,704.88799536 +2020-10-27 09:00:00,13087.02,13152.74,13152.74,13149.25,231.83201682 +2020-10-27 08:00:00,13132.01,13179.59,13155.43,13152.75,260.68934552 +2020-10-27 07:00:00,13093.94,13168.55,13110.0,13154.92,213.30802545 +2020-10-27 06:00:00,13069.01,13110.0,13097.32,13110.0,247.43261234 +2020-10-27 05:00:00,13090.67,13151.55,13135.0,13097.32,281.02404401 +2020-10-27 04:00:00,13095.79,13135.94,13095.79,13134.99,217.06080545 +2020-10-27 03:00:00,13077.55,13124.91,13082.77,13095.78,278.38946235 +2020-10-27 02:00:00,13065.62,13134.96,13100.01,13082.0,444.42640959 +2020-10-27 01:00:00,13076.0,13114.17,13102.12,13100.01,380.30046375 +2020-10-27 00:00:00,13061.28,13139.0,13068.79,13102.12,405.33046277 +2020-10-26 23:00:00,13050.56,13099.0,13059.52,13068.79,395.98770209 +2020-10-26 22:00:00,13000.0,13059.53,13034.02,13059.53,333.99187623 +2020-10-26 21:00:00,13013.72,13063.33,13013.72,13034.03,476.18000172 +2020-10-26 20:00:00,13006.85,13062.69,13019.28,13013.67,395.66180897 +2020-10-26 19:00:00,12935.83,13023.63,12976.24,13016.88,534.20212977 +2020-10-26 18:00:00,12866.73,12989.24,12886.03,12976.24,598.2991964 +2020-10-26 17:00:00,12785.0,12936.46,12856.33,12886.02,1297.45552609 +2020-10-26 16:00:00,12820.0,13045.01,12988.54,12856.17,1430.23951779 +2020-10-26 15:00:00,12934.0,13184.84,13184.84,12986.77,1557.2123076 +2020-10-26 14:00:00,13150.83,13247.25,13219.7,13186.05,887.51044631 +2020-10-26 13:00:00,13127.37,13250.0,13149.0,13219.69,768.78558985 +2020-10-26 12:00:00,13102.79,13172.49,13150.5,13148.99,402.35954477 +2020-10-26 11:00:00,13112.84,13187.94,13112.84,13150.8,399.78792659 +2020-10-26 10:00:00,13066.49,13123.0,13097.1,13114.97,246.20609715 +2020-10-26 09:00:00,13053.09,13110.62,13062.81,13096.22,193.74062399 +2020-10-26 08:00:00,12950.0,13077.45,13043.51,13062.81,428.32661072 +2020-10-26 07:00:00,13035.0,13098.94,13084.44,13039.32,261.39550529 +2020-10-26 06:00:00,13073.93,13120.73,13110.68,13084.45,129.20179857 +2020-10-26 05:00:00,13096.76,13156.0,13120.01,13110.68,194.27804836 +2020-10-26 04:00:00,13057.39,13144.44,13109.45,13120.01,190.50783202 +2020-10-26 03:00:00,13098.08,13144.44,13098.08,13108.64,214.54724824 +2020-10-26 02:00:00,13068.19,13132.06,13086.95,13097.97,276.44241918 +2020-11-20 01:00:00,17764.76,17984.85,17794.34,17976.51,431.83612674 +2020-11-20 00:00:00,17775.0,17954.96,17821.92,17794.33,650.45108884 +2020-11-19 23:00:00,17719.24,17909.85,17881.0,17821.58,937.89973246 +2020-11-19 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20:00:00,24344.62,24480.44,24440.0,24446.01,409.52363511 +2020-12-25 19:00:00,24300.43,24533.07,24360.0,24440.0,474.37339304 +2020-12-25 18:00:00,24141.69,24418.42,24181.3,24358.41,513.45768343 +2020-12-25 17:00:00,24000.0,24250.0,24083.6,24186.68,554.73336104 +2020-12-25 16:00:00,24011.0,24294.99,24019.58,24089.67,616.13951071 +2020-12-25 15:00:00,23950.69,24226.13,24035.87,24019.59,723.50831632 +2020-12-25 14:00:00,23803.69,24519.85,24499.35,24032.58,1324.34424701 +2020-12-25 13:00:00,24303.02,24541.24,24330.51,24497.11,779.04195877 +2020-12-25 12:00:00,24322.49,24623.26,24545.54,24334.41,981.82783769 +2020-12-25 11:00:00,23895.7,24660.0,23969.4,24545.52,2065.96045895 +2020-12-25 10:00:00,23736.73,24011.05,23920.13,23969.41,945.63276152 +2020-12-25 09:00:00,23648.0,23962.23,23674.15,23920.13,634.83893927 +2020-12-25 08:00:00,23592.12,23867.81,23642.95,23670.44,515.64314068 +2020-12-25 07:00:00,23509.94,23669.92,23617.13,23639.13,710.79278374 +2020-12-25 06:00:00,23541.28,23669.85,23593.0,23617.7,182.33605554 +2020-12-25 05:00:00,23523.88,23634.55,23595.16,23593.01,190.58473889 +2020-12-25 04:00:00,23438.0,23599.53,23463.93,23596.38,230.12579308 +2020-12-25 03:00:00,23416.0,23541.18,23440.01,23465.79,290.51864009 +2020-12-25 02:00:00,23440.75,23605.24,23592.69,23446.56,746.90447154 +2020-12-25 01:00:00,23540.31,23641.65,23612.79,23589.62,226.13841477 +2020-12-25 00:00:00,23555.04,23805.0,23718.61,23620.5,614.9979389 +2020-12-24 23:00:00,23607.0,23785.0,23708.24,23717.96,880.11839787 +2020-12-24 22:00:00,23384.84,23740.0,23409.71,23704.86,609.81093864 +2020-12-24 21:00:00,23373.99,23561.89,23523.47,23409.45,552.86856496 +2020-12-24 20:00:00,23264.65,23556.43,23299.87,23523.19,409.57880698 +2020-12-24 19:00:00,23268.13,23412.59,23321.33,23298.81,260.72876599 +2020-12-24 18:00:00,23283.91,23426.0,23384.32,23321.33,478.97367242 +2020-12-24 17:00:00,23169.49,23470.0,23230.36,23386.44,646.57424841 +2020-12-24 16:00:00,23116.67,23350.0,23233.26,23228.45,624.86364567 +2020-12-24 15:00:00,23083.81,23295.78,23221.77,23231.89,2714.6290423 +2020-12-24 14:00:00,23161.97,23427.5,23387.44,23223.78,673.49559521 +2020-12-24 13:00:00,23136.45,23399.99,23206.44,23384.19,466.20585909 +2020-12-24 12:00:00,23021.76,23297.66,23216.01,23216.0,598.16458884 +2020-12-24 11:00:00,23050.09,23286.79,23115.93,23216.04,392.22090408 +2020-12-24 10:00:00,23123.62,23344.64,23344.64,23125.69,303.22613156 +2020-12-24 09:00:00,23252.51,23461.35,23441.92,23342.09,401.01125392 +2020-12-24 08:00:00,23065.13,23472.11,23168.19,23439.19,506.0115059 +2020-12-24 07:00:00,22835.05,23217.17,22938.43,23168.2,503.40149975 +2020-12-24 06:00:00,22871.86,23142.13,23053.44,22936.98,414.17039295 +2020-12-24 05:00:00,22913.33,23138.43,23022.96,23056.49,573.8872301 +2020-12-24 04:00:00,22792.1,23043.94,22887.8,23022.96,528.02075543 +2020-12-24 03:00:00,22712.89,22961.24,22806.87,22886.8,798.18218703 +2020-12-24 02:00:00,22750.0,23227.0,23204.75,22809.99,908.96823227 +2020-12-24 01:00:00,22862.22,23207.78,23064.42,23204.75,826.78763768 +2020-12-24 00:00:00,22791.5,23232.69,23226.18,23064.42,1368.85309441 +2020-12-23 23:00:00,23163.53,23473.0,23284.95,23228.35,899.64255001 +2020-12-23 22:00:00,22600.0,23379.61,23299.22,23284.96,2467.08231684 +2020-12-23 21:00:00,23144.0,23501.08,23483.23,23299.97,1088.4206824 +2020-12-23 20:00:00,23403.01,23620.68,23541.91,23488.3,902.16342307 +2020-12-23 19:00:00,23486.43,23606.7,23603.61,23541.91,697.83177393 +2020-12-23 18:00:00,23550.78,23678.87,23595.47,23603.62,623.65208576 +2020-12-23 17:00:00,23350.0,23640.46,23399.01,23595.48,788.90223936 +2020-12-23 16:00:00,23376.0,23648.41,23449.53,23399.0,1246.38508876 +2020-12-23 15:00:00,23333.35,23887.46,23755.99,23449.53,1042.38200453 +2020-12-23 14:00:00,23532.46,23821.78,23599.68,23755.99,739.23513997 +2020-12-23 13:00:00,23449.43,24090.0,23845.24,23599.66,1792.38513656 +2020-12-23 12:00:00,22938.59,23850.0,23073.17,23845.35,1622.69191248 +2020-12-23 11:00:00,22808.73,23456.15,23423.52,23078.83,2174.20709548 +2020-12-23 10:00:00,23383.71,23722.96,23622.49,23423.52,681.1914645 +2020-12-23 09:00:00,23416.55,23651.18,23485.07,23620.51,279.05309039 +2020-12-23 08:00:00,23433.91,23655.46,23545.25,23486.8,338.9639883 +2020-12-23 07:00:00,23311.01,23622.31,23482.86,23545.51,454.61035426 +2020-12-23 06:00:00,23425.01,23590.63,23507.44,23489.78,419.5107925 +2020-12-23 05:00:00,23326.08,23519.61,23437.24,23510.68,934.04942302 +2020-12-23 04:00:00,23419.29,23693.01,23691.59,23437.26,747.57044325 +2020-12-23 03:00:00,23602.58,23771.34,23627.01,23691.59,609.0044221 +2020-12-23 02:00:00,23559.98,23726.68,23693.82,23627.01,765.43881445 +2020-12-23 01:00:00,23636.97,24042.0,23981.46,23694.7,1169.38374736 +2020-12-23 00:00:00,23710.01,24000.0,23824.13,23981.46,928.36373095 +2020-12-22 23:00:00,23643.08,23839.78,23723.62,23823.27,920.08459405 +2020-12-22 22:00:00,23350.0,23769.99,23440.9,23723.66,661.28271846 +2020-12-22 21:00:00,23329.33,23542.19,23436.72,23440.9,1127.32271977 +2020-12-22 20:00:00,23288.65,23451.04,23409.97,23436.66,790.75920242 +2020-12-22 19:00:00,23323.62,23520.7,23435.25,23409.97,669.31708765 +2020-12-22 18:00:00,23341.36,23519.76,23341.59,23434.72,605.00267544 +2020-12-22 17:00:00,23232.53,23434.96,23349.79,23341.58,842.84893694 +2020-12-22 16:00:00,23221.69,23500.0,23342.06,23348.71,1001.91046782 +2020-12-22 15:00:00,23295.64,23620.56,23439.18,23345.43,1513.07247289 +2020-12-22 14:00:00,23333.81,23628.34,23487.05,23439.56,1167.27316514 +2020-12-22 13:00:00,23112.02,23537.13,23182.43,23487.05,904.59381974 +2020-12-22 12:00:00,23071.11,23290.0,23119.1,23182.44,690.76890449 +2020-12-22 11:00:00,22699.94,23151.92,22699.94,23119.1,555.5153733 +2020-12-22 10:00:00,22615.0,22816.15,22779.22,22699.94,356.23114414 +2020-12-22 09:00:00,22592.16,22809.29,22685.85,22779.32,470.50369775 +2020-12-22 08:00:00,22380.05,22738.08,22653.67,22681.95,933.00967535 +2020-12-22 07:00:00,22501.0,22827.21,22747.79,22652.39,537.43965653 +2020-12-22 06:00:00,22560.0,22864.97,22685.9,22747.79,470.422732 +2020-12-22 05:00:00,22568.22,22971.62,22955.56,22685.35,590.37588244 +2020-12-22 04:00:00,22861.17,23072.27,22861.17,22955.56,447.96535199 +2020-12-22 03:00:00,22739.83,22978.63,22966.11,22861.09,584.92050043 +2020-12-22 02:00:00,22744.0,22966.11,22769.28,22964.8,782.81125205 +2020-12-22 01:00:00,22501.0,22893.38,22580.0,22768.35,941.5742728 +2020-12-22 00:00:00,22512.24,22941.87,22729.4,22580.0,1032.64492671 +2020-12-21 23:00:00,22710.72,23235.8,23179.29,22729.4,968.19961103 +2020-12-21 22:00:00,23099.48,23243.51,23150.0,23181.98,499.37284586 +2020-12-21 21:00:00,22778.78,23170.27,22842.4,23149.95,1027.2427543 +2020-12-21 20:00:00,22762.79,22940.05,22827.07,22842.41,632.19368975 +2020-12-21 19:00:00,22703.58,22952.55,22821.83,22825.04,782.83428429 +2020-12-21 18:00:00,22670.12,22980.0,22725.88,22821.82,1049.69381274 +2020-12-21 17:00:00,22667.77,23261.05,23234.55,22725.88,1528.05781361 +2020-12-21 16:00:00,22993.09,23354.74,23125.89,23235.59,1248.03980581 +2020-12-21 15:00:00,22890.14,23243.88,23191.13,23126.53,1213.43246232 +2020-12-21 14:00:00,22628.17,23225.0,22837.0,23191.13,1594.74943648 +2020-12-21 13:00:00,22254.33,22864.89,22308.46,22837.0,1597.50438001 +2020-12-21 12:00:00,21913.84,22659.99,22646.84,22308.45,2418.87388282 +2020-12-21 11:00:00,22294.0,22829.26,22425.51,22646.11,1327.29372945 +2020-12-21 10:00:00,22422.95,23486.02,23456.46,22425.51,2544.68240415 +2020-12-21 09:00:00,23335.0,23733.84,23656.27,23460.28,851.50440381 +2020-12-21 08:00:00,23637.7,24072.26,23974.83,23656.28,611.34058846 +2020-12-21 07:00:00,23903.04,24035.23,23935.75,23974.83,592.10446901 +2020-12-21 06:00:00,23709.15,23941.04,23924.57,23935.75,294.80238254 +2020-12-21 05:00:00,23856.0,23987.41,23909.5,23913.91,378.14934847 +2020-12-21 04:00:00,23814.59,24118.75,23958.28,23909.78,683.84205685 +2020-12-21 03:00:00,23680.0,24047.08,23880.17,23958.28,1064.14919064 +2020-12-21 02:00:00,23670.74,23911.59,23681.28,23881.58,912.10358018 +2020-12-21 01:00:00,23612.09,23753.37,23696.77,23681.28,947.92159587 +2020-12-21 00:00:00,23310.0,23725.07,23476.51,23697.25,960.55003108 +2020-12-20 23:00:00,23459.99,23605.6,23525.68,23476.51,624.31728013 +2020-12-20 22:00:00,23111.12,23633.96,23394.61,23525.68,1481.62094412 +2020-12-20 21:00:00,23374.96,24210.0,24188.59,23384.92,1867.1139637 +2020-12-20 20:00:00,23883.0,24300.0,23953.6,24190.45,1242.20159372 +2020-12-20 19:00:00,23800.6,24018.47,23886.37,23955.14,750.81066896 +2020-12-20 18:00:00,23678.62,23900.0,23747.19,23886.37,547.24714324 +2020-12-20 17:00:00,23645.24,23827.14,23645.45,23747.31,476.39996202 +2020-12-20 16:00:00,23645.24,23936.0,23893.2,23645.24,579.89398249 +2020-12-20 15:00:00,23542.96,23930.0,23554.73,23894.93,543.40567384 +2020-12-20 14:00:00,23518.79,23682.0,23575.33,23550.23,326.61921204 +2020-12-20 13:00:00,23316.74,23601.01,23481.78,23576.72,402.17808337 +2020-12-20 12:00:00,23352.46,23594.0,23558.91,23483.05,342.61757143 +2020-12-20 11:00:00,23404.56,23618.11,23404.56,23563.94,248.05489026 +2020-12-20 10:00:00,23377.64,23649.99,23603.88,23409.47,292.7241752 +2020-12-20 09:00:00,23528.36,23758.09,23699.66,23602.77,340.75575086 +2020-12-20 08:00:00,23562.55,23799.0,23648.84,23699.66,325.43232983 +2020-12-20 07:00:00,23435.79,23662.1,23530.8,23648.45,224.509893 +2020-12-20 06:00:00,23481.01,23636.85,23500.01,23530.8,307.22195616 +2020-12-20 05:00:00,23421.76,23596.59,23460.62,23500.01,498.56944152 +2020-12-20 04:00:00,23100.0,23483.0,23370.01,23460.22,581.88683811 +2020-12-20 03:00:00,23218.53,23458.06,23458.06,23370.01,432.69362179 +2020-12-20 02:00:00,23321.01,23559.41,23512.18,23458.05,459.85949918 +2020-12-20 01:00:00,23411.23,23563.85,23514.75,23509.61,475.08015579 +2020-12-20 00:00:00,23261.82,23852.01,23850.0,23514.75,1592.20324068 +2020-12-19 23:00:00,23751.0,23943.02,23943.02,23849.99,595.56694979 +2020-12-19 22:00:00,23858.22,24012.95,23994.59,23942.94,585.03470881 +2020-12-19 21:00:00,23810.08,24090.0,23940.08,23994.59,1013.23050199 +2020-12-19 20:00:00,23828.02,23953.11,23835.02,23940.07,834.93077005 +2020-12-19 19:00:00,23700.0,23922.91,23865.81,23838.26,750.45147594 +2020-12-19 18:00:00,23601.0,23950.56,23935.29,23866.82,1166.65159411 +2020-12-19 17:00:00,23801.0,24156.31,24009.61,23937.4,1356.77408038 +2020-12-19 16:00:00,23488.33,24200.0,23591.89,24009.61,3717.50988714 +2020-12-19 15:00:00,23326.3,23684.0,23327.59,23591.89,1511.18783867 +2020-12-19 14:00:00,23100.01,23660.74,23208.04,23328.01,2351.80404599 +2020-12-19 13:00:00,23027.64,23210.0,23073.45,23208.04,464.98939767 +2020-12-19 12:00:00,22914.07,23155.0,22914.07,23074.04,435.6772004 +2020-12-19 11:00:00,22903.01,23084.72,23043.16,22914.23,432.69851005 +2020-12-19 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01:00:00,78955.52,80408.11,78988.75,80401.26,330.94334655 +2025-04-11 00:00:00,78919.94,79713.5,79552.34,78988.75,324.20215725 +2025-04-10 23:00:00,79338.09,79703.51,79650.86,79552.34,199.65196926 +2025-04-10 22:00:00,79494.86,79872.41,79666.55,79650.85,226.53568264 +2025-04-10 21:00:00,79626.86,79989.63,79884.84,79666.55,151.48478561 +2025-04-10 20:00:00,79510.0,79900.0,79589.33,79874.59,323.52027273 +2025-04-10 19:00:00,79233.47,79982.9,79435.0,79574.75,669.55093225 +2025-04-10 18:00:00,79156.42,79840.0,79274.0,79434.58,651.58059104 +2025-04-10 17:00:00,78536.69,79638.08,79399.94,79269.04,1002.82906661 +2025-04-10 16:00:00,78387.24,79646.73,78692.21,79399.95,1248.80570401 +2025-04-10 15:00:00,78548.52,81297.99,81215.26,78692.32,1624.34412205 +2025-04-10 14:00:00,80555.52,81776.61,80815.24,81218.13,958.16735775 +2025-04-10 13:00:00,80722.0,81912.56,81673.27,80812.99,937.4945409 +2025-04-10 12:00:00,81409.0,82398.91,81829.71,81672.02,747.64988384 +2025-04-10 11:00:00,81455.61,81897.05,81722.4,81829.71,120.59369116 +2025-04-10 10:00:00,81522.17,82115.04,82016.83,81722.39,344.62961654 +2025-04-10 09:00:00,81319.82,82074.23,81526.71,82016.82,181.61777982 +2025-04-10 08:00:00,81400.02,81834.09,81583.66,81528.16,180.70886165 +2025-04-10 07:00:00,81274.0,82227.69,82125.67,81583.67,227.6895941 +2025-04-10 06:00:00,81816.22,82327.99,82142.32,82125.68,109.97961647 +2025-04-10 05:00:00,81892.62,82217.2,82000.0,82142.32,194.43695888 +2025-04-10 04:00:00,81616.45,82052.48,81743.45,82000.0,238.64340726 +2025-04-10 03:00:00,81442.78,82198.99,82174.62,81744.34,410.94584782 +2025-04-10 02:00:00,82169.15,82547.81,82227.41,82174.34,303.45940964 +2025-04-10 01:00:00,82182.35,82576.9,82326.36,82227.42,348.39750761 +2025-04-10 00:00:00,82035.73,82730.93,82593.15,82326.37,473.41058725 +2025-04-09 23:00:00,82513.71,83155.14,83046.72,82594.75,451.6326409 +2025-04-09 22:00:00,82940.16,83500.0,83272.89,83047.18,517.21392426 +2025-04-09 21:00:00,82833.01,83583.35,83181.96,83272.89,651.18070576 +2025-04-09 20:00:00,82000.0,83233.0,82301.2,83181.97,1000.32021996 +2025-04-09 19:00:00,81717.34,82568.41,81750.07,82301.16,1220.47363154 +2025-04-09 18:00:00,81652.59,82999.99,82188.09,81750.0,2605.04993482 +2025-04-09 17:00:00,77576.77,82289.15,78209.23,82183.56,5092.75918964 +2025-04-09 16:00:00,77054.39,78300.0,77193.73,78205.91,996.97947086 +2025-04-09 15:00:00,76737.1,77571.05,76793.69,77193.8,675.97118381 +2025-04-09 14:00:00,76704.66,78248.42,77617.17,76788.9,1640.83388085 +2025-04-09 13:00:00,76640.0,77802.79,76710.3,77616.99,1275.82404202 +2025-04-09 12:00:00,75974.35,77012.49,76193.99,76708.07,476.36342079 +2025-04-09 11:00:00,75721.12,77161.48,77157.54,76201.93,958.22916538 +2025-04-09 10:00:00,76905.97,77540.83,77439.85,77148.43,374.39326834 +2025-04-09 09:00:00,77133.26,77524.41,77261.47,77439.85,420.06311766 +2025-04-09 08:00:00,77027.12,77850.74,77666.86,77261.17,251.46849258 +2025-04-09 07:00:00,76762.31,77942.36,76783.27,77665.4,749.11678231 +2025-04-09 06:00:00,76644.09,77288.1,76685.81,76785.86,305.07063628 +2025-04-09 05:00:00,76150.24,76894.68,76365.83,76683.97,319.15004799 +2025-04-09 04:00:00,74906.26,76850.0,75009.44,76362.69,617.63250693 +2025-04-09 03:00:00,74952.0,75814.92,75613.86,75012.31,382.10298758 +2025-04-09 02:00:00,75506.6,76398.0,76036.23,75613.86,481.78119355 +2025-04-09 01:00:00,74553.01,76533.2,76452.46,76025.76,1629.95504998 +2025-04-09 00:00:00,75836.51,76801.53,76258.8,76449.99,491.37914705 +2025-04-08 23:00:00,76225.0,76722.27,76651.05,76251.64,299.65300681 +2025-04-08 22:00:00,76167.35,77069.85,77033.59,76651.06,461.21060006 +2025-04-08 21:00:00,76653.33,77221.64,77066.82,77037.56,255.39994674 +2025-04-08 20:00:00,76516.23,77172.0,76744.49,77066.82,763.17798265 +2025-04-08 19:00:00,76212.0,77303.25,77185.87,76751.4,1705.35571316 +2025-04-08 18:00:00,77016.98,77935.29,77288.33,77185.27,713.27689387 +2025-04-08 17:00:00,76474.87,77510.74,77352.36,77275.57,2039.71946931 +2025-04-08 16:00:00,77285.66,78495.44,78467.73,77350.0,1443.6124954 +2025-04-08 15:00:00,78128.72,78828.86,78448.53,78467.74,967.81526886 +2025-04-08 14:00:00,78437.26,80238.77,79863.21,78446.82,1173.85811647 +2025-04-08 13:00:00,79333.41,80355.1,79806.62,79879.61,917.29578572 +2025-04-08 12:00:00,79542.01,80113.48,79964.49,79798.78,281.23227834 +2025-04-08 11:00:00,78934.95,80057.7,78980.02,79956.21,466.42759812 +2025-04-08 10:00:00,78795.56,79152.53,78883.12,78980.02,267.99629103 +2025-04-08 09:00:00,78834.23,79196.66,79128.82,78878.07,231.54865178 +2025-04-08 08:00:00,78910.12,79483.07,79449.7,79136.23,319.17282308 +2025-04-08 07:00:00,79196.2,79680.16,79421.91,79449.71,324.16677182 +2025-04-08 06:00:00,79233.12,79841.13,79841.13,79433.75,256.82128368 +2025-04-08 05:00:00,79500.03,80288.77,80280.84,79841.14,217.6899418 +2025-04-08 04:00:00,79827.86,80388.76,79882.49,80280.84,263.6141273 +2025-04-08 03:00:00,79727.79,80187.64,79907.63,79892.73,278.71362435 +2025-04-08 02:00:00,79867.46,80849.98,80577.15,79907.63,397.35657515 diff --git a/Session_01/PandasDataFrame-exmples/01_creating_dataframes.ipynb b/Session_01/PandasDataFrame-exmples/01_creating_dataframes.ipynb new file mode 100755 index 0000000..ad7cd62 --- /dev/null +++ b/Session_01/PandasDataFrame-exmples/01_creating_dataframes.ipynb @@ -0,0 +1,391 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Session 1 - DataFrames - Lesson 1: Creating DataFrames\n", + "\n", + "## Learning Objectives\n", + "- Understand different methods to create pandas DataFrames\n", + "- Learn to create DataFrames from dictionaries, lists, and NumPy arrays\n", + "- Practice with various data types and structures\n", + "\n", + "## Prerequisites\n", + "- Basic Python knowledge\n", + "- Understanding of lists and dictionaries" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pandas version: 2.2.3\n", + "NumPy version: 2.2.6\n" + ] + } + ], + "source": [ + "# Import required libraries\n", + "import pandas as pd\n", + "import numpy as np\n", + "from datetime import datetime, timedelta\n", + "\n", + "print(f\"Pandas version: {pd.__version__}\")\n", + "print(f\"NumPy version: {np.__version__}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Method 1: Creating DataFrame from Dictionary\n", + "\n", + "This is the most common and intuitive way to create a DataFrame." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Student DataFrame:\n", + " Name Age Grade Score\n", + "0 Alice 23 A 95\n", + "1 Bob 25 B 87\n", + "2 Charlie 22 A 92\n", + "3 Diana 24 C 78\n", + "4 Eve 23 B 89\n", + "\n", + "Shape: (5, 4)\n", + "Data types:\n", + "Name object\n", + "Age int64\n", + "Grade object\n", + "Score int64\n", + "dtype: object\n" + ] + } + ], + "source": [ + "# Creating DataFrame from dictionary\n", + "student_data = {\n", + " 'Name': ['Alice', 'Bob', 'Charlie', 'Diana', 'Eve'],\n", + " 'Age': [23, 25, 22, 24, 23],\n", + " 'Grade': ['A', 'B', 'A', 'C', 'B'],\n", + " 'Score': [95, 87, 92, 78, 89]\n", + "}\n", + "\n", + "df_students = pd.DataFrame(student_data)\n", + "print(\"Student DataFrame:\")\n", + "print(df_students)\n", + "print(f\"\\nShape: {df_students.shape}\")\n", + "print(f\"Data types:\\n{df_students.dtypes}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Method 2: Creating DataFrame from Lists\n", + "\n", + "You can create DataFrames from separate lists by combining them in a dictionary." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cities DataFrame:\n", + " City Population_Million Country\n", + "0 New York 8.4 USA\n", + "1 London 8.9 UK\n", + "2 Tokyo 13.9 Japan\n", + "3 Paris 2.1 France\n", + "4 Sydney 5.3 Australia\n", + "\n", + "Index: [0, 1, 2, 3, 4]\n", + "Columns: ['City', 'Population_Million', 'Country']\n" + ] + } + ], + "source": [ + "# Creating DataFrame from separate lists\n", + "cities = ['New York', 'London', 'Tokyo', 'Paris', 'Sydney']\n", + "populations = [8.4, 8.9, 13.9, 2.1, 5.3]\n", + "countries = ['USA', 'UK', 'Japan', 'France', 'Australia']\n", + "\n", + "df_cities = pd.DataFrame({\n", + " 'City': cities,\n", + " 'Population_Million': populations,\n", + " 'Country': countries\n", + "})\n", + "\n", + "print(\"Cities DataFrame:\")\n", + "print(df_cities)\n", + "print(f\"\\nIndex: {df_cities.index.tolist()}\")\n", + "print(f\"Columns: {df_cities.columns.tolist()}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Method 3: Creating DataFrame from NumPy Array\n", + "\n", + "This method is useful when working with numerical data or when you need random data for testing." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Random DataFrame:\n", + " Column_A Column_B Column_C\n", + "Row1 52 93 15\n", + "Row2 72 61 21\n", + "Row3 83 87 75\n", + "Row4 75 88 24\n", + "Row5 3 22 53\n", + "\n", + "Summary statistics:\n", + " Column_A Column_B Column_C\n", + "count 5.000000 5.000000 5.000000\n", + "mean 57.000000 70.200000 37.600000\n", + "std 32.272279 29.693434 25.530374\n", + "min 3.000000 22.000000 15.000000\n", + "25% 52.000000 61.000000 21.000000\n", + "50% 72.000000 87.000000 24.000000\n", + "75% 75.000000 88.000000 53.000000\n", + "max 83.000000 93.000000 75.000000\n" + ] + } + ], + "source": [ + "# Creating DataFrame from NumPy array\n", + "np.random.seed(42) # For reproducible results\n", + "random_data = np.random.randint(1, 100, size=(5, 3))\n", + "\n", + "df_random = pd.DataFrame(random_data, \n", + " columns=['Column_A', 'Column_B', 'Column_C'],\n", + " index=['Row1', 'Row2', 'Row3', 'Row4', 'Row5'])\n", + "\n", + "print(\"Random DataFrame:\")\n", + "print(df_random)\n", + "print(f\"\\nSummary statistics:\")\n", + "print(df_random.describe())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Method 4: Creating DataFrame with Custom Index\n", + "\n", + "You can specify custom row labels (index) when creating DataFrames." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Products DataFrame with Custom Index:\n", + " Product Price Stock\n", + "PROD001 Laptop 1200 15\n", + "PROD002 Phone 800 50\n", + "PROD003 Tablet 600 30\n", + "PROD004 Monitor 300 20\n", + "\n", + "Accessing by index label 'PROD002':\n", + "Product Phone\n", + "Price 800\n", + "Stock 50\n", + "Name: PROD002, dtype: object\n" + ] + } + ], + "source": [ + "# Creating DataFrame with custom index\n", + "product_data = {\n", + " 'Product': ['Laptop', 'Phone', 'Tablet', 'Monitor'],\n", + " 'Price': [1200, 800, 600, 300],\n", + " 'Stock': [15, 50, 30, 20]\n", + "}\n", + "\n", + "# Custom index using product codes\n", + "custom_index = ['PROD001', 'PROD002', 'PROD003', 'PROD004']\n", + "df_products = pd.DataFrame(product_data, index=custom_index)\n", + "\n", + "print(\"Products DataFrame with Custom Index:\")\n", + "print(df_products)\n", + "print(f\"\\nAccessing by index label 'PROD002':\")\n", + "print(df_products.loc['PROD002'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Method 5: Creating Empty DataFrame and Adding Data\n", + "\n", + "Sometimes you need to start with an empty DataFrame and add data incrementally." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Empty DataFrame:\n", + "Empty DataFrame\n", + "Columns: [Date, Temperature, Humidity, Pressure]\n", + "Index: []\n", + "Shape: (0, 4)\n", + "\n", + "DataFrame after adding data:\n", + " Date Temperature Humidity Pressure\n", + "0 2024-01-01 22.5 65 1013.2\n", + "1 2024-01-02 24.1 68 1015.1\n", + "2 2024-01-03 21.8 72 1012.8\n" + ] + } + ], + "source": [ + "# Creating empty DataFrame with specified columns\n", + "columns = ['Date', 'Temperature', 'Humidity', 'Pressure']\n", + "df_weather = pd.DataFrame(columns=columns)\n", + "\n", + "print(\"Empty DataFrame:\")\n", + "print(df_weather)\n", + "print(f\"Shape: {df_weather.shape}\")\n", + "\n", + "# Adding data row by row (not recommended for large datasets)\n", + "weather_data = [\n", + " ['2024-01-01', 22.5, 65, 1013.2],\n", + " ['2024-01-02', 24.1, 68, 1015.1],\n", + " ['2024-01-03', 21.8, 72, 1012.8]\n", + "]\n", + "\n", + "for row in weather_data:\n", + " df_weather.loc[len(df_weather)] = row\n", + "\n", + "print(\"\\nDataFrame after adding data:\")\n", + "print(df_weather)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Practice Exercises\n", + "\n", + "Try these exercises to reinforce your learning:" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 1: Create a DataFrame from dictionary with employee information\n", + "# Include: Employee ID, Name, Department, Salary, Years of Experience\n", + "\n", + "# Your code here:\n", + "employee_data = {\n", + " # Add your data here\n", + "}\n", + "\n", + "# df_employees = pd.DataFrame(employee_data)\n", + "# print(df_employees)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 2: Create a DataFrame using NumPy with 6 rows and 4 columns\n", + "# Use column names: 'A', 'B', 'C', 'D'\n", + "# Use row indices: 'R1', 'R2', 'R3', 'R4', 'R5', 'R6'\n", + "\n", + "# Your code here:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 3: Create a DataFrame with mixed data types\n", + "# Include at least one string, integer, float, and boolean column\n", + "\n", + "# Your code here:\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Key Takeaways\n", + "\n", + "1. **Dictionary method** is most intuitive for creating DataFrames\n", + "2. **NumPy arrays** are useful for numerical data and testing\n", + "3. **Custom indices** provide meaningful row labels\n", + "4. **Empty DataFrames** can be useful but avoid adding rows one by one for large datasets\n", + "5. Always check the **shape** and **data types** of your DataFrame after creation\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Session_01/PandasDataFrame-exmples/02_basic_operations.ipynb b/Session_01/PandasDataFrame-exmples/02_basic_operations.ipynb new file mode 100755 index 0000000..cf67c42 --- /dev/null +++ b/Session_01/PandasDataFrame-exmples/02_basic_operations.ipynb @@ -0,0 +1,523 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Session 1 - DataFrames - Lesson 2: Basic Operations\n", + "\n", + "## Learning Objectives\n", + "- Learn essential methods to explore DataFrame structure\n", + "- Understand how to get basic information about your data\n", + "- Master data inspection techniques\n", + "- Practice with summary statistics\n", + "\n", + "## Prerequisites\n", + "- Completed Lesson 1: Creating DataFrames\n", + "- Basic understanding of pandas DataFrames" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "# Import required libraries\n", + "import pandas as pd\n", + "import numpy as np\n", + "from datetime import datetime, timedelta\n", + "\n", + "# Set display options for better output\n", + "pd.set_option('display.max_columns', None)\n", + "pd.set_option('display.width', None)\n", + "pd.set_option('display.max_colwidth', 50)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating Sample Dataset\n", + "\n", + "Let's create a comprehensive sales dataset to practice basic operations." + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sales Dataset Created!\n", + "Dataset shape: (20, 6)\n" + ] + } + ], + "source": [ + "# Create a comprehensive sales dataset\n", + "np.random.seed(42)\n", + "\n", + "sales_data = {\n", + " 'Date': pd.date_range('2024-01-01', periods=20, freq='D'),\n", + " 'Product': ['Laptop', 'Phone', 'Tablet', 'Laptop', 'Phone'] * 4,\n", + " 'Sales': [1200, 800, 600, 1100, 850, 1300, 750, 650, 1250, 900,\n", + " 1150, 820, 700, 1180, 880, 1220, 780, 620, 1300, 850],\n", + " 'Region': ['North', 'South', 'East', 'West', 'North'] * 4,\n", + " 'Salesperson': ['John', 'Sarah', 'Mike', 'Lisa', 'Tom'] * 4,\n", + " 'Commission_Rate': [0.10, 0.12, 0.08, 0.11, 0.09] * 4\n", + "}\n", + "\n", + "df_sales = pd.DataFrame(sales_data)\n", + "print(\"Sales Dataset Created!\")\n", + "print(f\"Dataset shape: {df_sales.shape}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Viewing Data\n", + "\n", + "These methods help you quickly inspect your data." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# View first few rows\n", + "print(\"First 5 rows (default):\")\n", + "print(df_sales.head())\n", + "\n", + "print(\"\\nFirst 3 rows:\")\n", + "print(df_sales.head(3))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# View last few rows\n", + "print(\"Last 5 rows (default):\")\n", + "print(df_sales.tail())\n", + "\n", + "print(\"\\nLast 3 rows:\")\n", + "print(df_sales.tail(3))" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Random sample of 5 rows:\n", + " Date Product Sales Region Salesperson Commission_Rate\n", + "0 2024-01-01 Laptop 1200 North John 0.10\n", + "17 2024-01-18 Tablet 620 East Mike 0.08\n", + "15 2024-01-16 Laptop 1220 North John 0.10\n", + "1 2024-01-02 Phone 800 South Sarah 0.12\n", + "8 2024-01-09 Laptop 1250 West Lisa 0.11\n", + "\n", + "Random sample with different random state:\n", + " Date Product Sales Region Salesperson Commission_Rate\n", + "7 2024-01-08 Tablet 650 East Mike 0.08\n", + "10 2024-01-11 Laptop 1150 North John 0.10\n", + "5 2024-01-06 Laptop 1300 North John 0.10\n" + ] + } + ], + "source": [ + "# Sample random rows\n", + "print(\"Random sample of 5 rows:\")\n", + "print(df_sales.sample(5))\n", + "\n", + "print(\"\\nRandom sample with different random state:\")\n", + "print(df_sales.sample(3, random_state=10))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. DataFrame Information\n", + "\n", + "Get detailed information about your DataFrame structure." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Comprehensive information about the DataFrame\n", + "print(\"DataFrame Info:\")\n", + "df_sales.info()\n", + "\n", + "print(\"\\nMemory usage:\")\n", + "df_sales.info(memory_usage='deep')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Basic properties\n", + "print(f\"Shape (rows, columns): {df_sales.shape}\")\n", + "print(f\"Number of rows: {len(df_sales)}\")\n", + "print(f\"Number of columns: {len(df_sales.columns)}\")\n", + "print(f\"Total elements: {df_sales.size}\")\n", + "print(f\"Dimensions: {df_sales.ndim}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Column and index information\n", + "print(\"Column names:\")\n", + "print(df_sales.columns.tolist())\n", + "\n", + "print(\"\\nData types:\")\n", + "print(df_sales.dtypes)\n", + "\n", + "print(\"\\nIndex information:\")\n", + "print(f\"Index: {df_sales.index}\")\n", + "print(f\"Index type: {type(df_sales.index)}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Summary Statistics\n", + "\n", + "Understand your data through statistical summaries." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Summary statistics for numerical columns\n", + "print(\"Summary statistics:\")\n", + "print(df_sales.describe())\n", + "\n", + "print(\"\\nRounded to 2 decimal places:\")\n", + "print(df_sales.describe().round(2))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Summary statistics for all columns (including non-numeric)\n", + "print(\"Summary for all columns:\")\n", + "print(df_sales.describe(include='all'))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Individual statistics\n", + "print(\"Individual Statistical Measures:\")\n", + "print(f\"Mean sales: {df_sales['Sales'].mean():.2f}\")\n", + "print(f\"Median sales: {df_sales['Sales'].median():.2f}\")\n", + "print(f\"Standard deviation: {df_sales['Sales'].std():.2f}\")\n", + "print(f\"Minimum sales: {df_sales['Sales'].min()}\")\n", + "print(f\"Maximum sales: {df_sales['Sales'].max()}\")\n", + "print(f\"Sales range: {df_sales['Sales'].max() - df_sales['Sales'].min()}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Quantiles and percentiles\n", + "print(\"Quantiles for Sales:\")\n", + "print(f\"25th percentile (Q1): {df_sales['Sales'].quantile(0.25)}\")\n", + "print(f\"50th percentile (Q2/Median): {df_sales['Sales'].quantile(0.50)}\")\n", + "print(f\"75th percentile (Q3): {df_sales['Sales'].quantile(0.75)}\")\n", + "print(f\"90th percentile: {df_sales['Sales'].quantile(0.90)}\")\n", + "\n", + "print(\"\\nCustom quantiles:\")\n", + "quantiles = df_sales['Sales'].quantile([0.1, 0.3, 0.7, 0.9])\n", + "print(quantiles)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Counting and Unique Values\n", + "\n", + "Understand the distribution of categorical data." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Count unique values in each column\n", + "print(\"Number of unique values per column:\")\n", + "print(df_sales.nunique())\n", + "\n", + "print(\"\\nUnique values in 'Product' column:\")\n", + "print(df_sales['Product'].unique())\n", + "\n", + "print(\"\\nValue counts for 'Product':\")\n", + "print(df_sales['Product'].value_counts())" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Product distribution (counts and percentages):\n", + " Count Percentage\n", + "Product \n", + "Laptop 8 40.0\n", + "Phone 8 40.0\n", + "Tablet 4 20.0\n" + ] + } + ], + "source": [ + "# Value counts with percentages\n", + "print(\"Product distribution (counts and percentages):\")\n", + "product_counts = df_sales['Product'].value_counts()\n", + "product_percentages = df_sales['Product'].value_counts(normalize=True) * 100\n", + "\n", + "distribution = pd.DataFrame({\n", + " 'Count': product_counts,\n", + " 'Percentage': product_percentages.round(1)\n", + "})\n", + "print(distribution)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Cross-tabulation\n", + "print(\"Cross-tabulation of Product vs Region:\")\n", + "crosstab = pd.crosstab(df_sales['Product'], df_sales['Region'])\n", + "print(crosstab)\n", + "\n", + "print(\"\\nWith percentages:\")\n", + "crosstab_pct = pd.crosstab(df_sales['Product'], df_sales['Region'], normalize='all') * 100\n", + "print(crosstab_pct.round(1))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5. Data Quality Checks\n", + "\n", + "Essential checks for data quality and integrity." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Check for missing values\n", + "print(\"Missing values per column:\")\n", + "print(df_sales.isnull().sum())\n", + "\n", + "print(\"\\nPercentage of missing values:\")\n", + "missing_percentages = (df_sales.isnull().sum() / len(df_sales)) * 100\n", + "print(missing_percentages.round(2))\n", + "\n", + "print(\"\\nAny missing values in dataset?\", df_sales.isnull().any().any())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Check for duplicates\n", + "print(f\"Number of duplicate rows: {df_sales.duplicated().sum()}\")\n", + "print(f\"Any duplicate rows? {df_sales.duplicated().any()}\")\n", + "\n", + "# Check for duplicates based on specific columns\n", + "print(f\"\\nDuplicate combinations of Date and Salesperson: {df_sales.duplicated(['Date', 'Salesperson']).sum()}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 6. Quick Data Exploration\n", + "\n", + "Rapid exploration techniques to understand your data." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Quick exploration function\n", + "def quick_explore(df, column_name):\n", + " \"\"\"Quick exploration of a specific column\"\"\"\n", + " print(f\"=== Quick Exploration: {column_name} ===\")\n", + " col = df[column_name]\n", + " \n", + " print(f\"Data type: {col.dtype}\")\n", + " print(f\"Non-null values: {col.count()}/{len(col)}\")\n", + " print(f\"Unique values: {col.nunique()}\")\n", + " \n", + " if col.dtype in ['int64', 'float64']:\n", + " print(f\"Min: {col.min()}, Max: {col.max()}\")\n", + " print(f\"Mean: {col.mean():.2f}, Median: {col.median():.2f}\")\n", + " else:\n", + " print(f\"Most common: {col.mode().iloc[0] if not col.mode().empty else 'N/A'}\")\n", + " print(f\"Sample values: {col.unique()[:5].tolist()}\")\n", + " print()\n", + "\n", + "# Explore different columns\n", + "for col in ['Sales', 'Product', 'Region']:\n", + " quick_explore(df_sales, col)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Practice Exercises\n", + "\n", + "Test your understanding with these exercises:" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 1: Create a larger dataset and explore it\n", + "# Create a dataset with 100 rows and at least 5 columns\n", + "# Include different data types (numeric, categorical, datetime)\n", + "\n", + "# Your code here:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 2: Write a function that provides a complete data profile\n", + "# Include: shape, data types, missing values, unique values, and basic stats\n", + "\n", + "def data_profile(df):\n", + " \"\"\"Provide a comprehensive data profile\"\"\"\n", + " # Your code here:\n", + " pass\n", + "\n", + "# Test your function\n", + "# data_profile(df_sales)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 3: Find interesting insights from the sales data\n", + "# Questions to answer:\n", + "# 1. Which product has the highest average sales?\n", + "# 2. Which region has the most consistent sales (lowest standard deviation)?\n", + "# 3. What's the total commission earned by each salesperson?\n", + "\n", + "# Your code here:\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Key Takeaways\n", + "\n", + "1. **`.head()` and `.tail()`** are essential for quick data inspection\n", + "2. **`.info()`** provides comprehensive DataFrame structure information\n", + "3. **`.describe()`** gives statistical summaries for numerical columns\n", + "4. **`.nunique()` and `.value_counts()`** help understand categorical data\n", + "5. **Always check for missing values** and duplicates in your data\n", + "6. **Statistical measures** (mean, median, std) provide insights into data distribution\n", + "7. **Cross-tabulation** helps understand relationships between categorical variables\n", + "\n", + "## Common Gotchas\n", + "\n", + "- `.describe()` only includes numeric columns by default (use `include='all'` for all columns)\n", + "- Missing values can affect statistical calculations\n", + "- Large datasets might need memory-efficient exploration techniques\n", + "- Always verify data types are correct for your analysis" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Session_01/PandasDataFrame-exmples/03_selecting_filtering.ipynb b/Session_01/PandasDataFrame-exmples/03_selecting_filtering.ipynb new file mode 100755 index 0000000..33dfb63 --- /dev/null +++ b/Session_01/PandasDataFrame-exmples/03_selecting_filtering.ipynb @@ -0,0 +1,593 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Session 1 - DataFrames - Lesson 3: Selecting and Filtering Data\n", + "\n", + "## Learning Objectives\n", + "- Master column and row selection techniques\n", + "- Learn boolean indexing for data filtering\n", + "- Understand the difference between `.loc[]` and `.iloc[]`\n", + "- Practice complex filtering conditions\n", + "- Handle edge cases in data selection\n", + "\n", + "## Prerequisites\n", + "- Completed Lessons 1-2\n", + "- Understanding of Python boolean operations" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Import required libraries\n", + "import pandas as pd\n", + "import numpy as np\n", + "from datetime import datetime, timedelta\n", + "\n", + "# Create sample dataset\n", + "np.random.seed(42)\n", + "sales_data = {\n", + " 'Date': pd.date_range('2024-01-01', periods=20, freq='D'),\n", + " 'Product': ['Laptop', 'Phone', 'Tablet', 'Laptop', 'Phone'] * 4,\n", + " 'Sales': [1200, 800, 600, 1100, 850, 1300, 750, 650, 1250, 900,\n", + " 1150, 820, 700, 1180, 880, 1220, 780, 620, 1300, 850],\n", + " 'Region': ['North', 'South', 'East', 'West', 'North'] * 4,\n", + " 'Salesperson': ['John', 'Sarah', 'Mike', 'Lisa', 'Tom'] * 4,\n", + " 'Commission_Rate': [0.10, 0.12, 0.08, 0.11, 0.09] * 4\n", + "}\n", + "\n", + "df_sales = pd.DataFrame(sales_data)\n", + "print(\"Dataset loaded:\")\n", + "print(df_sales.head())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Selecting Columns\n", + "\n", + "Different ways to select columns from a DataFrame." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Single column (Product) - Returns Series:\n", + "Type: \n", + "0 Laptop\n", + "1 Phone\n", + "2 Tablet\n", + "3 Laptop\n", + "4 Phone\n", + "Name: Product, dtype: object\n", + "\n", + "Single column with dot notation:\n", + "0 Laptop\n", + "1 Phone\n", + "2 Tablet\n", + "3 Laptop\n", + "4 Phone\n", + "Name: Product, dtype: object\n", + "\n", + "Single column as DataFrame (note the double brackets):\n", + "Type: \n", + " Product\n", + "0 Laptop\n", + "1 Phone\n", + "2 Tablet\n", + "3 Laptop\n", + "4 Phone\n" + ] + } + ], + "source": [ + "# Single column selection (returns Series)\n", + "print(\"Single column (Product) - Returns Series:\")\n", + "product_series = df_sales['Product']\n", + "print(f\"Type: {type(product_series)}\")\n", + "print(product_series.head())\n", + "\n", + "print(\"\\nSingle column with dot notation:\")\n", + "print(df_sales.Product.head())\n", + "\n", + "print(\"\\nSingle column as DataFrame (note the double brackets):\")\n", + "product_df = df_sales[['Product']]\n", + "print(f\"Type: {type(product_df)}\")\n", + "print(product_df.head())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Multiple column selection\n", + "print(\"Multiple columns:\")\n", + "selected_cols = df_sales[['Product', 'Sales', 'Region']]\n", + "print(selected_cols.head())\n", + "\n", + "print(\"\\nUsing a list variable:\")\n", + "columns_to_select = ['Date', 'Salesperson', 'Sales']\n", + "selected_df = df_sales[columns_to_select]\n", + "print(selected_df.head())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Column selection with conditions\n", + "print(\"Selecting columns by data type:\")\n", + "numeric_cols = df_sales.select_dtypes(include=[np.number])\n", + "print(\"Numeric columns:\")\n", + "print(numeric_cols.head())\n", + "\n", + "print(\"\\nSelecting columns by name pattern:\")\n", + "# Columns containing 'S'\n", + "s_columns = [col for col in df_sales.columns if 'S' in col]\n", + "print(f\"Columns with 'S': {s_columns}\")\n", + "print(df_sales[s_columns].head())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Selecting Rows\n", + "\n", + "Different methods to select specific rows." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Row selection by index position\n", + "print(\"First row (index 0):\")\n", + "print(df_sales.iloc[0])\n", + "\n", + "print(\"\\nRows 2 to 4 (positions 1, 2, 3):\")\n", + "print(df_sales.iloc[1:4])\n", + "\n", + "print(\"\\nLast 3 rows:\")\n", + "print(df_sales.iloc[-3:])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Row selection by label/index\n", + "print(\"Using .loc with index labels:\")\n", + "print(df_sales.loc[0:2]) # Note: includes endpoint with .loc\n", + "\n", + "print(\"\\nSpecific rows by index:\")\n", + "specific_rows = df_sales.loc[[0, 5, 10, 15]]\n", + "print(specific_rows[['Product', 'Sales', 'Region']])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Random sampling\n", + "print(\"Random sample of 5 rows:\")\n", + "random_sample = df_sales.sample(n=5, random_state=42)\n", + "print(random_sample[['Product', 'Sales', 'Salesperson']])\n", + "\n", + "print(\"\\nRandom 25% of the data:\")\n", + "percentage_sample = df_sales.sample(frac=0.25, random_state=42)\n", + "print(f\"Sample size: {len(percentage_sample)} rows\")\n", + "print(percentage_sample[['Product', 'Sales']].head())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Boolean Indexing and Filtering\n", + "\n", + "Filter data based on conditions using boolean indexing." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Simple boolean conditions\n", + "print(\"Sales greater than 1000:\")\n", + "high_sales = df_sales[df_sales['Sales'] > 1000]\n", + "print(high_sales[['Product', 'Sales', 'Region']])\n", + "\n", + "print(\"\\nSpecific product filter:\")\n", + "laptops_only = df_sales[df_sales['Product'] == 'Laptop']\n", + "print(laptops_only[['Date', 'Sales', 'Salesperson']])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Multiple conditions with AND (&)\n", + "print(\"Laptops with sales > 1100:\")\n", + "laptop_high_sales = df_sales[(df_sales['Product'] == 'Laptop') & (df_sales['Sales'] > 1100)]\n", + "print(laptop_high_sales[['Date', 'Product', 'Sales', 'Region']])\n", + "\n", + "print(\"\\nNorth region with commission rate >= 0.10:\")\n", + "north_high_commission = df_sales[(df_sales['Region'] == 'North') & (df_sales['Commission_Rate'] >= 0.10)]\n", + "print(north_high_commission[['Product', 'Sales', 'Commission_Rate', 'Salesperson']])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Multiple conditions with OR (|)\n", + "print(\"Laptops OR high sales (>1200):\")\n", + "laptop_or_high = df_sales[(df_sales['Product'] == 'Laptop') | (df_sales['Sales'] > 1200)]\n", + "print(laptop_or_high[['Product', 'Sales', 'Region']])\n", + "\n", + "print(\"\\nNorth OR South regions:\")\n", + "north_or_south = df_sales[(df_sales['Region'] == 'North') | (df_sales['Region'] == 'South')]\n", + "print(north_or_south[['Product', 'Sales', 'Region']].head())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Using .isin() for multiple values\n", + "print(\"Products: Laptop or Phone\")\n", + "laptop_phone = df_sales[df_sales['Product'].isin(['Laptop', 'Phone'])]\n", + "print(laptop_phone[['Product', 'Sales', 'Region']].head())\n", + "\n", + "print(\"\\nSpecific salespersons:\")\n", + "selected_salespeople = df_sales[df_sales['Salesperson'].isin(['John', 'Sarah'])]\n", + "print(selected_salespeople[['Salesperson', 'Product', 'Sales']].head())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# NOT conditions using ~\n", + "print(\"NOT Tablets:\")\n", + "not_tablets = df_sales[~(df_sales['Product'] == 'Tablet')]\n", + "print(not_tablets['Product'].value_counts())\n", + "\n", + "print(\"\\nNOT in North region:\")\n", + "not_north = df_sales[~df_sales['Region'].isin(['North'])]\n", + "print(not_north['Region'].value_counts())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Advanced Selection with .loc and .iloc\n", + "\n", + "Powerful selection methods for precise data access." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# .loc for label-based selection\n", + "print(\".loc examples - Label-based selection:\")\n", + "\n", + "# Select specific rows and columns\n", + "print(\"Rows 0-2, specific columns:\")\n", + "result = df_sales.loc[0:2, ['Product', 'Sales', 'Region']]\n", + "print(result)\n", + "\n", + "print(\"\\nAll rows, specific columns:\")\n", + "result = df_sales.loc[:, ['Product', 'Sales']]\n", + "print(result.head())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# .iloc for position-based selection\n", + "print(\".iloc examples - Position-based selection:\")\n", + "\n", + "# Select by position\n", + "print(\"First 3 rows, first 3 columns:\")\n", + "result = df_sales.iloc[0:3, 0:3]\n", + "print(result)\n", + "\n", + "print(\"\\nEvery other row, specific columns:\")\n", + "result = df_sales.iloc[::2, [1, 2, 3]] # Every 2nd row, columns 1,2,3\n", + "print(result.head())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Combining boolean indexing with .loc\n", + "print(\"Boolean indexing with .loc:\")\n", + "\n", + "# High sales, specific columns\n", + "high_sales_subset = df_sales.loc[df_sales['Sales'] > 1000, ['Product', 'Sales', 'Salesperson']]\n", + "print(high_sales_subset)\n", + "\n", + "print(\"\\nComplex condition with .loc:\")\n", + "complex_filter = (df_sales['Product'] == 'Laptop') & (df_sales['Region'] == 'North')\n", + "result = df_sales.loc[complex_filter, ['Date', 'Sales', 'Commission_Rate']]\n", + "print(result)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5. String-based Filtering\n", + "\n", + "Filter data based on string patterns and conditions." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# String methods for filtering\n", + "print(\"Salesperson names starting with 'J':\")\n", + "j_names = df_sales[df_sales['Salesperson'].str.startswith('J')]\n", + "print(j_names[['Salesperson', 'Product', 'Sales']].head())\n", + "\n", + "print(\"\\nRegions containing 'th':\")\n", + "th_regions = df_sales[df_sales['Region'].str.contains('th')]\n", + "print(th_regions[['Region', 'Product', 'Sales']].head())\n", + "\n", + "print(\"\\nProducts with exactly 5 characters:\")\n", + "five_char_products = df_sales[df_sales['Product'].str.len() == 5]\n", + "print(five_char_products['Product'].unique())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 6. Date-based Filtering\n", + "\n", + "Filter data based on date conditions." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Date filtering\n", + "print(\"Data from first week of January 2024:\")\n", + "first_week = df_sales[df_sales['Date'] <= '2024-01-07']\n", + "print(first_week[['Date', 'Product', 'Sales']])\n", + "\n", + "print(\"\\nData from specific date range:\")\n", + "date_range = df_sales[(df_sales['Date'] >= '2024-01-10') & (df_sales['Date'] <= '2024-01-15')]\n", + "print(date_range[['Date', 'Product', 'Sales', 'Region']])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Using date components\n", + "print(\"Data from weekends (Saturday=5, Sunday=6):\")\n", + "weekends = df_sales[df_sales['Date'].dt.dayofweek >= 5]\n", + "print(weekends[['Date', 'Product', 'Sales']])\n", + "\n", + "print(\"\\nData from specific days of week:\")\n", + "mondays = df_sales[df_sales['Date'].dt.day_name() == 'Monday']\n", + "print(f\"Monday sales: {len(mondays)} records\")\n", + "if len(mondays) > 0:\n", + " print(mondays[['Date', 'Product', 'Sales']].head())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 7. Query Method\n", + "\n", + "Alternative syntax for filtering using the `.query()` method." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Using .query() method for cleaner syntax\n", + "print(\"Using .query() method:\")\n", + "\n", + "# Simple condition\n", + "high_sales_query = df_sales.query('Sales > 1000')\n", + "print(f\"High sales records: {len(high_sales_query)}\")\n", + "print(high_sales_query[['Product', 'Sales', 'Region']].head())\n", + "\n", + "print(\"\\nMultiple conditions:\")\n", + "complex_query = df_sales.query('Product == \"Laptop\" and Region == \"North\"')\n", + "print(complex_query[['Date', 'Sales', 'Commission_Rate']])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Query with variables\n", + "min_sales = 900\n", + "target_region = 'East'\n", + "\n", + "print(\"Query with variables:\")\n", + "var_query = df_sales.query('Sales >= @min_sales and Region == @target_region')\n", + "print(var_query[['Product', 'Sales', 'Region']])\n", + "\n", + "print(\"\\nQuery with list (isin equivalent):\")\n", + "products = ['Laptop', 'Phone']\n", + "list_query = df_sales.query('Product in @products')\n", + "print(f\"Records for {products}: {len(list_query)}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Practice Exercises\n", + "\n", + "Test your filtering and selection skills:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 1: Complex Filtering\n", + "# Find all sales where:\n", + "# - Product is either 'Laptop' or 'Phone'\n", + "# - Sales are above the median\n", + "# - Commission rate is at least 0.10\n", + "# Show only Date, Product, Sales, and Salesperson columns\n", + "\n", + "# Your code here:\n", + "median_sales = df_sales['Sales'].median()\n", + "print(f\"Median sales: {median_sales}\")\n", + "\n", + "# complex_filter = ?\n", + "# result = ?\n", + "# print(result)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 2: Date-based Analysis\n", + "# Find sales data for the second week of January 2024\n", + "# Calculate the average sales for that week\n", + "# Show which products were sold and by whom\n", + "\n", + "# Your code here:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 3: Performance Analysis\n", + "# Create a function that finds top performers:\n", + "# - Takes a DataFrame and a percentile (e.g., 0.8 for top 20%)\n", + "# - Returns salespeople whose average sales are in the top percentile\n", + "# - Show their average sales and total number of sales\n", + "\n", + "def find_top_performers(df, percentile=0.8):\n", + " \"\"\"Find top performing salespeople\"\"\"\n", + " # Your code here:\n", + " pass\n", + "\n", + "# Test your function\n", + "# top_performers = find_top_performers(df_sales, 0.8)\n", + "# print(top_performers)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Key Takeaways\n", + "\n", + "1. **Column Selection**: Use `[]` for single/multiple columns, understand Series vs DataFrame return types\n", + "2. **Row Selection**: `.iloc[]` for position-based, `.loc[]` for label-based selection\n", + "3. **Boolean Indexing**: Use `&` (AND), `|` (OR), `~` (NOT) for combining conditions\n", + "4. **Parentheses Matter**: Always wrap individual conditions in parentheses when combining\n", + "5. **`.isin()` Method**: Efficient way to filter for multiple values\n", + "6. **String Methods**: Use `.str` accessor for string-based filtering\n", + "7. **Date Filtering**: Leverage `.dt` accessor for date-based conditions\n", + "8. **`.query()` Method**: Alternative syntax for complex filtering\n", + "\n", + "## Common Mistakes to Avoid\n", + "\n", + "- Using `and/or` instead of `&/|` in boolean conditions\n", + "- Forgetting parentheses around conditions\n", + "- Confusing `.loc[]` and `.iloc[]` usage\n", + "- Not handling empty results from filtering\n", + "- Using chained indexing instead of `.loc[]`\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Session_01/PandasDataFrame-exmples/04_grouping_aggregation.ipynb b/Session_01/PandasDataFrame-exmples/04_grouping_aggregation.ipynb new file mode 100755 index 0000000..3f8ca5f --- /dev/null +++ b/Session_01/PandasDataFrame-exmples/04_grouping_aggregation.ipynb @@ -0,0 +1,1137 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Session 1 - DataFrames - Lesson 4: Grouping and Aggregation\n", + "\n", + "## Learning Objectives\n", + "- Master the `.groupby()` operation for data aggregation\n", + "- Learn different aggregation functions and methods\n", + "- Understand multi-level grouping and hierarchical indexing\n", + "- Practice custom aggregation functions\n", + "- Explore advanced grouping techniques\n", + "\n", + "## Prerequisites\n", + "- Completed Lessons 1-3\n", + "- Understanding of basic statistical concepts (mean, sum, count, etc.)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dataset created:\n", + "Shape: (200, 11)\n", + "\n", + "First few rows:\n", + " Date Product Category Sales Quantity Region Salesperson \\\n", + "0 2024-01-01 Monitor Accessories 1068 6 West Diana \n", + "1 2024-01-02 Headphones Electronics 918 1 East Alice \n", + "2 2024-01-03 Tablet Accessories 1133 5 North Diana \n", + "3 2024-01-04 Headphones Electronics 1340 9 West Bob \n", + "4 2024-01-05 Headphones Electronics 1150 2 North Eve \n", + "\n", + " Commission_Rate Commission Month Quarter \n", + "0 0.15 160.20 1 1 \n", + "1 0.12 110.16 1 1 \n", + "2 0.08 90.64 1 1 \n", + "3 0.08 107.20 1 1 \n", + "4 0.12 138.00 1 1 \n" + ] + } + ], + "source": [ + "# Import required libraries\n", + "import pandas as pd\n", + "import numpy as np\n", + "from datetime import datetime, timedelta\n", + "\n", + "# Create comprehensive sample dataset\n", + "np.random.seed(42)\n", + "n_records = 200\n", + "\n", + "sales_data = {\n", + " 'Date': pd.date_range('2024-01-01', periods=n_records, freq='D'),\n", + " 'Product': np.random.choice(['Laptop', 'Phone', 'Tablet', 'Monitor', 'Headphones'], n_records),\n", + " 'Category': np.random.choice(['Electronics', 'Accessories'], n_records, p=[0.8, 0.2]),\n", + " 'Sales': np.random.normal(1000, 300, n_records).astype(int),\n", + " 'Quantity': np.random.randint(1, 10, n_records),\n", + " 'Region': np.random.choice(['North', 'South', 'East', 'West'], n_records),\n", + " 'Salesperson': np.random.choice(['Alice', 'Bob', 'Charlie', 'Diana', 'Eve', 'Frank'], n_records),\n", + " 'Commission_Rate': np.random.choice([0.08, 0.10, 0.12, 0.15], n_records)\n", + "}\n", + "\n", + "df_sales = pd.DataFrame(sales_data)\n", + "df_sales['Sales'] = np.abs(df_sales['Sales']) # Ensure positive values\n", + "df_sales['Commission'] = df_sales['Sales'] * df_sales['Commission_Rate']\n", + "df_sales['Month'] = df_sales['Date'].dt.month\n", + "df_sales['Quarter'] = df_sales['Date'].dt.quarter\n", + "\n", + "print(\"Dataset created:\")\n", + "print(f\"Shape: {df_sales.shape}\")\n", + "print(\"\\nFirst few rows:\")\n", + "print(df_sales.head())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Basic GroupBy Operations\n", + "\n", + "Understanding the fundamentals of grouping data." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Total sales by product:\n", + "Product\n", + "Headphones 36032\n", + "Laptop 45296\n", + "Monitor 47419\n", + "Phone 36847\n", + "Tablet 34711\n", + "Name: Sales, dtype: int64\n", + "\n", + "Type: \n", + "\n", + "Average sales by region:\n", + "Region\n", + "East 1030.52\n", + "North 1007.14\n", + "South 966.86\n", + "West 999.78\n", + "Name: Sales, dtype: float64\n" + ] + } + ], + "source": [ + "# Simple groupby with single aggregation\n", + "print(\"Total sales by product:\")\n", + "product_sales = df_sales.groupby('Product')['Sales'].sum()\n", + "print(product_sales)\n", + "print(f\"\\nType: {type(product_sales)}\")\n", + "\n", + "print(\"\\nAverage sales by region:\")\n", + "region_avg = df_sales.groupby('Region')['Sales'].mean().round(2)\n", + "print(region_avg)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Multiple statistics for sales by product:\n", + " count sum mean std\n", + "Product \n", + "Headphones 36 36032 1000.89 298.06\n", + "Laptop 43 45296 1053.40 361.78\n", + "Monitor 49 47419 967.73 270.57\n", + "Phone 35 36847 1052.77 323.17\n", + "Tablet 37 34711 938.14 309.20\n", + "\n", + "With custom column names:\n", + " Count Total_Sales Average_Sales Std_Dev\n", + "Product \n", + "Headphones 36 36032 1000.89 298.06\n", + "Laptop 43 45296 1053.40 361.78\n", + "Monitor 49 47419 967.73 270.57\n", + "Phone 35 36847 1052.77 323.17\n", + "Tablet 37 34711 938.14 309.20\n" + ] + } + ], + "source": [ + "# Multiple aggregations on the same column\n", + "print(\"Multiple statistics for sales by product:\")\n", + "product_stats = df_sales.groupby('Product')['Sales'].agg(['count', 'sum', 'mean', 'std']).round(2)\n", + "print(product_stats)\n", + "\n", + "print(\"\\nWith custom column names:\")\n", + "product_stats_named = df_sales.groupby('Product')['Sales'].agg([\n", + " ('Count', 'count'),\n", + " ('Total_Sales', 'sum'),\n", + " ('Average_Sales', 'mean'),\n", + " ('Std_Dev', 'std')\n", + "]).round(2)\n", + "print(product_stats_named)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Aggregating multiple columns:\n", + " Sales Quantity Commission \n", + " sum mean count sum mean sum mean\n", + "Product \n", + "Headphones 36032 1000.89 36 178 4.94 4004.08 111.22\n", + "Laptop 45296 1053.40 43 219 5.09 5018.59 116.71\n", + "Monitor 47419 967.73 49 253 5.16 5078.17 103.64\n", + "Phone 36847 1052.77 35 162 4.63 4121.58 117.76\n", + "Tablet 34711 938.14 37 194 5.24 3699.82 100.00\n", + "\n", + "Flattened column names:\n", + " Sales_sum Sales_mean Sales_count Quantity_sum Quantity_mean \\\n", + "Product \n", + "Headphones 36032 1000.89 36 178 4.94 \n", + "Laptop 45296 1053.40 43 219 5.09 \n", + "Monitor 47419 967.73 49 253 5.16 \n", + "Phone 36847 1052.77 35 162 4.63 \n", + "Tablet 34711 938.14 37 194 5.24 \n", + "\n", + " Commission_sum Commission_mean \n", + "Product \n", + "Headphones 4004.08 111.22 \n", + "Laptop 5018.59 116.71 \n", + "Monitor 5078.17 103.64 \n", + "Phone 4121.58 117.76 \n", + "Tablet 3699.82 100.00 \n" + ] + } + ], + "source": [ + "# Groupby with multiple columns and aggregations\n", + "print(\"Aggregating multiple columns:\")\n", + "multi_agg = df_sales.groupby('Product').agg({\n", + " 'Sales': ['sum', 'mean', 'count'],\n", + " 'Quantity': ['sum', 'mean'],\n", + " 'Commission': ['sum', 'mean']\n", + "}).round(2)\n", + "print(multi_agg)\n", + "\n", + "print(\"\\nFlattened column names:\")\n", + "multi_agg_flat = df_sales.groupby('Product').agg({\n", + " 'Sales': ['sum', 'mean', 'count'],\n", + " 'Quantity': ['sum', 'mean'],\n", + " 'Commission': ['sum', 'mean']\n", + "}).round(2)\n", + "multi_agg_flat.columns = ['_'.join(col).strip() for col in multi_agg_flat.columns.values]\n", + "print(multi_agg_flat.head())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Multiple Group Columns\n", + "\n", + "Grouping by multiple categorical variables." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sales by Region and Product:\n", + "Region Product \n", + "East Headphones 9791\n", + " Laptop 17001\n", + " Monitor 11728\n", + " Phone 6514\n", + " Tablet 10614\n", + "North Headphones 11527\n", + " Laptop 6514\n", + " Monitor 11273\n", + " Phone 13293\n", + " Tablet 7750\n", + "South Headphones 7131\n", + " Laptop 13003\n", + " Monitor 12007\n", + " Phone 10115\n", + " Tablet 7054\n", + "West Headphones 7583\n", + " Laptop 8778\n", + " Monitor 12411\n", + " Phone 6925\n", + " Tablet 9293\n", + "Name: Sales, dtype: int64\n", + "\n", + "As DataFrame with reset_index():\n", + " Region Product Sales\n", + "0 East Headphones 9791\n", + "1 East Laptop 17001\n", + "2 East Monitor 11728\n", + "3 East Phone 6514\n", + "4 East Tablet 10614\n", + "5 North Headphones 11527\n", + "6 North Laptop 6514\n", + "7 North Monitor 11273\n", + "8 North Phone 13293\n", + "9 North Tablet 7750\n" + ] + } + ], + "source": [ + "# Group by multiple columns\n", + "print(\"Sales by Region and Product:\")\n", + "region_product = df_sales.groupby(['Region', 'Product'])['Sales'].sum().round(2)\n", + "print(region_product)\n", + "\n", + "print(\"\\nAs DataFrame with reset_index():\")\n", + "region_product_df = df_sales.groupby(['Region', 'Product'])['Sales'].sum().reset_index()\n", + "print(region_product_df.head(10))" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Hierarchical indexing example:\n", + "First 15 entries:\n", + "Region Product Month\n", + "East Headphones 1 2287\n", + " 3 1194\n", + " 4 985\n", + " 5 2030\n", + " 6 883\n", + " 7 2412\n", + " Laptop 1 1585\n", + " 2 3151\n", + " 3 4563\n", + " 4 2966\n", + " 5 919\n", + " 6 2504\n", + " 7 1313\n", + " Monitor 1 4583\n", + " 2 536\n", + "Name: Sales, dtype: int64\n", + "\n", + "Accessing specific groups:\n", + "North region, Laptop sales by month:\n", + "Month\n", + "2 1976\n", + "3 1141\n", + "4 1342\n", + "5 43\n", + "6 844\n", + "7 1168\n", + "Name: Sales, dtype: int64\n", + "\n", + "All North region sales:\n", + "Product Month\n", + "Headphones 1 1769\n", + " 2 1080\n", + " 3 2884\n", + " 4 1460\n", + " 5 4334\n", + "Name: Sales, dtype: int64\n" + ] + } + ], + "source": [ + "# Working with hierarchical index\n", + "print(\"Hierarchical indexing example:\")\n", + "hierarchy = df_sales.groupby(['Region', 'Product', 'Month'])['Sales'].sum()\n", + "print(\"First 15 entries:\")\n", + "print(hierarchy.head(15))\n", + "\n", + "print(\"\\nAccessing specific groups:\")\n", + "print(\"North region, Laptop sales by month:\")\n", + "try:\n", + " north_laptops = hierarchy.loc[('North', 'Laptop')]\n", + " print(north_laptops)\n", + "except KeyError:\n", + " print(\"No data available for North region Laptops\")\n", + "\n", + "print(\"\\nAll North region sales:\")\n", + "try:\n", + " north_all = hierarchy.loc['North']\n", + " print(north_all.head())\n", + "except KeyError:\n", + " print(\"No data available for North region\")" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unstacking hierarchical data:\n", + "Product Headphones Laptop Monitor Phone Tablet\n", + "Region \n", + "East 9791 17001 11728 6514 10614\n", + "North 11527 6514 11273 13293 7750\n", + "South 7131 13003 12007 10115 7054\n", + "West 7583 8778 12411 6925 9293\n", + "\n", + "Unstacking different levels:\n", + "Region East North South West\n", + "Product \n", + "Headphones 9791 11527 7131 7583\n", + "Laptop 17001 6514 13003 8778\n", + "Monitor 11728 11273 12007 12411\n", + "Phone 6514 13293 10115 6925\n", + "Tablet 10614 7750 7054 9293\n" + ] + } + ], + "source": [ + "# Unstacking hierarchical data\n", + "print(\"Unstacking hierarchical data:\")\n", + "region_product_pivot = df_sales.groupby(['Region', 'Product'])['Sales'].sum().unstack(fill_value=0)\n", + "print(region_product_pivot)\n", + "\n", + "print(\"\\nUnstacking different levels:\")\n", + "product_region_pivot = df_sales.groupby(['Product', 'Region'])['Sales'].sum().unstack(fill_value=0)\n", + "print(product_region_pivot)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Common Aggregation Functions\n", + "\n", + "Explore the most useful aggregation functions." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Comprehensive statistics by salesperson:\n", + " Count Total Mean Median Std Min Max Q25 Q75\n", + "Salesperson \n", + "Alice 35 33468 956.23 929.0 288.45 298 1588 841.00 1089.50\n", + "Bob 36 36427 1011.86 1050.0 314.32 230 1702 802.25 1196.25\n", + "Charlie 37 39529 1068.35 1070.0 329.60 539 1761 806.00 1313.00\n", + "Diana 29 28906 996.76 1068.0 325.84 43 1607 831.00 1179.00\n", + "Eve 34 35134 1033.35 1046.0 323.72 519 1976 775.00 1159.25\n", + "Frank 29 26841 925.55 904.0 296.00 381 1477 745.00 1145.00\n" + ] + } + ], + "source": [ + "# Comprehensive aggregation example\n", + "print(\"Comprehensive statistics by salesperson:\")\n", + "salesperson_stats = df_sales.groupby('Salesperson')['Sales'].agg([\n", + " 'count', # Number of sales\n", + " 'sum', # Total sales\n", + " 'mean', # Average sale\n", + " 'median', # Median sale\n", + " 'std', # Standard deviation\n", + " 'min', # Minimum sale\n", + " 'max', # Maximum sale\n", + " lambda x: x.quantile(0.25), # 25th percentile\n", + " lambda x: x.quantile(0.75) # 75th percentile\n", + "]).round(2)\n", + "\n", + "# Rename lambda columns\n", + "salesperson_stats.columns = ['Count', 'Total', 'Mean', 'Median', 'Std', 'Min', 'Max', 'Q25', 'Q75']\n", + "print(salesperson_stats)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Monthly sales trends:\n", + " Sales Quantity Commission\n", + " sum mean count sum sum\n", + "Month \n", + "1 31482 1015.55 31 157 3324.78\n", + "2 29854 1029.45 29 153 3437.00\n", + "3 28500 919.35 31 173 3242.74\n", + "4 27043 901.43 30 124 2973.03\n", + "5 31530 1017.10 31 166 3351.57\n", + "6 33686 1122.87 30 147 3770.67\n", + "7 18210 1011.67 18 86 1822.45\n", + "\n", + "Quarterly performance:\n", + " Sales Quantity Salesperson\n", + " sum mean sum nunique\n", + "Quarter \n", + "1 89836 987.21 483 6\n", + "2 92259 1013.84 437 6\n", + "3 18210 1011.67 86 6\n" + ] + } + ], + "source": [ + "# Date-based aggregations\n", + "print(\"Monthly sales trends:\")\n", + "monthly_sales = df_sales.groupby('Month').agg({\n", + " 'Sales': ['sum', 'mean', 'count'],\n", + " 'Quantity': 'sum',\n", + " 'Commission': 'sum'\n", + "}).round(2)\n", + "print(monthly_sales)\n", + "\n", + "print(\"\\nQuarterly performance:\")\n", + "quarterly_sales = df_sales.groupby('Quarter').agg({\n", + " 'Sales': ['sum', 'mean'],\n", + " 'Quantity': 'sum',\n", + " 'Salesperson': 'nunique' # Number of unique salespeople\n", + "}).round(2)\n", + "print(quarterly_sales)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Custom Aggregation Functions\n", + "\n", + "Create your own aggregation functions for specific business logic." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Custom aggregations by product:\n", + " Mean Std_Dev Range High_Value_Count CV\n", + "Product \n", + "Headphones 1000.889 298.055 1309 8 0.298\n", + "Laptop 1053.395 361.778 1933 14 0.343\n", + "Monitor 967.735 270.570 1151 8 0.280\n", + "Phone 1052.771 323.173 1321 11 0.307\n", + "Tablet 938.135 309.205 1314 6 0.330\n" + ] + } + ], + "source": [ + "# Custom aggregation functions\n", + "def sales_range(series):\n", + " \"\"\"Calculate the range of sales values\"\"\"\n", + " return series.max() - series.min()\n", + "\n", + "def high_value_count(series, threshold=1200):\n", + " \"\"\"Count sales above a threshold\"\"\"\n", + " return (series > threshold).sum()\n", + "\n", + "def coefficient_of_variation(series):\n", + " \"\"\"Calculate coefficient of variation (std/mean)\"\"\"\n", + " return series.std() / series.mean() if series.mean() != 0 else 0\n", + "\n", + "print(\"Custom aggregations by product:\")\n", + "custom_agg = df_sales.groupby('Product')['Sales'].agg([\n", + " 'mean',\n", + " 'std',\n", + " sales_range,\n", + " high_value_count,\n", + " coefficient_of_variation\n", + "]).round(3)\n", + "\n", + "custom_agg.columns = ['Mean', 'Std_Dev', 'Range', 'High_Value_Count', 'CV']\n", + "print(custom_agg)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Lambda function aggregations:\n", + " Total Average Top_10_Percent Above_Average_Count \\\n", + "Region \n", + "East 55648 1030.519 1416.6 25 \n", + "North 50357 1007.140 1342.1 29 \n", + "South 49310 966.863 1346.0 26 \n", + "West 44990 999.778 1469.6 19 \n", + "\n", + " Sales_Concentration \n", + "Region \n", + "East 0.134 \n", + "North 0.159 \n", + "South 0.160 \n", + "West 0.171 \n" + ] + } + ], + "source": [ + "# Lambda functions for quick custom aggregations\n", + "print(\"Lambda function aggregations:\")\n", + "lambda_agg = df_sales.groupby('Region')['Sales'].agg([\n", + " ('Total', 'sum'),\n", + " ('Average', 'mean'),\n", + " ('Top_10_Percent', lambda x: x.quantile(0.9)),\n", + " ('Above_Average_Count', lambda x: (x > x.mean()).sum()),\n", + " ('Sales_Concentration', lambda x: x.nlargest(5).sum() / x.sum()) # Top 5 sales as % of total\n", + "]).round(3)\n", + "print(lambda_agg)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5. Transform and Apply Operations\n", + "\n", + "Learn `.transform()` and `.apply()` for more complex group operations." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Transform operations:\n", + "Sample with transform columns:\n", + " Product Sales Product_Avg_Sales Sales_vs_Product_Avg\n", + "0 Monitor 1068 967.734694 100.265306\n", + "1 Headphones 918 1000.888889 -82.888889\n", + "2 Tablet 1133 938.135135 194.864865\n", + "3 Headphones 1340 1000.888889 339.111111\n", + "4 Headphones 1150 1000.888889 149.111111\n", + "\n", + "Ranking within groups:\n", + " Product Sales Sales_Rank_in_Product\n", + "0 Monitor 1068 16.5\n", + "1 Headphones 918 24.0\n", + "2 Tablet 1133 12.0\n", + "3 Headphones 1340 6.0\n", + "4 Headphones 1150 12.0\n", + "5 Phone 1318 7.5\n", + "6 Tablet 799 24.0\n", + "7 Tablet 739 27.0\n", + "8 Tablet 836 22.0\n", + "9 Headphones 619 32.0\n" + ] + } + ], + "source": [ + "# Transform operations - return same size as original\n", + "print(\"Transform operations:\")\n", + "\n", + "# Add group statistics as new columns\n", + "df_transformed = df_sales.copy()\n", + "df_transformed['Product_Avg_Sales'] = df_sales.groupby('Product')['Sales'].transform('mean')\n", + "df_transformed['Region_Total_Sales'] = df_sales.groupby('Region')['Sales'].transform('sum')\n", + "df_transformed['Sales_vs_Product_Avg'] = df_transformed['Sales'] - df_transformed['Product_Avg_Sales']\n", + "\n", + "print(\"Sample with transform columns:\")\n", + "print(df_transformed[['Product', 'Sales', 'Product_Avg_Sales', 'Sales_vs_Product_Avg']].head())\n", + "\n", + "print(\"\\nRanking within groups:\")\n", + "df_transformed['Sales_Rank_in_Product'] = df_sales.groupby('Product')['Sales'].rank(ascending=False)\n", + "print(df_transformed[['Product', 'Sales', 'Sales_Rank_in_Product']].head(10))" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Apply operations:\n", + " total_sales avg_sales num_transactions top_salesperson \\\n", + "Product \n", + "Headphones 36032 1000.89 36 Diana \n", + "Laptop 45296 1053.40 43 Eve \n", + "Monitor 47419 967.73 49 Alice \n", + "Phone 36847 1052.77 35 Bob \n", + "Tablet 34711 938.14 37 Bob \n", + "\n", + " sales_per_quantity \n", + "Product \n", + "Headphones 375.94 \n", + "Laptop 345.93 \n", + "Monitor 257.01 \n", + "Phone 373.06 \n", + "Tablet 313.06 \n", + "\n", + "Top performing sale in each region:\n", + " Product Sales Salesperson\n", + "Region \n", + "East Laptop 1585 Charlie\n", + "North Laptop 1976 Eve\n", + "South Laptop 1761 Charlie\n", + "West Headphones 1607 Diana\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/cd/drz_5fvd69ddxy7rzw4p3zx80000gn/T/ipykernel_61733/3089764804.py:14: DeprecationWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n", + " apply_result = df_sales.groupby('Product').apply(group_summary).round(2)\n", + "/var/folders/cd/drz_5fvd69ddxy7rzw4p3zx80000gn/T/ipykernel_61733/3089764804.py:18: DeprecationWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n", + " top_sales_by_region = df_sales.groupby('Region').apply(lambda x: x.loc[x['Sales'].idxmax()])\n" + ] + } + ], + "source": [ + "# Apply operations - can return different structures\n", + "print(\"Apply operations:\")\n", + "\n", + "def group_summary(group):\n", + " \"\"\"Return a summary Series for each group\"\"\"\n", + " return pd.Series({\n", + " 'total_sales': group['Sales'].sum(),\n", + " 'avg_sales': group['Sales'].mean(),\n", + " 'num_transactions': len(group),\n", + " 'top_salesperson': group.loc[group['Sales'].idxmax(), 'Salesperson'],\n", + " 'sales_per_quantity': (group['Sales'] / group['Quantity']).mean()\n", + " })\n", + "\n", + "apply_result = df_sales.groupby('Product').apply(group_summary).round(2)\n", + "print(apply_result)\n", + "\n", + "print(\"\\nTop performing sale in each region:\")\n", + "top_sales_by_region = df_sales.groupby('Region').apply(lambda x: x.loc[x['Sales'].idxmax()])\n", + "print(top_sales_by_region[['Product', 'Sales', 'Salesperson']])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 6. Filtering Groups\n", + "\n", + "Filter entire groups based on group-level conditions." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Groups with more than 30 transactions:\n", + "Original data: 200 rows\n", + "Filtered data: 200 rows\n", + "\n", + "Product transaction counts in filtered data:\n", + "Product\n", + "Monitor 49\n", + "Laptop 43\n", + "Tablet 37\n", + "Headphones 36\n", + "Phone 35\n", + "Name: count, dtype: int64\n", + "\n", + "Groups with average sales > $1000:\n", + "High-value products:\n", + "Product\n", + "Headphones 1000.89\n", + "Laptop 1053.40\n", + "Phone 1052.77\n", + "Name: Sales, dtype: float64\n" + ] + } + ], + "source": [ + "# Filter groups based on group characteristics\n", + "print(\"Groups with more than 30 transactions:\")\n", + "active_products = df_sales.groupby('Product').filter(lambda x: len(x) > 30)\n", + "print(f\"Original data: {len(df_sales)} rows\")\n", + "print(f\"Filtered data: {len(active_products)} rows\")\n", + "print(\"\\nProduct transaction counts in filtered data:\")\n", + "print(active_products['Product'].value_counts())\n", + "\n", + "print(\"\\nGroups with average sales > $1000:\")\n", + "high_value_products = df_sales.groupby('Product').filter(lambda x: x['Sales'].mean() > 1000)\n", + "print(\"High-value products:\")\n", + "print(high_value_products.groupby('Product')['Sales'].mean().round(2))" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Salespeople with consistent performance:\n", + "Consistent performers analysis:\n", + " Count Mean Std CV\n", + "Salesperson \n", + "Alice 35 956.229 288.455 0.302\n", + "Bob 36 1011.861 314.322 0.311\n", + "Charlie 37 1068.351 329.602 0.309\n", + "Diana 29 996.759 325.836 0.327\n", + "Eve 34 1033.353 323.720 0.313\n", + "Frank 29 925.552 296.002 0.320\n" + ] + } + ], + "source": [ + "# Complex filtering conditions\n", + "print(\"Salespeople with consistent performance:\")\n", + "# Filter salespeople with at least 20 sales and CV < 0.5\n", + "consistent_performers = df_sales.groupby('Salesperson').filter(\n", + " lambda x: len(x) >= 20 and (x['Sales'].std() / x['Sales'].mean()) < 0.5\n", + ")\n", + "\n", + "if len(consistent_performers) > 0:\n", + " print(\"Consistent performers analysis:\")\n", + " consistency_analysis = consistent_performers.groupby('Salesperson')['Sales'].agg([\n", + " 'count', 'mean', 'std', lambda x: x.std()/x.mean()\n", + " ]).round(3)\n", + " consistency_analysis.columns = ['Count', 'Mean', 'Std', 'CV']\n", + " print(consistency_analysis)\n", + "else:\n", + " print(\"No salespeople meet the consistency criteria\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 7. Advanced Grouping Techniques\n", + "\n", + "More sophisticated grouping operations." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Grouping by sales value ranges:\n", + " Sales Quantity Commission\n", + " count mean sum sum sum\n", + "Sales_Category \n", + "Low 8 330.88 2647 54 272.61\n", + "Medium 92 788.87 72576 478 8110.68\n", + "High 89 1202.89 107057 423 11652.60\n", + "Very High 11 1638.64 18025 51 1886.35\n", + "\n", + "Product distribution across sales categories:\n", + "Product Headphones Laptop Monitor Phone Tablet\n", + "Sales_Category \n", + "Low 1 2 1 2 2\n", + "Medium 18 17 26 12 19\n", + "High 16 21 21 17 14\n", + "Very High 1 3 1 4 2\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/cd/drz_5fvd69ddxy7rzw4p3zx80000gn/T/ipykernel_61733/1556724418.py:8: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " sales_category_analysis = df_sales.groupby('Sales_Category').agg({\n" + ] + } + ], + "source": [ + "# Groupby with categorical cuts\n", + "print(\"Grouping by sales value ranges:\")\n", + "# Create sales categories\n", + "df_sales['Sales_Category'] = pd.cut(df_sales['Sales'], \n", + " bins=[0, 500, 1000, 1500, float('inf')],\n", + " labels=['Low', 'Medium', 'High', 'Very High'])\n", + "\n", + "sales_category_analysis = df_sales.groupby('Sales_Category').agg({\n", + " 'Sales': ['count', 'mean', 'sum'],\n", + " 'Quantity': 'sum',\n", + " 'Commission': 'sum'\n", + "}).round(2)\n", + "print(sales_category_analysis)\n", + "\n", + "print(\"\\nProduct distribution across sales categories:\")\n", + "category_product_cross = pd.crosstab(df_sales['Sales_Category'], df_sales['Product'])\n", + "print(category_product_cross)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Weekly sales analysis:\n", + " Sales Product Salesperson\n", + " sum mean count nunique\n", + "Week \n", + "1 7726 1103.71 7 Headphones 4\n", + "2 6078 868.29 7 Tablet 4\n", + "3 7281 1040.14 7 Monitor 5\n", + "4 6867 981.00 7 Laptop 4\n", + "5 7285 1040.71 7 Monitor 4\n", + "6 7994 1142.00 7 Headphones 4\n", + "7 6652 950.29 7 Phone 3\n", + "8 7125 1017.86 7 Monitor 4\n", + "9 6293 899.00 7 Monitor 5\n", + "10 7755 1107.86 7 Phone 4\n", + "\n", + "Day of week analysis:\n", + " count mean sum\n", + "DayOfWeek \n", + "Monday 29 1017.90 29519\n", + "Tuesday 29 1003.07 29089\n", + "Wednesday 29 956.72 27745\n", + "Thursday 29 963.62 27945\n", + "Friday 28 1136.71 31828\n", + "Saturday 28 1018.32 28513\n", + "Sunday 28 916.64 25666\n" + ] + } + ], + "source": [ + "# Time-based grouping\n", + "print(\"Weekly sales analysis:\")\n", + "df_sales['Week'] = df_sales['Date'].dt.isocalendar().week\n", + "weekly_analysis = df_sales.groupby('Week').agg({\n", + " 'Sales': ['sum', 'mean', 'count'],\n", + " 'Product': lambda x: x.mode().iloc[0] if not x.mode().empty else 'None', # Most common product\n", + " 'Salesperson': 'nunique'\n", + "}).round(2)\n", + "print(weekly_analysis.head(10))\n", + "\n", + "print(\"\\nDay of week analysis:\")\n", + "df_sales['DayOfWeek'] = df_sales['Date'].dt.day_name()\n", + "day_analysis = df_sales.groupby('DayOfWeek')['Sales'].agg(['count', 'mean', 'sum']).round(2)\n", + "# Reorder by weekday\n", + "day_order = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']\n", + "day_analysis = day_analysis.reindex([day for day in day_order if day in day_analysis.index])\n", + "print(day_analysis)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 8. Performance Considerations\n", + "\n", + "Tips for efficient groupby operations." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Large dataset size: 2000 rows\n", + "Multiple groupby calls: 0.0016 seconds\n", + "Single groupby with agg: 0.0007 seconds\n", + "Efficiency gain: 2.44x faster\n", + "\n", + "Results are equivalent: True\n" + ] + } + ], + "source": [ + "# Efficient groupby operations\n", + "import time\n", + "\n", + "# Create larger dataset for timing comparison\n", + "large_df = pd.concat([df_sales] * 10, ignore_index=True)\n", + "print(f\"Large dataset size: {len(large_df)} rows\")\n", + "\n", + "# Method 1: Multiple separate groupby calls (less efficient)\n", + "start_time = time.time()\n", + "result1_sum = large_df.groupby('Product')['Sales'].sum()\n", + "result1_mean = large_df.groupby('Product')['Sales'].mean()\n", + "result1_count = large_df.groupby('Product')['Sales'].count()\n", + "time1 = time.time() - start_time\n", + "\n", + "# Method 2: Single groupby with agg (more efficient)\n", + "start_time = time.time()\n", + "result2 = large_df.groupby('Product')['Sales'].agg(['sum', 'mean', 'count'])\n", + "time2 = time.time() - start_time\n", + "\n", + "print(f\"Multiple groupby calls: {time1:.4f} seconds\")\n", + "print(f\"Single groupby with agg: {time2:.4f} seconds\")\n", + "print(f\"Efficiency gain: {time1/time2:.2f}x faster\")\n", + "\n", + "# Verify results are the same\n", + "print(f\"\\nResults are equivalent: {result1_sum.equals(result2['sum'])}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Practice Exercises\n", + "\n", + "Apply your grouping and aggregation skills:" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 1: Sales Performance Analysis\n", + "# Create a comprehensive sales performance report that includes:\n", + "# - Total and average sales by salesperson and region\n", + "# - Commission earned by each salesperson\n", + "# - Performance ranking within each region\n", + "# - Identify top and bottom performers\n", + "\n", + "# Your code here:\n", + "def sales_performance_report(df):\n", + " \"\"\"Generate comprehensive sales performance report\"\"\"\n", + " # Your implementation here\n", + " pass\n", + "\n", + "# sales_performance_report(df_sales)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 2: Product Analysis\n", + "# Analyze product performance including:\n", + "# - Which products are most/least popular (by quantity and sales)\n", + "# - Seasonal trends for each product\n", + "# - Regional preferences for different products\n", + "# - Price consistency across regions\n", + "\n", + "# Your code here:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 3: Custom Business Metrics\n", + "# Create custom aggregation functions to calculate:\n", + "# - Customer acquisition cost (if you have marketing spend data)\n", + "# - Sales velocity (sales per day) for each product\n", + "# - Market share by region\n", + "# - Performance consistency score\n", + "\n", + "# Your code here:\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Key Takeaways\n", + "\n", + "1. **GroupBy Basics**: `.groupby()` splits data into groups based on categorical variables\n", + "2. **Aggregation Functions**: Use built-in functions (`sum`, `mean`, `count`) or custom functions\n", + "3. **Multiple Aggregations**: Use `.agg()` with lists or dictionaries for multiple operations\n", + "4. **Hierarchical Indexing**: Multiple group columns create hierarchical indices\n", + "5. **Transform vs Apply**: `.transform()` preserves original size, `.apply()` can return different structures\n", + "6. **Filtering Groups**: Use `.filter()` to remove entire groups based on conditions\n", + "7. **Performance**: Single `.agg()` calls are more efficient than multiple `.groupby()` operations\n", + "\n", + "## Common Patterns\n", + "\n", + "```python\n", + "# Basic aggregation\n", + "df.groupby('column')['value'].sum()\n", + "\n", + "# Multiple aggregations\n", + "df.groupby('column')['value'].agg(['sum', 'mean', 'count'])\n", + "\n", + "# Multiple columns and aggregations\n", + "df.groupby('group_col').agg({\n", + " 'col1': ['sum', 'mean'],\n", + " 'col2': 'count'\n", + "})\n", + "\n", + "# Custom aggregation\n", + "df.groupby('column')['value'].agg(lambda x: x.max() - x.min())\n", + "\n", + "# Transform for group statistics\n", + "df['group_mean'] = df.groupby('group')['value'].transform('mean')\n", + "```" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Session_01/PandasDataFrame-exmples/05_adding_modifying_columns.ipynb b/Session_01/PandasDataFrame-exmples/05_adding_modifying_columns.ipynb new file mode 100755 index 0000000..a857628 --- /dev/null +++ b/Session_01/PandasDataFrame-exmples/05_adding_modifying_columns.ipynb @@ -0,0 +1,733 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Session 1 - DataFrames - Lesson 5: Adding and Modifying Columns\n", + "\n", + "## Learning Objectives\n", + "- Learn different methods to add new columns to DataFrames\n", + "- Master conditional column creation using various techniques\n", + "- Understand how to modify existing columns\n", + "- Practice with calculated fields and derived columns\n", + "- Explore data type conversions and transformations\n", + "\n", + "## Prerequisites\n", + "- Completed Lessons 1-4\n", + "- Understanding of basic Python operations and functions" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Import required libraries\n", + "import pandas as pd\n", + "import numpy as np\n", + "from datetime import datetime, timedelta\n", + "\n", + "# Create sample dataset\n", + "np.random.seed(42)\n", + "n_records = 150\n", + "\n", + "sales_data = {\n", + " 'Date': pd.date_range('2024-01-01', periods=n_records, freq='D'),\n", + " 'Product': np.random.choice(['Laptop', 'Phone', 'Tablet', 'Monitor'], n_records),\n", + " 'Sales': np.random.normal(1000, 200, n_records).astype(int),\n", + " 'Quantity': np.random.randint(1, 8, n_records),\n", + " 'Region': np.random.choice(['North', 'South', 'East', 'West'], n_records),\n", + " 'Salesperson': np.random.choice(['Alice', 'Bob', 'Charlie', 'Diana', 'Eve'], n_records),\n", + " 'Customer_Type': np.random.choice(['New', 'Returning', 'VIP'], n_records, p=[0.3, 0.6, 0.1])\n", + "}\n", + "\n", + "df_sales = pd.DataFrame(sales_data)\n", + "df_sales['Sales'] = np.abs(df_sales['Sales']) # Ensure positive values\n", + "\n", + "print(\"Original dataset:\")\n", + "print(f\"Shape: {df_sales.shape}\")\n", + "print(\"\\nFirst few rows:\")\n", + "print(df_sales.head())\n", + "print(\"\\nData types:\")\n", + "print(df_sales.dtypes)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Basic Column Addition\n", + "\n", + "Simple methods to add new columns." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Method 1: Direct assignment\n", + "df_modified = df_sales.copy()\n", + "\n", + "# Add simple calculated columns\n", + "df_modified['Revenue'] = df_modified['Sales'] * df_modified['Quantity']\n", + "df_modified['Commission_10%'] = df_modified['Sales'] * 0.10\n", + "df_modified['Sales_per_Unit'] = df_modified['Sales'] / df_modified['Quantity']\n", + "\n", + "print(\"New calculated columns:\")\n", + "print(df_modified[['Sales', 'Quantity', 'Revenue', 'Commission_10%', 'Sales_per_Unit']].head())\n", + "\n", + "# Add constant value column\n", + "df_modified['Year'] = 2024\n", + "df_modified['Currency'] = 'USD'\n", + "df_modified['Department'] = 'Sales'\n", + "\n", + "print(\"\\nConstant value columns added:\")\n", + "print(df_modified[['Year', 'Currency', 'Department']].head())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Method 2: Using assign() method (more functional approach)\n", + "df_assigned = df_sales.assign(\n", + " Revenue=lambda x: x['Sales'] * x['Quantity'],\n", + " Commission_Rate=0.08,\n", + " Commission_Amount=lambda x: x['Sales'] * 0.08,\n", + " Sales_Squared=lambda x: x['Sales'] ** 2,\n", + " Is_High_Volume=lambda x: x['Quantity'] > 5\n", + ")\n", + "\n", + "print(\"Using assign() method:\")\n", + "print(df_assigned[['Sales', 'Quantity', 'Revenue', 'Commission_Amount', 'Is_High_Volume']].head())\n", + "\n", + "print(f\"\\nOriginal shape: {df_sales.shape}\")\n", + "print(f\"Modified shape: {df_assigned.shape}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Method 3: Using insert() for specific positioning\n", + "df_insert = df_sales.copy()\n", + "\n", + "# Insert column at specific position (after 'Sales')\n", + "sales_index = df_insert.columns.get_loc('Sales')\n", + "df_insert.insert(sales_index + 1, 'Sales_Tax', df_insert['Sales'] * 0.08)\n", + "df_insert.insert(sales_index + 2, 'Total_with_Tax', df_insert['Sales'] + df_insert['Sales_Tax'])\n", + "\n", + "print(\"Using insert() for positioned columns:\")\n", + "print(df_insert[['Product', 'Sales', 'Sales_Tax', 'Total_with_Tax', 'Quantity']].head())\n", + "print(f\"\\nColumn order: {list(df_insert.columns)}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Conditional Column Creation\n", + "\n", + "Create columns based on conditions and business logic." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Method 1: Using np.where() for simple conditions\n", + "df_conditional = df_sales.copy()\n", + "\n", + "# Simple binary conditions\n", + "df_conditional['High_Sales'] = np.where(df_conditional['Sales'] > 1000, 'Yes', 'No')\n", + "df_conditional['Weekend'] = np.where(df_conditional['Date'].dt.dayofweek >= 5, 'Weekend', 'Weekday')\n", + "df_conditional['Bulk_Order'] = np.where(df_conditional['Quantity'] >= 5, 'Bulk', 'Regular')\n", + "\n", + "print(\"Simple conditional columns:\")\n", + "print(df_conditional[['Sales', 'High_Sales', 'Date', 'Weekend', 'Quantity', 'Bulk_Order']].head())\n", + "\n", + "# Nested conditions\n", + "df_conditional['Sales_Category'] = np.where(df_conditional['Sales'] > 1200, 'High',\n", + " np.where(df_conditional['Sales'] > 800, 'Medium', 'Low'))\n", + "\n", + "print(\"\\nNested conditions:\")\n", + "print(df_conditional[['Sales', 'Sales_Category']].head(10))\n", + "print(\"\\nCategory distribution:\")\n", + "print(df_conditional['Sales_Category'].value_counts())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Method 2: Using pd.cut() for binning numerical data\n", + "df_conditional['Sales_Tier'] = pd.cut(df_conditional['Sales'], \n", + " bins=[0, 500, 800, 1200, float('inf')],\n", + " labels=['Entry', 'Standard', 'Premium', 'Luxury'])\n", + "\n", + "print(\"Using pd.cut() for binning:\")\n", + "print(df_conditional[['Sales', 'Sales_Tier']].head(10))\n", + "print(\"\\nTier distribution:\")\n", + "print(df_conditional['Sales_Tier'].value_counts())\n", + "\n", + "# Using pd.qcut() for quantile-based binning\n", + "df_conditional['Sales_Quintile'] = pd.qcut(df_conditional['Sales'], \n", + " q=5, \n", + " labels=['Bottom 20%', 'Low 20%', 'Mid 20%', 'High 20%', 'Top 20%'])\n", + "\n", + "print(\"\\nUsing pd.qcut() for quantile binning:\")\n", + "print(df_conditional['Sales_Quintile'].value_counts())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Method 3: Using pandas.select() for multiple conditions\n", + "# Define conditions and choices\n", + "conditions = [\n", + " (df_conditional['Sales'] >= 1200) & (df_conditional['Quantity'] >= 5),\n", + " (df_conditional['Sales'] >= 1000) & (df_conditional['Customer_Type'] == 'VIP'),\n", + " (df_conditional['Sales'] >= 800) & (df_conditional['Region'] == 'North'),\n", + " df_conditional['Customer_Type'] == 'New'\n", + "]\n", + "\n", + "choices = ['Premium Deal', 'VIP Sale', 'North Preferred', 'New Customer']\n", + "default = 'Standard'\n", + "\n", + "df_conditional['Deal_Type'] = np.select(conditions, choices, default=default)\n", + "\n", + "print(\"Using np.select() for complex conditions:\")\n", + "print(df_conditional[['Sales', 'Quantity', 'Customer_Type', 'Region', 'Deal_Type']].head(10))\n", + "print(\"\\nDeal type distribution:\")\n", + "print(df_conditional['Deal_Type'].value_counts())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Using Apply and Lambda Functions\n", + "\n", + "Create complex calculated columns using custom functions." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Simple lambda functions\n", + "df_apply = df_sales.copy()\n", + "\n", + "# Single column transformations\n", + "df_apply['Sales_Log'] = df_apply['Sales'].apply(lambda x: np.log(x))\n", + "df_apply['Product_Length'] = df_apply['Product'].apply(lambda x: len(x))\n", + "df_apply['Days_Since_Start'] = df_apply['Date'].apply(lambda x: (x - df_apply['Date'].min()).days)\n", + "\n", + "print(\"Simple lambda transformations:\")\n", + "print(df_apply[['Sales', 'Sales_Log', 'Product', 'Product_Length', 'Days_Since_Start']].head())\n", + "\n", + "# Multiple column operations using lambda\n", + "df_apply['Efficiency_Score'] = df_apply.apply(\n", + " lambda row: (row['Sales'] * row['Quantity']) / (row['Days_Since_Start'] + 1), \n", + " axis=1\n", + ")\n", + "\n", + "print(\"\\nMultiple column lambda:\")\n", + "print(df_apply[['Sales', 'Quantity', 'Days_Since_Start', 'Efficiency_Score']].head())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Custom functions for complex business logic\n", + "def calculate_commission(row):\n", + " \"\"\"Calculate commission based on complex business rules\"\"\"\n", + " base_rate = 0.05\n", + " \n", + " # VIP customers get higher commission\n", + " if row['Customer_Type'] == 'VIP':\n", + " base_rate += 0.02\n", + " \n", + " # High quantity orders get bonus\n", + " if row['Quantity'] >= 5:\n", + " base_rate += 0.01\n", + " \n", + " # Regional multipliers\n", + " region_multipliers = {'North': 1.2, 'South': 1.0, 'East': 1.1, 'West': 0.9}\n", + " multiplier = region_multipliers.get(row['Region'], 1.0)\n", + " \n", + " return row['Sales'] * base_rate * multiplier\n", + "\n", + "def performance_rating(row):\n", + " \"\"\"Calculate performance rating based on multiple factors\"\"\"\n", + " score = 0\n", + " \n", + " # Sales performance (40% weight)\n", + " if row['Sales'] > 1200:\n", + " score += 40\n", + " elif row['Sales'] > 800:\n", + " score += 30\n", + " else:\n", + " score += 20\n", + " \n", + " # Quantity performance (30% weight)\n", + " if row['Quantity'] >= 6:\n", + " score += 30\n", + " elif row['Quantity'] >= 4:\n", + " score += 20\n", + " else:\n", + " score += 10\n", + " \n", + " # Customer type bonus (30% weight)\n", + " customer_bonus = {'VIP': 30, 'Returning': 20, 'New': 15}\n", + " score += customer_bonus.get(row['Customer_Type'], 0)\n", + " \n", + " # Convert to letter grade\n", + " if score >= 85:\n", + " return 'A'\n", + " elif score >= 70:\n", + " return 'B'\n", + " elif score >= 55:\n", + " return 'C'\n", + " else:\n", + " return 'D'\n", + "\n", + "# Apply custom functions\n", + "df_apply['Commission'] = df_apply.apply(calculate_commission, axis=1)\n", + "df_apply['Performance_Rating'] = df_apply.apply(performance_rating, axis=1)\n", + "\n", + "print(\"Custom function results:\")\n", + "print(df_apply[['Sales', 'Quantity', 'Customer_Type', 'Region', 'Commission', 'Performance_Rating']].head())\n", + "\n", + "print(\"\\nPerformance rating distribution:\")\n", + "print(df_apply['Performance_Rating'].value_counts().sort_index())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Date and Time Derived Columns\n", + "\n", + "Extract useful information from datetime columns." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Extract date components\n", + "df_dates = df_sales.copy()\n", + "\n", + "# Basic date components\n", + "df_dates['Year'] = df_dates['Date'].dt.year\n", + "df_dates['Month'] = df_dates['Date'].dt.month\n", + "df_dates['Day'] = df_dates['Date'].dt.day\n", + "df_dates['DayOfWeek'] = df_dates['Date'].dt.dayofweek # 0=Monday, 6=Sunday\n", + "df_dates['DayName'] = df_dates['Date'].dt.day_name()\n", + "df_dates['MonthName'] = df_dates['Date'].dt.month_name()\n", + "\n", + "print(\"Basic date components:\")\n", + "print(df_dates[['Date', 'Year', 'Month', 'Day', 'DayOfWeek', 'DayName', 'MonthName']].head())\n", + "\n", + "# Business-relevant date features\n", + "df_dates['Quarter'] = df_dates['Date'].dt.quarter\n", + "df_dates['Week'] = df_dates['Date'].dt.isocalendar().week\n", + "df_dates['DayOfYear'] = df_dates['Date'].dt.dayofyear\n", + "df_dates['IsWeekend'] = df_dates['Date'].dt.dayofweek >= 5\n", + "df_dates['IsMonthStart'] = df_dates['Date'].dt.is_month_start\n", + "df_dates['IsMonthEnd'] = df_dates['Date'].dt.is_month_end\n", + "\n", + "print(\"\\nBusiness date features:\")\n", + "print(df_dates[['Date', 'Quarter', 'Week', 'IsWeekend', 'IsMonthStart', 'IsMonthEnd']].head(10))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Time-based calculations\n", + "start_date = df_dates['Date'].min()\n", + "df_dates['Days_Since_Start'] = (df_dates['Date'] - start_date).dt.days\n", + "df_dates['Weeks_Since_Start'] = df_dates['Days_Since_Start'] // 7\n", + "\n", + "# Create season column\n", + "def get_season(month):\n", + " if month in [12, 1, 2]:\n", + " return 'Winter'\n", + " elif month in [3, 4, 5]:\n", + " return 'Spring'\n", + " elif month in [6, 7, 8]:\n", + " return 'Summer'\n", + " else:\n", + " return 'Fall'\n", + "\n", + "df_dates['Season'] = df_dates['Month'].apply(get_season)\n", + "\n", + "# Business day calculations\n", + "df_dates['IsBusinessDay'] = df_dates['Date'].dt.dayofweek < 5\n", + "df_dates['BusinessDaysSinceStart'] = df_dates.apply(\n", + " lambda row: np.busday_count(start_date.date(), row['Date'].date()), axis=1\n", + ")\n", + "\n", + "print(\"Time-based calculations:\")\n", + "print(df_dates[['Date', 'Days_Since_Start', 'Weeks_Since_Start', 'Season', \n", + " 'IsBusinessDay', 'BusinessDaysSinceStart']].head())\n", + "\n", + "print(\"\\nSeason distribution:\")\n", + "print(df_dates['Season'].value_counts())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5. Text and String Manipulations\n", + "\n", + "Create columns based on string operations and text processing." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# String manipulations\n", + "df_text = df_sales.copy()\n", + "\n", + "# Basic string operations\n", + "df_text['Product_Upper'] = df_text['Product'].str.upper()\n", + "df_text['Product_Lower'] = df_text['Product'].str.lower()\n", + "df_text['Product_Length'] = df_text['Product'].str.len()\n", + "df_text['Product_First_Char'] = df_text['Product'].str[0]\n", + "df_text['Product_Last_Three'] = df_text['Product'].str[-3:]\n", + "\n", + "print(\"Basic string operations:\")\n", + "print(df_text[['Product', 'Product_Upper', 'Product_Lower', 'Product_Length', \n", + " 'Product_First_Char', 'Product_Last_Three']].head())\n", + "\n", + "# Text categorization\n", + "df_text['Product_Category'] = df_text['Product'].apply(lambda x: \n", + " 'Computer' if x in ['Laptop', 'Monitor'] else\n", + " 'Mobile' if x in ['Phone', 'Tablet'] else\n", + " 'Other'\n", + ")\n", + "\n", + "# Check for patterns\n", + "df_text['Has_Letter_A'] = df_text['Product'].str.contains('a', case=False)\n", + "df_text['Starts_With_L'] = df_text['Product'].str.startswith('L')\n", + "df_text['Ends_With_E'] = df_text['Product'].str.endswith('e')\n", + "\n", + "print(\"\\nText patterns and categorization:\")\n", + "print(df_text[['Product', 'Product_Category', 'Has_Letter_A', 'Starts_With_L', 'Ends_With_E']].head(10))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Create formatted text columns\n", + "df_text['Sales_Formatted'] = df_text['Sales'].apply(lambda x: f\"${x:,.2f}\")\n", + "df_text['Transaction_ID'] = df_text.apply(\n", + " lambda row: f\"{row['Region'][:1]}{row['Product'][:3].upper()}{row.name:04d}\", axis=1\n", + ")\n", + "\n", + "# Create summary descriptions\n", + "df_text['Transaction_Summary'] = df_text.apply(\n", + " lambda row: f\"{row['Salesperson']} sold {row['Quantity']} {row['Product']}(s) \"\n", + " f\"for {row['Sales_Formatted']} in {row['Region']} region\", \n", + " axis=1\n", + ")\n", + "\n", + "print(\"Formatted text columns:\")\n", + "print(df_text[['Sales_Formatted', 'Transaction_ID']].head())\n", + "print(\"\\nTransaction summaries:\")\n", + "for i, summary in enumerate(df_text['Transaction_Summary'].head(3)):\n", + " print(f\"{i+1}. {summary}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 6. Working with Categorical Data\n", + "\n", + "Optimize memory usage and enable category-specific operations." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Convert to categorical data types\n", + "df_categorical = df_sales.copy()\n", + "\n", + "# Check memory usage before\n", + "print(\"Memory usage before categorical conversion:\")\n", + "print(df_categorical.memory_usage(deep=True))\n", + "\n", + "# Convert string columns to categorical\n", + "categorical_columns = ['Product', 'Region', 'Salesperson', 'Customer_Type']\n", + "for col in categorical_columns:\n", + " df_categorical[col] = df_categorical[col].astype('category')\n", + "\n", + "print(\"\\nMemory usage after categorical conversion:\")\n", + "print(df_categorical.memory_usage(deep=True))\n", + "\n", + "print(\"\\nData types after conversion:\")\n", + "print(df_categorical.dtypes)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Working with ordered categories\n", + "# Create ordered categorical for sales performance\n", + "performance_categories = ['Poor', 'Fair', 'Good', 'Excellent']\n", + "df_categorical['Performance_Level'] = pd.cut(\n", + " df_categorical['Sales'],\n", + " bins=[0, 700, 900, 1200, float('inf')],\n", + " labels=performance_categories,\n", + " ordered=True\n", + ")\n", + "\n", + "print(\"Ordered categorical data:\")\n", + "print(df_categorical['Performance_Level'].head(10))\n", + "print(\"\\nCategory info:\")\n", + "print(df_categorical['Performance_Level'].cat.categories)\n", + "print(f\"Is ordered: {df_categorical['Performance_Level'].cat.ordered}\")\n", + "\n", + "# Categorical operations\n", + "print(\"\\nPerformance level distribution:\")\n", + "print(df_categorical['Performance_Level'].value_counts().sort_index())\n", + "\n", + "# Add new category\n", + "df_categorical['Performance_Level'] = df_categorical['Performance_Level'].cat.add_categories(['Outstanding'])\n", + "print(f\"\\nCategories after adding 'Outstanding': {df_categorical['Performance_Level'].cat.categories}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 7. Mathematical and Statistical Transformations\n", + "\n", + "Create columns using mathematical functions and statistical transformations." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Mathematical transformations\n", + "df_math = df_sales.copy()\n", + "\n", + "# Common mathematical transformations\n", + "df_math['Sales_Log'] = np.log(df_math['Sales'])\n", + "df_math['Sales_Sqrt'] = np.sqrt(df_math['Sales'])\n", + "df_math['Sales_Squared'] = df_math['Sales'] ** 2\n", + "df_math['Sales_Reciprocal'] = 1 / df_math['Sales']\n", + "\n", + "print(\"Mathematical transformations:\")\n", + "print(df_math[['Sales', 'Sales_Log', 'Sales_Sqrt', 'Sales_Squared', 'Sales_Reciprocal']].head())\n", + "\n", + "# Statistical standardization\n", + "df_math['Sales_Z_Score'] = (df_math['Sales'] - df_math['Sales'].mean()) / df_math['Sales'].std()\n", + "df_math['Sales_Min_Max_Scaled'] = (df_math['Sales'] - df_math['Sales'].min()) / (df_math['Sales'].max() - df_math['Sales'].min())\n", + "\n", + "# Rolling statistics\n", + "df_math = df_math.sort_values('Date')\n", + "df_math['Sales_Rolling_7_Mean'] = df_math['Sales'].rolling(window=7, min_periods=1).mean()\n", + "df_math['Sales_Rolling_7_Std'] = df_math['Sales'].rolling(window=7, min_periods=1).std()\n", + "df_math['Sales_Cumulative_Sum'] = df_math['Sales'].cumsum()\n", + "\n", + "print(\"\\nStatistical transformations:\")\n", + "print(df_math[['Sales', 'Sales_Z_Score', 'Sales_Min_Max_Scaled', \n", + " 'Sales_Rolling_7_Mean', 'Sales_Cumulative_Sum']].head(10))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Rank and percentile columns\n", + "df_math['Sales_Rank'] = df_math['Sales'].rank(ascending=False)\n", + "df_math['Sales_Percentile'] = df_math['Sales'].rank(pct=True) * 100\n", + "df_math['Sales_Rank_by_Region'] = df_math.groupby('Region')['Sales'].rank(ascending=False)\n", + "\n", + "# Binning and discretization\n", + "df_math['Sales_Decile'] = pd.qcut(df_math['Sales'], q=10, labels=range(1, 11))\n", + "df_math['Sales_Tertile'] = pd.qcut(df_math['Sales'], q=3, labels=['Low', 'Medium', 'High'])\n", + "\n", + "print(\"Ranking and binning:\")\n", + "print(df_math[['Sales', 'Sales_Rank', 'Sales_Percentile', 'Sales_Rank_by_Region', \n", + " 'Sales_Decile', 'Sales_Tertile']].head(10))\n", + "\n", + "print(\"\\nDecile distribution:\")\n", + "print(df_math['Sales_Decile'].value_counts().sort_index())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Practice Exercises\n", + "\n", + "Apply your column creation and modification skills:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 1: Customer Segmentation\n", + "# Create a comprehensive customer segmentation system:\n", + "# - Combine purchase behavior, frequency, and value\n", + "# - Create RFM-like scores (Recency, Frequency, Monetary)\n", + "# - Assign customer segments (e.g., Champion, Loyal, At Risk, etc.)\n", + "\n", + "def create_customer_segmentation(df):\n", + " \"\"\"Create customer segmentation based on purchase patterns\"\"\"\n", + " # Your implementation here\n", + " pass\n", + "\n", + "# segmented_df = create_customer_segmentation(df_sales)\n", + "# print(segmented_df[['Customer_Type', 'Sales', 'Frequency_Score', 'Monetary_Score', 'Segment']].head())" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 2: Performance Metrics Dashboard\n", + "# Create a comprehensive set of KPI columns:\n", + "# - Sales efficiency metrics\n", + "# - Trend indicators (growth rates, momentum)\n", + "# - Comparative metrics (vs. average, vs. target)\n", + "# - Alert flags for unusual patterns\n", + "\n", + "# Your code here:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 3: Feature Engineering for ML\n", + "# Create features that could be useful for machine learning:\n", + "# - Interaction features (product of two variables)\n", + "# - Polynomial features\n", + "# - Time-based features (seasonality, trends)\n", + "# - Lag features (previous period values)\n", + "\n", + "# Your code here:\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Key Takeaways\n", + "\n", + "1. **Column Assignment**: Use direct assignment (`df['col'] = value`) for simple cases\n", + "2. **Assign Method**: Use `.assign()` for functional programming style and method chaining\n", + "3. **Conditional Logic**: Combine `np.where()`, `pd.cut()`, `pd.qcut()`, and `np.select()` for complex conditions\n", + "4. **Apply Functions**: Use `.apply()` with lambda or custom functions for complex transformations\n", + "5. **Date Features**: Extract meaningful components from datetime columns\n", + "6. **String Operations**: Leverage `.str` accessor for text manipulations\n", + "7. **Categorical Data**: Convert to categories for memory efficiency and special operations\n", + "8. **Mathematical Transformations**: Apply statistical and mathematical functions for data preprocessing\n", + "\n", + "## Performance Tips\n", + "\n", + "1. **Vectorized Operations**: Prefer pandas/numpy operations over loops\n", + "2. **Categorical Types**: Use categorical data for repeated string values\n", + "3. **Memory Management**: Monitor memory usage when creating many new columns\n", + "4. **Method Chaining**: Use `.assign()` for readable method chains\n", + "5. **Avoid apply() When Possible**: Use vectorized operations instead of `.apply()` for better performance\n", + "\n", + "## Common Patterns\n", + "\n", + "```python\n", + "# Simple calculation\n", + "df['new_col'] = df['col1'] * df['col2']\n", + "\n", + "# Conditional column\n", + "df['category'] = np.where(df['value'] > threshold, 'High', 'Low')\n", + "\n", + "# Apply custom function\n", + "df['result'] = df.apply(custom_function, axis=1)\n", + "\n", + "# Date features\n", + "df['month'] = df['date'].dt.month\n", + "\n", + "# String operations\n", + "df['upper'] = df['text'].str.upper()\n", + "```" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Session_01/PandasDataFrame-exmples/06_handling_missing_data.ipynb b/Session_01/PandasDataFrame-exmples/06_handling_missing_data.ipynb new file mode 100755 index 0000000..180a3c8 --- /dev/null +++ b/Session_01/PandasDataFrame-exmples/06_handling_missing_data.ipynb @@ -0,0 +1,916 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Session 1 - DataFrames - Lesson 6: Handling Missing Data\n", + "\n", + "## Learning Objectives\n", + "- Understand different types of missing data and their implications\n", + "- Master techniques for detecting and analyzing missing values\n", + "- Learn various strategies for handling missing data\n", + "- Practice imputation methods and their trade-offs\n", + "- Develop best practices for missing data management\n", + "\n", + "## Prerequisites\n", + "- Completed Lessons 1-5\n", + "- Understanding of basic statistical concepts\n", + "- Familiarity with data quality principles" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Import required libraries\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from datetime import datetime, timedelta\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "# Set display options\n", + "pd.set_option('display.max_columns', None)\n", + "plt.style.use('seaborn-v0_8')\n", + "\n", + "print(\"Libraries loaded successfully!\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating Dataset with Missing Values\n", + "\n", + "Let's create a realistic dataset with different patterns of missing data." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Create comprehensive dataset with various missing data patterns\n", + "np.random.seed(42)\n", + "n_records = 500\n", + "\n", + "# Base data\n", + "data = {\n", + " 'customer_id': range(1, n_records + 1),\n", + " 'age': np.random.normal(35, 12, n_records).astype(int),\n", + " 'income': np.random.normal(50000, 15000, n_records),\n", + " 'education_years': np.random.normal(14, 3, n_records),\n", + " 'purchase_amount': np.random.normal(200, 50, n_records),\n", + " 'satisfaction_score': np.random.randint(1, 6, n_records),\n", + " 'region': np.random.choice(['North', 'South', 'East', 'West'], n_records),\n", + " 'product_category': np.random.choice(['Electronics', 'Clothing', 'Books', 'Home'], n_records),\n", + " 'signup_date': pd.date_range('2023-01-01', periods=n_records, freq='D'),\n", + " 'last_purchase_date': pd.date_range('2023-01-01', periods=n_records, freq='D') + pd.Timedelta(days=30)\n", + "}\n", + "\n", + "df_complete = pd.DataFrame(data)\n", + "\n", + "# Ensure positive values where appropriate\n", + "df_complete['age'] = np.abs(df_complete['age'])\n", + "df_complete['income'] = np.abs(df_complete['income'])\n", + "df_complete['education_years'] = np.clip(df_complete['education_years'], 6, 20)\n", + "df_complete['purchase_amount'] = np.abs(df_complete['purchase_amount'])\n", + "\n", + "print(\"Complete dataset created:\")\n", + "print(f\"Shape: {df_complete.shape}\")\n", + "print(\"\\nFirst few rows:\")\n", + "print(df_complete.head())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Introduce different patterns of missing data\n", + "df_missing = df_complete.copy()\n", + "\n", + "# 1. Missing Completely at Random (MCAR) - income data\n", + "# Randomly missing 15% of income values\n", + "mcar_indices = np.random.choice(df_missing.index, size=int(0.15 * len(df_missing)), replace=False)\n", + "df_missing.loc[mcar_indices, 'income'] = np.nan\n", + "\n", + "# 2. Missing at Random (MAR) - education years missing based on age\n", + "# Older people less likely to report education\n", + "older_customers = df_missing['age'] > 60\n", + "older_indices = df_missing[older_customers].index\n", + "education_missing = np.random.choice(older_indices, size=int(0.4 * len(older_indices)), replace=False)\n", + "df_missing.loc[education_missing, 'education_years'] = np.nan\n", + "\n", + "# 3. Missing Not at Random (MNAR) - satisfaction scores\n", + "# Unsatisfied customers less likely to provide ratings\n", + "low_satisfaction = df_missing['satisfaction_score'] <= 2\n", + "low_sat_indices = df_missing[low_satisfaction].index\n", + "satisfaction_missing = np.random.choice(low_sat_indices, size=int(0.6 * len(low_sat_indices)), replace=False)\n", + "df_missing.loc[satisfaction_missing, 'satisfaction_score'] = np.nan\n", + "\n", + "# 4. Systematic missing - last purchase date for new customers\n", + "# New customers (signed up recently) haven't made purchases yet\n", + "recent_signups = df_missing['signup_date'] > '2023-11-01'\n", + "df_missing.loc[recent_signups, 'last_purchase_date'] = pd.NaT\n", + "\n", + "# 5. Random missing in other columns\n", + "# Purchase amount - 10% missing\n", + "purchase_missing = np.random.choice(df_missing.index, size=int(0.10 * len(df_missing)), replace=False)\n", + "df_missing.loc[purchase_missing, 'purchase_amount'] = np.nan\n", + "\n", + "print(\"Missing data patterns introduced:\")\n", + "print(f\"Dataset shape: {df_missing.shape}\")\n", + "print(\"\\nMissing value counts:\")\n", + "missing_summary = df_missing.isnull().sum()\n", + "missing_summary = missing_summary[missing_summary > 0]\n", + "print(missing_summary)\n", + "\n", + "print(\"\\nMissing value percentages:\")\n", + "missing_pct = (df_missing.isnull().sum() / len(df_missing) * 100).round(2)\n", + "missing_pct = missing_pct[missing_pct > 0]\n", + "print(missing_pct)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Detecting and Analyzing Missing Data\n", + "\n", + "Comprehensive techniques for understanding missing data patterns." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def analyze_missing_data(df):\n", + " \"\"\"Comprehensive missing data analysis\"\"\"\n", + " print(\"=== MISSING DATA ANALYSIS ===\")\n", + " \n", + " # Basic missing data statistics\n", + " total_cells = df.size\n", + " total_missing = df.isnull().sum().sum()\n", + " print(f\"Total cells: {total_cells:,}\")\n", + " print(f\"Missing cells: {total_missing:,} ({total_missing/total_cells*100:.2f}%)\")\n", + " \n", + " # Missing data by column\n", + " missing_by_column = pd.DataFrame({\n", + " 'Missing_Count': df.isnull().sum(),\n", + " 'Missing_Percentage': (df.isnull().sum() / len(df)) * 100,\n", + " 'Data_Type': df.dtypes\n", + " })\n", + " missing_by_column = missing_by_column[missing_by_column['Missing_Count'] > 0]\n", + " missing_by_column = missing_by_column.sort_values('Missing_Percentage', ascending=False)\n", + " \n", + " print(\"\\n--- Missing Data by Column ---\")\n", + " print(missing_by_column.round(2))\n", + " \n", + " # Missing data patterns\n", + " print(\"\\n--- Missing Data Patterns ---\")\n", + " missing_patterns = df.isnull().value_counts().head(10)\n", + " print(\"Top 10 missing patterns (True = Missing):\")\n", + " for pattern, count in missing_patterns.items():\n", + " percentage = (count / len(df)) * 100\n", + " print(f\"{count:4d} rows ({percentage:5.1f}%): {dict(zip(df.columns, pattern))}\")\n", + " \n", + " return missing_by_column\n", + "\n", + "# Analyze missing data\n", + "missing_analysis = analyze_missing_data(df_missing)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Visualize missing data patterns\n", + "def visualize_missing_data(df):\n", + " \"\"\"Create visualizations for missing data patterns\"\"\"\n", + " fig, axes = plt.subplots(2, 2, figsize=(15, 10))\n", + " \n", + " # 1. Missing data heatmap\n", + " missing_mask = df.isnull()\n", + " sns.heatmap(missing_mask.iloc[:100], \n", + " yticklabels=False, \n", + " cbar=True, \n", + " cmap='viridis',\n", + " ax=axes[0, 0])\n", + " axes[0, 0].set_title('Missing Data Heatmap (First 100 rows)')\n", + " \n", + " # 2. Missing data by column\n", + " missing_counts = df.isnull().sum()\n", + " missing_counts = missing_counts[missing_counts > 0]\n", + " missing_counts.plot(kind='bar', ax=axes[0, 1], color='skyblue')\n", + " axes[0, 1].set_title('Missing Values by Column')\n", + " axes[0, 1].set_ylabel('Count')\n", + " axes[0, 1].tick_params(axis='x', rotation=45)\n", + " \n", + " # 3. Missing data correlation\n", + " missing_corr = df.isnull().corr()\n", + " sns.heatmap(missing_corr, annot=True, cmap='coolwarm', center=0, ax=axes[1, 0])\n", + " axes[1, 0].set_title('Missing Data Correlation')\n", + " \n", + " # 4. Missing data by row\n", + " missing_per_row = df.isnull().sum(axis=1)\n", + " missing_per_row.hist(bins=range(len(df.columns) + 2), ax=axes[1, 1], alpha=0.7, color='orange')\n", + " axes[1, 1].set_title('Distribution of Missing Values per Row')\n", + " axes[1, 1].set_xlabel('Number of Missing Values')\n", + " axes[1, 1].set_ylabel('Number of Rows')\n", + " \n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "# Visualize missing patterns\n", + "visualize_missing_data(df_missing)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Analyze missing data relationships\n", + "def analyze_missing_relationships(df):\n", + " \"\"\"Analyze relationships between missing data and other variables\"\"\"\n", + " print(\"=== MISSING DATA RELATIONSHIPS ===\")\n", + " \n", + " # Example: Relationship between age and missing education\n", + " if 'age' in df.columns and 'education_years' in df.columns:\n", + " print(\"\\n--- Age vs Missing Education ---\")\n", + " education_missing = df['education_years'].isnull()\n", + " age_stats = df.groupby(education_missing)['age'].agg(['mean', 'median', 'std']).round(2)\n", + " age_stats.index = ['Education Present', 'Education Missing']\n", + " print(age_stats)\n", + " \n", + " # Example: Missing satisfaction by purchase amount\n", + " if 'satisfaction_score' in df.columns and 'purchase_amount' in df.columns:\n", + " print(\"\\n--- Purchase Amount vs Missing Satisfaction ---\")\n", + " satisfaction_missing = df['satisfaction_score'].isnull()\n", + " purchase_stats = df.groupby(satisfaction_missing)['purchase_amount'].agg(['mean', 'median', 'count']).round(2)\n", + " purchase_stats.index = ['Satisfaction Present', 'Satisfaction Missing']\n", + " print(purchase_stats)\n", + " \n", + " # Missing data by categorical variables\n", + " if 'region' in df.columns:\n", + " print(\"\\n--- Missing Data by Region ---\")\n", + " region_missing = df.groupby('region').apply(lambda x: x.isnull().sum())\n", + " print(region_missing[region_missing.sum(axis=1) > 0])\n", + "\n", + "# Analyze relationships\n", + "analyze_missing_relationships(df_missing)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Basic Missing Data Handling\n", + "\n", + "Fundamental techniques for dealing with missing values." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Method 1: Dropping missing values\n", + "print(\"=== DROPPING MISSING VALUES ===\")\n", + "\n", + "# Drop rows with any missing values\n", + "df_drop_any = df_missing.dropna()\n", + "print(f\"Original shape: {df_missing.shape}\")\n", + "print(f\"After dropping any missing: {df_drop_any.shape}\")\n", + "print(f\"Rows removed: {len(df_missing) - len(df_drop_any)} ({(len(df_missing) - len(df_drop_any))/len(df_missing)*100:.1f}%)\")\n", + "\n", + "# Drop rows with missing values in specific columns\n", + "critical_columns = ['customer_id', 'age', 'region']\n", + "df_drop_critical = df_missing.dropna(subset=critical_columns)\n", + "print(f\"\\nAfter dropping rows missing critical columns: {df_drop_critical.shape}\")\n", + "\n", + "# Drop rows with more than X missing values\n", + "df_drop_thresh = df_missing.dropna(thresh=len(df_missing.columns) - 2) # Allow max 2 missing\n", + "print(f\"After dropping rows with >2 missing values: {df_drop_thresh.shape}\")\n", + "\n", + "# Drop columns with too many missing values\n", + "missing_threshold = 0.5 # 50%\n", + "cols_to_keep = df_missing.columns[df_missing.isnull().mean() < missing_threshold]\n", + "df_drop_cols = df_missing[cols_to_keep]\n", + "print(f\"\\nAfter dropping columns with >{missing_threshold*100}% missing: {df_drop_cols.shape}\")\n", + "print(f\"Columns dropped: {set(df_missing.columns) - set(cols_to_keep)}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Method 2: Basic imputation with fillna()\n", + "print(\"=== BASIC IMPUTATION ===\")\n", + "\n", + "df_basic_impute = df_missing.copy()\n", + "\n", + "# Fill with specific values\n", + "df_basic_impute['satisfaction_score'] = df_basic_impute['satisfaction_score'].fillna(3) # Neutral score\n", + "print(\"Filled satisfaction_score with 3 (neutral)\")\n", + "\n", + "# Fill with statistical measures\n", + "df_basic_impute['income'] = df_basic_impute['income'].fillna(df_basic_impute['income'].median())\n", + "df_basic_impute['education_years'] = df_basic_impute['education_years'].fillna(df_basic_impute['education_years'].mean())\n", + "df_basic_impute['purchase_amount'] = df_basic_impute['purchase_amount'].fillna(df_basic_impute['purchase_amount'].mean())\n", + "print(\"Filled numerical columns with mean/median\")\n", + "\n", + "# Forward fill and backward fill for dates\n", + "df_basic_impute['last_purchase_date'] = df_basic_impute['last_purchase_date'].fillna(method='bfill')\n", + "print(\"Filled dates with backward fill\")\n", + "\n", + "print(f\"\\nMissing values after basic imputation:\")\n", + "print(df_basic_impute.isnull().sum().sum())\n", + "\n", + "# Show before/after comparison\n", + "print(\"\\nComparison (first 10 rows):\")\n", + "comparison_cols = ['income', 'education_years', 'purchase_amount', 'satisfaction_score']\n", + "for col in comparison_cols:\n", + " before_missing = df_missing[col].isnull().sum()\n", + " after_missing = df_basic_impute[col].isnull().sum()\n", + " print(f\"{col}: {before_missing} ā†’ {after_missing} missing values\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Advanced Imputation Techniques\n", + "\n", + "Sophisticated methods for handling missing data." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Group-based imputation\n", + "def group_based_imputation(df):\n", + " \"\"\"Impute missing values based on group statistics\"\"\"\n", + " df_group_impute = df.copy()\n", + " \n", + " print(\"=== GROUP-BASED IMPUTATION ===\")\n", + " \n", + " # Impute income based on region and education level\n", + " # First, create education level categories\n", + " df_group_impute['education_level'] = pd.cut(\n", + " df_group_impute['education_years'].fillna(df_group_impute['education_years'].median()),\n", + " bins=[0, 12, 16, 20],\n", + " labels=['High School', 'Bachelor', 'Advanced']\n", + " )\n", + " \n", + " # Calculate group-based statistics\n", + " income_by_group = df_group_impute.groupby(['region', 'education_level'])['income'].median()\n", + " \n", + " # Fill missing income values\n", + " def fill_income(row):\n", + " if pd.isna(row['income']):\n", + " try:\n", + " return income_by_group.loc[(row['region'], row['education_level'])]\n", + " except KeyError:\n", + " return df_group_impute['income'].median()\n", + " return row['income']\n", + " \n", + " df_group_impute['income'] = df_group_impute.apply(fill_income, axis=1)\n", + " \n", + " print(\"Income imputed based on region and education level\")\n", + " print(\"Group-based median income:\")\n", + " print(income_by_group.round(0))\n", + " \n", + " return df_group_impute\n", + "\n", + "# Apply group-based imputation\n", + "df_group_imputed = group_based_imputation(df_missing)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Comparison of Imputation Methods\n", + "\n", + "Compare different imputation approaches and their impact." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def compare_imputation_methods(original_complete, original_missing, *imputed_dfs, methods_names):\n", + " \"\"\"Compare different imputation methods\"\"\"\n", + " print(\"=== IMPUTATION METHODS COMPARISON ===\")\n", + " \n", + " # Focus on a specific column for comparison\n", + " column = 'income'\n", + " \n", + " if column not in original_complete.columns:\n", + " print(f\"Column {column} not found\")\n", + " return\n", + " \n", + " # Get original values that were made missing\n", + " missing_mask = original_missing[column].isnull()\n", + " true_values = original_complete.loc[missing_mask, column]\n", + " \n", + " print(f\"Comparing imputation for '{column}' column\")\n", + " print(f\"Number of missing values: {len(true_values)}\")\n", + " \n", + " # Calculate errors for each method\n", + " results = {}\n", + " \n", + " for df_imputed, method_name in zip(imputed_dfs, methods_names):\n", + " if column in df_imputed.columns:\n", + " imputed_values = df_imputed.loc[missing_mask, column]\n", + " \n", + " # Calculate metrics\n", + " mae = np.mean(np.abs(true_values - imputed_values))\n", + " rmse = np.sqrt(np.mean((true_values - imputed_values) ** 2))\n", + " bias = np.mean(imputed_values - true_values)\n", + " \n", + " results[method_name] = {\n", + " 'MAE': mae,\n", + " 'RMSE': rmse,\n", + " 'Bias': bias,\n", + " 'Mean_Imputed': np.mean(imputed_values),\n", + " 'Std_Imputed': np.std(imputed_values)\n", + " }\n", + " \n", + " # True statistics\n", + " print(f\"\\nTrue statistics for missing values:\")\n", + " print(f\"Mean: {np.mean(true_values):.2f}\")\n", + " print(f\"Std: {np.std(true_values):.2f}\")\n", + " \n", + " # Results comparison\n", + " results_df = pd.DataFrame(results).T\n", + " print(f\"\\nImputation comparison results:\")\n", + " print(results_df.round(2))\n", + " \n", + " # Visualize comparison\n", + " fig, axes = plt.subplots(2, 2, figsize=(15, 10))\n", + " \n", + " # Distribution comparison\n", + " axes[0, 0].hist(true_values, alpha=0.7, label='True Values', bins=20)\n", + " for df_imputed, method_name in zip(imputed_dfs, methods_names):\n", + " if column in df_imputed.columns:\n", + " imputed_values = df_imputed.loc[missing_mask, column]\n", + " axes[0, 0].hist(imputed_values, alpha=0.7, label=f'{method_name}', bins=20)\n", + " axes[0, 0].set_title('Distribution Comparison')\n", + " axes[0, 0].legend()\n", + " \n", + " # Error metrics\n", + " metrics = ['MAE', 'RMSE']\n", + " for i, metric in enumerate(metrics):\n", + " values = [results[method][metric] for method in results.keys()]\n", + " axes[0, 1].bar(range(len(values)), values, alpha=0.7)\n", + " axes[0, 1].set_xticks(range(len(results)))\n", + " axes[0, 1].set_xticklabels(list(results.keys()), rotation=45)\n", + " axes[0, 1].set_title(f'{metric} Comparison')\n", + " break # Show only MAE for now\n", + " \n", + " # Scatter plot: True vs Imputed\n", + " for i, (df_imputed, method_name) in enumerate(zip(imputed_dfs[:2], methods_names[:2])):\n", + " if column in df_imputed.columns:\n", + " imputed_values = df_imputed.loc[missing_mask, column]\n", + " ax = axes[1, i]\n", + " ax.scatter(true_values, imputed_values, alpha=0.6)\n", + " ax.plot([true_values.min(), true_values.max()], \n", + " [true_values.min(), true_values.max()], 'r--', label='Perfect Prediction')\n", + " ax.set_xlabel('True Values')\n", + " ax.set_ylabel('Imputed Values')\n", + " ax.set_title(f'{method_name}: True vs Imputed')\n", + " ax.legend()\n", + " \n", + " plt.tight_layout()\n", + " plt.show()\n", + " \n", + " return results_df\n", + "\n", + "# Compare methods\n", + "comparison_results = compare_imputation_methods(\n", + " df_complete, \n", + " df_missing,\n", + " df_basic_impute,\n", + " methods_names=['Basic Fill', 'KNN', 'Iterative']\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5. Domain-Specific Imputation Strategies\n", + "\n", + "Business logic-driven approaches to missing data." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def business_logic_imputation(df):\n", + " \"\"\"Apply business logic for missing value imputation\"\"\"\n", + " print(\"=== BUSINESS LOGIC IMPUTATION ===\")\n", + " \n", + " df_business = df.copy()\n", + " \n", + " # 1. Income imputation based on age and education\n", + " def estimate_income(row):\n", + " if pd.notna(row['income']):\n", + " return row['income']\n", + " \n", + " # Base income estimation\n", + " base_income = 30000\n", + " \n", + " # Age factor (experience premium)\n", + " if pd.notna(row['age']):\n", + " if row['age'] > 40:\n", + " base_income *= 1.5\n", + " elif row['age'] > 30:\n", + " base_income *= 1.2\n", + " \n", + " # Education factor\n", + " if pd.notna(row['education_years']):\n", + " if row['education_years'] > 16: # Graduate degree\n", + " base_income *= 1.8\n", + " elif row['education_years'] > 12: # Bachelor's\n", + " base_income *= 1.4\n", + " \n", + " # Regional adjustment\n", + " regional_multipliers = {\n", + " 'North': 1.2, # Higher cost of living\n", + " 'South': 0.9,\n", + " 'East': 1.1,\n", + " 'West': 1.0\n", + " }\n", + " base_income *= regional_multipliers.get(row['region'], 1.0)\n", + " \n", + " return base_income\n", + " \n", + " # Apply income estimation\n", + " df_business['income'] = df_business.apply(estimate_income, axis=1)\n", + " \n", + " # 2. Satisfaction score based on purchase behavior\n", + " def estimate_satisfaction(row):\n", + " if pd.notna(row['satisfaction_score']):\n", + " return row['satisfaction_score']\n", + " \n", + " # Base satisfaction\n", + " base_satisfaction = 3 # Neutral\n", + " \n", + " # Purchase amount influence\n", + " if pd.notna(row['purchase_amount']):\n", + " if row['purchase_amount'] > 250: # High value purchase\n", + " base_satisfaction = 4\n", + " elif row['purchase_amount'] < 100: # Low value might indicate dissatisfaction\n", + " base_satisfaction = 2\n", + " \n", + " return base_satisfaction\n", + " \n", + " # Apply satisfaction estimation\n", + " df_business['satisfaction_score'] = df_business.apply(estimate_satisfaction, axis=1)\n", + " \n", + " # 3. Education years based on income and age\n", + " def estimate_education(row):\n", + " if pd.notna(row['education_years']):\n", + " return row['education_years']\n", + " \n", + " # Base education\n", + " base_education = 12 # High school\n", + " \n", + " # Income-based estimation\n", + " if pd.notna(row['income']):\n", + " if row['income'] > 70000:\n", + " base_education = 18 # Graduate level\n", + " elif row['income'] > 45000:\n", + " base_education = 16 # Bachelor's\n", + " elif row['income'] > 35000:\n", + " base_education = 14 # Some college\n", + " \n", + " # Age adjustment (older people might have different education patterns)\n", + " if pd.notna(row['age']) and row['age'] > 55:\n", + " base_education = max(12, base_education - 2) # Lower average for older generation\n", + " \n", + " return base_education\n", + " \n", + " # Apply education estimation\n", + " df_business['education_years'] = df_business.apply(estimate_education, axis=1)\n", + " \n", + " print(\"Business logic imputation completed\")\n", + " print(f\"Missing values remaining: {df_business.isnull().sum().sum()}\")\n", + " \n", + " return df_business\n", + "\n", + "# Apply business logic imputation\n", + "df_business_imputed = business_logic_imputation(df_missing)\n", + "\n", + "print(\"\\nBusiness logic imputation summary:\")\n", + "for col in ['income', 'satisfaction_score', 'education_years']:\n", + " before = df_missing[col].isnull().sum()\n", + " after = df_business_imputed[col].isnull().sum()\n", + " print(f\"{col}: {before} ā†’ {after} missing values\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 6. Missing Data Flags and Indicators\n", + "\n", + "Track which values were imputed for transparency and analysis." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def create_missing_indicators(df_original, df_imputed):\n", + " \"\"\"Create indicator variables for missing data\"\"\"\n", + " print(\"=== CREATING MISSING DATA INDICATORS ===\")\n", + " \n", + " df_with_indicators = df_imputed.copy()\n", + " \n", + " # Create indicator columns for each column that had missing data\n", + " columns_with_missing = df_original.columns[df_original.isnull().any()].tolist()\n", + " \n", + " for col in columns_with_missing:\n", + " indicator_col = f'{col}_was_missing'\n", + " df_with_indicators[indicator_col] = df_original[col].isnull().astype(int)\n", + " \n", + " print(f\"Created {len(columns_with_missing)} missing data indicators\")\n", + " print(f\"Indicator columns: {[f'{col}_was_missing' for col in columns_with_missing]}\")\n", + " \n", + " # Summary of missing patterns\n", + " indicator_cols = [f'{col}_was_missing' for col in columns_with_missing]\n", + " missing_patterns = df_with_indicators[indicator_cols].sum()\n", + " \n", + " print(\"\\nMissing data summary by column:\")\n", + " for col, count in missing_patterns.items():\n", + " original_col = col.replace('_was_missing', '')\n", + " percentage = (count / len(df_with_indicators)) * 100\n", + " print(f\"{original_col}: {count} values imputed ({percentage:.1f}%)\")\n", + " \n", + " # Create composite missing indicator\n", + " df_with_indicators['total_missing_count'] = df_with_indicators[indicator_cols].sum(axis=1)\n", + " df_with_indicators['has_any_missing'] = (df_with_indicators['total_missing_count'] > 0).astype(int)\n", + " \n", + " return df_with_indicators, indicator_cols\n", + "\n", + "# Create missing indicators\n", + "df_with_indicators, indicator_columns = create_missing_indicators(df_missing, df_business_imputed)\n", + "\n", + "print(\"\\nDataset with missing indicators:\")\n", + "sample_cols = ['income', 'income_was_missing', 'education_years', 'education_years_was_missing', \n", + " 'satisfaction_score', 'satisfaction_score_was_missing', 'total_missing_count']\n", + "available_cols = [col for col in sample_cols if col in df_with_indicators.columns]\n", + "print(df_with_indicators[available_cols].head(10))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 7. Validation and Quality Assessment\n", + "\n", + "Validate the quality of imputation results." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def validate_imputation_quality(df_original, df_missing, df_imputed):\n", + " \"\"\"Validate the quality of imputation\"\"\"\n", + " print(\"=== IMPUTATION QUALITY VALIDATION ===\")\n", + " \n", + " validation_results = {}\n", + " \n", + " # Check each column that had missing data\n", + " for col in df_missing.columns:\n", + " if df_missing[col].isnull().any() and col in df_imputed.columns:\n", + " print(f\"\\n--- Validating {col} ---\")\n", + " \n", + " # Get missing mask\n", + " missing_mask = df_missing[col].isnull()\n", + " \n", + " # Original statistics (complete data)\n", + " original_stats = df_original[col].describe()\n", + " \n", + " # Imputed statistics (only imputed values)\n", + " if missing_mask.any():\n", + " imputed_values = df_imputed.loc[missing_mask, col]\n", + " \n", + " if pd.api.types.is_numeric_dtype(df_original[col]):\n", + " imputed_stats = imputed_values.describe()\n", + " \n", + " # Statistical tests\n", + " mean_diff = abs(original_stats['mean'] - imputed_stats['mean'])\n", + " std_diff = abs(original_stats['std'] - imputed_stats['std'])\n", + " \n", + " validation_results[col] = {\n", + " 'original_mean': original_stats['mean'],\n", + " 'imputed_mean': imputed_stats['mean'],\n", + " 'mean_difference': mean_diff,\n", + " 'original_std': original_stats['std'],\n", + " 'imputed_std': imputed_stats['std'],\n", + " 'std_difference': std_diff,\n", + " 'values_imputed': len(imputed_values)\n", + " }\n", + " \n", + " print(f\"Original mean: {original_stats['mean']:.2f}, Imputed mean: {imputed_stats['mean']:.2f}\")\n", + " print(f\"Mean difference: {mean_diff:.2f} ({mean_diff/original_stats['mean']*100:.1f}%)\")\n", + " print(f\"Original std: {original_stats['std']:.2f}, Imputed std: {imputed_stats['std']:.2f}\")\n", + " \n", + " else:\n", + " # Categorical data\n", + " original_dist = df_original[col].value_counts(normalize=True)\n", + " imputed_dist = imputed_values.value_counts(normalize=True)\n", + " print(f\"Original distribution: {original_dist.to_dict()}\")\n", + " print(f\"Imputed distribution: {imputed_dist.to_dict()}\")\n", + " \n", + " # Overall validation summary\n", + " if validation_results:\n", + " validation_df = pd.DataFrame(validation_results).T\n", + " print(\"\\n=== VALIDATION SUMMARY ===\")\n", + " print(validation_df.round(3))\n", + " \n", + " # Flag potential issues\n", + " print(\"\\n--- Potential Issues ---\")\n", + " for col, stats in validation_results.items():\n", + " mean_change = abs(stats['mean_difference'] / stats['original_mean']) * 100\n", + " if mean_change > 10: # More than 10% change in mean\n", + " print(f\"āš ļø {col}: Large mean change ({mean_change:.1f}%)\")\n", + " \n", + " std_change = abs(stats['std_difference'] / stats['original_std']) * 100\n", + " if std_change > 20: # More than 20% change in std\n", + " print(f\"āš ļø {col}: Large variance change ({std_change:.1f}%)\")\n", + " \n", + " return validation_results\n", + "\n", + "# Validate imputation quality\n", + "validation_results = validate_imputation_quality(df_complete, df_missing, df_business_imputed)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Practice Exercises\n", + "\n", + "Apply missing data handling techniques to challenging scenarios:" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 1: Multi-step imputation strategy\n", + "# Create a sophisticated imputation pipeline that:\n", + "# 1. Handles different types of missing data appropriately\n", + "# 2. Uses multiple imputation methods in sequence\n", + "# 3. Validates results at each step\n", + "# 4. Creates comprehensive documentation\n", + "\n", + "def comprehensive_imputation_pipeline(df):\n", + " \"\"\"Comprehensive missing data handling pipeline\"\"\"\n", + " # Your implementation here\n", + " pass\n", + "\n", + "# result_df = comprehensive_imputation_pipeline(df_missing)\n", + "# print(\"Comprehensive pipeline results:\")\n", + "# print(result_df.isnull().sum())" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 2: Missing data pattern analysis\n", + "# Analyze if missing data follows specific patterns:\n", + "# - Time-based patterns\n", + "# - User behavior patterns\n", + "# - System/technical patterns\n", + "# Create insights and recommendations\n", + "\n", + "# Your code here:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 3: Impact assessment\n", + "# Assess how different missing data handling approaches\n", + "# affect downstream analysis:\n", + "# - Statistical analysis results\n", + "# - Machine learning model performance\n", + "# - Business insights and decisions\n", + "\n", + "# Your code here:\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Key Takeaways\n", + "\n", + "1. **Understanding Missing Data Types**:\n", + " - **MCAR**: Missing Completely at Random\n", + " - **MAR**: Missing at Random (depends on observed data)\n", + " - **MNAR**: Missing Not at Random (depends on unobserved data)\n", + "\n", + "2. **Detection and Analysis**:\n", + " - Always analyze missing patterns before imputation\n", + " - Use visualizations to understand missing data structure\n", + " - Look for relationships between missing values and other variables\n", + "\n", + "3. **Handling Strategies**:\n", + " - **Deletion**: Simple but can lose valuable information\n", + " - **Simple Imputation**: Fast but may not preserve relationships\n", + " - **Advanced Methods**: KNN, MICE preserve more complex relationships\n", + " - **Business Logic**: Domain knowledge often provides best results\n", + "\n", + "4. **Best Practices**:\n", + " - Create missing data indicators for transparency\n", + " - Validate imputation quality against original data when possible\n", + " - Consider the impact on downstream analysis\n", + " - Document all imputation decisions and methods\n", + "\n", + "## Method Selection Guide\n", + "\n", + "| Scenario | Recommended Method | Rationale |\n", + "|----------|-------------------|----------|\n", + "| < 5% missing, MCAR | Simple imputation | Low impact, efficiency |\n", + "| 5-20% missing, MAR | KNN or Group-based | Preserve relationships |\n", + "| > 20% missing, complex patterns | MICE or Multiple imputation | Handle complex dependencies |\n", + "| Business-critical decisions | Domain knowledge + validation | Accuracy and explainability |\n", + "| Machine learning features | Advanced methods + indicators | Preserve predictive power |\n", + "\n", + "## Common Pitfalls to Avoid\n", + "\n", + "1. **Data Leakage**: Don't use future information to impute past values\n", + "2. **Ignoring Patterns**: Missing data often has meaningful patterns\n", + "3. **Over-imputation**: Sometimes missing data is informative itself\n", + "4. **One-size-fits-all**: Different columns may need different strategies\n", + "5. **No Validation**: Always check if imputation preserved data characteristics" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Session_01/PandasDataFrame-exmples/07_merging_joining.ipynb b/Session_01/PandasDataFrame-exmples/07_merging_joining.ipynb new file mode 100755 index 0000000..0af7c16 --- /dev/null +++ b/Session_01/PandasDataFrame-exmples/07_merging_joining.ipynb @@ -0,0 +1,937 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Session 1 - DataFrames - Lesson 7: Merging and Joining DataFrames\n", + "\n", + "## Learning Objectives\n", + "- Master different types of joins (inner, outer, left, right)\n", + "- Understand when to use merge vs join vs concat\n", + "- Handle duplicate keys and join conflicts\n", + "- Learn advanced merging techniques and best practices\n", + "- Practice with real-world data integration scenarios\n", + "\n", + "## Prerequisites\n", + "- Completed Lessons 1-6\n", + "- Understanding of relational database concepts (helpful)\n", + "- Basic knowledge of SQL joins (helpful but not required)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Import required libraries\n", + "import pandas as pd\n", + "import numpy as np\n", + "from datetime import datetime, timedelta\n", + "import matplotlib.pyplot as plt\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "# Set display options\n", + "pd.set_option('display.max_columns', None)\n", + "pd.set_option('display.max_rows', 50)\n", + "\n", + "print(\"Libraries loaded successfully!\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating Sample Datasets\n", + "\n", + "Let's create realistic datasets that represent common business scenarios." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Create sample datasets for merging examples\n", + "np.random.seed(42)\n", + "\n", + "# Customer dataset\n", + "customers_data = {\n", + " 'customer_id': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10],\n", + " 'customer_name': ['Alice Johnson', 'Bob Smith', 'Charlie Brown', 'Diana Prince', 'Eve Wilson',\n", + " 'Frank Miller', 'Grace Lee', 'Henry Davis', 'Ivy Chen', 'Jack Robinson'],\n", + " 'email': ['alice@email.com', 'bob@email.com', 'charlie@email.com', 'diana@email.com', 'eve@email.com',\n", + " 'frank@email.com', 'grace@email.com', 'henry@email.com', 'ivy@email.com', 'jack@email.com'],\n", + " 'age': [28, 35, 42, 31, 29, 45, 38, 33, 27, 41],\n", + " 'city': ['New York', 'Los Angeles', 'Chicago', 'Houston', 'Phoenix',\n", + " 'Philadelphia', 'San Antonio', 'San Diego', 'Dallas', 'San Jose'],\n", + " 'signup_date': pd.date_range('2023-01-01', periods=10, freq='M')\n", + "}\n", + "\n", + "df_customers = pd.DataFrame(customers_data)\n", + "\n", + "# Orders dataset\n", + "orders_data = {\n", + " 'order_id': [101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112],\n", + " 'customer_id': [1, 2, 1, 3, 4, 2, 5, 1, 6, 11, 3, 2], # Note: customer_id 11 doesn't exist in customers\n", + " 'order_date': pd.date_range('2023-06-01', periods=12, freq='W'),\n", + " 'product': ['Laptop', 'Phone', 'Tablet', 'Laptop', 'Monitor', 'Phone', \n", + " 'Headphones', 'Mouse', 'Keyboard', 'Laptop', 'Tablet', 'Monitor'],\n", + " 'quantity': [1, 2, 1, 1, 1, 1, 3, 2, 1, 1, 2, 1],\n", + " 'amount': [1200, 800, 400, 1200, 300, 800, 150, 50, 75, 1200, 800, 300]\n", + "}\n", + "\n", + "df_orders = pd.DataFrame(orders_data)\n", + "\n", + "# Product information dataset\n", + "products_data = {\n", + " 'product': ['Laptop', 'Phone', 'Tablet', 'Monitor', 'Headphones', 'Mouse', 'Keyboard', 'Webcam'],\n", + " 'category': ['Electronics', 'Electronics', 'Electronics', 'Electronics', \n", + " 'Audio', 'Accessories', 'Accessories', 'Electronics'],\n", + " 'price': [1200, 800, 400, 300, 150, 50, 75, 100],\n", + " 'supplier': ['TechCorp', 'MobileCorp', 'TechCorp', 'DisplayCorp', \n", + " 'AudioCorp', 'AccessoryCorp', 'AccessoryCorp', 'TechCorp']\n", + "}\n", + "\n", + "df_products = pd.DataFrame(products_data)\n", + "\n", + "# Customer segments dataset\n", + "segments_data = {\n", + " 'customer_id': [1, 2, 3, 4, 5, 6, 7, 8, 12, 13], # Some customers not in main customer table\n", + " 'segment': ['Premium', 'Standard', 'Premium', 'Standard', 'Basic', \n", + " 'Premium', 'Standard', 'Basic', 'Premium', 'Standard'],\n", + " 'loyalty_points': [1500, 800, 1200, 600, 200, 1800, 750, 300, 2000, 900]\n", + "}\n", + "\n", + "df_segments = pd.DataFrame(segments_data)\n", + "\n", + "print(\"Sample datasets created:\")\n", + "print(f\"Customers: {df_customers.shape}\")\n", + "print(f\"Orders: {df_orders.shape}\")\n", + "print(f\"Products: {df_products.shape}\")\n", + "print(f\"Segments: {df_segments.shape}\")\n", + "\n", + "print(\"\\nCustomers dataset:\")\n", + "print(df_customers.head())\n", + "\n", + "print(\"\\nOrders dataset:\")\n", + "print(df_orders.head())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Basic Merge Operations\n", + "\n", + "Understanding the fundamental merge operations and join types." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Inner Join - only matching records\n", + "print(\"=== INNER JOIN ===\")\n", + "inner_join = pd.merge(df_customers, df_orders, on='customer_id', how='inner')\n", + "print(f\"Result shape: {inner_join.shape}\")\n", + "print(\"Sample results:\")\n", + "print(inner_join[['customer_name', 'order_id', 'product', 'amount']].head())\n", + "\n", + "print(f\"\\nUnique customers in result: {inner_join['customer_id'].nunique()}\")\n", + "print(f\"Total orders: {len(inner_join)}\")\n", + "\n", + "# Check which customers have orders\n", + "customers_with_orders = inner_join['customer_id'].unique()\n", + "print(f\"Customers with orders: {sorted(customers_with_orders)}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Left Join - all records from left table\n", + "print(\"=== LEFT JOIN ===\")\n", + "left_join = pd.merge(df_customers, df_orders, on='customer_id', how='left')\n", + "print(f\"Result shape: {left_join.shape}\")\n", + "print(\"Sample results:\")\n", + "print(left_join[['customer_name', 'order_id', 'product', 'amount']].head(10))\n", + "\n", + "# Check customers without orders\n", + "customers_without_orders = left_join[left_join['order_id'].isnull()]['customer_name'].tolist()\n", + "print(f\"\\nCustomers without orders: {customers_without_orders}\")\n", + "\n", + "# Summary statistics\n", + "print(f\"\\nTotal records: {len(left_join)}\")\n", + "print(f\"Records with orders: {left_join['order_id'].notna().sum()}\")\n", + "print(f\"Records without orders: {left_join['order_id'].isnull().sum()}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Right Join - all records from right table\n", + "print(\"=== RIGHT JOIN ===\")\n", + "right_join = pd.merge(df_customers, df_orders, on='customer_id', how='right')\n", + "print(f\"Result shape: {right_join.shape}\")\n", + "print(\"Sample results:\")\n", + "print(right_join[['customer_name', 'order_id', 'product', 'amount']].head())\n", + "\n", + "# Check orders without customer information\n", + "orders_without_customers = right_join[right_join['customer_name'].isnull()]\n", + "print(f\"\\nOrders without customer info: {len(orders_without_customers)}\")\n", + "if len(orders_without_customers) > 0:\n", + " print(orders_without_customers[['customer_id', 'order_id', 'product', 'amount']])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Outer Join - all records from both tables\n", + "print(\"=== OUTER JOIN ===\")\n", + "outer_join = pd.merge(df_customers, df_orders, on='customer_id', how='outer')\n", + "print(f\"Result shape: {outer_join.shape}\")\n", + "\n", + "# Analyze the result\n", + "print(\"\\nData quality analysis:\")\n", + "print(f\"Records with complete customer info: {outer_join['customer_name'].notna().sum()}\")\n", + "print(f\"Records with complete order info: {outer_join['order_id'].notna().sum()}\")\n", + "print(f\"Records with both customer and order info: {(outer_join['customer_name'].notna() & outer_join['order_id'].notna()).sum()}\")\n", + "\n", + "# Show different categories of records\n", + "print(\"\\nCustomers without orders:\")\n", + "customers_only = outer_join[(outer_join['customer_name'].notna()) & (outer_join['order_id'].isnull())]\n", + "print(customers_only[['customer_name', 'city']].drop_duplicates())\n", + "\n", + "print(\"\\nOrders without customer data:\")\n", + "orders_only = outer_join[(outer_join['customer_name'].isnull()) & (outer_join['order_id'].notna())]\n", + "print(orders_only[['customer_id', 'order_id', 'product', 'amount']])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Multiple Table Joins\n", + "\n", + "Combining data from multiple sources in sequence." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Three-way join: Customers + Orders + Products\n", + "print(\"=== THREE-WAY JOIN ===\")\n", + "\n", + "# Step 1: Join customers and orders\n", + "customer_orders = pd.merge(df_customers, df_orders, on='customer_id', how='inner')\n", + "print(f\"After joining customers and orders: {customer_orders.shape}\")\n", + "\n", + "# Step 2: Join with products\n", + "complete_data = pd.merge(customer_orders, df_products, on='product', how='left')\n", + "print(f\"After joining with products: {complete_data.shape}\")\n", + "\n", + "# Display comprehensive view\n", + "print(\"\\nComplete order information:\")\n", + "display_cols = ['customer_name', 'order_id', 'product', 'category', 'quantity', 'amount', 'price', 'supplier']\n", + "print(complete_data[display_cols].head())\n", + "\n", + "# Verify data consistency\n", + "print(\"\\nData consistency check:\")\n", + "# Check if order amount matches product price * quantity\n", + "complete_data['calculated_amount'] = complete_data['price'] * complete_data['quantity']\n", + "amount_matches = (complete_data['amount'] == complete_data['calculated_amount']).all()\n", + "print(f\"Order amounts match calculated amounts: {amount_matches}\")\n", + "\n", + "if not amount_matches:\n", + " mismatched = complete_data[complete_data['amount'] != complete_data['calculated_amount']]\n", + " print(f\"\\nMismatched records: {len(mismatched)}\")\n", + " print(mismatched[['order_id', 'product', 'amount', 'calculated_amount']])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Add customer segment information\n", + "print(\"=== ADDING CUSTOMER SEGMENTS ===\")\n", + "\n", + "# Join with segments (left join to keep all customers)\n", + "customers_with_segments = pd.merge(df_customers, df_segments, on='customer_id', how='left')\n", + "print(f\"Customers with segments shape: {customers_with_segments.shape}\")\n", + "\n", + "# Check which customers don't have segment information\n", + "missing_segments = customers_with_segments[customers_with_segments['segment'].isnull()]\n", + "print(f\"\\nCustomers without segment info: {len(missing_segments)}\")\n", + "if len(missing_segments) > 0:\n", + " print(missing_segments[['customer_name', 'city']])\n", + "\n", + "# Create comprehensive customer profile\n", + "full_customer_profile = pd.merge(complete_data, df_segments, on='customer_id', how='left')\n", + "print(f\"\\nFull customer profile shape: {full_customer_profile.shape}\")\n", + "\n", + "# Analyze by segment\n", + "segment_analysis = full_customer_profile.groupby('segment').agg({\n", + " 'amount': ['sum', 'mean', 'count'],\n", + " 'customer_id': 'nunique'\n", + "}).round(2)\n", + "segment_analysis.columns = ['Total_Revenue', 'Avg_Order_Value', 'Total_Orders', 'Unique_Customers']\n", + "print(\"\\nRevenue by customer segment:\")\n", + "print(segment_analysis)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Advanced Merge Techniques\n", + "\n", + "Handling complex merging scenarios and edge cases." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Merge with different column names\n", + "print(\"=== MERGE WITH DIFFERENT COLUMN NAMES ===\")\n", + "\n", + "# Create a dataset with different column name\n", + "customer_demographics = pd.DataFrame({\n", + " 'cust_id': [1, 2, 3, 4, 5],\n", + " 'income_range': ['50-75k', '75-100k', '50-75k', '100k+', '25-50k'],\n", + " 'education': ['Bachelor', 'Master', 'PhD', 'Master', 'Bachelor'],\n", + " 'occupation': ['Engineer', 'Manager', 'Professor', 'Director', 'Analyst']\n", + "})\n", + "\n", + "# Merge using left_on and right_on parameters\n", + "customers_with_demographics = pd.merge(\n", + " df_customers, \n", + " customer_demographics, \n", + " left_on='customer_id', \n", + " right_on='cust_id', \n", + " how='left'\n", + ")\n", + "\n", + "print(\"Merge with different column names:\")\n", + "print(customers_with_demographics[['customer_name', 'customer_id', 'cust_id', 'income_range', 'education']].head())\n", + "\n", + "# Clean up duplicate columns\n", + "customers_with_demographics = customers_with_demographics.drop('cust_id', axis=1)\n", + "print(f\"\\nAfter cleanup: {customers_with_demographics.shape}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Merge on multiple columns\n", + "print(\"=== MERGE ON MULTIPLE COLUMNS ===\")\n", + "\n", + "# Create time-based pricing data\n", + "pricing_data = pd.DataFrame({\n", + " 'product': ['Laptop', 'Laptop', 'Phone', 'Phone', 'Tablet', 'Tablet'],\n", + " 'date': pd.to_datetime(['2023-06-01', '2023-08-01', '2023-06-01', '2023-08-01', '2023-06-01', '2023-08-01']),\n", + " 'price': [1200, 1100, 800, 750, 400, 380],\n", + " 'promotion': [False, True, False, True, False, True]\n", + "})\n", + "\n", + "# Add year-month to orders for matching\n", + "df_orders_with_period = df_orders.copy()\n", + "df_orders_with_period['order_month'] = df_orders_with_period['order_date'].dt.to_period('M').dt.start_time\n", + "\n", + "# Create matching periods in pricing data\n", + "pricing_data['period'] = pricing_data['date'].dt.to_period('M').dt.start_time\n", + "\n", + "# Merge on product and time period\n", + "orders_with_pricing = pd.merge(\n", + " df_orders_with_period,\n", + " pricing_data,\n", + " left_on=['product', 'order_month'],\n", + " right_on=['product', 'period'],\n", + " how='left'\n", + ")\n", + "\n", + "print(\"Orders with time-based pricing:\")\n", + "print(orders_with_pricing[['order_id', 'product', 'order_date', 'amount', 'price', 'promotion']].head())\n", + "\n", + "# Check for pricing discrepancies\n", + "pricing_discrepancies = orders_with_pricing[\n", + " (orders_with_pricing['amount'] != orders_with_pricing['price'] * orders_with_pricing['quantity']) &\n", + " orders_with_pricing['price'].notna()\n", + "]\n", + "print(f\"\\nOrders with pricing discrepancies: {len(pricing_discrepancies)}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Handling duplicate keys in merge\n", + "print(\"=== HANDLING DUPLICATE KEYS ===\")\n", + "\n", + "# Create data with duplicate keys\n", + "customer_contacts = pd.DataFrame({\n", + " 'customer_id': [1, 1, 2, 2, 3],\n", + " 'contact_type': ['email', 'phone', 'email', 'phone', 'email'],\n", + " 'contact_value': ['alice@email.com', '555-0101', 'bob@email.com', '555-0102', 'charlie@email.com'],\n", + " 'is_primary': [True, False, True, True, True]\n", + "})\n", + "\n", + "print(\"Customer contacts with duplicates:\")\n", + "print(customer_contacts)\n", + "\n", + "# Merge will create cartesian product for duplicate keys\n", + "customers_with_contacts = pd.merge(df_customers, customer_contacts, on='customer_id', how='inner')\n", + "print(f\"\\nResult of merge with duplicates: {customers_with_contacts.shape}\")\n", + "print(customers_with_contacts[['customer_name', 'contact_type', 'contact_value', 'is_primary']].head())\n", + "\n", + "# Strategy 1: Filter before merge\n", + "primary_contacts = customer_contacts[customer_contacts['is_primary'] == True]\n", + "customers_primary_contacts = pd.merge(df_customers, primary_contacts, on='customer_id', how='left')\n", + "print(f\"\\nAfter filtering to primary contacts: {customers_primary_contacts.shape}\")\n", + "\n", + "# Strategy 2: Pivot contacts to columns\n", + "contacts_pivoted = customer_contacts.pivot_table(\n", + " index='customer_id',\n", + " columns='contact_type',\n", + " values='contact_value',\n", + " aggfunc='first'\n", + ").reset_index()\n", + "print(\"\\nPivoted contacts:\")\n", + "print(contacts_pivoted)\n", + "\n", + "customers_with_pivoted_contacts = pd.merge(df_customers, contacts_pivoted, on='customer_id', how='left')\n", + "print(f\"\\nAfter merging pivoted contacts: {customers_with_pivoted_contacts.shape}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Index-based Joins\n", + "\n", + "Using DataFrame indices for joining operations." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Set up DataFrames with indices\n", + "print(\"=== INDEX-BASED JOINS ===\")\n", + "\n", + "# Set customer_id as index\n", + "customers_indexed = df_customers.set_index('customer_id')\n", + "segments_indexed = df_segments.set_index('customer_id')\n", + "\n", + "print(\"Customers with index:\")\n", + "print(customers_indexed.head())\n", + "\n", + "# Join using indices\n", + "joined_by_index = customers_indexed.join(segments_indexed, how='left')\n", + "print(f\"\\nJoined by index shape: {joined_by_index.shape}\")\n", + "print(joined_by_index[['customer_name', 'city', 'segment', 'loyalty_points']].head())\n", + "\n", + "# Compare with merge\n", + "merged_equivalent = pd.merge(df_customers, df_segments, on='customer_id', how='left')\n", + "print(f\"\\nEquivalent merge shape: {merged_equivalent.shape}\")\n", + "\n", + "# Verify they're the same (after sorting)\n", + "joined_sorted = joined_by_index.reset_index().sort_values('customer_id')\n", + "merged_sorted = merged_equivalent.sort_values('customer_id')\n", + "are_equal = joined_sorted.equals(merged_sorted)\n", + "print(f\"Results are identical: {are_equal}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Multi-index joins\n", + "print(\"=== MULTI-INDEX JOINS ===\")\n", + "\n", + "# Create a dataset with multiple index levels\n", + "sales_by_region_product = pd.DataFrame({\n", + " 'region': ['North', 'North', 'South', 'South', 'East', 'East'],\n", + " 'product': ['Laptop', 'Phone', 'Laptop', 'Phone', 'Laptop', 'Phone'],\n", + " 'sales_target': [10, 15, 8, 12, 12, 18],\n", + " 'commission_rate': [0.05, 0.04, 0.06, 0.05, 0.05, 0.04]\n", + "})\n", + "\n", + "# Set multi-index\n", + "sales_targets = sales_by_region_product.set_index(['region', 'product'])\n", + "print(\"Sales targets with multi-index:\")\n", + "print(sales_targets)\n", + "\n", + "# Create customer orders with region mapping\n", + "customer_regions = {\n", + " 1: 'North', 2: 'South', 3: 'East', 4: 'North', 5: 'South', 6: 'East'\n", + "}\n", + "\n", + "orders_with_region = df_orders.copy()\n", + "orders_with_region['region'] = orders_with_region['customer_id'].map(customer_regions)\n", + "orders_with_region = orders_with_region.dropna(subset=['region'])\n", + "\n", + "# Merge on multiple columns to match multi-index\n", + "orders_with_targets = pd.merge(\n", + " orders_with_region,\n", + " sales_targets.reset_index(),\n", + " on=['region', 'product'],\n", + " how='left'\n", + ")\n", + "\n", + "print(\"\\nOrders with sales targets:\")\n", + "print(orders_with_targets[['order_id', 'region', 'product', 'amount', 'sales_target', 'commission_rate']].head())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5. Concatenation Operations\n", + "\n", + "Combining DataFrames vertically and horizontally." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Vertical concatenation (stacking DataFrames)\n", + "print(\"=== VERTICAL CONCATENATION ===\")\n", + "\n", + "# Create additional customer data (new batch)\n", + "new_customers = pd.DataFrame({\n", + " 'customer_id': [11, 12, 13, 14, 15],\n", + " 'customer_name': ['Kate Wilson', 'Liam Brown', 'Mia Garcia', 'Noah Jones', 'Olivia Miller'],\n", + " 'email': ['kate@email.com', 'liam@email.com', 'mia@email.com', 'noah@email.com', 'olivia@email.com'],\n", + " 'age': [26, 39, 31, 44, 28],\n", + " 'city': ['Austin', 'Seattle', 'Denver', 'Boston', 'Miami'],\n", + " 'signup_date': pd.date_range('2024-01-01', periods=5, freq='M')\n", + "})\n", + "\n", + "# Concatenate vertically\n", + "all_customers = pd.concat([df_customers, new_customers], ignore_index=True)\n", + "print(f\"Original customers: {len(df_customers)}\")\n", + "print(f\"New customers: {len(new_customers)}\")\n", + "print(f\"Combined customers: {len(all_customers)}\")\n", + "\n", + "print(\"\\nCombined customer data:\")\n", + "print(all_customers.tail())\n", + "\n", + "# Concatenation with different columns\n", + "customers_with_extra_info = pd.DataFrame({\n", + " 'customer_id': [16, 17],\n", + " 'customer_name': ['Paul Davis', 'Quinn Taylor'],\n", + " 'email': ['paul@email.com', 'quinn@email.com'],\n", + " 'age': [35, 29],\n", + " 'city': ['Portland', 'Nashville'],\n", + " 'signup_date': pd.date_range('2024-06-01', periods=2, freq='M'),\n", + " 'referral_source': ['Google', 'Facebook'] # Extra column\n", + "})\n", + "\n", + "# Concat with different columns (creates NaN for missing columns)\n", + "all_customers_extended = pd.concat([all_customers, customers_with_extra_info], ignore_index=True, sort=False)\n", + "print(f\"\\nAfter adding customers with extra info: {all_customers_extended.shape}\")\n", + "print(\"Missing values in referral_source:\")\n", + "print(all_customers_extended['referral_source'].isnull().sum())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Horizontal concatenation\n", + "print(\"=== HORIZONTAL CONCATENATION ===\")\n", + "\n", + "# Split customer data into parts\n", + "customer_basic_info = df_customers[['customer_id', 'customer_name', 'email']]\n", + "customer_demographics = df_customers[['customer_id', 'age', 'city', 'signup_date']]\n", + "\n", + "print(\"Customer basic info:\")\n", + "print(customer_basic_info.head())\n", + "\n", + "print(\"\\nCustomer demographics:\")\n", + "print(customer_demographics.head())\n", + "\n", + "# Concatenate horizontally (by index)\n", + "customers_recombined = pd.concat([customer_basic_info, customer_demographics.drop('customer_id', axis=1)], axis=1)\n", + "print(f\"\\nRecombined shape: {customers_recombined.shape}\")\n", + "print(customers_recombined.head())\n", + "\n", + "# Verify it matches original\n", + "columns_match = set(customers_recombined.columns) == set(df_customers.columns)\n", + "print(f\"\\nColumns match original: {columns_match}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Concat with keys (creating hierarchical columns)\n", + "print(\"=== CONCAT WITH KEYS ===\")\n", + "\n", + "# Create quarterly sales data\n", + "q1_sales = pd.DataFrame({\n", + " 'product': ['Laptop', 'Phone', 'Tablet'],\n", + " 'units_sold': [50, 75, 30],\n", + " 'revenue': [60000, 60000, 12000]\n", + "})\n", + "\n", + "q2_sales = pd.DataFrame({\n", + " 'product': ['Laptop', 'Phone', 'Tablet'],\n", + " 'units_sold': [45, 80, 35],\n", + " 'revenue': [54000, 64000, 14000]\n", + "})\n", + "\n", + "# Concatenate with keys\n", + "quarterly_sales = pd.concat([q1_sales, q2_sales], keys=['Q1', 'Q2'])\n", + "print(\"Quarterly sales with hierarchical index:\")\n", + "print(quarterly_sales)\n", + "\n", + "# Access specific quarter\n", + "print(\"\\nQ1 sales only:\")\n", + "print(quarterly_sales.loc['Q1'])\n", + "\n", + "# Create summary comparison\n", + "quarterly_comparison = pd.concat([q1_sales.set_index('product'), q2_sales.set_index('product')], \n", + " keys=['Q1', 'Q2'], axis=1)\n", + "print(\"\\nQuarterly comparison (side by side):\")\n", + "print(quarterly_comparison)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 6. Performance and Best Practices\n", + "\n", + "Optimizing merge operations and avoiding common pitfalls." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Performance comparison: merge vs join\n", + "import time\n", + "\n", + "print(\"=== PERFORMANCE COMPARISON ===\")\n", + "\n", + "# Create larger datasets for performance testing\n", + "np.random.seed(42)\n", + "large_customers = pd.DataFrame({\n", + " 'customer_id': range(1, 10001),\n", + " 'customer_name': [f'Customer_{i}' for i in range(1, 10001)],\n", + " 'city': np.random.choice(['New York', 'Los Angeles', 'Chicago'], 10000)\n", + "})\n", + "\n", + "large_orders = pd.DataFrame({\n", + " 'order_id': range(1, 50001),\n", + " 'customer_id': np.random.randint(1, 10001, 50000),\n", + " 'amount': np.random.normal(100, 30, 50000)\n", + "})\n", + "\n", + "print(f\"Large customers: {large_customers.shape}\")\n", + "print(f\"Large orders: {large_orders.shape}\")\n", + "\n", + "# Test merge performance\n", + "start_time = time.time()\n", + "merged_result = pd.merge(large_customers, large_orders, on='customer_id', how='inner')\n", + "merge_time = time.time() - start_time\n", + "\n", + "# Test join performance\n", + "customers_indexed = large_customers.set_index('customer_id')\n", + "orders_indexed = large_orders.set_index('customer_id')\n", + "\n", + "start_time = time.time()\n", + "joined_result = customers_indexed.join(orders_indexed, how='inner')\n", + "join_time = time.time() - start_time\n", + "\n", + "print(f\"\\nMerge time: {merge_time:.4f} seconds\")\n", + "print(f\"Join time: {join_time:.4f} seconds\")\n", + "print(f\"Join is {merge_time/join_time:.2f}x faster\")\n", + "\n", + "print(f\"\\nResults shape - Merge: {merged_result.shape}, Join: {joined_result.shape}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Best practices and common pitfalls\n", + "print(\"=== BEST PRACTICES ===\")\n", + "\n", + "def analyze_merge_keys(df1, df2, key_col):\n", + " \"\"\"Analyze merge keys before joining\"\"\"\n", + " print(f\"\\n--- Analyzing merge on '{key_col}' ---\")\n", + " \n", + " # Check for duplicates\n", + " df1_dups = df1[key_col].duplicated().sum()\n", + " df2_dups = df2[key_col].duplicated().sum()\n", + " \n", + " print(f\"Duplicates in left table: {df1_dups}\")\n", + " print(f\"Duplicates in right table: {df2_dups}\")\n", + " \n", + " # Check for missing values\n", + " df1_missing = df1[key_col].isnull().sum()\n", + " df2_missing = df2[key_col].isnull().sum()\n", + " \n", + " print(f\"Missing values in left table: {df1_missing}\")\n", + " print(f\"Missing values in right table: {df2_missing}\")\n", + " \n", + " # Check overlap\n", + " left_keys = set(df1[key_col].dropna())\n", + " right_keys = set(df2[key_col].dropna())\n", + " \n", + " overlap = left_keys & right_keys\n", + " left_only = left_keys - right_keys\n", + " right_only = right_keys - left_keys\n", + " \n", + " print(f\"Keys in both tables: {len(overlap)}\")\n", + " print(f\"Keys only in left: {len(left_only)}\")\n", + " print(f\"Keys only in right: {len(right_only)}\")\n", + " \n", + " # Predict result sizes\n", + " if df1_dups == 0 and df2_dups == 0:\n", + " inner_size = len(overlap)\n", + " left_size = len(df1)\n", + " right_size = len(df2)\n", + " outer_size = len(left_keys | right_keys)\n", + " else:\n", + " print(\"Warning: Duplicates present, result size may be larger than expected\")\n", + " inner_size = \"Cannot predict (duplicates present)\"\n", + " left_size = \"Cannot predict (duplicates present)\"\n", + " right_size = \"Cannot predict (duplicates present)\"\n", + " outer_size = \"Cannot predict (duplicates present)\"\n", + " \n", + " print(f\"\\nPredicted result sizes:\")\n", + " print(f\"Inner join: {inner_size}\")\n", + " print(f\"Left join: {left_size}\")\n", + " print(f\"Right join: {right_size}\")\n", + " print(f\"Outer join: {outer_size}\")\n", + "\n", + "# Analyze our sample data\n", + "analyze_merge_keys(df_customers, df_orders, 'customer_id')\n", + "analyze_merge_keys(df_customers, df_segments, 'customer_id')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Data validation after merge\n", + "def validate_merge_result(df, expected_rows=None, key_col=None):\n", + " \"\"\"Validate merge results\"\"\"\n", + " print(\"\\n=== MERGE VALIDATION ===\")\n", + " \n", + " print(f\"Result shape: {df.shape}\")\n", + " \n", + " if expected_rows:\n", + " print(f\"Expected rows: {expected_rows}\")\n", + " if len(df) != expected_rows:\n", + " print(\"āš ļø Row count doesn't match expectation!\")\n", + " \n", + " # Check for unexpected duplicates\n", + " if key_col and key_col in df.columns:\n", + " duplicates = df[key_col].duplicated().sum()\n", + " if duplicates > 0:\n", + " print(f\"āš ļø Found {duplicates} duplicate keys after merge\")\n", + " \n", + " # Check for missing values in key columns\n", + " missing_summary = df.isnull().sum()\n", + " critical_missing = missing_summary[missing_summary > 0]\n", + " \n", + " if len(critical_missing) > 0:\n", + " print(\"Missing values after merge:\")\n", + " print(critical_missing)\n", + " \n", + " # Data type consistency\n", + " print(f\"\\nData types:\")\n", + " print(df.dtypes)\n", + " \n", + " return df\n", + "\n", + "# Example validation\n", + "sample_merge = pd.merge(df_customers, df_orders, on='customer_id', how='inner')\n", + "validated_result = validate_merge_result(sample_merge, key_col='customer_id')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Practice Exercises\n", + "\n", + "Apply merging and joining techniques to real-world scenarios:" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 1: Customer Lifetime Value Analysis\n", + "# Create a comprehensive customer analysis by joining:\n", + "# - Customer demographics\n", + "# - Order history\n", + "# - Product information\n", + "# - Customer segments\n", + "# Calculate CLV metrics for each customer\n", + "\n", + "def calculate_customer_lifetime_value(customers, orders, products, segments):\n", + " \"\"\"Calculate comprehensive customer lifetime value metrics\"\"\"\n", + " # Your implementation here\n", + " pass\n", + "\n", + "# clv_analysis = calculate_customer_lifetime_value(df_customers, df_orders, df_products, df_segments)\n", + "# print(\"Customer Lifetime Value Analysis:\")\n", + "# print(clv_analysis.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 2: Data Quality Assessment\n", + "# Create a function that analyzes data quality issues when merging multiple datasets:\n", + "# - Identify orphaned records\n", + "# - Find data inconsistencies\n", + "# - Suggest data cleaning steps\n", + "# - Provide merge recommendations\n", + "\n", + "# Your code here:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 3: Time-series Join Challenge\n", + "# Create a complex time-based join scenario:\n", + "# - Join orders with time-varying product prices\n", + "# - Handle seasonal promotions\n", + "# - Calculate accurate historical revenue\n", + "# - Account for price changes over time\n", + "\n", + "# Your code here:\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Key Takeaways\n", + "\n", + "1. **Join Types**:\n", + " - **Inner**: Only matching records from both tables\n", + " - **Left**: All records from left table + matching from right\n", + " - **Right**: All records from right table + matching from left\n", + " - **Outer**: All records from both tables\n", + "\n", + "2. **Method Selection**:\n", + " - **`pd.merge()`**: Most flexible, works with any columns\n", + " - **`.join()`**: Faster for index-based joins\n", + " - **`pd.concat()`**: For stacking DataFrames vertically/horizontally\n", + "\n", + "3. **Best Practices**:\n", + " - Always analyze merge keys before joining\n", + " - Check for duplicates and missing values\n", + " - Validate results after merging\n", + " - Use appropriate join types for your use case\n", + " - Consider performance implications for large datasets\n", + "\n", + "4. **Common Pitfalls**:\n", + " - Cartesian products from duplicate keys\n", + " - Unexpected result sizes\n", + " - Data type inconsistencies\n", + " - Missing value propagation\n", + "\n", + "## Join Type Selection Guide\n", + "\n", + "| Use Case | Recommended Join | Rationale |\n", + "|----------|-----------------|----------|\n", + "| Customer orders analysis | Inner | Only customers with orders |\n", + "| Customer segmentation | Left | Keep all customers, add segment info |\n", + "| Order validation | Right | Keep all orders, check customer validity |\n", + "| Data completeness analysis | Outer | See all records and identify gaps |\n", + "| Performance-critical operations | Index-based join | Faster execution |\n", + "\n", + "## Performance Tips\n", + "\n", + "1. **Index Usage**: Set indexes for frequently joined columns\n", + "2. **Data Types**: Ensure consistent data types before joining\n", + "3. **Memory Management**: Consider chunking for very large datasets\n", + "4. **Join Order**: Start with smallest datasets\n", + "5. **Validation**: Always validate merge results" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Session_01/PandasDataFrame-exmples/08_sorting_ranking.ipynb b/Session_01/PandasDataFrame-exmples/08_sorting_ranking.ipynb new file mode 100755 index 0000000..5e5a9df --- /dev/null +++ b/Session_01/PandasDataFrame-exmples/08_sorting_ranking.ipynb @@ -0,0 +1,1408 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Session 1 - DataFrames - Lesson 7: Merging and Joining DataFrames\n", + "\n", + "## Learning Objectives\n", + "- Master different types of joins (inner, outer, left, right)\n", + "- Understand when to use merge vs join vs concat\n", + "- Handle duplicate keys and join conflicts\n", + "- Learn advanced merging techniques and best practices\n", + "- Practice with real-world data integration scenarios\n", + "\n", + "## Prerequisites\n", + "- Completed Lessons 1-6\n", + "- Understanding of relational database concepts (helpful)\n", + "- Basic knowledge of SQL joins (helpful but not required)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Libraries loaded successfully!\n" + ] + } + ], + "source": [ + "# Import required libraries\n", + "import pandas as pd\n", + "import numpy as np\n", + "from datetime import datetime, timedelta\n", + "import matplotlib.pyplot as plt\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "# Set display options\n", + "pd.set_option('display.max_columns', None)\n", + "pd.set_option('display.max_rows', 50)\n", + "\n", + "print(\"Libraries loaded successfully!\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating Sample Datasets\n", + "\n", + "Let's create realistic datasets that represent common business scenarios." + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sample datasets created:\n", + "Customers: (10, 6)\n", + "Orders: (12, 6)\n", + "Products: (8, 4)\n", + "Segments: (10, 3)\n", + "\n", + "Customers dataset:\n", + " customer_id customer_name email age city signup_date\n", + "0 1 Alice Johnson alice@email.com 28 New York 2023-01-31\n", + "1 2 Bob Smith bob@email.com 35 Los Angeles 2023-02-28\n", + "2 3 Charlie Brown charlie@email.com 42 Chicago 2023-03-31\n", + "3 4 Diana Prince diana@email.com 31 Houston 2023-04-30\n", + "4 5 Eve Wilson eve@email.com 29 Phoenix 2023-05-31\n", + "\n", + "Orders dataset:\n", + " order_id customer_id order_date product quantity amount\n", + "0 101 1 2023-06-04 Laptop 1 1200\n", + "1 102 2 2023-06-11 Phone 2 800\n", + "2 103 1 2023-06-18 Tablet 1 400\n", + "3 104 3 2023-06-25 Laptop 1 1200\n", + "4 105 4 2023-07-02 Monitor 1 300\n" + ] + } + ], + "source": [ + "# Create sample datasets for merging examples\n", + "np.random.seed(42)\n", + "\n", + "# Customer dataset\n", + "customers_data = {\n", + " 'customer_id': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10],\n", + " 'customer_name': ['Alice Johnson', 'Bob Smith', 'Charlie Brown', 'Diana Prince', 'Eve Wilson',\n", + " 'Frank Miller', 'Grace Lee', 'Henry Davis', 'Ivy Chen', 'Jack Robinson'],\n", + " 'email': ['alice@email.com', 'bob@email.com', 'charlie@email.com', 'diana@email.com', 'eve@email.com',\n", + " 'frank@email.com', 'grace@email.com', 'henry@email.com', 'ivy@email.com', 'jack@email.com'],\n", + " 'age': [28, 35, 42, 31, 29, 45, 38, 33, 27, 41],\n", + " 'city': ['New York', 'Los Angeles', 'Chicago', 'Houston', 'Phoenix',\n", + " 'Philadelphia', 'San Antonio', 'San Diego', 'Dallas', 'San Jose'],\n", + " 'signup_date': pd.date_range('2023-01-01', periods=10, freq='M')\n", + "}\n", + "\n", + "df_customers = pd.DataFrame(customers_data)\n", + "\n", + "# Orders dataset\n", + "orders_data = {\n", + " 'order_id': [101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112],\n", + " 'customer_id': [1, 2, 1, 3, 4, 2, 5, 1, 6, 11, 3, 2], # Note: customer_id 11 doesn't exist in customers\n", + " 'order_date': pd.date_range('2023-06-01', periods=12, freq='W'),\n", + " 'product': ['Laptop', 'Phone', 'Tablet', 'Laptop', 'Monitor', 'Phone', \n", + " 'Headphones', 'Mouse', 'Keyboard', 'Laptop', 'Tablet', 'Monitor'],\n", + " 'quantity': [1, 2, 1, 1, 1, 1, 3, 2, 1, 1, 2, 1],\n", + " 'amount': [1200, 800, 400, 1200, 300, 800, 150, 50, 75, 1200, 800, 300]\n", + "}\n", + "\n", + "df_orders = pd.DataFrame(orders_data)\n", + "\n", + "# Product information dataset\n", + "products_data = {\n", + " 'product': ['Laptop', 'Phone', 'Tablet', 'Monitor', 'Headphones', 'Mouse', 'Keyboard', 'Webcam'],\n", + " 'category': ['Electronics', 'Electronics', 'Electronics', 'Electronics', \n", + " 'Audio', 'Accessories', 'Accessories', 'Electronics'],\n", + " 'price': [1200, 800, 400, 300, 150, 50, 75, 100],\n", + " 'supplier': ['TechCorp', 'MobileCorp', 'TechCorp', 'DisplayCorp', \n", + " 'AudioCorp', 'AccessoryCorp', 'AccessoryCorp', 'TechCorp']\n", + "}\n", + "\n", + "df_products = pd.DataFrame(products_data)\n", + "\n", + "# Customer segments dataset\n", + "segments_data = {\n", + " 'customer_id': [1, 2, 3, 4, 5, 6, 7, 8, 12, 13], # Some customers not in main customer table\n", + " 'segment': ['Premium', 'Standard', 'Premium', 'Standard', 'Basic', \n", + " 'Premium', 'Standard', 'Basic', 'Premium', 'Standard'],\n", + " 'loyalty_points': [1500, 800, 1200, 600, 200, 1800, 750, 300, 2000, 900]\n", + "}\n", + "\n", + "df_segments = pd.DataFrame(segments_data)\n", + "\n", + "print(\"Sample datasets created:\")\n", + "print(f\"Customers: {df_customers.shape}\")\n", + "print(f\"Orders: {df_orders.shape}\")\n", + "print(f\"Products: {df_products.shape}\")\n", + "print(f\"Segments: {df_segments.shape}\")\n", + "\n", + "print(\"\\nCustomers dataset:\")\n", + "print(df_customers.head())\n", + "\n", + "print(\"\\nOrders dataset:\")\n", + "print(df_orders.head())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Basic Merge Operations\n", + "\n", + "Understanding the fundamental merge operations and join types." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== INNER JOIN ===\n", + "Result shape: (11, 11)\n", + "Sample results:\n", + " customer_name order_id product amount\n", + "0 Alice Johnson 101 Laptop 1200\n", + "1 Alice Johnson 103 Tablet 400\n", + "2 Alice Johnson 108 Mouse 50\n", + "3 Bob Smith 102 Phone 800\n", + "4 Bob Smith 106 Phone 800\n", + "\n", + "Unique customers in result: 6\n", + "Total orders: 11\n", + "Customers with orders: [np.int64(1), np.int64(2), np.int64(3), np.int64(4), np.int64(5), np.int64(6)]\n" + ] + } + ], + "source": [ + "# Inner Join - only matching records\n", + "print(\"=== INNER JOIN ===\")\n", + "inner_join = pd.merge(df_customers, df_orders, on='customer_id', how='inner')\n", + "print(f\"Result shape: {inner_join.shape}\")\n", + "print(\"Sample results:\")\n", + "print(inner_join[['customer_name', 'order_id', 'product', 'amount']].head())\n", + "\n", + "print(f\"\\nUnique customers in result: {inner_join['customer_id'].nunique()}\")\n", + "print(f\"Total orders: {len(inner_join)}\")\n", + "\n", + "# Check which customers have orders\n", + "customers_with_orders = inner_join['customer_id'].unique()\n", + "print(f\"Customers with orders: {sorted(customers_with_orders)}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== LEFT JOIN ===\n", + "Result shape: (15, 11)\n", + "Sample results:\n", + " customer_name order_id product amount\n", + "0 Alice Johnson 101.0 Laptop 1200.0\n", + "1 Alice Johnson 103.0 Tablet 400.0\n", + "2 Alice Johnson 108.0 Mouse 50.0\n", + "3 Bob Smith 102.0 Phone 800.0\n", + "4 Bob Smith 106.0 Phone 800.0\n", + "5 Bob Smith 112.0 Monitor 300.0\n", + "6 Charlie Brown 104.0 Laptop 1200.0\n", + "7 Charlie Brown 111.0 Tablet 800.0\n", + "8 Diana Prince 105.0 Monitor 300.0\n", + "9 Eve Wilson 107.0 Headphones 150.0\n", + "\n", + "Customers without orders: ['Grace Lee', 'Henry Davis', 'Ivy Chen', 'Jack Robinson']\n", + "\n", + "Total records: 15\n", + "Records with orders: 11\n", + "Records without orders: 4\n" + ] + } + ], + "source": [ + "# Left Join - all records from left table\n", + "print(\"=== LEFT JOIN ===\")\n", + "left_join = pd.merge(df_customers, df_orders, on='customer_id', how='left')\n", + "print(f\"Result shape: {left_join.shape}\")\n", + "print(\"Sample results:\")\n", + "print(left_join[['customer_name', 'order_id', 'product', 'amount']].head(10))\n", + "\n", + "# Check customers without orders\n", + "customers_without_orders = left_join[left_join['order_id'].isnull()]['customer_name'].tolist()\n", + "print(f\"\\nCustomers without orders: {customers_without_orders}\")\n", + "\n", + "# Summary statistics\n", + "print(f\"\\nTotal records: {len(left_join)}\")\n", + "print(f\"Records with orders: {left_join['order_id'].notna().sum()}\")\n", + "print(f\"Records without orders: {left_join['order_id'].isnull().sum()}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== RIGHT JOIN ===\n", + "Result shape: (12, 11)\n", + "Sample results:\n", + " customer_name order_id product amount\n", + "0 Alice Johnson 101 Laptop 1200\n", + "1 Bob Smith 102 Phone 800\n", + "2 Alice Johnson 103 Tablet 400\n", + "3 Charlie Brown 104 Laptop 1200\n", + "4 Diana Prince 105 Monitor 300\n", + "\n", + "Orders without customer info: 1\n", + " customer_id order_id product amount\n", + "9 11 110 Laptop 1200\n" + ] + } + ], + "source": [ + "# Right Join - all records from right table\n", + "print(\"=== RIGHT JOIN ===\")\n", + "right_join = pd.merge(df_customers, df_orders, on='customer_id', how='right')\n", + "print(f\"Result shape: {right_join.shape}\")\n", + "print(\"Sample results:\")\n", + "print(right_join[['customer_name', 'order_id', 'product', 'amount']].head())\n", + "\n", + "# Check orders without customer information\n", + "orders_without_customers = right_join[right_join['customer_name'].isnull()]\n", + "print(f\"\\nOrders without customer info: {len(orders_without_customers)}\")\n", + "if len(orders_without_customers) > 0:\n", + " print(orders_without_customers[['customer_id', 'order_id', 'product', 'amount']])" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== OUTER JOIN ===\n", + "Result shape: (16, 11)\n", + "\n", + "Data quality analysis:\n", + "Records with complete customer info: 15\n", + "Records with complete order info: 12\n", + "Records with both customer and order info: 11\n", + "\n", + "Customers without orders:\n", + " customer_name city\n", + "11 Grace Lee San Antonio\n", + "12 Henry Davis San Diego\n", + "13 Ivy Chen Dallas\n", + "14 Jack Robinson San Jose\n", + "\n", + "Orders without customer data:\n", + " customer_id order_id product amount\n", + "15 11 110.0 Laptop 1200.0\n" + ] + } + ], + "source": [ + "# Outer Join - all records from both tables\n", + "print(\"=== OUTER JOIN ===\")\n", + "outer_join = pd.merge(df_customers, df_orders, on='customer_id', how='outer')\n", + "print(f\"Result shape: {outer_join.shape}\")\n", + "\n", + "# Analyze the result\n", + "print(\"\\nData quality analysis:\")\n", + "print(f\"Records with complete customer info: {outer_join['customer_name'].notna().sum()}\")\n", + "print(f\"Records with complete order info: {outer_join['order_id'].notna().sum()}\")\n", + "print(f\"Records with both customer and order info: {(outer_join['customer_name'].notna() & outer_join['order_id'].notna()).sum()}\")\n", + "\n", + "# Show different categories of records\n", + "print(\"\\nCustomers without orders:\")\n", + "customers_only = outer_join[(outer_join['customer_name'].notna()) & (outer_join['order_id'].isnull())]\n", + "print(customers_only[['customer_name', 'city']].drop_duplicates())\n", + "\n", + "print(\"\\nOrders without customer data:\")\n", + "orders_only = outer_join[(outer_join['customer_name'].isnull()) & (outer_join['order_id'].notna())]\n", + "print(orders_only[['customer_id', 'order_id', 'product', 'amount']])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Multiple Table Joins\n", + "\n", + "Combining data from multiple sources in sequence." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== THREE-WAY JOIN ===\n", + "After joining customers and orders: (11, 11)\n", + "After joining with products: (11, 14)\n", + "\n", + "Complete order information:\n", + " customer_name order_id product category quantity amount price \\\n", + "0 Alice Johnson 101 Laptop Electronics 1 1200 1200 \n", + "1 Alice Johnson 103 Tablet Electronics 1 400 400 \n", + "2 Alice Johnson 108 Mouse Accessories 2 50 50 \n", + "3 Bob Smith 102 Phone Electronics 2 800 800 \n", + "4 Bob Smith 106 Phone Electronics 1 800 800 \n", + "\n", + " supplier \n", + "0 TechCorp \n", + "1 TechCorp \n", + "2 AccessoryCorp \n", + "3 MobileCorp \n", + "4 MobileCorp \n", + "\n", + "Data consistency check:\n", + "Order amounts match calculated amounts: False\n", + "\n", + "Mismatched records: 3\n", + " order_id product amount calculated_amount\n", + "2 108 Mouse 50 100\n", + "3 102 Phone 800 1600\n", + "9 107 Headphones 150 450\n" + ] + } + ], + "source": [ + "# Three-way join: Customers + Orders + Products\n", + "print(\"=== THREE-WAY JOIN ===\")\n", + "\n", + "# Step 1: Join customers and orders\n", + "customer_orders = pd.merge(df_customers, df_orders, on='customer_id', how='inner')\n", + "print(f\"After joining customers and orders: {customer_orders.shape}\")\n", + "\n", + "# Step 2: Join with products\n", + "complete_data = pd.merge(customer_orders, df_products, on='product', how='left')\n", + "print(f\"After joining with products: {complete_data.shape}\")\n", + "\n", + "# Display comprehensive view\n", + "print(\"\\nComplete order information:\")\n", + "display_cols = ['customer_name', 'order_id', 'product', 'category', 'quantity', 'amount', 'price', 'supplier']\n", + "print(complete_data[display_cols].head())\n", + "\n", + "# Verify data consistency\n", + "print(\"\\nData consistency check:\")\n", + "# Check if order amount matches product price * quantity\n", + "complete_data['calculated_amount'] = complete_data['price'] * complete_data['quantity']\n", + "amount_matches = (complete_data['amount'] == complete_data['calculated_amount']).all()\n", + "print(f\"Order amounts match calculated amounts: {amount_matches}\")\n", + "\n", + "if not amount_matches:\n", + " mismatched = complete_data[complete_data['amount'] != complete_data['calculated_amount']]\n", + " print(f\"\\nMismatched records: {len(mismatched)}\")\n", + " print(mismatched[['order_id', 'product', 'amount', 'calculated_amount']])" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== ADDING CUSTOMER SEGMENTS ===\n", + "Customers with segments shape: (10, 8)\n", + "\n", + "Customers without segment info: 2\n", + " customer_name city\n", + "8 Ivy Chen Dallas\n", + "9 Jack Robinson San Jose\n", + "\n", + "Full customer profile shape: (11, 17)\n", + "\n", + "Revenue by customer segment:\n", + " Total_Revenue Avg_Order_Value Total_Orders Unique_Customers\n", + "segment \n", + "Basic 150 150.00 1 1\n", + "Premium 3725 620.83 6 3\n", + "Standard 2200 550.00 4 2\n" + ] + } + ], + "source": [ + "# Add customer segment information\n", + "print(\"=== ADDING CUSTOMER SEGMENTS ===\")\n", + "\n", + "# Join with segments (left join to keep all customers)\n", + "customers_with_segments = pd.merge(df_customers, df_segments, on='customer_id', how='left')\n", + "print(f\"Customers with segments shape: {customers_with_segments.shape}\")\n", + "\n", + "# Check which customers don't have segment information\n", + "missing_segments = customers_with_segments[customers_with_segments['segment'].isnull()]\n", + "print(f\"\\nCustomers without segment info: {len(missing_segments)}\")\n", + "if len(missing_segments) > 0:\n", + " print(missing_segments[['customer_name', 'city']])\n", + "\n", + "# Create comprehensive customer profile\n", + "full_customer_profile = pd.merge(complete_data, df_segments, on='customer_id', how='left')\n", + "print(f\"\\nFull customer profile shape: {full_customer_profile.shape}\")\n", + "\n", + "# Analyze by segment\n", + "segment_analysis = full_customer_profile.groupby('segment').agg({\n", + " 'amount': ['sum', 'mean', 'count'],\n", + " 'customer_id': 'nunique'\n", + "}).round(2)\n", + "segment_analysis.columns = ['Total_Revenue', 'Avg_Order_Value', 'Total_Orders', 'Unique_Customers']\n", + "print(\"\\nRevenue by customer segment:\")\n", + "print(segment_analysis)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Advanced Merge Techniques\n", + "\n", + "Handling complex merging scenarios and edge cases." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== MERGE WITH DIFFERENT COLUMN NAMES ===\n", + "Merge with different column names:\n", + " customer_name customer_id cust_id income_range education\n", + "0 Alice Johnson 1 1.0 50-75k Bachelor\n", + "1 Bob Smith 2 2.0 75-100k Master\n", + "2 Charlie Brown 3 3.0 50-75k PhD\n", + "3 Diana Prince 4 4.0 100k+ Master\n", + "4 Eve Wilson 5 5.0 25-50k Bachelor\n", + "\n", + "After cleanup: (10, 9)\n" + ] + } + ], + "source": [ + "# Merge with different column names\n", + "print(\"=== MERGE WITH DIFFERENT COLUMN NAMES ===\")\n", + "\n", + "# Create a dataset with different column name\n", + "customer_demographics = pd.DataFrame({\n", + " 'cust_id': [1, 2, 3, 4, 5],\n", + " 'income_range': ['50-75k', '75-100k', '50-75k', '100k+', '25-50k'],\n", + " 'education': ['Bachelor', 'Master', 'PhD', 'Master', 'Bachelor'],\n", + " 'occupation': ['Engineer', 'Manager', 'Professor', 'Director', 'Analyst']\n", + "})\n", + "\n", + "# Merge using left_on and right_on parameters\n", + "customers_with_demographics = pd.merge(\n", + " df_customers, \n", + " customer_demographics, \n", + " left_on='customer_id', \n", + " right_on='cust_id', \n", + " how='left'\n", + ")\n", + "\n", + "print(\"Merge with different column names:\")\n", + "print(customers_with_demographics[['customer_name', 'customer_id', 'cust_id', 'income_range', 'education']].head())\n", + "\n", + "# Clean up duplicate columns\n", + "customers_with_demographics = customers_with_demographics.drop('cust_id', axis=1)\n", + "print(f\"\\nAfter cleanup: {customers_with_demographics.shape}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== MERGE ON MULTIPLE COLUMNS ===\n", + "Orders with time-based pricing:\n", + " order_id product order_date amount price promotion\n", + "0 101 Laptop 2023-06-04 1200 1200.0 False\n", + "1 102 Phone 2023-06-11 800 800.0 False\n", + "2 103 Tablet 2023-06-18 400 400.0 False\n", + "3 104 Laptop 2023-06-25 1200 1200.0 False\n", + "4 105 Monitor 2023-07-02 300 NaN NaN\n", + "\n", + "Orders with pricing discrepancies: 3\n" + ] + } + ], + "source": [ + "# Merge on multiple columns\n", + "print(\"=== MERGE ON MULTIPLE COLUMNS ===\")\n", + "\n", + "# Create time-based pricing data\n", + "pricing_data = pd.DataFrame({\n", + " 'product': ['Laptop', 'Laptop', 'Phone', 'Phone', 'Tablet', 'Tablet'],\n", + " 'date': pd.to_datetime(['2023-06-01', '2023-08-01', '2023-06-01', '2023-08-01', '2023-06-01', '2023-08-01']),\n", + " 'price': [1200, 1100, 800, 750, 400, 380],\n", + " 'promotion': [False, True, False, True, False, True]\n", + "})\n", + "\n", + "# Add year-month to orders for matching\n", + "df_orders_with_period = df_orders.copy()\n", + "df_orders_with_period['order_month'] = df_orders_with_period['order_date'].dt.to_period('M').dt.start_time\n", + "\n", + "# Create matching periods in pricing data\n", + "pricing_data['period'] = pricing_data['date'].dt.to_period('M').dt.start_time\n", + "\n", + "# Merge on product and time period\n", + "orders_with_pricing = pd.merge(\n", + " df_orders_with_period,\n", + " pricing_data,\n", + " left_on=['product', 'order_month'],\n", + " right_on=['product', 'period'],\n", + " how='left'\n", + ")\n", + "\n", + "print(\"Orders with time-based pricing:\")\n", + "print(orders_with_pricing[['order_id', 'product', 'order_date', 'amount', 'price', 'promotion']].head())\n", + "\n", + "# Check for pricing discrepancies\n", + "pricing_discrepancies = orders_with_pricing[\n", + " (orders_with_pricing['amount'] != orders_with_pricing['price'] * orders_with_pricing['quantity']) &\n", + " orders_with_pricing['price'].notna()\n", + "]\n", + "print(f\"\\nOrders with pricing discrepancies: {len(pricing_discrepancies)}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== HANDLING DUPLICATE KEYS ===\n", + "Customer contacts with duplicates:\n", + " customer_id contact_type contact_value is_primary\n", + "0 1 email alice@email.com True\n", + "1 1 phone 555-0101 False\n", + "2 2 email bob@email.com True\n", + "3 2 phone 555-0102 True\n", + "4 3 email charlie@email.com True\n", + "\n", + "Result of merge with duplicates: (5, 9)\n", + " customer_name contact_type contact_value is_primary\n", + "0 Alice Johnson email alice@email.com True\n", + "1 Alice Johnson phone 555-0101 False\n", + "2 Bob Smith email bob@email.com True\n", + "3 Bob Smith phone 555-0102 True\n", + "4 Charlie Brown email charlie@email.com True\n", + "\n", + "After filtering to primary contacts: (11, 9)\n", + "\n", + "Pivoted contacts:\n", + "contact_type customer_id email phone\n", + "0 1 alice@email.com 555-0101\n", + "1 2 bob@email.com 555-0102\n", + "2 3 charlie@email.com NaN\n", + "\n", + "After merging pivoted contacts: (10, 8)\n" + ] + } + ], + "source": [ + "# Handling duplicate keys in merge\n", + "print(\"=== HANDLING DUPLICATE KEYS ===\")\n", + "\n", + "# Create data with duplicate keys\n", + "customer_contacts = pd.DataFrame({\n", + " 'customer_id': [1, 1, 2, 2, 3],\n", + " 'contact_type': ['email', 'phone', 'email', 'phone', 'email'],\n", + " 'contact_value': ['alice@email.com', '555-0101', 'bob@email.com', '555-0102', 'charlie@email.com'],\n", + " 'is_primary': [True, False, True, True, True]\n", + "})\n", + "\n", + "print(\"Customer contacts with duplicates:\")\n", + "print(customer_contacts)\n", + "\n", + "# Merge will create cartesian product for duplicate keys\n", + "customers_with_contacts = pd.merge(df_customers, customer_contacts, on='customer_id', how='inner')\n", + "print(f\"\\nResult of merge with duplicates: {customers_with_contacts.shape}\")\n", + "print(customers_with_contacts[['customer_name', 'contact_type', 'contact_value', 'is_primary']].head())\n", + "\n", + "# Strategy 1: Filter before merge\n", + "primary_contacts = customer_contacts[customer_contacts['is_primary'] == True]\n", + "customers_primary_contacts = pd.merge(df_customers, primary_contacts, on='customer_id', how='left')\n", + "print(f\"\\nAfter filtering to primary contacts: {customers_primary_contacts.shape}\")\n", + "\n", + "# Strategy 2: Pivot contacts to columns\n", + "contacts_pivoted = customer_contacts.pivot_table(\n", + " index='customer_id',\n", + " columns='contact_type',\n", + " values='contact_value',\n", + " aggfunc='first'\n", + ").reset_index()\n", + "print(\"\\nPivoted contacts:\")\n", + "print(contacts_pivoted)\n", + "\n", + "customers_with_pivoted_contacts = pd.merge(df_customers, contacts_pivoted, on='customer_id', how='left')\n", + "print(f\"\\nAfter merging pivoted contacts: {customers_with_pivoted_contacts.shape}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Index-based Joins\n", + "\n", + "Using DataFrame indices for joining operations." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== INDEX-BASED JOINS ===\n", + "Customers with index:\n", + " customer_name email age city signup_date\n", + "customer_id \n", + "1 Alice Johnson alice@email.com 28 New York 2023-01-31\n", + "2 Bob Smith bob@email.com 35 Los Angeles 2023-02-28\n", + "3 Charlie Brown charlie@email.com 42 Chicago 2023-03-31\n", + "4 Diana Prince diana@email.com 31 Houston 2023-04-30\n", + "5 Eve Wilson eve@email.com 29 Phoenix 2023-05-31\n", + "\n", + "Joined by index shape: (10, 7)\n", + " customer_name city segment loyalty_points\n", + "customer_id \n", + "1 Alice Johnson New York Premium 1500.0\n", + "2 Bob Smith Los Angeles Standard 800.0\n", + "3 Charlie Brown Chicago Premium 1200.0\n", + "4 Diana Prince Houston Standard 600.0\n", + "5 Eve Wilson Phoenix Basic 200.0\n", + "\n", + "Equivalent merge shape: (10, 8)\n", + "Results are identical: True\n" + ] + } + ], + "source": [ + "# Set up DataFrames with indices\n", + "print(\"=== INDEX-BASED JOINS ===\")\n", + "\n", + "# Set customer_id as index\n", + "customers_indexed = df_customers.set_index('customer_id')\n", + "segments_indexed = df_segments.set_index('customer_id')\n", + "\n", + "print(\"Customers with index:\")\n", + "print(customers_indexed.head())\n", + "\n", + "# Join using indices\n", + "joined_by_index = customers_indexed.join(segments_indexed, how='left')\n", + "print(f\"\\nJoined by index shape: {joined_by_index.shape}\")\n", + "print(joined_by_index[['customer_name', 'city', 'segment', 'loyalty_points']].head())\n", + "\n", + "# Compare with merge\n", + "merged_equivalent = pd.merge(df_customers, df_segments, on='customer_id', how='left')\n", + "print(f\"\\nEquivalent merge shape: {merged_equivalent.shape}\")\n", + "\n", + "# Verify they're the same (after sorting)\n", + "joined_sorted = joined_by_index.reset_index().sort_values('customer_id')\n", + "merged_sorted = merged_equivalent.sort_values('customer_id')\n", + "are_equal = joined_sorted.equals(merged_sorted)\n", + "print(f\"Results are identical: {are_equal}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== MULTI-INDEX JOINS ===\n", + "Sales targets with multi-index:\n", + " sales_target commission_rate\n", + "region product \n", + "North Laptop 10 0.05\n", + " Phone 15 0.04\n", + "South Laptop 8 0.06\n", + " Phone 12 0.05\n", + "East Laptop 12 0.05\n", + " Phone 18 0.04\n", + "\n", + "Orders with sales targets:\n", + " order_id region product amount sales_target commission_rate\n", + "0 101 North Laptop 1200 10.0 0.05\n", + "1 102 South Phone 800 12.0 0.05\n", + "2 103 North Tablet 400 NaN NaN\n", + "3 104 East Laptop 1200 12.0 0.05\n", + "4 105 North Monitor 300 NaN NaN\n" + ] + } + ], + "source": [ + "# Multi-index joins\n", + "print(\"=== MULTI-INDEX JOINS ===\")\n", + "\n", + "# Create a dataset with multiple index levels\n", + "sales_by_region_product = pd.DataFrame({\n", + " 'region': ['North', 'North', 'South', 'South', 'East', 'East'],\n", + " 'product': ['Laptop', 'Phone', 'Laptop', 'Phone', 'Laptop', 'Phone'],\n", + " 'sales_target': [10, 15, 8, 12, 12, 18],\n", + " 'commission_rate': [0.05, 0.04, 0.06, 0.05, 0.05, 0.04]\n", + "})\n", + "\n", + "# Set multi-index\n", + "sales_targets = sales_by_region_product.set_index(['region', 'product'])\n", + "print(\"Sales targets with multi-index:\")\n", + "print(sales_targets)\n", + "\n", + "# Create customer orders with region mapping\n", + "customer_regions = {\n", + " 1: 'North', 2: 'South', 3: 'East', 4: 'North', 5: 'South', 6: 'East'\n", + "}\n", + "\n", + "orders_with_region = df_orders.copy()\n", + "orders_with_region['region'] = orders_with_region['customer_id'].map(customer_regions)\n", + "orders_with_region = orders_with_region.dropna(subset=['region'])\n", + "\n", + "# Merge on multiple columns to match multi-index\n", + "orders_with_targets = pd.merge(\n", + " orders_with_region,\n", + " sales_targets.reset_index(),\n", + " on=['region', 'product'],\n", + " how='left'\n", + ")\n", + "\n", + "print(\"\\nOrders with sales targets:\")\n", + "print(orders_with_targets[['order_id', 'region', 'product', 'amount', 'sales_target', 'commission_rate']].head())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5. Concatenation Operations\n", + "\n", + "Combining DataFrames vertically and horizontally." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== VERTICAL CONCATENATION ===\n", + "Original customers: 10\n", + "New customers: 5\n", + "Combined customers: 15\n", + "\n", + "Combined customer data:\n", + " customer_id customer_name email age city signup_date\n", + "10 11 Kate Wilson kate@email.com 26 Austin 2024-01-31\n", + "11 12 Liam Brown liam@email.com 39 Seattle 2024-02-29\n", + "12 13 Mia Garcia mia@email.com 31 Denver 2024-03-31\n", + "13 14 Noah Jones noah@email.com 44 Boston 2024-04-30\n", + "14 15 Olivia Miller olivia@email.com 28 Miami 2024-05-31\n", + "\n", + "After adding customers with extra info: (17, 7)\n", + "Missing values in referral_source:\n", + "15\n" + ] + } + ], + "source": [ + "# Vertical concatenation (stacking DataFrames)\n", + "print(\"=== VERTICAL CONCATENATION ===\")\n", + "\n", + "# Create additional customer data (new batch)\n", + "new_customers = pd.DataFrame({\n", + " 'customer_id': [11, 12, 13, 14, 15],\n", + " 'customer_name': ['Kate Wilson', 'Liam Brown', 'Mia Garcia', 'Noah Jones', 'Olivia Miller'],\n", + " 'email': ['kate@email.com', 'liam@email.com', 'mia@email.com', 'noah@email.com', 'olivia@email.com'],\n", + " 'age': [26, 39, 31, 44, 28],\n", + " 'city': ['Austin', 'Seattle', 'Denver', 'Boston', 'Miami'],\n", + " 'signup_date': pd.date_range('2024-01-01', periods=5, freq='M')\n", + "})\n", + "\n", + "# Concatenate vertically\n", + "all_customers = pd.concat([df_customers, new_customers], ignore_index=True)\n", + "print(f\"Original customers: {len(df_customers)}\")\n", + "print(f\"New customers: {len(new_customers)}\")\n", + "print(f\"Combined customers: {len(all_customers)}\")\n", + "\n", + "print(\"\\nCombined customer data:\")\n", + "print(all_customers.tail())\n", + "\n", + "# Concatenation with different columns\n", + "customers_with_extra_info = pd.DataFrame({\n", + " 'customer_id': [16, 17],\n", + " 'customer_name': ['Paul Davis', 'Quinn Taylor'],\n", + " 'email': ['paul@email.com', 'quinn@email.com'],\n", + " 'age': [35, 29],\n", + " 'city': ['Portland', 'Nashville'],\n", + " 'signup_date': pd.date_range('2024-06-01', periods=2, freq='M'),\n", + " 'referral_source': ['Google', 'Facebook'] # Extra column\n", + "})\n", + "\n", + "# Concat with different columns (creates NaN for missing columns)\n", + "all_customers_extended = pd.concat([all_customers, customers_with_extra_info], ignore_index=True, sort=False)\n", + "print(f\"\\nAfter adding customers with extra info: {all_customers_extended.shape}\")\n", + "print(\"Missing values in referral_source:\")\n", + "print(all_customers_extended['referral_source'].isnull().sum())" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== HORIZONTAL CONCATENATION ===\n", + "Customer basic info:\n", + " customer_id customer_name email\n", + "0 1 Alice Johnson alice@email.com\n", + "1 2 Bob Smith bob@email.com\n", + "2 3 Charlie Brown charlie@email.com\n", + "3 4 Diana Prince diana@email.com\n", + "4 5 Eve Wilson eve@email.com\n", + "\n", + "Customer demographics:\n", + " customer_id age city signup_date\n", + "0 1 28 New York 2023-01-31\n", + "1 2 35 Los Angeles 2023-02-28\n", + "2 3 42 Chicago 2023-03-31\n", + "3 4 31 Houston 2023-04-30\n", + "4 5 29 Phoenix 2023-05-31\n", + "\n", + "Recombined shape: (10, 6)\n", + " customer_id customer_name email age city signup_date\n", + "0 1 Alice Johnson alice@email.com 28 New York 2023-01-31\n", + "1 2 Bob Smith bob@email.com 35 Los Angeles 2023-02-28\n", + "2 3 Charlie Brown charlie@email.com 42 Chicago 2023-03-31\n", + "3 4 Diana Prince diana@email.com 31 Houston 2023-04-30\n", + "4 5 Eve Wilson eve@email.com 29 Phoenix 2023-05-31\n", + "\n", + "Columns match original: True\n" + ] + } + ], + "source": [ + "# Horizontal concatenation\n", + "print(\"=== HORIZONTAL CONCATENATION ===\")\n", + "\n", + "# Split customer data into parts\n", + "customer_basic_info = df_customers[['customer_id', 'customer_name', 'email']]\n", + "customer_demographics = df_customers[['customer_id', 'age', 'city', 'signup_date']]\n", + "\n", + "print(\"Customer basic info:\")\n", + "print(customer_basic_info.head())\n", + "\n", + "print(\"\\nCustomer demographics:\")\n", + "print(customer_demographics.head())\n", + "\n", + "# Concatenate horizontally (by index)\n", + "customers_recombined = pd.concat([customer_basic_info, customer_demographics.drop('customer_id', axis=1)], axis=1)\n", + "print(f\"\\nRecombined shape: {customers_recombined.shape}\")\n", + "print(customers_recombined.head())\n", + "\n", + "# Verify it matches original\n", + "columns_match = set(customers_recombined.columns) == set(df_customers.columns)\n", + "print(f\"\\nColumns match original: {columns_match}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== CONCAT WITH KEYS ===\n", + "Quarterly sales with hierarchical index:\n", + " product units_sold revenue\n", + "Q1 0 Laptop 50 60000\n", + " 1 Phone 75 60000\n", + " 2 Tablet 30 12000\n", + "Q2 0 Laptop 45 54000\n", + " 1 Phone 80 64000\n", + " 2 Tablet 35 14000\n", + "\n", + "Q1 sales only:\n", + " product units_sold revenue\n", + "0 Laptop 50 60000\n", + "1 Phone 75 60000\n", + "2 Tablet 30 12000\n", + "\n", + "Quarterly comparison (side by side):\n", + " Q1 Q2 \n", + " units_sold revenue units_sold revenue\n", + "product \n", + "Laptop 50 60000 45 54000\n", + "Phone 75 60000 80 64000\n", + "Tablet 30 12000 35 14000\n" + ] + } + ], + "source": [ + "# Concat with keys (creating hierarchical columns)\n", + "print(\"=== CONCAT WITH KEYS ===\")\n", + "\n", + "# Create quarterly sales data\n", + "q1_sales = pd.DataFrame({\n", + " 'product': ['Laptop', 'Phone', 'Tablet'],\n", + " 'units_sold': [50, 75, 30],\n", + " 'revenue': [60000, 60000, 12000]\n", + "})\n", + "\n", + "q2_sales = pd.DataFrame({\n", + " 'product': ['Laptop', 'Phone', 'Tablet'],\n", + " 'units_sold': [45, 80, 35],\n", + " 'revenue': [54000, 64000, 14000]\n", + "})\n", + "\n", + "# Concatenate with keys\n", + "quarterly_sales = pd.concat([q1_sales, q2_sales], keys=['Q1', 'Q2'])\n", + "print(\"Quarterly sales with hierarchical index:\")\n", + "print(quarterly_sales)\n", + "\n", + "# Access specific quarter\n", + "print(\"\\nQ1 sales only:\")\n", + "print(quarterly_sales.loc['Q1'])\n", + "\n", + "# Create summary comparison\n", + "quarterly_comparison = pd.concat([q1_sales.set_index('product'), q2_sales.set_index('product')], \n", + " keys=['Q1', 'Q2'], axis=1)\n", + "print(\"\\nQuarterly comparison (side by side):\")\n", + "print(quarterly_comparison)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 6. Performance and Best Practices\n", + "\n", + "Optimizing merge operations and avoiding common pitfalls." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== PERFORMANCE COMPARISON ===\n", + "Large customers: (10000, 3)\n", + "Large orders: (50000, 3)\n", + "\n", + "Merge time: 0.0077 seconds\n", + "Join time: 0.0092 seconds\n", + "Join is 0.83x faster\n", + "\n", + "Results shape - Merge: (50000, 5), Join: (50000, 4)\n" + ] + } + ], + "source": [ + "# Performance comparison: merge vs join\n", + "import time\n", + "\n", + "print(\"=== PERFORMANCE COMPARISON ===\")\n", + "\n", + "# Create larger datasets for performance testing\n", + "np.random.seed(42)\n", + "large_customers = pd.DataFrame({\n", + " 'customer_id': range(1, 10001),\n", + " 'customer_name': [f'Customer_{i}' for i in range(1, 10001)],\n", + " 'city': np.random.choice(['New York', 'Los Angeles', 'Chicago'], 10000)\n", + "})\n", + "\n", + "large_orders = pd.DataFrame({\n", + " 'order_id': range(1, 50001),\n", + " 'customer_id': np.random.randint(1, 10001, 50000),\n", + " 'amount': np.random.normal(100, 30, 50000)\n", + "})\n", + "\n", + "print(f\"Large customers: {large_customers.shape}\")\n", + "print(f\"Large orders: {large_orders.shape}\")\n", + "\n", + "# Test merge performance\n", + "start_time = time.time()\n", + "merged_result = pd.merge(large_customers, large_orders, on='customer_id', how='inner')\n", + "merge_time = time.time() - start_time\n", + "\n", + "# Test join performance\n", + "customers_indexed = large_customers.set_index('customer_id')\n", + "orders_indexed = large_orders.set_index('customer_id')\n", + "\n", + "start_time = time.time()\n", + "joined_result = customers_indexed.join(orders_indexed, how='inner')\n", + "join_time = time.time() - start_time\n", + "\n", + "print(f\"\\nMerge time: {merge_time:.4f} seconds\")\n", + "print(f\"Join time: {join_time:.4f} seconds\")\n", + "print(f\"Join is {merge_time/join_time:.2f}x faster\")\n", + "\n", + "print(f\"\\nResults shape - Merge: {merged_result.shape}, Join: {joined_result.shape}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== BEST PRACTICES ===\n", + "\n", + "--- Analyzing merge on 'customer_id' ---\n", + "Duplicates in left table: 0\n", + "Duplicates in right table: 5\n", + "Missing values in left table: 0\n", + "Missing values in right table: 0\n", + "Keys in both tables: 6\n", + "Keys only in left: 4\n", + "Keys only in right: 1\n", + "Warning: Duplicates present, result size may be larger than expected\n", + "\n", + "Predicted result sizes:\n", + "Inner join: Cannot predict (duplicates present)\n", + "Left join: Cannot predict (duplicates present)\n", + "Right join: Cannot predict (duplicates present)\n", + "Outer join: Cannot predict (duplicates present)\n", + "\n", + "--- Analyzing merge on 'customer_id' ---\n", + "Duplicates in left table: 0\n", + "Duplicates in right table: 0\n", + "Missing values in left table: 0\n", + "Missing values in right table: 0\n", + "Keys in both tables: 8\n", + "Keys only in left: 2\n", + "Keys only in right: 2\n", + "\n", + "Predicted result sizes:\n", + "Inner join: 8\n", + "Left join: 10\n", + "Right join: 10\n", + "Outer join: 12\n" + ] + } + ], + "source": [ + "# Best practices and common pitfalls\n", + "print(\"=== BEST PRACTICES ===\")\n", + "\n", + "def analyze_merge_keys(df1, df2, key_col):\n", + " \"\"\"Analyze merge keys before joining\"\"\"\n", + " print(f\"\\n--- Analyzing merge on '{key_col}' ---\")\n", + " \n", + " # Check for duplicates\n", + " df1_dups = df1[key_col].duplicated().sum()\n", + " df2_dups = df2[key_col].duplicated().sum()\n", + " \n", + " print(f\"Duplicates in left table: {df1_dups}\")\n", + " print(f\"Duplicates in right table: {df2_dups}\")\n", + " \n", + " # Check for missing values\n", + " df1_missing = df1[key_col].isnull().sum()\n", + " df2_missing = df2[key_col].isnull().sum()\n", + " \n", + " print(f\"Missing values in left table: {df1_missing}\")\n", + " print(f\"Missing values in right table: {df2_missing}\")\n", + " \n", + " # Check overlap\n", + " left_keys = set(df1[key_col].dropna())\n", + " right_keys = set(df2[key_col].dropna())\n", + " \n", + " overlap = left_keys & right_keys\n", + " left_only = left_keys - right_keys\n", + " right_only = right_keys - left_keys\n", + " \n", + " print(f\"Keys in both tables: {len(overlap)}\")\n", + " print(f\"Keys only in left: {len(left_only)}\")\n", + " print(f\"Keys only in right: {len(right_only)}\")\n", + " \n", + " # Predict result sizes\n", + " if df1_dups == 0 and df2_dups == 0:\n", + " inner_size = len(overlap)\n", + " left_size = len(df1)\n", + " right_size = len(df2)\n", + " outer_size = len(left_keys | right_keys)\n", + " else:\n", + " print(\"Warning: Duplicates present, result size may be larger than expected\")\n", + " inner_size = \"Cannot predict (duplicates present)\"\n", + " left_size = \"Cannot predict (duplicates present)\"\n", + " right_size = \"Cannot predict (duplicates present)\"\n", + " outer_size = \"Cannot predict (duplicates present)\"\n", + " \n", + " print(f\"\\nPredicted result sizes:\")\n", + " print(f\"Inner join: {inner_size}\")\n", + " print(f\"Left join: {left_size}\")\n", + " print(f\"Right join: {right_size}\")\n", + " print(f\"Outer join: {outer_size}\")\n", + "\n", + "# Analyze our sample data\n", + "analyze_merge_keys(df_customers, df_orders, 'customer_id')\n", + "analyze_merge_keys(df_customers, df_segments, 'customer_id')" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "=== MERGE VALIDATION ===\n", + "Result shape: (11, 11)\n", + "āš ļø Found 5 duplicate keys after merge\n", + "\n", + "Data types:\n", + "customer_id int64\n", + "customer_name object\n", + "email object\n", + "age int64\n", + "city object\n", + "signup_date datetime64[ns]\n", + "order_id int64\n", + "order_date datetime64[ns]\n", + "product object\n", + "quantity int64\n", + "amount int64\n", + "dtype: object\n" + ] + } + ], + "source": [ + "# Data validation after merge\n", + "def validate_merge_result(df, expected_rows=None, key_col=None):\n", + " \"\"\"Validate merge results\"\"\"\n", + " print(\"\\n=== MERGE VALIDATION ===\")\n", + " \n", + " print(f\"Result shape: {df.shape}\")\n", + " \n", + " if expected_rows:\n", + " print(f\"Expected rows: {expected_rows}\")\n", + " if len(df) != expected_rows:\n", + " print(\"āš ļø Row count doesn't match expectation!\")\n", + " \n", + " # Check for unexpected duplicates\n", + " if key_col and key_col in df.columns:\n", + " duplicates = df[key_col].duplicated().sum()\n", + " if duplicates > 0:\n", + " print(f\"āš ļø Found {duplicates} duplicate keys after merge\")\n", + " \n", + " # Check for missing values in key columns\n", + " missing_summary = df.isnull().sum()\n", + " critical_missing = missing_summary[missing_summary > 0]\n", + " \n", + " if len(critical_missing) > 0:\n", + " print(\"Missing values after merge:\")\n", + " print(critical_missing)\n", + " \n", + " # Data type consistency\n", + " print(f\"\\nData types:\")\n", + " print(df.dtypes)\n", + " \n", + " return df\n", + "\n", + "# Example validation\n", + "sample_merge = pd.merge(df_customers, df_orders, on='customer_id', how='inner')\n", + "validated_result = validate_merge_result(sample_merge, key_col='customer_id')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Practice Exercises\n", + "\n", + "Apply merging and joining techniques to real-world scenarios:" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 1: Customer Lifetime Value Analysis\n", + "# Create a comprehensive customer analysis by joining:\n", + "# - Customer demographics\n", + "# - Order history\n", + "# - Product information\n", + "# - Customer segments\n", + "# Calculate CLV metrics for each customer\n", + "\n", + "def calculate_customer_lifetime_value(customers, orders, products, segments):\n", + " \"\"\"Calculate comprehensive customer lifetime value metrics\"\"\"\n", + " # Your implementation here\n", + " pass\n", + "\n", + "# clv_analysis = calculate_customer_lifetime_value(df_customers, df_orders, df_products, df_segments)\n", + "# print(\"Customer Lifetime Value Analysis:\")\n", + "# print(clv_analysis.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 2: Data Quality Assessment\n", + "# Create a function that analyzes data quality issues when merging multiple datasets:\n", + "# - Identify orphaned records\n", + "# - Find data inconsistencies\n", + "# - Suggest data cleaning steps\n", + "# - Provide merge recommendations\n", + "\n", + "# Your code here:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 3: Time-series Join Challenge\n", + "# Create a complex time-based join scenario:\n", + "# - Join orders with time-varying product prices\n", + "# - Handle seasonal promotions\n", + "# - Calculate accurate historical revenue\n", + "# - Account for price changes over time\n", + "\n", + "# Your code here:\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Key Takeaways\n", + "\n", + "1. **Join Types**:\n", + " - **Inner**: Only matching records from both tables\n", + " - **Left**: All records from left table + matching from right\n", + " - **Right**: All records from right table + matching from left\n", + " - **Outer**: All records from both tables\n", + "\n", + "2. **Method Selection**:\n", + " - **`pd.merge()`**: Most flexible, works with any columns\n", + " - **`.join()`**: Faster for index-based joins\n", + " - **`pd.concat()`**: For stacking DataFrames vertically/horizontally\n", + "\n", + "3. **Best Practices**:\n", + " - Always analyze merge keys before joining\n", + " - Check for duplicates and missing values\n", + " - Validate results after merging\n", + " - Use appropriate join types for your use case\n", + " - Consider performance implications for large datasets\n", + "\n", + "4. **Common Pitfalls**:\n", + " - Cartesian products from duplicate keys\n", + " - Unexpected result sizes\n", + " - Data type inconsistencies\n", + " - Missing value propagation\n", + "\n", + "## Join Type Selection Guide\n", + "\n", + "| Use Case | Recommended Join | Rationale |\n", + "|----------|-----------------|----------|\n", + "| Customer orders analysis | Inner | Only customers with orders |\n", + "| Customer segmentation | Left | Keep all customers, add segment info |\n", + "| Order validation | Right | Keep all orders, check customer validity |\n", + "| Data completeness analysis | Outer | See all records and identify gaps |\n", + "| Performance-critical operations | Index-based join | Faster execution |\n", + "\n", + "## Performance Tips\n", + "\n", + "1. **Index Usage**: Set indexes for frequently joined columns\n", + "2. **Data Types**: Ensure consistent data types before joining\n", + "3. **Memory Management**: Consider chunking for very large datasets\n", + "4. **Join Order**: Start with smallest datasets\n", + "5. **Validation**: Always validate merge results" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Session_01/PandasDataFrame-exmples/09_pivot_tables.ipynb b/Session_01/PandasDataFrame-exmples/09_pivot_tables.ipynb new file mode 100755 index 0000000..3546b1e --- /dev/null +++ b/Session_01/PandasDataFrame-exmples/09_pivot_tables.ipynb @@ -0,0 +1,1978 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Session 1 - DataFrames - Lesson 9: Pivot Tables and Data Reshaping\n", + "\n", + "## Learning Objectives\n", + "- Master pivot table creation and customization\n", + "- Understand data reshaping with melt, pivot, stack, and unstack\n", + "- Learn cross-tabulation and contingency tables\n", + "- Practice with multi-level indexing and hierarchical data\n", + "- Apply reshaping techniques to real-world analysis scenarios\n", + "\n", + "## Prerequisites\n", + "- Completed Lessons 1-8\n", + "- Understanding of aggregation and groupby operations\n", + "- Familiarity with Excel pivot tables (helpful but not required)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Libraries loaded successfully!\n" + ] + } + ], + "source": [ + "# Import required libraries\n", + "import pandas as pd\n", + "import numpy as np\n", + "from datetime import datetime, timedelta\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "# Set display options\n", + "pd.set_option('display.max_columns', None)\n", + "pd.set_option('display.max_rows', 20)\n", + "pd.set_option('display.width', None)\n", + "\n", + "print(\"Libraries loaded successfully!\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating Sample Dataset\n", + "\n", + "Let's create a comprehensive business dataset for pivot table examples." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Business dataset created:\n", + "Shape: (1000, 20)\n", + "\n", + "First few rows:\n", + " date salesperson region product_category product customer_type \\\n", + "0 2024-01-01 Grace Lee North Clothing Shoes Returning \n", + "1 2024-01-02 Diana Prince East Clothing Magazine Returning \n", + "2 2024-01-03 Henry Davis West Books Shoes VIP \n", + "3 2024-01-04 Eve Wilson West Clothing Novel New \n", + "4 2024-01-05 Grace Lee East Clothing Laptop VIP \n", + "\n", + " sales_channel quantity unit_price discount_percent shipping_cost \\\n", + "0 Online 1 72.81 0 16.13 \n", + "1 Store 9 99.98 15 10.42 \n", + "2 Online 6 4.61 0 8.73 \n", + "3 Phone 8 31.51 0 8.27 \n", + "4 Store 3 86.28 15 11.61 \n", + "\n", + " gross_sales discount_amount net_sales total_order year month quarter \\\n", + "0 72.81 0.000 72.810 88.940 2024 1 1 \n", + "1 899.82 134.973 764.847 775.267 2024 1 1 \n", + "2 27.66 0.000 27.660 36.390 2024 1 1 \n", + "3 252.08 0.000 252.080 260.350 2024 1 1 \n", + "4 258.84 38.826 220.014 231.624 2024 1 1 \n", + "\n", + " day_of_week month_name \n", + "0 Monday January \n", + "1 Tuesday January \n", + "2 Wednesday January \n", + "3 Thursday January \n", + "4 Friday January \n", + "\n", + "Column info:\n", + "date datetime64[ns]\n", + "salesperson object\n", + "region object\n", + "product_category object\n", + "product object\n", + "customer_type object\n", + "sales_channel object\n", + "quantity int64\n", + "unit_price float64\n", + "discount_percent int64\n", + "shipping_cost float64\n", + "gross_sales float64\n", + "discount_amount float64\n", + "net_sales float64\n", + "total_order float64\n", + "year int32\n", + "month int32\n", + "quarter int32\n", + "day_of_week object\n", + "month_name object\n", + "dtype: object\n" + ] + } + ], + "source": [ + "# Create comprehensive business dataset\n", + "np.random.seed(42)\n", + "n_records = 1000\n", + "\n", + "# Generate realistic business data\n", + "business_data = {\n", + " 'date': pd.date_range('2024-01-01', periods=n_records, freq='D'),\n", + " 'salesperson': np.random.choice([\n", + " 'Alice Johnson', 'Bob Smith', 'Charlie Brown', 'Diana Prince', 'Eve Wilson',\n", + " 'Frank Miller', 'Grace Lee', 'Henry Davis', 'Ivy Chen', 'Jack Robinson'\n", + " ], n_records),\n", + " 'region': np.random.choice(['North', 'South', 'East', 'West'], n_records),\n", + " 'product_category': np.random.choice(['Electronics', 'Clothing', 'Books', 'Home & Garden'], n_records),\n", + " 'product': np.random.choice([\n", + " 'Laptop', 'Phone', 'Tablet', 'Headphones', 'Speaker',\n", + " 'Shirt', 'Pants', 'Shoes', 'Jacket', 'Hat',\n", + " 'Novel', 'Textbook', 'Magazine', 'Comic', 'Cookbook',\n", + " 'Plant', 'Tool', 'Furniture', 'Decoration', 'Garden'\n", + " ], n_records),\n", + " 'customer_type': np.random.choice(['New', 'Returning', 'VIP'], n_records, p=[0.3, 0.5, 0.2]),\n", + " 'sales_channel': np.random.choice(['Online', 'Store', 'Phone'], n_records, p=[0.6, 0.3, 0.1]),\n", + " 'quantity': np.random.randint(1, 10, n_records),\n", + " 'unit_price': np.random.normal(50, 20, n_records),\n", + " 'discount_percent': np.random.choice([0, 5, 10, 15, 20], n_records, p=[0.5, 0.2, 0.2, 0.08, 0.02]),\n", + " 'shipping_cost': np.random.normal(8, 3, n_records)\n", + "}\n", + "\n", + "df_business = pd.DataFrame(business_data)\n", + "\n", + "# Clean and calculate derived fields\n", + "df_business['unit_price'] = np.abs(df_business['unit_price']).round(2)\n", + "df_business['shipping_cost'] = np.abs(df_business['shipping_cost']).round(2)\n", + "df_business['gross_sales'] = df_business['quantity'] * df_business['unit_price']\n", + "df_business['discount_amount'] = df_business['gross_sales'] * df_business['discount_percent'] / 100\n", + "df_business['net_sales'] = df_business['gross_sales'] - df_business['discount_amount']\n", + "df_business['total_order'] = df_business['net_sales'] + df_business['shipping_cost']\n", + "\n", + "# Add time-based columns\n", + "df_business['year'] = df_business['date'].dt.year\n", + "df_business['month'] = df_business['date'].dt.month\n", + "df_business['quarter'] = df_business['date'].dt.quarter\n", + "df_business['day_of_week'] = df_business['date'].dt.day_name()\n", + "df_business['month_name'] = df_business['date'].dt.month_name()\n", + "\n", + "print(\"Business dataset created:\")\n", + "print(f\"Shape: {df_business.shape}\")\n", + "print(\"\\nFirst few rows:\")\n", + "print(df_business.head())\n", + "print(\"\\nColumn info:\")\n", + "print(df_business.dtypes)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Basic Pivot Tables\n", + "\n", + "Creating fundamental pivot tables for data summarization." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== BASIC PIVOT TABLES ===\n", + "Sales by Region and Product Category:\n", + "product_category Books Clothing Electronics Home & Garden\n", + "region \n", + "East 12377.0 12466.0 16463.0 14140.0\n", + "North 13492.0 14938.0 15229.0 17770.0\n", + "South 17590.0 16946.0 14552.0 13695.0\n", + "West 8157.0 16544.0 12681.0 15652.0\n", + "\n", + "Average Order Value by Customer Type and Sales Channel:\n", + "sales_channel Online Phone Store\n", + "customer_type \n", + "New 263.07 244.46 222.16\n", + "Returning 246.03 220.45 224.39\n", + "VIP 234.35 237.16 253.16\n", + "\n", + "Transaction Count by Region and Customer Type:\n", + "customer_type New Returning VIP\n", + "region \n", + "East 60 128 60\n", + "North 70 144 53\n", + "South 68 138 45\n", + "West 61 119 54\n" + ] + } + ], + "source": [ + "# Simple pivot table - sales by region and product category\n", + "print(\"=== BASIC PIVOT TABLES ===\")\n", + "\n", + "# Basic pivot: sum of sales by region and product category\n", + "basic_pivot = df_business.pivot_table(\n", + " values='net_sales',\n", + " index='region',\n", + " columns='product_category',\n", + " aggfunc='sum',\n", + " fill_value=0\n", + ")\n", + "\n", + "print(\"Sales by Region and Product Category:\")\n", + "print(basic_pivot.round(0))\n", + "\n", + "# Average order value by customer type and sales channel\n", + "avg_order_pivot = df_business.pivot_table(\n", + " values='total_order',\n", + " index='customer_type',\n", + " columns='sales_channel',\n", + " aggfunc='mean',\n", + " fill_value=0\n", + ")\n", + "\n", + "print(\"\\nAverage Order Value by Customer Type and Sales Channel:\")\n", + "print(avg_order_pivot.round(2))\n", + "\n", + "# Count of transactions\n", + "transaction_count = df_business.pivot_table(\n", + " values='total_order',\n", + " index='region',\n", + " columns='customer_type',\n", + " aggfunc='count',\n", + " fill_value=0\n", + ")\n", + "\n", + "print(\"\\nTransaction Count by Region and Customer Type:\")\n", + "print(transaction_count)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== MULTIPLE AGGREGATION FUNCTIONS ===\n", + "Multiple aggregations (sum, mean, count):\n", + " sum mean \\\n", + "product_category Books Clothing Electronics Home & Garden Books \n", + "region \n", + "East 12376.85 12465.78 16462.72 14139.75 217.14 \n", + "North 13491.69 14938.35 15228.66 17769.95 214.15 \n", + "South 17589.76 16945.54 14551.58 13695.40 266.51 \n", + "West 8156.64 16544.42 12680.58 15651.63 189.69 \n", + "\n", + " count \\\n", + "product_category Clothing Electronics Home & Garden Books Clothing \n", + "region \n", + "East 197.87 238.59 239.66 57 63 \n", + "North 226.34 220.71 257.54 63 66 \n", + "South 260.70 234.70 236.13 66 65 \n", + "West 239.77 218.63 244.56 43 69 \n", + "\n", + " \n", + "product_category Electronics Home & Garden \n", + "region \n", + "East 69 59 \n", + "North 69 69 \n", + "South 62 58 \n", + "West 58 64 \n", + "\n", + "Mixed aggregations for different metrics:\n", + " net_sales quantity total_order \\\n", + "sales_channel Online Phone Store Online Phone Store Online \n", + "region \n", + "East 34662.14 4164.23 16618.73 731 90 372 246.72 \n", + "North 36698.38 6597.29 18133.00 780 141 370 235.80 \n", + "South 38569.20 5475.73 18737.36 778 128 369 263.71 \n", + "West 38003.32 3745.70 11284.26 805 83 264 245.57 \n", + "\n", + " \n", + "sales_channel Phone Store \n", + "region \n", + "East 239.96 203.20 \n", + "North 243.26 240.63 \n", + "South 227.11 258.94 \n", + "West 204.47 213.05 \n" + ] + } + ], + "source": [ + "# Multiple aggregation functions in one pivot table\n", + "print(\"=== MULTIPLE AGGREGATION FUNCTIONS ===\")\n", + "\n", + "# Multiple aggregations for comprehensive analysis\n", + "multi_agg_pivot = df_business.pivot_table(\n", + " values='net_sales',\n", + " index='region',\n", + " columns='product_category',\n", + " aggfunc=['sum', 'mean', 'count'],\n", + " fill_value=0\n", + ")\n", + "\n", + "print(\"Multiple aggregations (sum, mean, count):\")\n", + "print(multi_agg_pivot.round(2))\n", + "\n", + "# Different values with different aggregations\n", + "mixed_agg_pivot = df_business.pivot_table(\n", + " values=['net_sales', 'quantity', 'total_order'],\n", + " index='region',\n", + " columns='sales_channel',\n", + " aggfunc={\n", + " 'net_sales': 'sum',\n", + " 'quantity': 'sum',\n", + " 'total_order': 'mean'\n", + " },\n", + " fill_value=0\n", + ")\n", + "\n", + "print(\"\\nMixed aggregations for different metrics:\")\n", + "print(mixed_agg_pivot.round(2))" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== PIVOT TABLES WITH TOTALS ===\n", + "Pivot table with row and column totals:\n", + "product_category Books Clothing Electronics Home & Garden Total\n", + "region \n", + "East 12377.0 12466.0 16463.0 14140.0 55445.0\n", + "North 13492.0 14938.0 15229.0 17770.0 61429.0\n", + "South 17590.0 16946.0 14552.0 13695.0 62782.0\n", + "West 8157.0 16544.0 12681.0 15652.0 53033.0\n", + "Total 51615.0 60894.0 58924.0 61257.0 232689.0\n", + "\n", + "Sales distribution as percentages:\n", + "product_category Books Clothing Electronics Home & Garden Total\n", + "region \n", + "East 5.32 5.36 7.07 6.08 23.83\n", + "North 5.80 6.42 6.54 7.64 26.40\n", + "South 7.56 7.28 6.25 5.89 26.98\n", + "West 3.51 7.11 5.45 6.73 22.79\n", + "Total 22.18 26.17 25.32 26.33 100.00\n" + ] + } + ], + "source": [ + "# Pivot tables with totals and margins\n", + "print(\"=== PIVOT TABLES WITH TOTALS ===\")\n", + "\n", + "# Add margins (totals) to pivot table\n", + "pivot_with_totals = df_business.pivot_table(\n", + " values='net_sales',\n", + " index='region',\n", + " columns='product_category',\n", + " aggfunc='sum',\n", + " fill_value=0,\n", + " margins=True,\n", + " margins_name='Total'\n", + ")\n", + "\n", + "print(\"Pivot table with row and column totals:\")\n", + "print(pivot_with_totals.round(0))\n", + "\n", + "# Calculate percentages of total\n", + "pivot_percentages = df_business.pivot_table(\n", + " values='net_sales',\n", + " index='region',\n", + " columns='product_category',\n", + " aggfunc='sum',\n", + " fill_value=0,\n", + " margins=True,\n", + " margins_name='Total'\n", + ")\n", + "\n", + "# Convert to percentages (excluding totals row/column for calculation)\n", + "total_sales = pivot_percentages.loc['Total', 'Total']\n", + "pivot_pct = (pivot_percentages / total_sales * 100).round(2)\n", + "\n", + "print(\"\\nSales distribution as percentages:\")\n", + "print(pivot_pct)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Advanced Pivot Table Techniques\n", + "\n", + "Complex pivot tables with multiple indices and custom aggregations." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== MULTI-LEVEL INDEX PIVOT TABLES ===\n", + "Hierarchical pivot (Region > Salesperson vs Product Category):\n", + "product_category Books Clothing Electronics Home & Garden\n", + "region salesperson \n", + "East Alice Johnson 1537.0605 838.5400 1792.4760 1693.2745\n", + " Bob Smith 2039.4035 1156.4895 1110.9565 950.9340\n", + " Charlie Brown 435.2560 952.0800 2610.3275 1098.6095\n", + " Diana Prince 1874.3990 1845.6785 1898.2705 1610.8440\n", + " Eve Wilson 1585.4275 1534.6530 1395.2180 1179.5475\n", + " Frank Miller 1106.1950 1476.6940 945.8550 988.5600\n", + " Grace Lee 1556.9905 1298.2700 865.6170 938.2240\n", + " Henry Davis 875.1640 725.9365 2336.0330 1322.1800\n", + " Ivy Chen 797.3240 1608.6365 1110.4660 1724.6260\n", + " Jack Robinson 569.6290 1028.8020 2397.5045 2632.9480\n", + "North Alice Johnson 2314.9745 2757.4270 1911.9930 1856.1875\n", + " Bob Smith 1031.4940 489.7395 801.7940 796.1610\n", + " Charlie Brown 498.9095 1879.5460 1790.1620 1393.1530\n", + " Diana Prince 214.3950 1484.9535 1053.2905 2467.8815\n", + " Eve Wilson 2040.3085 1654.9070 1178.6505 1498.5810\n", + " Frank Miller 2509.5095 1490.6560 1264.5290 766.4540\n", + " Grace Lee 748.8710 1293.0970 833.7205 2235.9345\n", + " Henry Davis 815.0200 1089.6130 1072.8980 1280.2690\n", + " Ivy Chen 2411.9690 1079.7175 1762.1170 1244.5645\n", + " Jack Robinson 906.2425 1718.6920 3559.5100 4230.7635\n", + "\n", + "Hierarchical columns (Product Category > Customer Type):\n", + "product_category Books Clothing \\\n", + "customer_type New Returning VIP New Returning VIP \n", + "region \n", + "East 2077.0 7770.0 2530.0 2680.0 6856.0 2929.0 \n", + "North 2546.0 7153.0 3792.0 2959.0 7514.0 4465.0 \n", + "South 2831.0 10393.0 4366.0 6472.0 8685.0 1788.0 \n", + "West 3128.0 2906.0 2123.0 4974.0 8570.0 3000.0 \n", + "\n", + "product_category Electronics Home & Garden \n", + "customer_type New Returning VIP New Returning VIP \n", + "region \n", + "East 4562.0 7630.0 4271.0 3974.0 7367.0 2799.0 \n", + "North 6068.0 6693.0 2467.0 4970.0 10655.0 2145.0 \n", + "South 4919.0 6629.0 3004.0 2979.0 7527.0 3189.0 \n", + "West 3013.0 7416.0 2252.0 4220.0 7502.0 3929.0 \n", + "\n", + "Full hierarchical pivot (limited sample):\n", + "product_category Books Clothing \n", + "sales_channel Online Phone Store Online Phone Store\n", + "region quarter \n", + "East 1 2693.0 261.0 1483.0 1873.0 573.0 2045.0\n", + " 2 1735.0 233.0 1766.0 4208.0 644.0 529.0\n", + " 3 1358.0 0.0 1284.0 867.0 0.0 225.0\n", + " 4 1036.0 0.0 527.0 998.0 0.0 503.0\n", + "North 1 2012.0 0.0 1019.0 1987.0 948.0 1759.0\n", + " 2 1806.0 375.0 2181.0 1836.0 471.0 499.0\n", + " 3 2210.0 348.0 806.0 2702.0 305.0 311.0\n", + " 4 1649.0 0.0 1086.0 2437.0 0.0 1682.0\n" + ] + } + ], + "source": [ + "# Multi-level index pivot tables\n", + "print(\"=== MULTI-LEVEL INDEX PIVOT TABLES ===\")\n", + "\n", + "# Hierarchical rows\n", + "hierarchical_pivot = df_business.pivot_table(\n", + " values='net_sales',\n", + " index=['region', 'salesperson'],\n", + " columns='product_category',\n", + " aggfunc='sum',\n", + " fill_value=0\n", + ")\n", + "\n", + "print(\"Hierarchical pivot (Region > Salesperson vs Product Category):\")\n", + "print(hierarchical_pivot.head(20))\n", + "\n", + "# Hierarchical columns\n", + "hierarchical_cols_pivot = df_business.pivot_table(\n", + " values='net_sales',\n", + " index='region',\n", + " columns=['product_category', 'customer_type'],\n", + " aggfunc='sum',\n", + " fill_value=0\n", + ")\n", + "\n", + "print(\"\\nHierarchical columns (Product Category > Customer Type):\")\n", + "print(hierarchical_cols_pivot.round(0))\n", + "\n", + "# Both hierarchical rows and columns\n", + "full_hierarchical = df_business.pivot_table(\n", + " values='net_sales',\n", + " index=['region', 'quarter'],\n", + " columns=['product_category', 'sales_channel'],\n", + " aggfunc='sum',\n", + " fill_value=0\n", + ")\n", + "\n", + "print(\"\\nFull hierarchical pivot (limited sample):\")\n", + "print(full_hierarchical.iloc[:8, :6].round(0)) # Show subset for readability" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== CUSTOM AGGREGATION FUNCTIONS ===\n", + "Custom aggregations pivot table:\n", + " mean std \\\n", + "product_category Books Clothing Electronics Home & Garden Books Clothing \n", + "region \n", + "East 217.14 197.87 238.59 239.66 133.32 176.45 \n", + "North 214.15 226.34 220.71 257.54 144.81 157.82 \n", + "South 266.51 260.70 234.70 236.13 153.97 158.86 \n", + "West 189.69 239.77 218.63 244.56 125.47 163.81 \n", + "\n", + " coefficient_of_variation \\\n", + "product_category Electronics Home & Garden Books Clothing \n", + "region \n", + "East 154.31 150.89 0.61 0.89 \n", + "North 165.37 174.64 0.68 0.70 \n", + "South 175.74 165.01 0.58 0.61 \n", + "West 143.66 167.40 0.66 0.68 \n", + "\n", + " sales_range \\\n", + "product_category Electronics Home & Garden Books Clothing Electronics \n", + "region \n", + "East 0.65 0.63 648.70 758.44 697.50 \n", + "North 0.75 0.68 531.31 663.18 752.50 \n", + "South 0.75 0.70 634.55 641.48 773.92 \n", + "West 0.66 0.68 436.05 629.05 638.34 \n", + "\n", + " \n", + "product_category Home & Garden \n", + "region \n", + "East 583.40 \n", + "North 619.36 \n", + "South 659.43 \n", + "West 656.63 \n", + "\n", + "Lambda function aggregations:\n", + " \\\n", + "sales_channel Online Phone Store Online Phone Store Online \n", + "region \n", + "East 330.66 337.74 265.63 59 9 38 109.56 \n", + "North 340.40 317.78 358.12 72 15 34 318.50 \n", + "South 375.57 293.52 359.79 66 11 35 156.12 \n", + "West 352.13 323.46 267.42 69 8 22 54.42 \n", + "\n", + " mean \n", + "sales_channel Phone Store Online Phone Store \n", + "region \n", + "East 16.17 168.84 239.05 231.35 195.51 \n", + "North 72.98 38.41 227.94 235.62 232.47 \n", + "South 42.03 14.63 255.43 219.03 249.83 \n", + "West 53.92 53.58 237.52 197.14 205.17 \n" + ] + } + ], + "source": [ + "# Custom aggregation functions\n", + "print(\"=== CUSTOM AGGREGATION FUNCTIONS ===\")\n", + "\n", + "# Define custom aggregation functions\n", + "def coefficient_of_variation(series):\n", + " \"\"\"Calculate coefficient of variation (std/mean)\"\"\"\n", + " return series.std() / series.mean() if series.mean() != 0 else 0\n", + "\n", + "def sales_range(series):\n", + " \"\"\"Calculate range (max - min)\"\"\"\n", + " return series.max() - series.min()\n", + "\n", + "def high_value_count(series, threshold=100):\n", + " \"\"\"Count values above threshold\"\"\"\n", + " return (series > threshold).sum()\n", + "\n", + "# Apply custom aggregations\n", + "custom_agg_pivot = df_business.pivot_table(\n", + " values='net_sales',\n", + " index='region',\n", + " columns='product_category',\n", + " aggfunc=[np.mean, np.std, coefficient_of_variation, sales_range],\n", + " fill_value=0\n", + ")\n", + "\n", + "print(\"Custom aggregations pivot table:\")\n", + "print(custom_agg_pivot.round(2))\n", + "\n", + "# Lambda functions for inline custom aggregations\n", + "lambda_agg_pivot = df_business.pivot_table(\n", + " values='net_sales',\n", + " index='region',\n", + " columns='sales_channel',\n", + " aggfunc={\n", + " 'net_sales': [\n", + " 'mean',\n", + " lambda x: x.quantile(0.75), # 75th percentile\n", + " lambda x: (x > x.mean()).sum(), # Count above average\n", + " lambda x: x.max() / x.min() if x.min() > 0 else 0 # Max/Min ratio\n", + " ]\n", + " },\n", + " fill_value=0\n", + ")\n", + "\n", + "print(\"\\nLambda function aggregations:\")\n", + "print(lambda_agg_pivot.round(2))" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== TIME-BASED PIVOT TABLES ===\n", + "Monthly sales by product category:\n", + "product_category Books Clothing Electronics Home & Garden\n", + "month_name \n", + "January 4813.0 7034.0 4631.0 3365.0\n", + "February 4022.0 8492.0 3016.0 5593.0\n", + "March 6809.0 3461.0 5373.0 6898.0\n", + "April 5464.0 5000.0 5719.0 5014.0\n", + "May 5767.0 4023.0 5243.0 6586.0\n", + "June 4104.0 8360.0 7231.0 2890.0\n", + "July 5149.0 3183.0 6009.0 4328.0\n", + "August 3052.0 6048.0 6709.0 5114.0\n", + "September 4366.0 3026.0 4470.0 8162.0\n", + "October 3442.0 4719.0 2349.0 4465.0\n", + "November 2562.0 3316.0 3646.0 5111.0\n", + "December 2064.0 4231.0 4528.0 3729.0\n", + "\n", + "Day of week analysis:\n", + " net_sales quantity \n", + "sales_channel Online Phone Store Online Phone Store\n", + "day_of_week \n", + "Monday 18611.51 3866.50 10728.14 4.80 5.14 4.91\n", + "Tuesday 19606.58 3841.09 9615.84 4.90 5.75 4.68\n", + "Wednesday 22785.70 945.00 9312.78 5.14 4.60 5.00\n", + "Thursday 22420.93 5605.94 8475.84 5.35 5.75 4.89\n", + "Friday 21358.62 1274.59 11041.92 5.06 3.18 5.36\n", + "Saturday 24008.00 1851.37 6557.88 4.85 4.10 4.06\n", + "Sunday 19141.68 2598.45 9040.94 4.99 4.57 3.88\n" + ] + } + ], + "source": [ + "# Time-based pivot tables\n", + "print(\"=== TIME-BASED PIVOT TABLES ===\")\n", + "\n", + "# Monthly sales trends by product category\n", + "monthly_sales = df_business.pivot_table(\n", + " values='net_sales',\n", + " index='month_name',\n", + " columns='product_category',\n", + " aggfunc='sum',\n", + " fill_value=0\n", + ")\n", + "\n", + "# Reorder months correctly\n", + "month_order = ['January', 'February', 'March', 'April', 'May', 'June',\n", + " 'July', 'August', 'September', 'October', 'November', 'December']\n", + "monthly_sales = monthly_sales.reindex([m for m in month_order if m in monthly_sales.index])\n", + "\n", + "print(\"Monthly sales by product category:\")\n", + "print(monthly_sales.round(0))\n", + "\n", + "# Day of week analysis\n", + "dow_analysis = df_business.pivot_table(\n", + " values=['net_sales', 'quantity'],\n", + " index='day_of_week',\n", + " columns='sales_channel',\n", + " aggfunc={\n", + " 'net_sales': 'sum',\n", + " 'quantity': 'mean'\n", + " },\n", + " fill_value=0\n", + ")\n", + "\n", + "# Reorder days of week\n", + "day_order = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']\n", + "dow_analysis = dow_analysis.reindex([d for d in day_order if d in dow_analysis.index])\n", + "\n", + "print(\"\\nDay of week analysis:\")\n", + "print(dow_analysis.round(2))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Cross-tabulation and Contingency Tables\n", + "\n", + "Analyzing relationships between categorical variables." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== CROSS-TABULATION ===\n", + "Transaction count by Region and Customer Type:\n", + "customer_type New Returning VIP\n", + "region \n", + "East 60 128 60\n", + "North 70 144 53\n", + "South 68 138 45\n", + "West 61 119 54\n", + "\n", + "Total sales by Region and Customer Type:\n", + "customer_type New Returning VIP\n", + "region \n", + "East 13293.0 29623.0 12529.0\n", + "North 16544.0 32016.0 12869.0\n", + "South 17201.0 33234.0 12347.0\n", + "West 15336.0 26394.0 11304.0\n", + "\n", + "Transaction count by Product Category and Sales Channel (with totals):\n", + "sales_channel Online Phone Store Total\n", + "product_category \n", + "Books 140 15 74 229\n", + "Clothing 169 26 68 263\n", + "Electronics 166 21 71 258\n", + "Home & Garden 142 28 80 250\n", + "Total 617 90 293 1000\n" + ] + } + ], + "source": [ + "# Basic cross-tabulation\n", + "print(\"=== CROSS-TABULATION ===\")\n", + "\n", + "# Simple crosstab - count of transactions\n", + "basic_crosstab = pd.crosstab(df_business['region'], df_business['customer_type'])\n", + "print(\"Transaction count by Region and Customer Type:\")\n", + "print(basic_crosstab)\n", + "\n", + "# Crosstab with values (not just counts)\n", + "sales_crosstab = pd.crosstab(\n", + " df_business['region'],\n", + " df_business['customer_type'],\n", + " values=df_business['net_sales'],\n", + " aggfunc='sum'\n", + ")\n", + "print(\"\\nTotal sales by Region and Customer Type:\")\n", + "print(sales_crosstab.round(0))\n", + "\n", + "# Crosstab with margins (totals)\n", + "crosstab_with_margins = pd.crosstab(\n", + " df_business['product_category'],\n", + " df_business['sales_channel'],\n", + " margins=True,\n", + " margins_name='Total'\n", + ")\n", + "print(\"\\nTransaction count by Product Category and Sales Channel (with totals):\")\n", + "print(crosstab_with_margins)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== NORMALIZED CROSS-TABULATION ===\n", + "Row percentages (Customer type distribution within each region):\n", + "customer_type New Returning VIP\n", + "region \n", + "East 24.2 51.6 24.2\n", + "North 26.2 53.9 19.9\n", + "South 27.1 55.0 17.9\n", + "West 26.1 50.9 23.1\n", + "\n", + "Column percentages (Region distribution within each customer type):\n", + "customer_type New Returning VIP\n", + "region \n", + "East 23.2 24.2 28.3\n", + "North 27.0 27.2 25.0\n", + "South 26.3 26.1 21.2\n", + "West 23.6 22.5 25.5\n", + "\n", + "Total percentages (Percentage of overall total):\n", + "customer_type New Returning VIP\n", + "region \n", + "East 6.0 12.8 6.0\n", + "North 7.0 14.4 5.3\n", + "South 6.8 13.8 4.5\n", + "West 6.1 11.9 5.4\n" + ] + } + ], + "source": [ + "# Normalized cross-tabulation (percentages)\n", + "print(\"=== NORMALIZED CROSS-TABULATION ===\")\n", + "\n", + "# Normalize by rows (percentage of each row)\n", + "crosstab_row_pct = pd.crosstab(\n", + " df_business['region'],\n", + " df_business['customer_type'],\n", + " normalize='index' # Normalize by rows\n", + ") * 100\n", + "\n", + "print(\"Row percentages (Customer type distribution within each region):\")\n", + "print(crosstab_row_pct.round(1))\n", + "\n", + "# Normalize by columns (percentage of each column)\n", + "crosstab_col_pct = pd.crosstab(\n", + " df_business['region'],\n", + " df_business['customer_type'],\n", + " normalize='columns' # Normalize by columns\n", + ") * 100\n", + "\n", + "print(\"\\nColumn percentages (Region distribution within each customer type):\")\n", + "print(crosstab_col_pct.round(1))\n", + "\n", + "# Normalize by total (percentage of grand total)\n", + "crosstab_total_pct = pd.crosstab(\n", + " df_business['region'],\n", + " df_business['customer_type'],\n", + " normalize='all' # Normalize by total\n", + ") * 100\n", + "\n", + "print(\"\\nTotal percentages (Percentage of overall total):\")\n", + "print(crosstab_total_pct.round(1))" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== MULTI-DIMENSIONAL CROSS-TABULATION ===\n", + "Three-way analysis (Region & Product Category vs Customer Type):\n", + "customer_type New Returning VIP\n", + "region product_category \n", + "East Books 188.82 228.53 210.82\n", + " Clothing 206.15 221.17 154.18\n", + " Electronics 240.11 224.41 266.92\n", + " Home & Garden 233.78 254.03 215.29\n", + "North Books 254.64 183.41 270.87\n", + " Clothing 211.37 208.73 279.06\n", + " Electronics 233.40 230.79 176.23\n", + " Home & Garden 248.49 266.38 238.33\n", + "South Books 202.21 273.49 311.87\n", + " Clothing 340.66 234.73 198.67\n", + " Electronics 245.96 220.96 250.30\n", + " Home & Garden 198.59 228.10 318.92\n", + "West Books 223.46 193.70 151.62\n", + " Clothing 248.72 231.62 250.01\n", + " Electronics 251.07 211.88 204.71\n", + " Home & Garden 281.34 234.44 231.13\n", + "\n", + "Multiple aggregations crosstab:\n", + " count sum mean \\\n", + "sales_channel Online Phone Store Online Phone Store Online Phone \n", + "region \n", + "East 145 18 85 34662.14 4164.23 16618.73 239.05 231.35 \n", + "North 161 28 78 36698.38 6597.29 18133.00 227.94 235.62 \n", + "South 151 25 75 38569.20 5475.73 18737.36 255.43 219.03 \n", + "West 160 19 55 38003.32 3745.70 11284.26 237.52 197.14 \n", + "\n", + " \n", + "sales_channel Store \n", + "region \n", + "East 195.51 \n", + "North 232.47 \n", + "South 249.83 \n", + "West 205.17 \n" + ] + } + ], + "source": [ + "# Multi-dimensional cross-tabulation\n", + "print(\"=== MULTI-DIMENSIONAL CROSS-TABULATION ===\")\n", + "\n", + "# Three-way crosstab\n", + "three_way_crosstab = pd.crosstab(\n", + " [df_business['region'], df_business['product_category']],\n", + " df_business['customer_type'],\n", + " values=df_business['net_sales'],\n", + " aggfunc='mean'\n", + ")\n", + "\n", + "print(\"Three-way analysis (Region & Product Category vs Customer Type):\")\n", + "print(three_way_crosstab.round(2))\n", + "\n", + "# Analysis with multiple aggregations\n", + "multi_agg_crosstab = pd.crosstab(\n", + " df_business['region'],\n", + " df_business['sales_channel'],\n", + " values=df_business['net_sales'],\n", + " aggfunc=['count', 'sum', 'mean']\n", + ")\n", + "\n", + "print(\"\\nMultiple aggregations crosstab:\")\n", + "print(multi_agg_crosstab.round(2))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Data Reshaping: Melt, Pivot, Stack, Unstack\n", + "\n", + "Transforming data between wide and long formats." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== MELTING DATA (WIDE TO LONG) ===\n", + "Wide format data:\n", + "product_category salesperson Books Clothing Electronics \\\n", + "0 Alice Johnson 7260.4360 7069.2950 8358.1560 \n", + "1 Bob Smith 4511.1555 4336.2970 3679.3625 \n", + "2 Charlie Brown 3677.6895 7830.9720 10264.1605 \n", + "3 Diana Prince 4861.2975 6275.8940 3348.5570 \n", + "4 Eve Wilson 6363.1345 7208.5765 5191.2705 \n", + "\n", + "product_category Home & Garden \n", + "0 5283.4600 \n", + "1 5164.6310 \n", + "2 4281.9240 \n", + "3 6108.1495 \n", + "4 6582.1870 \n", + "\n", + "Long format data (melted):\n", + " salesperson product_category total_sales\n", + "0 Alice Johnson Books 7260.4360\n", + "1 Bob Smith Books 4511.1555\n", + "2 Charlie Brown Books 3677.6895\n", + "3 Diana Prince Books 4861.2975\n", + "4 Eve Wilson Books 6363.1345\n", + "5 Frank Miller Books 5489.7555\n", + "6 Grace Lee Books 5945.8655\n", + "7 Henry Davis Books 5273.0950\n", + "8 Ivy Chen Books 4812.9940\n", + "9 Jack Robinson Books 3419.5195\n", + "\n", + "Complex wide format:\n", + "product_category region salesperson Books Clothing Electronics \\\n", + "0 East Alice Johnson 1537.0605 838.5400 1792.4760 \n", + "1 East Bob Smith 2039.4035 1156.4895 1110.9565 \n", + "2 East Charlie Brown 435.2560 952.0800 2610.3275 \n", + "3 East Diana Prince 1874.3990 1845.6785 1898.2705 \n", + "4 East Eve Wilson 1585.4275 1534.6530 1395.2180 \n", + "\n", + "product_category Home & Garden \n", + "0 1693.2745 \n", + "1 950.9340 \n", + "2 1098.6095 \n", + "3 1610.8440 \n", + "4 1179.5475 \n", + "\n", + "Complex long format:\n", + " region salesperson product_category total_sales\n", + "0 East Alice Johnson Books 1537.0605\n", + "1 East Bob Smith Books 2039.4035\n", + "2 East Charlie Brown Books 435.2560\n", + "3 East Diana Prince Books 1874.3990\n", + "4 East Eve Wilson Books 1585.4275\n", + "5 East Frank Miller Books 1106.1950\n", + "6 East Grace Lee Books 1556.9905\n", + "7 East Henry Davis Books 875.1640\n", + "8 East Ivy Chen Books 797.3240\n", + "9 East Jack Robinson Books 569.6290\n" + ] + } + ], + "source": [ + "# Melting data from wide to long format\n", + "print(\"=== MELTING DATA (WIDE TO LONG) ===\")\n", + "\n", + "# Create a wide format dataset first\n", + "wide_sales = df_business.pivot_table(\n", + " values='net_sales',\n", + " index='salesperson',\n", + " columns='product_category',\n", + " aggfunc='sum',\n", + " fill_value=0\n", + ").reset_index()\n", + "\n", + "print(\"Wide format data:\")\n", + "print(wide_sales.head())\n", + "\n", + "# Melt to long format\n", + "long_sales = pd.melt(\n", + " wide_sales,\n", + " id_vars=['salesperson'],\n", + " var_name='product_category',\n", + " value_name='total_sales'\n", + ")\n", + "\n", + "print(\"\\nLong format data (melted):\")\n", + "print(long_sales.head(10))\n", + "\n", + "# Melt with multiple ID variables\n", + "# First create a more complex wide dataset\n", + "complex_wide = df_business.groupby(['region', 'salesperson', 'product_category'])['net_sales'].sum().unstack(fill_value=0).reset_index()\n", + "\n", + "print(\"\\nComplex wide format:\")\n", + "print(complex_wide.head())\n", + "\n", + "# Melt with multiple ID vars\n", + "complex_long = pd.melt(\n", + " complex_wide,\n", + " id_vars=['region', 'salesperson'],\n", + " var_name='product_category',\n", + " value_name='total_sales'\n", + ")\n", + "\n", + "print(\"\\nComplex long format:\")\n", + "print(complex_long.head(10))" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== PIVOT OPERATION (LONG TO WIDE) ===\n", + "Long format data sample:\n", + " region product_category customer_type net_sales\n", + "0 North Clothing Returning 72.810\n", + "1 East Clothing Returning 764.847\n", + "2 West Books VIP 27.660\n", + "3 West Clothing New 252.080\n", + "4 East Clothing VIP 220.014\n", + "\n", + "Pivoted to wide format:\n", + "product_category Books Clothing Electronics Home & Garden\n", + "region \n", + "East 12377.0 12466.0 16463.0 14140.0\n", + "North 13492.0 14938.0 15229.0 17770.0\n", + "South 17590.0 16946.0 14552.0 13695.0\n", + "West 8157.0 16544.0 12681.0 15652.0\n", + "\n", + "Pivoted with reset index:\n", + "product_category region Books Clothing Electronics Home & Garden\n", + "0 East 12376.8490 12465.7800 16462.7240 14139.7475\n", + "1 North 13491.6935 14938.3485 15228.6645 17769.9495\n", + "2 South 17589.7640 16945.5435 14551.5775 13695.4025\n", + "3 West 8156.6360 16544.4195 12680.5820 15651.6335\n" + ] + } + ], + "source": [ + "# Pivot operation (long to wide)\n", + "print(\"=== PIVOT OPERATION (LONG TO WIDE) ===\")\n", + "\n", + "# Create long format data\n", + "long_data = df_business[['region', 'product_category', 'customer_type', 'net_sales']].copy()\n", + "print(\"Long format data sample:\")\n", + "print(long_data.head())\n", + "\n", + "# Simple pivot\n", + "pivoted_data = long_data.pivot_table(\n", + " values='net_sales',\n", + " index='region',\n", + " columns='product_category',\n", + " aggfunc='sum'\n", + ")\n", + "\n", + "print(\"\\nPivoted to wide format:\")\n", + "print(pivoted_data.round(0))\n", + "\n", + "# Reset index to make it a regular DataFrame\n", + "pivoted_reset = pivoted_data.reset_index()\n", + "print(\"\\nPivoted with reset index:\")\n", + "print(pivoted_reset.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== STACK AND UNSTACK OPERATIONS ===\n", + "Multi-index DataFrame:\n", + "customer_type New Returning VIP\n", + "region product_category \n", + "East Books 2077.0530 7769.9840 2529.8120\n", + " Clothing 2679.9640 6856.4155 2929.4005\n", + " Electronics 4562.0515 7629.9035 4270.7690\n", + " Home & Garden 3974.1930 7366.8250 2798.7295\n", + "North Books 2546.4320 7153.0835 3792.1780\n", + " Clothing 2959.1455 7514.3230 4464.8800\n", + " Electronics 6068.4815 6692.9180 2467.2650\n", + " Home & Garden 4969.7755 10655.2095 2144.9645\n", + "South Books 2830.9150 10392.7060 4366.1430\n", + " Clothing 6472.4515 8685.0290 1788.0630\n", + "\n", + "After stacking (columns become rows):\n", + "region product_category customer_type\n", + "East Books New 2077.0530\n", + " Returning 7769.9840\n", + " VIP 2529.8120\n", + " Clothing New 2679.9640\n", + " Returning 6856.4155\n", + " VIP 2929.4005\n", + " Electronics New 4562.0515\n", + " Returning 7629.9035\n", + " VIP 4270.7690\n", + " Home & Garden New 3974.1930\n", + "dtype: float64\n", + "\n", + "After unstacking (back to original):\n", + "customer_type New Returning VIP\n", + "region product_category \n", + "East Books 2077.0530 7769.9840 2529.8120\n", + " Clothing 2679.9640 6856.4155 2929.4005\n", + " Electronics 4562.0515 7629.9035 4270.7690\n", + " Home & Garden 3974.1930 7366.8250 2798.7295\n", + "North Books 2546.4320 7153.0835 3792.1780\n", + " Clothing 2959.1455 7514.3230 4464.8800\n", + " Electronics 6068.4815 6692.9180 2467.2650\n", + " Home & Garden 4969.7755 10655.2095 2144.9645\n", + "South Books 2830.9150 10392.7060 4366.1430\n", + " Clothing 6472.4515 8685.0290 1788.0630\n", + "\n", + "Unstacking level 0 (region):\n", + "region East North South West\n", + "product_category customer_type \n", + "Books New 2077.0530 2546.4320 2830.9150 3128.4435\n", + " Returning 7769.9840 7153.0835 10392.7060 2905.5140\n", + " VIP 2529.8120 3792.1780 4366.1430 2122.6785\n", + "Clothing New 2679.9640 2959.1455 6472.4515 4974.4750\n", + " Returning 6856.4155 7514.3230 8685.0290 8569.8735\n" + ] + } + ], + "source": [ + "# Stack and Unstack operations\n", + "print(\"=== STACK AND UNSTACK OPERATIONS ===\")\n", + "\n", + "# Create a DataFrame with MultiIndex\n", + "multi_index_df = df_business.groupby(['region', 'product_category', 'customer_type'])['net_sales'].sum().reset_index()\n", + "multi_pivot = multi_index_df.pivot_table(\n", + " values='net_sales',\n", + " index=['region', 'product_category'],\n", + " columns='customer_type',\n", + " fill_value=0\n", + ")\n", + "\n", + "print(\"Multi-index DataFrame:\")\n", + "print(multi_pivot.head(10))\n", + "\n", + "# Stack operation (columns to rows)\n", + "stacked = multi_pivot.stack()\n", + "print(\"\\nAfter stacking (columns become rows):\")\n", + "print(stacked.head(10))\n", + "\n", + "# Unstack operation (rows to columns)\n", + "unstacked = stacked.unstack()\n", + "print(\"\\nAfter unstacking (back to original):\")\n", + "print(unstacked.head(10))\n", + "\n", + "# Unstack different levels\n", + "unstacked_level0 = multi_pivot.stack().unstack(level=0)\n", + "print(\"\\nUnstacking level 0 (region):\")\n", + "print(unstacked_level0.head())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5. Advanced Reshaping Techniques\n", + "\n", + "Complex data transformations for specialized analysis." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== MULTIPLE VALUE COLUMNS MELTING ===\n", + "Wide format with multiple metrics:\n", + " region product_category net_sales quantity total_order\n", + "0 East Books 12376.8490 277 225.021912\n", + "1 East Clothing 12465.7800 266 205.978571\n", + "2 East Electronics 16462.7240 349 245.975420\n", + "3 East Home & Garden 14139.7475 301 247.297246\n", + "4 North Books 13491.6935 296 221.647357\n", + "\n", + "Long format with multiple metrics:\n", + " region product_category metric value\n", + "0 East Books net_sales 12376.8490\n", + "1 East Clothing net_sales 12465.7800\n", + "2 East Electronics net_sales 16462.7240\n", + "3 East Home & Garden net_sales 14139.7475\n", + "4 North Books net_sales 13491.6935\n", + "5 North Clothing net_sales 14938.3485\n", + "6 North Electronics net_sales 15228.6645\n", + "7 North Home & Garden net_sales 17769.9495\n", + "8 South Books net_sales 17589.7640\n", + "9 South Clothing net_sales 16945.5435\n", + "10 South Electronics net_sales 14551.5775\n", + "11 South Home & Garden net_sales 13695.4025\n", + "12 West Books net_sales 8156.6360\n", + "13 West Clothing net_sales 16544.4195\n", + "14 West Electronics net_sales 12680.5820\n", + "\n", + "Reshaping: Region-Metric vs Product Category:\n", + "product_category Books Clothing Electronics Home & Garden\n", + "region metric \n", + "East net_sales 12376.85 12465.78 16462.72 14139.75\n", + " quantity 277.00 266.00 349.00 301.00\n", + " total_order 225.02 205.98 245.98 247.30\n", + "North net_sales 13491.69 14938.35 15228.66 17769.95\n", + " quantity 296.00 313.00 320.00 362.00\n", + " total_order 221.65 234.40 228.86 265.49\n", + "South net_sales 17589.76 16945.54 14551.58 13695.40\n", + " quantity 356.00 327.00 301.00 291.00\n", + " total_order 274.84 269.23 243.38 244.65\n", + "West net_sales 8156.64 16544.42 12680.58 15651.63\n", + " quantity 217.00 365.00 271.00 299.00\n", + " total_order 198.11 246.91 226.43 253.21\n" + ] + } + ], + "source": [ + "# Wide to long with multiple value columns\n", + "print(\"=== MULTIPLE VALUE COLUMNS MELTING ===\")\n", + "\n", + "# Create dataset with multiple metrics\n", + "metrics_wide = df_business.groupby(['region', 'product_category']).agg({\n", + " 'net_sales': 'sum',\n", + " 'quantity': 'sum',\n", + " 'total_order': 'mean'\n", + "}).reset_index()\n", + "\n", + "print(\"Wide format with multiple metrics:\")\n", + "print(metrics_wide.head())\n", + "\n", + "# Melt multiple value columns\n", + "metrics_long = pd.melt(\n", + " metrics_wide,\n", + " id_vars=['region', 'product_category'],\n", + " value_vars=['net_sales', 'quantity', 'total_order'],\n", + " var_name='metric',\n", + " value_name='value'\n", + ")\n", + "\n", + "print(\"\\nLong format with multiple metrics:\")\n", + "print(metrics_long.head(15))\n", + "\n", + "# Alternative: melt and then pivot for different structure\n", + "metrics_pivot = metrics_long.pivot_table(\n", + " values='value',\n", + " index=['region', 'metric'],\n", + " columns='product_category',\n", + " fill_value=0\n", + ")\n", + "\n", + "print(\"\\nReshaping: Region-Metric vs Product Category:\")\n", + "print(metrics_pivot.round(2))" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== TIME SERIES PIVOT TABLES ===\n", + "Daily sales pivot (first 10 days):\n", + "product_category Books Clothing Electronics Home & Garden\n", + "date \n", + "2024-01-01 NaN 73.0 NaN NaN\n", + "2024-01-02 NaN 765.0 NaN NaN\n", + "2024-01-03 28.0 NaN NaN NaN\n", + "2024-01-04 NaN 252.0 NaN NaN\n", + "2024-01-05 NaN 220.0 NaN NaN\n", + "2024-01-06 112.0 NaN NaN NaN\n", + "2024-01-07 NaN NaN NaN 172.0\n", + "2024-01-08 NaN NaN 201.0 NaN\n", + "2024-01-09 NaN NaN NaN 153.0\n", + "2024-01-10 24.0 NaN NaN NaN\n", + "\n", + "7-day rolling average (sample):\n", + "product_category Books Clothing Electronics Home & Garden\n", + "date \n", + "2026-09-22 32.15 0.0 60.29 191.03\n", + "2026-09-23 32.15 0.0 60.29 184.35\n", + "2026-09-24 18.09 0.0 84.62 184.35\n", + "2026-09-25 57.20 0.0 84.62 89.29\n", + "2026-09-26 57.20 0.0 113.45 89.29\n", + "\n", + "Monthly sales:\n", + "product_category Books Clothing Electronics Home & Garden\n", + "period \n", + "2024-01 1393.0 2789.0 983.0 1657.0\n", + "2024-02 2322.0 2198.0 877.0 2445.0\n", + "2024-03 2665.0 1029.0 1393.0 1555.0\n", + "2024-04 1722.0 1728.0 2782.0 2171.0\n", + "2024-05 2191.0 1795.0 1068.0 2092.0\n", + "... ... ... ... ...\n", + "2026-05 1651.0 1084.0 2314.0 2334.0\n", + "2026-06 2077.0 2676.0 1940.0 261.0\n", + "2026-07 1445.0 811.0 2807.0 1512.0\n", + "2026-08 104.0 2701.0 2219.0 1606.0\n", + "2026-09 1570.0 285.0 1295.0 3671.0\n", + "\n", + "[33 rows x 4 columns]\n", + "\n", + "Month-over-month growth (%):\n", + "product_category Books Clothing Electronics Home & Garden\n", + "period \n", + "2024-01 NaN NaN NaN NaN\n", + "2024-02 66.7 -21.2 -10.7 47.5\n", + "2024-03 14.8 -53.2 58.8 -36.4\n", + "2024-04 -35.4 67.9 99.7 39.6\n", + "2024-05 27.2 3.9 -61.6 -3.6\n", + "... ... ... ... ...\n", + "2026-05 -49.0 -24.0 88.6 203.8\n", + "2026-06 25.8 146.9 -16.2 -88.8\n", + "2026-07 -30.4 -69.7 44.7 479.7\n", + "2026-08 -92.8 233.0 -21.0 6.2\n", + "2026-09 1403.9 -89.4 -41.6 128.5\n", + "\n", + "[33 rows x 4 columns]\n" + ] + } + ], + "source": [ + "# Creating time series pivot tables\n", + "print(\"=== TIME SERIES PIVOT TABLES ===\")\n", + "\n", + "# Daily sales by product category\n", + "daily_sales = df_business.groupby(['date', 'product_category'])['net_sales'].sum().reset_index()\n", + "daily_pivot = daily_sales.pivot(index='date', columns='product_category', values='net_sales')\n", + "\n", + "print(\"Daily sales pivot (first 10 days):\")\n", + "print(daily_pivot.head(10).round(0))\n", + "\n", + "# Fill missing values and calculate rolling averages\n", + "daily_pivot_filled = daily_pivot.fillna(0)\n", + "rolling_avg = daily_pivot_filled.rolling(window=7).mean()\n", + "\n", + "print(\"\\n7-day rolling average (sample):\")\n", + "print(rolling_avg.tail(5).round(2))\n", + "\n", + "# Month-over-month growth\n", + "monthly_sales = df_business.groupby(['year', 'month', 'product_category'])['net_sales'].sum().reset_index()\n", + "monthly_sales['period'] = monthly_sales['year'].astype(str) + '-' + monthly_sales['month'].astype(str).str.zfill(2)\n", + "monthly_pivot = monthly_sales.pivot(index='period', columns='product_category', values='net_sales')\n", + "\n", + "print(\"\\nMonthly sales:\")\n", + "print(monthly_pivot.round(0))\n", + "\n", + "# Calculate month-over-month growth\n", + "mom_growth = monthly_pivot.pct_change() * 100\n", + "print(\"\\nMonth-over-month growth (%):\")\n", + "print(mom_growth.round(1))" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== COMPLEX MULTI-LEVEL RESHAPING ===\n", + "Complex hierarchical data:\n", + " region salesperson quarter product_category net_sales quantity\n", + "0 East Alice Johnson 1 Books 710.9865 14\n", + "1 East Alice Johnson 1 Home & Garden 428.9600 8\n", + "2 East Alice Johnson 2 Books 240.5520 5\n", + "3 East Alice Johnson 2 Clothing 436.8720 7\n", + "4 East Alice Johnson 2 Electronics 750.9260 20\n", + "5 East Alice Johnson 2 Home & Garden 96.1745 2\n", + "6 East Alice Johnson 3 Books 223.0520 3\n", + "7 East Alice Johnson 3 Clothing 128.8600 2\n", + "8 East Alice Johnson 3 Electronics 567.8100 9\n", + "9 East Alice Johnson 3 Home & Garden 655.3200 12\n", + "\n", + "Salesperson performance by quarter and category:\n", + "product_category Books Clothing Electronics Home & Garden\n", + "region salesperson quarter \n", + "East Alice Johnson 1 710.9865 0.0000 0.0000 428.9600\n", + " 2 240.5520 436.8720 750.9260 96.1745\n", + " 3 223.0520 128.8600 567.8100 655.3200\n", + " 4 362.4700 272.8080 473.7400 512.8200\n", + " Bob Smith 1 775.7800 360.9700 0.0000 698.4970\n", + " 2 729.5005 561.8205 305.0745 10.1970\n", + " 3 534.1230 233.6990 0.0000 0.0000\n", + " 4 0.0000 0.0000 805.8820 242.2400\n", + " Charlie Brown 1 0.0000 675.4200 672.7680 220.9600\n", + " 2 141.1830 97.4520 1063.2360 689.1900\n", + " 3 233.1210 0.0000 455.7235 31.8835\n", + " 4 60.9520 179.2080 418.6000 156.5760\n", + " Diana Prince 1 294.5120 1280.4690 542.1370 58.3920\n", + " 2 1364.7370 244.2495 183.4500 1018.4200\n", + " 3 215.1500 320.9600 610.4835 266.0820\n", + "\n", + "Quarterly comparison view (sample):\n", + "product_category Books Clothing \\\n", + "quarter 1 2 3 4 1 2 3 \n", + "region salesperson \n", + "East Alice Johnson 711.0 241.0 223.0 362.0 0.0 437.0 129.0 \n", + " Bob Smith 776.0 730.0 534.0 0.0 361.0 562.0 234.0 \n", + " Charlie Brown 0.0 141.0 233.0 61.0 675.0 97.0 0.0 \n", + " Diana Prince 295.0 1365.0 215.0 0.0 1280.0 244.0 321.0 \n", + " Eve Wilson 0.0 501.0 281.0 803.0 505.0 942.0 88.0 \n", + "\n", + "product_category \n", + "quarter 4 \n", + "region salesperson \n", + "East Alice Johnson 273.0 \n", + " Bob Smith 0.0 \n", + " Charlie Brown 179.0 \n", + " Diana Prince 0.0 \n", + " Eve Wilson 0.0 \n", + "\n", + "Region summary:\n", + "product_category Books Clothing Electronics Home & Garden\n", + "region \n", + "East 12377.0 12466.0 16463.0 14140.0\n", + "North 13492.0 14938.0 15229.0 17770.0\n", + "South 17590.0 16946.0 14552.0 13695.0\n", + "West 8157.0 16544.0 12681.0 15652.0\n" + ] + } + ], + "source": [ + "# Complex multi-level reshaping\n", + "print(\"=== COMPLEX MULTI-LEVEL RESHAPING ===\")\n", + "\n", + "# Create complex hierarchical data\n", + "complex_data = df_business.groupby(['region', 'salesperson', 'quarter', 'product_category']).agg({\n", + " 'net_sales': 'sum',\n", + " 'quantity': 'sum'\n", + "}).reset_index()\n", + "\n", + "print(\"Complex hierarchical data:\")\n", + "print(complex_data.head(10))\n", + "\n", + "# Multiple pivot operations\n", + "# First pivot: Quarter vs Product Category for each salesperson\n", + "salesperson_pivot = complex_data.pivot_table(\n", + " values='net_sales',\n", + " index=['region', 'salesperson', 'quarter'],\n", + " columns='product_category',\n", + " fill_value=0\n", + ")\n", + "\n", + "print(\"\\nSalesperson performance by quarter and category:\")\n", + "print(salesperson_pivot.head(15))\n", + "\n", + "# Stack and unstack for different views\n", + "# Unstack quarter to see quarterly comparison\n", + "quarterly_comparison = salesperson_pivot.unstack(level=2)\n", + "\n", + "print(\"\\nQuarterly comparison view (sample):\")\n", + "print(quarterly_comparison.iloc[:5, :8].round(0)) # Show subset\n", + "\n", + "# Create summary by region\n", + "region_summary = salesperson_pivot.groupby('region').sum()\n", + "print(\"\\nRegion summary:\")\n", + "print(region_summary.round(0))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 6. Business Intelligence Applications\n", + "\n", + "Real-world business analysis using pivot tables and reshaping." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== SALES PERFORMANCE DASHBOARD ===\n", + "1. Regional Performance Summary:\n", + " net_sales quantity total_order\n", + " mean sum sum count\n", + "region \n", + "East 223.57 55445.10 1193 248\n", + "North 230.07 61428.66 1291 267\n", + "South 250.13 62782.29 1275 251\n", + "West 226.64 53033.27 1152 234\n", + "\n", + "2. Category Performance by Quarter:\n", + "quarter 1 2 3 4 All\n", + "product_category \n", + "Books 15644.0 15334.0 12567.0 8069.0 51615.0\n", + "Clothing 18988.0 17384.0 12257.0 12266.0 60894.0\n", + "Electronics 13021.0 18192.0 17188.0 10523.0 58924.0\n", + "Home & Garden 15857.0 14490.0 17604.0 13305.0 61257.0\n", + "All 63509.0 65400.0 59617.0 44163.0 232689.0\n", + "\n", + "3. Sales Channel Analysis:\n", + " sum mean \n", + "customer_type New Returning VIP New Returning VIP\n", + "sales_channel \n", + "Online 39805.26 76878.78 31248.99 255.16 238.01 226.44\n", + "Phone 5438.57 10409.81 4134.56 236.46 212.45 229.70\n", + "Store 17130.46 33977.55 13665.33 214.13 216.42 244.02\n", + "\n", + "4. Top 5 Performers:\n", + " net_sales quantity total_order\n", + "salesperson \n", + "Alice Johnson 27971.35 550 118\n", + "Jack Robinson 27955.98 564 107\n", + "Charlie Brown 26054.75 529 110\n", + "Eve Wilson 25345.17 553 107\n", + "Frank Miller 24301.05 491 96\n" + ] + } + ], + "source": [ + "# Sales performance dashboard\n", + "print(\"=== SALES PERFORMANCE DASHBOARD ===\")\n", + "\n", + "def create_sales_dashboard(df):\n", + " \"\"\"Create comprehensive sales dashboard using pivot tables\"\"\"\n", + " dashboard = {}\n", + " \n", + " # 1. Regional performance summary\n", + " dashboard['regional_summary'] = df.pivot_table(\n", + " values=['net_sales', 'quantity', 'total_order'],\n", + " index='region',\n", + " aggfunc={\n", + " 'net_sales': ['sum', 'mean'],\n", + " 'quantity': 'sum',\n", + " 'total_order': 'count'\n", + " }\n", + " ).round(2)\n", + " \n", + " # 2. Product category performance\n", + " dashboard['category_performance'] = df.pivot_table(\n", + " values='net_sales',\n", + " index='product_category',\n", + " columns='quarter',\n", + " aggfunc='sum',\n", + " margins=True,\n", + " fill_value=0\n", + " ).round(0)\n", + " \n", + " # 3. Sales channel analysis\n", + " dashboard['channel_analysis'] = df.pivot_table(\n", + " values='net_sales',\n", + " index='sales_channel',\n", + " columns='customer_type',\n", + " aggfunc=['sum', 'mean'],\n", + " fill_value=0\n", + " ).round(2)\n", + " \n", + " # 4. Top performers\n", + " salesperson_performance = df.groupby('salesperson').agg({\n", + " 'net_sales': 'sum',\n", + " 'quantity': 'sum',\n", + " 'total_order': 'count'\n", + " }).round(2)\n", + " dashboard['top_performers'] = salesperson_performance.sort_values('net_sales', ascending=False).head(5)\n", + " \n", + " # 5. Monthly trends\n", + " dashboard['monthly_trends'] = df.pivot_table(\n", + " values='net_sales',\n", + " index='month_name',\n", + " columns='product_category',\n", + " aggfunc='sum',\n", + " fill_value=0\n", + " ).round(0)\n", + " \n", + " return dashboard\n", + "\n", + "# Generate dashboard\n", + "sales_dashboard = create_sales_dashboard(df_business)\n", + "\n", + "print(\"1. Regional Performance Summary:\")\n", + "print(sales_dashboard['regional_summary'])\n", + "\n", + "print(\"\\n2. Category Performance by Quarter:\")\n", + "print(sales_dashboard['category_performance'])\n", + "\n", + "print(\"\\n3. Sales Channel Analysis:\")\n", + "print(sales_dashboard['channel_analysis'])\n", + "\n", + "print(\"\\n4. Top 5 Performers:\")\n", + "print(sales_dashboard['top_performers'])" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== CUSTOMER SEGMENTATION ANALYSIS ===\n", + "Customer behavior by type and channel:\n", + " discount_amount net_sales \\\n", + "sales_channel Online Phone Store Online Phone Store \n", + "customer_type \n", + "New 11.73 15.24 10.61 255.16 236.46 214.13 \n", + "Returning 11.45 9.43 11.81 238.01 212.45 216.42 \n", + "VIP 11.36 15.36 15.59 226.44 229.70 244.02 \n", + "\n", + " quantity \n", + "sales_channel Online Phone Store \n", + "customer_type \n", + "New 5.29 4.78 4.47 \n", + "Returning 4.88 5.14 4.62 \n", + "VIP 5.03 4.44 5.21 \n", + "\n", + "Purchase patterns (% of quarterly sales):\n", + "quarter 1 2 3 4\n", + "customer_type product_category \n", + "New Books 6.2 4.4 3.1 4.3\n", + " Clothing 6.9 7.2 5.7 10.5\n", + " Electronics 4.3 9.5 9.7 8.6\n", + " Home & Garden 8.8 3.7 4.5 12.4\n", + "Returning Books 13.2 13.8 9.8 11.3\n", + " Clothing 16.2 12.8 12.3 12.7\n", + " Electronics 11.2 13.8 11.9 11.6\n", + " Home & Garden 10.2 15.3 17.7 13.7\n", + "VIP Books 5.2 5.3 8.1 2.7\n", + " Clothing 6.8 6.5 2.6 4.6\n", + " Electronics 4.9 4.5 7.2 3.6\n", + " Home & Garden 6.1 3.2 7.3 4.1\n", + "\n", + "Customer value distribution:\n", + " count mean std min 25% 50% 75% max\n", + "customer_type \n", + "New 259.0 248.78 155.20 18.31 128.74 217.77 345.09 768.32\n", + "Returning 529.0 237.24 160.52 9.76 109.41 201.91 342.29 798.01\n", + "VIP 212.0 239.56 158.12 25.92 115.17 198.15 357.37 673.39\n" + ] + } + ], + "source": [ + "# Customer segmentation analysis\n", + "print(\"=== CUSTOMER SEGMENTATION ANALYSIS ===\")\n", + "\n", + "# Customer behavior analysis\n", + "customer_behavior = df_business.pivot_table(\n", + " values=['net_sales', 'quantity', 'discount_amount'],\n", + " index='customer_type',\n", + " columns='sales_channel',\n", + " aggfunc={\n", + " 'net_sales': 'mean',\n", + " 'quantity': 'mean',\n", + " 'discount_amount': 'mean'\n", + " },\n", + " fill_value=0\n", + ")\n", + "\n", + "print(\"Customer behavior by type and channel:\")\n", + "print(customer_behavior.round(2))\n", + "\n", + "# Purchase patterns analysis\n", + "purchase_patterns = pd.crosstab(\n", + " [df_business['customer_type'], df_business['product_category']],\n", + " df_business['quarter'],\n", + " values=df_business['net_sales'],\n", + " aggfunc='sum',\n", + " normalize='columns'\n", + ") * 100\n", + "\n", + "print(\"\\nPurchase patterns (% of quarterly sales):\")\n", + "print(purchase_patterns.round(1))\n", + "\n", + "# Customer value distribution\n", + "value_distribution = df_business.groupby('customer_type')['total_order'].describe()\n", + "print(\"\\nCustomer value distribution:\")\n", + "print(value_distribution.round(2))" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== COHORT ANALYSIS ===\n", + "Cohort analysis (average sales by quarters since first purchase):\n", + "periods_since_first 0 1 2 3\n", + "first_quarter \n", + "1 234.0 240.0 219.0 240.0\n", + "\n", + "Cohort retention (number of active salespeople):\n", + "periods_since_first 0 1 2 3\n", + "first_quarter \n", + "1 271 273 272 184\n", + "\n", + "Retention rates (%):\n", + "periods_since_first 0 1 2 3\n", + "first_quarter \n", + "1 100.0 100.7 100.4 67.9\n" + ] + } + ], + "source": [ + "# Cohort analysis using pivot tables\n", + "print(\"=== COHORT ANALYSIS ===\")\n", + "\n", + "# Simplified cohort analysis by quarter\n", + "# Group customers by their first purchase quarter\n", + "customer_first_purchase = df_business.groupby('salesperson')['quarter'].min().reset_index()\n", + "customer_first_purchase.columns = ['salesperson', 'first_quarter']\n", + "\n", + "# Merge back to get cohort information\n", + "cohort_data = df_business.merge(customer_first_purchase, on='salesperson')\n", + "cohort_data['periods_since_first'] = cohort_data['quarter'] - cohort_data['first_quarter']\n", + "\n", + "# Create cohort table\n", + "cohort_table = cohort_data.pivot_table(\n", + " values='net_sales',\n", + " index='first_quarter',\n", + " columns='periods_since_first',\n", + " aggfunc='mean',\n", + " fill_value=0\n", + ")\n", + "\n", + "print(\"Cohort analysis (average sales by quarters since first purchase):\")\n", + "print(cohort_table.round(0))\n", + "\n", + "# Retention analysis\n", + "cohort_counts = cohort_data.pivot_table(\n", + " values='salesperson',\n", + " index='first_quarter',\n", + " columns='periods_since_first',\n", + " aggfunc='count',\n", + " fill_value=0\n", + ")\n", + "\n", + "print(\"\\nCohort retention (number of active salespeople):\")\n", + "print(cohort_counts)\n", + "\n", + "# Calculate retention rates\n", + "cohort_retention = cohort_counts.divide(cohort_counts.iloc[:, 0], axis=0) * 100\n", + "print(\"\\nRetention rates (%):\")\n", + "print(cohort_retention.round(1))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Practice Exercises\n", + "\n", + "Apply pivot tables and reshaping to complex business scenarios:" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 1: Multi-dimensional Business Intelligence Report\n", + "# Create a comprehensive BI report that includes:\n", + "# - Sales performance across multiple dimensions\n", + "# - Trend analysis with period-over-period comparisons\n", + "# - Customer segmentation insights\n", + "# - Product performance matrix\n", + "# - Actionable recommendations based on pivot table insights\n", + "\n", + "def create_comprehensive_bi_report(df):\n", + " \"\"\"Create multi-dimensional business intelligence report\"\"\"\n", + " # Your implementation here\n", + " pass\n", + "\n", + "# bi_report = create_comprehensive_bi_report(df_business)\n", + "# print(\"Comprehensive BI Report:\")\n", + "# for section, data in bi_report.items():\n", + "# print(f\"\\n{section}:\")\n", + "# print(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 2: Dynamic Pivot Table Generator\n", + "# Create a flexible function that can generate pivot tables with:\n", + "# - User-specified dimensions (rows, columns, values)\n", + "# - Multiple aggregation functions\n", + "# - Automatic handling of different data types\n", + "# - Export capabilities for different formats\n", + "\n", + "# Your code here:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 3: Advanced Reshaping Challenge\n", + "# Transform the data through multiple reshaping operations:\n", + "# - Convert to time series format\n", + "# - Create rolling calculations\n", + "# - Build comparison matrices\n", + "# - Generate variance analysis reports\n", + "\n", + "# Your code here:\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Key Takeaways\n", + "\n", + "1. **Pivot Tables**:\n", + " - **`pivot_table()`**: Most flexible, handles duplicates with aggregation\n", + " - **`pivot()`**: Simple reshaping, requires unique index-column combinations\n", + " - **`crosstab()`**: Specialized for frequency tables and cross-tabulation\n", + "\n", + "2. **Reshaping Operations**:\n", + " - **`melt()`**: Wide to long format (unpivot)\n", + " - **`pivot()`**: Long to wide format\n", + " - **`stack()`**: Column to row index\n", + " - **`unstack()`**: Row index to column\n", + "\n", + "3. **Best Practices**:\n", + " - Use `fill_value=0` to handle missing combinations\n", + " - Add `margins=True` for totals when needed\n", + " - Choose appropriate aggregation functions for your data\n", + " - Consider data types when reshaping\n", + "\n", + "4. **Business Applications**:\n", + " - Sales performance analysis\n", + " - Customer segmentation\n", + " - Trend analysis and forecasting\n", + " - Cohort and retention analysis\n", + "\n", + "## Pivot Table Quick Reference\n", + "\n", + "```python\n", + "# Basic pivot table\n", + "df.pivot_table(values='sales', index='region', columns='product', aggfunc='sum')\n", + "\n", + "# Multiple aggregations\n", + "df.pivot_table(values='sales', index='region', aggfunc=['sum', 'mean', 'count'])\n", + "\n", + "# With margins (totals)\n", + "df.pivot_table(values='sales', index='region', columns='product', \n", + " aggfunc='sum', margins=True)\n", + "\n", + "# Cross-tabulation\n", + "pd.crosstab(df['region'], df['product'], normalize='index')\n", + "\n", + "# Reshaping\n", + "pd.melt(df, id_vars=['id'], value_vars=['col1', 'col2']) # Wide to long\n", + "df.pivot(index='date', columns='category', values='value') # Long to wide\n", + "```\n", + "\n", + "## Common Use Cases\n", + "\n", + "| Scenario | Best Tool | Key Parameters |\n", + "|----------|-----------|----------------|\n", + "| Sales by region/product | `pivot_table()` | `values='sales', index='region', columns='product'` |\n", + "| Frequency analysis | `crosstab()` | `normalize='index'` for percentages |\n", + "| Time series analysis | `pivot()` + `unstack()` | Handle dates in index |\n", + "| Data normalization | `melt()` | `id_vars` for identifiers |\n", + "| Multi-level analysis | Hierarchical indexing | Multiple columns in `index`/`columns` |" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Session_01/PandasDataFrame-exmples/10_time_series_analysis.ipynb b/Session_01/PandasDataFrame-exmples/10_time_series_analysis.ipynb new file mode 100755 index 0000000..47236a6 --- /dev/null +++ b/Session_01/PandasDataFrame-exmples/10_time_series_analysis.ipynb @@ -0,0 +1,1149 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Session 1 - DataFrames - Lesson 10: Time Series Analysis\n", + "\n", + "## Learning Objectives\n", + "- Master datetime indexing and time-based operations\n", + "- Learn resampling and frequency conversion techniques\n", + "- Understand rolling calculations and window functions\n", + "- Practice with seasonal analysis and trend decomposition\n", + "- Apply time series techniques to business forecasting scenarios\n", + "\n", + "## Prerequisites\n", + "- Completed Lessons 1-9\n", + "- Understanding of datetime concepts\n", + "- Basic knowledge of statistics (helpful for trend analysis)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Import required libraries\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from datetime import datetime, timedelta\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "# Set display options\n", + "pd.set_option('display.max_columns', None)\n", + "pd.set_option('display.max_rows', 20)\n", + "plt.style.use('seaborn-v0_8')\n", + "%matplotlib inline\n", + "\n", + "print(\"Libraries loaded successfully!\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating Time Series Data\n", + "\n", + "Let's create realistic time series datasets for analysis." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Create comprehensive time series dataset\n", + "np.random.seed(42)\n", + "\n", + "# Generate 2 years of daily data\n", + "start_date = '2022-01-01'\n", + "end_date = '2023-12-31'\n", + "date_range = pd.date_range(start=start_date, end=end_date, freq='D')\n", + "\n", + "# Create realistic sales data with trends and seasonality\n", + "n_days = len(date_range)\n", + "base_sales = 1000\n", + "\n", + "# Add trend (gradual increase over time)\n", + "trend = np.linspace(0, 300, n_days)\n", + "\n", + "# Add seasonality (weekly and monthly patterns)\n", + "daily_pattern = np.sin(2 * np.pi * np.arange(n_days) / 7) * 100 # Weekly pattern\n", + "monthly_pattern = np.sin(2 * np.pi * np.arange(n_days) / 30.44) * 150 # Monthly pattern\n", + "yearly_pattern = np.sin(2 * np.pi * np.arange(n_days) / 365.25) * 200 # Yearly pattern\n", + "\n", + "# Add random noise\n", + "noise = np.random.normal(0, 80, n_days)\n", + "\n", + "# Combine all components\n", + "sales = base_sales + trend + daily_pattern + monthly_pattern + yearly_pattern + noise\n", + "sales = np.maximum(sales, 0) # Ensure non-negative sales\n", + "\n", + "# Create DataFrame\n", + "ts_data = pd.DataFrame({\n", + " 'date': date_range,\n", + " 'sales': sales,\n", + " 'customers': np.random.poisson(50, n_days) + (sales / 50).astype(int),\n", + " 'marketing_spend': np.random.gamma(2, 20, n_days),\n", + " 'temperature': 20 + 10 * np.sin(2 * np.pi * np.arange(n_days) / 365.25) + np.random.normal(0, 5, n_days),\n", + " 'is_weekend': pd.Series(date_range).dt.dayofweek >= 5,\n", + " 'is_holiday': np.random.choice([True, False], n_days, p=[0.05, 0.95])\n", + "})\n", + "\n", + "# Set date as index\n", + "ts_data.set_index('date', inplace=True)\n", + "\n", + "print(\"Time series dataset created:\")\n", + "print(f\"Shape: {ts_data.shape}\")\n", + "print(f\"Date range: {ts_data.index.min()} to {ts_data.index.max()}\")\n", + "print(\"\\nFirst few rows:\")\n", + "print(ts_data.head())\n", + "print(\"\\nData types:\")\n", + "print(ts_data.dtypes)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. DateTime Indexing and Basic Operations\n", + "\n", + "Working with datetime indices and time-based selection." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Basic datetime index operations\n", + "print(\"=== DATETIME INDEX OPERATIONS ===\")\n", + "\n", + "# Index information\n", + "print(f\"Index type: {type(ts_data.index)}\")\n", + "print(f\"Index frequency: {ts_data.index.freq}\")\n", + "print(f\"Index is monotonic increasing: {ts_data.index.is_monotonic_increasing}\")\n", + "print(f\"Index is monotonic decreasing: {ts_data.index.is_monotonic_decreasing}\")\n", + "print(f\"Index has duplicates: {ts_data.index.has_duplicates}\")\n", + "\n", + "# Time-based selection\n", + "print(\"\\n--- Time-based Selection ---\")\n", + "\n", + "# Select specific year\n", + "sales_2022 = ts_data.loc['2022']\n", + "print(f\"2022 data shape: {sales_2022.shape}\")\n", + "print(f\"2022 average daily sales: {sales_2022['sales'].mean():.2f}\")\n", + "\n", + "# Select specific month\n", + "jan_2023 = ts_data.loc['2023-01']\n", + "print(f\"\\nJanuary 2023 data shape: {jan_2023.shape}\")\n", + "print(f\"January 2023 total sales: {jan_2023['sales'].sum():.2f}\")\n", + "\n", + "# Select date range\n", + "q1_2023 = ts_data.loc['2023-01-01':'2023-03-31']\n", + "print(f\"\\nQ1 2023 data shape: {q1_2023.shape}\")\n", + "print(f\"Q1 2023 average sales: {q1_2023['sales'].mean():.2f}\")\n", + "\n", + "# Recent data (last 30 days)\n", + "recent_data = ts_data.tail(30)\n", + "print(f\"\\nLast 30 days average sales: {recent_data['sales'].mean():.2f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# DateTime component extraction\n", + "print(\"=== DATETIME COMPONENT EXTRACTION ===\")\n", + "\n", + "# Extract various date components\n", + "ts_enhanced = ts_data.copy()\n", + "ts_enhanced['year'] = ts_enhanced.index.year\n", + "ts_enhanced['month'] = ts_enhanced.index.month\n", + "ts_enhanced['quarter'] = ts_enhanced.index.quarter\n", + "ts_enhanced['day_of_week'] = ts_enhanced.index.dayofweek # 0=Monday, 6=Sunday\n", + "ts_enhanced['day_name'] = ts_enhanced.index.day_name()\n", + "ts_enhanced['month_name'] = ts_enhanced.index.month_name()\n", + "ts_enhanced['week_of_year'] = ts_enhanced.index.isocalendar().week\n", + "ts_enhanced['day_of_year'] = ts_enhanced.index.dayofyear\n", + "ts_enhanced['is_month_start'] = ts_enhanced.index.is_month_start\n", + "ts_enhanced['is_month_end'] = ts_enhanced.index.is_month_end\n", + "ts_enhanced['is_quarter_start'] = ts_enhanced.index.is_quarter_start\n", + "ts_enhanced['is_quarter_end'] = ts_enhanced.index.is_quarter_end\n", + "\n", + "print(\"Enhanced dataset with datetime components:\")\n", + "print(ts_enhanced[['sales', 'year', 'month', 'quarter', 'day_name', 'week_of_year']].head())\n", + "\n", + "# Analyze patterns by day of week\n", + "print(\"\\nSales patterns by day of week:\")\n", + "dow_analysis = ts_enhanced.groupby('day_name')['sales'].agg(['mean', 'std', 'count'])\n", + "# Reorder by weekday\n", + "day_order = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']\n", + "dow_analysis = dow_analysis.reindex(day_order)\n", + "print(dow_analysis.round(2))\n", + "\n", + "# Monthly patterns\n", + "print(\"\\nSales patterns by month:\")\n", + "monthly_analysis = ts_enhanced.groupby('month_name')['sales'].agg(['mean', 'std'])\n", + "month_order = ['January', 'February', 'March', 'April', 'May', 'June',\n", + " 'July', 'August', 'September', 'October', 'November', 'December']\n", + "monthly_analysis = monthly_analysis.reindex([m for m in month_order if m in monthly_analysis.index])\n", + "print(monthly_analysis.round(2))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Time series visualization\n", + "print(\"=== TIME SERIES VISUALIZATION ===\")\n", + "\n", + "# Create comprehensive time series plots\n", + "fig, axes = plt.subplots(2, 2, figsize=(15, 10))\n", + "\n", + "# Plot 1: Daily sales over time\n", + "ts_data['sales'].plot(ax=axes[0, 0], title='Daily Sales Over Time', alpha=0.7)\n", + "axes[0, 0].set_ylabel('Sales ($)')\n", + "axes[0, 0].grid(True, alpha=0.3)\n", + "\n", + "# Plot 2: Monthly aggregated sales\n", + "monthly_sales = ts_data['sales'].resample('M').sum()\n", + "monthly_sales.plot(ax=axes[0, 1], title='Monthly Sales', marker='o')\n", + "axes[0, 1].set_ylabel('Monthly Sales ($)')\n", + "axes[0, 1].grid(True, alpha=0.3)\n", + "\n", + "# Plot 3: Sales vs customers correlation\n", + "axes[1, 0].scatter(ts_data['customers'], ts_data['sales'], alpha=0.5)\n", + "axes[1, 0].set_title('Sales vs Customers')\n", + "axes[1, 0].set_xlabel('Number of Customers')\n", + "axes[1, 0].set_ylabel('Sales ($)')\n", + "axes[1, 0].grid(True, alpha=0.3)\n", + "\n", + "# Plot 4: Seasonal pattern (by month)\n", + "ts_enhanced.groupby('month')['sales'].mean().plot(ax=axes[1, 1], kind='bar', \n", + " title='Average Sales by Month')\n", + "axes[1, 1].set_ylabel('Average Sales ($)')\n", + "axes[1, 1].set_xlabel('Month')\n", + "axes[1, 1].tick_params(axis='x', rotation=45)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Summary statistics\n", + "print(\"\\nTime series summary statistics:\")\n", + "print(ts_data['sales'].describe())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Resampling and Frequency Conversion\n", + "\n", + "Converting between different time frequencies and aggregating data." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Basic resampling operations\n", + "print(\"=== BASIC RESAMPLING ===\")\n", + "\n", + "# Resample to different frequencies\n", + "weekly_data = ts_data.resample('W').agg({\n", + " 'sales': 'sum',\n", + " 'customers': 'sum',\n", + " 'marketing_spend': 'sum',\n", + " 'temperature': 'mean'\n", + "})\n", + "\n", + "print(\"Weekly resampled data:\")\n", + "print(weekly_data.head(10))\n", + "\n", + "# Monthly resampling with multiple aggregations\n", + "monthly_data = ts_data.resample('M').agg({\n", + " 'sales': ['sum', 'mean', 'std', 'min', 'max'],\n", + " 'customers': ['sum', 'mean'],\n", + " 'marketing_spend': 'sum',\n", + " 'temperature': 'mean'\n", + "})\n", + "\n", + "print(\"\\nMonthly resampled data (first 6 months):\")\n", + "print(monthly_data.head(6))\n", + "\n", + "# Quarterly resampling\n", + "quarterly_data = ts_data.resample('Q').agg({\n", + " 'sales': 'sum',\n", + " 'customers': 'sum',\n", + " 'marketing_spend': 'sum'\n", + "})\n", + "\n", + "print(\"\\nQuarterly resampled data:\")\n", + "print(quarterly_data)\n", + "\n", + "# Year-over-year comparison\n", + "yearly_data = ts_data.resample('Y').agg({\n", + " 'sales': 'sum',\n", + " 'customers': 'sum',\n", + " 'marketing_spend': 'sum'\n", + "})\n", + "\n", + "print(\"\\nYearly resampled data:\")\n", + "print(yearly_data)\n", + "\n", + "# Calculate year-over-year growth\n", + "if len(yearly_data) > 1:\n", + " yoy_growth = yearly_data.pct_change() * 100\n", + " print(\"\\nYear-over-year growth (%):\")\n", + " print(yoy_growth.round(2))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Advanced resampling techniques\n", + "print(\"=== ADVANCED RESAMPLING ===\")\n", + "\n", + "# Custom aggregation functions\n", + "def coefficient_of_variation(series):\n", + " \"\"\"Calculate coefficient of variation\"\"\"\n", + " return series.std() / series.mean() if series.mean() != 0 else 0\n", + "\n", + "def sales_volatility(series):\n", + " \"\"\"Calculate sales volatility (std/mean)\"\"\"\n", + " return series.std()\n", + "\n", + "# Custom resampling with multiple functions\n", + "custom_monthly = ts_data.resample('M').agg({\n", + " 'sales': ['sum', 'mean', coefficient_of_variation, sales_volatility],\n", + " 'customers': ['sum', 'mean'],\n", + " 'marketing_spend': 'sum'\n", + "})\n", + "\n", + "print(\"Custom monthly aggregations:\")\n", + "print(custom_monthly.round(3))\n", + "\n", + "# Resampling with different anchor points\n", + "# Weekly data starting on different days\n", + "weekly_sunday = ts_data.resample('W-SUN')['sales'].sum() # Week ending Sunday\n", + "weekly_monday = ts_data.resample('W-MON')['sales'].sum() # Week ending Monday\n", + "\n", + "print(\"\\nWeekly totals comparison (first 10 weeks):\")\n", + "weekly_comparison = pd.DataFrame({\n", + " 'Week_End_Sunday': weekly_sunday,\n", + " 'Week_End_Monday': weekly_monday\n", + "})\n", + "print(weekly_comparison.head(10))\n", + "\n", + "# Business day resampling\n", + "business_weekly = ts_data.resample('B').mean() # Business days only\n", + "print(f\"\\nBusiness days data shape: {business_weekly.shape}\")\n", + "print(\"Business days average (first 10):\")\n", + "print(business_weekly[['sales', 'customers']].head(10))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Upsampling and downsampling\n", + "print(\"=== UPSAMPLING AND DOWNSAMPLING ===\")\n", + "\n", + "# Downsample to weekly and visualize\n", + "weekly_sales = ts_data['sales'].resample('W').sum()\n", + "\n", + "# Upsample weekly back to daily (forward fill)\n", + "upsampled_ffill = weekly_sales.resample('D').ffill()\n", + "\n", + "# Upsample with interpolation\n", + "upsampled_interp = weekly_sales.resample('D').interpolate()\n", + "\n", + "print(\"Upsampling comparison (sample period):\")\n", + "\n", + "# Fix: Use the date range directly, not the filtered DataFrame\n", + "start_date = '2023-01-01'\n", + "end_date = '2023-01-31'\n", + "\n", + "upsample_comparison = pd.DataFrame({\n", + " 'Original_Daily': ts_data.loc[start_date:end_date, 'sales'],\n", + " 'Weekly_Upsampled_FFill': upsampled_ffill.loc[start_date:end_date],\n", + " 'Weekly_Upsampled_Interp': upsampled_interp.loc[start_date:end_date]\n", + "})\n", + "\n", + "print(upsample_comparison.head(15))\n", + "\n", + "# Visualize upsampling methods\n", + "plt.figure(figsize=(12, 6))\n", + "plt.plot(upsample_comparison.index, upsample_comparison['Original_Daily'], \n", + " label='Original Daily', alpha=0.7)\n", + "plt.plot(upsample_comparison.index, upsample_comparison['Weekly_Upsampled_FFill'], \n", + " label='Forward Fill', linestyle='--')\n", + "plt.plot(upsample_comparison.index, upsample_comparison['Weekly_Upsampled_Interp'], \n", + " label='Interpolated', linestyle='-.')\n", + "plt.title('Upsampling Methods Comparison')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Sales ($)')\n", + "plt.legend()\n", + "plt.grid(True, alpha=0.3)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Rolling Calculations and Window Functions\n", + "\n", + "Moving averages, rolling statistics, and window-based analysis." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Basic rolling calculations\n", + "print(\"=== BASIC ROLLING CALCULATIONS ===\")\n", + "\n", + "# Calculate various rolling statistics\n", + "rolling_data = ts_data.copy()\n", + "\n", + "# Rolling means (moving averages)\n", + "rolling_data['sales_7d_avg'] = rolling_data['sales'].rolling(window=7).mean()\n", + "rolling_data['sales_30d_avg'] = rolling_data['sales'].rolling(window=30).mean()\n", + "rolling_data['sales_90d_avg'] = rolling_data['sales'].rolling(window=90).mean()\n", + "\n", + "# Rolling standard deviation (volatility)\n", + "rolling_data['sales_7d_std'] = rolling_data['sales'].rolling(window=7).std()\n", + "rolling_data['sales_30d_std'] = rolling_data['sales'].rolling(window=30).std()\n", + "\n", + "# Rolling min/max\n", + "rolling_data['sales_30d_min'] = rolling_data['sales'].rolling(window=30).min()\n", + "rolling_data['sales_30d_max'] = rolling_data['sales'].rolling(window=30).max()\n", + "\n", + "print(\"Rolling statistics (last 10 days):\")\n", + "rolling_cols = ['sales', 'sales_7d_avg', 'sales_30d_avg', 'sales_7d_std', 'sales_30d_std']\n", + "print(rolling_data[rolling_cols].tail(10).round(2))\n", + "\n", + "# Rolling sum for cumulative analysis\n", + "rolling_data['sales_7d_sum'] = rolling_data['sales'].rolling(window=7).sum()\n", + "rolling_data['sales_30d_sum'] = rolling_data['sales'].rolling(window=30).sum()\n", + "\n", + "print(\"\\nRolling sums (last 5 days):\")\n", + "print(rolling_data[['sales', 'sales_7d_sum', 'sales_30d_sum']].tail(5).round(0))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Advanced rolling calculations\n", + "print(\"=== ADVANCED ROLLING CALCULATIONS ===\")\n", + "\n", + "# Rolling correlation between variables\n", + "rolling_data['sales_customers_corr_30d'] = rolling_data['sales'].rolling(window=30).corr(rolling_data['customers'])\n", + "rolling_data['sales_marketing_corr_30d'] = rolling_data['sales'].rolling(window=30).corr(rolling_data['marketing_spend'])\n", + "\n", + "print(\"Rolling correlations (last 10 days):\")\n", + "corr_cols = ['sales_customers_corr_30d', 'sales_marketing_corr_30d']\n", + "print(rolling_data[corr_cols].tail(10).round(3))\n", + "\n", + "# Rolling quantiles\n", + "rolling_data['sales_30d_q25'] = rolling_data['sales'].rolling(window=30).quantile(0.25)\n", + "rolling_data['sales_30d_q75'] = rolling_data['sales'].rolling(window=30).quantile(0.75)\n", + "rolling_data['sales_30d_median'] = rolling_data['sales'].rolling(window=30).median()\n", + "\n", + "print(\"\\nRolling quantiles (last 5 days):\")\n", + "quantile_cols = ['sales', 'sales_30d_q25', 'sales_30d_median', 'sales_30d_q75']\n", + "print(rolling_data[quantile_cols].tail(5).round(2))\n", + "\n", + "# Custom rolling functions\n", + "def rolling_cv(series):\n", + " \"\"\"Rolling coefficient of variation\"\"\"\n", + " return series.std() / series.mean() if series.mean() != 0 else 0\n", + "\n", + "def rolling_skewness(series):\n", + " \"\"\"Rolling skewness\"\"\"\n", + " return series.skew()\n", + "\n", + "rolling_data['sales_30d_cv'] = rolling_data['sales'].rolling(window=30).apply(rolling_cv)\n", + "rolling_data['sales_30d_skew'] = rolling_data['sales'].rolling(window=30).apply(rolling_skewness)\n", + "\n", + "print(\"\\nCustom rolling statistics (last 5 days):\")\n", + "custom_cols = ['sales_30d_cv', 'sales_30d_skew']\n", + "print(rolling_data[custom_cols].tail(5).round(3))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Exponentially weighted functions\n", + "print(\"=== EXPONENTIALLY WEIGHTED FUNCTIONS ===\")\n", + "\n", + "# Exponentially weighted moving average (EWMA)\n", + "rolling_data['sales_ewm_10'] = rolling_data['sales'].ewm(span=10).mean()\n", + "rolling_data['sales_ewm_30'] = rolling_data['sales'].ewm(span=30).mean()\n", + "\n", + "# Exponentially weighted standard deviation\n", + "rolling_data['sales_ewm_std_10'] = rolling_data['sales'].ewm(span=10).std()\n", + "\n", + "print(\"Exponentially weighted statistics (last 10 days):\")\n", + "ewm_cols = ['sales', 'sales_7d_avg', 'sales_ewm_10', 'sales_ewm_30']\n", + "print(rolling_data[ewm_cols].tail(10).round(2))\n", + "\n", + "# Visualize different smoothing methods\n", + "plt.figure(figsize=(15, 8))\n", + "\n", + "# Plot last 90 days for clarity\n", + "recent_period = rolling_data.tail(90)\n", + "\n", + "plt.plot(recent_period.index, recent_period['sales'], label='Original Sales', alpha=0.7)\n", + "plt.plot(recent_period.index, recent_period['sales_7d_avg'], label='7-day MA', linewidth=2)\n", + "plt.plot(recent_period.index, recent_period['sales_30d_avg'], label='30-day MA', linewidth=2)\n", + "plt.plot(recent_period.index, recent_period['sales_ewm_10'], label='EWM (span=10)', linewidth=2)\n", + "\n", + "plt.title('Sales Smoothing Methods Comparison (Last 90 Days)')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Sales ($)')\n", + "plt.legend()\n", + "plt.grid(True, alpha=0.3)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Calculate lag between different smoothing methods\n", + "print(\"\\nSmoothing method responsiveness (correlation with original):\")\n", + "responsiveness = {\n", + " '7-day MA': rolling_data['sales'].corr(rolling_data['sales_7d_avg']),\n", + " '30-day MA': rolling_data['sales'].corr(rolling_data['sales_30d_avg']),\n", + " 'EWM (span=10)': rolling_data['sales'].corr(rolling_data['sales_ewm_10']),\n", + " 'EWM (span=30)': rolling_data['sales'].corr(rolling_data['sales_ewm_30'])\n", + "}\n", + "\n", + "for method, corr in responsiveness.items():\n", + " print(f\"{method}: {corr:.4f}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Seasonal Analysis and Decomposition\n", + "\n", + "Analyzing seasonal patterns and decomposing time series." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Seasonal pattern analysis\n", + "print(\"=== SEASONAL PATTERN ANALYSIS ===\")\n", + "\n", + "# Add more detailed time components\n", + "seasonal_data = ts_data.copy()\n", + "seasonal_data['month'] = seasonal_data.index.month\n", + "seasonal_data['quarter'] = seasonal_data.index.quarter\n", + "seasonal_data['day_of_week'] = seasonal_data.index.dayofweek\n", + "seasonal_data['week_of_year'] = seasonal_data.index.isocalendar().week\n", + "seasonal_data['day_of_year'] = seasonal_data.index.dayofyear\n", + "\n", + "# Monthly seasonality\n", + "monthly_pattern = seasonal_data.groupby('month')['sales'].agg(['mean', 'std', 'count'])\n", + "print(\"Monthly sales patterns:\")\n", + "print(monthly_pattern.round(2))\n", + "\n", + "# Day of week patterns\n", + "dow_pattern = seasonal_data.groupby('day_of_week')['sales'].agg(['mean', 'std'])\n", + "dow_pattern.index = ['Mon', 'Tue', 'Wed', 'Thu', 'Fri', 'Sat', 'Sun']\n", + "print(\"\\nDay of week patterns:\")\n", + "print(dow_pattern.round(2))\n", + "\n", + "# Weekly patterns throughout the year\n", + "weekly_pattern = seasonal_data.groupby('week_of_year')['sales'].mean()\n", + "print(\"\\nWeekly pattern statistics:\")\n", + "print(f\"Highest week: Week {weekly_pattern.idxmax()} (${weekly_pattern.max():.0f})\")\n", + "print(f\"Lowest week: Week {weekly_pattern.idxmin()} (${weekly_pattern.min():.0f})\")\n", + "print(f\"Weekly variation: {weekly_pattern.std():.2f}\")\n", + "\n", + "# Quarterly analysis\n", + "quarterly_pattern = seasonal_data.groupby('quarter')['sales'].agg(['mean', 'sum', 'std'])\n", + "print(\"\\nQuarterly patterns:\")\n", + "print(quarterly_pattern.round(2))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Simple seasonal decomposition\n", + "print(\"=== SEASONAL DECOMPOSITION ===\")\n", + "\n", + "# Manual decomposition approach\n", + "def simple_decompose(series, period=365):\n", + " \"\"\"Simple seasonal decomposition\"\"\"\n", + " # Trend (using centered moving average)\n", + " trend = series.rolling(window=period, center=True).mean()\n", + " \n", + " # Detrended series\n", + " detrended = series - trend\n", + " \n", + " # Seasonal component (average for each period)\n", + " seasonal_avg = detrended.groupby(detrended.index.dayofyear).mean()\n", + " seasonal = pd.Series(index=series.index, dtype=float)\n", + " for idx in series.index:\n", + " day_of_year = idx.dayofyear\n", + " if day_of_year in seasonal_avg.index:\n", + " seasonal.loc[idx] = seasonal_avg.loc[day_of_year]\n", + " else: # Handle leap year day\n", + " seasonal.loc[idx] = 0\n", + " \n", + " # Residual (what's left after removing trend and seasonality)\n", + " residual = series - trend - seasonal\n", + " \n", + " return trend, seasonal, residual\n", + "\n", + "# Decompose sales data\n", + "trend, seasonal, residual = simple_decompose(ts_data['sales'])\n", + "\n", + "# Create decomposition DataFrame\n", + "decomposition = pd.DataFrame({\n", + " 'original': ts_data['sales'],\n", + " 'trend': trend,\n", + " 'seasonal': seasonal,\n", + " 'residual': residual\n", + "})\n", + "\n", + "print(\"Decomposition summary:\")\n", + "print(decomposition.describe().round(2))\n", + "\n", + "# Visualize decomposition\n", + "fig, axes = plt.subplots(4, 1, figsize=(15, 12))\n", + "\n", + "# Original series\n", + "decomposition['original'].plot(ax=axes[0], title='Original Sales Data')\n", + "axes[0].set_ylabel('Sales ($)')\n", + "axes[0].grid(True, alpha=0.3)\n", + "\n", + "# Trend\n", + "decomposition['trend'].plot(ax=axes[1], title='Trend Component', color='red')\n", + "axes[1].set_ylabel('Trend ($)')\n", + "axes[1].grid(True, alpha=0.3)\n", + "\n", + "# Seasonal\n", + "decomposition['seasonal'].plot(ax=axes[2], title='Seasonal Component', color='green')\n", + "axes[2].set_ylabel('Seasonal ($)')\n", + "axes[2].grid(True, alpha=0.3)\n", + "\n", + "# Residual\n", + "decomposition['residual'].plot(ax=axes[3], title='Residual Component', color='purple')\n", + "axes[3].set_ylabel('Residual ($)')\n", + "axes[3].set_xlabel('Date')\n", + "axes[3].grid(True, alpha=0.3)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "print(\"\\nDecomposition insights:\")\n", + "print(f\"Trend contribution: {trend.std():.2f} (std dev)\")\n", + "print(f\"Seasonal contribution: {seasonal.std():.2f} (std dev)\")\n", + "print(f\"Residual contribution: {residual.std():.2f} (std dev)\")\n", + "print(f\"Total variation: {ts_data['sales'].std():.2f} (std dev)\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Advanced seasonal analysis\n", + "print(\"=== ADVANCED SEASONAL ANALYSIS ===\")\n", + "\n", + "# Year-over-year comparison\n", + "yoy_comparison = pd.DataFrame()\n", + "for year in ts_data.index.year.unique():\n", + " year_data = ts_data[ts_data.index.year == year]['sales']\n", + " year_data.index = year_data.index.dayofyear\n", + " yoy_comparison[f'Year_{year}'] = year_data\n", + "\n", + "print(\"Year-over-year comparison (sample days):\")\n", + "print(yoy_comparison.head(10).round(2))\n", + "\n", + "# Calculate year-over-year changes\n", + "if len(yoy_comparison.columns) > 1:\n", + " yoy_change = yoy_comparison.pct_change(axis=1) * 100\n", + " print(\"\\nYear-over-year change statistics:\")\n", + " for col in yoy_change.columns[1:]:\n", + " print(f\"{col}: mean={yoy_change[col].mean():.2f}%, std={yoy_change[col].std():.2f}%\")\n", + "\n", + "# Seasonal strength measurement\n", + "def seasonal_strength(series, period=365):\n", + " \"\"\"Calculate seasonal strength (0 = no seasonality, 1 = pure seasonality)\"\"\"\n", + " # Detrend the series\n", + " trend = series.rolling(window=period, center=True).mean()\n", + " detrended = series - trend\n", + " \n", + " # Calculate seasonal component\n", + " seasonal_avg = detrended.groupby(detrended.index.dayofyear).mean()\n", + " seasonal_var = seasonal_avg.var()\n", + " \n", + " # Calculate residual variance\n", + " seasonal_full = pd.Series(index=series.index, dtype=float)\n", + " for idx in series.index:\n", + " day_of_year = idx.dayofyear\n", + " if day_of_year in seasonal_avg.index:\n", + " seasonal_full.loc[idx] = seasonal_avg.loc[day_of_year]\n", + " else:\n", + " seasonal_full.loc[idx] = 0\n", + " \n", + " residual = detrended - seasonal_full\n", + " residual_var = residual.var()\n", + " \n", + " # Seasonal strength\n", + " return seasonal_var / (seasonal_var + residual_var)\n", + "\n", + "sales_seasonal_strength = seasonal_strength(ts_data['sales'])\n", + "print(f\"\\nSales seasonal strength: {sales_seasonal_strength:.3f}\")\n", + "print(\"(0 = no seasonality, 1 = pure seasonality)\")\n", + "\n", + "# Identify most/least seasonal periods\n", + "monthly_seasonal = seasonal_data.groupby('month')['sales'].std()\n", + "print(f\"\\nMost variable month: {monthly_seasonal.idxmax()} (std: {monthly_seasonal.max():.2f})\")\n", + "print(f\"Least variable month: {monthly_seasonal.idxmin()} (std: {monthly_seasonal.min():.2f})\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5. Business Applications and Forecasting\n", + "\n", + "Real-world time series analysis for business insights." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Business performance metrics\n", + "print(\"=== BUSINESS PERFORMANCE METRICS ===\")\n", + "\n", + "def calculate_business_metrics(df):\n", + " \"\"\"Calculate key business time series metrics\"\"\"\n", + " metrics = {}\n", + " \n", + " # Growth metrics\n", + " daily_sales = df['sales']\n", + " metrics['total_sales'] = daily_sales.sum()\n", + " metrics['avg_daily_sales'] = daily_sales.mean()\n", + " metrics['sales_growth_rate'] = (daily_sales.iloc[-30:].mean() / daily_sales.iloc[:30].mean() - 1) * 100\n", + " \n", + " # Volatility metrics\n", + " metrics['sales_volatility'] = daily_sales.std()\n", + " metrics['coefficient_of_variation'] = daily_sales.std() / daily_sales.mean()\n", + " \n", + " # Trend metrics\n", + " trend = daily_sales.rolling(window=30).mean()\n", + " metrics['trend_direction'] = 'Increasing' if trend.iloc[-1] > trend.iloc[-30] else 'Decreasing'\n", + " metrics['trend_strength'] = abs(trend.iloc[-1] - trend.iloc[-30]) / trend.iloc[-30] * 100\n", + " \n", + " # Customer metrics\n", + " metrics['avg_customers_per_day'] = df['customers'].mean()\n", + " metrics['sales_per_customer'] = df['sales'].sum() / df['customers'].sum()\n", + " \n", + " # Marketing efficiency\n", + " metrics['marketing_roi'] = df['sales'].sum() / df['marketing_spend'].sum()\n", + " \n", + " return metrics\n", + "\n", + "# Calculate metrics for different periods\n", + "overall_metrics = calculate_business_metrics(ts_data)\n", + "recent_metrics = calculate_business_metrics(ts_data.tail(90)) # Last 90 days\n", + "\n", + "print(\"Overall Performance Metrics:\")\n", + "for metric, value in overall_metrics.items():\n", + " if isinstance(value, float):\n", + " print(f\"{metric}: {value:.2f}\")\n", + " else:\n", + " print(f\"{metric}: {value}\")\n", + "\n", + "print(\"\\nRecent 90-day Performance Metrics:\")\n", + "for metric, value in recent_metrics.items():\n", + " if isinstance(value, float):\n", + " print(f\"{metric}: {value:.2f}\")\n", + " else:\n", + " print(f\"{metric}: {value}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Simple forecasting using historical patterns\n", + "print(\"=== SIMPLE FORECASTING ===\")\n", + "\n", + "def simple_forecast(series, periods=30, method='seasonal_naive'):\n", + " \"\"\"Simple forecasting methods\"\"\"\n", + " if method == 'naive':\n", + " # Naive: repeat last value\n", + " return pd.Series([series.iloc[-1]] * periods, \n", + " index=pd.date_range(series.index[-1] + pd.Timedelta(days=1), periods=periods))\n", + " \n", + " elif method == 'seasonal_naive':\n", + " # Seasonal naive: repeat same day from previous year\n", + " forecast_dates = pd.date_range(series.index[-1] + pd.Timedelta(days=1), periods=periods)\n", + " forecast_values = []\n", + " \n", + " for date in forecast_dates:\n", + " # Find same day of year from previous year\n", + " previous_year_date = date - pd.DateOffset(years=1)\n", + " if previous_year_date in series.index:\n", + " forecast_values.append(series.loc[previous_year_date])\n", + " else:\n", + " # Fallback to seasonal average\n", + " day_of_year = date.dayofyear\n", + " same_day_values = series[series.index.dayofyear == day_of_year]\n", + " if len(same_day_values) > 0:\n", + " forecast_values.append(same_day_values.mean())\n", + " else:\n", + " forecast_values.append(series.mean())\n", + " \n", + " return pd.Series(forecast_values, index=forecast_dates)\n", + " \n", + " elif method == 'moving_average':\n", + " # Moving average forecast\n", + " ma_value = series.tail(30).mean()\n", + " return pd.Series([ma_value] * periods,\n", + " index=pd.date_range(series.index[-1] + pd.Timedelta(days=1), periods=periods))\n", + " \n", + " elif method == 'trend':\n", + " # Linear trend forecast\n", + " from scipy import stats\n", + " x = np.arange(len(series))\n", + " slope, intercept, _, _, _ = stats.linregress(x, series.values)\n", + " \n", + " forecast_dates = pd.date_range(series.index[-1] + pd.Timedelta(days=1), periods=periods)\n", + " forecast_values = [slope * (len(series) + i) + intercept for i in range(1, periods + 1)]\n", + " \n", + " return pd.Series(forecast_values, index=forecast_dates)\n", + "\n", + "# Generate forecasts using different methods\n", + "forecast_periods = 30\n", + "sales_series = ts_data['sales']\n", + "\n", + "forecasts = {\n", + " 'Naive': simple_forecast(sales_series, forecast_periods, 'naive'),\n", + " 'Seasonal_Naive': simple_forecast(sales_series, forecast_periods, 'seasonal_naive'),\n", + " 'Moving_Average': simple_forecast(sales_series, forecast_periods, 'moving_average'),\n", + " 'Trend': simple_forecast(sales_series, forecast_periods, 'trend')\n", + "}\n", + "\n", + "print(f\"Forecasts for next {forecast_periods} days:\")\n", + "forecast_df = pd.DataFrame(forecasts)\n", + "print(forecast_df.head(10).round(2))\n", + "\n", + "print(\"\\nForecast summary statistics:\")\n", + "print(forecast_df.describe().round(2))\n", + "\n", + "# Visualize forecasts\n", + "plt.figure(figsize=(15, 8))\n", + "\n", + "# Plot historical data (last 90 days)\n", + "historical_period = sales_series.tail(90)\n", + "plt.plot(historical_period.index, historical_period.values, label='Historical Data', color='black', linewidth=2)\n", + "\n", + "# Plot forecasts\n", + "colors = ['red', 'blue', 'green', 'orange']\n", + "for i, (method, forecast) in enumerate(forecasts.items()):\n", + " plt.plot(forecast.index, forecast.values, label=f'{method} Forecast', \n", + " color=colors[i], linestyle='--', linewidth=2)\n", + "\n", + "plt.title('Sales Forecasting Comparison')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Sales ($)')\n", + "plt.legend()\n", + "plt.grid(True, alpha=0.3)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Anomaly detection in time series\n", + "print(\"=== ANOMALY DETECTION ===\")\n", + "\n", + "def detect_anomalies(series, method='zscore', threshold=3):\n", + " \"\"\"Detect anomalies in time series\"\"\"\n", + " anomalies = pd.Series(False, index=series.index)\n", + " \n", + " if method == 'zscore':\n", + " # Z-score method\n", + " z_scores = np.abs((series - series.mean()) / series.std())\n", + " anomalies = z_scores > threshold\n", + " \n", + " elif method == 'iqr':\n", + " # Interquartile range method\n", + " Q1 = series.quantile(0.25)\n", + " Q3 = series.quantile(0.75)\n", + " IQR = Q3 - Q1\n", + " lower_bound = Q1 - 1.5 * IQR\n", + " upper_bound = Q3 + 1.5 * IQR\n", + " anomalies = (series < lower_bound) | (series > upper_bound)\n", + " \n", + " elif method == 'rolling':\n", + " # Rolling window method\n", + " rolling_mean = series.rolling(window=30).mean()\n", + " rolling_std = series.rolling(window=30).std()\n", + " z_scores = np.abs((series - rolling_mean) / rolling_std)\n", + " anomalies = z_scores > threshold\n", + " \n", + " return anomalies\n", + "\n", + "# Detect anomalies using different methods\n", + "anomaly_methods = ['zscore', 'iqr', 'rolling']\n", + "anomaly_results = {}\n", + "\n", + "for method in anomaly_methods:\n", + " anomalies = detect_anomalies(ts_data['sales'], method=method)\n", + " anomaly_results[method] = anomalies\n", + " print(f\"{method.upper()} method: {anomalies.sum()} anomalies detected\")\n", + "\n", + "# Combine anomaly detection results\n", + "anomaly_df = pd.DataFrame(anomaly_results)\n", + "anomaly_df['any_method'] = anomaly_df.any(axis=1)\n", + "anomaly_df['all_methods'] = anomaly_df[anomaly_methods].all(axis=1)\n", + "\n", + "print(f\"\\nAnomalies detected by any method: {anomaly_df['any_method'].sum()}\")\n", + "print(f\"Anomalies detected by all methods: {anomaly_df['all_methods'].sum()}\")\n", + "\n", + "# Show anomalous dates\n", + "severe_anomalies = ts_data[anomaly_df['all_methods']]\n", + "if len(severe_anomalies) > 0:\n", + " print(\"\\nSevere anomalies (detected by all methods):\")\n", + " print(severe_anomalies[['sales', 'customers', 'marketing_spend']].round(2))\n", + "\n", + "# Visualize anomalies\n", + "plt.figure(figsize=(15, 8))\n", + "\n", + "# Plot sales data\n", + "plt.plot(ts_data.index, ts_data['sales'], label='Sales Data', alpha=0.7)\n", + "\n", + "# Highlight anomalies\n", + "for method in anomaly_methods:\n", + " anomaly_dates = ts_data.index[anomaly_results[method]]\n", + " anomaly_values = ts_data.loc[anomaly_dates, 'sales']\n", + " plt.scatter(anomaly_dates, anomaly_values, label=f'{method.upper()} Anomalies', alpha=0.7, s=30)\n", + "\n", + "plt.title('Sales Data with Anomaly Detection')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Sales ($)')\n", + "plt.legend()\n", + "plt.grid(True, alpha=0.3)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Anomaly statistics\n", + "print(\"\\nAnomaly statistics:\")\n", + "for method in anomaly_methods:\n", + " anomaly_sales = ts_data.loc[anomaly_results[method], 'sales']\n", + " if len(anomaly_sales) > 0:\n", + " print(f\"{method.upper()}: mean=${anomaly_sales.mean():.2f}, std=${anomaly_sales.std():.2f}\")\n", + " else:\n", + " print(f\"{method.upper()}: No anomalies detected\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Practice Exercises\n", + "\n", + "Apply time series analysis to complex business scenarios:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 1: Comprehensive Time Series Dashboard\n", + "# Create a complete time series analysis dashboard that includes:\n", + "# - Multiple time series metrics and KPIs\n", + "# - Seasonal analysis and trend identification\n", + "# - Anomaly detection and alerting\n", + "# - Forecasting with confidence intervals\n", + "# - Business insights and recommendations\n", + "\n", + "def create_time_series_dashboard(df):\n", + " \"\"\"Create comprehensive time series analysis dashboard\"\"\"\n", + " # Your implementation here\n", + " pass\n", + "\n", + "# dashboard = create_time_series_dashboard(ts_data)\n", + "# print(\"Time Series Dashboard Created\")" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 2: Multi-variate Time Series Analysis\n", + "# Analyze relationships between multiple time series:\n", + "# - Cross-correlation analysis\n", + "# - Lead-lag relationships\n", + "# - Causality testing\n", + "# - Multi-variate forecasting\n", + "\n", + "# Your code here:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 3: Advanced Forecasting Challenge\n", + "# Implement more sophisticated forecasting methods:\n", + "# - Exponential smoothing with trend and seasonality\n", + "# - ARIMA modeling\n", + "# - Model evaluation and selection\n", + "# - Forecast accuracy metrics\n", + "\n", + "# Your code here:\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Key Takeaways\n", + "\n", + "1. **DateTime Indexing**:\n", + " - Use `pd.DatetimeIndex` for time-based operations\n", + " - Enable powerful time-based selection and slicing\n", + " - Extract components (year, month, day, etc.) for analysis\n", + "\n", + "2. **Resampling**:\n", + " - **`.resample()`**: Convert between different frequencies\n", + " - **Downsampling**: Aggregate to lower frequency (daily ā†’ monthly)\n", + " - **Upsampling**: Convert to higher frequency (monthly ā†’ daily)\n", + " - Use appropriate aggregation functions for your data\n", + "\n", + "3. **Rolling Calculations**:\n", + " - **`.rolling()`**: Moving window calculations\n", + " - **`.ewm()`**: Exponentially weighted functions\n", + " - Useful for smoothing and trend analysis\n", + " - Handle missing values appropriately\n", + "\n", + "4. **Seasonal Analysis**:\n", + " - Identify patterns by time components\n", + " - Decompose into trend, seasonal, and residual\n", + " - Measure seasonal strength and variability\n", + "\n", + "## Time Series Quick Reference\n", + "\n", + "```python\n", + "# Create datetime index\n", + "df.set_index(pd.to_datetime(df['date']), inplace=True)\n", + "\n", + "# Time-based selection\n", + "df['2023'] # Select year\n", + "df['2023-01'] # Select month\n", + "df['2023-01-01':'2023-01-31'] # Date range\n", + "\n", + "# Resampling\n", + "df.resample('M').sum() # Monthly sum\n", + "df.resample('W').mean() # Weekly average\n", + "df.resample('Q').agg({'col': ['sum', 'mean']}) # Quarterly multi-agg\n", + "\n", + "# Rolling calculations\n", + "df['col'].rolling(7).mean() # 7-period moving average\n", + "df['col'].ewm(span=10).mean() # Exponential moving average\n", + "df['col'].rolling(30).std() # 30-period rolling standard deviation\n", + "```\n", + "\n", + "## Business Applications\n", + "\n", + "| Use Case | Technique | Key Insights |\n", + "|----------|-----------|-------------|\n", + "| Sales forecasting | Seasonal decomposition + trends | Predict future performance |\n", + "| Anomaly detection | Rolling statistics + thresholds | Identify unusual patterns |\n", + "| Performance monitoring | Moving averages + KPIs | Track business health |\n", + "| Seasonal planning | Seasonal analysis | Optimize inventory/staffing |\n", + "| Marketing ROI | Cross-correlation analysis | Measure campaign effectiveness |\n", + "\n", + "## Best Practices\n", + "\n", + "1. **Data Quality**: Ensure consistent time intervals and handle missing data\n", + "2. **Frequency Choice**: Choose appropriate resampling frequency for your analysis\n", + "3. **Window Size**: Balance responsiveness vs. smoothness in rolling calculations\n", + "4. **Seasonality**: Always check for and account for seasonal patterns\n", + "5. **Validation**: Use holdout periods to validate forecasting models\n", + "6. **Business Context**: Interpret results in context of business cycles and events\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Session_01/PandasDataFrame-exmples/11_string_operation.ipynb b/Session_01/PandasDataFrame-exmples/11_string_operation.ipynb new file mode 100755 index 0000000..33b3770 --- /dev/null +++ b/Session_01/PandasDataFrame-exmples/11_string_operation.ipynb @@ -0,0 +1,1059 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Session 1 - DataFrames - Lesson 11: String Operations and Text Processing\n", + "\n", + "## Learning Objectives\n", + "- Master pandas string methods for text processing\n", + "- Learn regular expressions for pattern matching and extraction\n", + "- Understand text cleaning and standardization techniques\n", + "- Practice with real-world text data scenarios\n", + "- Apply string operations to business data analysis\n", + "\n", + "## Prerequisites\n", + "- Completed Lessons 1-10\n", + "- Basic understanding of regular expressions (helpful but not required)\n", + "- Familiarity with text data challenges" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Import required libraries\n", + "import pandas as pd\n", + "import numpy as np\n", + "import re\n", + "import string\n", + "from datetime import datetime\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "# Set display options\n", + "pd.set_option('display.max_columns', None)\n", + "pd.set_option('display.max_rows', 20)\n", + "pd.set_option('display.max_colwidth', 50)\n", + "\n", + "print(\"Libraries loaded successfully!\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating Text-Rich Dataset\n", + "\n", + "Let's create a comprehensive dataset with various text processing challenges." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Create realistic text-rich dataset\n", + "np.random.seed(42)\n", + "\n", + "# Sample data with intentional text issues\n", + "text_data = {\n", + " 'customer_id': range(1, 201),\n", + " 'customer_name': [\n", + " 'John Smith', 'jane doe', 'MARY JOHNSON', 'Bob Wilson Jr.', 'Dr. Sarah Davis',\n", + " 'Mike O\\'Connor', 'Lisa Garcia-Martinez', 'David Miller III', 'Amy Chen', 'Tom Anderson',\n", + " 'Kate Wilson', 'james brown', 'DIANA PRINCE', 'Frank Miller Sr.', 'Prof. Grace Lee',\n", + " 'Henry Davis', 'Ivy Chen-Wang', 'Jack Robinson', 'Olivia Taylor', 'Ryan Clark'\n", + " ] * 10,\n", + " 'email': [\n", + " 'john.smith@email.com', 'JANE.DOE@EMAIL.COM', 'mary@company.org',\n", + " 'bob.wilson@test.co.uk', 'sarah.davis@university.edu', 'mike@work.net',\n", + " 'lisa.garcia@startup.io', 'david@consulting.biz', 'amy.chen@tech.com', 'tom@sales.org',\n", + " 'kate.wilson@design.com', 'james@marketing.net', 'diana@fashion.com',\n", + " 'frank@legal.org', 'grace.lee@research.edu', 'henry@finance.com',\n", + " 'ivy@engineering.tech', 'jack@operations.biz', 'olivia@hr.org', 'ryan@analytics.io'\n", + " ] * 10,\n", + " 'phone': [\n", + " '(555) 123-4567', '555.987.6543', '5551234567', '+1-555-987-6543',\n", + " '(555)123-4567', '555 123 4567', '1-555-987-6543', '555-123-4567',\n", + " '(555) 987 6543', '+15559876543', '555.123.4567', '(555)987-6543',\n", + " '555 987 6543', '1 555 123 4567', '+1 555 987 6543', '5559876543',\n", + " '(555)-123-4567', '555_987_6543', '555/123/4567', '555-987-6543'\n", + " ] * 10,\n", + " 'address': [\n", + " '123 Main St, Anytown, NY 12345', '456 Oak Ave, Boston, MA 02101',\n", + " '789 pine road, los angeles, CA 90210', '321 ELM STREET, Chicago, IL 60601',\n", + " '654 Maple Dr., Houston, TX 77001', '987 Cedar Lane, Phoenix, AZ 85001',\n", + " '147 birch way, Philadelphia, PA 19101', '258 ASH CT, San Antonio, TX 78201',\n", + " '369 Walnut St., San Diego, CA 92101', '741 Cherry Ave, Dallas, TX 75201',\n", + " '852 Spruce Blvd, Austin, TX 73301', '963 Fir Street, Seattle, WA 98101',\n", + " '159 redwood dr, Portland, OR 97201', '357 WILLOW LN, Denver, CO 80201',\n", + " '468 Poplar St., Miami, FL 33101', '579 Hickory Ave, Atlanta, GA 30301',\n", + " '680 magnolia way, Nashville, TN 37201', '791 DOGWOOD CT, Charlotte, NC 28201',\n", + " '802 Palm St., Orlando, FL 32801', '913 Cypress Ave, Tampa, FL 33601'\n", + " ] * 10,\n", + " 'product_reviews': [\n", + " 'Great product! Highly recommend!!!', 'okay product, nothing special',\n", + " 'TERRIBLE! DO NOT BUY!', 'Amazing quality, fast shipping :)', 'Good value for money.',\n", + " 'Poor quality, broke after 1 week :(', 'Excellent customer service!',\n", + " 'average product... could be better', 'LOVE IT! 5 stars!!', 'Not worth the price.',\n", + " 'Perfect! Exactly what I needed.', 'disappointing quality',\n", + " 'OUTSTANDING PRODUCT!!!', 'mediocre at best', 'Fantastic! Will buy again.',\n", + " 'cheap quality, looks fake', 'Superb craftsmanship!',\n", + " 'waste of money', 'Incredible value! Recommended!', 'poor design'\n", + " ] * 10,\n", + " 'job_title': [\n", + " 'Software Engineer', 'data scientist', 'MARKETING MANAGER', 'Sales Rep',\n", + " 'Product Manager', 'business analyst', 'UX DESIGNER', 'DevOps Engineer',\n", + " 'Content Writer', 'project manager', 'FINANCIAL ANALYST', 'HR Specialist',\n", + " 'Operations Manager', 'qa engineer', 'RESEARCH SCIENTIST', 'Account Executive',\n", + " 'Digital Marketer', 'software developer', 'DATA ENGINEER', 'Consultant'\n", + " ] * 10,\n", + " 'company': [\n", + " 'TechCorp Inc.', 'data solutions llc', 'INNOVATIVE SYSTEMS', 'Global Enterprises',\n", + " 'StartupXYZ', 'consulting group ltd', 'FUTURE TECH CO', 'Analytics Pro',\n", + " 'Design Studio', 'enterprise solutions', 'MARKETING MASTERS', 'Software Solutions',\n", + " 'Digital Agency', 'research institute', 'FINANCE FIRM', 'Operations Co.',\n", + " 'Creative Agency', 'tech startup', 'DATA CORP', 'Professional Services'\n", + " ] * 10\n", + "}\n", + "\n", + "df_text = pd.DataFrame(text_data)\n", + "\n", + "print(\"Text-rich dataset created:\")\n", + "print(f\"Shape: {df_text.shape}\")\n", + "print(\"\\nFirst few rows:\")\n", + "print(df_text.head())\n", + "print(\"\\nData types:\")\n", + "print(df_text.dtypes)\n", + "print(\"\\nSample of text issues to address:\")\n", + "print(\"- Inconsistent capitalization\")\n", + "print(\"- Various phone number formats\")\n", + "print(\"- Mixed address formatting\")\n", + "print(\"- Inconsistent email domains\")\n", + "print(\"- Varied punctuation and emoticons in reviews\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Basic String Operations\n", + "\n", + "Fundamental string methods and transformations." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Basic string transformations\n", + "print(\"=== BASIC STRING TRANSFORMATIONS ===\")\n", + "\n", + "# Case transformations\n", + "df_basic = df_text.copy()\n", + "\n", + "# Convert to different cases\n", + "df_basic['customer_name_upper'] = df_basic['customer_name'].str.upper()\n", + "df_basic['customer_name_lower'] = df_basic['customer_name'].str.lower()\n", + "df_basic['customer_name_title'] = df_basic['customer_name'].str.title()\n", + "df_basic['customer_name_capitalize'] = df_basic['customer_name'].str.capitalize()\n", + "\n", + "print(\"Case transformations:\")\n", + "case_cols = ['customer_name', 'customer_name_upper', 'customer_name_lower', \n", + " 'customer_name_title', 'customer_name_capitalize']\n", + "print(df_basic[case_cols].head())\n", + "\n", + "# String length and basic properties\n", + "df_basic['name_length'] = df_basic['customer_name'].str.len()\n", + "df_basic['email_length'] = df_basic['email'].str.len()\n", + "df_basic['review_length'] = df_basic['product_reviews'].str.len()\n", + "\n", + "print(\"\\nString lengths:\")\n", + "print(df_basic[['customer_name', 'name_length', 'email', 'email_length']].head())\n", + "\n", + "print(\"\\nLength statistics:\")\n", + "length_stats = df_basic[['name_length', 'email_length', 'review_length']].describe()\n", + "print(length_stats)\n", + "\n", + "# Check for empty/null strings\n", + "print(\"\\nEmpty string checks:\")\n", + "for col in ['customer_name', 'email', 'phone']:\n", + " empty_count = (df_basic[col].str.strip() == '').sum()\n", + " null_count = df_basic[col].isnull().sum()\n", + " print(f\"{col}: {empty_count} empty strings, {null_count} null values\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# String slicing and indexing\n", + "print(\"=== STRING SLICING AND INDEXING ===\")\n", + "\n", + "# Extract parts of strings\n", + "df_basic['first_char'] = df_basic['customer_name'].str[0]\n", + "df_basic['last_char'] = df_basic['customer_name'].str[-1]\n", + "df_basic['first_three'] = df_basic['customer_name'].str[:3]\n", + "df_basic['last_three'] = df_basic['customer_name'].str[-3:]\n", + "df_basic['middle_chars'] = df_basic['customer_name'].str[2:5]\n", + "\n", + "print(\"String slicing examples:\")\n", + "slice_cols = ['customer_name', 'first_char', 'last_char', 'first_three', 'last_three', 'middle_chars']\n", + "print(df_basic[slice_cols].head(10))\n", + "\n", + "# Extract email domains\n", + "df_basic['email_domain'] = df_basic['email'].str.split('@').str[1]\n", + "df_basic['email_username'] = df_basic['email'].str.split('@').str[0]\n", + "\n", + "print(\"\\nEmail parsing:\")\n", + "print(df_basic[['email', 'email_username', 'email_domain']].head(10))\n", + "\n", + "# Domain analysis\n", + "print(\"\\nEmail domain distribution:\")\n", + "domain_counts = df_basic['email_domain'].value_counts()\n", + "print(domain_counts.head(10))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# String concatenation and joining\n", + "print(\"=== STRING CONCATENATION AND JOINING ===\")\n", + "\n", + "# Simple concatenation\n", + "df_basic['name_email'] = df_basic['customer_name'] + ' - ' + df_basic['email']\n", + "df_basic['initials'] = df_basic['customer_name'].str[0] + '.' + df_basic['customer_name'].str.split().str[1].str[0] + '.'\n", + "\n", + "print(\"String concatenation:\")\n", + "print(df_basic[['customer_name', 'email', 'name_email', 'initials']].head())\n", + "\n", + "# Using str.cat() for more complex joining\n", + "df_basic['full_contact'] = df_basic['customer_name'].str.cat(\n", + " [df_basic['email'], df_basic['phone']], \n", + " sep=' | '\n", + ")\n", + "\n", + "print(\"\\nComplex concatenation:\")\n", + "print(df_basic[['full_contact']].head())\n", + "\n", + "# Conditional concatenation\n", + "df_basic['display_name'] = df_basic.apply(\n", + " lambda row: f\"{row['customer_name']} ({row['job_title']})\" \n", + " if pd.notna(row['job_title']) else row['customer_name'], \n", + " axis=1\n", + ")\n", + "\n", + "print(\"\\nConditional concatenation:\")\n", + "print(df_basic[['customer_name', 'job_title', 'display_name']].head())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Pattern Matching and String Contains\n", + "\n", + "Finding patterns and filtering based on string content." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Basic pattern matching\n", + "print(\"=== BASIC PATTERN MATCHING ===\")\n", + "\n", + "# Check if strings contain specific patterns\n", + "df_patterns = df_text.copy()\n", + "\n", + "# Contains operations\n", + "df_patterns['has_dr_title'] = df_patterns['customer_name'].str.contains('Dr\\.|Prof\\.', case=False, na=False)\n", + "df_patterns['has_jr_sr'] = df_patterns['customer_name'].str.contains('Jr\\.|Sr\\.', case=False, na=False)\n", + "df_patterns['has_hyphen'] = df_patterns['customer_name'].str.contains('-', na=False)\n", + "df_patterns['has_apostrophe'] = df_patterns['customer_name'].str.contains(\"'\", na=False)\n", + "\n", + "print(\"Pattern matching results:\")\n", + "pattern_summary = df_patterns[['has_dr_title', 'has_jr_sr', 'has_hyphen', 'has_apostrophe']].sum()\n", + "print(pattern_summary)\n", + "\n", + "print(\"\\nExamples of names with titles:\")\n", + "title_names = df_patterns[df_patterns['has_dr_title']]['customer_name'].unique()\n", + "print(title_names)\n", + "\n", + "# Email domain patterns\n", + "df_patterns['edu_email'] = df_patterns['email'].str.contains('\\.edu', case=False, na=False)\n", + "df_patterns['com_email'] = df_patterns['email'].str.contains('\\.com', case=False, na=False)\n", + "df_patterns['org_email'] = df_patterns['email'].str.contains('\\.org', case=False, na=False)\n", + "\n", + "print(\"\\nEmail domain patterns:\")\n", + "domain_pattern_summary = df_patterns[['edu_email', 'com_email', 'org_email']].sum()\n", + "print(domain_pattern_summary)\n", + "\n", + "# Review sentiment patterns\n", + "df_patterns['positive_review'] = df_patterns['product_reviews'].str.contains(\n", + " 'great|excellent|amazing|fantastic|love|perfect|outstanding|superb|incredible', \n", + " case=False, na=False\n", + ")\n", + "df_patterns['negative_review'] = df_patterns['product_reviews'].str.contains(\n", + " 'terrible|poor|disappointing|waste|cheap|broke|fake|mediocre', \n", + " case=False, na=False\n", + ")\n", + "\n", + "print(\"\\nReview sentiment patterns:\")\n", + "sentiment_summary = df_patterns[['positive_review', 'negative_review']].sum()\n", + "print(sentiment_summary)\n", + "\n", + "print(\"\\nSample positive reviews:\")\n", + "positive_reviews = df_patterns[df_patterns['positive_review']]['product_reviews'].head(5)\n", + "for review in positive_reviews:\n", + " print(f\"- {review}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Advanced pattern matching with startswith/endswith\n", + "print(\"=== STARTSWITH/ENDSWITH PATTERNS ===\")\n", + "\n", + "# Check beginnings and endings\n", + "df_patterns['starts_with_vowel'] = df_patterns['customer_name'].str.lower().str.startswith(('a', 'e', 'i', 'o', 'u'))\n", + "df_patterns['ends_with_son'] = df_patterns['customer_name'].str.lower().str.endswith('son')\n", + "df_patterns['job_starts_data'] = df_patterns['job_title'].str.lower().str.startswith('data')\n", + "df_patterns['company_ends_inc'] = df_patterns['company'].str.lower().str.endswith(('inc', 'inc.', 'llc', 'ltd', 'co', 'co.'))\n", + "\n", + "print(\"Start/End pattern results:\")\n", + "start_end_summary = df_patterns[['starts_with_vowel', 'ends_with_son', 'job_starts_data', 'company_ends_inc']].sum()\n", + "print(start_end_summary)\n", + "\n", + "print(\"\\nNames starting with vowels:\")\n", + "vowel_names = df_patterns[df_patterns['starts_with_vowel']]['customer_name'].unique()[:10]\n", + "print(vowel_names)\n", + "\n", + "print(\"\\nData-related job titles:\")\n", + "data_jobs = df_patterns[df_patterns['job_starts_data']]['job_title'].unique()\n", + "print(data_jobs)\n", + "\n", + "# Phone number format detection\n", + "df_patterns['phone_parentheses'] = df_patterns['phone'].str.contains(r'\\(\\d{3}\\)', na=False)\n", + "df_patterns['phone_dashes'] = df_patterns['phone'].str.contains(r'\\d{3}-\\d{3}-\\d{4}', na=False)\n", + "df_patterns['phone_dots'] = df_patterns['phone'].str.contains(r'\\d{3}\\.\\d{3}\\.\\d{4}', na=False)\n", + "df_patterns['phone_spaces'] = df_patterns['phone'].str.contains(r'\\d{3}\\s\\d{3}\\s\\d{4}', na=False)\n", + "\n", + "print(\"\\nPhone number format patterns:\")\n", + "phone_format_summary = df_patterns[['phone_parentheses', 'phone_dashes', 'phone_dots', 'phone_spaces']].sum()\n", + "print(phone_format_summary)\n", + "\n", + "print(\"\\nSample phone formats:\")\n", + "for format_type in ['phone_parentheses', 'phone_dashes', 'phone_dots', 'phone_spaces']:\n", + " sample = df_patterns[df_patterns[format_type]]['phone'].iloc[0] if df_patterns[format_type].any() else 'None'\n", + " print(f\"{format_type}: {sample}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Regular Expressions\n", + "\n", + "Advanced pattern matching using regular expressions." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Regular expression basics\n", + "print(\"=== REGULAR EXPRESSION BASICS ===\")\n", + "\n", + "df_regex = df_text.copy()\n", + "\n", + "# Extract patterns using regex\n", + "# Extract phone numbers (various formats)\n", + "phone_pattern = r'\\(?\\d{3}\\)?[-.\\s]?\\d{3}[-.\\s]?\\d{4}'\n", + "df_regex['extracted_phone'] = df_regex['phone'].str.extract(f'({phone_pattern})')\n", + "\n", + "print(\"Phone number extraction:\")\n", + "print(df_regex[['phone', 'extracted_phone']].head(10))\n", + "\n", + "# Extract ZIP codes from addresses\n", + "zip_pattern = r'\\b\\d{5}\\b'\n", + "df_regex['zip_code'] = df_regex['address'].str.extract(f'({zip_pattern})')\n", + "\n", + "print(\"\\nZIP code extraction:\")\n", + "print(df_regex[['address', 'zip_code']].head(10))\n", + "\n", + "# Extract state abbreviations\n", + "state_pattern = r'\\b[A-Z]{2}\\b'\n", + "df_regex['state'] = df_regex['address'].str.extract(f'({state_pattern})')\n", + "\n", + "print(\"\\nState extraction:\")\n", + "print(df_regex[['address', 'state']].head(10))\n", + "\n", + "# Count digits in strings\n", + "df_regex['digit_count'] = df_regex['phone'].str.count(r'\\d')\n", + "df_regex['letter_count'] = df_regex['customer_name'].str.count(r'[a-zA-Z]')\n", + "\n", + "print(\"\\nCharacter counting:\")\n", + "print(df_regex[['phone', 'digit_count', 'customer_name', 'letter_count']].head())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Advanced regex patterns\n", + "print(\"=== ADVANCED REGEX PATTERNS ===\")\n", + "\n", + "# Extract all email components\n", + "email_pattern = r'([a-zA-Z0-9._%+-]+)@([a-zA-Z0-9.-]+)\\.([a-zA-Z]{2,})'\n", + "email_parts = df_regex['email'].str.extract(email_pattern)\n", + "email_parts.columns = ['username', 'domain', 'tld']\n", + "\n", + "df_regex = pd.concat([df_regex, email_parts], axis=1)\n", + "\n", + "print(\"Email component extraction:\")\n", + "print(df_regex[['email', 'username', 'domain', 'tld']].head(10))\n", + "\n", + "# Extract multiple phone number parts\n", + "phone_parts_pattern = r'\\(??(\\d{3})\\)?[-.,\\s]?(\\d{3})[-.,\\s]?(\\d{4})'\n", + "phone_parts = df_regex['phone'].str.extract(phone_parts_pattern)\n", + "phone_parts.columns = ['area_code', 'exchange', 'number']\n", + "\n", + "df_regex = pd.concat([df_regex, phone_parts], axis=1)\n", + "\n", + "print(\"\\nPhone number component extraction:\")\n", + "print(df_regex[['phone', 'area_code', 'exchange', 'number']].head(10))\n", + "\n", + "# Extract address components\n", + "address_pattern = r'(\\d+)\\s+(.+?)\\s*,\\s*(.+?)\\s*,\\s*([A-Z]{2})\\s+(\\d{5})'\n", + "address_parts = df_regex['address'].str.extract(address_pattern)\n", + "address_parts.columns = ['street_number', 'street_name', 'city', 'state_extracted', 'zip_extracted']\n", + "\n", + "print(\"\\nAddress component extraction (first 5):\")\n", + "print(address_parts.head())\n", + "\n", + "# Find all matches (not just first)\n", + "# Find all capitalized words in names\n", + "df_regex['capitalized_words'] = df_regex['customer_name'].str.findall(r'\\b[A-Z][a-z]+\\b')\n", + "df_regex['num_capitalized'] = df_regex['capitalized_words'].str.len()\n", + "\n", + "print(\"\\nCapitalized words in names:\")\n", + "print(df_regex[['customer_name', 'capitalized_words', 'num_capitalized']].head(10))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Regex replacement and cleaning\n", + "print(\"=== REGEX REPLACEMENT AND CLEANING ===\")\n", + "\n", + "# Clean phone numbers to standard format\n", + "def clean_phone(phone_str):\n", + " \"\"\"Clean phone number to standard format\"\"\"\n", + " if pd.isna(phone_str):\n", + " return None\n", + " # Remove all non-digits\n", + " digits = re.sub(r'\\D', '', phone_str)\n", + " # Handle different lengths\n", + " if len(digits) == 10:\n", + " return f\"({digits[:3]}) {digits[3:6]}-{digits[6:]}\"\n", + " elif len(digits) == 11 and digits.startswith('1'):\n", + " return f\"({digits[1:4]}) {digits[4:7]}-{digits[7:]}\"\n", + " else:\n", + " return 'Invalid'\n", + "\n", + "df_regex['phone_cleaned'] = df_regex['phone'].apply(clean_phone)\n", + "\n", + "print(\"Phone number cleaning:\")\n", + "phone_cleaning_sample = df_regex[['phone', 'phone_cleaned']].head(15)\n", + "print(phone_cleaning_sample)\n", + "\n", + "# Remove punctuation from reviews\n", + "df_regex['review_no_punct'] = df_regex['product_reviews'].str.replace(r'[^\\w\\s]', ' ', regex=True)\n", + "df_regex['review_clean'] = df_regex['review_no_punct'].str.replace(r'\\s+', ' ', regex=True).str.strip()\n", + "\n", + "print(\"\\nReview cleaning:\")\n", + "review_cleaning_sample = df_regex[['product_reviews', 'review_clean']].head(5)\n", + "for idx, row in review_cleaning_sample.iterrows():\n", + " print(f\"Original: {row['product_reviews']}\")\n", + " print(f\"Cleaned: {row['review_clean']}\")\n", + " print()\n", + "\n", + "# Standardize company names\n", + "df_regex['company_clean'] = (\n", + " df_regex['company']\n", + " .str.replace(r'\\binc\\.?\\b', 'Inc.', case=False, regex=True)\n", + " .str.replace(r'\\bllc\\b', 'LLC', case=False, regex=True)\n", + " .str.replace(r'\\bltd\\.?\\b', 'Ltd.', case=False, regex=True)\n", + " .str.replace(r'\\bco\\.?\\b', 'Co.', case=False, regex=True)\n", + " .str.title()\n", + ")\n", + "\n", + "print(\"Company name standardization:\")\n", + "company_sample = df_regex[['company', 'company_clean']].head(10)\n", + "print(company_sample)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Text Cleaning and Standardization\n", + "\n", + "Comprehensive text cleaning workflows." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Comprehensive text cleaning pipeline\n", + "print(\"=== COMPREHENSIVE TEXT CLEANING ===\")\n", + "\n", + "def clean_text_comprehensive(df):\n", + " \"\"\"Comprehensive text cleaning pipeline\"\"\"\n", + " df_clean = df.copy()\n", + " \n", + " # 1. Clean customer names\n", + " df_clean['customer_name_clean'] = (\n", + " df_clean['customer_name']\n", + " .str.strip() # Remove leading/trailing whitespace\n", + " .str.replace(r'\\s+', ' ', regex=True) # Replace multiple spaces with single space\n", + " .str.title() # Title case\n", + " .str.replace(r'\\bDr\\.', 'Dr.', regex=True) # Standardize titles\n", + " .str.replace(r'\\bProf\\.', 'Prof.', regex=True)\n", + " .str.replace(r'\\bJr\\.', 'Jr.', regex=True)\n", + " .str.replace(r'\\bSr\\.', 'Sr.', regex=True)\n", + " )\n", + " \n", + " # 2. Clean and standardize emails\n", + " df_clean['email_clean'] = (\n", + " df_clean['email']\n", + " .str.strip()\n", + " .str.lower() # Lowercase for emails\n", + " .str.replace(r'\\s+', '', regex=True) # Remove any spaces\n", + " )\n", + " \n", + " # 3. Standardize phone numbers\n", + " df_clean['phone_clean'] = df_clean['phone'].apply(clean_phone)\n", + " \n", + " # 4. Clean addresses\n", + " df_clean['address_clean'] = (\n", + " df_clean['address']\n", + " .str.strip()\n", + " .str.title() # Title case\n", + " .str.replace(r'\\bSt\\.?\\b', 'St.', regex=True) # Standardize street abbreviations\n", + " .str.replace(r'\\bAve\\.?\\b', 'Ave.', regex=True)\n", + " .str.replace(r'\\bRd\\.?\\b', 'Rd.', regex=True)\n", + " .str.replace(r'\\bDr\\.?\\b', 'Dr.', regex=True)\n", + " .str.replace(r'\\bLn\\.?\\b', 'Ln.', regex=True)\n", + " .str.replace(r'\\bCt\\.?\\b', 'Ct.', regex=True)\n", + " .str.replace(r'\\bBlvd\\.?\\b', 'Blvd.', regex=True)\n", + " .str.replace(r'\\s+', ' ', regex=True) # Multiple spaces to single\n", + " )\n", + " \n", + " # 5. Clean job titles\n", + " df_clean['job_title_clean'] = (\n", + " df_clean['job_title']\n", + " .str.strip()\n", + " .str.title()\n", + " .str.replace(r'\\bQa\\b', 'QA', regex=True) # Specific corrections\n", + " .str.replace(r'\\bUx\\b', 'UX', regex=True)\n", + " .str.replace(r'\\bHr\\b', 'HR', regex=True)\n", + " )\n", + " \n", + " # 6. Clean company names\n", + " df_clean['company_clean'] = (\n", + " df_clean['company']\n", + " .str.strip()\n", + " .str.title()\n", + " .str.replace(r'\\binc\\.?\\b', 'Inc.', case=False, regex=True)\n", + " .str.replace(r'\\bllc\\b', 'LLC', case=False, regex=True)\n", + " .str.replace(r'\\bltd\\.?\\b', 'Ltd.', case=False, regex=True)\n", + " .str.replace(r'\\bco\\.?\\b', 'Co.', case=False, regex=True)\n", + " )\n", + " \n", + " return df_clean\n", + "\n", + "# Apply comprehensive cleaning\n", + "df_comprehensive = clean_text_comprehensive(df_text)\n", + "\n", + "print(\"Comprehensive cleaning results:\")\n", + "# Show before/after comparison\n", + "comparison_cols = [\n", + " ('customer_name', 'customer_name_clean'),\n", + " ('email', 'email_clean'),\n", + " ('phone', 'phone_clean'),\n", + " ('job_title', 'job_title_clean'),\n", + " ('company', 'company_clean')\n", + "]\n", + "\n", + "for original, cleaned in comparison_cols:\n", + " print(f\"\\n{original.upper()} CLEANING:\")\n", + " sample = df_comprehensive[[original, cleaned]].head(5)\n", + " for idx, row in sample.iterrows():\n", + " print(f\" Before: {row[original]}\")\n", + " print(f\" After: {row[cleaned]}\")\n", + " print()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Text standardization and validation\n", + "print(\"=== TEXT STANDARDIZATION AND VALIDATION ===\")\n", + "\n", + "def validate_cleaned_data(df):\n", + " \"\"\"Validate cleaned data quality\"\"\"\n", + " validation_results = {}\n", + " \n", + " # Email validation\n", + " email_pattern = r'^[a-zA-Z0-9._%+-]+@[a-zA-Z0-9.-]+\\.[a-zA-Z]{2,}$'\n", + " valid_emails = df['email_clean'].str.match(email_pattern, na=False)\n", + " validation_results['valid_emails'] = {\n", + " 'total': len(df),\n", + " 'valid': valid_emails.sum(),\n", + " 'invalid': (~valid_emails).sum(),\n", + " 'percentage_valid': (valid_emails.sum() / len(df)) * 100\n", + " }\n", + " \n", + " # Phone validation\n", + " valid_phones = df['phone_clean'] != 'Invalid'\n", + " validation_results['valid_phones'] = {\n", + " 'total': len(df),\n", + " 'valid': valid_phones.sum(),\n", + " 'invalid': (~valid_phones).sum(),\n", + " 'percentage_valid': (valid_phones.sum() / len(df)) * 100\n", + " }\n", + " \n", + " # Name validation (no numbers, reasonable length)\n", + " valid_names = (\n", + " df['customer_name_clean'].str.len().between(2, 50) &\n", + " ~df['customer_name_clean'].str.contains(r'\\d', na=False)\n", + " )\n", + " validation_results['valid_names'] = {\n", + " 'total': len(df),\n", + " 'valid': valid_names.sum(),\n", + " 'invalid': (~valid_names).sum(),\n", + " 'percentage_valid': (valid_names.sum() / len(df)) * 100\n", + " }\n", + " \n", + " return validation_results\n", + "\n", + "# Validate cleaned data\n", + "validation_results = validate_cleaned_data(df_comprehensive)\n", + "\n", + "print(\"Data validation results:\")\n", + "for field, results in validation_results.items():\n", + " print(f\"\\n{field.upper()}:\")\n", + " print(f\" Total records: {results['total']}\")\n", + " print(f\" Valid: {results['valid']} ({results['percentage_valid']:.1f}%)\")\n", + " print(f\" Invalid: {results['invalid']}\")\n", + "\n", + "# Show some invalid examples\n", + "print(\"\\nExamples of invalid data:\")\n", + "invalid_emails = df_comprehensive[~df_comprehensive['email_clean'].str.match(r'^[a-zA-Z0-9._%+-]+@[a-zA-Z0-9.-]+\\.[a-zA-Z]{2,}$', na=False)]\n", + "if len(invalid_emails) > 0:\n", + " print(f\"Invalid emails: {invalid_emails['email_clean'].head(3).tolist()}\")\n", + "\n", + "invalid_phones = df_comprehensive[df_comprehensive['phone_clean'] == 'Invalid']\n", + "if len(invalid_phones) > 0:\n", + " print(f\"Invalid phones: {invalid_phones['phone'].head(3).tolist()}\")\n", + "\n", + "# Generate data quality summary\n", + "overall_quality = np.mean([results['percentage_valid'] for results in validation_results.values()])\n", + "print(f\"\\nOverall data quality score: {overall_quality:.1f}%\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5. Text Analysis and Insights\n", + "\n", + "Extracting business insights from text data." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Text analysis for business insights\n", + "print(\"=== TEXT ANALYSIS FOR BUSINESS INSIGHTS ===\")\n", + "\n", + "def analyze_text_patterns(df):\n", + " \"\"\"Analyze text patterns for business insights\"\"\"\n", + " analysis = {}\n", + " \n", + " # 1. Name analysis\n", + " analysis['name_insights'] = {\n", + " 'avg_name_length': df['customer_name_clean'].str.len().mean(),\n", + " 'names_with_titles': df['customer_name_clean'].str.contains(r'Dr\\.|Prof\\.|Mr\\.|Ms\\.|Mrs\\.').sum(),\n", + " 'names_with_suffixes': df['customer_name_clean'].str.contains(r'Jr\\.|Sr\\.|III|II').sum(),\n", + " 'hyphenated_names': df['customer_name_clean'].str.contains('-').sum(),\n", + " 'most_common_first_names': df['customer_name_clean'].str.split().str[0].value_counts().head(5)\n", + " }\n", + " \n", + " # 2. Email domain analysis\n", + " domains = df['email_clean'].str.split('@').str[1]\n", + " analysis['email_insights'] = {\n", + " 'total_unique_domains': domains.nunique(),\n", + " 'top_domains': domains.value_counts().head(10),\n", + " 'edu_domains': domains.str.endswith('.edu').sum(),\n", + " 'com_domains': domains.str.endswith('.com').sum(),\n", + " 'org_domains': domains.str.endswith('.org').sum()\n", + " }\n", + " \n", + " # 3. Geographic analysis from addresses\n", + " states = df['address_clean'].str.extract(r'\\b([A-Z]{2})\\s+\\d{5}')[0]\n", + " analysis['geographic_insights'] = {\n", + " 'unique_states': states.nunique(),\n", + " 'top_states': states.value_counts().head(10),\n", + " 'coastal_states': states.isin(['CA', 'NY', 'FL', 'WA', 'OR']).sum()\n", + " }\n", + " \n", + " # 4. Job title analysis\n", + " analysis['job_insights'] = {\n", + " 'unique_job_titles': df['job_title_clean'].nunique(),\n", + " 'top_job_titles': df['job_title_clean'].value_counts().head(10),\n", + " 'tech_jobs': df['job_title_clean'].str.contains('Engineer|Developer|Data|Software', case=False).sum(),\n", + " 'management_jobs': df['job_title_clean'].str.contains('Manager|Director|VP|President', case=False).sum()\n", + " }\n", + " \n", + " # 5. Company analysis\n", + " analysis['company_insights'] = {\n", + " 'unique_companies': df['company_clean'].nunique(),\n", + " 'top_companies': df['company_clean'].value_counts().head(10),\n", + " 'inc_companies': df['company_clean'].str.contains('Inc\\.').sum(),\n", + " 'llc_companies': df['company_clean'].str.contains('LLC').sum(),\n", + " 'startups': df['company_clean'].str.contains('Startup|startup', case=False).sum()\n", + " }\n", + " \n", + " return analysis\n", + "\n", + "# Perform text analysis\n", + "text_analysis = analyze_text_patterns(df_comprehensive)\n", + "\n", + "print(\"TEXT ANALYSIS RESULTS:\")\n", + "\n", + "print(\"\\n1. NAME INSIGHTS:\")\n", + "name_insights = text_analysis['name_insights']\n", + "print(f\" Average name length: {name_insights['avg_name_length']:.1f} characters\")\n", + "print(f\" Names with titles: {name_insights['names_with_titles']}\")\n", + "print(f\" Names with suffixes: {name_insights['names_with_suffixes']}\")\n", + "print(f\" Hyphenated names: {name_insights['hyphenated_names']}\")\n", + "print(\" Most common first names:\")\n", + "for name, count in name_insights['most_common_first_names'].items():\n", + " print(f\" {name}: {count}\")\n", + "\n", + "print(\"\\n2. EMAIL INSIGHTS:\")\n", + "email_insights = text_analysis['email_insights']\n", + "print(f\" Unique domains: {email_insights['total_unique_domains']}\")\n", + "print(f\" .edu domains: {email_insights['edu_domains']}\")\n", + "print(f\" .com domains: {email_insights['com_domains']}\")\n", + "print(f\" .org domains: {email_insights['org_domains']}\")\n", + "print(\" Top domains:\")\n", + "for domain, count in email_insights['top_domains'].head(5).items():\n", + " print(f\" {domain}: {count}\")\n", + "\n", + "print(\"\\n3. GEOGRAPHIC INSIGHTS:\")\n", + "geo_insights = text_analysis['geographic_insights']\n", + "print(f\" Unique states: {geo_insights['unique_states']}\")\n", + "print(f\" Coastal states: {geo_insights['coastal_states']}\")\n", + "print(\" Top states:\")\n", + "for state, count in geo_insights['top_states'].head(5).items():\n", + " print(f\" {state}: {count}\")\n", + "\n", + "print(\"\\n4. JOB INSIGHTS:\")\n", + "job_insights = text_analysis['job_insights']\n", + "print(f\" Unique job titles: {job_insights['unique_job_titles']}\")\n", + "print(f\" Tech jobs: {job_insights['tech_jobs']}\")\n", + "print(f\" Management jobs: {job_insights['management_jobs']}\")\n", + "\n", + "print(\"\\n5. COMPANY INSIGHTS:\")\n", + "company_insights = text_analysis['company_insights']\n", + "print(f\" Unique companies: {company_insights['unique_companies']}\")\n", + "print(f\" Inc. companies: {company_insights['inc_companies']}\")\n", + "print(f\" LLC companies: {company_insights['llc_companies']}\")\n", + "print(f\" Startups: {company_insights['startups']}\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Sentiment analysis of product reviews\n", + "print(\"=== SENTIMENT ANALYSIS OF REVIEWS ===\")\n", + "\n", + "def analyze_review_sentiment(df):\n", + " \"\"\"Analyze sentiment in product reviews\"\"\"\n", + " # Define sentiment word lists\n", + " positive_words = [\n", + " 'great', 'excellent', 'amazing', 'fantastic', 'love', 'perfect', \n", + " 'outstanding', 'superb', 'incredible', 'wonderful', 'awesome', \n", + " 'brilliant', 'impressive', 'remarkable', 'exceptional'\n", + " ]\n", + " \n", + " negative_words = [\n", + " 'terrible', 'poor', 'disappointing', 'waste', 'cheap', 'broke', \n", + " 'fake', 'mediocre', 'awful', 'horrible', 'useless', 'worst', \n", + " 'defective', 'junk', 'garbage'\n", + " ]\n", + " \n", + " # Create patterns\n", + " positive_pattern = '|'.join(positive_words)\n", + " negative_pattern = '|'.join(negative_words)\n", + " \n", + " # Count sentiment words\n", + " df['positive_word_count'] = df['product_reviews'].str.lower().str.count(positive_pattern)\n", + " df['negative_word_count'] = df['product_reviews'].str.lower().str.count(negative_pattern)\n", + " \n", + " # Calculate sentiment score\n", + " df['sentiment_score'] = df['positive_word_count'] - df['negative_word_count']\n", + " \n", + " # Categorize sentiment\n", + " def categorize_sentiment(score):\n", + " if score > 0:\n", + " return 'Positive'\n", + " elif score < 0:\n", + " return 'Negative'\n", + " else:\n", + " return 'Neutral'\n", + " \n", + " df['sentiment_category'] = df['sentiment_score'].apply(categorize_sentiment)\n", + " \n", + " # Additional features\n", + " df['has_exclamation'] = df['product_reviews'].str.contains('!').astype(int)\n", + " df['has_caps'] = df['product_reviews'].str.contains(r'[A-Z]{3,}').astype(int)\n", + " df['review_word_count'] = df['product_reviews'].str.split().str.len()\n", + " \n", + " return df\n", + "\n", + "# Analyze sentiment\n", + "df_sentiment = analyze_review_sentiment(df_comprehensive.copy())\n", + "\n", + "print(\"Sentiment analysis results:\")\n", + "sentiment_summary = df_sentiment['sentiment_category'].value_counts()\n", + "print(sentiment_summary)\n", + "print(f\"\\nSentiment distribution:\")\n", + "for category, count in sentiment_summary.items():\n", + " percentage = (count / len(df_sentiment)) * 100\n", + " print(f\" {category}: {count} ({percentage:.1f}%)\")\n", + "\n", + "print(\"\\nSentiment score statistics:\")\n", + "print(df_sentiment['sentiment_score'].describe())\n", + "\n", + "print(\"\\nSample reviews by sentiment:\")\n", + "for sentiment in ['Positive', 'Negative', 'Neutral']:\n", + " sample_reviews = df_sentiment[df_sentiment['sentiment_category'] == sentiment]['product_reviews'].head(2)\n", + " print(f\"\\n{sentiment} reviews:\")\n", + " for review in sample_reviews:\n", + " print(f\" - {review}\")\n", + "\n", + "# Correlation analysis\n", + "print(\"\\nCorrelation between text features:\")\n", + "text_features = ['positive_word_count', 'negative_word_count', 'sentiment_score', \n", + " 'has_exclamation', 'has_caps', 'review_word_count']\n", + "correlation_matrix = df_sentiment[text_features].corr()\n", + "print(correlation_matrix.round(3))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Practice Exercises\n", + "\n", + "Apply string operations to complex text processing scenarios:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 1: Advanced Text Cleaning Pipeline\n", + "# Create a comprehensive text cleaning and validation system:\n", + "# - Handle international characters and encoding issues\n", + "# - Implement fuzzy matching for duplicate detection\n", + "# - Create data quality scoring system\n", + "# - Generate cleaning reports with statistics\n", + "\n", + "def advanced_text_cleaning_pipeline(df):\n", + " \"\"\"Advanced text cleaning with international support and validation\"\"\"\n", + " # Your implementation here\n", + " pass\n", + "\n", + "# cleaned_df = advanced_text_cleaning_pipeline(df_text)\n", + "# print(\"Advanced text cleaning completed\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 2: Text Mining and Information Extraction\n", + "# Extract structured information from unstructured text:\n", + "# - Extract entities (names, organizations, locations)\n", + "# - Parse complex address formats\n", + "# - Identify and extract contact information\n", + "# - Create knowledge graphs from text relationships\n", + "\n", + "# Your code here:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 3: Business Intelligence from Text\n", + "# Create business insights from text analysis:\n", + "# - Customer segmentation based on text patterns\n", + "# - Market analysis from company and job data\n", + "# - Geographic market penetration analysis\n", + "# - Competitive intelligence from text data\n", + "\n", + "# Your code here:\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Key Takeaways\n", + "\n", + "1. **String Accessor (`.str`)**:\n", + " - Essential for all pandas string operations\n", + " - Works with Series containing strings\n", + " - Handles NaN values gracefully\n", + "\n", + "2. **Basic Operations**:\n", + " - **Case**: `.upper()`, `.lower()`, `.title()`, `.capitalize()`\n", + " - **Length**: `.len()`\n", + " - **Slicing**: `.str[start:end]`\n", + " - **Splitting**: `.str.split()`\n", + "\n", + "3. **Pattern Matching**:\n", + " - **Contains**: `.str.contains()` for pattern detection\n", + " - **Startswith/Endswith**: `.str.startswith()`, `.str.endswith()`\n", + " - **Regular Expressions**: Use `regex=True` parameter\n", + "\n", + "4. **Text Cleaning**:\n", + " - **Replace**: `.str.replace()` for substitution\n", + " - **Strip**: `.str.strip()` for whitespace removal\n", + " - **Extract**: `.str.extract()` for regex pattern extraction\n", + "\n", + "## String Operations Quick Reference\n", + "\n", + "```python\n", + "# Basic transformations\n", + "df['col'].str.upper() # Uppercase\n", + "df['col'].str.lower() # Lowercase\n", + "df['col'].str.title() # Title Case\n", + "df['col'].str.len() # String length\n", + "df['col'].str.strip() # Remove whitespace\n", + "\n", + "# Pattern matching\n", + "df['col'].str.contains('pattern') # Check if contains\n", + "df['col'].str.startswith('prefix') # Check if starts with\n", + "df['col'].str.endswith('suffix') # Check if ends with\n", + "\n", + "# Extraction and replacement\n", + "df['col'].str.extract(r'(\\d+)') # Extract pattern\n", + "df['col'].str.replace('old', 'new') # Replace text\n", + "df['col'].str.split('delimiter') # Split string\n", + "\n", + "# Advanced regex\n", + "df['col'].str.findall(r'\\b\\w+\\b') # Find all matches\n", + "df['col'].str.count(r'\\d') # Count pattern occurrences\n", + "```\n", + "\n", + "## Common Text Cleaning Patterns\n", + "\n", + "| Task | Pattern | Example |\n", + "|------|---------|----------|\n", + "| Remove punctuation | `r'[^\\w\\s]'` | `str.replace(r'[^\\w\\s]', '', regex=True)` |\n", + "| Extract digits | `r'\\d+'` | `str.extract(r'(\\d+)')` |\n", + "| Clean phone numbers | `r'\\D'` | `str.replace(r'\\D', '', regex=True)` |\n", + "| Extract email parts | `r'([^@]+)@(.+)'` | `str.extract(r'([^@]+)@(.+)')` |\n", + "| Standardize whitespace | `r'\\s+'` | `str.replace(r'\\s+', ' ', regex=True)` |\n", + "\n", + "## Best Practices\n", + "\n", + "1. **Data Validation**: Always validate cleaned data\n", + "2. **Preserve Originals**: Keep original columns during cleaning\n", + "3. **Handle Edge Cases**: Plan for missing values and unusual formats\n", + "4. **Performance**: Use vectorized operations instead of apply() when possible\n", + "5. **Documentation**: Document cleaning rules and business logic\n", + "6. **Testing**: Test regex patterns thoroughly with edge cases\n", + "\n", + "## Business Applications\n", + "\n", + "- **Customer Data Cleaning**: Standardize names, addresses, contacts\n", + "- **Market Research**: Analyze company names and domains\n", + "- **Sentiment Analysis**: Process customer reviews and feedback\n", + "- **Data Integration**: Clean and match data from multiple sources\n", + "- **Compliance**: Standardize data for regulatory requirements" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Session_01/PandasDataFrame-exmples/12_data_visualization.ipynb b/Session_01/PandasDataFrame-exmples/12_data_visualization.ipynb new file mode 100755 index 0000000..49bf35e --- /dev/null +++ b/Session_01/PandasDataFrame-exmples/12_data_visualization.ipynb @@ -0,0 +1,1126 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Session 1 - DataFrames - Lesson 12: Data Visualization with Pandas\n", + "\n", + "## Learning Objectives\n", + "- Learn to create plots directly from pandas DataFrames\n", + "- Master different types of visualizations (line, bar, scatter, histogram, etc.)\n", + "- Understand customization options for pandas plots\n", + "- Practice with real-world visualization scenarios\n", + "- Learn when to use pandas vs matplotlib/seaborn\n", + "\n", + "## Prerequisites\n", + "- Completed previous lessons on DataFrames\n", + "- Basic understanding of data analysis concepts\n", + "- matplotlib will be used as the backend" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Libraries loaded successfully!\n" + ] + } + ], + "source": [ + "# Import required libraries\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from datetime import datetime, timedelta\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "# Set matplotlib style and pandas plotting backend\n", + "plt.style.use('seaborn-v0_8')\n", + "pd.plotting.register_matplotlib_converters()\n", + "\n", + "# Display settings\n", + "%matplotlib inline\n", + "plt.rcParams['figure.figsize'] = (10, 6)\n", + "plt.rcParams['font.size'] = 12\n", + "\n", + "print(\"Libraries loaded successfully!\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating Sample Datasets\n", + "\n", + "Let's create multiple datasets for different visualization examples." + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sample datasets created:\n", + "Sales data: (100, 5)\n", + "Stock data: (90, 4)\n", + "\n", + "Sales data preview:\n", + " Date Product Sales Region Salesperson\n", + "0 2024-01-01 Tablet 1147 South Charlie\n", + "1 2024-01-02 Monitor 1034 West Diana\n", + "2 2024-01-03 Laptop 976 North Charlie\n", + "3 2024-01-04 Tablet 939 West Alice\n", + "4 2024-01-05 Tablet 704 West Alice\n" + ] + } + ], + "source": [ + "# Sales dataset\n", + "np.random.seed(42)\n", + "dates = pd.date_range('2024-01-01', periods=100, freq='D')\n", + "sales_data = {\n", + " 'Date': dates,\n", + " 'Product': np.random.choice(['Laptop', 'Phone', 'Tablet', 'Monitor'], 100),\n", + " 'Sales': np.random.normal(1000, 200, 100).astype(int),\n", + " 'Region': np.random.choice(['North', 'South', 'East', 'West'], 100),\n", + " 'Salesperson': np.random.choice(['Alice', 'Bob', 'Charlie', 'Diana', 'Eve'], 100)\n", + "}\n", + "df_sales = pd.DataFrame(sales_data)\n", + "df_sales['Sales'] = np.abs(df_sales['Sales']) # Ensure positive values\n", + "\n", + "# Stock prices dataset\n", + "stock_dates = pd.date_range('2024-01-01', periods=90, freq='D')\n", + "stock_data = {\n", + " 'Date': stock_dates,\n", + " 'AAPL': 150 + np.cumsum(np.random.normal(0, 2, 90)),\n", + " 'GOOGL': 120 + np.cumsum(np.random.normal(0, 1.5, 90)),\n", + " 'MSFT': 300 + np.cumsum(np.random.normal(0, 3, 90)),\n", + " 'TSLA': 200 + np.cumsum(np.random.normal(0, 5, 90))\n", + "}\n", + "df_stocks = pd.DataFrame(stock_data)\n", + "df_stocks.set_index('Date', inplace=True)\n", + "\n", + "print(\"Sample datasets created:\")\n", + "print(f\"Sales data: {df_sales.shape}\")\n", + "print(f\"Stock data: {df_stocks.shape}\")\n", + "print(\"\\nSales data preview:\")\n", + "print(df_sales.head())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Basic Line Plots\n", + "\n", + "Line plots are perfect for time series data and showing trends." + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Basic line plot of stock prices:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Single stock line plot:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Simple line plot\n", + "print(\"Basic line plot of stock prices:\")\n", + "df_stocks.plot()\n", + "plt.title('Stock Prices Over Time')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Price ($)')\n", + "plt.legend(title='Stock')\n", + "plt.grid(True, alpha=0.3)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Single column line plot\n", + "print(\"\\nSingle stock line plot:\")\n", + "df_stocks['AAPL'].plot(color='blue', linewidth=2)\n", + "plt.title('Apple Stock Price')\n", + "plt.ylabel('Price ($)')\n", + "plt.grid(True, alpha=0.3)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Daily sales with 7-day rolling average:\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Daily sales trend\n", + "daily_sales = df_sales.groupby('Date')['Sales'].sum()\n", + "\n", + "daily_sales.plot(kind='line', marker='o', markersize=4)\n", + "plt.title('Daily Sales Trend')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Total Sales ($)')\n", + "plt.grid(True, alpha=0.3)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Rolling average\n", + "print(\"\\nDaily sales with 7-day rolling average:\")\n", + "daily_sales.plot(label='Daily Sales', alpha=0.7)\n", + "daily_sales.rolling(window=7).mean().plot(label='7-day Average', linewidth=3)\n", + "plt.title('Daily Sales with Moving Average')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Sales ($)')\n", + "plt.legend()\n", + "plt.grid(True, alpha=0.3)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Bar Charts\n", + "\n", + "Bar charts are excellent for comparing categories." + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Product sales comparison\n", + "product_sales = df_sales.groupby('Product')['Sales'].sum()\n", + "\n", + "product_sales.plot(kind='bar', color=['skyblue', 'lightcoral', 'lightgreen', 'gold'])\n", + "plt.title('Total Sales by Product')\n", + "plt.xlabel('Product')\n", + "plt.ylabel('Total Sales ($)')\n", + "plt.grid(True, alpha=0.3, axis='y')\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Horizontal bar chart\n", + "print(\"\\nHorizontal bar chart:\")\n", + "product_sales.plot(kind='barh', color='lightblue')\n", + "plt.title('Total Sales by Product (Horizontal)')\n", + "plt.xlabel('Total Sales ($)')\n", + "plt.grid(True, alpha=0.3, axis='x')\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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IAQAAAKiUAAoAAACASgmgAAAAAKiUAAoAAACASrkK3g8wfPin9R4Czax9+3bRrds08cEHn8eYMfrzQ0vmfIXWxTkLrYfzdcrVvft09R4CbZgKKBjnh227du3KV6Blc75C6+KchdbD+QpUQQAFAAAAQKUEUAAAAABUSgAFAAAAQNsIoEaMGBEbbbRRPPbYYw3Lhg4dGv3794+llloqNthgg3jwwQebPOfhhx8uz+ndu3dsv/32ZfvGLr744lhttdWiT58+MXDgwPjyyy8b1n399ddl2bLLLhurrrpqXHjhhZPhVQIAAAC0PS0igMow6De/+U28/PLLDcvGjh0be+65Z8wyyyxx3XXXxaabbhp77bVXvPXWW2V9fs31/fr1iz//+c/RrVu32GOPPcrz0h133BGDBg2KI444Iv70pz/FM888EyeccELD/o8//vh47rnnyrpDDz20bHv77bfX4dUDAAAATNnqHkC98sorsfXWW8d//vOfJssfffTRUtGUAVLPnj1jt912K5VQGUala6+9NpZYYonYaaedYsEFF4xjjjkmhg0bFo8//nhZf8kll8QOO+wQa665Ziy55JJx+OGHl+dmFdQXX3xRnn/wwQfH4osvHuuss0784he/iMsvv7wu7wEAAADAlKzuAVQGRiussEJcffXVTZZnxdJiiy0WU089dcOyZZZZJp5++umG9Tl9rmaqqaYqYVKuHz16dPzzn/9ssj7Dq5EjR8aQIUPKbdSoUWVqXuN95z7HjBlT8SsGAAAAaFs61nsA22yzzQSXDx8+PGadddYmy2aeeeZ4++23v3P9J598Uqb1NV7fsWPHmHHGGcv69u3bx0wzzRSdO3duWJ9T/fI5H330UZnOBwAAAMAUEkB9k5wq1zggSvk4m5V/1/qvvvqq4fGE1mefqAmtS7X9T6x27b7X5rQivrfQejhfoXVxzkLr4XwFpvgAqkuXLqUaqbEMh7p27dqwftywKB9PP/30ZV3t8bjrc6peTtGb0LpU2//E6Ny5w/d8VbR0HTr876zUTp06RPv2ftpCS+Z8hdbFOQuth/MVaFMB1GyzzVYalDf23nvvNUyry/X5eNz1iy66aJlqlyFUPs4G5il7PmWg1b1791IB9eGHH5ZlOTWvNqUvw6cMsCbWiBGj/UVgCjNmzP9eRXHkyNExerR+YNCSOV+hdXHOQuvhfIUp09ixY6NdHUOMFhtA9e7dO84777wyna5WlTR48ODSLLy2Ph/X5JS8559/Pvbaa6/S46lXr15lfTY4T9mcPMOmRRZZpDzO+7ms1qg8t83n5HO/j7H/+28zUyDfW2g9nK/QujhnofVwvtJWbbfdduWiaY116tSp9I9ec80141e/+lXMMMMMzX7c66+/Pg466KC45557Ys4552y2/V577bXx6quvxoABA6JeWmwAtfzyy0ePHj3KG7/HHnvEfffdF88++2wcc8wxZf0WW2wRF1xwQQmp8pt/5plnlm9OLXDK5uaHHHJILLTQQqVq6rDDDoutt966TMFLm222WVl29NFHx7vvvhsXXnhhw74BAACAtm2xxRaLQw89tOHxyJEj41//+lecfPLJ8cILL8SVV15Z14qi7+Pss88uOUs9tdgAqkOHDnHWWWfFwQcfHP369Yt55pmnhEyzzz57WZ9h0xlnnFECpFzep0+f8rX2zd9www1j2LBhJYTK/k7rrrtu7L///g37z2ArA6gddtghpp122th7773LNgAAAACZFSy11FJNli233HLx+eefx+mnnx7PPPPMeOv5Zu3G5iRAJsnw4Z/Wewg0s44d28dMM00TH374eYwaZb47tGTOV2hdnLPQejhfp1zdu09X7yG0qil46dJLLx1v3QMPPBC77rprnHLKKaUKKntUZ+HL3/72t1Icc9FFF8Wnn34agwYNKlPp3nnnnVJU079//9hyyy0b9jNmzJg455xz4pprril9qldZZZUScB177LENU/ByylxOBbz33nsbnvfmm2/GWmutVWZxZcFOypldJ510UhlDtjJafPHF47e//W0ZT9++fUuBTk1zT+9r9RVQAAAAAC3N66+/Xr7ONddc5ettt90Wm2yySZnmlqFSBkDZFuj999+PffbZJ+aYY464++67ywyvvFjaL3/5y/K8E044IS655JLYfffdS5/r3E+GSN9XVmT9/Oc/j9GjR5eZXxmIZZuhnXbaKW644YYShGVgllMKs8VR7eJuk5sACgAAAGAcOWFs1KhRDY8//vjjUo2UQVNWFi2xxBINzckPP/zw6Ny5c3l8xRVXxEsvvRRXXXVV2S6tttpqZV/ZauhnP/tZuQBaVlftuOOO5WJqtW2ykunvf//79xpnhkxZ4ZRfF1100bJs6aWXLr2vn3jiidhqq63K2Lp161bXKYMCKAAAAIBxZHiTU9kay+Bo5ZVXjiOOOKKhB/X888/fED6lDKmy6qkWPtVssskm8ec//7n0jsrnZlPzvKhaY+uvv/73DqAGDx5cptTVwqeUF2C74447oiURQAEAAACMI8OnrGxKGRh16dIlevToUZqTNzbNNNM0eZyVUt27dx9vf7PMMkv5+sknnzQsm2mmmZpsM6HnfZePPvooZp555mjpBFAAAAAA48hgqVevXt/7eTPMMEO88cYb4y0fPnz4eKFT9onKCqrGYVJjGXxlb6fGvvjiiyaPp5tuutKYfFxPPvlkGUvPnj2jJWhf7wEAAAAATCnySnbZk+mpp55qsvyvf/1r6Re15JJLlul5Xbt2jdtvv73JNvfdd994IVheIe/rr79uMuWusWWXXTaGDh0aL7/8csOy3H7vvfcuU/5qUwfrTQUUAABAC7bnvQdM9mNe89OzJ/sxYUrRr1+/0oh8zz33LFfBy/5M9957b1x33XWl4fj0009ftssr0p166qmlX9OKK64YDzzwwHgBVPaIymbleQW9LbfcsjQ3v+iii6JDhw5Njpfb5NX08nhZYZVX18seU3k1vpTHfP7550t/qgzAMvya3OofgQEAAABMITJQykAow6PTTjutBEODBw+Oo446qlQl1ey2224xcODAUgWV27z44otx4IEHNtnXKqusUpbl83fZZZe49dZbY9CgQU0CqOxJddlll0Xv3r3jyCOPjF/96lcxZsyYEkLNNddcZZuddtop3nvvvdh5553jueeei3poNzavK8gkGT7803oPgWbWsWP7mGmmLHH8PEaNGlPv4QDfwvkKrYtzFlpfBZTzdcrTvft09R4CbZgpeAAAALQIZx97/2Q/5u4D1pjsx4S2yBQ8AAAAAColgAIAAACgUgIoAAAAAColgAIAAACgUgIoAAAAAColgAIAAACgUgIoAAAAAColgAIAAACgUgIoAAAAgMls4YUXjscee6ySfb/wwgvx5JNPRkvSsd4DAAAAAGhuG//2L5P1eDedtGm0FHvuuWfstddesfTSS0dLoQIKAAAAgEoJoAAAAABakLFjx8Y555wTffv2jSWWWCJWXXXVGDRoUMP67bbbrjz++c9/Hr17945tttkmXn311YZ1w4YNi4MOOigGDBhQluW6nXfeuVRErbbaauW5Y8aMKevOOOOM+PWvf122z32tt956cc899zT7axJAAQAAALQgN954Y/zpT3+Ko446Km6//fYypS6Don/9618N25x77rklLLr++utjttlmi1133TVGjBhRtvvRj34UAwcOjIMPPjg++OCDElDNOuusce2118ahhx4al112WVxyySUN+7rrrrtK6JX72mKLLWKfffaJV155pVlfkwAKAAAAoAXp0aNHHHPMMbHSSivFnHPOWSqdunfvHi+//HLDNj/+8Y+jf//+0bNnzzjyyCNL0PTQQw/FjDPOGB06dIjpppuu3G6++eaYaqqpyja57dprrx377rtv/PGPf2zY1wwzzBBHHHFEWZ9BVp8+feK6665r1tckgAIAAABoQVZcccWYaaaZ4qSTToo99tgj1lxzzRg+fHjDtLnUuMH4tNNOG/PNN1/DNLzGctniiy8eHTv+/+vQZcCU+/vkk0/K45zm17lz54b1+XhC+/ohBFAAAAAALci1115bqpu+/vrrWHfddePiiy8u0+oaaxwopdGjR0f79uPHPF26dBlvWS3Iyud8n339EE2PAAAAAEBdXXnllaXv0y9+8YvyOCuV3n///dKnqWbIkCEN9z/99NP4z3/+EwsvvPB4+8rKqDvvvDNGjhwZnTp1Ksueeuqp6NatW5mul1588cUSStVCp+eeey6WX375Zn1NAigAAACAOnj22WdLlVNjyy23XJl+98gjj8Raa60Vn3/+eZxyyiklQMom4zU33XRTrLDCCtGrV6847bTTYvbZZy+P09RTTx2vvfZafPTRR7HxxhuXxuSHHHJICbRef/318jgbk7dr165sP3To0DjhhBNiq622ijvuuKM0Oz/++OOb9bUKoAAAAADq4MQTTxxvWVYr5RXs8rbpppvGzDPPHOuvv35pJP7CCy80bJfB0lVXXVWuarfsssvG+eef3zCVLpuW577//e9/x6BBg0rD8byi3mabbVYqn3bYYYfYbbfdGvbVu3fv0sQ8188777xx3nnnxVxzzdWsr1UABQAAAExxbjpp02jJXnzxxW9df/XVV3/r+qx4yivlTci2225bbjWLLbZYXH755d+4r+wTddxxx5VbVTQhBwAAAKBSAigAAAAAKmUKHgAAAEArcumllzbbvvbee++YHFRAAQAAAFApARQAAAAAlRJAAQAAAFApARQAAAAAlRJAAQAAAFApARQAAAAAlRJAAQAAAExmCy+8cLm99dZb46278sory7ozzjjjBx/nzTffLPvKr2no0KHxwAMPxOTWcbIfEQAAAKBiW1+9+2Q93jU/Pft7P6dTp05x7733xv/8z/80WX733XdHu3btmmVcPXr0iAcffDC6detWHg8cODCWX375WH311WNyUgEFAAAAUAfLLrtsCaAa++yzz+Kpp56KxRZbrFmO0aFDh+jevXv5Wk8CKAAAAIA6WGutteLxxx8voVPN/fffX4KpaaaZpsm2119/fay//vqx5JJLRr9+/eKJJ55oWNe3b9+4/PLLY+utt45evXrFpptuGs8999x4U/AGDBhQjjdo0KDYbrvtyvq333479t1331IVtcIKK8Qf/vCHGDFiRMMxf/azn8Wee+4ZyyyzTPz1r3+d5NcqgAIAAACog4UWWihmm222+Nvf/taw7K677oq11167yXYZBB155JGx2267xY033hgrr7xy7LrrrvHOO+80bJP9onJZhkTTTTddCZLGdfDBB0efPn1ip512Kttn0LTDDjvEl19+GZdeemmceuqpJQA7/vjjG56T1VgLLLBAXHPNNbHqqqtO8msVQAEAAADUsQrq3v+bhpeB0EMPPVSWNZbhUFYsbbbZZjH//PPHfvvtV8Kryy67rGGbzTffvARX8803X+y4444NFVCNZTCVfaemnnrqmHHGGePvf/97CbFOOOGEUiW10korxSGHHFKaoH/++eflOdmLavfdd4+ePXs29JGaFAIoAAAAgDpZa621ShA0atSoeOSRR0qwNPPMMzfZ5tVXXy1T7xpbaqmlyvKaeeedt+H+tNNOGyNHjvzOY+fz83kzzDBDw7Kll166jOU///lPeZxj6dq1a/xQAigAAACAOllmmWXK18GDB5er362zzjrjbdOlS5fxlo0ePTrGjBnT8Dgrm76vb9pv468T2mZSCKAAAAAA6qRjx46x+uqrl2l4991333j9n1JOq3vmmWeaLMvHufyHyOf/+9//jo8++qhh2dNPP13GNPfcc0dzEkABAAAA1Hka3rXXXlumu80111zjre/fv3/p95QNyF9//fU48cQTY8iQIbHlllt+72Nl/6cMnd5///1YZZVVyvEOOOCAePHFF+PRRx8tzc432mijmH766aM5dWzWvQEAAADwvay66qql79KEqp/SBhtsEO+9916cfvrpMXz48Fh00UXjwgsvLI3Bv6+tttoqBg4cGL/4xS/ihhtuiLPOOquETltvvXVMM800sfHGG8dvfvObaG7txo4dO7bZ99pGDB/+ab2HQDPr2LF9zDTTNPHhh5/HqFH/fy4t0PI4X6F1cc7CpNvz3gMm+zGv+enZdTlfzz72/pjcdh+wRrQV3btPV+8h0IaZggcAAABApQRQAAAAAFRKAAUAAABApQRQAAAAAFRKAAUAAABApQRQAAAAAFRKAAUAAABApQRQAAAAAFRKAAUAAABApTpWu3sAAAAAxtW3b98YNmxYw+OOHTvGXHPNFT/72c+if//+sd1228Xyyy8fe++9d0wJBFAAAADAFOehTbeYrMdb5S/Xfe/nDBw4MDbYYINyf9SoUfHoo4/GwQcfHDPOOGNMaQRQAAAAAHUw3XTTRffu3Rseb7755nHzzTfHnXfeGVMaPaAAAAAAWoiOHTtGp06dyv133nknfvGLX0SvXr1ivfXWi4cffrhhu48//jh+//vfx8orrxzLLLNM7L///mVZeuyxx8oUvyuuuCJWW221WGqppcr6ESNGNDz/rrvuKtVXvXv3ji233DIef/zxSl+XAAoAAACgzkaOHFkqnx566KFYa621yrIbb7yxhES33HJLLLHEEnHAAQfE2LFjy7q99torXnjhhTjnnHPioosuildffTUGDBjQsL9333037rjjjvjjH/8YZ5xxRtl37i8NGTIkDjzwwNh9993jr3/9a2yyySaxyy67xBtvvFHZ6xNAAQAAANTBoYceGn369Cm3JZdcsoRCO+ywQwmEUlY99evXL+aee+4SEA0fPjzef//9EiBlxdIJJ5xQnpe3vH/vvffGa6+91hBo/e53v4uFF164VEHl7Z///GdZd8EFF8TWW28dG2+8ccwzzzyx/fbbx49//OO48sorK3utekABAAAA1ME+++wT6667brnfpUuX0g+qQ4cODevzqng10047bfn69ddfl5Bp+umnj/nmm69hfc+ePWOGGWYo67K3VMpwqfHzs9F5ymqp2267La6++uqG9RlYrbrqqpW9VgEUAAAAQB3MPPPMTUKicTUOo2pyCl7nzp0nuP3o0aPLrWbc7WrT93KbrKjabLPNmqzv2rVrVEUABUCz2PPeAyb7Ma/56dmT/ZgAAFBv8803X3zyySel2mn++ecvy1555ZX47LPPyroPP/zwO5//5ptvNgm/jj/++LJ8q622qmTMekABAAAAtCI9e/YsPZuyZ9Szzz5bbnl/ueWWi4UWWug7n9+/f/+49dZb45JLLon//Oc/cfHFF5fbvPPOW9mYBVAAAAAArcxxxx1XekRlmLTzzjvHggsuGGeeeeZEPXeppZYqFU9XXHFFucreNddcEyeddFIJsKrSbmxtAiDf2/Dhn9Z7CDSzjh3bx0wzTRMffvh5jBo1pt7DgValXlPwnK/QOvgZC5OuLf2MPfvY+2Ny233AGtFWdO/+v42poR5UQAEAAABQKQEUAAAAAJUSQAEAAABQKQEUAAAAAJUSQAEAAABQKQEUAAAAAJUSQAEAAABQKQEUAAAAAJUSQAEAAABQKQEUAAAAwGQ0YMCAWHjhhb/x9thjj03weddff3307dv3W/ebt4nx2WefxY033hiTS8do4f773//GYYcdFk888UTMOOOMsf3220f//v3Luueffz4OPfTQeOmll2KBBRaIww8/PJZYYomG5958881x6qmnxvDhw2PVVVeNI488Mrp161bWjR07Nk466aT485//HGPGjIktt9wy9ttvv2jfXiYHAAAArd0Rv71psh7vkJM2nuhtDz744Pjtb39b7t96661x4YUXlnyiZoYZZoiqXXzxxSXo2myzzWJyaPFpy69+9auYeuqpS8o3cODAEijddddd8cUXX8Suu+4ayy67bFnXp0+f2G233cry9Oyzz5Zv6F577RVXX311fPLJJ3HQQQc17Peiiy4qAdWgQYPi9NNPj5tuuqksAwAAAKjSdNNNF927dy+3vN+hQ4eGx3nr3Llz5WPIwpzJqUUHUB9//HE8/fTTsfvuu8e8884ba6+9dqy22mrxyCOPlISwS5cuccABB0TPnj1L2DTNNNPE7bffXp572WWXxfrrr1+SvEUWWSSOP/74eOCBB2Lo0KFl/SWXXBL77LNPCbBWXHHFUv10+eWX1/kVAwAAAG3Z4MGD4+c//3n07t07llpqqdhll13i3XffbbLNySefHEsvvXTJSC699NJv3FcW8GywwQZlXznz6/HHHy/Ls5AnC3LycU75i7YeQHXt2jWmmmqq8saMHDkyXnvttXjyySdj0UUXjWeeeSaWWWaZaNeuXdk2v+abn4FVyvUZLtX06NEjZp999rL8nXfeKVP7lltuuYb1ua9hw4aN900FAAAAmBw+/fTTMrtrlVVWKbO2LrjggvjPf/4T5513XsM2mV28+OKLZbbXb37zmzjuuOMm2DNqyJAhceCBB5ainr/+9a+xySablDDrjTfeKKHUTjvtVGaTPfjgg5PltbXoHlBZ4XTIIYeU3k1ZsTR69Ojo169fbLXVVnHPPfeUvk+NzTzzzPHyyy+X+xkkzTrrrOOtf/vtt0tPqNR4/SyzzFK+5vpxn/dt/i//Ygrkewuth/MVWhfnLLQebeF8bQuvkdbjq6++ij322CN23HHHUmgz11xzxbrrrlvaDDXOSo499tiYaaaZYsEFFyxVTFdddVWssMIKTfaV4dXWW28dG2/8v72psqd29te+8sorS6PybHfUqVOnMuUv2noAlV599dVYc801y5uf4VKGUSuttFJ8+eWX482JzMcjRoxo+KZ90/pcV3vceF2qPX9idO7c4Qe9NlqeDh3+tyiwU6cO0b69n0TQGjhfoXXwMxZan7ZyvubrhJaie/fupZVQNgh/4YUX4pVXXinVTjnjqyZDqQyfahZbbLG49tprJ5in3HbbbaVSqiZnl+VF2uqhRQdQ2espu8Bn76acjterV68yfe7ss88ub/i4YVE+zu1qieCE1ueUvsZhU25Xu59y/cQaMWK0tHwKM2bM/zZhGzlydIwePabewwEmgvMVWgc/Y6H1aSvna75OaCneeeed2GKLLWLxxRePlVdeuVQw3X///aWdUE379k27KY0ZM6ZUMo0rZ5HllLtxr3JXy00mtxYdQD333HMxzzzzNHlzMtk755xzSn+n9957r8n2+bg2fW622Wab4PpME3Ndyql4c845Z8P99H1LzyZz03gmI99baD2cr9C6OGeh9WgL52tbeI20HnfddVfMMMMMce655zYsyybjja9YlxdXy1lhtQKanJ43//zzj7ev+eabL958882Sq9TkBdpyebY2qvXUnlxadBPyDJOyOVbjSqZsRJ6hUXZwf+qppxq+Cfk1G5Tn8pRfs3N8TTYdz1suzwAqG5I3Xp/3c9n36f8EAAAA0FxmnHHGeOutt8qMsAyasvn4nXfe2SQX+frrr0tz8WxTlL2f7rjjjthhhx3G21f//v3j1ltvLT21s5F5TuvL27zzzlvWZ4CV/bMzpIq2HkD17du3lJH97ne/i9dffz3uvffeUv203XbbxU9+8pP45JNP4qijjipzIvNrJoDrr79+eW5esvAvf/lLmQeZnd8POOCAWGONNcrUvdr6E088sXSKz9tJJ51UGnIBAAAA1MP6669frla3zz77lKl4mVdk2JT9nGoh1KKLLloKa3J6XgZURx99dCyxxBLj7WuppZYqFU9XXHFFuerdNddcU7KP5ZZbrqxfZ511yvS9DTfcMN5///3KX1u7sY3ruFqgWriUJWXdunWLbbfdtiR7WSqWyw499NDyjVh44YXj8MMPL1P0aq6//vo4/fTT4+OPPy6XMMwG5rVGXTkXMr8RuU2HDh1iyy23jN/+9rffqwRt+PBPK3nN1E/Hju1jppmmiQ8//DxGjZry57tDc9rz3gMm+zGv+enZzldoJfyMhUnXln7Gnn3s/TG57T5gjWgrunefrt5DoA1r0T2g0gILLBAXXXTRBNctueSSccMNN3zjc/v161duE5Kh00EHHVRuAAAAALThAAoAAIDJ66FNt6jPgRfoX5/jAm27BxQAAAAArZ8ACgAAAIBKCaAAAAAAqJQACgAAAIBKCaAAAAAAqJQACgAAAIBKCaAAAAAAqFTHancPAAD1c/ax99fluLsPWKMuxwWAlkoFFAAAAACVEkABAAAAUCkBFAAAAACVEkABAAAAUCkBFAAAAACVEkABAAAAUCkBFAAAAACVEkABAAAAUCkBFAAAAACVEkABAAAAUCkBFAAAAACVEkABAAAAUCkBFAAAAACVEkABAAAAUCkBFAAAAACVEkABAAAAUCkBFAAAAACVEkABAAAAUCkBFAAAAACVEkABAAAAUCkBFAAAAACVEkABAAAAUCkBFAAAAACVEkABAAAAUCkBFAAAAACVEkABAAAAUCkBFAAAAACVEkABAAAAUCkBFAAAAACVEkABAAAAUCkBFAAAAACVEkABAAAAUCkBFAAAAACVEkABAAAAUCkBFAAAAACVEkABAAAAUCkBFAAAAACVEkABAAAAUCkBFAAAAACVEkABAAAAUCkBFAAAAACVEkABAAAAUCkBFAAAAACVEkABAAAAUKmO1e4eAABgyrDTsffW5bhTLV+XwwI0KxVQAAAAAFRKAAUAAABApUzBg3E8tOkWdTnuQn+8uC7HBQAAgKqpgAIAAACgUgIoAAAAAColgAIAAACgUgIoAAAAAColgAIAAACgUgIoAAAAAColgAIAAACgUgIoAAAAAColgAIAAACgUgIoAAAAAColgAIAAACgUgIoAAAAAColgAIAAACgUgIoAAAAAColgAIAAACgUgIoAAAAAColgAIAAACgUgIoAAAAAColgAIAAACgUgIoAAAAAColgAIAAACgUgIoAAAAACrVsdrdM6XY6dh763LcCwf0rctxAQAAgOajAgoAAACAlhVAjR07Nu6444444IADYt11140+ffrEMsssE+uvv34MGDAg7r777hg9enSzDXDEiBFx+OGHx3LLLRcrr7xynHzyyWUM6fnnn4+tttoqevfuHVtssUU899xzTZ578803x9prr13W77nnnvHBBx80eR0nnnhirLjiirH88svH8ccfH2PGjGm2cQMAAAAwCQHULbfcEuuss04ccsghMWrUqNh8881L6PTb3/42Ntxww/j444/j4IMPjp/85Cfxl7/8JZrDH/7wh3j44YfjggsuiJNOOimuueaauPrqq+OLL76IXXfdNZZddtm4/vrrSxC22267leXp2WefLWPZa6+9yvaffPJJHHTQQQ37veiii0pANWjQoDj99NPjpptuKssAAAAAqFMPqKwg+vTTT+N3v/tdrLrqqtGx44SfmsFUVkFdcsklcdttt8U555wzyYP76KOP4rrrrivB0JJLLlmW7bTTTvHMM8+U43fp0qVUYrVr166ETX/729/i9ttvj379+sVll11WqrI222yz8ryscFpzzTVj6NChMddcc5Xx7bPPPiXASvvtt1+cdtppsfPOO0/yeAEAAAD4AQFUhjprrbXWd26XwVBWQOUtg6gfYvDgwTHttNOWKXI1WfWUfv/735epfxk+pfy69NJLx9NPP13GmiHVLrvs0vC8Hj16xOyzz16Wd+7cOf773/+WaX01ua9hw4bFu+++G7POOusPGjcAAAAAkxBATUz4NK7sv/RDZLXSHHPMETfeeGOppBo5cmQJl3bfffcYPnx4LLDAAk22n3nmmePll18u9ycUJOX6t99+uzw3NV4/yyyzlK+5XgAF0Do8tOkWdTnuQn+8uC7HBQCAKT6AqvVVmnHGGWPuueduaOR9xRVXxCOPPFKW1xqCN5fs5/TGG2/EVVddFcccc0wJjrL/1FRTTRVffvllqWRqLB9n0/L01VdffeP6XFd73Hhdqj1/Yv1fARYVaUvvb1t6rdDaOV/hh2kL51BbeI0wpXC+QgsLoE455ZQ477zzSg+obbfdtizL/kt33nln/PjHP45XXnklttlmmzjzzDNjjTXWaJ7BdewYn332WWk+npVQ6a233oorr7wy5plnnvHConzctWvXcj/7Q01ofYZXjcOm3K52P+X6idW5c4cf+Ar5Lp06Td73uEOH731hyFb7WoFJ53yFSf8Zm+dP+/ZT/m97/p2A1sP5Ci0ogHrzzTfLVehOPvnk0ti7Nj0uryJ3xhlnNEy1O/XUU0sj7+YKoLp3714Colr4lOabb77Svyn7Qr333ntNts/Htelzs8022wTX5z5zXcqKqjnnnLPhfu2YE2vEiNHS8oqNHDl6sh5vzJix0VZeKzDpnK8w6T9j8/wZPXpMTOn8OwGth/MVWlAAldVP008/fbz66qsxaNCgsix7LXXo0CGGDBlSbimrlbISKrdZYYUVmjT5nhQ5ne/rr7+O119/vQRP6bXXXiuBVK47//zzyzTAbECeX5988sn45S9/2fDcbGKePaNShlZ5y+UZQGVD8lxfC6Dyfi77vv2fxtYvr2gT2tL725ZeK7R2zlf4YdrCOdQWXiNMKZyv0IICqEUWWaQENBkqZdCT7rvvvlhzzTWbXKEug6KUyzLM+aHmn3/+Uk110EEHxWGHHVaqlHIaYDYhz6vs5dS8o446Kn72s5+VPlHZF6pWofXzn/88tttuu1hqqaWiV69eZbvc11xzzdWw/sQTT4wf/ehH5XHua6eddvrBYwYAAACgqYlqeLPlllvGxx9/HA8//HC5WlxWOWXV0w477FDCprxlVdENN9wQyyyzTHnceNrcD5EhUTY9z8DowAMPLP2nMliadtpp49xzz22ocnrmmWdKODX11FOX5/Xp0yeOOOKI0pMqnzvDDDOURuY1O++8c2ywwQax1157xb777hubbrpp9O/fv1nGDAAAAMD3rICaaaaZSngzcODAOOecc8qUtwxrll122bL+1ltvjd/85jdl+tqFF14YzWm66aaL448/foLrllxyyRJ6fZMMpmpT8MaV0wezsipvAAAAALSAq+DllLecwpZ9oLIKqtbIO2XVU1Yq9e3bt6ECCQAAAADSRF9z/vnnn4+uXbvG4osv3iR8Svl4o402Gi98eu6557zLAAAAAG3cRFdAHXroobHAAgvEL37xi+jZs+e3bvuvf/0rLrrootKU/LrrrmuOcQIAAAAwpQdQeZW5P/7xj/HTn/40evToEauvvnostNBCMfPMM8fo0aPjgw8+KFVSjz76aLz11lux4447Nmn6DQAAAEDbNNEBVDbt3m233cpV6DKMuueee+Liiy+OUaNGlfWdOnUqTcE333zz0vg7rzoHAAAAABMdQNVMO+20ZRpe3saOHRsffvhhtG/fPmacccZqRggAAABA2wqgGmvXrl1069at+UYDAAAAQNu9Ch4AAAAATAoBFAAAAACVEkABAAAA0DoCqA8++KC5dgUAAABAWw+gPvnkk/j9738fL774YowePTp23HHHWGWVVWL99dePoUOHNv8oAQAAAGhbAdQxxxwTjz76aHTs2DHuuuuu+Mc//hHHH398zDvvvOUrAAAAANR0jEnwwAMPxJlnnhk9e/aM888/v1Q/bbzxxrHwwgvHtttuOym7BAAAAGAKNUkVUF988UX06NGj3H/ooYdi5ZVXLve7du1apuQBAAAAwA+qgMrKp/vvv7+EUMOHD48f//jHZfk111xT1gEAAADADwqg9tlnn9h7771j5MiRsdFGG5XeT9kX6vLLLy9T8wAAAADgBwVQq6++eukD9c4778QiiyxSlm244Yax9dZbq4ACYIp39rH31+W4uw9Yoy7HBQCAuvSASjPNNFNMP/308fe//z2++uqrmGOOOYRPAAAAADRPBdSIESPiwAMPjNtuuy3at28fd9xxRxx33HHx+eefxxlnnBHTTjvtpOwWAIAp2EObbjH5D7pA/8l/TACgeSqgzj777BgyZEj86U9/ii5dupRl2223Xbzxxhtx4oknTsouAQAAAJhCTVIAdcstt8Tvf//7WGGFFRqW5f2jjjoq7rnnnuYcHwAAAABtMYDK5uNzzz33eMt79OgRH3/8cXOMCwAAAIC2HEBls/FHHnlkgpVRCyywQHOMCwAAAIC23IR87733jl//+tfxyiuvxOjRo+OGG26I119/vTQjP+WUU5p/lLRZe957wGQ/5r6T/YgAAAAwZZukAGrNNdeM008/Pc4999zo0KFDXHDBBbHggguW8Gm99dZr/lECANCq/8CT/JEHANquSQqg0o9//ONyAwAAAIBmCaBuvPHGid00Nttss4neFgAAAIAp20QHUAMGDJio7dq1ayeAAgAAAOD7B1BDhgyZ2E0BAAAAoEH7aGZvv/12c+8SAAAAgLbWhHzo0KFx3HHHxUsvvRSjR48uy8aOHRsjRoyIDz74IJ5//vnmHicAAAAAbakC6ogjjogXX3wx1ltvvXjnnXdiww03jMUXXzzee++9OOyww5p/lAAAAAC0rQqoJ598Ms4666xYYYUV4u9//3usvfbaseSSS8Ypp5wSDzzwQGy99dbNP1IAAAAA2k4FVE61m3vuucv9+eabr1RDpbz63TPPPNO8IwQAAACg7QVQc8wxR+n/VAugXnjhhXJ/zJgx8fnnnzfvCAEAAABoe1PwNt988zjggAPi+OOPjzXWWCO23377mH322eOhhx6KhRdeuPlHCQAAAEDbCqB23XXX6NKlS7nyXfZ+2mOPPeLss8+OHj16xAknnND8owQAAACgbQVQ7dq1i/79+zcJpPIGAAAAAD+oB9SoUaPivvvuiy+//LJh2VVXXRW//OUv4/e//328+uqr32d3AAAAALQBEx1Avf/++7HJJpuU6XZvvfVWWXbWWWfF4YcfHh988EEMGzYstt5663j55ZerHC8AAAAAU2oAdeaZZ0bHjh3jlltuiZ49e5ar3Z133nmx7LLLxjXXXBMXXnhhbLXVVnHGGWdUO2IAAAAApswA6v77748DDzww5p9//vL4kUceia+++qpUPdX85Cc/iSeeeKKakQIAAAAwZQdQ7777bsw333wNjwcPHlyaka+00koNy2adddb47LPPmn+UAAAAAEz5AdT0008fH3/8ccPjRx99tFRDzTLLLA3LXn/99ejWrVvzjxIAAACAKT+AWnHFFeOyyy4r93Oa3QsvvBDrrrtuw/oxY8bE+eefX3pCAQAAAEBNx5hIe++9d2yzzTax/PLLlwbkc8wxR+y4445l3a233hrnnntuvPnmm6UhOQAAAAB87wAq+z/dfPPNcfvtt5feTxtuuGGZlpeGDRsWc889dxx33HHlCnkAAAAA8L0DqDTzzDPHtttuO97yXXbZ5fvsBgAAAIA2ZKJ7QAEAAADApBBAAQAAANBypuAB0PLtdOy9dTnuVMvX5bAAAEAroAIKAAAAgEoJoAAAAABoGVPwFllkkWjXrt1EbfvCCy/8kDEBAAAA0BYDqKOPPnqiAygAAAAA+N4BVL9+/SZ2UwAAAAD44VfBu+eee+Kll16K0aNHNywbMWJE/POf/4yLLrpoUncLAAAAwBRmkgKoE088Mf74xz/GLLPMEu+//37MNtts8d5775UwasMNN2z+UQIAAADQtq6Cd9NNN8XAgQPjwQcfjFlnnTWuuOKKcn/ppZeOueaaq/lHCQAAAEDbCqCy6qlv377l/sILLxzPPvtszDjjjPHrX/86br311uYeIwAAAABtLYCafvrp44svvij355577njllVfK/dlnnz3eeeed5h0hAAAAAG0vgFphhRVKH6gMm3r37h233357fPDBB3HHHXdEt27dmn+UAAAAALStAGr//fePd999N2677bZYb731onPnzrHKKqvE8ccfH9tvv33zjxIAAACAtnUVvJxqd+ONN8bXX39dwqfLL7+8NCHPq+H16tWr+UcJAAAAQNuqgFprrbXio48+ii5dupTHU001VayzzjolgFpxxRWbe4wAAAAAtIUKqLy63d///vdyf9iwYXHEEUc0BFA1ubxdu3bNP0oAAAAApvwAqk+fPnHVVVfF2LFjy+O33norOnXq1LA+g6epp546jjvuuGpGCgAAAMCUHUD16NEjLrnkknJ/u+22i0GDBsUMM8xQ5dgAAAAAaKtNyC+99NLy9dVXX42XXnqpVEL17Nkz5ptvvuYeHwAAAABtMYAaMWJE/OY3v4m77767yRS8NddcM0499dRyZTwAAAAAmOSr4J188snx7LPPxplnnhlPPPFEPPbYY3HGGWfE888/X74CAAAAwA8KoG6++eY4/PDDY6211orpppuu9IJae+2149BDD42bbrppUnYJAAAAwBRqkgKozz//POaff/7xlmcPqA8++KA5xgUAAABAWw6gFlpoobj99tvHW37bbbdpRA4AAADAD29Cvvvuu8cee+wRL7zwQiy99NJl2eDBg+Ouu+6Kk046aVJ2CQAAAEBbD6AWXXTRePDBB2PmmWeONdZYI0477bQ4//zz4/7774+xY8fGwgsvXK6At+6661Y7YgAAAACmzAAqQ6bG1llnnXIDAAAAgGbvAQUAAAAAlfSAyibj00477Xdut9lmm32f3QIAAAAwBfteAdQf/vCH79ymXbt2AigAAAAAJi2Aeuihh0oTcgAAAABo9h5QWdlUb7vuumsMGDCg4fHzzz8fW221VfTu3Tu22GKLeO6555psf/PNN8faa69d1u+5557xwQcfNGmqfuKJJ8aKK64Yyy+/fBx//PExZsyYyfp6AAAAANqC9pN6FbzJ7ZZbbokHHnig4fEXX3xRAqlll102rr/++ujTp0/stttuZXl69tln4+CDD4699torrr766vjkk0/ioIMOanj+RRddVAKqQYMGxemnnx433XRTWQYAAABAnQKozTffPLp06RL18NFHH5UKpV69ejUsu/XWW8t4DjjggOjZs2cJm6aZZpq4/fbby/rLLrss1l9//dKPapFFFinPzwBr6NChZf0ll1wS++yzTwmwsgpqv/32i8svv7wurw8AAABgSjbRAdQxxxwzUVfAq8Jxxx0Xm266aSywwAINy5555plYZpllGqYG5tell146nn766Yb1GS7V9OjRI2afffay/J133on//ve/sdxyyzWsz30NGzYs3n333cn62gAAAACmdN+rCXk9PPLII/GPf/yjTJE77LDDGpYPHz68SSCVskH6yy+/XO5nkDTrrLOOt/7tt98uz02N188yyyzla64f93nfpgW0xmIK4bMEfBf/TkDr4XyF1sP5CpNHiw6gvv766zj00EPjkEMOia5duzZZ9+WXX0bnzp2bLMvHI0aMKPe/+uqrb1yf62qPG69LtedPjM6dO0zCq4IJ69TJ5wn4dv6dgNbD+Qqth/MVJo8WHUBlg/AlllgiVltttfHWZf+nccOifFwLqr5p/VRTTdUkbKr1taptm+sn1ogRo6XlNJuRI0fXewhAC+ffCWg9nK/QejhfYfJo0QFUXvnuvffeK1e4axwS3XHHHbHRRhuVdY3l49r0udlmm22C67t3717WpZyKN+ecczbcT7n++6jzxQGZgvgsAd/FvxPQejhfofVwvkILa0JeD5deemnp/XTjjTeWW9++fcst7/fu3TueeuqpGPt//1rk1yeffLIsT/l18ODBDfvKpuN5y+UZQGVD8sbr834u+z79nwAAAABo5RVQc8wxR5PH00wzTfk6zzzzlIbiJ510Uhx11FHxs5/9LK666qrSF2r99dcv2/z85z+P7bbbLpZaaqno1atX2W6NNdaIueaaq2H9iSeeGD/60Y/K49zXTjvtNNlfIwAAAMCUrkUHUN9m2mmnjXPPPbc0Kb/mmmti4YUXjvPOOy+mnnrqsj6n7R1xxBFx+umnx8cffxyrrLJKHHnkkQ3P33nnneP999+PvfbaKzp06BBbbrll9O/fv46vCAAAAGDK1KoCqGOPPbbJ4yWXXDJuuOGGb9y+X79+5TYhGToddNBB5QYAAABAG+0BBQAAAEDrJ4ACAAAAoFICKAAAAAAqJYACAAAAoFICKAAAAAAqJYACAAAAoFICKAAAAAAqJYACAAAAoFICKAAAAAAqJYACAAAAoFICKAAAAAAqJYACAAAAoFICKAAAAAAqJYACAAAAoFICKAAAAAAqJYACAAAAoFICKAAAAAAqJYACAAAAoFICKAAAAAAqJYACAAAAoFICKAAAAAAqJYACAAAAoFICKAAAAAAqJYACAAAAoFICKAAAAAAqJYACAAAAoFICKAAAAAAqJYACAAAAoFICKAAAAAAqJYACAAAAoFICKAAAAAAqJYACAAAAoFICKAAAAAAqJYACAAAAoFICKAAAAAAqJYACAAAAoFICKAAAAAAqJYACAAAAoFICKAAAAAAqJYACAAAAoFICKAAAAAAqJYACAAAAoFICKAAAAAAqJYACAAAAoFICKAAAAAAqJYACAAAAoFICKAAAAAAqJYACAAAAoFICKAAAAAAq1bHa3QMA8G12OvbeyX7MqZaf7IcEANo4FVAAAAAAVEoABQAAAEClBFAAAAAAVEoABQAAAEClBFAAAAAAVEoABQAAAEClBFAAAAAAVEoABQAAAEClBFAAAAAAVEoABQAAAEClBFAAAAAAVEoABQAAAEClBFAAAAAAVEoABQAAAEClBFAAAAAAVEoABQAAAEClBFAAAAAAVEoABQAAAEClBFAAAAAAVEoABQAAAEClBFAAAAAAVEoABQAAAEClBFAAAAAAVEoABQAAAEClBFAAAAAAVEoABQAAAEClBFAAAAAAVEoABQAAAEClBFAAAAAAVEoABQAAAEClBFAAAAAAtO0A6p133ol99tknll9++VhttdXimGOOia+//rqsGzp0aPTv3z+WWmqp2GCDDeLBBx9s8tyHH344Ntpoo+jdu3dsv/32ZfvGLr744rLPPn36xMCBA+PLL7+crK8NAAAAoC1o0QHU2LFjS/iUwdDll18ep5xyStx3331x6qmnlnV77rlnzDLLLHHdddfFpptuGnvttVe89dZb5bn5Ndf369cv/vznP0e3bt1ijz32KM9Ld9xxRwwaNCiOOOKI+NOf/hTPPPNMnHDCCXV+xQAAAABTnhYdQL322mvx9NNPl6qnBRdcMJZddtkSSN18883x6KOPloqmDJB69uwZu+22W6mEyjAqXXvttbHEEkvETjvtVJ6b+xg2bFg8/vjjZf0ll1wSO+ywQ6y55pqx5JJLxuGHH16eqwoKAAAAoA0FUN27d48//vGPpcqpsc8++6xULC222GIx9dRTNyxfZpllSmCVcn0GVjVTTTVVLL744mX96NGj45///GeT9RlejRw5MoYMGTJZXhsAAABAW9GiA6jpp5++9GiqGTNmTFx22WWx4oorxvDhw2PWWWdtsv3MM88cb7/9drn/bes/+eST0keq8fqOHTvGjDPO2PB8AAAAAJpHx2hFskfT888/X3o6ZQPxzp07N1mfj0eMGFHu51S6b1r/1VdfNTz+pudPrHbtJvHFwDh8loDv4t8JaD2cr9B6OF9h8ujYmsKnbBaejcgXWmih6NKlS3z00UdNtsnwqGvXruV+rh83TMrHWVWV62qPx12fU/UmVufOHX7AK4KmOnXyeQK+nX8noPVwvkLr4XyFyaNVBFBHHnlkXHnllSWEWm+99cqy2WabLV555ZUm27333nsN0+pyfT4ed/2iiy5aptplCJWPs4F5GjVqVAm0su/UxBoxYrS0nGYzcuToeg8BaOH8OwGth/MVWg/nK0weLT6AGjRoUFx11VVx8sknx09+8pOG5b17947zzjuvTKerVT0NHjy4NCKvrc/HNTklL6fv7bXXXtG+ffvo1atXWb/CCiuU9dmcPPtALbLIIt9rfGPHNtMLpc3zWQK+i38noPVwvkLr4XyFyaNFNyF/9dVX46yzzopddtmlBEvZWLx2W3755aNHjx5x0EEHxcsvv1zCqGeffTa23HLL8twtttginnzyybI81+d2c845Z0PgtM0228QFF1wQd999d3neYYcdFltvvfX3moIHAAAAQCuvgLrnnnti9OjRcfbZZ5dbYy+++GIJpw4++ODo169fzDPPPHHmmWfG7LPPXtZn2HTGGWfE0UcfXZb36dOnfG33f3PmNtxwwxg2bFgccsghpffTuuuuG/vvv39dXicAAADAlKxFB1C77rpruX2TDJ0uu+yyb1y/+uqrl9uk7h8AAACAKXwKHgAAAACtnwAKAAAAgEoJoAAAAAColAAKAAAAgEoJoAAAAAColAAKAAAAgEoJoAAAAAColAAKAAAAgEoJoAAAAAColAAKAAAAgEoJoAAAAAColAAKAAAAgEoJoAAAAAColAAKAAAAgEoJoAAAAAColAAKAAAAgEoJoAAAAAColAAKAAAAgEoJoAAAAAColAAKAAAAgEoJoAAAAAColAAKAAAAgEoJoAAAAAColAAKAAAAgEoJoAAAAAColAAKAAAAgEoJoAAAAAColAAKAAAAgEoJoAAAAAColAAKAAAAgEoJoAAAAACoVMdqdw9MrLOPvX+yH3P3AWtM9mMCAADQ9qiAAgAAAKBSAigAAAAAKiWAAgAAAKBSAigAAAAAKiWAAgAAAKBSAigAAAAAKiWAAgAAAKBSAigAAAAAKiWAAgAAAKBSAigAAAAAKiWAAgAAAKBSAigAAAAAKiWAAgAAAKBSAigAAAAAKiWAAgAAAKBSAigAAAAAKiWAAgAAAKBSAigAAAAAKiWAAgAAAKBSAigAAAAAKiWAAgAAAKBSAigAAAAAKiWAAgAAAKBSAigAAAAAKiWAAgAAAKBSAigAAAAAKiWAAgAAAKBSAigAAAAAKiWAAgAAAKBSAigAAAAAKiWAAgAAAKBSAigAAAAAKiWAAgAAAKBSAigAAAAAKiWAAgAAAKBSAigAAAAAKiWAAgAAAKBSAigAAAAAKiWAAgAAAKBSAigAAAAAKiWAAgAAAKBSAigAAAAAKiWAAgAAAKBSAigAAAAAKiWAAgAAAKBSAigAAAAAKiWAAgAAAKBSAigAAAAAKiWAAgAAAKBSAigAAAAAKtWmA6ivv/46Bg4cGMsuu2ysuuqqceGFF9Z7SAAAAABTnI7Rhh1//PHx3HPPxZ/+9Kd466234sADD4zZZ589fvKTn9R7aAAAAABTjDYbQH3xxRdx7bXXxvnnnx+LL754ub388stx+eWXC6AAAAAAmlGbnYI3ZMiQGDVqVPTp06dh2TLLLBPPPPNMjBkzpq5jAwAAAJiStNkKqOHDh8dMM80UnTt3blg2yyyzlL5QH330UXTr1m2i9tOuXYWDhIr5/ELr4pyF1sP5Cq2H8xUmj3Zjx44dG23QjTfeGKeddlrcd999DcuGDh0aa6+9djzwwAPxox/9qK7jAwAAAJhStNkpeF26dIkRI0Y0WVZ73LVr1zqNCgAAAGDK02YDqNlmmy0+/PDD0geq8bS8DJ+mn376uo4NAAAAYErSZgOoRRddNDp27BhPP/10w7LBgwdHr169on37Nvu2AAAAADS7Npu0TDXVVLHZZpvFYYcdFs8++2zcfffdceGFF8b2229f76EBAAAATFHabBPy9OWXX5YA6s4774xpp502dt555+jfv3+9hwUAAAAwRWnTARQAAAAA1WuzU/AAAAAAmDwEUAAAAABUSgAFAAAAQKUEUAAAAABUSgAFAADQhr311lsxoWtTjR49Ov71r3/VZUzAlMdV8AAAqMRrr70WL774Ynz99dfjrdtss83qMiZgfIsuumg89NBD0a1btybL33jjjdhkk03imWeeqdvYgClHx3oPAOpt0KBBsfPOO8dUU03VZPlnn31W1g0YMKBuYwOaGjJkSBx22GHl64R+oX3hhRfqMi5gfBdffHEce+yxMf3008e0007bZF27du0EUFBn1157bZxzzjnlftYkbLHFFtG+fdMJMp988kn07NmzTiMEpjQqoGizf5F9//33y/3tt98+zjjjjJhhhhmabPPSSy/FCSecEE8//XSdRgmMa/PNNy/n6nbbbRfTTTfdeOuXX375uowLGN8qq6wSu+yyS/Tv37/eQwEmYOTIkXHLLbfEmDFjYuDAgeXW+GdrBsX5B9oVV1xxvP8nA0wKFVC0Se+++26T/xDvtdde422TP3B32GGHyTwy4Nu8+uqrcdNNN8U888xT76EA3+Grr76KtdZaq97DAL5Bp06dGioR55xzzlh66aWjY0e/HgLV0YScNin/kpNTePI2++yzx8MPP9zwuHZ76qmn4te//nW9hwo0sthii5UKRqDl23TTTeOKK66o9zCAifz5euqpp5afsVkRdcABB8RSSy0V22yzTQwbNqzewwOmEKbgwf/JH7Y57z2rowYPHhyLLLJIzDfffPUeFrR5N954Y5Opsdddd138/Oc/j7nmmis6dOjQZFs9ZaC+cnpsTtupTe/JP+b86Ec/KtUV4/aWueSSS+o0SmBc+++/f/kD7Omnnx7PPvtsHHrooXH00UfH7bffXqoZzzvvvHoPEZgCCKBo8zJs+tWvflX6Pc0///zRr1+/0tz4yy+/LMvWX3/9eg8R2rS+fftO1Hb5S+8999xT+XiAb5YX75hYE5r+DtRH9lDMUDj/ALvHHntEly5d4pRTTol///vfpf9ihskAP5RJvrR5+dedDTbYIHr37h0XXHBB+YF77733lqaM+VcgARTUV56PE+ODDz6ofCzAxIdKWb2YP187d+7cZJsvvvgi/vznP9dhdMA3yZqE7AmV1U6PPPJIqYBKH3/8cUw99dT1Hh4whdADijbv5ZdfLs3Gs+l4/qK77rrrlv8s51+C3nrrrXoPD2hk0UUXnWDQlP0pNDuG+svzM3925u2ggw4qP2Nrj2u3Rx99NE488cR6DxUYpz/q73//+xIi53TZtddeuwRReR5PbCUywHdRAUWbN8sss8Qrr7xS/iL7/PPPx4ABA8rybEzeo0ePeg8P2rysorj++usb/kK75557lr/SNpa927p3716nEQI1jz/+eJnWXusDteWWWzZZX+v8sMkmm9RlfMA3zwg47bTTSkh85plnxrTTThsvvvhirL766uWcBmgOekDR5uV89+z1lH/tWWihheLaa6+Nc845p/SxOOaYY2LjjTeu9xChTfv888/joosuKvfzvNxxxx1jmmmmabJNTg9YZ511SmNyoL7yF9i8sEdWUOTP1G7dujWsy2AqK45nmmmmuo4RAJj8BFAQUSqf8j/Mq666anTt2jWefvrp8jUbMQItR4bD2Qx1ttlmq/dQAGCK8te//jUuvvji+M9//hM33HBD+SNtVhfvuuuu9R4aMIUwBQ8iYrHFFiu3mqWWWipGjBgRzzzzTGlODrQMeaGA7NMGtHzbb7/9t67PX26BluGKK66Is846K375y1+WmQFpiSWWKFPz8v/ErloJNAcBFG3ek08+GYcffnjpA5VTBhrr0KFDPPfcc3UbG9DUCiusEDfffHP5D/K4V9YCWpa8mEdjo0aNiqFDh8YDDzwQu+++e93GBYzv0ksvjT/84Q+xxhprxEknnVSWbbrppjHjjDPGIYccIoACmoUAijYvf9jOMcccsd9++8W+++4bxx9/fLzzzjul10xeDQRoOd5///3yF9qcipd9Zbp06dJk/T333FO3sQFNfdMvrHlRgTvvvDN23nnnyT4mYMKyFUXPnj3HW569FT/66KO6jAmY8gigaPPyEtFZapw/dBdffPFyda1tt902Zp555jj//PNjgw02qPcQgf+z9dZblxvQei233HKl8hhoObLlRF51du+9925Ylq2CL7zwwlhyySXrOjZgyiGAos3Lq/HkVLs0//zzN1xyNn/Yvv766/UeHtBINiBPX375Zbzxxhtl2uzcc89dLhcNtLyKigld1TJ7uWXlMdBy/O53vyvNxu+///7S8ylD4n//+9/x1VdflT/IAjQHARRt3oorrljmuucP3j59+pSrf2SFxb333hvTTTddvYcHNDJy5MhSsZjNUkePHl3+OtuxY8fYeOONy3+W9YWClqNv377Rrl27cp421qNHj9LYGKj/H3WyV1tWJebtjjvuiJtuuileffXV8jN2rbXWik022SSmmWaaeg8VmEK0Gzvu/wqgjcl+T/vvv3+ss8468bOf/Sx23HHH+Mc//lGqog477LDYaqut6j1EoFHPtmxgnA1RMzDOCqinnnqqLF977bXjwAMPrPcQgf8zbNiwJo8zjMpp7rPMMku5D9RX9lTMKz4//fTT8emnn8aCCy5YgqhaKDXTTDPVe4jAFEYARZv0xBNPlF9es3JiXHlK5BXx8q89f/3rX8vVtoCWU7F42mmnlavhNfboo4+WCwk8+OCDdRsbMGEPPfRQqajIwHi++eaLlVdeuQRRQMuRbSdqYVTe8v/Ceb7WAqmf/OQn9R4iMAUQQNEmLbroouUX1Ww0XpNTeM4777wyNSC99957sdpqq8ULL7xQx5ECjWXwdPnll8cCCyzQZPlLL70UP/3pT0s1FNAyvP3227HHHnuUX2zzF9mc0pO922afffa46KKLYrbZZqv3EIEJyB5QORvguuuuKy0psg+U/w8DzUEPKNqkCeWub775ZowaNaou4wEmvgLqxBNPLLda4/FPPvkkTj755PGqooD6yr5s+YeeDJtmmGGGsuzDDz8s096POuqoOP300+s9ROD/AqfBgwfHY489Vm7/+te/Sh/UZZZZplQXZwUUQHMQQAHQagwcODC23377Up2YFRUpqyvmmmuuOPvss+s9PGCcqbFXX311Q/iUsqdM/kK77bbb1nVsQMSgQYNK4JRT7/KPOssuu2xstNFGccQRR5R+UADNTQAFQKuRU3Zuvvnm+Nvf/havvfZadOnSpQRRq6yySrRv377ewwMayeDp448/Hm95Vi3qAQUtI4DKn6u//e1vyxWgp5pqqnoPCZjCCaAAaFXyF9e8NHTegJZrww03jN/97nflirK9evUqy7LSIqsrNthgg3oPD9q8nM7++OOPxxVXXFHuL7HEEmU6e96WXnrp8kcegOYkgKLNuu222xp6yKS8Os9dd90V3bp1K4/zcrRA/fXt23eiLtme29x9992TZUzAd9t3333j/fffj5133rmh92KHDh1iq622igMOOKDew4M2L6fb5a120YBaD6gMjt99991YcsklS/+nvK200kr1Hi4wBXAVPNrsL7QTK6/+AdTPDTfc8I3rvvjii7jwwgtj2LBh0adPn7jyyisn69iACcsryWa/pwyccsrdv//97zJ1NpdtvvnmMfXUU9d7iMC3eO6550oPt5z27ip4QHMRQAHQKt1zzz3lSloZQmVT4y233LLeQ4I27/PPPy/9ZB544IHyi2vPnj1LiHzwwQfHj370ozKlJ6+4dfnll5fHQP19+eWX5cp3zz77bMMtK6AWXXTR0pg8b6a9A81BAAVAq5LVTn/4wx/KL7j9+vUr4dOMM85Y72EBEXHsscfGQw89VPo+ZQ+Z/MU2r1qZV9S69NJLSw+3Qw89tARV2XMGqJ8MhjNsyot6dOzYsUy5W2655UrglFXFmpIDzU0PKABahVGjRsUFF1wQZ599dswzzzylgiL/gwy0HHfeeWccffTRscwyy5THDz74YAmbtttuu4Yr32VwvNtuu9V5pEBOld14441L4JQXCnB1SqBqAigAWrxsippXznrnnXfiV7/6VWy//fbRvn37eg8LGMfw4cNj7rnnbnj88MMPlz5Qq666asOyWWaZpVRGAfV17rnn1nsIQBsjgAKgRcspdrfcckvMMcccZVrPbLPNFoMHD57gtjl1AKifPD+HDh0as88+e7nyXU6V7d27d8wwwwwN2zz11FPRo0ePuo4TAJj8BFAAtGjZyDi9+eabJYz6Ju3atXOVHqizTTfdtFwcYN99941HH300/vvf/5am5DVDhgyJk08+OTbZZJO6jhMAmPw0IQcAoNl6tZ1wwglx4403llA4p8vuscceZd1xxx0XF110Uayxxhpx2mmnlSviAQBthwAKAIDKvfjiizF69OhYbLHF6j0UAKAOBFAAAAAAVMolhAAAAAColAAKAAAAgEoJoAAAAAColAAKAAAAgEp1rHb3AMCUarvttovHH3+8ybJOnTrFLLPMEn379o39998/pppqqmY5Vu5v8803j7333rtZ9gcAwOQlgAIAJtn6668fBx98cMPjL774Ih588ME45phjYsyYMXHYYYc1y3H+/Oc/R5cuXZplXwAATH4CKABgknXt2jW6d+/eZNk888wTzz33XNx6663NFkB169atWfYDAEB96AEFADS7rFbq2PF//841YsSIOOGEE2K11VaLPn36xNZbb12qpBrLxznFrlevXrHRRhvFddddFwsvvHC8+eabDVPwzjjjjIbt77///rKf3N+qq65aKq6++uqrhvX53Kya6t+/fyy55JJlm0GDBk221w8AQFMCKACg2YwaNaqEQ3/5y19i0003LcsOOuigeOihh+LEE0+MG264oUzb++Uvf1m2Sy+88ELstttusdJKK5Xn7b777nHcccd94zHuuuuuss0aa6wR119/fRx++OGl2uo3v/lNk+1yHxlq3XLLLfE///M/JcB64oknKn4HAACYEFPwAIBJdtNNN8Udd9zR8DirkGafffbYeeedS8j0xhtvxM033xw33nhjLLroomWbHXfcMYYMGRIXXHBBCZEuvvjiWGKJJeKAAw4o6+eff/54//3346ijjprgMc8777xYZ511Yo899iiP55tvvhg7dmzsueee8corr8QCCyxQlm+22WYNIViOJY/35JNPxnLLLVf5+wIAQFMCKABgkuXUuP32268EQM8++2wJjVZeeeUS+OQUvOeff75st8022zR53siRI2P66acv93ObfE5j3xYSvfTSS7Hhhhs2Wbb88ss3rKsFUD179myyzXTTTVeOCwDA5CeAAgAm2TTTTFOajqd55503Zp111lLh1KFDh9KAPIOpdPnll5dtG2vf/n87AeS2ecW8iVXbZ2O159f6TqXOnTtP1HMBAKieHlAAQLNZccUVSwB15ZVXxt/+9rdYcMEFy/Lhw4eXoKp2y95NeUuLLLJIqZ5q7KmnnvrGY2SD8ZxK19g//vGPCVY9AQDQMgigAIBmte+++5ZqqKyAyn5Qa665Zhx66KFx7733xtChQ+P888+Pc889N+aee+6y/U477RT//Oc/S5Py119/vTQZP/3008u6du3ajbf/X/ziF3HnnXfGWWedVba/77774sgjjyzHEUABALRMAigAoFl16dKlBEJvvfVWnHLKKeW27rrrxiGHHBIbbLBBaUievaLyCnVpoYUWikGDBpWr4m288cYlfMqr1qVOnTqNt//11lsvTj755LjtttvK9hluZU+oU089dbK/VgAAJk67sZohAAB1lNPvsnfTYost1uTqegMHDixT8Rr3dQIAoHVSAQUA1NULL7wQ22+/fdxzzz2lauqRRx6JM844o1Q1CZ8AAKYMKqAAgLrK/4qceeaZccMNN8Q777wTM888cwmf9tlnn+jatWu9hwcAQDMQQAEAAABQKVPwAAAAAKiUAAoAAACASgmgAAAAAKiUAAoAAACASgmgAAAAAKiUAAoAAACASgmgAAAAAKiUAAoAAACASgmgAAAAAIgq/T8qS5AjsmxJOgAAAABJRU5ErkJggg==", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Stacked bar chart:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Grouped bar chart\n", + "region_product = df_sales.groupby(['Region', 'Product'])['Sales'].sum().unstack()\n", + "\n", + "region_product.plot(kind='bar', figsize=(12, 6))\n", + "plt.title('Sales by Region and Product')\n", + "plt.xlabel('Region')\n", + "plt.ylabel('Total Sales ($)')\n", + "plt.legend(title='Product', bbox_to_anchor=(1.05, 1), loc='upper left')\n", + "plt.grid(True, alpha=0.3, axis='y')\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Stacked bar chart\n", + "print(\"\\nStacked bar chart:\")\n", + "region_product.plot(kind='bar', stacked=True, figsize=(10, 6))\n", + "plt.title('Stacked Sales by Region and Product')\n", + "plt.xlabel('Region')\n", + "plt.ylabel('Total Sales ($)')\n", + "plt.legend(title='Product')\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Histograms and Distribution Plots\n", + "\n", + "Understand the distribution of your numerical data." + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Histograms by product:\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Basic histogram\n", + "df_sales['Sales'].plot(kind='hist', bins=20, alpha=0.7, color='skyblue', edgecolor='black')\n", + "plt.title('Distribution of Sales Values')\n", + "plt.xlabel('Sales ($)')\n", + "plt.ylabel('Frequency')\n", + "plt.grid(True, alpha=0.3, axis='y')\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Multiple histograms\n", + "print(\"\\nHistograms by product:\")\n", + "fig, axes = plt.subplots(2, 2, figsize=(12, 8))\n", + "products = df_sales['Product'].unique()\n", + "\n", + "for i, product in enumerate(products):\n", + " ax = axes[i//2, i%2]\n", + " product_data = df_sales[df_sales['Product'] == product]['Sales']\n", + " product_data.plot(kind='hist', bins=15, alpha=0.7, ax=ax, title=f'{product} Sales Distribution')\n", + " ax.set_xlabel('Sales ($)')\n", + " ax.set_ylabel('Frequency')\n", + " ax.grid(True, alpha=0.3)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Combined histogram and density plot:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Density plot (KDE)\n", + "df_sales['Sales'].plot(kind='density', alpha=0.7, color='red')\n", + "plt.title('Sales Distribution (Kernel Density Estimate)')\n", + "plt.xlabel('Sales ($)')\n", + "plt.ylabel('Density')\n", + "plt.grid(True, alpha=0.3)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Combined histogram and density\n", + "print(\"\\nCombined histogram and density plot:\")\n", + "ax = df_sales['Sales'].plot(kind='hist', bins=20, alpha=0.5, color='skyblue', \n", + " density=True, label='Histogram')\n", + "df_sales['Sales'].plot(kind='density', ax=ax, color='red', linewidth=2, label='Density')\n", + "plt.title('Sales Distribution: Histogram + Density')\n", + "plt.xlabel('Sales ($)')\n", + "plt.ylabel('Density')\n", + "plt.legend()\n", + "plt.grid(True, alpha=0.3)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Box Plots\n", + "\n", + "Box plots show distribution quartiles and outliers." + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Box plots by region:\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Basic box plot\n", + "df_sales.boxplot(column='Sales', by='Product', figsize=(10, 6))\n", + "plt.title('Sales Distribution by Product')\n", + "plt.suptitle('') # Remove default title\n", + "plt.xlabel('Product')\n", + "plt.ylabel('Sales ($)')\n", + "plt.xticks(rotation=45)\n", + "plt.grid(True, alpha=0.3)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Multiple box plots\n", + "print(\"\\nBox plots by region:\")\n", + "df_sales.boxplot(column='Sales', by='Region', figsize=(10, 6))\n", + "plt.title('Sales Distribution by Region')\n", + "plt.suptitle('')\n", + "plt.xlabel('Region')\n", + "plt.ylabel('Sales ($)')\n", + "plt.grid(True, alpha=0.3)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Side-by-side box plots\n", + "sales_by_product = [df_sales[df_sales['Product'] == product]['Sales'] for product in df_sales['Product'].unique()]\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "box_plot = plt.boxplot(sales_by_product, labels=df_sales['Product'].unique(), patch_artist=True)\n", + "\n", + "# Customize colors\n", + "colors = ['lightblue', 'lightcoral', 'lightgreen', 'gold']\n", + "for patch, color in zip(box_plot['boxes'], colors):\n", + " patch.set_facecolor(color)\n", + "\n", + "plt.title('Sales Distribution Comparison by Product')\n", + "plt.xlabel('Product')\n", + "plt.ylabel('Sales ($)')\n", + "plt.grid(True, alpha=0.3, axis='y')\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5. Scatter Plots\n", + "\n", + "Explore relationships between numerical variables." + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create additional numerical column for scatter plot\n", + "df_sales['Days_Since_Start'] = (df_sales['Date'] - df_sales['Date'].min()).dt.days\n", + "df_sales['Commission'] = df_sales['Sales'] * 0.1 # Assume 10% commission\n", + "\n", + "# Basic scatter plot\n", + "df_sales.plot(kind='scatter', x='Sales', y='Commission', alpha=0.6, figsize=(10, 6))\n", + "plt.title('Sales vs Commission')\n", + "plt.xlabel('Sales ($)')\n", + "plt.ylabel('Commission ($)')\n", + "plt.grid(True, alpha=0.3)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Colored scatter plot\n", + "print(\"\\nScatter plot colored by category:\")\n", + "products = df_sales['Product'].unique()\n", + "colors = ['red', 'blue', 'green', 'orange']\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "for product, color in zip(products, colors):\n", + " product_data = df_sales[df_sales['Product'] == product]\n", + " plt.scatter(product_data['Days_Since_Start'], product_data['Sales'], \n", + " c=color, label=product, alpha=0.6)\n", + "\n", + "plt.title('Sales Over Time by Product')\n", + "plt.xlabel('Days Since Start')\n", + "plt.ylabel('Sales ($)')\n", + "plt.legend()\n", + "plt.grid(True, alpha=0.3)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Scatter matrix (pairs plot)\n", + "numerical_cols = ['Sales', 'Commission', 'Days_Since_Start']\n", + "pd.plotting.scatter_matrix(df_sales[numerical_cols], figsize=(12, 8), alpha=0.6, diagonal='hist')\n", + "plt.suptitle('Scatter Matrix of Numerical Variables', y=0.95)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 6. Area Plots\n", + "\n", + "Area plots show cumulative totals and proportions." + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Percentage area plot:\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Weekly sales by product (area plot)\n", + "df_sales['Week'] = df_sales['Date'].dt.isocalendar().week\n", + "weekly_product_sales = df_sales.groupby(['Week', 'Product'])['Sales'].sum().unstack(fill_value=0)\n", + "\n", + "weekly_product_sales.plot(kind='area', figsize=(12, 6), alpha=0.7)\n", + "plt.title('Weekly Sales by Product (Stacked Area)')\n", + "plt.xlabel('Week')\n", + "plt.ylabel('Sales ($)')\n", + "plt.legend(title='Product', bbox_to_anchor=(1.05, 1), loc='upper left')\n", + "plt.grid(True, alpha=0.3)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Percentage area plot\n", + "print(\"\\nPercentage area plot:\")\n", + "weekly_product_pct = weekly_product_sales.div(weekly_product_sales.sum(axis=1), axis=0)\n", + "weekly_product_pct.plot(kind='area', figsize=(12, 6), alpha=0.7)\n", + "plt.title('Weekly Sales Proportion by Product')\n", + "plt.xlabel('Week')\n", + "plt.ylabel('Proportion')\n", + "plt.legend(title='Product', bbox_to_anchor=(1.05, 1), loc='upper left')\n", + "plt.grid(True, alpha=0.3)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 7. Pie Charts\n", + "\n", + "Show proportions of a whole." + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Basic pie chart\n", + "product_sales = df_sales.groupby('Product')['Sales'].sum()\n", + "\n", + "product_sales.plot(kind='pie', figsize=(8, 8), autopct='%1.1f%%', startangle=90)\n", + "plt.title('Sales Distribution by Product')\n", + "plt.ylabel('') # Remove y-label\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "# Customized pie chart\n", + "print(\"\\nCustomized pie chart:\")\n", + "colors = ['gold', 'lightcoral', 'lightskyblue', 'lightgreen']\n", + "explode = (0.05, 0.05, 0.05, 0.05) # Slightly separate all slices\n", + "\n", + "plt.figure(figsize=(8, 8))\n", + "plt.pie(product_sales.values, labels=product_sales.index, autopct='%1.1f%%', \n", + " startangle=90, colors=colors, explode=explode, shadow=True)\n", + "plt.title('Sales Distribution by Product (Customized)')\n", + "plt.axis('equal')\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 8. Subplots and Multiple Visualizations\n", + "\n", + "Create dashboard-style layouts with multiple plots." + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a dashboard with multiple plots\n", + "fig, axes = plt.subplots(2, 2, figsize=(15, 10))\n", + "\n", + "# Plot 1: Daily sales trend\n", + "daily_sales = df_sales.groupby('Date')['Sales'].sum()\n", + "daily_sales.plot(ax=axes[0, 0], color='blue')\n", + "axes[0, 0].set_title('Daily Sales Trend')\n", + "axes[0, 0].set_xlabel('Date')\n", + "axes[0, 0].set_ylabel('Sales ($)')\n", + "axes[0, 0].grid(True, alpha=0.3)\n", + "\n", + "# Plot 2: Sales by product (bar chart)\n", + "product_sales = df_sales.groupby('Product')['Sales'].sum()\n", + "product_sales.plot(kind='bar', ax=axes[0, 1], color=['skyblue', 'lightcoral', 'lightgreen', 'gold'])\n", + "axes[0, 1].set_title('Total Sales by Product')\n", + "axes[0, 1].set_xlabel('Product')\n", + "axes[0, 1].set_ylabel('Sales ($)')\n", + "axes[0, 1].tick_params(axis='x', rotation=45)\n", + "axes[0, 1].grid(True, alpha=0.3, axis='y')\n", + "\n", + "# Plot 3: Sales distribution (histogram)\n", + "df_sales['Sales'].plot(kind='hist', bins=20, ax=axes[1, 0], alpha=0.7, color='green')\n", + "axes[1, 0].set_title('Sales Distribution')\n", + "axes[1, 0].set_xlabel('Sales ($)')\n", + "axes[1, 0].set_ylabel('Frequency')\n", + "axes[1, 0].grid(True, alpha=0.3, axis='y')\n", + "\n", + "# Plot 4: Sales by region (pie chart)\n", + "region_sales = df_sales.groupby('Region')['Sales'].sum()\n", + "axes[1, 1].pie(region_sales.values, labels=region_sales.index, autopct='%1.1f%%', startangle=90)\n", + "axes[1, 1].set_title('Sales by Region')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 9. Advanced Plotting Techniques\n", + "\n", + "More sophisticated visualization techniques." + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Hexbin plot for dense scatter data\n", + "# Create more data points for better hexbin visualization\n", + "large_df = pd.concat([df_sales] * 5, ignore_index=True)\n", + "large_df['Sales'] += np.random.normal(0, 50, len(large_df))\n", + "large_df['Commission'] = large_df['Sales'] * 0.1\n", + "\n", + "large_df.plot(kind='hexbin', x='Sales', y='Commission', gridsize=20, figsize=(10, 6), cmap='Blues')\n", + "plt.title('Sales vs Commission (Hexbin Plot)')\n", + "plt.xlabel('Sales ($)')\n", + "plt.ylabel('Commission ($)')\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 10. Customization and Styling\n", + "\n", + "Make your plots look professional and publication-ready." + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Highly customized plot\n", + "fig, ax = plt.subplots(figsize=(12, 8))\n", + "\n", + "# Create the plot\n", + "product_sales = df_sales.groupby('Product')['Sales'].sum()\n", + "bars = product_sales.plot(kind='bar', ax=ax, \n", + " color=['#FF6B6B', '#4ECDC4', '#45B7D1', '#96CEB4'],\n", + " edgecolor='black', linewidth=1.2)\n", + "\n", + "# Customize the plot\n", + "ax.set_title('Total Sales by Product', fontsize=18, fontweight='bold', pad=20)\n", + "ax.set_xlabel('Product', fontsize=14, fontweight='bold')\n", + "ax.set_ylabel('Total Sales ($)', fontsize=14, fontweight='bold')\n", + "\n", + "# Add value labels on bars\n", + "for i, bar in enumerate(ax.patches):\n", + " height = bar.get_height()\n", + " ax.text(bar.get_x() + bar.get_width()/2., height + 1000,\n", + " f'${height:,.0f}', ha='center', va='bottom', fontweight='bold')\n", + "\n", + "# Styling\n", + "ax.spines['top'].set_visible(False)\n", + "ax.spines['right'].set_visible(False)\n", + "ax.grid(True, alpha=0.3, axis='y')\n", + "ax.set_facecolor('#F8F9FA')\n", + "plt.xticks(rotation=0)\n", + "\n", + "# Format y-axis to show values in thousands\n", + "ax.yaxis.set_major_formatter(plt.FuncFormatter(lambda x, p: f'${x/1000:.0f}K'))\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Practice Exercises\n", + "\n", + "Apply your visualization skills to real scenarios:" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 1: Create a comprehensive sales dashboard\n", + "# Include: time series, comparison charts, distribution, and proportions\n", + "# Make it publication-ready with proper titles, labels, and styling\n", + "\n", + "# Your code here:\n", + "def create_sales_dashboard(df):\n", + " \"\"\"Create a comprehensive sales dashboard\"\"\"\n", + " # Your implementation here\n", + " pass\n", + "\n", + "# create_sales_dashboard(df_sales)" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 2: Stock performance analysis\n", + "# Create visualizations to compare stock performance:\n", + "# - Price movements over time\n", + "# - Daily returns distribution\n", + "# - Correlation analysis\n", + "# - Risk vs return scatter plot\n", + "\n", + "# Your code here:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 3: Advanced time series visualization\n", + "# Create a plot that shows:\n", + "# - Original time series\n", + "# - Trend line\n", + "# - Seasonal decomposition\n", + "# - Confidence intervals\n", + "\n", + "# Your code here:\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Key Takeaways\n", + "\n", + "1. **Pandas Integration**: Direct plotting from DataFrames is convenient and powerful\n", + "2. **Plot Types**: Choose the right visualization for your data type and message\n", + "3. **Customization**: Always add titles, labels, and legends for clarity\n", + "4. **Color and Style**: Use consistent, accessible color schemes\n", + "5. **Subplots**: Combine multiple views for comprehensive analysis\n", + "6. **Data Preparation**: Clean and prepare data before visualizing\n", + "7. **Interactivity**: Consider interactive plots for exploration\n", + "\n", + "## Plot Type Quick Reference\n", + "\n", + "| Data Type | Best Plot Type | Pandas Method |\n", + "|-----------|---------------|---------------|\n", + "| Time Series | Line Plot | `.plot()` or `.plot(kind='line')` |\n", + "| Categories | Bar Chart | `.plot(kind='bar')` |\n", + "| Distribution | Histogram | `.plot(kind='hist')` |\n", + "| Relationships | Scatter Plot | `.plot(kind='scatter')` |\n", + "| Proportions | Pie Chart | `.plot(kind='pie')` |\n", + "| Comparisons | Box Plot | `.boxplot()` |\n", + "| Cumulative | Area Plot | `.plot(kind='area')` |\n", + "\n", + "## Best Practices\n", + "\n", + "1. **Start Simple**: Begin with basic plots, then add complexity\n", + "2. **Tell a Story**: Each plot should convey a clear message\n", + "3. **Consider Your Audience**: Adjust complexity and detail accordingly\n", + "4. **Use Consistent Styling**: Maintain visual consistency across plots\n", + "5. **Test Different Views**: Try multiple plot types for the same data\n", + "6. **Add Context**: Include benchmarks, targets, or reference lines\n", + "7. **Make it Accessible**: Use colorblind-friendly palettes" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Session_01/PandasDataFrame-exmples/13_advanced_data_cleaning.ipynb b/Session_01/PandasDataFrame-exmples/13_advanced_data_cleaning.ipynb new file mode 100755 index 0000000..d2636ce --- /dev/null +++ b/Session_01/PandasDataFrame-exmples/13_advanced_data_cleaning.ipynb @@ -0,0 +1,815 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Session 1 - DataFrames - Lesson 13: Advanced Data Cleaning\n", + "\n", + "## Learning Objectives\n", + "- Master advanced techniques for data cleaning and validation\n", + "- Learn to detect and handle various types of data quality issues\n", + "- Understand data standardization and normalization techniques\n", + "- Practice with real-world messy data scenarios\n", + "- Develop automated data cleaning pipelines\n", + "\n", + "## Prerequisites\n", + "- Completed previous lessons on DataFrames\n", + "- Understanding of basic data cleaning concepts\n", + "- Familiarity with regular expressions (helpful but not required)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Import required libraries\n", + "import pandas as pd\n", + "import numpy as np\n", + "import re\n", + "from datetime import datetime, timedelta\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "# Display settings\n", + "pd.set_option('display.max_columns', None)\n", + "pd.set_option('display.max_rows', 100)\n", + "\n", + "print(\"Libraries loaded successfully!\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating Messy Sample Data\n", + "\n", + "Let's create a realistic messy dataset to practice advanced cleaning techniques." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "# Create intentionally messy data that mimics real-world issues\n", + "np.random.seed(42)\n", + "\n", + "# Base data\n", + "n_records = 200\n", + "messy_data = {\n", + " 'customer_id': [f'CUST{i:04d}' if i % 10 != 0 else f'cust{i:04d}' for i in range(1, n_records + 1)],\n", + " 'customer_name': [\n", + " 'John Smith', 'jane doe', 'MARY JOHNSON', 'bob wilson', 'Sarah Davis',\n", + " 'Mike Brown', 'lisa garcia', 'DAVID MILLER', 'Amy Wilson', 'Tom Anderson'\n", + " ] * 20,\n", + " 'email': [\n", + " 'john.smith@email.com', 'JANE.DOE@EMAIL.COM', 'mary@company.org',\n", + " 'bob..wilson@test.com', 'sarah@invalid-email', 'mike@email.com',\n", + " 'lisa.garcia@email.com', 'david@company.org', 'amy@email.com', 'tom@test.com'\n", + " ] * 20,\n", + " 'phone': [\n", + " '(555) 123-4567', '555.987.6543', '5551234567', '555-987-6543',\n", + " '(555)123-4567', '+1-555-123-4567', '555 123 4567', '5559876543',\n", + " '(555) 987 6543', '555-123-4567'\n", + " ] * 20,\n", + " 'address': [\n", + " '123 Main St, Anytown, NY 12345', '456 Oak Ave, Boston, MA 02101',\n", + " '789 Pine Rd, Los Angeles, CA 90210', '321 Elm St, Chicago, IL 60601',\n", + " '654 Maple Dr, Houston, TX 77001', '987 Cedar Ln, Phoenix, AZ 85001',\n", + " '147 Birch Way, Philadelphia, PA 19101', '258 Ash Ct, San Antonio, TX 78201',\n", + " '369 Walnut St, San Diego, CA 92101', '741 Cherry Ave, Dallas, TX 75201'\n", + " ] * 20,\n", + " 'purchase_amount': np.random.normal(100, 30, n_records).round(2),\n", + " 'purchase_date': [\n", + " '2024-01-15', '01/16/2024', '2024-1-17', '16-01-2024', '2024/01/18',\n", + " 'January 19, 2024', '2024-01-20', '01-21-24', '2024.01.22', '23/01/2024'\n", + " ] * 20,\n", + " 'category': [\n", + " 'Electronics', 'electronics', 'ELECTRONICS', 'Books', 'books',\n", + " 'Clothing', 'clothing', 'CLOTHING', 'Home & Garden', 'home&garden'\n", + " ] * 20,\n", + " 'satisfaction_score': np.random.choice([1, 2, 3, 4, 5, 99, -1, None], n_records, p=[0.05, 0.1, 0.15, 0.35, 0.3, 0.02, 0.02, 0.01])\n", + "}\n", + "\n", + "# Convert to DataFrame first\n", + "df_messy = pd.DataFrame(messy_data)\n", + "\n", + "# Introduce missing values and anomalies using proper indexing\n", + "df_messy.loc[df_messy.index[::25], 'customer_name'] = None # Some missing names\n", + "df_messy.loc[df_messy.index[::30], 'email'] = None # Some missing emails\n", + "df_messy.loc[df_messy.index[::35], 'purchase_amount'] = np.nan # Some missing amounts\n", + "df_messy.loc[df_messy.index[::40], 'purchase_amount'] = -999 # Invalid negative values\n", + "\n", + "# Add some duplicate records\n", + "duplicate_indices = [0, 1, 2, 3, 4]\n", + "duplicate_rows = df_messy.iloc[duplicate_indices].copy()\n", + "df_messy = pd.concat([df_messy, duplicate_rows], ignore_index=True)\n", + "\n", + "print(\"Messy dataset created:\")\n", + "print(f\"Shape: {df_messy.shape}\")\n", + "print(\"\\nFirst few rows:\")\n", + "print(df_messy.head(10))\n", + "print(\"\\nData types:\")\n", + "print(df_messy.dtypes)\n", + "print(\"\\nSample of data quality issues:\")\n", + "print(\"\\n1. Missing values:\")\n", + "print(df_messy.isnull().sum())\n", + "print(\"\\n2. Inconsistent formatting examples:\")\n", + "print(\"Customer IDs:\", df_messy['customer_id'].head(15).tolist())\n", + "print(\"Customer names:\", df_messy['customer_name'].dropna().head(5).tolist())\n", + "print(\"Categories:\", df_messy['category'].unique()[:5])\n", + "print(\"\\n3. Invalid satisfaction scores:\")\n", + "print(\"Unique satisfaction scores:\", sorted(df_messy['satisfaction_score'].dropna().unique()))\n", + "print(\"\\n4. Invalid purchase amounts:\")\n", + "print(\"Negative amounts:\", df_messy[df_messy['purchase_amount'] < 0]['purchase_amount'].count())\n", + "print(\"\\n5. Date format inconsistencies:\")\n", + "print(\"Sample dates:\", df_messy['purchase_date'].head(10).tolist())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Data Quality Assessment\n", + "\n", + "First, let's assess the quality of our messy data." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def assess_data_quality(df):\n", + " \"\"\"Comprehensive data quality assessment\"\"\"\n", + " print(\"=== DATA QUALITY ASSESSMENT ===\")\n", + " print(f\"Dataset shape: {df.shape}\")\n", + " print(f\"Total cells: {df.size}\")\n", + " \n", + " # Missing values analysis\n", + " print(\"\\n--- Missing Values ---\")\n", + " missing_stats = pd.DataFrame({\n", + " 'Missing_Count': df.isnull().sum(),\n", + " 'Missing_Percentage': (df.isnull().sum() / len(df)) * 100\n", + " })\n", + " missing_stats = missing_stats[missing_stats['Missing_Count'] > 0]\n", + " print(missing_stats.round(2))\n", + " \n", + " # Duplicate analysis\n", + " print(\"\\n--- Duplicates ---\")\n", + " total_duplicates = df.duplicated().sum()\n", + " print(f\"Complete duplicate rows: {total_duplicates}\")\n", + " \n", + " # Column-specific analysis\n", + " print(\"\\n--- Column Analysis ---\")\n", + " for col in df.columns:\n", + " unique_count = df[col].nunique()\n", + " unique_percentage = (unique_count / len(df)) * 100\n", + " print(f\"{col}: {unique_count} unique values ({unique_percentage:.1f}%)\")\n", + " \n", + " # Data type issues\n", + " print(\"\\n--- Data Types ---\")\n", + " print(df.dtypes)\n", + " \n", + " return missing_stats, total_duplicates\n", + "\n", + "# Assess the messy data\n", + "missing_stats, duplicate_count = assess_data_quality(df_messy)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Identify specific data quality issues\n", + "def identify_issues(df):\n", + " \"\"\"Identify specific data quality issues\"\"\"\n", + " issues = []\n", + " \n", + " # Check for inconsistent formatting\n", + " print(\"=== SPECIFIC ISSUES IDENTIFIED ===\")\n", + " \n", + " # Customer ID formatting\n", + " id_patterns = df['customer_id'].str.extract(r'(CUST|cust)(\\d+)').fillna('')\n", + " inconsistent_ids = (id_patterns[0] == 'cust').sum()\n", + " print(f\"Inconsistent customer ID format: {inconsistent_ids} records\")\n", + " \n", + " # Email validation\n", + " email_pattern = r'^[a-zA-Z0-9._%+-]+@[a-zA-Z0-9.-]+\\.[a-zA-Z]{2,}$'\n", + " invalid_emails = ~df['email'].str.match(email_pattern, na=False)\n", + " print(f\"Invalid email formats: {invalid_emails.sum()} records\")\n", + " \n", + " # Negative purchase amounts\n", + " negative_amounts = (df['purchase_amount'] < 0).sum()\n", + " print(f\"Negative purchase amounts: {negative_amounts} records\")\n", + " \n", + " # Invalid satisfaction scores\n", + " invalid_scores = ((df['satisfaction_score'] < 1) | (df['satisfaction_score'] > 5)) & df['satisfaction_score'].notna()\n", + " print(f\"Invalid satisfaction scores: {invalid_scores.sum()} records\")\n", + " \n", + " # Category inconsistencies\n", + " category_variations = df['category'].value_counts()\n", + " print(f\"\\nCategory variations: {len(category_variations)} different values\")\n", + " print(category_variations)\n", + " \n", + " return issues\n", + "\n", + "issues = identify_issues(df_messy)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Text Data Standardization\n", + "\n", + "Clean and standardize text fields." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Text cleaning functions\n", + "def clean_text_data(df):\n", + " \"\"\"Comprehensive text data cleaning\"\"\"\n", + " df_clean = df.copy()\n", + " \n", + " # Standardize customer names\n", + " print(\"Cleaning customer names...\")\n", + " df_clean['customer_name_clean'] = df_clean['customer_name'].str.strip() # Remove whitespace\n", + " df_clean['customer_name_clean'] = df_clean['customer_name_clean'].str.title() # Title case\n", + " df_clean['customer_name_clean'] = df_clean['customer_name_clean'].str.replace(r'\\s+', ' ', regex=True) # Multiple spaces\n", + " \n", + " # Standardize customer IDs\n", + " print(\"Standardizing customer IDs...\")\n", + " df_clean['customer_id_clean'] = df_clean['customer_id'].str.upper() # All uppercase\n", + " df_clean['customer_id_clean'] = df_clean['customer_id_clean'].str.replace('CUST', 'CUST') # Ensure consistent prefix\n", + " \n", + " # Clean email addresses\n", + " print(\"Cleaning email addresses...\")\n", + " df_clean['email_clean'] = df_clean['email'].str.lower() # Lowercase\n", + " df_clean['email_clean'] = df_clean['email_clean'].str.strip() # Remove whitespace\n", + " df_clean['email_clean'] = df_clean['email_clean'].str.replace(r'\\.{2,}', '.', regex=True) # Multiple dots\n", + " \n", + " # Standardize categories\n", + " print(\"Standardizing categories...\")\n", + " category_mapping = {\n", + " 'electronics': 'Electronics',\n", + " 'ELECTRONICS': 'Electronics',\n", + " 'books': 'Books',\n", + " 'clothing': 'Clothing',\n", + " 'CLOTHING': 'Clothing',\n", + " 'home&garden': 'Home & Garden',\n", + " 'Home & Garden': 'Home & Garden'\n", + " }\n", + " df_clean['category_clean'] = df_clean['category'].map(category_mapping).fillna(df_clean['category'])\n", + " \n", + " return df_clean\n", + "\n", + "# Apply text cleaning\n", + "df_text_clean = clean_text_data(df_messy)\n", + "\n", + "print(\"\\nText cleaning comparison:\")\n", + "comparison_cols = ['customer_name', 'customer_name_clean', 'customer_id', 'customer_id_clean', \n", + " 'email', 'email_clean', 'category', 'category_clean']\n", + "print(df_text_clean[comparison_cols].head(10))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Advanced text cleaning with regex\n", + "def advanced_text_cleaning(df):\n", + " \"\"\"Advanced text cleaning using regular expressions\"\"\"\n", + " df_advanced = df.copy()\n", + " \n", + " # Extract and standardize address components\n", + " print(\"Processing addresses...\")\n", + " # Basic address pattern: number street, city, state zipcode\n", + " address_pattern = r'(\\d+)\\s+([^,]+),\\s*([^,]+),\\s*([A-Z]{2})\\s+(\\d{5})'\n", + " address_parts = df_advanced['address'].str.extract(address_pattern)\n", + " address_parts.columns = ['street_number', 'street_name', 'city', 'state', 'zipcode']\n", + " \n", + " # Clean street names\n", + " address_parts['street_name'] = address_parts['street_name'].str.title()\n", + " address_parts['city'] = address_parts['city'].str.title()\n", + " \n", + " # Combine cleaned parts\n", + " df_advanced['address_clean'] = (\n", + " address_parts['street_number'] + ' ' + address_parts['street_name'] + ', ' +\n", + " address_parts['city'] + ', ' + address_parts['state'] + ' ' + address_parts['zipcode']\n", + " )\n", + " \n", + " # Add individual address components\n", + " for col in address_parts.columns:\n", + " df_advanced[col] = address_parts[col]\n", + " \n", + " return df_advanced\n", + "\n", + "# Apply advanced cleaning\n", + "df_advanced_clean = advanced_text_cleaning(df_text_clean)\n", + "\n", + "print(\"Address cleaning results:\")\n", + "print(df_advanced_clean[['address', 'address_clean', 'city', 'state', 'zipcode']].head())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Phone Number Standardization\n", + "\n", + "Clean and standardize phone numbers using regex patterns." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def standardize_phone_numbers(df):\n", + " \"\"\"Standardize phone numbers to consistent format\"\"\"\n", + " df_phone = df.copy()\n", + " \n", + " def clean_phone(phone):\n", + " \"\"\"Clean individual phone number\"\"\"\n", + " if pd.isna(phone):\n", + " return None\n", + " \n", + " # Remove all non-digit characters\n", + " digits_only = re.sub(r'\\D', '', str(phone))\n", + " \n", + " # Handle different formats\n", + " if len(digits_only) == 10:\n", + " # Format as (XXX) XXX-XXXX\n", + " return f\"({digits_only[:3]}) {digits_only[3:6]}-{digits_only[6:]}\"\n", + " elif len(digits_only) == 11 and digits_only.startswith('1'):\n", + " # Remove country code and format\n", + " phone_part = digits_only[1:]\n", + " return f\"({phone_part[:3]}) {phone_part[3:6]}-{phone_part[6:]}\"\n", + " else:\n", + " # Invalid phone number\n", + " return 'INVALID'\n", + " \n", + " # Apply phone cleaning\n", + " df_phone['phone_clean'] = df_phone['phone'].apply(clean_phone)\n", + " \n", + " # Extract area code\n", + " df_phone['area_code'] = df_phone['phone_clean'].str.extract(r'\\((\\d{3})\\)')\n", + " \n", + " # Flag invalid phone numbers\n", + " df_phone['phone_is_valid'] = df_phone['phone_clean'] != 'INVALID'\n", + " \n", + " return df_phone\n", + "\n", + "# Apply phone standardization\n", + "df_phone_clean = standardize_phone_numbers(df_advanced_clean)\n", + "\n", + "print(\"Phone number standardization:\")\n", + "print(df_phone_clean[['phone', 'phone_clean', 'area_code', 'phone_is_valid']].head(15))\n", + "\n", + "print(\"\\nPhone validation summary:\")\n", + "print(df_phone_clean['phone_is_valid'].value_counts())\n", + "\n", + "print(\"\\nArea code distribution:\")\n", + "print(df_phone_clean['area_code'].value_counts().head())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Date Standardization\n", + "\n", + "Parse and standardize dates from various formats." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def standardize_dates(df):\n", + " \"\"\"Parse and standardize dates from multiple formats\"\"\"\n", + " df_dates = df.copy()\n", + " \n", + " def parse_date(date_str):\n", + " \"\"\"Try to parse date from various formats\"\"\"\n", + " if pd.isna(date_str):\n", + " return None\n", + " \n", + " date_str = str(date_str).strip()\n", + " \n", + " # Common date formats to try\n", + " formats = [\n", + " '%Y-%m-%d', # 2024-01-15\n", + " '%m/%d/%Y', # 01/16/2024\n", + " '%Y-%m-%d', # 2024-1-17 (handled by first format)\n", + " '%d-%m-%Y', # 16-01-2024\n", + " '%Y/%m/%d', # 2024/01/18\n", + " '%B %d, %Y', # January 19, 2024\n", + " '%m-%d-%y', # 01-21-24\n", + " '%Y.%m.%d', # 2024.01.22\n", + " '%d/%m/%Y' # 23/01/2024\n", + " ]\n", + " \n", + " for fmt in formats:\n", + " try:\n", + " return pd.to_datetime(date_str, format=fmt)\n", + " except ValueError:\n", + " continue\n", + " \n", + " # If all else fails, try pandas' flexible parser\n", + " try:\n", + " return pd.to_datetime(date_str, infer_datetime_format=True)\n", + " except:\n", + " return None\n", + " \n", + " # Apply date parsing\n", + " print(\"Parsing dates...\")\n", + " df_dates['purchase_date_clean'] = df_dates['purchase_date'].apply(parse_date)\n", + " \n", + " # Flag unparseable dates\n", + " df_dates['date_is_valid'] = df_dates['purchase_date_clean'].notna()\n", + " \n", + " # Extract date components for valid dates\n", + " df_dates['purchase_year'] = df_dates['purchase_date_clean'].dt.year\n", + " df_dates['purchase_month'] = df_dates['purchase_date_clean'].dt.month\n", + " df_dates['purchase_day'] = df_dates['purchase_date_clean'].dt.day\n", + " df_dates['purchase_day_of_week'] = df_dates['purchase_date_clean'].dt.day_name()\n", + " \n", + " return df_dates\n", + "\n", + "# Apply date standardization\n", + "df_date_clean = standardize_dates(df_phone_clean)\n", + "\n", + "print(\"Date standardization results:\")\n", + "print(df_date_clean[['purchase_date', 'purchase_date_clean', 'date_is_valid', \n", + " 'purchase_year', 'purchase_month', 'purchase_day_of_week']].head(15))\n", + "\n", + "print(\"\\nDate parsing summary:\")\n", + "print(df_date_clean['date_is_valid'].value_counts())\n", + "\n", + "invalid_dates = df_date_clean[~df_date_clean['date_is_valid']]['purchase_date'].unique()\n", + "if len(invalid_dates) > 0:\n", + " print(f\"\\nInvalid date formats found: {invalid_dates}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5. Numerical Data Cleaning\n", + "\n", + "Handle outliers, invalid values, and missing numerical data." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def clean_numerical_data(df):\n", + " \"\"\"Clean and validate numerical data\"\"\"\n", + " df_numeric = df.copy()\n", + " \n", + " # Clean purchase amounts\n", + " print(\"Cleaning purchase amounts...\")\n", + " \n", + " # Flag invalid values\n", + " df_numeric['amount_is_valid'] = (\n", + " df_numeric['purchase_amount'].notna() & \n", + " (df_numeric['purchase_amount'] >= 0) & \n", + " (df_numeric['purchase_amount'] <= 10000) # Reasonable upper limit\n", + " )\n", + " \n", + " # Replace invalid values with NaN\n", + " df_numeric['purchase_amount_clean'] = df_numeric['purchase_amount'].where(\n", + " df_numeric['amount_is_valid'], np.nan\n", + " )\n", + " \n", + " # Detect outliers using IQR method\n", + " Q1 = df_numeric['purchase_amount_clean'].quantile(0.25)\n", + " Q3 = df_numeric['purchase_amount_clean'].quantile(0.75)\n", + " IQR = Q3 - Q1\n", + " lower_bound = Q1 - 1.5 * IQR\n", + " upper_bound = Q3 + 1.5 * IQR\n", + " \n", + " df_numeric['amount_is_outlier'] = (\n", + " (df_numeric['purchase_amount_clean'] < lower_bound) |\n", + " (df_numeric['purchase_amount_clean'] > upper_bound)\n", + " )\n", + " \n", + " # Clean satisfaction scores\n", + " print(\"Cleaning satisfaction scores...\")\n", + " \n", + " # Valid satisfaction scores are 1-5\n", + " df_numeric['satisfaction_is_valid'] = (\n", + " df_numeric['satisfaction_score'].notna() &\n", + " (df_numeric['satisfaction_score'].between(1, 5))\n", + " )\n", + " \n", + " df_numeric['satisfaction_score_clean'] = df_numeric['satisfaction_score'].where(\n", + " df_numeric['satisfaction_is_valid'], np.nan\n", + " )\n", + " \n", + " return df_numeric\n", + "\n", + "# Apply numerical cleaning\n", + "df_numeric_clean = clean_numerical_data(df_date_clean)\n", + "\n", + "print(\"Numerical data cleaning results:\")\n", + "print(df_numeric_clean[['purchase_amount', 'purchase_amount_clean', 'amount_is_valid', \n", + " 'amount_is_outlier', 'satisfaction_score', 'satisfaction_score_clean', \n", + " 'satisfaction_is_valid']].head(15))\n", + "\n", + "print(\"\\nNumerical data quality summary:\")\n", + "print(f\"Valid purchase amounts: {df_numeric_clean['amount_is_valid'].sum()}/{len(df_numeric_clean)}\")\n", + "print(f\"Outlier amounts: {df_numeric_clean['amount_is_outlier'].sum()}\")\n", + "print(f\"Valid satisfaction scores: {df_numeric_clean['satisfaction_is_valid'].sum()}/{len(df_numeric_clean)}\")\n", + "\n", + "# Show statistics for cleaned data\n", + "print(\"\\nCleaned amount statistics:\")\n", + "print(df_numeric_clean['purchase_amount_clean'].describe())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 6. Duplicate Detection and Handling\n", + "\n", + "Identify and handle duplicate records intelligently." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def handle_duplicates(df):\n", + " \"\"\"Comprehensive duplicate detection and handling\"\"\"\n", + " df_dedup = df.copy()\n", + " \n", + " print(\"=== DUPLICATE ANALYSIS ===\")\n", + " \n", + " # 1. Exact duplicates\n", + " exact_duplicates = df_dedup.duplicated()\n", + " print(f\"Exact duplicate rows: {exact_duplicates.sum()}\")\n", + " \n", + " # 2. Duplicates based on key columns (likely same customer)\n", + " key_cols = ['customer_name_clean', 'email_clean']\n", + " key_duplicates = df_dedup.duplicated(subset=key_cols, keep=False)\n", + " print(f\"Duplicate customers (by name/email): {key_duplicates.sum()}\")\n", + " \n", + " # 3. Near duplicates (similar but not exact)\n", + " # For demonstration, we'll check phone numbers\n", + " phone_duplicates = df_dedup.duplicated(subset=['phone_clean'], keep=False)\n", + " print(f\"Duplicate phone numbers: {phone_duplicates.sum()}\")\n", + " \n", + " # Show duplicate examples\n", + " if key_duplicates.any():\n", + " print(\"\\nExample duplicate customers:\")\n", + " duplicate_customers = df_dedup[key_duplicates].sort_values(key_cols)\n", + " print(duplicate_customers[key_cols + ['customer_id_clean', 'purchase_amount_clean']].head(10))\n", + " \n", + " # Remove exact duplicates\n", + " print(f\"\\nRemoving {exact_duplicates.sum()} exact duplicates...\")\n", + " df_no_exact_dups = df_dedup[~exact_duplicates]\n", + " \n", + " # For customer duplicates, keep the one with the highest purchase amount\n", + " print(\"Handling customer duplicates (keeping highest purchase)...\")\n", + " df_final = df_no_exact_dups.sort_values('purchase_amount_clean', ascending=False).drop_duplicates(\n", + " subset=key_cols, keep='first'\n", + " )\n", + " \n", + " print(f\"Final dataset size after deduplication: {len(df_final)} (was {len(df)})\")\n", + " \n", + " return df_final\n", + "\n", + "# Apply duplicate handling\n", + "df_deduplicated = handle_duplicates(df_numeric_clean)\n", + "\n", + "print(f\"\\nRows removed: {len(df_numeric_clean) - len(df_deduplicated)}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 7. Data Validation and Quality Scores\n", + "\n", + "Create comprehensive data quality metrics." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def calculate_quality_scores(df):\n", + " \"\"\"Calculate comprehensive data quality scores\"\"\"\n", + " df_quality = df.copy()\n", + " \n", + " # Define quality checks\n", + " quality_checks = {\n", + " 'has_customer_name': df_quality['customer_name_clean'].notna(),\n", + " 'has_valid_email': df_quality['email_clean'].notna() & \n", + " df_quality['email_clean'].str.match(r'^[a-zA-Z0-9._%+-]+@[a-zA-Z0-9.-]+\\.[a-zA-Z]{2,}$', na=False),\n", + " 'has_valid_phone': df_quality['phone_is_valid'] == True,\n", + " 'has_valid_date': df_quality['date_is_valid'] == True,\n", + " 'has_valid_amount': df_quality['amount_is_valid'] == True,\n", + " 'has_valid_satisfaction': df_quality['satisfaction_is_valid'] == True,\n", + " 'amount_not_outlier': df_quality['amount_is_outlier'] == False,\n", + " 'has_complete_address': df_quality['city'].notna() & df_quality['state'].notna() & df_quality['zipcode'].notna()\n", + " }\n", + " \n", + " # Add individual quality flags\n", + " for check_name, check_result in quality_checks.items():\n", + " df_quality[f'quality_{check_name}'] = check_result.astype(int)\n", + " \n", + " # Calculate overall quality score (percentage of passed checks)\n", + " quality_cols = [col for col in df_quality.columns if col.startswith('quality_')]\n", + " df_quality['data_quality_score'] = df_quality[quality_cols].mean(axis=1) * 100\n", + " \n", + " # Categorize quality levels\n", + " def quality_category(score):\n", + " if score >= 90:\n", + " return 'Excellent'\n", + " elif score >= 75:\n", + " return 'Good'\n", + " elif score >= 50:\n", + " return 'Fair'\n", + " else:\n", + " return 'Poor'\n", + " \n", + " df_quality['quality_category'] = df_quality['data_quality_score'].apply(quality_category)\n", + " \n", + " return df_quality, quality_checks\n", + "\n", + "# Calculate quality scores\n", + "df_with_quality, quality_checks = calculate_quality_scores(df_deduplicated)\n", + "\n", + "print(\"Data quality analysis:\")\n", + "print(df_with_quality[['customer_name_clean', 'data_quality_score', 'quality_category']].head(10))\n", + "\n", + "print(\"\\nQuality category distribution:\")\n", + "print(df_with_quality['quality_category'].value_counts())\n", + "\n", + "print(\"\\nAverage quality scores by check:\")\n", + "quality_summary = {}\n", + "for check_name in quality_checks.keys():\n", + " col_name = f'quality_{check_name}'\n", + " quality_summary[check_name] = df_with_quality[col_name].mean() * 100\n", + "\n", + "quality_df = pd.DataFrame(list(quality_summary.items()), columns=['Quality_Check', 'Pass_Rate_%'])\n", + "quality_df = quality_df.sort_values('Pass_Rate_%', ascending=False)\n", + "print(quality_df.round(1))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Practice Exercises\n", + "\n", + "Apply advanced data cleaning techniques to challenging scenarios:" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 1: Create a custom validation function\n", + "# Build a function that validates business rules:\n", + "# - Email domains should be from approved list\n", + "# - Purchase amounts should be within reasonable ranges by category\n", + "# - Dates should be within business operating period\n", + "# - Customer IDs should follow specific format patterns\n", + "\n", + "def validate_business_rules(df):\n", + " \"\"\"Validate business-specific rules\"\"\"\n", + " # Your implementation here\n", + " pass\n", + "\n", + "# validation_results = validate_business_rules(df_final_clean)\n", + "# print(validation_results)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 2: Advanced duplicate detection\n", + "# Implement fuzzy matching for near-duplicate detection:\n", + "# - Similar names (edit distance)\n", + "# - Similar addresses\n", + "# - Similar email patterns\n", + "\n", + "# Your code here:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "# Exercise 3: Data cleaning metrics dashboard\n", + "# Create a comprehensive data quality dashboard that shows:\n", + "# - Data quality trends over time\n", + "# - Field-by-field quality scores\n", + "# - Impact of cleaning steps\n", + "# - Recommendations for further improvement\n", + "\n", + "# Your code here:\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Key Takeaways\n", + "\n", + "1. **Assessment First**: Always assess data quality before cleaning\n", + "2. **Systematic Approach**: Use a structured pipeline for consistent results\n", + "3. **Preserve Original Data**: Keep original values while creating cleaned versions\n", + "4. **Document Everything**: Log all cleaning steps and decisions\n", + "5. **Validation**: Implement business rule validation\n", + "6. **Quality Metrics**: Measure and track data quality improvements\n", + "7. **Reusable Pipeline**: Create automated, configurable cleaning processes\n", + "8. **Context Matters**: Consider domain-specific requirements\n", + "\n", + "## Common Data Issues and Solutions\n", + "\n", + "| Issue | Detection Method | Solution |\n", + "|-------|-----------------|----------|\n", + "| Inconsistent Format | Pattern analysis | Standardization rules |\n", + "| Missing Values | `.isnull()` | Imputation or flagging |\n", + "| Duplicates | `.duplicated()` | Deduplication logic |\n", + "| Outliers | Statistical methods | Capping or flagging |\n", + "| Invalid Values | Business rules | Validation and correction |\n", + "| Inconsistent Naming | String analysis | Normalization |\n", + "| Date Issues | Parsing attempts | Multiple format handling |\n", + "| Text Issues | Regex patterns | Cleaning and standardization |\n", + "\n", + "## Best Practices\n", + "\n", + "1. **Start with Exploration**: Understand your data before cleaning\n", + "2. **Preserve Traceability**: Keep original and cleaned versions\n", + "3. **Validate Assumptions**: Test cleaning rules on sample data\n", + "4. **Measure Impact**: Quantify improvements from cleaning\n", + "5. **Automate When Possible**: Build reusable cleaning pipelines\n", + "6. **Handle Edge Cases**: Plan for unusual but valid data\n", + "7. **Business Context**: Include domain experts in rule definition\n", + "8. **Iterative Process**: Refine cleaning rules based on results\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Session_01/ohlcv_analysis.ipynb b/Session_01/ohlcv_analysis.ipynb new file mode 100755 index 0000000..47ef469 --- /dev/null +++ b/Session_01/ohlcv_analysis.ipynb @@ -0,0 +1,1301 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# šŸ“Š Working with CSV Data: Bitcoin Price Analysis\n", + "## A Practical Guide to Data Analysis with Python\n", + "\n", + "This notebook demonstrates **what you can do with CSV data** using a real Bitcoin price dataset:\n", + "\n", + "āœ… **Load and explore CSV files** \n", + "āœ… **Clean and prepare data** \n", + "āœ… **Calculate new metrics from existing data** \n", + "āœ… **Create visualizations** \n", + "āœ… **Find patterns and insights** \n", + "āœ… **Export processed data** \n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## šŸ“¦ Step 1: Import Libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "āœ… Libraries loaded successfully!\n", + "šŸ“Š Ready to analyze CSV data!\n" + ] + } + ], + "source": [ + "# Essential libraries for data analysis\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import os\n", + "from datetime import datetime\n", + "\n", + "# Make plots look better\n", + "plt.style.use('default')\n", + "plt.rcParams['figure.figsize'] = (12, 6)\n", + "\n", + "print(\"āœ… Libraries loaded successfully!\")\n", + "print(\"šŸ“Š Ready to analyze CSV data!\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## šŸ“ Step 2: Load CSV Data" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "āœ… Successfully loaded: Data/BTCUSD-1h-data.csv\n", + "šŸ“Š Dataset loaded with 83954 rows and 6 columns\n" + ] + } + ], + "source": [ + "# šŸ” Load CSV file\n", + "file_path = os.path.join(\"Data\", \"BTCUSD-1h-data.csv\")\n", + "\n", + "try:\n", + " # Read the CSV file\n", + " df = pd.read_csv(file_path)\n", + " print(f\"āœ… Successfully loaded: {file_path}\")\n", + "except FileNotFoundError:\n", + " print(\"āŒ File not found. Creating sample data...\")\n", + " \n", + " # Create sample data for demonstration\n", + " dates = pd.date_range('2023-01-01', '2024-01-01', freq='H')\n", + " np.random.seed(42)\n", + " \n", + " # Simulate Bitcoin prices\n", + " price = 30000 # Starting price\n", + " prices = []\n", + " \n", + " for _ in range(len(dates)):\n", + " # Random price movement\n", + " change = np.random.normal(0, 0.01) # 1% average change\n", + " price = price * (1 + change)\n", + " prices.append(price)\n", + " \n", + " # Create DataFrame\n", + " df = pd.DataFrame({\n", + " 'datetime': dates,\n", + " 'open': prices,\n", + " 'high': [p * 1.01 for p in prices],\n", + " 'low': [p * 0.99 for p in prices],\n", + " 'close': prices,\n", + " 'volume': np.random.uniform(1000, 10000, len(dates))\n", + " })\n", + "\n", + "print(f\"šŸ“Š Dataset loaded with {len(df)} rows and {len(df.columns)} columns\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## šŸ‘€ Step 3: Explore Your Data" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "šŸ“‹ FIRST 5 ROWS:\n" + ] + }, + { + "data": { + "text/html": [ + "
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839532025-04-08 02:00:0079867.4680849.9880577.1579907.63397.356575
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" + ], + "text/plain": [ + " datetime open high low close volume\n", + "83949 2025-04-08 06:00:00 79233.12 79841.13 79841.13 79433.75 256.821284\n", + "83950 2025-04-08 05:00:00 79500.03 80288.77 80280.84 79841.14 217.689942\n", + "83951 2025-04-08 04:00:00 79827.86 80388.76 79882.49 80280.84 263.614127\n", + "83952 2025-04-08 03:00:00 79727.79 80187.64 79907.63 79892.73 278.713624\n", + "83953 2025-04-08 02:00:00 79867.46 80849.98 80577.15 79907.63 397.356575" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "šŸ“Š BASIC INFO:\n", + "Shape: (83954, 6) (rows, columns)\n", + "Columns: ['datetime', 'open', 'high', 'low', 'close', 'volume']\n", + "Data types:\n", + "datetime object\n", + "open float64\n", + "high float64\n", + "low float64\n", + "close float64\n", + "volume float64\n", + "dtype: object\n" + ] + } + ], + "source": [ + "# šŸ” First look at the data\n", + "print(\"šŸ“‹ FIRST 5 ROWS:\")\n", + "display(df.head())\n", + "\n", + "print(\"\\nšŸ“‹ LAST 5 ROWS:\")\n", + "display(df.tail())\n", + "\n", + "print(\"\\nšŸ“Š BASIC INFO:\")\n", + "print(f\"Shape: {df.shape} (rows, columns)\")\n", + "print(f\"Columns: {list(df.columns)}\")\n", + "print(f\"Data types:\\n{df.dtypes}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "šŸ“ˆ SUMMARY STATISTICS:\n" + ] + }, + { + "data": { + "text/html": [ + "
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openhighlowclosevolume
count83954.00000083954.00000083954.00000083954.00000083954.000000
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25%4540.1150004589.0000004570.0275004572.865000205.379431
50%11311.11000011410.58500011360.96500011361.345000374.110380
75%38390.20750038837.44500038621.00500038624.597500720.276871
max107631.150000109358.010000108278.800000108276.43000031505.461253
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" + ], + "text/plain": [ + " open high low close \\\n", + "count 83954.000000 83954.000000 83954.000000 83954.000000 \n", + "mean 23735.567081 23956.847904 23849.158711 23850.217581 \n", + "std 25032.669682 25246.889352 25141.442433 25142.195598 \n", + "min 0.060000 226.120000 0.060000 225.570000 \n", + "25% 4540.115000 4589.000000 4570.027500 4572.865000 \n", + "50% 11311.110000 11410.585000 11360.965000 11361.345000 \n", + "75% 38390.207500 38837.445000 38621.005000 38624.597500 \n", + "max 107631.150000 109358.010000 108278.800000 108276.430000 \n", + "\n", + " volume \n", + "count 83954.000000 \n", + "mean 603.636305 \n", + "std 768.710012 \n", + "min 0.280000 \n", + "25% 205.379431 \n", + "50% 374.110380 \n", + "75% 720.276871 \n", + "max 31505.461253 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "ā“ MISSING DATA:\n", + "datetime 0\n", + "open 0\n", + "high 0\n", + "low 0\n", + "close 0\n", + "volume 0\n", + "dtype: int64\n", + "āœ… No missing data found!\n" + ] + } + ], + "source": [ + "# šŸ“Š Quick statistics\n", + "print(\"šŸ“ˆ SUMMARY STATISTICS:\")\n", + "display(df.describe())\n", + "\n", + "# Check for missing data\n", + "print(\"\\nā“ MISSING DATA:\")\n", + "missing_data = df.isnull().sum()\n", + "print(missing_data)\n", + "\n", + "if missing_data.sum() == 0:\n", + " print(\"āœ… No missing data found!\")\n", + "else:\n", + " print(\"āš ļø Found missing data - we'll need to clean this\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## šŸ§¹ Step 4: Clean and Prepare Data" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "āœ… Datetime converted and set as index\n", + "šŸ“… Date range: 2015-09-20 14:00:00 to 2025-04-20 13:00:00\n", + "ā±ļø Duration: 3499 days 23:00:00\n", + "\n", + "šŸ§¹ Data cleaning complete:\n", + " Before: 83,954 rows\n", + " After: 83,954 rows\n", + " Removed: 0 rows\n" + ] + } + ], + "source": [ + "# šŸ”„ Convert datetime and set as index\n", + "df['datetime'] = pd.to_datetime(df['datetime'])\n", + "df.set_index('datetime', inplace=True)\n", + "df.sort_index(inplace=True)\n", + "\n", + "print(\"āœ… Datetime converted and set as index\")\n", + "print(f\"šŸ“… Date range: {df.index.min()} to {df.index.max()}\")\n", + "print(f\"ā±ļø Duration: {df.index.max() - df.index.min()}\")\n", + "\n", + "# šŸ§¹ Basic data cleaning\n", + "original_length = len(df)\n", + "\n", + "# Remove any rows with missing values\n", + "df = df.dropna()\n", + "\n", + "# Remove any impossible values (negative prices)\n", + "df = df[df['close'] > 0]\n", + "\n", + "print(f\"\\nšŸ§¹ Data cleaning complete:\")\n", + "print(f\" Before: {original_length:,} rows\")\n", + "print(f\" After: {len(df):,} rows\")\n", + "print(f\" Removed: {original_length - len(df):,} rows\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## šŸ§® Step 5: Calculate New Metrics" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "āœ… New metrics calculated:\n", + " šŸ“Š Total columns now: 16\n", + " šŸ“ˆ New columns: ['sma_10', 'sma_20', 'sma_50', 'volatility', 'signal_above_sma20', 'signal_golden_cross', 'daily_range', 'daily_range_percent']\n" + ] + } + ], + "source": [ + "# šŸ“Š Calculate returns (price changes)\n", + "df['price_change'] = df['close'].diff() # Absolute change\n", + "df['returns'] = df['close'].pct_change() # Percentage change\n", + "df['returns_percent'] = df['returns'] * 100 # As percentage\n", + "\n", + "# šŸ“ˆ Calculate moving averages\n", + "df['sma_10'] = df['close'].rolling(10).mean() # 10-period moving average\n", + "df['sma_20'] = df['close'].rolling(20).mean() # 20-period moving average\n", + "df['sma_50'] = df['close'].rolling(50).mean() # 50-period moving average\n", + "\n", + "# šŸ“Š Calculate volatility (how much price moves)\n", + "df['volatility'] = df['returns'].rolling(20).std()\n", + "\n", + "# šŸŽÆ Create trading signals\n", + "df['signal_above_sma20'] = df['close'] > df['sma_20'] # True when price above 20-day average\n", + "df['signal_golden_cross'] = df['sma_10'] > df['sma_20'] # True when short MA above long MA\n", + "\n", + "# šŸ“Š Price ranges\n", + "df['daily_range'] = df['high'] - df['low']\n", + "df['daily_range_percent'] = (df['daily_range'] / df['close']) * 100\n", + "\n", + "print(\"āœ… New metrics calculated:\")\n", + "print(f\" šŸ“Š Total columns now: {len(df.columns)}\")\n", + "print(f\" šŸ“ˆ New columns: {list(df.columns[-8:])}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "šŸ“‹ DATA WITH NEW CALCULATIONS:\n" + ] + }, + { + "data": { + "text/html": [ + "
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closereturns_percentsma_10sma_20volatilitysignal_above_sma20
datetime
2015-09-20 14:00:00232.92NaNNaNNaNNaNFalse
2015-09-20 15:00:00233.240.137386NaNNaNNaNFalse
2015-09-20 16:00:00233.730.210084NaNNaNNaNFalse
2015-09-20 17:00:00233.04-0.295212NaNNaNNaNFalse
2015-09-20 18:00:00232.27-0.330415NaNNaNNaNFalse
2015-09-20 19:00:00232.650.163603NaNNaNNaNFalse
2015-09-20 20:00:00231.88-0.330969NaNNaNNaNFalse
2015-09-20 21:00:00232.420.232879NaNNaNNaNFalse
2015-09-20 22:00:00232.39-0.012908NaNNaNNaNFalse
2015-09-20 23:00:00232.24-0.064547232.678NaNNaNFalse
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" + ], + "text/plain": [ + " close returns_percent sma_10 sma_20 volatility \\\n", + "datetime \n", + "2015-09-20 14:00:00 232.92 NaN NaN NaN NaN \n", + "2015-09-20 15:00:00 233.24 0.137386 NaN NaN NaN \n", + "2015-09-20 16:00:00 233.73 0.210084 NaN NaN NaN \n", + "2015-09-20 17:00:00 233.04 -0.295212 NaN NaN NaN \n", + "2015-09-20 18:00:00 232.27 -0.330415 NaN NaN NaN \n", + "2015-09-20 19:00:00 232.65 0.163603 NaN NaN NaN \n", + "2015-09-20 20:00:00 231.88 -0.330969 NaN NaN NaN \n", + "2015-09-20 21:00:00 232.42 0.232879 NaN NaN NaN \n", + "2015-09-20 22:00:00 232.39 -0.012908 NaN NaN NaN \n", + "2015-09-20 23:00:00 232.24 -0.064547 232.678 NaN NaN \n", + "\n", + " signal_above_sma20 \n", + "datetime \n", + "2015-09-20 14:00:00 False \n", + "2015-09-20 15:00:00 False \n", + "2015-09-20 16:00:00 False \n", + "2015-09-20 17:00:00 False \n", + "2015-09-20 18:00:00 False \n", + "2015-09-20 19:00:00 False \n", + "2015-09-20 20:00:00 False \n", + "2015-09-20 21:00:00 False \n", + "2015-09-20 22:00:00 False \n", + "2015-09-20 23:00:00 False " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "šŸ’” QUICK INSIGHTS:\n", + " šŸ’° Current price: $84,351.47\n", + " šŸ“ˆ Highest price: $108,276.43\n", + " šŸ“‰ Lowest price: $225.57\n", + " šŸ“Š Average daily return: 0.010%\n", + " šŸŽÆ Time above 20-day average: 53.3%\n", + " šŸ“Š Current volatility: 0.0016\n" + ] + } + ], + "source": [ + "# šŸ“Š Let's see our new data\n", + "print(\"šŸ“‹ DATA WITH NEW CALCULATIONS:\")\n", + "display(df[['close', 'returns_percent', 'sma_10', 'sma_20', 'volatility', 'signal_above_sma20']].head(10))\n", + "\n", + "# šŸ“ˆ Quick insights\n", + "print(f\"\\nšŸ’” QUICK INSIGHTS:\")\n", + "print(f\" šŸ’° Current price: ${df['close'].iloc[-1]:,.2f}\")\n", + "print(f\" šŸ“ˆ Highest price: ${df['close'].max():,.2f}\")\n", + "print(f\" šŸ“‰ Lowest price: ${df['close'].min():,.2f}\")\n", + "print(f\" šŸ“Š Average daily return: {df['returns_percent'].mean():.3f}%\")\n", + "print(f\" šŸŽÆ Time above 20-day average: {df['signal_above_sma20'].mean()*100:.1f}%\")\n", + "print(f\" šŸ“Š Current volatility: {df['volatility'].iloc[-1]:.4f}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## šŸ“Š Step 6: Create Visualizations" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "āœ… Charts created! This shows the power of visualizing CSV data.\n" + ] + } + ], + "source": [ + "# šŸ“ˆ Plot 1: Price chart with moving averages\n", + "plt.figure(figsize=(15, 8))\n", + "\n", + "plt.subplot(2, 2, 1)\n", + "plt.plot(df.index, df['close'], label='Bitcoin Price', linewidth=1, alpha=0.8)\n", + "plt.plot(df.index, df['sma_10'], label='10-day Average', linewidth=2)\n", + "plt.plot(df.index, df['sma_20'], label='20-day Average', linewidth=2)\n", + "plt.title('Bitcoin Price with Moving Averages')\n", + "plt.ylabel('Price (USD)')\n", + "plt.legend()\n", + "plt.grid(True, alpha=0.3)\n", + "\n", + "# šŸ“Š Plot 2: Daily returns\n", + "plt.subplot(2, 2, 2)\n", + "plt.plot(df.index, df['returns_percent'], linewidth=0.8, alpha=0.7)\n", + "plt.axhline(y=0, color='black', linestyle='-', alpha=0.3)\n", + "plt.title('Daily Returns (%)')\n", + "plt.ylabel('Return (%)')\n", + "plt.grid(True, alpha=0.3)\n", + "\n", + "# šŸ“ˆ Plot 3: Volume\n", + "plt.subplot(2, 2, 3)\n", + "plt.plot(df.index, df['volume'], linewidth=0.8, alpha=0.7, color='orange')\n", + "plt.title('Trading Volume')\n", + "plt.ylabel('Volume')\n", + "plt.grid(True, alpha=0.3)\n", + "\n", + "# šŸ“Š Plot 4: Volatility\n", + "plt.subplot(2, 2, 4)\n", + "plt.plot(df.index, df['volatility'], linewidth=1.5, color='red')\n", + "plt.title('Price Volatility (20-day)')\n", + "plt.ylabel('Volatility')\n", + "plt.grid(True, alpha=0.3)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "print(\"āœ… Charts created! This shows the power of visualizing CSV data.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# šŸ“Š Simple histogram of returns\n", + "plt.figure(figsize=(12, 5))\n", + "\n", + "plt.subplot(1, 2, 1)\n", + "plt.hist(df['returns_percent'].dropna(), bins=50, alpha=0.7, edgecolor='black')\n", + "plt.axvline(df['returns_percent'].mean(), color='red', linestyle='--', \n", + " label=f'Average: {df[\"returns_percent\"].mean():.2f}%')\n", + "plt.title('Distribution of Daily Returns')\n", + "plt.xlabel('Daily Return (%)')\n", + "plt.ylabel('Frequency')\n", + "plt.legend()\n", + "plt.grid(True, alpha=0.3)\n", + "\n", + "plt.subplot(1, 2, 2)\n", + "monthly_data = df['close'].resample('ME').last()\n", + "monthly_returns = monthly_data.pct_change() * 100\n", + "plt.bar(range(len(monthly_returns)), monthly_returns, alpha=0.7)\n", + "plt.axhline(y=0, color='black', linestyle='-', alpha=0.5)\n", + "plt.title('Monthly Returns')\n", + "plt.xlabel('Month')\n", + "plt.ylabel('Monthly Return (%)')\n", + "plt.grid(True, alpha=0.3)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## šŸ” Step 7: Find Patterns and Insights" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ā° HOURLY PATTERNS:\n", + "\n", + "šŸ“Š Best and worst hours for returns:\n", + " šŸŸ¢ Best hour: 22:00 (avg return: 0.051%)\n", + " šŸ”“ Worst hour: 3:00 (avg return: -0.018%)\n", + "\n", + "šŸ“Š Trading activity:\n", + " šŸ“ˆ Highest volume: 14:00\n", + " šŸ“‰ Lowest volume: 9:00\n" + ] + } + ], + "source": [ + "# šŸ• Analyze patterns by hour of day\n", + "df['hour'] = df.index.hour\n", + "hourly_avg = df.groupby('hour').agg({\n", + " 'returns_percent': 'mean',\n", + " 'volume': 'mean',\n", + " 'volatility': 'mean'\n", + "})\n", + "\n", + "print(\"ā° HOURLY PATTERNS:\")\n", + "print(\"\\nšŸ“Š Best and worst hours for returns:\")\n", + "best_hour = hourly_avg['returns_percent'].idxmax()\n", + "worst_hour = hourly_avg['returns_percent'].idxmin()\n", + "print(f\" šŸŸ¢ Best hour: {best_hour}:00 (avg return: {hourly_avg.loc[best_hour, 'returns_percent']:.3f}%)\")\n", + "print(f\" šŸ”“ Worst hour: {worst_hour}:00 (avg return: {hourly_avg.loc[worst_hour, 'returns_percent']:.3f}%)\")\n", + "\n", + "print(f\"\\nšŸ“Š Trading activity:\")\n", + "high_volume_hour = hourly_avg['volume'].idxmax()\n", + "low_volume_hour = hourly_avg['volume'].idxmin()\n", + "print(f\" šŸ“ˆ Highest volume: {high_volume_hour}:00\")\n", + "print(f\" šŸ“‰ Lowest volume: {low_volume_hour}:00\")" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "šŸŽ¢ BIG MOVES ANALYSIS (>5% daily change):\n", + " šŸ“Š Total big moves: 172\n", + " šŸ“ˆ Biggest gain: 22.04%\n", + " šŸ“‰ Biggest loss: -16.97%\n", + " šŸŽÆ Frequency: 0.2% of all days\n", + "\n", + "šŸ“… Most recent big moves:\n", + " 2023-03-03: -5.37% (Price: $22,162.35)\n", + " 2023-04-26: -6.19% (Price: $27,894.99)\n", + " 2023-08-29: +5.73% (Price: $27,524.88)\n", + " 2023-10-23: +5.27% (Price: $33,320.27)\n", + " 2025-04-09: +5.09% (Price: $82,183.56)\n" + ] + } + ], + "source": [ + "# šŸ“Š Analyze big moves\n", + "big_moves = df[abs(df['returns_percent']) > 5] # Days with >5% moves\n", + "\n", + "print(f\"šŸŽ¢ BIG MOVES ANALYSIS (>5% daily change):\")\n", + "print(f\" šŸ“Š Total big moves: {len(big_moves)}\")\n", + "print(f\" šŸ“ˆ Biggest gain: {df['returns_percent'].max():.2f}%\")\n", + "print(f\" šŸ“‰ Biggest loss: {df['returns_percent'].min():.2f}%\")\n", + "print(f\" šŸŽÆ Frequency: {len(big_moves)/len(df)*100:.1f}% of all days\")\n", + "\n", + "if len(big_moves) > 0:\n", + " print(f\"\\nšŸ“… Most recent big moves:\")\n", + " recent_big_moves = big_moves.tail(5)[['close', 'returns_percent', 'volume']]\n", + " for date, row in recent_big_moves.iterrows():\n", + " print(f\" {date.strftime('%Y-%m-%d')}: {row['returns_percent']:+.2f}% (Price: ${row['close']:,.2f})\")" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "šŸŽÆ TRADING SIGNALS ANALYSIS:\n", + "\n", + "šŸ“Š Price above 20-day average:\n", + " āœ… 53.3% of the time\n", + " āŒ 46.7% below average\n", + "\n", + "šŸ“Š Golden Cross signal (short MA > long MA):\n", + " šŸŸ¢ Active 53.2% of the time\n", + "\n", + "šŸ“Š CURRENT STATUS:\n", + " šŸ’° Price: $84,351.47\n", + " šŸ“ˆ 20-day average: $84,907.43\n", + " šŸŽÆ Signal: šŸ”“ Below average\n", + " šŸ“Š Distance from average: -0.65%\n" + ] + } + ], + "source": [ + "# šŸŽÆ Trading signal analysis\n", + "signal_stats = df['signal_above_sma20'].value_counts()\n", + "golden_cross_stats = df['signal_golden_cross'].value_counts()\n", + "\n", + "print(\"šŸŽÆ TRADING SIGNALS ANALYSIS:\")\n", + "print(f\"\\nšŸ“Š Price above 20-day average:\")\n", + "if True in signal_stats.index:\n", + " above_pct = signal_stats[True] / len(df) * 100\n", + " print(f\" āœ… {above_pct:.1f}% of the time\")\n", + "if False in signal_stats.index:\n", + " below_pct = signal_stats[False] / len(df) * 100\n", + " print(f\" āŒ {below_pct:.1f}% below average\")\n", + "\n", + "print(f\"\\nšŸ“Š Golden Cross signal (short MA > long MA):\")\n", + "if True in golden_cross_stats.index:\n", + " golden_pct = golden_cross_stats[True] / len(df) * 100\n", + " print(f\" šŸŸ¢ Active {golden_pct:.1f}% of the time\")\n", + "\n", + "# Current status\n", + "current_price = df['close'].iloc[-1]\n", + "current_sma20 = df['sma_20'].iloc[-1]\n", + "current_signal = df['signal_above_sma20'].iloc[-1]\n", + "\n", + "print(f\"\\nšŸ“Š CURRENT STATUS:\")\n", + "print(f\" šŸ’° Price: ${current_price:,.2f}\")\n", + "print(f\" šŸ“ˆ 20-day average: ${current_sma20:,.2f}\")\n", + "print(f\" šŸŽÆ Signal: {'šŸŸ¢ Above average' if current_signal else 'šŸ”“ Below average'}\")\n", + "print(f\" šŸ“Š Distance from average: {((current_price/current_sma20-1)*100):+.2f}%\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## šŸ’¾ Step 8: Export Your Results" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "āœ… Enhanced dataset saved: Data/bitcoin_analysis.csv\n", + " šŸ“Š Contains 83954 rows and 17 columns\n", + "āœ… Summary statistics saved: Data/bitcoin_summary.csv\n", + "āœ… Recent data saved: Data/bitcoin_recent.csv\n", + "\n", + "šŸ“ All files saved to: /Users/alex/Dev/cryptoTraining/Session-01/Data\n" + ] + } + ], + "source": [ + "# šŸ“ Create output folder\n", + "output_folder = \"Data\"\n", + "if not os.path.exists(output_folder):\n", + " os.makedirs(output_folder)\n", + " print(f\"šŸ“ Created folder: {output_folder}\")\n", + "\n", + "# šŸ’¾ Export enhanced dataset\n", + "enhanced_file = os.path.join(output_folder, \"bitcoin_analysis.csv\")\n", + "df.to_csv(enhanced_file)\n", + "print(f\"āœ… Enhanced dataset saved: {enhanced_file}\")\n", + "print(f\" šŸ“Š Contains {len(df)} rows and {len(df.columns)} columns\")\n", + "\n", + "# šŸ’¾ Export summary statistics\n", + "summary_file = os.path.join(output_folder, \"bitcoin_summary.csv\")\n", + "summary_stats = df[['close', 'returns_percent', 'sma_20', 'volatility']].describe()\n", + "summary_stats.to_csv(summary_file)\n", + "print(f\"āœ… Summary statistics saved: {summary_file}\")\n", + "\n", + "# šŸ’¾ Export recent data only (last 100 rows)\n", + "recent_file = os.path.join(output_folder, \"bitcoin_recent.csv\")\n", + "df.tail(100).to_csv(recent_file)\n", + "print(f\"āœ… Recent data saved: {recent_file}\")\n", + "\n", + "print(f\"\\nšŸ“ All files saved to: {os.path.abspath(output_folder)}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## šŸ“‹ Step 9: Summary Report" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "šŸ“‹ FINAL ANALYSIS SUMMARY\n", + "==================================================\n", + "šŸ“ DATA PROCESSED:\n", + " šŸ“Š Total records: 83,954\n", + " šŸ“… Date range: 2015-09-20 to 2025-04-20\n", + " ā±ļø Duration: 3499 days\n", + " šŸ“ˆ Features created: 17\n", + "\n", + "šŸ’° PRICE ANALYSIS:\n", + " šŸ’µ Current price: $84,351.47\n", + " šŸ“ˆ Highest price: $108,276.43\n", + " šŸ“‰ Lowest price: $225.57\n", + " šŸ“Š Total return: +36114.78%\n", + "\n", + "šŸ“Š VOLATILITY & PATTERNS:\n", + " šŸ“Š Average daily return: 0.010%\n", + " šŸ“ˆ Best day: +22.04%\n", + " šŸ“‰ Worst day: -16.97%\n", + " šŸŽÆ Days above 20-day average: 53.3%\n", + "\n", + "šŸ’¾ FILES CREATED:\n", + " šŸ“ Enhanced dataset: bitcoin_analysis_enhanced.csv\n", + " šŸ“Š Summary statistics: bitcoin_summary.csv\n", + " šŸ“… Recent data: bitcoin_recent.csv\n", + "\n", + "šŸŽ‰ WHAT WE ACCOMPLISHED:\n", + " āœ… Loaded and cleaned CSV data\n", + " āœ… Created 11 new calculated columns\n", + " āœ… Generated 4 visualizations\n", + " āœ… Found patterns in the data\n", + " āœ… Exported enhanced datasets\n", + "\n", + "šŸš€ This demonstrates the power of CSV data analysis!\n" + ] + } + ], + "source": [ + "# šŸ“Š Create a final summary\n", + "print(\"šŸ“‹ FINAL ANALYSIS SUMMARY\")\n", + "print(\"=\" * 50)\n", + "\n", + "print(f\"šŸ“ DATA PROCESSED:\")\n", + "print(f\" šŸ“Š Total records: {len(df):,}\")\n", + "print(f\" šŸ“… Date range: {df.index.min().strftime('%Y-%m-%d')} to {df.index.max().strftime('%Y-%m-%d')}\")\n", + "print(f\" ā±ļø Duration: {(df.index.max() - df.index.min()).days} days\")\n", + "print(f\" šŸ“ˆ Features created: {len(df.columns)}\")\n", + "\n", + "print(f\"\\nšŸ’° PRICE ANALYSIS:\")\n", + "print(f\" šŸ’µ Current price: ${df['close'].iloc[-1]:,.2f}\")\n", + "print(f\" šŸ“ˆ Highest price: ${df['close'].max():,.2f}\")\n", + "print(f\" šŸ“‰ Lowest price: ${df['close'].min():,.2f}\")\n", + "print(f\" šŸ“Š Total return: {((df['close'].iloc[-1] / df['close'].iloc[0] - 1) * 100):+.2f}%\")\n", + "\n", + "print(f\"\\nšŸ“Š VOLATILITY & PATTERNS:\")\n", + "print(f\" šŸ“Š Average daily return: {df['returns_percent'].mean():.3f}%\")\n", + "print(f\" šŸ“ˆ Best day: {df['returns_percent'].max():+.2f}%\")\n", + "print(f\" šŸ“‰ Worst day: {df['returns_percent'].min():+.2f}%\")\n", + "print(f\" šŸŽÆ Days above 20-day average: {df['signal_above_sma20'].mean()*100:.1f}%\")\n", + "\n", + "print(f\"\\nšŸ’¾ FILES CREATED:\")\n", + "print(f\" šŸ“ Enhanced dataset: bitcoin_analysis_enhanced.csv\")\n", + "print(f\" šŸ“Š Summary statistics: bitcoin_summary.csv\")\n", + "print(f\" šŸ“… Recent data: bitcoin_recent.csv\")\n", + "\n", + "print(f\"\\nšŸŽ‰ WHAT WE ACCOMPLISHED:\")\n", + "print(f\" āœ… Loaded and cleaned CSV data\")\n", + "print(f\" āœ… Created {len(df.columns) - 6} new calculated columns\")\n", + "print(f\" āœ… Generated {4} visualizations\")\n", + "print(f\" āœ… Found patterns in the data\")\n", + "print(f\" āœ… Exported enhanced datasets\")\n", + "print(f\"\\nšŸš€ This demonstrates the power of CSV data analysis!\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## šŸŽ“ Learning Summary: What You Can Do with CSV Data\n", + "\n", + "### šŸ“Š **Data Operations We Performed:**\n", + "1. **Load CSV files** with `pd.read_csv()`\n", + "2. **Explore data** with `.head()`, `.describe()`, `.info()`\n", + "3. **Clean data** by removing missing values and invalid entries\n", + "4. **Transform data** by converting dates and setting indexes\n", + "5. **Calculate new metrics** from existing columns\n", + "6. **Create visualizations** to understand patterns\n", + "7. **Find insights** through grouping and analysis\n", + "8. **Export results** to new CSV files\n", + "\n", + "### šŸ”§ **Key Skills Demonstrated:**\n", + "- **Data Loading**: Reading CSV files into pandas DataFrames\n", + "- **Data Cleaning**: Handling missing values and data quality issues\n", + "- **Feature Engineering**: Creating new columns from existing data\n", + "- **Time Series Analysis**: Working with datetime indexes\n", + "- **Statistical Analysis**: Calculating means, rolling averages, and patterns\n", + "- **Data Visualization**: Creating charts to explore data\n", + "- **Pattern Recognition**: Finding trends and anomalies\n", + "- **Data Export**: Saving processed data for future use\n", + "\n", + "### šŸ’” **Real-World Applications:**\n", + "- **Business Analytics**: Sales data, customer behavior, inventory analysis\n", + "- **Financial Analysis**: Stock prices, trading volumes, risk metrics\n", + "- **Marketing**: Campaign performance, customer segmentation\n", + "- **Operations**: Process optimization, quality control\n", + "- **Research**: Scientific data analysis, survey results\n", + "\n", + "---\n", + "\n", + "**Remember**: CSV files are everywhere! These techniques work with any tabular data - sales records, website analytics, sensor data, survey responses, and much more.\n", + "\n", + "*This example used Bitcoin data, but the same principles apply to ANY CSV dataset.*" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Session_01/ohlcv_analysis_advanced.ipynb b/Session_01/ohlcv_analysis_advanced.ipynb new file mode 100755 index 0000000..8dc4e2c --- /dev/null +++ b/Session_01/ohlcv_analysis_advanced.ipynb @@ -0,0 +1,1733 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# šŸš€ Advanced Price Analysis\n", + "## Technical Analysis, Risk Metrics, and Market Insights\n", + "\n", + "This notebook provides an enhanced analysis of Bitcoin (BTCUSD) hourly price data, including:\n", + "- **Data preprocessing and quality assessment**\n", + "- **Basic technical indicators (moving averages)**\n", + "- **Risk analysis and performance metrics**\n", + "- **Statistical analysis and seasonality**\n", + "- **Monte Carlo simulation for forecasting**\n", + "- **Comprehensive visualizations**\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## šŸ“¦ Import Libraries and Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "āœ… All libraries imported successfully!\n" + ] + } + ], + "source": [ + "# Data manipulation and analysis\n", + "import pandas as pd\n", + "import numpy as np\n", + "import os\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "# Visualization\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "# Statistical analysis\n", + "from scipy import stats\n", + "import statsmodels.api as sm\n", + "\n", + "# Set style\n", + "plt.style.use('seaborn-v0_8')\n", + "sns.set_palette(\"husl\")\n", + "\n", + "# Display options\n", + "pd.set_option('display.max_columns', None)\n", + "pd.set_option('display.width', None)\n", + "\n", + "print(\"āœ… All libraries imported successfully!\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## šŸ“Š Data Loading and Initial Exploration" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "āœ… Successfully loaded data from: Data/BTCUSD-1h-data.csv\n", + "šŸ“ Dataset shape: (83954, 6)\n" + ] + } + ], + "source": [ + "# 1ļøāƒ£ Load CSV from 'Data/' folder\n", + "file_path = os.path.join(\"Data\", \"BTCUSD-1h-data.csv\")\n", + "\n", + "try:\n", + " df = pd.read_csv(file_path)\n", + " print(f\"āœ… Successfully loaded data from: {file_path}\")\n", + " print(f\"šŸ“ Dataset shape: {df.shape}\")\n", + "except FileNotFoundError:\n", + " print(f\"āŒ File not found: {file_path}\")\n", + " print(\"Creating sample data for demonstration...\")\n", + " \n", + " # Create sample Bitcoin data\n", + " date_range = pd.date_range(start='2020-01-01', end='2024-12-31', freq='H')\n", + " np.random.seed(42)\n", + " \n", + " # Simulate realistic Bitcoin price movements\n", + " returns = np.random.normal(0.0002, 0.02, len(date_range))\n", + " price = 7000 # Starting price\n", + " prices = []\n", + " \n", + " for ret in returns:\n", + " price *= (1 + ret)\n", + " prices.append(price)\n", + " \n", + " # Create OHLCV data\n", + " df = pd.DataFrame({\n", + " 'timestamp': date_range,\n", + " 'open': prices,\n", + " 'high': [p * (1 + abs(np.random.normal(0, 0.01))) for p in prices],\n", + " 'low': [p * (1 - abs(np.random.normal(0, 0.01))) for p in prices],\n", + " 'close': prices,\n", + " 'volume': np.random.lognormal(15, 1, len(date_range))\n", + " })\n", + " \n", + " # Ensure OHLC relationships are correct\n", + " df['high'] = df[['open', 'high', 'close']].max(axis=1)\n", + " df['low'] = df[['open', 'low', 'close']].min(axis=1)\n", + " \n", + " print(f\"šŸ“Š Created sample dataset with {len(df)} records\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "šŸ“Š DATASET OVERVIEW\n", + "==================================================\n", + "šŸ“… Date range: 2015-09-20 14:00:00 to 2025-04-20 13:00:00\n", + "ā±ļø Duration: 3499 days 23:00:00\n", + "šŸ“ Total records: 83,954\n", + "šŸ“Š Columns: ['open', 'high', 'low', 'close', 'volume']\n", + "\n", + "šŸ“Š First few rows:\n" + ] + }, + { + "data": { + "text/html": [ + "
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openhighlowclosevolume
count83954.00000083954.00000083954.00000083954.00000083954.000000
mean23735.56708123956.84790423849.15871123850.217581603.636305
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min0.060000226.1200000.060000225.5700000.280000
25%4540.1150004589.0000004570.0275004572.865000205.379431
50%11311.11000011410.58500011360.96500011361.345000374.110380
75%38390.20750038837.44500038621.00500038624.597500720.276871
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" + ], + "text/plain": [ + " Missing Count Missing %\n", + "open 0 0.0\n", + "high 0 0.0\n", + "low 0 0.0\n", + "close 0 0.0\n", + "volume 0 0.0" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "šŸ”„ Duplicate timestamps: 0\n", + "\n", + "āš ļø Zero/negative prices:\n", + "open 0\n", + "high 0\n", + "low 0\n", + "close 0\n", + "dtype: int64\n", + "\n", + "šŸ§¹ CLEANING DATA...\n", + "āœ… Cleaned dataset: 83,954 ā†’ 83,954 records\n", + "šŸ“‰ Removed: 0 records (0.00%)\n" + ] + } + ], + "source": [ + "# 4ļøāƒ£ Data quality checks\n", + "print(\"šŸ” DATA QUALITY ASSESSMENT\")\n", + "print(\"=\" * 50)\n", + "\n", + "# Check for missing values\n", + "missing_counts = df.isnull().sum()\n", + "missing_pct = (missing_counts / len(df)) * 100\n", + "\n", + "missing_df = pd.DataFrame({\n", + " 'Missing Count': missing_counts,\n", + " 'Missing %': missing_pct\n", + "})\n", + "\n", + "print(\"ā— Missing values analysis:\")\n", + "display(missing_df)\n", + "\n", + "# Check for duplicates\n", + "duplicates = df.index.duplicated().sum()\n", + "print(f\"\\nšŸ”„ Duplicate timestamps: {duplicates}\")\n", + "\n", + "# Check for zero/negative prices\n", + "zero_prices = (df[['open', 'high', 'low', 'close']] <= 0).sum()\n", + "print(f\"\\nāš ļø Zero/negative prices:\")\n", + "print(zero_prices)\n", + "\n", + "# Data cleaning\n", + "print(\"\\nšŸ§¹ CLEANING DATA...\")\n", + "original_length = len(df)\n", + "\n", + "# Remove duplicates and missing values\n", + "df = df[~df.index.duplicated(keep='first')]\n", + "df = df.dropna()\n", + "df = df[(df[['open', 'high', 'low', 'close']] > 0).all(axis=1)]\n", + "\n", + "print(f\"āœ… Cleaned dataset: {original_length:,} ā†’ {len(df):,} records\")\n", + "print(f\"šŸ“‰ Removed: {original_length - len(df):,} records ({((original_length - len(df))/original_length)*100:.2f}%)\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## šŸ“ˆ Price Metrics and Returns Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "šŸ“Š CALCULATING RETURN METRICS\n", + "==================================================\n", + "āœ… Return metrics calculated\n", + "\n", + "šŸ“Š RETURNS STATISTICS\n" + ] + }, + { + "data": { + "text/html": [ + "
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MeanStdSkewnessKurtosis
1H Returns0.0001010.0078260.03307935.938209
24H Returns0.0023700.0368050.0839736.813458
7D Returns0.0166950.0989740.4266662.811554
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" + ], + "text/plain": [ + " Mean Std Skewness Kurtosis\n", + "1H Returns 0.000101 0.007826 0.033079 35.938209\n", + "24H Returns 0.002370 0.036805 0.083973 6.813458\n", + "7D Returns 0.016695 0.098974 0.426666 2.811554" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "šŸ“ˆ ANNUALIZED METRICS\n", + "Annual Return: 88.33%\n", + "Annual Volatility: 73.25%\n", + "Sharpe Ratio: 1.206\n" + ] + } + ], + "source": [ + "# 5ļøāƒ£ Calculate return metrics\n", + "print(\"šŸ“Š CALCULATING RETURN METRICS\")\n", + "print(\"=\" * 50)\n", + "\n", + "# Basic returns\n", + "df['returns'] = df['close'].pct_change()\n", + "df['log_returns'] = np.log(df['close'] / df['close'].shift(1))\n", + "\n", + "# Multi-period returns\n", + "df['returns_24h'] = df['close'].pct_change(24)\n", + "df['returns_7d'] = df['close'].pct_change(24*7)\n", + "\n", + "# Cumulative returns\n", + "df['cumulative_returns'] = (1 + df['returns']).cumprod() - 1\n", + "\n", + "# Price range metrics\n", + "df['hl_range_pct'] = ((df['high'] - df['low']) / df['close']) * 100\n", + "df['oc_change_pct'] = ((df['close'] - df['open']) / df['open']) * 100\n", + "\n", + "print(\"āœ… Return metrics calculated\")\n", + "\n", + "# Returns statistics\n", + "returns_stats = pd.DataFrame({\n", + " 'Mean': [df['returns'].mean(), df['returns_24h'].mean(), df['returns_7d'].mean()],\n", + " 'Std': [df['returns'].std(), df['returns_24h'].std(), df['returns_7d'].std()],\n", + " 'Skewness': [df['returns'].skew(), df['returns_24h'].skew(), df['returns_7d'].skew()],\n", + " 'Kurtosis': [df['returns'].kurtosis(), df['returns_24h'].kurtosis(), df['returns_7d'].kurtosis()]\n", + "}, index=['1H Returns', '24H Returns', '7D Returns'])\n", + "\n", + "print(\"\\nšŸ“Š RETURNS STATISTICS\")\n", + "display(returns_stats.round(6))\n", + "\n", + "# Annualized metrics\n", + "hours_per_year = 24 * 365\n", + "annual_return = df['returns'].mean() * hours_per_year\n", + "annual_volatility = df['returns'].std() * np.sqrt(hours_per_year)\n", + "sharpe_ratio = annual_return / annual_volatility if annual_volatility != 0 else 0\n", + "\n", + "print(f\"\\nšŸ“ˆ ANNUALIZED METRICS\")\n", + "print(f\"Annual Return: {annual_return:.2%}\")\n", + "print(f\"Annual Volatility: {annual_volatility:.2%}\")\n", + "print(f\"Sharpe Ratio: {sharpe_ratio:.3f}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## šŸ”§ Technical Indicators (Moving Averages Only)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "šŸ”§ CALCULATING TECHNICAL INDICATORS\n", + "==================================================\n", + "āœ… Technical indicators calculated\n", + "šŸ“Š Total columns: 31\n", + "\n", + "šŸ“Š SIGNAL STATISTICS\n", + "Price above SMA 10: 53.0% of time\n", + "Price above SMA 20: 53.3% of time\n", + "Golden Cross active: 53.2% of time\n" + ] + } + ], + "source": [ + "# 6ļøāƒ£ Simple moving averages and basic technical indicators\n", + "print(\"šŸ”§ CALCULATING TECHNICAL INDICATORS\")\n", + "print(\"=\" * 50)\n", + "\n", + "# Simple Moving Averages\n", + "sma_periods = [5, 10, 20, 50, 100]\n", + "for period in sma_periods:\n", + " df[f'sma_{period}'] = df['close'].rolling(period).mean()\n", + "\n", + "# Exponential Moving Averages\n", + "ema_periods = [5, 10, 20, 50]\n", + "for period in ema_periods:\n", + " df[f'ema_{period}'] = df['close'].ewm(span=period).mean()\n", + "\n", + "# Rolling volatility\n", + "volatility_periods = [10, 20, 50]\n", + "for period in volatility_periods:\n", + " df[f'volatility_{period}'] = df['returns'].rolling(period).std()\n", + "\n", + "# Volume moving averages\n", + "df['volume_sma_20'] = df['volume'].rolling(20).mean()\n", + "df['volume_ratio'] = df['volume'] / df['volume_sma_20']\n", + "\n", + "# Price position indicators\n", + "for period in [20, 50]:\n", + " df[f'price_position_{period}'] = (\n", + " (df['close'] - df['close'].rolling(period).min()) / \n", + " (df['close'].rolling(period).max() - df['close'].rolling(period).min())\n", + " )\n", + "\n", + "# Basic trading signals\n", + "df['above_sma_10'] = df['close'] > df['sma_10']\n", + "df['above_sma_20'] = df['close'] > df['sma_20']\n", + "df['golden_cross'] = df['sma_10'] > df['sma_20']\n", + "\n", + "print(\"āœ… Technical indicators calculated\")\n", + "print(f\"šŸ“Š Total columns: {len(df.columns)}\")\n", + "\n", + "# Signal statistics\n", + "above_sma10_pct = df['above_sma_10'].mean() * 100\n", + "above_sma20_pct = df['above_sma_20'].mean() * 100\n", + "golden_cross_pct = df['golden_cross'].mean() * 100\n", + "\n", + "print(f\"\\nšŸ“Š SIGNAL STATISTICS\")\n", + "print(f\"Price above SMA 10: {above_sma10_pct:.1f}% of time\")\n", + "print(f\"Price above SMA 20: {above_sma20_pct:.1f}% of time\")\n", + "print(f\"Golden Cross active: {golden_cross_pct:.1f}% of time\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## šŸ“Š Basic Visualizations" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "šŸ“Š CREATING VISUALIZATIONS\n", + "==================================================\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 7ļøāƒ£ Create visualizations\n", + "print(\"šŸ“Š CREATING VISUALIZATIONS\")\n", + "print(\"=\" * 50)\n", + "\n", + "# Main price chart with moving averages\n", + "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(20, 12))\n", + "\n", + "# Plot 1: Price with moving averages\n", + "ax1.plot(df.index, df['close'], label='Close Price', alpha=0.7, linewidth=1)\n", + "ax1.plot(df.index, df['sma_10'], label='SMA 10', linestyle='--', alpha=0.8)\n", + "ax1.plot(df.index, df['sma_20'], label='SMA 20', linestyle='--', alpha=0.8)\n", + "ax1.plot(df.index, df['sma_50'], label='SMA 50', linestyle='--', alpha=0.8)\n", + "ax1.set_title('Bitcoin Price with Moving Averages', fontsize=14, fontweight='bold')\n", + "ax1.set_ylabel('Price (USD)')\n", + "ax1.legend()\n", + "ax1.grid(True, alpha=0.3)\n", + "\n", + "# Plot 2: Returns distribution\n", + "returns_clean = df['returns'].dropna()\n", + "ax2.hist(returns_clean, bins=100, alpha=0.7, edgecolor='black')\n", + "ax2.axvline(returns_clean.mean(), color='red', linestyle='--', label=f'Mean: {returns_clean.mean():.4f}')\n", + "ax2.axvline(returns_clean.median(), color='green', linestyle='--', label=f'Median: {returns_clean.median():.4f}')\n", + "ax2.set_title('Hourly Returns Distribution', fontsize=14, fontweight='bold')\n", + "ax2.set_xlabel('Returns')\n", + "ax2.set_ylabel('Frequency')\n", + "ax2.legend()\n", + "ax2.grid(True, alpha=0.3)\n", + "\n", + "# Plot 3: Volatility over time\n", + "ax3.plot(df.index, df['volatility_10'] * 100, label='10H Volatility', alpha=0.8)\n", + "ax3.plot(df.index, df['volatility_20'] * 100, label='20H Volatility', alpha=0.8)\n", + "ax3.plot(df.index, df['volatility_50'] * 100, label='50H Volatility', alpha=0.8)\n", + "ax3.set_title('Rolling Volatility (%)', fontsize=14, fontweight='bold')\n", + "ax3.set_ylabel('Volatility (%)')\n", + "ax3.legend()\n", + "ax3.grid(True, alpha=0.3)\n", + "\n", + "# Plot 4: Volume analysis\n", + "ax4.plot(df.index, df['volume'], alpha=0.5, linewidth=0.5, color='blue', label='Volume')\n", + "ax4.plot(df.index, df['volume_sma_20'], color='red', label='Volume SMA 20', linewidth=2)\n", + "ax4.set_title('Trading Volume', fontsize=14, fontweight='bold')\n", + "ax4.set_ylabel('Volume')\n", + "ax4.legend()\n", + "ax4.grid(True, alpha=0.3)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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EA/JDUY2sCEalZ6RYfIGQJzVbpCzmlwoNuNcZWhuSrwPV5vGP856T4vSHYuzTb4IUB0pb+XnQVjx/eTPnhhtukAkTJkhFRYXstttuplQ6AAAAAABo3MqVK+X111+XKVOmtPlrjx492pRknzNnTmLZ7NmzTZBc13311VeJDAu912PQ5e6+kydPTuyngXS96XINeg8YMCBlvT7WZRpU32abbWThwoVmfnHvel0OAADQnNk/PiGr536QsmxgbTzoZXmjT9U14lu2QueMkVzhxCKJx10CA6XSb8uiUESKCwY3CIovCUWkcl1d2jjQCekgksQZ7W9lKLNuxxLbJ+JvYVDcCsgvB/1arLrKEhoQT0xNHqib5kqD5mn2Dejk43XW1P5UL207dbBOl2CZWJ19Lqh8zxTX8mnHH398e7wVAAAAAAAdzt133y2PPPKIPPXUU6Z8uQahTzvtNFPiXO28885y7733trrMeGOGDx8ue+65p1xyySXy5z//2WRzP/DAA3LGGWfIgQceaMqqX3vttXLMMceYecd1LvCDDjrI7HvsscfKCSecYALZW2+9tdlOX0unS3PX33LLLdKvXz/zXF/rlFNOMY91Gx0s/8c//lEuu+wy+eabb+Sll16Sxx57rE0+FwAAyG92ZbmEraKUZZYJUzmJAX2V0bWy4P2/y2rnQwnPdUTG/1FyQiwmQ2pDpmx6aOBG0m3ZEHEsWwoGj46HzXxB6RcOmoC4Cv8wVWTHodk+aiA76s5nPb+turLlrdjZ/O+w6pBYLQyKuzRTfFUgmQWuc4pLqK4PZsWD8/UrlQc8C+r+GsX31WfUNe98meJnnnmmzJ8/v8Xb60h17YgDAAAAAJDvnnzySbnvvvtk4sSJ0rNnT7Ps0ksvNQFwDRi/9957UllZaYLWbUkD10OGDDFB7IsuusgMZtdgd0lJidx///0mg3v8+PEybdo0897FxfFCgGPGjJGrr77aBPJ1365du8r111+feN1TTz1VDj74YDnrrLPk3HPPlcMOO0xOOumkxPqbbrpJunTpYj6vfu7rrrtORo0a1aafDQAA5A9vSKlHpGFwrCCRpRnfctba6fKJ84ZEpVYWOZ8kguVZ50RMQDyo8wn36CGBgZtK8YCRYg/om8gU7x5Nfr6XV90n7y54JosHDGSP47iZ2jqxd+syq92gdDzLu670eUtZOre4p/y63tyguC99SLXU7pZ2eYGtc4enZoqjE2SKH3HEEYlR5Nox1rnFi4pSR3NpafXPPvtMnn32WZk+fbpcccUV7XFoAAAAAABk1dNPPy0XX3xxosKaZk///PPPct5558nGG29slunAcZ2a7Jxzzmmz9y0tLTUB6nQ0SP388883uq8Gy/WWjt/vNxnoektHA/8aDAcAAGitQi2HXE/vcMBkdrqBrJ8rvkusWxmMilOxQqyuvSTbnFhM1gZsE9i3/H7pOWgrKfB5Zh9Ok9G6pnpZ+x4kkEPl05VVl529PjRTu6VzirssXzCl4rl5DX88sG754uXT6w+zGbzpGdJv/tWmysPMoloz8CX5QZJZ5+gkQfF9991XdthhB5k0aZJceeWVsnbtWjNPWY8ePcS2bTNP2qJFi0yHXEuz3XjjjWakOQAAAAAA+W7WrFmy6667Jp5/+umnZp65PfbYI7FMg+PabwYAAMh3L86fJIcMTlaZ8caXFhSEG2yfXB0PVUVnTk0s0Tm7ncoKkVwIittRWRqMSFnUJ+ILyLY99hSfJwNWM8Ub5rSTZYpOyrHN+RCfHqG1+yYzxaUuoN1S7pzi3vLpGgyvW5lYHnJ8Erbqzs9tthOfp1j298U1icddAkNaf/zo2EFxVVZWZka0/+53v5MvvvjClF8rLy8Xn88nvXv3NqPQNXCuI8oBAAAAAOhMNAju+vLLL81A8c033zyxTMun16+4BgAAkI+8pYvVgro5tl3lwXhZZZfPu9+qNVIRmZn6er71CKplQsxz3L6AFPjrSjJ7gnELC1I/ayy8tr2ODsgpTt2AEGu9ZoGuC4prQLugYMOC4mm2WeePyYiaAplVWCtbVm1kyrsPrS0wg3DqK9311608duRFUNwVCoXMCHjvKHgAAAAAADqrTTfdVKZMmSJDhw5NTC22zz77pGzzyiuvmO0AAAA6m6X1Ak01vtTs6UQmqeOI7+tklrg3QzsXWEuWpmSfNuAPSESjeB4V89+XmkHHSGHXjdrhCIEc4pZPX4+gePfwUBFZvl5zilu+1MTdlEx1y594VuWzpVfR9rLzVmeIHmn/TY4VWfL3lH39PbcSq2fPVh8/Mmf9i/Ejpw2tYdABAAAAAHQEOpf41VdfLdddd52ceuqpEg6H5de/jmcULF26VP7xj3/Igw8+KEcddVS2DxUAACCjohXLpHruZ1IzNx7cdpyWlQ+v9tkSlpgsXfN2w5Wxhtmb2TB9+YvmXsPettPwmBIlmuuZ/+7lGT82INfouR8xo0daX+mhV489pTTWTzau3qvV+1pW47nE8eJeyeOJDegnscEDzOMum6UOalY7luzS6vdHnmWKo310jQ3K9iEAAAAAAFrg0EMPNYHwJ554wkwxdvvtt5spxtT9998vTz31lPz2t7+Vww47LNuHCgAAkFEL3r9BqgNzZcFn18rGQ58Wp4UBbQ2KLw2FpUwqG6xz7NwIin9bvNjch32OBAZsknabblG/LAnVy4SvbTiPOpD3HFvW+GPrlSke3X1nKZzysQQ3P7j1b1uvWkOh3TX5xEpmkXeJ+aTGMwVW/Yz0TaoLpE8hcbpcQ1AcAAAAAIAsO/LII82tvtNPP13OPvts6d69e1aOCwAAoD1VVs8VKfUs+OmHFu87u7BKNqltGECLLPhBQkNHS7bZdXMkh2xLfIHitNt0i5XIElmVsqyodHi7HB+QSxwnXj7dZ7U+KO50KZbYsEEig4a1fl87KgHHkmhdcLz/7p5KDVaymHpZzC8rPMdm+YMyorpAZhXVJpb5/IWtfn9kFuXTAQAAAADIUX379iUgDgAAOq2q1T+2fGOdU9xqOH/w4oXPSNY5yezTfpGgWJ4MU6/Bhfs1WFa9dnZGDw3IRe7UCeuTKe5ar4C6E00ExAeEg+If4Amse6Y4iFdS92SK+wINCr3rMuSWrHwj1dXV8tNPP0kkEhHH8x8DNXbs2GwcEgAAAAAAWXHiiSemXR4MBqVr166mlPqECROktNSbNgUAAJD/rC6lIhUNl3szOb1ikXUiQck5mn3axfZJpa/pOdLX7ThK5POn2u24gJzlxKRLzK+R5fXa/dDBJ6/f29rRxONhNamDbJJ54iL652e77nukrO9SPEzESQ7ksfpRPl06e1D8rbfekosvvljWrVvXICCuo6O+//779j4kAAAAAACyZuDAgWmX27Yta9askQceeEAefvhhM7e4Zo4DAADkKzdi4LiPwjVpt9OAeLHdU2KWzredjDNYdtNB52xxwjV1xdObVlrQXUrsPrLOtyyxLChdMnpsQE6ybSlwNAzdvgWvvUHxBvUcLJ8JhrsGFqdObbAutihRn9vx+8UfKsnkoaIjBMVvueUW2XnnneX3v/89o9wBAAAAAJ3e9ddf3+T6cDgsZ555ptx5551y3XXXtdtxAQAAtLdVwfg8wi5rxo8iPdJvO6z3zrLMXy0DVmoQ6z2zrNJeLN2iflkdSH2dbLPDNdIzEpAFBRrEb4Jlib//CJGl8aB4acwvvgDzEqPzceqGkVjrmSm+3u/reIPi9cLi9cqnW6HUshR9rN4yS9aax4W+Xpk+VHSEoPiCBQvk/vvvlyFDhrT3WwMAAAAA0OGEQiH57W9/KxdccEG2DwUAAKBdLQ180+i6LiW9xC6pki4/pAbN0s/WnWWRGikPJoNtjSnydxEJJANtQcdqUHEX6BRsd2BL+wbFfZ6waf9uBzVYu87vqfngmVNc9SnYUiQ8O76K+cRzUvv+mnT01rBhsmTJkvZ+WwAAAAAAOqxBgwbJqlWrsn0YAAAA7VQ+3aRsSrSJJOmNZIDs139iShjcThZeT+gay/68vrGaSqlpZj5x1b2gjxxc9ksZWuudyzg3S8IDmeQ4bqZ4+w5z6d1lVxMYDzldpHTT/VNX+pLF3NMdleUPSq9IPBhe4lDhIRe1+1AFHdl+zTXXyHnnnSfDhw83I969BgwY0N6HBAAAAABATlu2bJl0794924cBAADQztIHxEKOT/zd+khBoIvEBvYVqY4v/7issuEr+Ask2+zahsfVGMvvT11QFxwEOmdQvN75kGGBHgOkd/lm8SclXVJXWj7xOQ0zyhN8yWPtbpVl9DjRQYLiOpd4LBYz994RHloCRJ9///337X1IAAAAAADkrEgkIvfdd5/stNNO2T4UAACAjNJy4Qm2LWXBESKyosF2fkekoH88cOWMHCXyReOv6ZQUS7ZNXvafxOOyYXs3vbEGAT3p7g1z34FOIDEYpH0LXkc3GSb2iu4igYDYvVIHJesc4+4848mccc96XyBxtvp8qfONo5MGxR9++OH2fksAAAAAAHLWJZdckna5Dh6vqKiQb775xjx+8skn2/3YAAAA2lOBHQ84RSxHHNtOZGMGnSKJWHXp4CJSbCcDTv4e/Zp+0RyYk9tZtkqkLmG9++aHN7mtBtbKgzFPUJxMcXQ+jsTPActq51mgfT6JDW6korXPn6hd4XPSB8Xr/oSJRVA8J7V7UHyHHXZIPF65cqUEAgEpK6OMAAAAAACgc1qwYEHa5cFg0PSXTzzxRJkwYYL06NGj3Y8NAAAgG1ZoUNiOSdiJxCuoa1liT2x7WI2nJLplSSjUU8Lh1IzygGNJVIPrWQ4qW5VVUmOtSh5XaTNBfCt+3EnZD+oDWcsUb++geJ1teuzaYJnlKY/u81a1SKwPyKpAtG6D9i37jhwNiqtHHnlEHnjgAVmxIv4fqV69esmpp54qJ510UjYOBwAAAACArHn00UezfQgAAAA5ISUUbMck4tTGn+g821ErsUVRvezvdPMOb1FVJN92SWaXZ000JrVWReKpd1rZdAKh0pTCzO7cykBnYn73VhYyxesU+uvNJ14v0B1Ic1yOZzBLtgfjIEeC4v/+97/l5ptvluOOO07Gjh1rSsB98cUXctttt0lJSYkceeSR7X1IAAAAAABkzXfffSdbbrllq/aZPn26jBw5MmPHBAAA0N4aBH+dmMScuhLK4pOdux8un6x6Pu2+6YLiAyJ9ZWF0ftaDU7FYtcTq4uA7rk0TaKvH76SGbbJ9/EBW1AXFJc253R58jcwZrvwmS7zh+up1sxOPV62bIr0yfIzoAEHxSZMmyUUXXSS/+tWvEsv2228/GTp0qPzzn/8kKA4AAAAA6FT+9Kc/ycYbbyy/+c1vZMSIEU1u++2338rDDz8sc+bMkWeffbbdjhEAACDTHCeWyBTXeycWk6hEEkFx6dFHpK4KedApTtk3XTapU1xU9yC7QWU7Vp0oqRxMU3K5wfbdu0q/8JYyp3B63RLKp6PzDpIx536OSPk7k6biQx/ZVkQ+MI8H9T+mPQ8NuRoUX7Rokey+++4Nlo8bN05uvPHG9j4cAAAAAACySiuq/eMf/5Cjjz5a+vfvL3vssYdsuumm0rNnT4nFYrJy5UqTTf7pp5+aPvXJJ58s119/fbYPGwAAoE05sXgAPMG2ZbUVL3++fXiA9A0NSqxqEChLk01qSXyZVqvNKjv5/t177tL89j6f+HfaXbrMrBFZ/bPorOhAZ+NIrNHgc6b1KOgjRWnLpwfE74REJCz9o9s1WB3qPkR6L9hMbCsqxZvvxZmbg9o9KD5gwABT5m3IkCEpy7/55hsztzgAAAAAAJ2J3++X008/XY4//ngTIH/rrbdMlbVotC6jKBiUUaNGyRFHHCHjx4+Xrl27ZvuQAQAA2l4smjInr9hRidWVDu8qxVIQ9GSH18sMT5tNmgimZTdT3LFtGVobknU+W4qGaSZp8zbttq0MtubJNNGgOOXT0QnVDWbJxpziu/X5Rdrlls8ng2t2lDWBuVImg6Wm3vrIyE3FWttDigpKxela2i7HihwPih9zzDFy1VVXyerVq2XbbeP/AZg8ebLcddddcuKJJ7b34QAAAAAAkBNKSkpMCXW9aUbTqlWrxOfzSbdu3bJ9aAAAABnn2NHUzErHlm5Rv2jCt5kz3JfMBrfMZMONzyle2nUrsVb40s9V3t7sqJmDuF84kPIZmtKncKBUSFndM8f829DKQsYskDVu+fQszSnemIAUSNApSn9cwYBENxosu/Q9JBuHhlwMimvge+HChXLdddeZMnD6xzwQCJhg+RlnnNHehwMAAAAAQM7Ri549evTI9mEAAAC0HzsZvNaS4Y4dE8uxZXBtSKzCgFh+bzgjNUC8q72FvOPMlojlmKzxosGjRVZ8l3i1rLKjiUC+5W9FgC8lQ1Y/A0FxdB6JCglZyBRvlHdgSpODVDhXc1W7B8V1lPtll10m5557rsyePdssGz58uBkRDwAAAAAAAAAAOh8Ngqdmimvx9Pi8wpYVEPEHpcj2SbXPblAuvcQqNlnlNT5HKoM+OXjQCbJk2mXxWHKWM8X1c7msFmaKm209wUDHiWWljDSQLbYTy8lMcR2woyIjN2l0G0LinTwo/sUXX8iYMWNMRrg+ru/7779PPB47dmx7HBIA/D979wEnV1mvD/w5ZerO9pLeE0ICaYTeQToISFHsHSyo/2u7Il6xi1jwKqKiUhS8KIKA9N5DSyEJIT2k7m62l9kpp/0/73umbi8zW5+vnzhzzpnyztk5y8485/d7iYiIiIiIiIiIaLSw3IrqrHbqju0WZKqarBQXgXh37dOhuoGxuzaxTYTITjrEyrc2o1mOK+Qpzt6QEfY7Awj4kiG4HP9It4AnGiaGHcOquscR1KNQZIOE0RUxx045BlaDCnPR/G63Lyk5FkGd84lP6FD8ox/9KF5++WWUl5fL66INnGib3plYnxmQExERERERERERERHRxArFRXrwVttqhDU3GJOV4plV1p2DMkWVUbj4d3J7ubsqWU0+TIHyxqbXoCkajq48I2u9k9EWXlEHEMmI1yQr3cWc4ulqc6Lx7NH9f5eXHozSSvHCIBynOHUiTmdzChcN+5holIXiTz/9NEpLS1PXiYiIiIiIiKh38XgcXq93pIdBRERENGxtxt8JRlPL1cYBaJqBgOG2HVc0T8atO1eKi+BMkVXVqSryVLvx/FeKi6r2po3/AKw47FNPgOoJdDOneHKc/ZMVBmYE60TjVnsY7RsfQVxphx8e95gZZaE4jW3DMgnFtGnT5Fziwk033YTi4mK5LvNfQUEBfvzjHw/HcIiIiIiIiIhGrf/7v//D6aefjuXLl2Pv3r247rrrcPPNN4/0sIiIiIjySm1uTi8kcm0bYv5wkW97oHoLUpsLnKqs+2bPt51oop6oJneQ/0C5Y+crMDvqYEVb0Lr2vl7mFFcHFYqzUpwmgqbHbpCBuHDAa7grR1n7dBrbhqVSfPXq1fKDvHD//ffjsMMOQygUyrrNjh07sGrVquEYDhEREREREdGo9J///Ae//OUv8fGPfxx//vOf5bp58+bhF7/4Bfx+Pz71qU+N9BCJiIiI8qJt/QNAIjbw2QraZdtwEYorgKpD1X0osqbCUCIom3V+VtQtK8k7PV6yfXp3U7nmmhNuRaNuQnMUINyaPQ7bgiX7oA+0fbr7ijrU7DnFY1YUW1pX48hJJ+dq+ESjQoOyOWtZHDejrX06jW3DEoqLM7K+9a1vpa7/6Ec/6nKbYDCIT3/608MxHCIiIiIiIqJR6dZbb8W1116L973vffK68LGPfUx+Zv7Tn/7EUJyIiIjGrQZ1S+q6LsJlx0FMtWGJubUTYfIhCy/Du00bYK9Ynn1nUSkusuPO66T8V4o7lpEO8ToF36JSfI8vjtmOF9AG1j5dxOJrQx1YnFFtvqbxOdRHqxmK07hTVLQMsF5MLTfpFiKN74zomGh8GZZQ/IgjjsDmze4ZHoceeiheeuklVFRUDMdTExEREREREY0Zu3btwpFHHtll/THHHIMf/OAHIzImIiIiouFQUnIUEH9KXt8UjKLYjqNdNdHuA45MBM2+qmnQA02Anh1tiErxjKXEhZhj3G3Bnm+2FZGXXkeFovm6zDcuxFURmA+g6jWzJXxGKH4wvBdOzG0xTTSeqOh6fERQj9FmOLpP0BieUzyTCMcZiBMRERERERF1JT4vi2C8s7Vr16KqKnvuTCIiIqLxxKNkT7nq31OTup4Mkx04ULPmD3c5iooW3UKbljF/t6KhSTfRoMXyOm75/KYhq9ur4jrUTqE4bDsV1TsDaAWd2TZae+ttd932XWjafB+adz2BtreeyNXwiUaF5AkkmSYd+skRGQuNT8NSKS5avd10000oKiqS13vz17/+dTiGRERERERERDTqfOADH5AV4ddcc41c3rlzp+y29utf/1rOM05EREQ0XjmOhaCtotDSUOsxoFkWkoWjiuaRlz7Vj1Jv1xMFRWgeVe1u5+Q2YeV/7HYcamIW8+RYU9ucRNDnAIru7fdjKqJtfOL6nn23YTZOR8trtwPl7rp9G/+I+Yvfk7PXQDTSbNtINXpICs0dXdMEKHA7UNDYNCyh+LRp06Cq7tlbU6dOlfOKExEREREREVG2z372s2hra8NXv/pVxGIxXHXVVdB1HVdccQU+97nPjfTwiIiIiPJGhMd+W5WBuNCo70xtUww38J4VWij/dZHRljyVPiQqra1hiLAiVgfiiu0+t9Z5TnH39YiIW+m0rTdORo7SpIcxW7RO92xKb2c0R+OwUjwEDZWmH3t8Jk63j4ISLBjpYdE4Miyh+E9/+tPU9euvv344npKIiIiIiIhoTBKB+Oc//3ls375dzlc3d+5chELZ7USJiIiIxhsnMW92gaUhnNEGXYi37EZBH1XVnZmWO+/2fr0Jjm1DSRTu5VLMisKn+XEgXu2OQ+bUTpegr8LQMTmud5lvvL/t07cEYliaCNeJxvOJMV4oOARz4Vt5BqZUsBMCjfE5xYU1a9agsbFRXr///vvlme9//OMfOTk9ERERERERTWjRaFS2ThdTiy1ZsgRLly7FhRdeiP/5n/9BPB4f6eERERER5U2yzXiyks90E2bJnjql1/vG4nWp63G7RV62t26Ul5WGDnNPusI6lx7f/3d5uS+6Md1a2ckO9B3LQL3HlNsUT//bp4ve8clacdEaviPawupwGtcMJ46IakNVdBxbeRbUjBNDRg9xVPI4HKuGPRS/++678eEPfxhbtmzB5s2b5Yd9wzBw++2343e/+91wD4eIiIiIiIho1BDd1d58802sWLEitU58bn7ttddw4403jujYiIiIiIajUhzdhOJFU47r9b4+K6Orju1kX4rHjnXkbJyp8e18G5G3n4G56gk06xljt+0uobggppVV1Oz5xnvTubLdOLgfanKSdQBeOzj4wRONQm+qe2UonpwuYTQSJ7fQ2DXsofgdd9yB73znOzjuuOPwyCOPYMGCBbj11ltxww034L777hvu4RARERERERGNGk899ZT8fHz00Uen1p155pn48Y9/jIcffnhEx0ZERESUTw7cYDk7GgcKLQ2K7u/1vgG1ssdtuqPAyUPr9JrXb0REacDOvbdkre9SKZ5qe67IYLzfZEv49O33bL0VPs/k1HIgMH2wQycadRzLgqG4J6/EzIMYrcQxrHYzXQONDcMyp3imffv24fTTT5fXX375ZZx88sny+rx581BfXz/cwyEiIiIiIiIaNcLhMIqKirqsLysrQ0uL2wqUiIiIaDyybAONugmPkx0cHxLxAXrvFdZ62XSgU7wQtCtEE3X5mI6S+8rTGo87RexBj9v2XZDtzR2721Dc4wwsjhHzpIuq2SSzbS8sTMp4rs6nDxCNXY4RS1XxxpQ2jFYzCuZjcmDmSA+DBmnYT2coLy/HwYMHUVdXh3feeQcnnHCCXC9aqVdUiP9IEREREREREU1My5cvx5///GfYGW03HceRXdfEHONERERE49Vr3j3ysnMo7rEVqLqv1/tac2akriuhEnk51TpKXor5vB0znvPxNuluGL49EMta7/TQPn2g8yMrioY2LR186w7QgTBKTQ1lpg67U0U60VjmmDEonY790UhTdPg1Tl0wVg17pfj555+Pr3/96wgEApg8ebJsCSfaqP/whz/EZZddNtzDISIiIiIiIho1/uu//gsf//jH5Rzihx9+uFz39ttvo7m5WU49RkRERDReheGGy35bRUdGhbSIyZQ+QnEoCormvgfRxu2Yfti1cpV57NHAtnvc7YlgOpf2+3p4zC6V4m54rqH/84kLSmNT1vK6UARBOyb3jQjFk49LNC6Y8dRkAQXBeSM8GBqvhj0U/9rXvibD8L179+LDH/4wNE1DQ0MDrrjiCnzpS18a7uEQERERERERjRpLly7Fgw8+iH/+85/Ytm0bdF3HBRdcID8/V1VVjfTwiIiIiPIjFkfcdNuRK072JhmUaX1HGXqgHKFp5fAVJqrGy8pS2yzDnas4V+yO7ts7i6E7nUJx046lKr8Hwqu7Fe+ZMk8WcByG4jR+iG4OfltBmwYUz37PSA+HxqlhD8VVVcVHP/rRrHWdl4mIiIiIiIgmqhkzZsgTyomIiIgmCmXrll7nfFXUQcwE60lXl9fVPYEQzkeuOLH2njfaFppidSj1VcrFsBORl4oysDhGVby9j4GhOI1Bhh2HR+363nasONRk+3St9/c+0ZgJxYWnn34af/zjH7F161Z51vv8+fPx6U9/GmeeeeZIDIeIiIiIiIhoxFxzzTW49tprEQqF5PXe/PSnPx22cRERERENl8b2tanrqWAsYbCzDKtaOhQ3O+qRS3a8A4VW9pzfci50MdhYFC+9+AtcWPwBOEcdAcdOzik+wDim09zkmSw4iDi5nyedKN8e3X8XLpzxyS7rHSOOWq97rCjawKYaIBq1ofgTTzyBr3zlK3jPe94j5xd3HAdvvPGGXPfb3/5WriciIiIiIiKaKPbt2wc78aWnuE5EREQ00bQh3GMIrgwyFld8gfT1WG4DZCceQYWhZ4Xi02NeWIqD1zueQYMvjNV7tuGII+7BC1gtt0etgQXzim2j2JqBFm1vl20tuoXVBU1YkIPXQjQamLXb5GXQVqHYneZQIBqrofjNN9+ML37xi7j66qtT6z7xiU/gpptuwh/+8AeG4kRERERERDSh/O1vf0tdFyeMi3nFvV62DCQiIqKJYxU25fwxFTU9h3dx8PCcPnZrrE4G4JkCtoJ2zcF+nxvw13tMmOGm1HbHHli7c3PuTPjfKM4KxYssDUFLRY3XgKm4c5XnSnO8HsWecijKYGvziQavrWmjvOxQbVg+vgcpPwYxEcfQ7Ny5E+9973u7rL/gggtkO3UiIiIiIiKiiepLX/oStm1zqySIiIiIJgor0jjkx5gRnNdlnab65aXqK0Cu2I6NF9pfRIOeHXJ77OwgT3cU2Hu3DP55Jle6wbhdklrXqlmYHXVPnjQUG2a0ddCPn/1kNp5b91sc2PZsbh6PaID83ip5OSfqQ3D2sSM9HBqnhj0Ur6qqwu7du7usF+sKCwuHezhEREREREREo0ZZWRna2tpGehhEREREwyoeT4fihc7UrG2ZoXBvVpSfjDKfG6wlzY2F5KXj9Dw/90A5sOHYFsxOxaxi0UmE4cIeXxyx1j2p7aHg/IE/V1EI/gUndHmepMa3/o5ciG95Dc2Nr+PJnT+H3dack8ckGggj5p7gMdMsgqIMe3RJE8Swt08XFeHf+973cN1112HlypVy3erVq/H9738f55133nAPh4iIiIiIiGjUOPnkk3HVVVfhlFNOwaxZs+Dz+bK2Z05FRkRERDQeKSXlQCRdWDdTPwv9jbRPrDo/a1lP1gXmMBS331mPtoOv91hyWG7oqPUa8rplpE92LF3+kUE9X9BThOYeQvFd+x5H5dGfw1A173k6fX3z/Sg76hNDfkyigWhv3AEUA6rF1uk0jkLxz3/+87JNuviQn5ybwnEcnHrqqfjqV7863MMhIiIiIiIiGjUef/xxlJeXY+PGjfJfJvEZmqE4ERERjWeiyjoW3p8KnDX44Jx17qAfT4GW80rxnRt/AhS518tMHY2JNuox1cFeXzzrtrYRkSF5malB0TyDer4lZcfhAP4vtZwZGW4KRnGkFYequS3VB0sLlgLuVOhoqH0GZWAoTrnXGm/qcVuTXi0vDaVjGEdEE82wh+LiLPebb74ZO3bskOG4CMQXLlyIefO6zvdBRERERERENJE888wzIz0EIiIiouEViaau+mwFcbspFYrbMGUL8SFzrKE/RvKhMq4HLRWNiZRFhOKZ/LYKx4rB5ygoFqG44gb0A6V7gr1ut9oboRZPxlAoSjoqqveXYsGQHo2oG46DZ9/8X8QjtTArLoYeKM3arCdPYPEO7uQRolEVitfU1ODJJ5+E1+uVbeBECM4gnIiIiIiIiCj9mVmcSC4+M0+aNGmkh0REREQ0LHzPv566Pi94BDpaawDsk8tKVl30wIUcb84rxTOVmBqiRSvhTJ8OvP2YXFdsaSgxNFn1bisZlePaIOMYRUFR0RK0tm7odp/EGrbDM8RQ3LEMFFoa2jQLW8ytOHL/NnimMRqnHKo+iMaW19yrD34NMz5wa9Zmn1qKSfEYSoJLRmiANBEMSyj+5ptv4jOf+QyiUfeMr2AwiN/85jc48cQTh+PpiYiIiIiIiEYtfmYmIiKiiSxa+zaQOB9wVpuOfb75qVB8cbhgSI9dZPtki3NHzV0o/mpRos84gAJbxXnHXgM1UIA31z8h1ymO2wZeZNeOHZeV5SLGVgYRii8sWo5CTwlOrXovHkyE4kKhbx7a4jvk9eoNv8eCuUP7u9GxDXjEmBN2v/xtzH//PUN6TKJMkdrNqesxpa3LdtsxZWCpqEObCoCoN4kmJPn1v//7vzjuuOPwwgsv4OWXX8ZJJ52E66+/fjiemoiIiIiIiGhU42dmIiIimsjqS2tT12NaGPbc2anlCmtoAZmiJPuw5yYUN+r3ZD++Ayget92zNxEqN+tWKnixLSN9Y3XgbaEXFq+AXwuibM7xWetPPPQz6TEYGc8xSI6VPRc6Ua6ZSE+T0B0xVYLiKFDVYZ/1mSaQYQnFN23ahK997WuoqqpCeXk5vv3tb8s5xdvb24fj6YmIiIiIiIhGLX5mJiIioonM1tKBtQofHH8gY2v2PN0DlZzH20FuQvGGF36f/fji/xIhXok1NbVehSJH7jhupbi87WDbpwuahtI55yIYmIWZR38HnvIpqU2FBYsxVI5tDvkxiHqjZITdTjfHteWYbkcFVorTWA/FOzo6UFJSkloWc6N5PB60tLQMx9MTERERERERjVr8zExEREQTWqJrt88WUbIIjz25e2hFRaNuitQ3J4/XYm7LfnwZ4rkxS3DmCan1aiLzs20j/RKHEooDCBRWwT/3GHhnL5NzpHvUQvexM9qeD6V9OlG+iMB7j13T66kuNqzE8c9QnMZ4KO44DhQl+xezpmmwc9SyhIiIiIiIiGis4mdmIiIimtjcmEL+NSTakWe2Tx5aoTiUxGOLEDnvikIZz+sO3XHMxEtQsl/XICwqXokKn1shLuYZn2EWunOXO1bOK8U9ytDmcifKFIu2Y2PL2h4Pa/F5yFZE+3Rx/OfupBiiEQnFiYiIiIiIiIiIiIiIusqMyBxUBWemF0VKNhSJOcXjyE0ldOfRZJ7WaMba0uu7qRRX9KGF4jMKFuD4qnPkdZ8WwAKzFEWWBsfuORRf3fA8mmJ1A64UN8F26pQ72ssvoa11c883sEwc8MSx2x+HqrNSnPJn2Gasv/XWWxEIpOcCMU0Tf/3rX1FcXJx1u6uvvnq4hkREREREREQ0KvAzMxEREZEsGcXk0Jz04hAfLjmneK5CcSPZFz35+BmxeEi0Tz/4V3ndbQTvwHGMdHI+xErxHudL76VSfH/HTkzyT0epr7LXx7LsWFYJpZWj/UUkvNvwf7CK46kDuvNxbRsRdGhuNwe2T6cxH4pPnToVjz76aNa6yspKPP3001nrRLs4fsAnIiIiIiKiiYSfmYmIiGgi86ruSYAiOy73Lc9p++SwtR/QgKh9MCePty0Q63FbsHx61nKLbqHZiqLWY2BW1JeaezynobjTcyhu2PFu18etGLyaL2vdem8dGjOqw23HkhXoiuoG70RDYSrRLusc204dE44RQ7mhw6vZDMVp7IfizzzzzHA8DREREREREdGYw8/MRERENKH5/UAiM/Mccw4cRcGCiE8G0D4nPU/3YFhWRF4qRm7agRu9tHNXFRVlmI5G7JMBf6Nuoklvy2rjnktyjnKr51C8LVKNln0voL6lBdMO+4o8wdK0DTx24O+4cMYns24btsLy5AEVGioNFXKq8ngUip9zi9PQJY8an60iptry/QXLANTEyRlmDI26hbjqQGH7dMojzilOREREREREREREREQjGplp8MApLpTXi8xZ0OHDlIqLhvTIyTBcdjB3htaM3THiiKhui+ekypJTspaLF5yOEv9hUBLRiwP39moeophk+3T0EIo3vHMvrJYa7NzzDF6tfkCu67Dau9zO6QgjrCUr4EUa7v5EREtrooF6cO9tPW4TgXiJmWj7b2V0JjBimBLXMSfqhaJndzEgyiWG4kRERERERERERERENCKcRFitZcQVRcsvQWnRUVBOOD03zyFD7aHNkx3Z9WrWctmC96H4zC9mrTthzuVQ5x0mYr6s9XoemvbKSnHZ6txE1Orosr1u7wvyslU1sOutO+G0NkNbvx7x9c9DefP11O3M+ndT11dGJiVnQ4fDUJwGaN3eRxHf+iqst16Vx3VDrEauzzwdRZdl4iIUTx+PjhmTt1EdMBSnvGIoTkREREREREREREREIyNR6bwk4laJC8akMlgzpgL+oQVkhfrcjOfJDqoHyjQ7VVl7PaJcO2uVngiqY53arCuiN3mOJef7bkAHntj6ly6V8OGMqva4Esae567Bjl2/QbtWiy07b0hts2Jui/diS8P0yhPdqnp5EgFDcRoAx8GGt3+PdmMP3tn6c8QPbMF/nv0k3n3wm1k3c0+6yA7FYURlS3URWDIUp3xiKE5ERERERERERERERCNCVCULupOOK+xOldaDFZh5VPp57O7bjPeXpgZS149qC3aZlzvp5EkXokPLHr+abHWeh1B8bbAGjbsfgbF1ddZ2EXJnMozGVOAdESW5CVasVVbvzol44QlWIq442OczYMW6Vp8T9cSu2QMLbtD9ZmEH3n35O/L6c94N7hziCUoyFk+0TxcV5aYRkUe86iicU5zyiqE4ERERERERERERERGNjESFc+a823YP82QPNjiWoZw1tMdU7XSQPGtB94G4UOItz2oXLe87xPnMu6Vkt2Tfs+G3WcvJNtXpMegwExXsyRMRBCvailJTg99WoXkK0eAxUe010LTt/tyPmcYtI9qAosSJGCFLg53x9tsWSM5ZD4i3oHz3iVDccXD/S/+Nh3feAhuOjMsV3T8Co6eJgqE4ERERERERERERERGNCCfZ1jyjFblfS1dlD4midn2eQcps9+yfeUSvt600sgNrJ0eV753nFG/UTUyPuZW1W3yNMOy4+3y22fX20NCaWcGeCOptIyxHp0GDv+rQ1GZ/jOEk9Z9jxuWc4EKVoSOeEYq3aukTUsTq1YURxMx2WLs2oSW8AR3OQez2u/dXPGyfTvkzIULxK6+8Et/61rdSy5s2bcLll1+OZcuW4dJLL8XGjRtHdHxERERERERERERERBNSKqxOxxVlvsko9JQM+aGVRNtykdUpTtegeCBsI6Pa1dt7aK91Kgx3clT53jkUz9xrBz0mtr37mPt88WiXanUFKoKWkm5hnQzFzQgM1YEOD5xJVVDhPm5HkOEkDSwUT1aH7/THsDYU7nKbaTEParyGrAo/+MJN6GjakrVdvC8ZilM+jftQ/OGHH8bzzz+fWu7o6JAh+ZFHHon77rsPK1aswFVXXSXXExERERERERERERHRcErGt+nS0iJPKU6b/L6hP3RG9flQ5xSH5VZhH9daAMXT+7zH2Y3L81Qprrnh9R5fPP08rQ3upWnASLRKT1JlLbiSDu0td0yNRoOs5NUU9zU5cPdTU/1LOR8zjV+ObSBkqZgT7TnUrjI8qeuNWrU8IaMzJViYtzESjetQvLm5GTfccAOWLFmSWvfII4/A5/Phm9/8JubNm4drr70WBQUFeOwx9wwqIiIiIiIiIiIiIiIaJomKZSUjwM6V5Jzi0hBDcTsRiotQRfH03lrc6WVu71xR1a7BfGvzevf5jSg2B6Op9R5H1OBq3baDb23aJS+VRJnvkW3pKvi4GcWWlnV5GT+Nv0pxp4/QcU40Pe3AhoIIInXZXZx9tgK1j2OLaCjGdSj+s5/9DBdddBHmz5+fWvfWW29h5cqVqf/AissjjjgC69YN/Be7eIjR+o+IiIiIiGi8GenPWfwcRkRERJR76bm+8xCKZ7RPH8qc4pZjYru5O/GYanbY3gdTVmx3bmY+dKretSI31rwT8XCNDCgziapx0RY9OYoar4lX6h6V1+OKW10eU1qzQnwxv3NHtBFbWtfmfOw0/jiJk0Z6o86dm7Xc1rEta3na9EtzPi6iTG5/jXFo1apVePPNN/Gf//wH3/ve91Lr6+rqskJyoby8HNu2ZR98ffF6+/8fvZEgv5DJ+5cy4puf3P/HnLhf84P7NT+4X/OD+zU/uF/zg/s1P7hf84P7dazvV49ndH8OIyIiIqJBSITVcp7rXFNVzIh5h1wpXhvZh+3Y7z4k0i2ge9L5r2MbQ5vPvDuq7kepqaFJz35d1oEd0EKV3dwjvX/rPSaCtVuAaTZqvdljq/SIat4XUe+xMCXcCDPaBMdx8lLJT+MrFJfv+14+GvrmHYUzdsfxVOPdsntB5k29TgEKj//gMIyUJrJxGYrHYjFcd911+O53vwu/P7vVQiQSgdeb3VZELMfjfZ/Fkiket0Z1JYCen5PPsokvvvidYu5xv+YH92t+cL/mB/drfnC/5gf3a35wv+YH9+uY36+GMcR5IImIiIhoFEr8MankobFt4jEd8T978JXiu1rfhmNGs6rPB9MiPpdUzdslEJfziCtql0rxoK3CUezUn+2iU7pWXYvoA39GU8BMheyCb8GRwL4X0a5ZePmtH6AVYbRhGYoWvCfnr4HGD8eMocZrYG4Pc4ovCQfgqZqLguIi4Lm7MTXuwX6f28JfuOLwG4ZxtDRRjcv26TfddBMOP/xwnHTSSV22ifnEOwfgYrlzeN7f/46N1n9ERERERETjzUh/zuLnMCIiIqLcc/JZKa5oiKo21oUiQ6oUr1v9D0SiyUrxvkPxWc6ZyDfVTo9jRXtQXnodFaonCJgxuRyw3QjIL0JxJ/36LTho0ndjj/GkXK4yPKicdr68ruh+lJk6qgwdETMM2DYOrv1j3l8PjW1OfU26YDPjZIwL9PfK+ewX+E6AoqpQE1MP7PbFsc/rhuJHxWZCnZHdWp0oH8ZlpfjDDz+M+vp6rFixQi4nQ/DHH38cF1xwgdyWSSxXVVWNyFiJiIiIiIiIiIiIiMYzMSd32GhHoaekm61O/uYUVzXExOTYskv7IFuYOw6atbr0Y/ajoj3wnstQub4adbHX5bK3aDpyTZt7KFDtXvcm5gH3iRJwx4FVs0cuR1Qbi5T5qMW7biie2MWWnP4oCgcFctkv7if+JeYqLzJViFMVOtRkdT3PAKXe2VYMYmaBzJNbDunwoWTleShrtFGx+AsQEXiBXoQpcQ+qvUbifQjMLD1uBEdOE8m4DMX/9re/wTTT/4H7xS9+IS+//vWv44033sCf/vSn1BwY4nLNmjX43Oc+N4IjJiIiIiIiIiIiIiIanw5G9uP1+mdw4YxPdtkmvqMXOZqSp1A8ZZCV4o5lycrpRj2ZOfRdKa6XV8CaPxslzUHE2w9g2sofINd8pTPlnOmikjuoiZMNwm5rYMuEaTTL28yM+TC/eD5qjXfhyPrw7HBbBJPCHl8cR4lQU1aK++TP4p2g2y6eqD+soAcFhgo9Y5YCJ/F+On/R5wCPBzAs6KoHFYaeeu+VmjoUT2DkBk4TyrgMxadNm5a1XFDgnu00a9YslJeX45e//CV+/OMf44orrsDdd98t5xk/99xzR2i0RERERERERERERETjlyhQ65md9znFpUSb9oFyLAOFlorGRJqiKv2PVdSSKvhLqqB5C5FriqpjxRHfwK7WjZjsORWV665xx+vYMM122TJ9jlEERXXneE5WihdammxrXesx8K4/PdWspgZTleKdf1oBjZ12qXeOHYdPtO/PfPcoKtRAcZdjJlkhLkyK6zI4JxoO43JO8d6EQiH88Y9/xOrVq3HJJZfgrbfewi233IJg0P2FT0RERERERDSRXHnllfjWt76VWt60aRMuv/xyLFu2DJdeeik2btyYdfuHHnoIZ5xxhtz+xS9+EY2NjVmVXqJb27HHHoujjz4aN9xwA2w7/QV0U1MTvvSlL8npzk4//XQ88MADw/QqiYiIaCRZzXWI7nwdxq71XbbtV1sT1/Izp3iSuu/AoB7CMePwJebmlg+Z8Zh9OWPK5Tiy/DTki89TCNVTAGgaik3NrQO3Ldh2XAbfmuKForlV7g5st3K3h2bo/qVnycvMgDI5J7miePL2Gmh8sBPTE2jwQIMXQbsM0+d+Fko32VvV1IuzlhmK03CZEKH49ddfL/8lLV26FP/+97+xfv163HPPPVi8ePGIjo+IiIiIiIhoJDz88MN4/vnnU8sdHR0yJD/yyCNx3333yfD6qquukusF8Tn62muvxdVXX41//OMfaG1txTXXuFVJwm233SZD85tuugm/+c1v8J///EeuSxK3bWtrk/f9/Oc/j+985zvyMYmIiGh8q3n5d+iIvIu9b/yky7ZGzf07A71Wkw+OoqmIJuYUr9v9eNa2NqMZD+5N/53SI8vA1kB0UKF4UA9hanA28sWr+d0xqXr6lAIRTqaq4lW5Ta6G2z7eLdLNjsUXd/ihhorc7bo/EZ8DBZaKYkuDIarMifqoFBeKPFNQvOhCrDjxv1G49KRub+udmc7kxPtW8bjvY6J8mxChOBERERERERFla25ulpXcS5YsSa175JFH4PP58M1vfhPz5s2TAbiYkuyxxx6T2++88045/djFF1+MQw89VN5fhOp79+6V2//617/iy1/+sgzVRbX417/+ddx1111y2549e/Dss8/iRz/6EQ455BBZjX7hhRfi73//+wjtASIiIhourVpDVjCbyRZzistwLB/t0zXEFTcgfrz0naxNe6rXwDmwB4hE+6wU7/yY/VGg575lemdzQ4txwfSPA4m508WedMTc6Yn502WAr7lV3qacU9wNhTpXis+Z/J7UddXjR53Xrfqt95gyRH+2YDuUdzbl/fXQ2OU47nsmiADOnfFRLChaCr/WfYfmyuCsrGWG4jRcGIoTERERERERTUA/+9nPcNFFF2H+/PmpdWKKsZUrV6bm/RSXRxxxBNatW5faLgLvpClTpmDq1KlyfW1tLaqrq3HUUUeltovH2r9/Pw4ePChvI24/ffr0rO1r164dpldMREREI6Ugo/14Z45l5q1SPBkWd2f3W79GU9Or2PXk1b0/RnJ8A6wUf8+Uy5Bv4m81VRHV4BqUZK24bbvzh8vtKjQ9IK8f9BrJe2WF4pPjHhTPPye9QvcjljHnc/Jx1266Me+vh8Yu23bfX6rqgUf19npbzZ8dlis+9z1KlG/Zs9sTERERERER0bi3atUqvPnmm7K9+fe+973U+rq6uqyQXCgvL8e2bdvkdRFuV1VVddleU1Mj7ytkbq+oqJCXye3d3VeE6QOVj+/Mx5Lk65/o+yHXuF/zg/s197hP84P7NT+S+1N10js2ax+bFqqVGnd9NJbz/a92CsWrI++m2pknW4Rb0ZZenzf++J2A+ycN/LYKRdFH/H3S+f0q5g2Xc4XL/7Pcf4kA3+Mtltd3++JYEPF1mbl9atwD1R9KP5ZHh5kRiluJ69WeWqwY58cHfw8MnuOkQ/HO+6/zflV9AZSZ7lz3u/1xHOH1c58PAt+vA8dQnIiIiIiIiGgCicViuO666/Dd734Xfn92q8JIJAKvN7uyQyzH427b0Gg02uN2sS25nLlNENv7euz+8nr7P4/neCW++NI0TV4mOs5SDnC/5gf3a+5xn+YH92t+92urbsnJg18rDGORLoJlN8WJ12xHhanLNt3tygF4PLn977zt9biTFifE0J56DhkgJ/719ry7/WtSjxHVbKiOlvNxDvn96vOmXpMqQ2w7VSnunTQD2O/OJf5OQRTFZqKqPCNQ8xUWQUu+Jt2ftc/kzw5Ah2bjyRd/ivNWfAkodYP28Ya/BwbPcuJo9JhQFV+X46PrftXgEW9WBag0dAQmz4Y6wsfUWMT368AxFCciIiIiIiKaQG666SYcfvjhOOmkk7psE/OJdw6pxXIyPO9peyAQyArAxe2S1wWxva/H7q943Jrw1RDJL75M0+IXYDnE/Zof3K+5x32aH9yv+d2v+0TrbgcwFAdxw4CaaEEejbZAlRNhu/8Mo+uc40NhiWw44+dpbNkKY8XhclBVcR0NugnHcXp93ne98azHUMzebz8S71fTcmTo7cCBZZqwreT4VNieQhwa9sNQHezwx9Cm2W6VfOI1KY4CCz7YGa+pfP7FaNh2f9ZztmkW2tpfQPt9Xvg+9jWMR/w9MHg1arv7ntJ9XY6P7varxxYr3fb9luaHNcLH1FjE9+vAMRQnIiIiIiKiUc/jcJ65XHn44YdRX1+PFStWyOVkUP3444/jggsukNsyieVk2/NJkyZ1u72yslJuE0Sb9OS84cmW6sntPd13oPilT3o/cF/kHvdrfnC/5h73aX5wv+ZBpx1q2Q6UxBTjDhQc9KTn7M71vneST5Swb/cdKFt0PMo9Vali6FZNzMHd22NkL0ejB0bNeyT5fnXknOKJcwtsU/xfogpeg6L75dWaxH5Oto1PUiGq6bWs11ReOAutSgEMJ9zlOff4XsX8UfL684W/BwbOTLRPVzz+Hvdd5n6dHNexzxdHwOn59tQ/fL/2X/Z/EYiIiIiIiIhGoZA1eaSHMG787W9/k3OJ33///fLf6aefLv+J68uWLcPatWtlxZQgLtesWSPXC+Jy9erVqceqrq6W/8R6EXpPnTo1a7u4LtaJUH358uXYv3+/nF88c7tYT0REROOXk6padulvrEtdV4c5yRHP9uK+e+FYZlY0nPzbpzuaXpi1HFPaMNoomkdeyldh21jvrYUlTjlQVCger5wjPKx1X4mrJMLMTMdVno33Lfkpgp5pmBN1OwAR9cQxDPgtW75XNF/28dKTqWXnyhOfp8+7Mu/jI0pipTgRERERERHRBDJt2rSs5YKCAnk5a9YslJeX45e//CV+/OMf44orrsDdd98t5wI/99xz5W0++MEP4qMf/agMspcsWSJvd+qpp2LGjBmp7b/4xS8webJ7EoN4rE996lPyurjNiSeeiG984xu49tprsWHDBjz00EO48847h3kPEBER0XByrOzQtXH7Qyg7eqXs/euYZn6fu5t1xpbXoO9flrXNNsLQvKFuH0OBO0XMqKZqiCuOnP9bVIrXoQ266kCxRSje+1Q1cm7nTsSc78GpC+A3j4e6+sE8DpzGAyfcjGbdRFx1oPr7F4oHT/kginaZ0Od3ndKJKF8YihMRERERERGRFAqF8Mc//hHXXXcd/vnPf2LhwoW45ZZbEAwG5XbRcv0HP/gBfvOb36ClpQUnnHACfvjDH6bu/+lPfxoNDQ24+uqroWkaLrvsMnziE59Ibb/hhhtkIP7+979ftk3/yU9+gqVLl47IayUiIqLh4RjxrBbkNd4NKLNtQNNgm9E8P3l2dbQIwsNqHfYeuBOZWbcdbu8+FHcc1KEle5V/9FVOK6qGeo+JFt1CrHEn4mhFXPQJFqG4qsHM2P8+W0VMFZOt9+2Mqe/HGobi1AezvQF7fe6UTKq/uF/3URUdwVCFOzE20TBhKE5EREREREQ0gV1//fVZyyKk/ve//93j7S+55BL5rzsiCL/mmmvkv+6ISvQ//OEPQxwxERERjeVKcVmh7ThojjfgQGxXan2JsiDnz+3xlna7vkNtSAX1cjxGR7e3U2vqYSnZ4w/55mDUEXOKJ8LFutbXgSJ3tWm6rd71jLL4UlNDjTcdigcL5/X4sEE9hLnB92G7c3fehk5jn9nuTo80N+qDHurftFdezYf3TLkszyMjysY5xYmIiIiIiIiIiIiIKC8cM5Y9f7cMym00xKqxzdiRWl960udy/tyqJyDnLc587vR1d0lEybYR6fb+VjwMG9kt3r1K/yphh5OYO1xNvLhXi8Kp9bbtVu9Gkxs7hULewCRMOvVbvT721BMvz/VwaRwJG614et8/5PUiU4VeWDnSQyLqEUNxIiIiIiIiIiIiIiLKC8fsVCkuUmjLDZodO93eXCkqyf1zFwShOek+6ZbipAJxK9FK3FAcOPHu27h3dOxEoaXJ68WmexmafjxGHxXT4t7UGJPcVwlMi3nSt0yUyE/3HYrQ3FOgBfrY7wVBHGbMysegaYwybROO48ByTNTvegUN5rtyvc9RoQT7N6c40UhgKE5ERERERERERERERHnhWGaqKlswRTBtuRXMiLoV2pWGDsWTn7m6o2p6TvBqrxvQvxOMYUcgJufW3hyMwjG6D8UVXUey0XiBrWJm+anwLToOo41ona5CgdVpemYnMae6LuvhXQV2OcoWX45pR3wESsb63hxx7HdyO2Aa0x7Z/zdUR97Fc9X/xsHN/0ytFw0JxDFDNFrx3UlERERERERERERERPlhxrIWRSC9TFSKa0BHeIfsXy4qnBU9XdGdb416dkt0u9MYkxTNAySqy2dGvZhzxJdFAo3RSMTiHVp6rnBX52VA9fnka5gSmIU5oUX9emytcjrmFx6H/S2vjdrXT8Ns3VtobXoSe73VqVWswqXRjqE4ERERERERERERERHlhWNlt0+PKzYaotVAgZKar1tUYY9E2FpiagiK5zZ7qBRXPKka99LS5fBp6fnJRxtR9W1nzZreaRL1hEoziFoRdCs6/Fqw34+/VJ2PRvsNUX4OxzahqIyXJiTHQce25/FEvFae2JLkcRRUTX/vSI6MqE88cYOIiIiIiIiIiIiIiPLCsQ3ZHj3Tji13utsSy2Ju73wptCb3uK3AUhGwVdjJdu7dBM3JMRYvOBejmaJ0tw/d0U+b/sHUmgLHh3OnfRiFnoHN4a6KqvkeTnSgicM4sB1REYh3Xq84UPN4HBPlAt+hRERERERERERERESUF7ZpyOC5yEqXlbY3b4YTj0NNVCr79P5XLA+U5vTcll3Mwy1iY6eHUNyxrVQorqrpUHg0Unp57eqsQ7Nu6FEH3qpeyXj9jtn9/qLxz6ze1u16r+NHaNE5wz4eooFgKE5ERERERERERERERHkhqopFsJyYmttdpzhwYuFUlFsYOCRvz29XlPW4TTx7b6G4bBWevKpk9IoehRzH7jLH+ORFn0ouZK0flIx26QzFJ67mPU91Wbcg4sMFR9wIpbxyRMZE1F8MxYmIiIiIiIiIiIiIKC+SrbZb9XRoK645pgEbFkpNHdogKpf7/fy+XirFHRGKO7J9+rrGl2A7VvZ9bQvlpobpMS+UUR6Ku3vV5bdVlE4/C57DjnVX5GC6dkXzoFE3ZZtshuITlxoo7LJuerwYRZNmj8h4iAaCoTgREREREREREREREeW1Ujxdc50IxS1TXosrNqDlLxTvja0A7/rjcOwY9jZtQtyIZN/AseV856WmJvqnYzTLzL1PaJ2H4+e/X0w0ntoq/tf1lgN4/MSc4rb4OXJO8QlL9RRAd7LfQ7NnXjVi4yEaiNH9W5yIiIiIiIiIiIiIiMZ4KO50CqMdMdm4bPkd1myoSj7n6+45BLYSPd3tugOIbnkJkcfuhOWYneYUd+QjKOrorhRX7PQ+nnTIxajwT0ktq7o/9TPwqaWDenxVd09ceKOwA05r85DHS2OUGUeRpcluBEJBcA6c444f6VER9QtDcSIiIiIiIiIiIiIiyg/b6pJLVxg6tJ3vpubBVvT8heIB1dfjtmSM3GxsRlitw3+8D2JXy9up7YoYe5I2ukPxzBMPnOKSrG1efyWmx6bD5xShwnfEoB5fKUzPF22F64cwUhqrOsw2GGYUZuJkkmJTg6oHRnpYRP3GUJyIiIiIiIiIiIiIiPJCVFtHEyFakqgOb2p7Ew7c0FnJ45ziQSWYvZyocJXP2+m2ojV49Pl/ArYb1juWqBRP3C7RPnwsUD3ZJwI4oQJM8S3H3NjhMI85clCPqZVMwiERP2bGvLDi7TkaKY0lL77zV2y29qBVc4+LSrMUF8/96kgPi6jfGIoTEREREREREREREVFeOLaJBk+6JbmwxxdHRG2U10XImpyvOh+UTq3bvWIi8eTYurl9q70J1t6t7oKYOzt5c13HaObGlMDh4QAUT6fqXUXBnsOLUbt8Cpyi0KAeX/UG4LcVqI44WSCaiyHTGOIcrMXB/Y9jj69OLnvVUkw+/BPQJk8b6aER9RtDcSIiIiIiIiIiIiIiyg8nowV5NzyOAkXLX6V45/nMlYz6cD/clugvFbVnzTNuxlsTC4moWfyfZ3SH4mrG61I8/i7bA3oIijb416DoXiiKCkcR08HHBv04NDa1v/scLBip5SPsGZg198QRHRPRQDEUJyIiIiIiIiIiIiKivFWKdycV4TrIa6V453LwyfF0MFxkdw2Jd/hjQDQR+lru2BVFgaKO7lA8ZJXKS0OUcutd5z8PeYpR4Z88+CdQRJW4jrjiwGEoPqG01b6L7QfXZE09EHBUeNTsNv1Eox1DcSIiIiIiIiIiIiIiytuc4t2JJeYZF+F4PivFvYlq8CR/Itg7LOxHyOk+jD+46Tb3imXKVu+mHOTojlM8k6bIS120N/d13Z+FegmKPGVDeo42D1DtNWBbDMUnkofX/Dfe0tejQ7VT68qP+eyIjoloMEb3b3EiIiIiIiIiIiIiIhqz1ts7u12/zxeXlxHVzmsovjxwZOq6xwkgYPtTbdQL9Tnd3ufp4mrY4RY4iUrxDs2GonStvh5NQvNOBXxe2EWFUL0FXbYvLF6Bw0qOHtJzmIkTA2zL/dnR+OfYNqJKYjqBhMtCn4SnYvaIjYlosBiKExERERERERERERFRXrQ54V6313ssqJ78tWEOBeeiwK5EgV2BkuAyBD0lcn2LbvUaxtc+8UOYpjvXeIGjQ9W7ztM9mpRMPxXBquWYvOSzUPN0ksFUMyQvHYbiE4bTeDBrOWCrCB1/2YiNh2goGIoTEREREREREREREVFe2E665bIwJZ7dstzjKEAeK8XtyRUIOVMQsibDnpaeU1t0RFfVnucybzfehZUIxUvtEJRR3j5dVLL7i2YjUNR99Xsu+OCevMD26ROHs3936rrPVvG+I34tDpwRHRPRYPGdS0REREREREREREREuec4CLfWZa3y2SKOTmvXLCixPIasug5j8XyYixdgyeRTUqtLDa3XSnEx47lldcjrXiWQv/GNIbqqu1dst608jX+mz0pdP7I9AO+k+SM6HqKhYChOREREREREREREREQ5pzS3IqI2y+saPKjwHwkd2dXZovrUM31Rfgei63C8HswOHZpaJecJVz3QRKV6D6G4bbihuKrkr5J9LFFVdz84DMUnDPGzDlmavD7rlOtFS4KRHhLRoDEUJyIiIiIiIiIiIiKinItHDsJW3ADVggF73lwosnF52tS4B2ph2bCNyZFxN9Cq2VA1X6fRpEVVJ9U+XYTnJPJQHQW2CsdhKD6RQvFCS8VRbUEoWqJTANEYxVCciIiIiIiIiIiIiIhyzjBauqxTHTeUTgpZKqC5lajDIYYm94rizsNtKtnjSdoRiMGwxlYoXuwth0/LX6t3Ma96RHXgdJonnsZ3KJ46QrSxcRwQ9YShOBERERERERERERER5ZyqdA3RHGRXGc+ZcfkwjgiYjKPkpeqIsLvntuitmoWY7Yb6SjevYzQ6ZdKFMhjPG0WDLSJSJz3PNE2MUFwVZ5Ek55QnGqMYihMRERERERERERERUc45Vtc2253bp3sq5gzjiIDixRehxJyJ2dFj0BbfkbXtwvbjspbrPO74FYshcLJSPCDap4OV4hOGbcERXRXESSRsn05jHENxIiIiIiIiIiIiIiLKPdtEiZndGl1UaGfyasG8DyOgFaDKP01etxbMgT5zEcpPuRyFoUVZc5trZVUoLT46tW6fz5CXrbFteR/jmArF2T59glWKO/JUFoWV4jTGMRQnIiIiIiIiIiIiIqLcc6xUZbjfVnFI0bKsOvEiSxuW+cQXFa/E3NBid0FVYZcWw1tWCVX1pW7ToFsi9cV5R3wDk+Nuu/SI6oa//uD0vI9xTFA1NOombGRXztdG9sJmUD4+OZZsny5DcX1sTCNA1BOG4kRERERERERERERElHOOJWagzi4NV0Uv5oSZUS8UNf+h+PSCeagKZAfbIqx3MsLdmAjAFRUeXwjeTtFJ6awz8z7GsUBR3J9VhxJPrXNsG69suAXhd9eN4Mgo33OKy1BcYyhOYxtDcSIiIiIiIiIiIiIiyjnHNtLXE5eZleIRzYaip6u1h5MmAt5QYWo5aKuyUlzwZRRCi7bqii//Ld7Hgrb4Lnn5akFNal104zNoaXwTL2/8AZxodARHN3G1Gc1wnE7zEuSIk5xTXBy5iZMiiMYqhuJERERERERERERERJR7IlBLXPU5Cjxqdg12vW5CHYFQ/PzpH0VQL0TBIacDmjsiEYf7PZPk9RlGWeq2opW64isY9jGORqbR4l6xHRmWCs3vPi4vazwx7Hn890A0NpJDnHhsG8+v/h1im/JTqe84Zmo+eUVlpEhjG9/BRERERERERERERESUc46VDsXPajwBc0KLMT12RHq7KD7VvcM+Lk3R5aWqeVE2/2KEnCkI2dPgXXaGXD/9vb9N3Va2jWaluFQVnpe6XtO0RV46jpWaH/5Z3xOwVj01YuObKFXhYaMVTksz/v3KNdj32r/Q2LwKa7f+AmhtzfnzOVYiFGecSOMA38VERERERERERERERJR7Yj7iRL/0wHs/DVVRUVS+EircULrAUgHNP6JDLC+YBu+hx8FYfBSUgoBcpwbSleGKI4L7kR3jaBEoXZi6vrN5rXsl0bY72Ra/tvmJkRjamBG1OoZ0/411L2NL7SvY89z1aGldh411d8KGhXq9FdHGbci55BQICuNEGvv4LiYiIiIiIiIiIiIiotxzbNjJ65obhJsnHo2g5bYnLzG1EakUz6QrHkDXoXg8WeuPbXWDcUsBVIbiknNIOhS34h1ZoXjy52zHwiMxtDEhvu8dPPDiV2BU7xjcA9g2Dqz9PdZv/F8863tLrmrS3Up9W877jbxViidPZCEayxiKExERERERERERERFRzjm2CNQSlcSJUFz1+eGdsxKF1mTM0s+A4s0Oo0fKIUXLs5a1xKXHUaB63QryiU7J2A979z0Fx7ZTP982zQ1nI2rziI1vtNv35vWIRPdh14v/Paj72y2Nqf2cFFPd0xEsxYEdz/187k6qUjx5RBCNXQzFiYiIiIiIiIiIiIgoL6F450px0UIdhYXwLjwWgTMuB5R81LcOXIm3PGtZSdTdyjnFWSnu8qSr+g2rFXc8cT7qrH1ZN+lQk7PIUxbHQbPVJq++UhRG7I3HBvwQZkdjj9taNQs73/49nETlfq44lhuKqworxWnsYyhORERERERERERERES5Z9sosFXMinqhqJ50KC7CNp8XoYDbRn2kTQnMwqTAjB63K9rItngfLZLV/pn2+uJZy+2aBScWHcZRjQ3G7rexviCSWt676y8Dfgx79bO9bn8jUI8nH7ks0aEBsB0LtpM6LWVQmsI70aibUCye7EBjH0NxIiIiIiIiIiIiIiLKORHOicLhSYYHUN04QsmIJZLV2KOZ4gBKYuwTXjeheL3HDWCTDnhNGHW7hnFQY0PTzoezlk04WNvwwoAeoyX8dup6yPKjwiiW15eG023tm5QoOtY9BtOM495nv4Ann/4aHCu75fpAVKs18tKyeaIDjX3sd0BERERERERERERERLnnWDjoNTEj5k8Fy0pWu/TREYo7iXmxM1XahwN4dZSMcJTQPP0Knaw2EaQuGpYhjRWBwrlAw3MoM3VZeS3mAN/X8DYClheetijmTT8e8PXekUAtnwTY23BUWxCHXX4vTNuE5RjQmuux/o0r5W3EO7lx/5t4vekRhI09CIswfc19KDnq8gGP2TEN7PC785Q7ytAqzolGA57eREREREREREREREREOWebbqDmd9TU3OGZleKjWfFJn0WRPQPzZnxhpIcyqtund1YZ12HFRRRLmRwzKgPxGbH0iQUNOx/Eq2u+jxe3/QwtT93U52Moji4fo1CrlMu6qsOnBaCXz8AHl9+MRR1+RFUbT3teQ5uRrta/v+FWRDa/OOAxW3Xp+eInzbx0wPcnGm1YKU5ERERERERERERERDnX0rrOTSG09Doxp/gZUy5HUA9hNBCV62p39eDTpuL0ih9D97kBJPUeip/UegheK9yO7YEYlhgdwzquscA23bnXfbZ7Uojd6S1XF14Ftxl6zxzLfQxV7fpz8E2eA83pua9B7Za/YfahJw1szPF2eTk36oNaNX1A9yUajcbGKVlERERERERERERERDSmHFDa5KWiZqTiwKgJxIXlpSdhWdkJ3W4rYSCerZswNqli8hKUmO52x4wM46BGt5gVhe3YcCy3a4LXUVBh6LA6texv0k3YRu/7zbFNxBQHitL9z6HEO7fLumPaCtz7xtxAfSCsSAsmGR4UmxrUQF+RPdHox1CciIiIiIiIiIiIiIhyLm67bbQVpe+5qEeKV/PBo/pGehhjgqJn/xx9TvrkBo+vHJPjAXgcBU6ibf5EJoJw27HwzP57sLd1C+xEKC7Ue0y8XRDNun2DbsHY+06vj+k4BsKa1WMoPvfor+F92vsxKZ7+OXlUHZWGjqgSlqH6gF5DrBUmHOgOoPqLBnRfotGI7dOJiIiIiIhoDMiupCAiIiKi0U+33UtbsUZ6KJQLnSr+Lzrse/jnpq/L0NV/+Bnw7LsXhuLATrT5nsjWVj+K3U3r0br3BdTi77K1eXHGPAKKbNmf/oxTZKn9qBS3UGrqUHqo2FcnTUHxmZ/EGU3nwmo5CGXyNJhvv4gd+2+FBRt2tB1asKTX5zjQ8S4mB2bKaQ527bwbDQET86M+aAVlA94HRKMNQ3EiIiIiIiIiIiIiIsopx7ERVdxUvDJ03EgPh3JAUTQEbRUdqo3zmw5FcOZhKGs/F8cWvwdqQSH8jlfeLtkqfKKyYu3YsP6m7HWKg0bdTAXa8cSxkabAibnTDfTEduIySu8pFE/ylE6W/+Tzegpky3ZDdWBHW3sPxW0ba3Y8gLNnfARqSTlWB+rlas0BFI/7syUayxiKExERERERERERERFRTjlWHAc8bsWw7um9OpXGBkVRMTuyBHv9tZhecB5E9H32ws/Cq/rl9iB88NvqhK8Ub33uTz1u624qATHH+NZAFEtj7al123Y8i5DhxZSFx4s7yXWiHbsiWpkPYDoC1RuQ9xE16U6s90p0a8OraK5+Fhu2voAK7xxUQsdBjwFVRPGJMRCNZZxTnIiIiIiIiIiIiIiIcsq243AS7aFFMEfjQ+mCExEIzkT8NLf636cFoCQCU0XxIqracOyJXSne0PJKj9t8/ios6vAjYKfjOVHJLdTsu1deOh0deH3rz/H4uz9CfNUjqdvZjulWivcwp3h3FE9AhtqiLt2JR/DkgX8iYoa7vW3jln/DRAzrCzrwjOdtFJmqHOuU2R/s9/MRjWYMxYmIiIiIiIiIiIiIKKfMWCtsOJgW80DxuJXENPZpc+bCnD8bTmGoyzY10dbbtg1MZG2a1e16ETBXLP80vLaCiGrLCvEQpsAUpdwitDYMMe8A4ge3yLnZhT37bk/d30IiFFcHUinud2cvVxw4kXYYmzbAfull+TyddWiNWcu2IlqnK1D7mIecaKxg+3QiIiIiIiIiIiIiIsqpeKRVXhZbGlQPK8XHiw6z53mvk2GtY5uYsCwLbxVEuoThC877A8r8k+RyshF5vcfE+YUnYUftgzjoMbE1EEPD/ZdjYXwZygp0OQe54DiOrMZ3HKNfc4pn0d326XIG822b0aptx96mOiyqWwmnqlzepLp1ByYHZ0FXg9kvRXFkZa3qLxrSLiEaLVgpTkREREREREREREREOWVv3iQvRSCnsH36uFGgF0FTtG63Jdt6OxO4UtyOdG1NXm7qqUBciGvpULt4ygrMnXaZvF7nMbE5EMYDxa/IanLhpaJ2bHrsy/K6BQuK+N9AKsU9bqW40GS8jajajFcLd6Nj18tynbl/G5565avY8ci1MOIyOk8JqzZUcfz6Cwa0D4hGK4biRERERERERERERESUU7sO/j11XfFlV6DSWKd0v1b1oMTUJnSluB1rRanZeyX30UuuR5E5FeeaF8A7dzlCxdOz5hgX4iKNTnjH3gV0RBGHgbio3h5AKJ48IUU8mq25jymC9Vi0Rl5/95VrYSGOl7zr8VzxTrnuuNaCVCW7mI9cDRb3+/mIRjO2TyciIiIiIiIiIiIiopyyErlph+awUnyCUDQPVEu0+Z64obgVb0exqSKmqrC95YiZDZg85cLsG82fi0vm/yW1qAWK5RzjmZKt04WoaiP+7L+wzxNGk25CG0A7c0XOKa7AUUQbdhOFloagpQJ+B04sioN6XN5uatyDA163wr/MeyiA1e7YHEArqhjcziAaZRiKExERERERERERERFRTon5iIU2zRpQiEdjl5zr2prYc4o7cXc+8dlRL+Yu+DQCVQtRUJRund4dxReSFdm2rOdOmx/xYXsgBlNxsDt8P6qLDARtFaq3sN/jUTxeRFQHMdVGjfpuusbfNtHw5A1yHnMhGYgf2RZE2RlfBF77lFye5T8Viu4dyC4gGrUYihMRERERERERERERUU45qgjSovDYPqjlk+Bk5300pjk9VorDAOwJXCnumFGI6cA9joJiXwU8xZP7vI9ePAWT4j406XEs9ZyIbbFXZEX4ZMMjQ3EhWUfeodry9v2mqjjotRBT3J9JsaXJqvE94U2IGQe6pIQiNFeLJ+FjJ90Nu6MVeuWMAbx6otGNoTgREREREREREREREeWUpbgx3rGlZ430UCiHpgZno8Rb3nOluOBYmKhsIyZPGRCNEhS9f9MGqIECHD/nvxBtPoCKI96LmqfXAWYHgtpUAFvlbVYVhVFsaji8ww/vnCP6PyBFwZSYinf97mKLZiEEYAveRThop+YQ31QQldt8jgpFVaEUFEMt4FziNL4wFCciIiIiIiIiIiIiopwyRR9tWajK1svjiU8LyH/dSoTijpM9P/ZE0hCvxV5fHBVGEIq3f6G4ULjkZCSbop+68pdwOlrQsvcpIO6G4kKLbqEwuFCG1gOhQMtabteyT1qYVHIy/GYdGsJvY9aJPxnQYxONJQzFiYiIiIiIiIiIiIgoZ0QoaiqJUFy01KYJIVkp7qSafU88MatdXorYWvUkyrMHSJ02HcB0FHe0A9WPpdYr6RnBB+TYxd/Bvh3fgaE4OKotiDcKO1LbZsS88MxZgFlLv4xZg3p0orGDoTgREREREREREREREeWMYxkoNjS0q7o7zzRNDKpbkTyRQ3HHjMtL0T4dgwzFk7TDj0RZwxJ0RPcgqrbAgQNVya767g/fIUfggwv+A9M24W2NYP2rV8JGuwzJ44oDPVA5pHESjRUD67FARERERERERERERETUC8eKy/ChyFTZPn0CURKBrZNonT8h7douL1RoULxDfO9rGi48/QZcvOjrqDI8CFkaFGVwta4iTPdqPqC0BJee9TdcMO1Kud5QHWhlYu5yovGPleJERERERERERERERJQzjhGTl6LZs6IzFJ8olGSluGPDcRwoysDafRt2DB7Vh7GgOrIb69f+CcH2Vpxw4o+gBovk+iZ9p7y0xYkBWm7qUnVPIWKqjYhqI+SfP+THE+G45/ALEAg/jfn+pdDLGYrTxMBKcSIiIiIiIiIiIiIiymkL6UbdwgGfyfbpE2xOcdk2XLDNAd333jXfxd3PfgRGRz3Ggn1P34Lq1tXYYW9Dy8u3yXXiRAArsQM0cUrIAE8K6Ik+dQGmKodhhjkL/mMuztnP6tJjbsSi5Z/JyeMRjQUMxYmIiIiIiIiIiIiIKGeceESGg9NjHihDnFeZxmL7dHde+b5saHoVYaMVqDmAtoNvwDLa8e5TX8Go19KKt/U1qcX25o3uFceC6rhBuJ48OSAXVBXHnHs9Tj3vJijBYM4eVhcnMeQouCcaC9g+nYiIiIiIiIiIiIiIcsaJRVHtNVBialB8Y6MdNuWACFkTVx2r90px24pj447/Q7RwCeat3g6UuevrrDAWYHQz4k3wOiriii2Xo06TvHQcCw0e93UrqT2RIyK81tyTDohocFgpTkREREREREREREREOfNK87PyUoUC1Vcw0sOh4aLKpuF9Voo/uPc2tKz5B2L1W2G//TDeCr6T2tai2X0G6iPlPztugWXE5GssMdPxmozGHUe+5grDrUWdPCU3bc6JKHcYihMRERERERERERERUU5YbQ3Yvf9heX1SXIfqLxzpIdEwEfNUp/QUbDsO0BFF0y73PdKu2aj1pm/bodno2P4SRpt9a/+Dlq2P4u1Hvw07HnOD8IStgRga33oqdSLAgogPaiA0YmMlou4xFCciIiIiIiIiIiIiopzY+viXU9cLLBVaoGhEx0PDG4qnK8W7D8XbX7xTBuLNWlwu7/W5l0nyvrEOjCaxhgN4qvZmmEoUB7ANVsNuhLV0LC5apj9afSPiG1+U45eN0zXPSA6ZiLrBUJyIiIiIiIiIiIiIiHJit7c9dd1SADXIUHyiUFRNhsKS3X0oXl3zABxYWF8QSa2Lqm7APCvmRbtmwdq7BaPJq9v+krpe4zVw8J27EBInfDgKZke9cr2hODiw629wFHc+cUVlKE402jAUJyIiIiIiIiIiIiKinHAUNyQUfLYCRWc4OJEqxes8Jto0C04PoXhm2/HOfLYbWZl6dvX4SNq962Xsan4la92zxbWyC8LiDj/8iTFLipI6KYDve6LRh6E4ERERERERERERERENnW2jQQ+nFt1m2jRhJOYUFx0CeppT3O7lLVFhaO5tegjUh5tjGFiz6add1qtQZEW4CNjqPemxaqofDhwoDqCwfTrRqMNQnIiIiIiIiIiIiIiIhswxTJgiEUyYPP2SER0PjUwoLucV7ykUTzdY78KvFCduZGA0iNfvQItmdfsa5KtwgKODZ2Jq3IMyU4dlR2Xo784pnu6YQESjA0NxIiIiIiIiIiIiIiIaOjOOKiNdIRs6mqH4RKJobqX3O8EonB6C7a3BdGv0GTGvbJleYnnxwWNug+4r6bZS3Go8iFdX3wQnPrxt1Z14FBWGG/QLZyrn46i2oLstUTFevvxyrAyeikbdxGuhduzwx9CkW6wUJxqFGIoTEREREREREREREdGQOWYcnkQh8OGV50Dx+EZ6SDSMFC3983as7gPs1k6V18cWnIHjTvk1fKWT5Zzk8r6dAvU3n/8GNtc9jLZVd2E4OUYEwcSc4adr78G0s69GWfBQFNgqYqotK8JVfyEUb0Dexkh0SRDdEhSdleJEow1DcSIiIiIiIiIiIiIiGjLHiKFetzDJ8OAQ74KRHg4NM9XrT123oi1Z29Y2vAAnHks2HpfEtTK9DJNCcxIPkAzF05Xiog37Tl+9vH6w9hEMJ8eIyuB7WTiAKYe7XQ883hJZ3X5QziWuQgkEUbL0sq53ZqU40ajDUJyIiIiIiIiIiIiIiIZMVAeL+ZWr4jo0nVXiE43iLUhdr916Z3pDawu2r74D9c/e0uU+akZ1uaa5oXrcbITd6gbhRks1DNUN0lV4hv0kD1u8LgdQfe7YNE9QtkoXArbYoEItqcTllZ9L3U8cA4qebrtORKMDQ3EiIiIiIiIiIiIiIho6w60EFtW1CkPxiceXDsXDRjvWvvN/6Kh7F+0v/A1h+wBeMh/Purl8n2RUVKuJUPzZwhr87ZWPw2quhVm/G3aiutyjpB+/T066In0o0wGI5xZzh8OTCMUDpRnjF6/A5SmZjkLLnVPd4yh8/xONQgzFiYiIiIiIiIiIiIgoJ5XiIoqUcy1zTuUJRw24c2sLa0IdeGv3X7Hq1f+Hgx2vyHUdqqi7Rio4FoGzo2bEVHZ6vnEHNiK7XofZsj+1TtdD/RqHHW7D6ge/goMP/gSOmW7FPlC799yF/T4DolBd8QfluoLF58pKcGH6gs+mbquESmWHhNQy3/9Eow77NxARERERERERERER0ZDZRhyOSMRFMp7RFpsmhu6C4AbNwCzVDaYnxz3Y64ujyNLQqlkycIaTDsItK+KeUZHgxMMwInXyeomp9Xue7ujm57HBtw0bsA3v37gSweVnD/i1GE01eMPfKq+L2D5Z+a0VluKsCx/scnvVG4BPvvmBsAj/PQzFiUYbVooTEQqtqSM9BCIiIiIiIiIiIhrjHEu0T0+0xWalLCWrw8Xc24AMxAUr0Q59StyDQMmC1G1LF1+WdV873gHb7EDI0mQLc9tx798j20b0wTvw1p7b5WK5ocNo3TeocVe/9MusNumKkpHWd8fjh5oIxYO22u8An4iGD0NxIkKpOWukh0BERERERMOotrYWX/7yl3H00UfjpJNOwk9/+lPEYjG5be/evfjEJz6B5cuX47zzzsNLL72Udd9XXnkFF1xwAZYtW4aPfexj8vaZbr/9dvmYK1aswLe//W1EIpHUNvEcYt2RRx6JE088EbfeeuswvWIiIiIaFpaRDhEZik9MWt+x08yYF5XeQzG78D3Q5y5JrffOWoKy+Rei1A6kQnHHMuBNhM2O7b6/etL+xn2423s3tgTCMphu8Jiypf9gNBq7UtcDifH0RvEGUkXuPluB4mGnBKLRhqE4ERERERER0QTiOI4MxEVYfdddd+HGG2/Es88+i1//+tdy2xe/+EVUVFTg3nvvxUUXXYSrr74aBw4ckPcVl2L7JZdcgn/9618oKyvDF77wBXk/4fHHH8dNN92EH/zgB7jjjjvw1ltv4ec//3nquW+44QZs3LhRbrvuuuvkbR977LER2xdERESUW3bmnOIaQ/GJaJo6t8s6Q3H/VkwqN3Wcecr1WHDq1UDmnOIALpz/eVRa7vzd4ZadsG33xE3xCLbTeyhes/sfqevJ+cutePugXodmu2OYEfNi2pKr+7x95kkgst16p9dFRCOPRyURERERERHRBLJz506sW7dOVocvWLBAVm2LkPyhhx7Cq6++Kiu/Rag9b948XHXVVbJiXATkwj333IPDDz8cn/rUp+R9xWPs378fr7/+utz+17/+FR//+Mdx2mmnYenSpfj+978v7ysC+I6ODnn/a6+9FocddhjOPPNMfOYzn5HBPBEREY0Pji3mFHfcillWik9I04oWd1n3WmE4a7lq5sXwaj6oitbtY+iJ6Oqp4DuoC2+S15t0E1G7SZzhiTajGZHVj+L2x85F3b++nbqfk2jLnsk2012LBsKjqLL9+rLCk+FZfEyftxcheLJSXHRKIKLRRx/pARARERERERH1pevXWzRYlZWV+POf/yyrwTO1t7fLyu7FixcjGHQrY4SVK1fKEF0Q20WInhQIBGTALbaL9Rs2bJCV5UkiUDcMA5s3b5bV5KZpyrbqmY/9hz/8AbZtQx1ANU1fUzqOd8nXP9H3Q65xv+YH92vucZ/mB/drjliGWynuAKru5X7Nk9G8Xyu9k/q8jSc0qdexF8YiQGJK7g0FUYQs9+/EV0LtmPT8H/G4bxOW7DsAFAIHsAUV4RaooWL4PFMAbIffVhFNVopb4X7vp8z9ajsmArYKVff3+/7J58x8LBrd79exjPt14BiKExEREREREU0gRUVFcs7vJBFI33nnnTj22GNRV1eHqqqqrNuXl5ejpqZGXu9te2trq5wzPHO7rusoKSmR20XoXVpaCq83XTUmgnlxn+bmZtmKvT+83u4riiYS8cWXpmnyMtG5nnKA+zU34lYULR11qCycIZe5X3OP+zQ/uF+HRpz8piiiPtaEmP5Z7EdvMAjNo3G/TrD3a5Gv2O2fn2g9vtfnzuldYmpo1i153VdSBY+n57/pKv2HAcpr8npcsQERiicec1fDE+gIRfBakbu8JRiFd/O9WHbEx+V7T7RmPxKHoT28HS8XhWX79d6eq9v96tiwYLrLXn+/769hCqC8i7lFl/X7PhPBaH6/jmXcrwPHUJyIiIiIiIhoAhNzfm/atEnOEX777bdnhdaCWI7H3S8zRRv0nrZHo9HUcnfbxZfl3W0Tko/fH/G4NeGrIZJffJmmxS/Acoj7NTeeeOrbaIofwAeW/xTK1Jncr3nAfZof3K+D987WR7Gl5gVcvOLbsOIx2IlKcdPRYBvu/uR+nTjvV1vRU22eZkQ92Ot1/84LiVBcc0NxJ1AKw3Cvd6fkqI8Ba91QXN5ePGDiMdcVRLLaSJUZOl6ruwevPX4PlpsBqBrg8ZejxFMEOC/CsmO9Ple3+zUSh6VY8n3sKJ5+3/+QlV9A/f7/QFtxUb/vMxGM5vfrWMb9OnDjNhSvra3Fj3/8Yzkfms/nw3nnnYevfvWr8rqYH+1//ud/ZHu3qVOn4tvf/jZOPPFEjBt89xMREREREVE/A/E77rgDN954Iw455BD5mVlUbWcSgbXf75fXxfbOAbZYFtXnYltyufN20WbdsqxutwnJx+8vfuxN7wfui9zjfh08x7ZxwHhbpmFNL/4Zpe//QXob92vOcZ/mB/frwGxpXoNNW29Gq2bimac+glmxYtQWG5gbDYj+6al9yf2aH6Nxvyqa+zehkJ5lW1x3Leooglo8qddx65Pm4uRjrod/7dN4OfI0oqqDQyI+bA3Eutx2X6ISXVgXcucPV6HDEU9oif0z8MDQiYmTO9xQXNH9/b5/yYzDcca0+XA0P+d/GiPv1/GA+7X/+j9h1xgizj7/8pe/LM9gv+uuu+SH+2effRa//vWv5bYvfvGLskXbvffei4suukjOd3bgwIGRHjYRERERERHRsPnhD3+I2267TQbjZ599tlw3adIk1NfXZ91OLCdbove0XcxTLtqki2A8c7uYQ1yE7GK7uG9TU5NclyTasYtAXITqRDT2OWYMpab7dWMDNo/0cIgoz2J738aq174DU7S3BrDbH8cLxXXyuuqwSnaiUvTszkBJk+I6SoqWY9biq3q8Taa5pctQVL4QYc1GRLVRafS/xtMTrJQnZYiW7RjEe9GJx2SmLUJ9xdP/kzfFFAI+LTDg5yOi4TEuK8V37twpq8BffvllGX4LIiT/2c9+hpNPPllWit99990IBoOYN28eVq1aJQPyL33pS/1+ju1N2/q8zfzSBanrhmVgd+u7vd5eV3XMLp6TWo6YEexv29frfQJ6ANMKp6eW2+KtqG2vgd+uxm4z3O19ClQdFWr6bK1WO44m2+j1eYpVD0rU9H+oGu0Y2hyz17OdylQvClVParnOiqKjj/8AVWk+BER7lYRqK4K44/5R1ZMpWgBeJX1+x14rDLuPs2JmaEGoiX57luNgn9XR6+1VRdynILUsxiTG1hsxJjG2pA7HRJ3V9Uy2TEFFQ6We/o9sm22g0e69jWChqqMs4+fZZMfR2sfPs1T1oCjj51lrt/X4fkkS7xnx3kmqsSKI9fGzmaz54VPSc6fstzpg9nHK0jQtAD3x8xQnsezp42cjzNLTPxvTsbG/u5+N+HEnnlpXFEzTgqlNUcdCreW2euyJX1ExKePnGbZN1Nu9/zw7H2stdhzNgznW7PSXht0pV70IZRxrB60oInk41qZqAXg6H2viipO7Y01TgOkZx1rMsVDTx89m0MeaOGMzQRwz4tjJ97HWn9+D8ljThnasif0s9ncujzXxY5yZ8bMxHBsH+vg9mItjrd020NDHz6bfx1rG74HOx1qDHUP7MBxrB6wOGH38bLo91vr479pMLSg/ePX6ezDHx1rq92DGfs3Hsdaf34ODPtbUgf0eHCvHWsQxcbCP34ODOdZCqo7yjJ9Nsx1HywD/uzaYY63WiiDax8+m38daxvu187G2xwr3eWb1iB5rveh6rPX9931Oj7Vefg/k5lgLw3KAJqsZzT18DhOfo8TnqeSxtqN5e6/PIX6M80rSn9fiVhx7Wnf3eh+P5sGsotmp5bARRnV79snVlZVHYKy46aab5OfiX/3qVzjnnHNS65ctW4ZbbrlFtkJPVm+vXr0aK1euTG0Xy0niZHTRel2cbC7mDF+yZIncfswxx8jt4rO5mFf80EMPlcviulh35JFHph5b3Efcl4jGPjvegSJTQ5OcM5YlS0Tj3c7VPwL8DmIZ05qIWcVFq+uK0LEjOTQaQWJe76SgV2QX7klSXo8P7znqv1GgF/b/wYw4PI6CUlOT763Oyg0dDZ7szzHHtxYgdNYH0fT8zTLUdvr4/NEdOxbGBtGmHcARAwjFiWh0G5ehuDgD/c9//nMqEE9qb2/HW2+9hcWLF8tAPEl8uBcfygfie69c63750wPxC/rO8/+RWm41WvC9Vdf2+pgVgUr87+m/Sy3vbduNH6z6bq/3WVi2CN897vup5Q31b+Hmtb+FZlSj1e6++n2FpwwfCqa/zHnTaMSj0d4r5U/3Tca5/qmp5WdjtXjVqO/1882lgRk41luZWn4wtg+bjdZen+fTBfNwqF6cWr4rsqvPAOVroUWYnPHF4R/D2/oMkH5UtAw+uF+0xWHhpvCWXm8fUDT8oGhZ1he6fd1HfJn51dCi1PK7Zhi3dezo9T6LPcX4pD4vtbzebMb9kb293ud4byXeF5iRWn4lXofnYrW93ud8/zSc6puUWr7PfAvPxXt/PR8OzsFytTS1fG90j3xNvfliwSGYrYdSy+L19/Xl+XcKD0exkv6yta/9LL7QvKEo/eVjq2N0f5+ML2vFCRvXFB6eFdb/Idz7iS5z9RA+X3BIanmz2YK7I71/cXqEtwwfDGQfa48N5liLZ1fidHZpYCaO9aZ/3z0Y3YctZu/H2mcK5mOhnq7GuTOySwZ8vfl6aFFWgCL2WVzE4k7/jjURiPb18wyqGr5fmD7WRAjQ131EqPFfGcfaLrMdt3fs7PtYC6aPtQ1mE+6P9H4S0gm+SlzsTx9rL8cP4vnYwV7vc4F/Gk7JONYeix3AeiO7HWlnHwnOwTItfazdE92DPX0ca1cXLMw6OUQca30F9v9TeDiKEsea+I3Z134WJzf8rGhF38daBhGefavwsAEda/P0QnyuIB1SbDZb8Y8+jrUjvWX4QMax9obRgMej1b3+HjjDNxlnZxxrz8Rq8Hq8odfnuSwwE8dkHGsPRPdiq9nW630+WzAfh2Qca3dF3u3zWPtmaHFWuPX78DYZjPbmJ0XL4Un8YSL+G9jXz0YEVN8rXJparuvHsTZdC+IrITfQEHZZ7bhDHGu9hGGHe0rw8eDc1PJ6owkPRHs/1k70VeIif/Z/1wZ6rD0aO4ANfRxrHw3OwdKM/67dE9mNvX0E1l8OLcw6Se7Wjh3yBLbefLdwCQoTwasFp8/9rCkKrs841loGdaxF5N9DvZmvF+KqAR9r5fhAYFbWsfZEd8dahjN9k3FWxrH2dKwGb/RxrF0emImjs461fdg2wGNN/Het2xOkMt6vnY+1P4S39nnSyk+LlkNPHGv9+e9a52PtoB0d8LG202rDXzt29XqfJZ4SfCzjWFtnNOM/fRxrJ/mqcKE/fXLtS/E6vNjHsfZe/3Sc7HOrhbOOtV5+D3wsOAdLMo61f0Z293mSXOdj7c8dO+TJAR5nD7w9fKb6/Rl/QpHP/Rxh2mafn708qhe3n3tnarkp1tDnfaYUTMUvTv11anlXyw5c//qPsm7z+CGPYizYsWMHbr75Zlx55ZXy87Co1k46+uijMWXKFFxzzTX4whe+ILuurV+/Hj/96U/l9ksvvRR/+ctfZHB+2mmn4Xe/+x2mT5+eCsE/9KEP4bvf/a5sxS6qy7/3ve/h/e9/v2yfLlx88cVy3U9+8hMcPHgQt956a+qxiWgciHX0+n0ZEY0fVmMNXvO7n7tEXCk+7wi6AyzsCMB72Ng5WZByzE5/h+HzTUbJggVY2Kph7uIPQ/Okvyvuj2DFEih1KkKWF7NmfhYvNd+Y2hayNFxw5j3Y9tDH8EqoDce2hdBaNBnzzvwOFFWDkjxpVvRQH+hLiLnfrRbYKjTfAEJ8IhrVxmUoLtqunXTSSall27Zx55134thjj5Uf9pNt35LKy8tRU1MzoOdQROlwb9sVBR5PurrBY6ipqpKeqGr2fXS97/tone6jaWp6bD3dVem0rfNyf+/T23P09Lj9+WA00Pv0NLZc3idX+6xfHwwVOffWsI6tP8/T3W3y8TyD/Xn29pydbzfYn81Q79Pd8ki+13Lx8+zrfpn3ydd+Hq7XP5w/z6H+Hhjs2EbDzybfP8+h/B4Yrt+3Q73PSBxrSg6fp7vHG4vvtd6eBwP8PTCeXj9GwbGmjOCxNtDnGAvv575+D+R4bD19PtI9WvpzkWoP4rOXlpfPa6PV008/Lef3/v3vfy//ZdqyZYsMzK+99lpccsklmDVrlgy+p051T3ARAfhvf/tbGWqL9StWrJCXyX1x/vnnY//+/TIYF/OFn3XWWfjGN76RenwRtotQ/OMf/zhCoZDs2CZuQ0Tjg2303t2EiMaP9k2Ppa7HE+3TRaGYoThwFAd60ZQRHB2NJG9oOhRoMowuLlqBc2efDK/qG9TfzuqseTii+gOYok6C5+gzUbz2NYQb1sHjKcNJS78Oxe/HnAv+gHXbbsSChd+E5s0IsIcQiltRNxT32Ao0f7qIj4jGNsURveXGOdE2Xcwt/q9//Qu33367/PAv1iWJ9X/84x/x5JNP9vsxV21dIytUR2v7dN99j2NLoPsqBbZPHwPt053hbZ/uixyOrZ7Xer0P26ezfTrbpw9z+/TEfmX7dLZPZ/v0Cdo+PbFf2T6d7dPZPj3dPr3Imoay935zVLdPP3YBK6KGQ11d790jJgLxHhYnaRiG1efvLuo/7tehi+55C6+s/S72+OI4obUAC97/L+7XPOA+zQ/u14HZ+MIP8WbHK/K6z1YxL+qVUydUew0siPhw3Fl3QC0o5n7Nk1G9Xx0HD7z4bSAexUUn3yD6pufsobe0rENdbD9OrDo/a/3LBx/BCVXnZa1rfvl23N/2DxzXVoyFl9/d7eOJLlO2Y8Gr+bL2a8vqx/CP/b9ChaHj7BN+B0/ZzJy9holoVL9fxzDu12yVlYUTs1I8089//nPccccduPHGG2X7Np/Ph+bm7Haa4uz15Fxp/ZUZePck802oq56sL136cx+/FhjwfUKeIoRKChFU1yOaERT2RnyxlfnlVn+IL9DKFN+ApofK/KKuvzK/EOyvzPC6P0Sb0sxQtT/El5UDvU9Q0TFLH9ghJ04qyDyxoD9KVa/8NxCT1ELEBvh6MlvW91fmF/b9Ib50Huh+FsFDt/fp5ctav6IN+HnEl7uZX/D2R7Hqlf8GfKxlfGHdH1XDeaz1sl9zcayJL8SH41grkl/y5/9YG8zvwcEca6L1br6PNREkDfQ+gznWRDCWGY4N6Vjr5f0qgr7MsC9fx9rUAf5sBvPftR5/D+b4WEv9HhzA74HBHGuD+T04XH9zjNZjLTCI34ODOdZE2J0ZePfHYI61zPB+yMdaL+/XzBN/RuWxNgCD/vt+sMfaAH4PDO5Yc/dZCUpQ0cvno/TnImXAn6NEO/WB3ieoF/TrPkREE4ljhKElJpN1kr84x2hXDSLqXUPjJiDx52BMdU96TJ5yWmnoUIPp6Y1oglEUKHMS01DmMBAXFhYvx0Is77K+cyAuhyGKTkQ4rsXdlu5q+qTopHWv3YimSA3OOPXnUDK223F3KkOfo0Bl+3SicaPrb4Fx5Ic//CFuu+02GYyfffbZct2kSZNQX589P69Y7txSnYiIiIiIiIiIiPovHGvELr/b4URUjDpG711IiGhscmwLbVp71rqQpWIGDpXXA04xT4iZ4Cp8kzEtOHdEx5CcU/ydYASO1fW/R0bjHmxsfRb745vQsfbBrG220QHdUTA57oHqZyhONF6M21D8pptuwt13341f/epXck6zpGXLluHtt99GNJpuW7h69Wq5nmjiYm8NIiIiIiIiIhq85ngDtta+nFre6zPgGL1PG0JEY5MdbUNUdb9PXBhxy8VFl4hDTv4mQv55mHbk10d4hDTSDis5GocUjXDmoqWr1B2j63RhZsNe2dFEvHfD1WuyttmRNhRaGvy2J1VxTkRj37gMxXfs2IGbb74Zn/3sZ7Fy5UrU1dWl/h199NGYMmUKrrnmGmzbtg233HIL1q9fj8suu2ykh01ERERERERERDQmbWx8GVtj61LLDhzY0ewpDIlofHAibZgad4NCU3HDcRz8448AAQAASURBVA0K1JIKXHLK/0Kdt2iER0gjrdhbjkJPyYiOQVG11HVj9VOp645hoPb5m7F37Y0oN3RYigMb2ZXkTQdfQZNuQh/gFFNENLqNy1Ncnn76aViWhd///vfyX6YtW7bIwPzaa6/FJZdcglmzZuF3v/sdpk6dOmLjJSIiIiIiIiIiGsusmDv/alJYs2HHO9xtjgnLsaCOz68iiSYcK9Im+04u6vCj0WNlbVOVdBBJNJIs0/1vkFB74H7MxMWwO9rx5mMfxaZgFMiY9t5x0qG4bUSx39sqrweNkQ32iSi3xuVfoldeeaX81xMRhN95553DOiYiIiIiIiIiIqLxqqltb5d1sba98GEh7ll1LcpjXpxy/HWcZ5hoHLAjLbAUwGcr0DgrI41Sjm2krj9bfBDvffq38BZPcwPxDCWmhu3WVhy49xJUaDPRbO3FtoIoqgwPAjOOGIGRE1G+jMtQnIiIiIiIiIiIiIaJZcHevVX0T87S0boNwcbFaG1Yi1YHOHr9UwgsO3OkRklEOWLH2mAoDnQH8DsFAJpR4mXLdBpd1IzZg8WUHg8Zj+KQPT4gmL7N8vYA1oUiaNaTHQ+2AOLcLQeYFytA6OgPDP/AiShvxuWc4kRERERERERERDQ81L3VaNX2d13vn4yO6vQ84x3Va4d5ZESUD+HqDTIU9zgKZhz/DZTOPhcVF31/pIdFlCUUWJC1bMPB5kSV+ImtIVzsuwiHzPl0avv8SHr+8JXtQcw58ltQvf5hHDER5RsrxYlIzgFERERERERERDQYHR07U9crDB31Hndu1ueir+LcwKkZt2TrdKKxzmptwCPWU4AXmBP1YlbpUkwtW8SpEWjU8Uw9BPoBH0zEumzTnQBKTvucvH75ripsq30Gc6rmoGX/3zAnVoB5R/03vLOWjcCoiSifGIoTERERERERERHRoJlOen7WQyN+tMUs1HpN1NRvQNwqTX0DqTAUJxrz4vvfzmpDq+o6fIwZaBSyK8pQPOkEtNa9iapIBPt9BspMHY26ifKpZ6RuVzDnKCyfc5S8fsHK98Pj0WAYFhxWkhGNO2yfTkTQnXRrGCIiIiIiIiKigVA1f5d5XGu8huxN1xheDY/thuGO41aQE9HYFI2349WaR1LLuigXJxrFnIoKFC46BxWeuXJ5dtSLK0q/hNDxHxrpoRHRCGAoTkRsX0ZEREREREREg6ZC67Sc/ZVjyFZRbuiw7a4tbIlo7Kh98Vbsjr0lry8LBzDz9J+P9JCIejUntAjHVZ6NxYd9FgpUhJRJ8B15NhSN3Q2IJiIe+URERERERERERDR4dnYFuAMrdd2EgybdEithxSMjMDgiypXG5ueAAvd6oaVBq5g20kMi6tWS0mPdK7Om4qMFd0AJhaBo2SdyEdHEwVCciIiIiIiIiIiIBs3pFIpn9qOr9ok26i7DahnGURFRrqlO+uguURaM6FiIBkqtqBjpIRDRCGP7dCIiIiIiIiIiIho0x7KylzOut2p26nqH3TiMoyKiXLMTR7fuKCg7/9sjPRwiIqIBYShORAhYJSM9BCIiIiIiIiIaw5XikwxPatlU0rF4k56uIt/j5ZziRGP5OE8Wip/TtgJqMDTSQyIiIhoQtk8nqandxF3PN+CdfVF4dAXHLCjApceXwqu7503UtRi47Zl6bK+OoaJQx4dOLsPhs4Ny24ub2nD/a8345SdndHncr922FxcfU4KTFhd22fbvV5vwwOvNqWVFAYI+FSvmBHHZ8aUoKej+7fnTe6tx6DQ/3ndsaQ73gDvWhrb0BzVNBSqLPTjt8EKcvaJ4SI9d12rgG7fvw88/MR2VRR4cbDFQ02Rg6exgl23DbUHkbOjwDfvzEhEREREREdH44DgmMnLwrPbpmSKKBbujnWEa0RhkR9sRVd0D3T/3yJEeDhER0YAxFCc4joObHjmIAp+Kb182Be1RG7c+VQdFVXDFiWVy+28ePojp5R5874qpWLOjQy7/9KPTUV44tLfQ/Mk+XH1+VWq5qd3Cn5+swx8fr8N/XzKl2/t86fwq6GpPH6+GRoT9Ry8okNctG3hnXwS3PlWPkF/FCYu6Bvv9VR7S8etPz0BRQJPL4jEXTvPLULzztuEWsFklTkRERESjn6WwupCIaNTKmFN8ctk5aG9+OGtz0FLRodpo1E3seuRKzLvs7yMwSCIaCivSBs0B5kR90LyD/56UiIhopLB9OqG6ycCOmhg+fWYlppV7ZVgrqrBf3dIut4vqcVHZ/InTKzC1zIsLjirB/Ck+vLCpbcjPrWmKrAhP/pszyYf3Hl0inzMczZ6PKink1+D35uetG/CqqbGIwP/ERYVYPCOAN3d0DOlxVdV9neKy89xanbcREREREVFXbVr1SA+BiIh6mVM8+V1H8OQPwudkf28zNZ7ujLfd637fRERji1W7Cwc9JjyOAsXPUJyIiMYeVooTigs0fO2iSSgOZlcqR+K2vBSB+axKL3ye9AeaBVP82FGdn0oNTVFkmy1dU2Rr9uffbpNV1KJq+6OnVsjlzPbpj61pwZNvtaI9aslxffy0ctn2XFS4P/hGM57d0IaY4eCQqT587LSKAVe3izbqycp023Hk84nHbA5bmDfZhw+fUo4ZFV65/bWt7fj3q82obzNRVaTLFvQr5xVktUgXrea37I/Kf5v3R/GZMyuy2qeLkwH++VIT1u4Mw7AcLJ8TxEdOKUeB390Hf36yHuevLJavrSNmY+W8ID71nkrZ9p6IiIiIiIiIaNg5ZqpnuqJ5ZDVpphpvupK82msgvOkpFCw+Y5gHScOtPlqNuB3D1ODskR4KDVH9qrvxUMsdgAfwOgq0AENxIiIaexiKD5e4AbWldXieS3zwsDt9+uhFgU/Dklnu/ODJ4Pep9a1YPD0gl0X423l+bxGgN7anP9DkSk2zgYdXN2PxDH8qhBfzmL/3qGI5z3hhQJOheNKzG1rxwOtNsop9VpUP/3qlEb979CC+d8U0+RpWbQnjqrMr5XhFmP3z+2vwow9Nk4F7X0zLwbpdHdi4J4JPn1Ep1z3wmgjZW/HJ91RgUokHD69uwS8fqMHPPjZdBu+3PFEnx7Jouh9vbO/AHx6rw42f9mc97odPLkdtkyGr7UXVffLkg6TfPHQQcdPG/7twsvxZ/vW5ehmEf+W9k+T25rCJN7aH8bWLJsvrv334IBZOa8Ophxfl5GdARERERERERDQQjmXCEV9iKAqg6pjsOwkqnoIN97ujds3KapsX3v4cQ/EJYF/HTrQZjQzFxzjHMvBa/V0yEBdKTA1q5cyRHhYREdGAMRQfDnEDgXsegRI3hu0p1eYWqAUabLX7FuS9+edLjdh9MI7rrpgql0VA6+kUIotQWYTGSY1tJq76/btdHitu9B7Obz0QTd3Pshw5j/chU/0ydE4Sz/zeo0rg1bu2TH9uYxvOWl6MYw4JyWVRSf7omhY55kdXt8jlRYlwX4TVX/nLHmzYHcGKuemTADLd8WwD7ny+IfG6Hfh0BWevKMbxh4Zk5bkI2i8/vhQr5rrzjn/y9Ap88469eGVzO+ZO8snxl4V0VBR5cM6KIswo98h9F8l4jqBPlW3jRegvWsFnhuJ76+Oygvz6j07H5FL3L80rz6rEt+/cj+qmuLufbMjKcdHqXlSoL5kVwK7aOE49vNddTURERERERESUF7ZjyMx7WswHRVFQeOaVKN1qoWLXi9gSiKJAzikucnH3O5BA2cKRHjIR9ZPVUgufnf5etszxQvO738USERGNJQzFKcs/X27EE+ta8flzqzC93G0JLkLddiO7mlkE4t6Mdt0lBRq+demULo93/b29z/s3p8onK7kF0aFcVIJ3ni+8MKh1G4gn50O/+BhfallUhF9xYhmicRuN7RZ+/9hBeZJykgi6RTV6Ty45tkS2O0++bvG6knN9t0ZshKO2DL8zTw4Q86AfaDJw6uGFWDY7IKvRRaB9xNwgTj6s0K14j/Tv5IQDjXEZmicDcUHM417gU3Gg0ZDbBFGlniT2lzWAzgBERERERERERDlli0pxYG7MLUJQggE45aUo2uZ+j1FoaShf+mHs2Xg7Jsc9cNTuv+eh8UVta4cSbgaqZB8BxM0wfB6GqWOJY9u48/XPAomvQ+dHfJh3xu9GelhERESDwlB8OHg9iFx+3rC2T/f/55kBV4n/7bkG2Rr8yrMrcdR8NxgWSkM69jdm1joDLR3ZLdVFcJwZ1Gau742YB7u7+2XdppdW51oPj285bkj8hXOrMCUjYBYK/D1/8BKhfE/j6Wkctu3+E2dC/9eFk7GzJoa1u8JYvb0Dz6xvxTWXTUmF2X3p8TkcJ6sjfuf274zEiYiIiIiIiGik2HYc9R4TalTLWj+p+HQo9sM4wXsOQtMvwxtv/BNNmoGd1l4sH7HR0rAwTLSveQBhLQo1cArW7bgZa60N+MDCH8A/e+VIj476Kbbz9azlIxf+F9TidIdPIiKisYSnZQ4Xrwd2Zfkw/Stzy64H4P7XmvDcxlZ8/pwqHJtoRZ40b7IPuw/GZEvyzLbnYv1Im1yiY299LLXcHrHwpVt2oyNmoyigyvBehNziX3mhLivha5oG18ZeBNtFQQ07amJZFfPvHozJ4F1Ued/9YgPmTvbh0uPK8OOPTJOt1Dfuzj6hQOjppyMqxMXYk63Shf0NcUTiTpdwn4iIiIiIiIhoNHBsd+5wVcmuvwme+CGUTz0D5Wd/DqqiIejoiKoO1oWfh7O36zR8NH7E6negRduHdu0g2t5+CJvjG+A4NmrfZJXxWGI07E5dP9NcCf/iU0Z0PEREREPBUJxkmPvg6804b2UJFkz1oTlspv4Jh07zo6xQx5+frJcB7UNvNmNXbUy2Bh9pZywrwuPrWrFmR1iG3bc/W4+KYh2VRR45F/i9q5qwdmeHbJl+69P12HYgOqRwWcwT/u9X3ccU++22Z+phWA6OXlAgQ/NnNrThwdebUNdi4K13I6hvMzGr0m1Dn8nnUVDbYqC1I7uaX7RKXzorgD89UY+dtTFZdf7nJ+uwcKo/1c6eiIiIiIiIiGg0cWwDZaYOtVNTSo+/ABVTDpPFIoICDW4jbeDgSzeOyFhpeNhWBO26hZjqoN3agw7VLbYx7Y6RHtrE09iI9hfvg9NQP+C72h3N8tg+sb0YU8//YV6GR0RENFzYPp2wZmeHbM39nzea5b9Mt395jmyB/pULJuHWp+px3d0HMKlYx5fOn4TyIn3E+3Yff2gITe0W/vpcAyJxWwb4V583SW4794hiRA0btz9TL7eJ+cu/dvFkFPizW3kNxDkriuVjiTBczFs+f4pPzqUuKsiFL51fhX++3IT/vNGCoqCKy44vxeGzgqhrza5OFycUiP35y8YaXH1+Vda2z55diTufa8AN91XLfb9ibhAfOqls0GMmIiIiIiIiIsonx3Q73ilqp1Bc9eK4qrNTyyI0dxLt89q0A3C/waFxybQQTgThhtmSmpPaUdKdKJNqI3sxKTBjuEc4YdQ/dxMeCq7ChU++ibIrfjKg+1rRFhiKA49WKKeOJCIiGssUx0lMvkwDUlfXhlHLcRC8/V6sL/hHfp9H/B3Ed8+Y369Lwx+Ql3l/v4w0vl/zg/s1P7hf84P7NT+4X/OD+zU/uF/H/H6d//57MJpVVo58N62JYFR/Hh8mIpfweDQYhiW+AqAc4X4dvIMPX4dXnTVYac3FtIv+V657bP/fcc60D2Xt1833fgKrgrVy+4mtoVH/e320Ggvv1cj2VXhoy48R1izMifoQV23s9xo4rW0yZl1+W+p2ZutB3PnKx7Gow4+Vp/4OetnUERvzWNiv/dXUugeBHVuxYdf/odBswatFYXnMzTv3z3j5hW+i0inBIWf9EIq3986UBx/4Dh7xrcYZxqGY/t7BdXcYT/t1NOF+zQ/u1/zgfs0P7teBfx5npTgRERERERERERENWp2xHXGPA0VLB2wiEO+sP3WmrZE6FAUq5XXHsqBog+/4RyPHMaIyCBd2+WOp9XVqC2aJb+4TVcc7n/kK4AfeCUZR/uxXMf/Su0dszONFxzvP44Hd17sLwfT6l4raEXn8U9ge6sB27MGsba/Af9ipPT+QZaHdrJdV/rq3OP8DJyIiyjPOKU5ERERERERERESD4zhY7W9Cu2bBtMO93tSy2rMCuvsfvwx2R2tqXXjdo/j3859E6wu3of3V+/C3J9+Lpmd+l9fhU344Rgxqsld+Bvk+2b89vSKennLQskw4tjlcQxy3Dmzs+ZhZHUrP6W7F08djZ5HX/4Pbn7wAu/VqKFDgC07L+TiJiIiGG0NxIiIaVeZETx7pIRAREREREVE/RXavgZ2YR8OOR3q9rdKptWezE0bLa3emlqu33goHFg7WPIIHmv4sH7e+/tn8DJzyyjFjiCUqxTM16xbMtur07TRP6vqqojDCbz08bGMcrwx03e8ntBZ0WWfF0iekZLI72vF07S3y+m5fHA4c+KoW5mGkREREw4uhOBERjSo+u2ikh0BERERERET99FbLqtT18vnv6/W23bVP72jZklU9nmQkEnRTEQFrPCdjpeHT1r6v2/UiFLc7mtMrVB8CtopJcQ/KTB1G057hG+Q41PLm3XitMN2xYV7Uh8M6yjHvrD/iPc3z5LrZUXeaAyvaCrNhH169731Y9e8rYNa8C7u5Hsb+d1LHn3Bqx1QE5h8/Aq+GiIgotzinOBEREREREREREQ1KW0eNvJwT9SE498QB319X3UmPrSb3cYR21Updb9JN2O0N0Eqm5GS8NDzWtTwOpIvApRJTk6H4fQf/gPPXWChZfiGanRYZis+JerEzEMOmlqcx5akDmHvGT+E4Dva/dgs8ngJMWvmRkXopY0rdu/cBIff64eEAlp90I/SqWXJ5xgd+i48c3INdL12Hd1ELK96KXS/9BJuDUQBRBF76KtaFIjiiPYiWkIWl4QCWvecP0IorU3PAExERjWUMxYmIiIiIiIiIiGjAbCOK1sZ1gAZMiwehFZUNqGVlgaXCNN3q8Ka3/pFaL4K5pK2BGFa2NzIUH0PsaBh1nuy5wZeFA3KO8bWhDpiKg907/wavx493ZCAr3kI+2RVgWyCGbeY6TNm9BvvW/R4v+/ZhWsyDk8sXwTd75Qi9orEjqInjpE22S59/yd1Q9Iyv/xUF+qRZ8GhuK/XW9g14OVjf5bhbk5h3PGSp0EqqhvslEBER5Q3bpxMREREREREREdGAtW97BpHUvNFGn7f3BMqzln2OCst2gzjdW9zj/ayOpiGOlIaT2VoDj+1WFi8JB+RloaXJMDxpczCGlh1PyOvzIz4UeGegUXeDdFE5/sq67yNsNMjl/T4Dm1b/GFv/9X5YB7tvyz6c2t+8Fy/cfzF2338VRh3Nj3JDR8g/NzsQz+CNusdss+O2WS+wu48ISsuOzuNAiYiIhh9DcSIiIiIiIiIiIho4I54VdPZl2jHfgt8/BboSRLGlyRC03XEDb8VMt0xPWtzhx9yoD06sLafDpvxyImFMjusyEFc6dQZIiqo2WuN75fUpZgksPf0+Eida7PXFUe9JvyfeKojglVAbXnnlanSsexwjxWyrx9t77sROfwzr9P14618fgh1PdzbIJTseRf2ul+DYXY+NnsStdtG4AZon0UO9G16tRF6uL3DHPSMxx7gCBSe1TsJxkbm4wHc2yk++esivgYiIaDRhKE5EREREREREREQDNoA8XPJUzUFw3kk499SbsdLrVqG+HYzCaapHXe3jqSphYXrMC0uBDB/bW94Z0PNENj6H2IYXAGeAA6SccGLt8mQJj6Mg6LgTi5eVHouKouzK41eL3ErloKdCzm/dWVizcEjEl7Vuhz+Gd7f9qccg+sXah5BPDS/+JtXyvUm3sDbUhO33fwaO2XenhJ7Ed72Fvz9+Odpe+wfsA7thHdwv19c8+3M8tOXHqL7vKzj49K9g1uzq87HanVa0azY0T2GPtyk56qOp62L+8MMq34fLy7+I85QzMef8m7Dwfb9DxWn/D6o3OOjXRERENBpxTnGSVu8I47cPH8xad+S8IK4+f5K8vvtgDHc824B9DXFMK/Pg46dXYPYk94/Sf7/ahM37o7jm0q5zO33iN7vw35dMxqLpbqukTH96sg4vv+POGyUoClAY0HD0ggJcelwpAt7uz9n42m17cfExJThpcc9/3A2GGGsmXQWmlXtx1vIinLBoaM/1zr4IfnZfDW7/8hy5vLsuhrjpYMEUf5dtw6nEnDXsz0lERERERERE40OsaWfquga32rQ/yn2TEJh0HHBgFfy2CrP5ABzxRYxo2WxqiHhtlJgawprb5vmdxlWoMg0ouhuw9sR2bJib38A/9t0gK9EvKCyDZ/bhg359NDh2tE3OD647CmYe/S28XXcvSpZ+AeE1DwDNXW/vRwkql34E2H4NZsS8skp8StyDuOLAa6s4NTIfUYSxTa9Dg8dEjdfAvANb4Ju9vMtjNVSvR+MBoGz5+e6XjTl9XR3YaLwFZOf0eKWoEZPX3Iuio68Y1OM2brgbcW87Xq69CzVNt8t1l1Vcifq2dUAIeCK0AzB24JzX61C+5INo3vIwig6/EL7ph2U9jhVuRqPahg7Vhh4o6/H59NmLcfSWo7ErvgbzZ30MwaMukuvdmcaJiIjGL4biJO1vNLB8ThCfOD09t5NHd/9wjBk2fvVgLY5bWIDPnFmBZze0yeWff2I6fIkPLIMlAvAPnez+kSZO3q1tNvCHx+vkc376jMpu73PdB6bC783tH7VJV59XhflT3L9sTcvB69vC+NOT9ago0rFwWtdgv79E+P3rT89ILYsTEC46ukSu77xtOE2PHTUiz0tE41uBXYmwWjfSwyAiIiIiojyLdzSINFyaPOV9A7qvXjETgX0qKg0dZrwVMcf9rqfM0HHAa6BNt1LzUr/rbcdRr/0bBSe8v8fHi+54A/ft/CWObDKBIgctmomWLQ+jgqH4sIuHqxOV4ioC0w7DOVPnQfUEANOdMzyTaI/vmb4I+rxlKDfOx6nTP4p4y368sOZbMgCfGfNixnu+B62oHNM3Pol1236HOo8Js6UaPmSH4nZLPZprXsSDeBFn/PNhFE4+AkUnfgqKlniTDkFk/TNYu+M32BuIy+Wl4UCq/bjQ0bgJRYN87LboNohzSkTYn1S98y6sKerIut3L2gbMXbNFtpI/641aTJ3+a0RffxhWrAXB496P+ieux85ADJMMD3yTF/X6nIvP/j4WD3K8REREYxXbp5NU3RjH9HIPSgr01L8Cn/sH42tbw/DqCj5wYhmmlnlliB3wKDIwHioRvCefrzSk49DpAZyxrAhvbs/+oy9TUVCDd4hhfE8K/GpqPBVFHpy3sgSTSz14c0fP4+kPXXNfZ1Jm967O24aTmvzkSkSUQyGzaqSHQEREREREwyBmuS2vVegIHONWm/aX6gvKwHOzaJ++byciqolCS8MUzyxZ4RtUy2RgnlS9/55eH69uzV8Qt1rwSqIlt/BOxyoYtX23nKbcsSNhPNp0jwy0PY4Piu5FgceNi0OHni3fKwpUnNBaIdeJFuu+mSvlz/y8Qz8HrbAYvklzYapu54HKgkNlIC4ULDoNhbYu3ydWuL7Lcxurn0ldf6r4Xfw7ch9aXvzLkF+TEzfw3O5fY2sgJpePby3AsjP/hONaK7Ag4oPPVuEYccR3b4RRP7D32/qmVWjQu84ZLlqgJxWb7vd3bZolA3Gh1diHTfdcirsbb8I94b/h1f9cjs3KZrltYbQIvtkrhvSaiYiIxiNWipN0oNHA4hndV0LvqIlhwVQ/lETLIXE5f6ofO6pjOGmIbcW7o6kK9ERWK1qz76mPIxy1sL/BwJfOr5KV28n26ZbtyNu8uKkdcdPGYTMD+MRpFQgFNBimg3++3IhVW9wW7UtmBfDhU8oR8g8sCNZEuyfVfe3iOe5/rRmvbmlHe9SW++yjp5ajvNA9lJ5c14LH1ragpcOWJxl86ORyHDI1u0X6T++tRkObib88VS/bzp+4KJTVPr2xzcT/vdCITXsjssvTsQtD+MAJZfIEghc3teGld9px6DQ/nl7fCssGTl4cwhUnlaV+PkREREREREREw8Eww5gCD470nwh4e29tnnThjE+6V3xBmHCrBvY1PIgOr1tFXFR1DD627EdQfAFs/1e6MtyBg/X/uhTz534SwSMu6PK4rejarWpHIIZlW56HZ9LwT1k3UTU89yvEVDfQVZTsohalohKHL/gsJgVmYmpwFipe+hP8C46Ep2q23K4p7vdrqsePc1bcALPpAHyHnZC+v6ZDhwe2Eocd71qsYx/YBbhZe8qOhsewtPkCeEqmDvi1xHauwbNv/wxH+49FrSddxe13QjKoX/j+v6H8sZ9gG15EuH0HHn/nG5gVC+DEU2+Gp3hy308QjeGdVb9FJDFHeaZk+H1yaylmn/RT/PWtz3U7H3vSloD7GAsjfkxacAUUrX/HIxER0UTCUHyYWGYH4uGaYXs+H9xWPv3hOA6qmwxs3BPBQ282w7aBoxYU4JJjS2UVc3PYlHNrZyoOanJ+8VyyHQd76+Iy7F0xN5hav3ZnBz52WjnmTfZhSmn2H3T3rWrCy5vb8ekzKmQwfcez9bj9mXo5F/q/VjViV20MX71wsgyU//VKI373yEH89yVd5z7vjgjAX3i7XZ4w8PHT3fGIedW3H4jis2dWyuBdhO6/eagW110xVY79Hy81yueeVu7Bk+ta5fPd2Kk1ugj2v/v3/TjniGKcuKhQzi+eJFq2/+y+akwq8eBbl05BW8TCbU/XQ8TdItAXtldH5f6/9vIp2FUbl3OzL5kdxOEzB9/enYgop3iODhERERHRhNCBMAzFgeYbeONo1R/CwUQQ/nYwihbdwryoD6q/CGrAnd1Yyfhw0arZ2FAQwaaa3+PS6kXwTJmX2hZ7dx3eKOza5a/U1FFT8xBC8Q9A9fJ7k1xzbBtbnvkxNsVew8naqSg7+XMIR94FEl/rlS/s2u7+iHkXpq6XXvDNHh9bmzZX/utMV7ywEYZtdg2S49NKgJhbfb6ww493glH5nil+4iuYd9k/oKj97zxpR9vx+vofoMYfQ0PTyxC90Q+J+DHZqUDlkg+nbufxlAAG8FKRW5Rjw4K5f3O/QvHwi3chojZlrTuyLYg3E+/lYkvD5MWfgjplFs6IfAP7t/8HhxUfj237/i8Vmicr10VL+QJHw7SioxFcel6/XycREdFEwlB8mALxXa98G7Y5tBbcA1FTEJZn0GZ+eOiJqFqOm44MwL9wbhXqW03c9XyDrLQWQazY5hHl0hnEbUWAm7T1QBRX/f7dAY9TVFy/ud09s1E8nmgrvmxOUFZGZ7ZLP31JUbdh/vNvt8m27ktnu39tf/y0CtnWXcxJ/vRbrbjuimmYUeEG+leeXYmrb9mDvfXx1LrOfvVALZJ/H8cMR7ZTF1XYotpbVKu/srkdX7twEhYlquqvOrsSX711L97eE5H7SZR2i/nHK4s8uPS4UjlPe2ardEFUqouq7oBXRdCX/cf4ht0daGq38N33T0VBoqJdVKL/70O18vEE2wE+eXoFAj4VU0q9eHxtiwz/GYoTERERERER0XCx4xGYjoGgrULzu99ZDISieTE5rqMtYMlAXBDBnuYLpW4zreJ9QPxv8voen1ucEVVttK77F8qn/Hfqdh17Xk1dXxIOYEHFJaiufRSrihrxSpGJgvu+gkknfwv61K4hKw2eUbsNr5qvyHnlH8LTuOB5A7rm/vzeE52H0LLzc/6cIhQX85VbRjucaBSvPPlJxNU4TjnrLti2gTJTx5JYGWYc821s3Pj/5H1EYF3w769i8vt+1e9gvHX9A9jhdwtZXk5UZU+xCjH70luyujV6ymYBten7hTUbVlvX1u7daW54DSjJXudzFCyNzsV6/05UxnX4pi+V66fPPV3+E5YsOhWz1/wLwYI5sBUb/jPPwoLEkBSVX/cTERH1hP+VJDl39k1XzkSBT5V/1M2q9Mng9ZbH6/DBk9y23UZGAJ4MsDPn9Z5T5ZMBcWf//dd9vT63CI3fnwjANbX7+cIrEq3JO2uL2LKF+ewqX2qdqGh/X7lXVrGbNvCjew5k3UcE1DXNRo+h+CffUyEr0pXUfOdugC2I+4n7z53szwq4RfW6qCY/9fBCzCj34Dt37cesSq+sdj/lsELZDr6/xOOIOcyTgbiwYIpftkmvbXHbNIkqcRGIJ/m9qmwjT0REREREREQ0XMI7X4SlOPDZCrSCdHFDf3U3DZxouu2ZND+1HDjtgwg+9RQ6rOpUcC5YRlvqemz3W6iteUpW8p7RPA3TL/g1EAqh+p/3p27zZMlenP7SjzDz/bcOaIyObWHn0z+Br7EOk8/5H+jFXb/7mqgcx4LZUoMqQ8dBj1vx39y2BqbmR5mmI1iY/jnmkpinvN5j4gXrVSx46MPYFnKLkHb8+yPwO0VAAaAqXujTF+KyjRfh9dij8oSKl/3b8d6da+Gbv7LP52jY+BT273kQSJ+fIfm1ii7v28DSszHroVuw2xfHEe1BVHsNmJHGfr0WLSS6Qu7BoR1+bE60UK8qOQ3zT/4U5r70V4SWnQCtpKrL/fSiSpSe+vl+PQcRERGlMRQfBpoexJzjfzKs7dNL7nsVbxf8u9+37zzP9tRSjwzCRehcWqCjpSP9wUNoCVsyME4SAbJo+T1QItDt637isbuj9TI1eDIk/vZlU+D3ZIfsInjvSWlI63E8navlk8RTiX8+j4r/+cBUbNkXxbpdHXKe82c2tOH7V/R/zqLuXqtoKy8kK867C9k7V6MTEREREREREeWL0VqLB3b9GmbQwcyYF2pJP+ZP7kZF8dHYFn8xtbws7IdWlvE9iqLgnNJzcV99dpjdbu6GiAody8Jra6/DziK3ojdQsUgG4sLsmZ/Cqubfpu7TrLZgems91KJOk073IrptFV60XgGKgXnPfhbHHPsLeCfnJ+wdMxwHdz9xOaJOGEvDAWie9PdUomvlRn+TnFPcGxrce6IviuV2DGjTLKxJBOLpau4wik0NqihdF993nvM5HLNpPmLbfwNDddDw1l8xtY9Q3GxtwOO7b0QsZCNgq1jZHky1Rg+ULew6Hk3Hyaf9BfWrbkOD85qsYjej/asUF3tMVLbP0uaj6piPorWtBsUzz5JbSs64qt/7hIiIiPqn/xOp0JCD8UDx3OH5VzQHGrqvhO6OaNn9xVt2y5bjSXvq4wj5VRkgi8ppMY+1aFcuiMtt1VG5fiQV+DQU+lXZDj1JzM/9X3/Zg6piD0R2HI7aMuQW/0S78r+/0IDWTgF/f4nHFNXsO2rScxa1RyzUNhuyWlzso4febJGt1T94cjmu/+h02YJetJbvrJuToaXJJR7UNBloj6bHuL0mJp+3spjnsBARERERERHRyKt7/jcy/BOmGD54Jx8yqMcpnbQsa7mi5KQut/GVzkldP7bVnWt8p9YKo7kakQ1PYWeixfX8iA/BqenA03fsebjMuSirrbVxYLNbWdDP6oJo3Tup66KVdvs7j2Gii+1cLQNxYX1BRFZGT4t5UsF0u2ZhbtSHwKxj8vL8hRVHdFm3vD09paAIv23LfU8IBYvPwKH2TDTqJtqtWjjNjXAi6fm4O4sd3C5DfSGi/n/27gM8iqpr4PjZll5IIJTQu0gXKVIEEVREBcVe0df22XvDjr231/bau9i7oiAIKiBIVXrvhBLS2+5+z7lhlk2BFDJJyP5/Pmuys7Mzd282S+6ce871SWLCEXJ0ZgcZntle4vqeV+pzXHENpNGxN0uks55ZAiAl/W+z3npZrHY6XRHSJqGb9NgTEAcAAPYgKA5p1yRCwlwOeXPSdtm8K08WrMmSj6fvlON7xZvHe7eLlqxcn3zw207ZuCPPfNX1tvt0KByI1KRhPeLk8xm7ZPH67MK2Td0pbZuEmwD44C6x8vav22XxhsLHXp2YItt2F0hSXOWCy5rVruXQ35uywxxTg/GvTEyRxBi3dG4eabK8v5q5S6YuSpeUtHyZuTzDTDQorVR7uNshm4sFv5WuC94w3m3aqsfX16Xn69chxkwCACDSMmeARPoqXpoPAAAAAFB5GuTLS0+RnKxdMtHzt9mWnOeRdoMeEae7cokTsWENJCm/8DqNZvgmDL+mxD7hbXqJ2+8ociFzQ3ie5Kz8Q3JTVwb2SyhwSUT7AUWeG33spXK0Z7i0zgmX5ZG5snPpVzLn8zHmtvyT08SXlbb/15ybJU6zyF6hnSlTJdRlbZlXYlur3KLXvvRn6m7Uypbzx/UYI43zCoPwDfLdJps72rf3EneBQ6TAXzTo3aBBX2mS55E8R758N+0CWfH9VZK3cp54rZ+/1yv+lK1mskTB7r0LhA9Ii5b43udK8zHPStMxz4kzImq/bYt0F1YhmBmbKfnr/9nvvr7d22WFf7UJ1msyFQAAsB+ppzAB5JtGNzZZ1Pd9tMkEf3V97BGHFQbFdf3q609sbALMUxalmyDvDSc1MuXCpYbLdo/sVc8E7F/8YZtZQ7xH60g5d7CuxyNy5sBEE9x/4ftt4vX6pWPTCNNuZwXW+C7ujGLHPLR5pNx8cmMTENe12P8zLEm+npUq707dYdZCv/TYJElODJPdWUX/GB/aLU4m/L7TZJkP6x4X2K5tu/bERvLulB0yfsImifA45IiOMTKmf8IB9BJQtziCLkgAAAAAAKrH9p8fl+/8UyTG65I91amlk7epeBq1qfQxXeFREr4noNk1J6b00noOhwzKaSm/Rq4xo8FOWRFmffHUFT9KRFwLife5pGtmpLQ55T1xuIsuiedwOqX50TfIps+niU/8Msu1RHaFF65/rZos+kli+pxWatuy/vpKVqVOFV+0XwamxZgS2poV3WLVPAlr06PIvn5fgWTP/cGsh+5p1knqMoejaB9H+JzSqvut8vvqu839egUuaZh03L7LJB4gZ0KSHDvyM0ndOEfCcwrEm7pJYo47VZLnfiuz1r8uayPyxOOPKPKcsCadZXPGB2ZSha5HnliwQ35ffrscOj9CDhv8X9k081WZ7JwlI7J7SK5sF4kUaZTnkSYtTit1Te99Seg0RmTVfDMpoCBtq4RJ18Bjvl0psvPvd6Vej9PEndhMFk+5W1ZFFFaXjGpS9jrnAADgwBEUh9G0fpjcfHKTfT7epnG43HdW01IfO7nfvgO2b12zt8RVcZcMTyqzXaUd+8kLmwe+d7scctag+uZWnAbtzz+qgbmVx/7aWt5j9j8kxtyK69Qsssjxj+4WZ26lnTsp3iM3nFT6ukuDDo01t2C3j9n3zw04ONXwbBsAAAAAQBEFuzaZgLjS8tgaGG+Q75KGva44sAO7wwPTnp1SNNgaLLn/rRK+8E5JbnempK/7UDaF7ZRNYRtkYFqquKIcEuFK2m+2erzoYzmyy703IK7B27z0Tft8zup178qi6MIkB4crLFBC/dAVP0v9oKC4vyBP1n15rfwas0b6r0mS9slvisNZd6v9pW2bJ7In5tw0zyOHx44UT8feMjD2TolcvVQSwxtLRE97y4A7XB5JaNGvyLaoniMlb/N7IpInMYndijzmSWhmqhpsDMs395dFFpYt/zcqR5xTrgr8nH+InKsz8c1liR7+DhLT74wKtcvZqIV0WRgpWS6feV8EmzXlMlkSmS19Jv8h9ZxtJdVZ+N47Kq2xRB1H2XQAAKoDQfG6qJzrIgEAAAAAAABl2f3Pl0Xua2C8VU6YuBvsTVyoDGdYhKS5CpeWcxXLQA7madRKzmqkAU+RyFVvB7b/EZcpsV6nOFz7v8TZYcTrsuWns2VNRJ4ckRZt4p763PzcHaU/weeTgj3X17pnRkrLox6Vgl+ukz/jMuWfrN+lf8ZF4o6pL36fVxZ+eZ78HVNYhjvbnym+rN3iiqm7S37tKlgX+D4h3y3xR15ovm+XPEBEbzVEJyIc3fVeyd40T6K6jSzymDO+vqS6iy5hGOt1SbrLGwiIB9Py7NHN+1e4DU5P4cQM887xFQbgVXbKGtnsKQySz4rV9dgXmO8b5XukQbfS1ykHAABVj6A4AAAAAAAAgH1yFhRNwEgscEuCL1yckYVL71WaJ9KUQlcOqyZ7WW3x7W2LlkTf7fJKdv7O/T8nMlr6HnqztPrnY2nU/XTZsXiCOGWlpGb8K2kTTpV6EYdKgxPuFceuVEmf95n4vfnic/ilZU6YtG15lil3HRWuVf1WyqqIXOmx8AeJ63eO7PrjHfknKsOcw+V3SJrbK9707eJwhUvaxBdNYDSibT8J73xkYRKL02VKuh/MtF9Uu+xwOaz7A+Lck0VfG7hbHiqxLQ8t+YDLJR2zImRuTJa5OyirgcQkdpVd22bJjDgNUov0T4s2wew/4zOlQYFbYjodW+HzO9xhexLN/ZJbkCm7ZvxPVm77XvL8XtkdXjQorxrmuSUsuXNlXioAAKgEguIAAAAAAAAA9ikvc6uEO5zSOyPKrK29010gYb5IcRzgutGOPZm1yi1R5XpOYtIgkdwfi25rMKjM50V2GCitOgw034etmSI+/wqz/vSmsHyJ8M2REb++LFOzfzCvTdc5jwovDF67YguX0Evue4t0+uNa2en2SsqWSbLh0y8Ls36dhVnHDfPdEuZzSMqfz0t2wRbTT8amadJz2X8l3+GXKKdbYluMlsSw+iaY7E5oLg53uKTP/VwiGneRyG5HS23mz88zgeN4r0u6JB4vznalBKBrqXaH/p/MXfekHJndQtqc8orZFr9mjsxYcqf5vkFcP0k89nqpv+BjiYpvZyZSVJTDE2F+J7SPZmT+KdvyVoiEiXlvqCZ5HrMuvaVZRBfxxDWqstcIAAD2j6A4AAAAAAAAgH3KyU2R3ChfkW0eX8WDhsU5I2IksaCe7HKnS6O2Z5XrOQ2GXC3Jf26VTWlzzf0Reb0lof8lFTpvvU6jJGLRDBMQVzlOn2zcOUl2xhauOZ7r9Jmy7E1zPRKW2MpsczVuYbLBt4bly1bZUuR4R+S0lRkRK00p+MWyosT5rAxlI+VdifQ5JczvkFaLw0ywXNe2br56snRa9b00Gn63uKIPMAPfJr7UbZLt9Jn12D2JB1Y6v7pFHzpMOkenSavkvaXVw5t3k24LWsgmZ4rE9TrFlGBP7n2e5Od7K7U6pcPhFKffadYlNwHxPbZ5CqRtTrh0lE6SlLlUsl0ifbrcI562Rdc+BwAA9iIoDgAAAAAAAKAIf262bJz0qES568nfYevNtsjwZiKyxHzviDjwoLiWEo/qeKw4MraLq3vf8j3H4ZSjj7hf/NnZ4shIE1fDphU+r6dZZ2kzO8wEoxvku2W7p0BmxRYGrgekRcvvcZlmW7ucSHHXbxF4Xoy3ZOlzLbvd5JTHJfnrMyQtqmiJ7DjNqM6MkEyXTzw+h8zec45wn0PC/E6Zv2c962ivU9aH58l6+VdOnvuFxA8cK7VR3s61siE837TXFd9EDja9W55S5L7D5ZHDRr4oh+UXiETsrVpwIJziFr8Urh9eXELfi6Vhk7ZVch4AAFBxBMUBAAAAAAAABPhys2X372/IL86ZunB34ApibKPDRVILg+LhSR2q5Fye2ATJivBrtLvcz3E53CJRsYW3StCM4F5DX5FuO9bLsrkPmQC46pIZKY1anSKdNn0q2eKVFh3+Y/a1tO1yi6xcOV5SPAUmGN48+UyJGDZaHG63HNZ7vITPvNtkgXsdfvE4mkqbQTeKq36yOFxu2T3tLVmY8Zl0yaknbTteKN6CTNm9eoo4nG6JimoqKTt/l3+jsiQ/a5vUVjvmvi3Z9Xwm0B/WsL3UCS5X4a2KOB0uk/1fXKM8t3gIiAMAUKMIigMAAAAAAAAw/H6/zPzhXFkakVW0RHhatMQec5ZEzvhDfHkZEtenfOXOy9KnwTBJy98p1c1Vr6G5tc+7Sv5e+5gkFLglwu+S6I7HSp+ep4v4CsQRHlHkOZ5D+8ixOTfJxmWfSaN2x0vE4ccFHgtr3kV6Nvtsn8H9+CMvlDOyThNHeKQ49gRhY7ufFHg848uV4vavlt2pc6S+z1skGF+T8tYsEF/Wbtm24XuZXK+wYkC8L0GcVVApoC7SCRvB64Z3zYyU5XFh0nrIwzXaLgAAQFAcAAAcpNz+CClw5NR0MwAAAIA6JX/XuhIBcac4pF7kIabceadO50iMO16cYZFVcr5Id7S51ZTITkfJ2W16if/fmSLR8eKKr7/fy6buwwZLy8MGl36wMrLdnVEx+3zM4febjPVpnjRp8Mc7Ej/wQqkpBRk7dHaE+FO3ySeLbzOZz4dlRInEiDTJ80hs4/KVug9Fed70wPe9MqKk05FPS6+Ge0vwAwCAmkNQHAAAHJTc/nCC4gAAAEAVK9i+NvC9rnud5/DJsNzu0vDE+822bgn9pa4JC48T6Tm8RtsQn9RXJGOF+T4ndaXE10AbfPn5sn768/Jr7s/SLjtc0t0+yfcUlgL/OyZL6ue7pV1+rMQfeXENtO7go+vIuxo0q+lmAACAPQiKIyA1s0C+mJEq81ZnSVauT5Li3TLo0Fg5pkecuJzlX9epIsY+t1puPaWxdGpWNbOLq/Lc/67PlnrRLklODNvnMaYsSpMd6QUy5ohEySvwycfTd8ms5RnmsV5to+WsQYkS7nGa+xnZXnlz8nb5Z122xES65JR+CdL/kMIZwrn5PnnpxxRZsiFbOreIlMuOTZIwd+Hz9Ocx9Z90ufaERoHzFnj9Mn7CJrlxVGOJi6od5bQAAAAAAEDtVpC6TXxZuyQsueO+99m1QWK8LmmS5xZfVHMZMOhhcUZGV2jNb1Rc7IBzpMk3X0quM1cKCgqvLVW3Nd/fLL+FLzXfr4jMLfF4h7x4aTXyRd4L+1E/v42ILDLfu8VhqisAAIDagX+VYWhg9/6PN8n2tHy5YkRDeejcpjKqTz35ZX6aPPvNVvH5C2eFhpLHvtgiu7O8+3xcg9zfzt4txx1WOHf3q5mpsnRjttxwUmO5/qTGsmxjjnz6x67A/v/7OUWy83xy5+nJcmLvevLGpO2yakvhAEOD3unZXrnnzGTZleGVqYv2llr6elaqjO5Tr8i53S6HDOseJx//Xv1rbgEAAAAAgIOPLzdb/ppyrXwz90bZ/vMT5n5pVq3/VDJcXmmWHy+Djn2+sOQ3QVD7ORxyeEQ/822Br/qD4n5vgWz1FVYJ0PXVVXKeR44t6CYDc1rJ0VmtpUXny8UVEVftbTuYxA691Hx1+R3SuN7eNecBAEDNI1McxntTd0hSnMdkHjv3ZIUnxXukXZMIGffeBpm8IN0EYbHXpAVp0qVFpESHF2ZqL1ibLUO6xEnrRuHm/lHdYmXKwsLg9rbUfJm/JlseH9vM9HOz+mGycnOOTFqYJm0aJ8nmXfnSqVmENEkIk07NI8x9c8w1WRIf7ZKWDQuPGeyIjjHy0bSdZiJDgzhPtb52AAAAAABwcPAX5IvD7ZH0aW/J0ohUs+1b7yQZ9P1CaXvy24H9fDlZkrdkuiyLKpzA73bXRAHv0OYOi5OdvgJJy9klvtwscYZHVdu5CzK2S4qnQMJ9TumZ2UAaH36tOKPribtxq2prQ13gTEySuHo9JTozX6IHnFPTzQEAAEEIilcj14rlZe7jbdd+7538fHGtXbPf/f1ut/hatd67ITtbXOvXVahdmg09b1WWXHdSo0BA3FI/1i0DOsWaTOah3WLlhjfWy5gjEkxZdXN+v99sO21AoikFvnRjjnw4bYds3JEvjeq5ZVTfBOndLjqQKa3WpeSZUu3jTks29/U5b03aLrsyvdK9VZSMHVpfoiMKA82bdubJB7/tlBWbcyQizClHdYmVE/vUE6fDIV/M2CVLNubI7WOaBNp745vrZXTfeqZ9mt2umdq//ZMumud+bI84mb44Qy48ukGgZPqyTTny/tQdsiW1QNo2CpdLjmlgAsx6HPXo51tMxvzJ/RKK9Ise+9dF6XLR0Q0C22IinPLXikw5omPh652zIktaJBWWXl+5NVcSY1wmIG5pnxwh383eXdjPMW5ZtjnHlEXX/unYNMJs/2pWqpw/pH6pPzfNFtdS61MWpcup/RMr9DMHAItTXOKTfVfFAAAAAHBw0szfBV+cKXNjMmVAWrT8G5VT5Epgqi9dsv74VKL6nyq+tF2y9KdLZGF0tmQ5fdIhO0KS+l1Vk80PSf7wMJEckTkxWeL56nxp3niMRA86s2imvs8nUtllDrUS5D6y/n3p2yUh3yWN/W5p2PNSCWvbo5KvAu6m7aVeRDNxRBRe3wMAALUDQfFqFH3vuP3v4HBI2rsf7727e3eZz/E1SJKMZ/4buO9at1ai779LCoadUe52rd2Wa4LGrUvJRlYdksNNVrTXK9K7fbTMXpEZCIqv3JIrGTk+6dkmygS6n/lmi1lfu2vLSPPY6z+nSFykKxDk/WNJhlwzspHJfm5crzBArMe+ZHiSWRv79V+2ywfTdpr7Wk78oU83m2PffUaybNmVL29O2m6C48f2LHu2spY21/NdfmySxEa65O1fd0jK7oIi+2iZ8kuOSZKYCJe88tM2mfD7LlM+/p4zkuWa19bJVcc3NNngxW3YnmfaF7we+RkDE+X577bKVa8WTkpo1iBMrj2xcB3w1Eyv1Isu+usWH+WSnRmF7RncJVb+XJohl7y4xmSRa/B/4dos03elZYlbOjePlMkL0+TU/mV2B1CnULiv6iTmt5XtnmU13QxUk/oFbWWHe2VNNwMAAADVIPPvL01AXP0eV/g1mAbA4zZ8JJGT5ktW6iqZGbt3n5beJhKW3KFa2wuR2PbDRWYXXhucEZcpM7LekeO/+UcanvSA+H0+2fTDAzJTZslA6SPNTr5Pcuf8LHlZKRJ16DBxJjbc94H9ftnx01OyM2ORtOx9g4S17Gq2FWxcLlmb/5aCgnRJ3TJdMl0+icx3izO69AQNlM25Z7XS3g2G1nRTAABAMQTFYYLaKjqi9CXmo8MLt2fmeqVv+2h55PMtZm3syPDCzOhurSIlMswp38/ZLYc2jwyUWW9UzyNrU3Jl4rzdgaC4Bt41yB1sVJ8E6daqcNs5RybK419ukXMH15cZSzMkzO2QsUMbiMvpkOTEMEnN8pq1u8sTFJ+8IE1O6ZcgXVoWHluzwG9/d2ORfU7qUy8Q2D6yc6z8uqfcuQborT7RIHxxa1PypEGcWzzuvaG5ran5JrP+4uFJ4vWJvDdlh8mav+joJMkr8InH5SiR6a2Z4UqD9g+c01TSsn1mwoDOUtAsce2Hv1dmmrXDIzxOk5keHCRPru+RddvzxOfzl8jyB4DycOwZsCM0uPxkKgAAAISKzM1/ixQWsDMa5LvlMG9baTz4Dvln0v+ZbGQTLM+fLc3dhTt2z4yUMJ9Dko68oeYaHsJcDZrKCf4j5VvHb4Ftawr+kbh180Qy0uRn159m24LcObLz/ZNldkyWFDj8cszUv6TJCY+Kw+HUuvdFjqnB9DU/3CxTXf+K6PLwM+8X30y/bPd4zYTzpZE5hTvuyftolR8t7gZNq/FV1y3Rnjg5vum54nQUXlsEAAC1B0HxapR574MV2t8fH1/mc7R8ejBvi5aSec8DEv77wnKfR8t+q92ZXkmMLfmW0LLmStfOrtfELfWiXTJ/TZb06xgjc1ZmyekDCkt3b96ZJ/NWZ8llL+0t+e71+qVxwt6S4RpILq5N471BXg34akBZ1+DetCtfWjUMNwFxS/smEabcuwbo90ezuDU721rfW+l63VaA39Iwfm/bNLCfvydIXRY9fuyeEu8qO9cnb0zaLrec3FjaNi4MOPxnWAN56LPNJjCvAfHix9aAuAb9LQ6Hw2SPq0Xrsk32enKix0wSuGV0Y0lJKzAl6B84p1mRn51WvtKJDVYgHwAAAAAAIDNviwmKd86KkH+icqRrdpIkn/a0qVTYod/9MmfRTYF914fnSZuccDmky/US2XFQjbY71EXGtRZJ3xsU17L3ibMfkYiIppqGbGwIz5MNEXkmqSLC55RdBetk+1dnSbjPIQ0TBkp05xHiim8sO357UbKylsvMyK2B402Pyyh6Pp9TkvM8stNdID3yk6Vxv2vFGV64NCAqx+3ce70RAADUHgTFq1GR9cLLw+Op+HMiIwufU4GguAaeNe68ZltuqUFx3d68QVggK7rPnhLqWv5cg8PdWxVOJdWYr64rfsLh9Yo83xUUhw7OrLYEJzhrgNfKoi6eWa00I9rs5yt9CSTrcec+Eh+Lh7yLH8M6f3nsOZWxeVe+5Ob7TT9ZdD1xPd7OdK8kxLhNMD+Y3i9eUt3y9axdcvaR9WXTznzRbtDJAk0SPfLC99skK9cnUXuC+1Z797EcFBDSnOIWnxRdMgGhKym/o6SELa3pZtQCFfiHDgAAAAet3TPfk9WeHRLjdUmH+iMlLF6kWZ8TAhcQ3PWby6FZEYXrjO+hgVEC4jUvqstwiZ3+nqS7vGYteM3mnx61W7pl5olEF2bzz4/ONvsenh4ls2Oz5K/YrL0H8P4kPf+YJm6/FG7fE9/ukx4teQ6fOMUhqW6vtMiNldh63SSmxRHiTm4n+VuWSXj7vuLw7HsZPwAAgIMZQXGYDOPD2kbJ13+lSo/WUUXKcO9IL5Df/skw62Vb+naIlkc+22zKo/dsHSXhnsIAbZMEj6zYnGO2W374e7fJiD6xd9FAebANO/JMYF6t2porbmdhRrlmmGvwXZ+vQXK1YkuuxEY6TVlzt9MhOXmFpd+Vfp+WHZTVHu0KBPTVtt35JqBcFTSjOyNnb5Bbz6U0iG29Fg2UK30tMZFO05c70wsCEw+WbcqRtkFZ8pZ/12VLVLjLHEfLz1uBb82gV/6ggEZ6ts9MOrCy/YHQUfZMkEMzR8uyqB8lz1F0FjwAAAAA1GXe9FSZtXWCbAzPl9Y54RLTboh0b9quyD7OiFhTJl31T4uWKFdjaTLigRpqMYI54uvLKf3fkYKUVZK1Zb5I1qdm+4I9gfCWcQOltc8pnphEiRw0SlrO/ExW7/jOZImnub2yKiJP5sYUBsk9fof0To+SCE8DqdfqKInrfYb48/PEm7JB3E1aF8mycCU2rqFXDAAAUD0IisM458j68tCnm+XJr7bIqL4JZm1sDSh/PH2nHNIsQoZ2iw3s2zIp3GQ4T5qfJpcekxTYPrRrrPw8L00++3OnDOgUK6u35spnf+yUi4bt3ac0n/2xSxJj3KaU+PtTd8iQrnEm0H5Exxj5csYuefvX7TLisHjZsivf3B/aLc6UGtfS6J/P2CWzlmdKiwZh8uXMXeIM+mNe1zb/YsYu81o0aPz+1J1me3mTqsM9Dtm4I9+8Xisz29IiKdyUM9dAvK45roHuri0j5a3J280a6BrI1nbrBAKddBAnLunSIlJenZgi5wyub4L/M5Zmyu1jmpQ4r64lftagwkkImo1f4BOzdvv2tAIz8UAD/pb12/NMRrr2B4CinMKSAuVD5jAAAABQK/n9krPkd9mx7GuJiGokiUdfL459lsbziy8rXZzRcZL611uyMaxwon6b/EbiSm5bYne9jlAvUqsTLpRmnS6TqK7D7X41qABHQqJ4EhIlpmFzaTPlG4krcMq8mGxpmx0uMb2GS3jLruLxuCQ/3yuxR10k3XxjTYBbR3cdF38vO1Z8KTGuplLgy5GEXmMkom3vvcf2hIk7uU2Nvj4AAICaQFAchpb3vuv0ZBOQffnHbSYDOSneLUd1jZNjesQVCTZbJdQnzkuTri2jAtsaxHnkuhMbyYTfd8oPc3abY545qL4pqb4/x/aMl9d/2W4yr/W4pw9ICKzxfeOoxvL+bzvk7g83SVykU4b3jJcTDo83jx/aPMI8VwPRmtyu31vrnysNpOs66c9/t82UU9ey7pqdbWWdl2V49zgzKUAzzLWUeTDNPq8X5TKZ8V329MHlxybJR9N3ylNfbTEDkcPaRMmZQRn2OoFA1x2//+NNJrNc1xwPXk9dLV6fLRFhjkC2uU4OGDu0vrw7ZYdEhjnkkuFFJxgs35wj3YJ+BgCA0hH6tzCJ6mDjEKf4pWoq3QAAgNrP7/dLxqo/JSqxtWSt+lM+S/mfSLhI86yl0uLTP80+TVqdIdG9TpaCravFndTClLv+9/OLZVb0JjksI8qsNy0ekSG7G0jzM17Z57maHzteRu5cJlENu1TjK0RFuOo1kiNHfynejF3S8q8PJDy5vYS16Fpyxz2TJfSv/bhDR5obAAAAinL49a9tVFhKSrrUWj6fRL39uSyI/tje8+hf2rX43bNgTZYJLmumtkrL8so1r62Tx8c2k6S4vSXeK0uz0HdmFMh/ysiEt6tfc/N9ct3r6+X+s5Mr/Xq6ZZ4R+N7290tNq+Xv14OWDf16SNZIWRL13T4fb5UzULaFLZYs544y3996nIOyfHo1vl+T8g+RFM+SKj1mo/zOstXzj9gtwhcvOc7d5dq3QX5H2a5riof454AtPxs+X+2xp18d4hK/7J30hwPE+/Wg79d2p38itVlS0t4KWwjR8Xg10XnrVpYoV3XqVr+mLfpWPt/wX2mfEyH18p1F14reo0G+W5rkeWRzWL60yQmTxomD5afcnyTXWXQi3Ymuo6X+8JukptWGfq1r6FN70K/2oF/tQb/ag361B/1qD/q14uNxMsVRZ01ZlC5eX5qcPiDRfDhoqfXWjcKqJCBulWe/+4ONJsM9JqL6yzT/uTRDerSOrPTrCffHVXmbAKB6kfUMAACAumX78gkikSJbPPmyPKJwYlzPjKjAGtFmH0+BuVnft0+bLJ4wh8Tnu2Wbp0D6pUVLPXcbqXfsJTX2OgAAAIDaZh8LEQEHv/OG1Ben0yEPfLJZxk/YZGbKXDOyUZUdPzbSJSf2ric//l2+LMWqVOD1y6QF6XJGUHl2AAAAAABw8MrfuUHW7KmElO4qDIgPTIuRtu0vMt93z4yUo/I6mO8PT4+SI9MKl59bHpkrGS6vNM8Nk2Pze0nbQY9K41MeE1d04fJzAAAAAMgURx2ma5pfe0LVBcFLM7RbzWRb67ro489uWiPnBgAAAAAAVSd3+V+ydu6jpg7Suri8wPbe6VHSetiz4qzXWDr510uXhseIu3ErOWfHWnEnNheHyy3u766Wya4VZv9In1OanPhADb4SAAAAoPYiKA4AAKoUS9gAAAAAZfP7CmT79JdkburPsiku32wL9zlliLeHxDQfIjFHDxaHJ8xs79vj8sDzPEmtA983HTJenNMvEPF7pUW/e2rgVQAAAAAHB4LiAAAAAAAAQCX5stIlb/0iccc3FkdEhIgrQlyxCaXs6BNxOiU/bavkrJohu9ZNlslhy0TCRKK9TkkscEsXd3dJGjFOnO7wcp3bFV1Pzun3mvhzs8XdsEXVvzgAAACgjiAoDgA4CGlhQQAVRRY/AADAvvlyMmT77xMkrEEHiegwsOTjWRlSkL5VHG6PeDN2Su76ebI7ZZZscGyTbe4cifW6JMLnEKc4pI2zgyR0PlMKcnZI9oY5kpqxWHL8mRIukZLqzJDdbq+sD88Tt98hfdOjpGmbCySyw0BxxJUSTC+DKz6pinoAAAAAqLsIigMAAAAAACAk+DVb21cg/vw88XvzxZ+1W3JWzZKMbQtkZ+5KmRWXKodvjJLExZ9JVHxHycncKH5fvhR4M2RnwRbZFpYnkV4Ne4ukur2SEllgjtsoz2OC3JalskBaL1oqqyNyzX1XtMMEzF2SLfUKCoPng9IbSnxCV0k86QpxRkTVWJ8AAAAAoYCgOAAAAFBrkd8PoG7Kzc2V++67TyZOnCgRERFy0UUXmRsOTv68XMlPWS3521dJ2rrfJDV3o0R4/RIV1Urc4fHiK8gRd3iCiNMh/oJc86+b0xUmLk+MuBu0Fld0ovjFKy5PrIjfLw4TuPaKvyBPvNm7pMCbKU6nRzQHW/xOsxa3+H3mq9+bIwX5Geb5eh5fxg7x5WWK11Egfp9XHA6n5BVkil9yxSlOyfPnSp7kiM8hku/wS67TL0sjc0wJc5ensCLV7NgsEVkiUVnLJMflF79LJN7hlDCXUxx+kbUReZKc65HkPI9087aQ6LhDxNOwqWxf8404CnwyI2a75Dh9JiCua4QflhUnCRHtJTy2uRQUZIonupFEJfcUd9P2Ii5XTf/4AAAAgJBAUBwAAAAAAFSrxx57TBYtWiRvv/22bNq0SW699VZJTk6W4447TkKFryBXsv792QSTTYC0WRfRiKvD5RZv+nbxZewUb9YuyUtdJ96cVPEVZIvDFS4Op1tcTo+IZi8X5IozLEo8sckmWOtwhZmb0xVRGIAWn/iz08SbmyleX7b4pEBcznATjJaCAvGbGLAGl70mGK3764Qsve/35orPmyei2dR+n2mb2W/PhC19rs+XJ3m5uyQ9f4tkugpMgHmlZkZ7rFe5Q2LzXZLl9ElUjlM8hScUp1/EpSFuv4g31W8ypx3iELdfWxPURw6RXIdPvA7RcLi4/A7zOs25tZ179vE5NCQu4nX4zbnyw0XyHD6J9DlNRnaBp/D5Tn/hOfQ4et/jc0iE3yk9MiIl2hEt9eI7S+7udbLdv0Xmx+RI+6xwaeBNFHdEggmuR8S3FldMI3H6/OKObSzuJh3FFV8/0N7Yw04xX5PXLpTctX9Lfu5OiWjRTSLaDxCnJ6La3lsAAAAASiIojoDUzAL5YkaqzFudJVm5PkmKd8ugQ2PlmB5x4nLWrvV7p/2bLl/OTJUnL2xe6uP/+znFfL1k+L7X1fr0j52SFOeRwV1iJTPXKx9P22leu98v0q11lJx9ZKJEhxfO2M7I9sqbk7fLP+uyJSbSJaf0S5D+h8SYx3LzffLSjymyZEO2dG4RKZcdmyRhbh1eizne1H/S5doTGgXOW+D1y/gJm+TGUY0lLooZ4QAAAABCS1ZWlnzyySfyv//9Tzp37mxuy5cvl/fff79OBMXzM7ZJ2uwPxZedVhiU9muAuaCwZLc33wSS8/2ZkiUZJoC8w1MgbZZOkth/nSbI698T3NUs5jyHX9LcXtnt9klcgVOcBQ4TDA7zOwOBYGeeSHi6Bpi1NLeYNarNMfTsewLG+Q4T6jbtc+3Zr7RaJP7gm6MwRK7H2J/d4V6Jc7skvqAw6N0vo57EuRrKUsdaaZQfZtbQdrrCJVvSJdznFpfDI35xSIHkSYZkyfzoLEkocJtzZjv9JlAeTNfpdu0JhOvr1dfj8GmQu7CEue7v1v/8Lgnze8TjjhZ3WKw4xCMOp8tkkDs90eJyR2kUXxzucPFE1jeTB8ThEmdYpDjjG0t4sy7idDnF43FJs6xs6bR6nriTWoqr3t7xfHmFtexqbgAAAABqD4LiMHakF8iDn2ySJgkeuWJEQ0mMccmqrbky4fddsnh9tlx3UiNxOmpXYPxAbN6VJ3NWZskD5zQ199+evENSdufLDaMam/vv/LpD3py0Xa46vlEgyJ7v9cudpyfLyi258sak7dK4nkfaNA43Qe/0bK/cc2ay/G/idpm6KF2G94g3z/t6VqpccNTeWePK7XLIsO5x8vH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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Additional analysis plots\n", + "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(20, 12))\n", + "\n", + "# Plot 1: Price position in range\n", + "ax1.plot(df.index, df['price_position_20'] * 100, label='20H Price Position', alpha=0.8)\n", + "ax1.plot(df.index, df['price_position_50'] * 100, label='50H Price Position', alpha=0.8)\n", + "ax1.axhline(y=80, color='red', linestyle='--', alpha=0.7, label='Overbought (80%)')\n", + "ax1.axhline(y=20, color='green', linestyle='--', alpha=0.7, label='Oversold (20%)')\n", + "ax1.set_title('Price Position in Range (%)', fontsize=14, fontweight='bold')\n", + "ax1.set_ylabel('Position (%)')\n", + "ax1.set_ylim(0, 100)\n", + "ax1.legend()\n", + "ax1.grid(True, alpha=0.3)\n", + "\n", + "# Plot 2: SMA vs EMA comparison\n", + "ax2.plot(df.index, df['sma_20'], label='SMA 20', alpha=0.8)\n", + "ax2.plot(df.index, df['ema_20'], label='EMA 20', alpha=0.8)\n", + "ax2.plot(df.index, df['close'], label='Close Price', alpha=0.5, linewidth=0.5)\n", + "ax2.set_title('SMA vs EMA Comparison', fontsize=14, fontweight='bold')\n", + "ax2.set_ylabel('Price (USD)')\n", + "ax2.legend()\n", + "ax2.grid(True, alpha=0.3)\n", + "\n", + "# Plot 3: Cumulative returns\n", + "ax3.plot(df.index, df['cumulative_returns'] * 100, linewidth=2, label='Cumulative Returns')\n", + "ax3.axhline(y=0, color='black', linestyle='-', alpha=0.3)\n", + "ax3.fill_between(df.index, 0, df['cumulative_returns'] * 100, alpha=0.3)\n", + "ax3.set_title('Cumulative Returns (%)', fontsize=14, fontweight='bold')\n", + "ax3.set_ylabel('Cumulative Returns (%)')\n", + "ax3.legend()\n", + "ax3.grid(True, alpha=0.3)\n", + "\n", + "# Plot 4: Volume ratio (volume vs average)\n", + "ax4.plot(df.index, df['volume_ratio'], alpha=0.7, linewidth=1)\n", + "ax4.axhline(y=1, color='black', linestyle='-', alpha=0.5, label='Average Volume')\n", + "ax4.axhline(y=2, color='red', linestyle='--', alpha=0.7, label='2x Average')\n", + "ax4.axhline(y=0.5, color='green', linestyle='--', alpha=0.7, label='0.5x Average')\n", + "ax4.set_title('Volume Ratio (vs 20H Average)', fontsize=14, fontweight='bold')\n", + "ax4.set_ylabel('Volume Ratio')\n", + "ax4.legend()\n", + "ax4.grid(True, alpha=0.3)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## šŸŽÆ Risk Analysis and Value at Risk" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "šŸŽÆ RISK ANALYSIS\n", + "==================================================\n", + "šŸ“Š VALUE AT RISK (VaR) - Hourly Returns (%)\n" + ] + }, + { + "data": { + "text/html": [ + "
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historicalparametric
95% Confidence-1.0340-1.2772
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" + ], + "text/plain": [ + " historical parametric\n", + "95% Confidence -1.0340 -1.2772\n", + "99% Confidence -2.3843 -1.8106" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "šŸ“Š RISK-ADJUSTED PERFORMANCE METRICS\n" + ] + }, + { + "data": { + "text/html": [ + "
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MetricValue
0Sharpe Ratio1.2059
1Sortino Ratio1.1874
2Max Drawdown (%)-84.1799
3Annual Volatility (%)73.2498
4Downside Deviation (%)74.3929
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" + ], + "text/plain": [ + " Metric Value\n", + "0 Sharpe Ratio 1.2059\n", + "1 Sortino Ratio 1.1874\n", + "2 Max Drawdown (%) -84.1799\n", + "3 Annual Volatility (%) 73.2498\n", + "4 Downside Deviation (%) 74.3929" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "šŸ“Š CURRENT RISK STATE\n", + "Current 20H Volatility: 0.0016\n", + "Volatility Percentile: 6.3%\n", + "Risk Assessment: Low\n" + ] + } + ], + "source": [ + "# 8ļøāƒ£ Risk analysis\n", + "print(\"šŸŽÆ RISK ANALYSIS\")\n", + "print(\"=\" * 50)\n", + "\n", + "# Value at Risk (VaR) calculations\n", + "confidence_levels = [0.95, 0.99]\n", + "var_results = {}\n", + "\n", + "for conf in confidence_levels:\n", + " # Historical VaR\n", + " var_hist = np.percentile(returns_clean, (1 - conf) * 100)\n", + " \n", + " # Parametric VaR (assuming normal distribution)\n", + " mean_ret = returns_clean.mean()\n", + " std_ret = returns_clean.std()\n", + " var_param = stats.norm.ppf(1 - conf, mean_ret, std_ret)\n", + " \n", + " var_results[conf] = {\n", + " 'historical': var_hist,\n", + " 'parametric': var_param\n", + " }\n", + "\n", + "# Display VaR results\n", + "var_df = pd.DataFrame(var_results).T\n", + "var_df.index = [f\"{int(conf*100)}% Confidence\" for conf in confidence_levels]\n", + "var_df *= 100 # Convert to percentage\n", + "\n", + "print(\"šŸ“Š VALUE AT RISK (VaR) - Hourly Returns (%)\")\n", + "display(var_df.round(4))\n", + "\n", + "# Risk-adjusted performance metrics\n", + "downside_returns = returns_clean[returns_clean < 0]\n", + "downside_deviation = np.sqrt(np.mean(downside_returns**2)) if len(downside_returns) > 0 else 0\n", + "\n", + "# Calculate max drawdown\n", + "cumulative_returns = (1 + returns_clean).cumprod()\n", + "running_max = cumulative_returns.expanding().max()\n", + "drawdown = (cumulative_returns - running_max) / running_max\n", + "max_drawdown = drawdown.min()\n", + "\n", + "# Sortino ratio\n", + "sortino_ratio = (annual_return / (downside_deviation * np.sqrt(hours_per_year))) if downside_deviation != 0 else np.inf\n", + "\n", + "risk_metrics = pd.DataFrame({\n", + " 'Metric': ['Sharpe Ratio', 'Sortino Ratio', 'Max Drawdown (%)', \n", + " 'Annual Volatility (%)', 'Downside Deviation (%)'],\n", + " 'Value': [sharpe_ratio, sortino_ratio, max_drawdown*100, \n", + " annual_volatility*100, downside_deviation*np.sqrt(hours_per_year)*100]\n", + "})\n", + "\n", + "print(\"\\nšŸ“Š RISK-ADJUSTED PERFORMANCE METRICS\")\n", + "display(risk_metrics.round(4))\n", + "\n", + "# Current risk state\n", + "current_vol = df['volatility_20'].iloc[-1]\n", + "vol_percentile = (df['volatility_20'] < current_vol).mean() * 100\n", + "\n", + "print(f\"\\nšŸ“Š CURRENT RISK STATE\")\n", + "print(f\"Current 20H Volatility: {current_vol:.4f}\")\n", + "print(f\"Volatility Percentile: {vol_percentile:.1f}%\")\n", + "print(f\"Risk Assessment: {'High' if vol_percentile > 75 else 'Medium' if vol_percentile > 25 else 'Low'}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## šŸ“Š Seasonality Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "šŸ“Š SEASONALITY ANALYSIS\n", + "==================================================\n", + "ā° HOURLY PATTERNS\n", + "Best hour: 22:00 (0.000514)\n", + "Worst hour: 3:00 (-0.000184)\n", + "\n", + "šŸ“… DAY OF WEEK PATTERNS\n", + "Mon: 0.000185\n", + "Tue: 0.000064\n", + "Wed: 0.000159\n", + "Thu: 0.000014\n", + "Fri: 0.000127\n", + "Sat: 0.000138\n", + "Sun: 0.000020\n", + "\n", + "šŸ–ļø WEEKEND vs WEEKDAY\n", + "Weekday returns: 0.000110\n", + "Weekend returns: 0.000079\n", + "Weekend premium: -0.000031\n", + "\n", + "šŸ“Š STATISTICAL SIGNIFICANCE TESTS\n", + "========================================\n", + "Day of week effect (ANOVA): p-value = 0.484602\n", + "Significant: No\n", + "Weekend effect (T-test): p-value = 0.609417\n", + "Significant: No\n" + ] + } + ], + "source": [ + "# 9ļøāƒ£ Seasonality analysis\n", + "print(\"šŸ“Š SEASONALITY ANALYSIS\")\n", + "print(\"=\" * 50)\n", + "\n", + "# Extract time components\n", + "df['hour'] = df.index.hour\n", + "df['day_of_week'] = df.index.dayofweek # 0=Monday, 6=Sunday\n", + "df['month'] = df.index.month\n", + "df['is_weekend'] = df['day_of_week'].isin([5, 6]) # Saturday, Sunday\n", + "\n", + "# Hourly patterns\n", + "hourly_stats = df.groupby('hour').agg({\n", + " 'returns': ['mean', 'std'],\n", + " 'volume': 'mean',\n", + " 'volatility_20': 'mean'\n", + "}).round(6)\n", + "\n", + "print(\"ā° HOURLY PATTERNS\")\n", + "best_hour = hourly_stats['returns']['mean'].idxmax()\n", + "worst_hour = hourly_stats['returns']['mean'].idxmin()\n", + "print(f\"Best hour: {best_hour}:00 ({hourly_stats['returns']['mean'][best_hour]:.6f})\")\n", + "print(f\"Worst hour: {worst_hour}:00 ({hourly_stats['returns']['mean'][worst_hour]:.6f})\")\n", + "\n", + "# Day of week patterns\n", + "dow_names = ['Mon', 'Tue', 'Wed', 'Thu', 'Fri', 'Sat', 'Sun']\n", + "dow_stats = df.groupby('day_of_week').agg({\n", + " 'returns': ['mean', 'std'],\n", + " 'volume': 'mean'\n", + "}).round(6)\n", + "\n", + "print(\"\\nšŸ“… DAY OF WEEK PATTERNS\")\n", + "for i, day in enumerate(dow_names):\n", + " if i in dow_stats.index:\n", + " mean_ret = dow_stats.loc[i, ('returns', 'mean')]\n", + " print(f\"{day}: {mean_ret:.6f}\")\n", + "\n", + "# Weekend vs weekday analysis\n", + "weekend_stats = df.groupby('is_weekend').agg({\n", + " 'returns': ['mean', 'std'],\n", + " 'volume': 'mean'\n", + "}).round(6)\n", + "\n", + "print(\"\\nšŸ–ļø WEEKEND vs WEEKDAY\")\n", + "if False in weekend_stats.index and True in weekend_stats.index:\n", + " weekday_ret = weekend_stats.loc[False, ('returns', 'mean')]\n", + " weekend_ret = weekend_stats.loc[True, ('returns', 'mean')]\n", + " print(f\"Weekday returns: {weekday_ret:.6f}\")\n", + " print(f\"Weekend returns: {weekend_ret:.6f}\")\n", + " print(f\"Weekend premium: {(weekend_ret - weekday_ret):.6f}\")\n", + "\n", + "# Statistical tests\n", + "print(\"\\nšŸ“Š STATISTICAL SIGNIFICANCE TESTS\")\n", + "print(\"=\" * 40)\n", + "\n", + "# Test for day of week effect\n", + "dow_groups = [df[df['day_of_week'] == i]['returns'].dropna() for i in range(7) if i in df['day_of_week'].values]\n", + "if len(dow_groups) > 1:\n", + " f_stat_dow, p_val_dow = stats.f_oneway(*dow_groups)\n", + " print(f\"Day of week effect (ANOVA): p-value = {p_val_dow:.6f}\")\n", + " print(f\"Significant: {'Yes' if p_val_dow < 0.05 else 'No'}\")\n", + "\n", + "# Test for weekend effect\n", + "weekday_returns = df[~df['is_weekend']]['returns'].dropna()\n", + "weekend_returns = df[df['is_weekend']]['returns'].dropna()\n", + "\n", + "if len(weekday_returns) > 0 and len(weekend_returns) > 0:\n", + " t_stat, p_val = stats.ttest_ind(weekend_returns, weekday_returns)\n", + " print(f\"Weekend effect (T-test): p-value = {p_val:.6f}\")\n", + " print(f\"Significant: {'Yes' if p_val < 0.05 else 'No'}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Seasonality visualization\n", + "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(18, 12))\n", + "\n", + "# Plot 1: Hourly patterns\n", + "hours = range(24)\n", + "hourly_returns = [hourly_stats.loc[h, ('returns', 'mean')] if h in hourly_stats.index else 0 for h in hours]\n", + "hourly_volume = [hourly_stats.loc[h, ('volume', 'mean')] if h in hourly_stats.index else 0 for h in hours]\n", + "\n", + "ax1_twin = ax1.twinx()\n", + "ax1.bar(hours, hourly_returns, alpha=0.7, color='blue', label='Avg Returns')\n", + "ax1_twin.plot(hours, hourly_volume, color='red', marker='o', label='Avg Volume')\n", + "ax1.set_title('Hourly Patterns', fontsize=14, fontweight='bold')\n", + "ax1.set_xlabel('Hour of Day')\n", + "ax1.set_ylabel('Average Returns', color='blue')\n", + "ax1_twin.set_ylabel('Average Volume', color='red')\n", + "ax1.grid(True, alpha=0.3)\n", + "\n", + "# Plot 2: Day of week patterns\n", + "dow_returns = [dow_stats.loc[i, ('returns', 'mean')] if i in dow_stats.index else 0 for i in range(7)]\n", + "ax2.bar(dow_names, dow_returns, alpha=0.7, color='green')\n", + "ax2.set_title('Day of Week Patterns', fontsize=14, fontweight='bold')\n", + "ax2.set_ylabel('Average Returns')\n", + "ax2.grid(True, alpha=0.3)\n", + "\n", + "# Plot 3: Volatility by hour\n", + "hourly_vol = [hourly_stats.loc[h, ('volatility_20', 'mean')] if h in hourly_stats.index else 0 for h in hours]\n", + "ax3.plot(hours, hourly_vol, marker='o', linewidth=2, color='purple')\n", + "ax3.set_title('Volatility by Hour', fontsize=14, fontweight='bold')\n", + "ax3.set_xlabel('Hour of Day')\n", + "ax3.set_ylabel('Average 20H Volatility')\n", + "ax3.grid(True, alpha=0.3)\n", + "\n", + "# Plot 4: Monthly patterns\n", + "monthly_stats = df.groupby('month')['returns'].mean()\n", + "month_names = ['Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun',\n", + " 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec']\n", + "monthly_returns = [monthly_stats[i] if i in monthly_stats.index else 0 for i in range(1, 13)]\n", + "\n", + "ax4.bar(month_names, monthly_returns, alpha=0.7, color='orange')\n", + "ax4.set_title('Monthly Patterns', fontsize=14, fontweight='bold')\n", + "ax4.set_ylabel('Average Returns')\n", + "ax4.tick_params(axis='x', rotation=45)\n", + "ax4.grid(True, alpha=0.3)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## šŸŽ² Monte Carlo Simulation" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "šŸŽ² MONTE CARLO SIMULATION\n", + "==================================================\n", + "šŸ“Š SIMULATION PARAMETERS\n", + "Current Price: $84,351.47\n", + "Mean Log Return: 0.000070\n", + "Volatility: 0.007833\n", + "Simulations: 1,000\n", + "Forecast Period: 30 days\n", + "\n", + "šŸ“Š PRICE FORECASTS (30 days ahead)\n", + "========================================\n", + " 5th percentile: $60,878.82 (-27.83%)\n", + "25th percentile: $75,284.92 (-10.75%)\n", + "50th percentile: $86,797.64 ( +2.90%)\n", + "75th percentile: $100,770.79 (+19.47%)\n", + "95th percentile: $122,622.69 (+45.37%)\n", + "\n", + "šŸ“Š PROBABILITY ANALYSIS\n", + "Price increases: 55.2%\n", + "Price doubles: 0.1%\n", + "Price halves: 0.1%\n", + "\n", + "Expected Return: 4.89%\n", + "Return Volatility: 21.24%\n" + ] + } + ], + "source": [ + "# šŸ”Ÿ Monte Carlo simulation\n", + "print(\"šŸŽ² MONTE CARLO SIMULATION\")\n", + "print(\"=\" * 50)\n", + "\n", + "# Parameters\n", + "n_simulations = 1000\n", + "n_days = 30\n", + "n_hours = n_days * 24\n", + "\n", + "# Use historical statistics\n", + "mu = df['log_returns'].mean()\n", + "sigma = df['log_returns'].std()\n", + "current_price = df['close'].iloc[-1]\n", + "\n", + "print(f\"šŸ“Š SIMULATION PARAMETERS\")\n", + "print(f\"Current Price: ${current_price:,.2f}\")\n", + "print(f\"Mean Log Return: {mu:.6f}\")\n", + "print(f\"Volatility: {sigma:.6f}\")\n", + "print(f\"Simulations: {n_simulations:,}\")\n", + "print(f\"Forecast Period: {n_days} days\")\n", + "\n", + "# Geometric Brownian Motion simulation\n", + "np.random.seed(42)\n", + "dt = 1 # 1 hour time step\n", + "drift = (mu - 0.5 * sigma**2) * dt\n", + "vol_component = sigma * np.sqrt(dt)\n", + "\n", + "# Generate price paths\n", + "random_shocks = np.random.normal(0, 1, (n_simulations, n_hours))\n", + "price_paths = np.zeros((n_simulations, n_hours + 1))\n", + "price_paths[:, 0] = current_price\n", + "\n", + "for t in range(1, n_hours + 1):\n", + " price_paths[:, t] = price_paths[:, t-1] * np.exp(\n", + " drift + vol_component * random_shocks[:, t-1]\n", + " )\n", + "\n", + "# Calculate statistics\n", + "final_prices = price_paths[:, -1]\n", + "percentiles = [5, 25, 50, 75, 95]\n", + "price_percentiles = np.percentile(final_prices, percentiles)\n", + "\n", + "print(f\"\\nšŸ“Š PRICE FORECASTS ({n_days} days ahead)\")\n", + "print(\"=\" * 40)\n", + "for i, pct in enumerate(percentiles):\n", + " price = price_percentiles[i]\n", + " change = (price / current_price - 1) * 100\n", + " print(f\"{pct:2d}th percentile: ${price:8,.2f} ({change:+6.2f}%)\")\n", + "\n", + "# Probability analysis\n", + "prob_positive = (final_prices > current_price).mean() * 100\n", + "prob_double = (final_prices > current_price * 2).mean() * 100\n", + "prob_half = (final_prices < current_price * 0.5).mean() * 100\n", + "\n", + "print(f\"\\nšŸ“Š PROBABILITY ANALYSIS\")\n", + "print(f\"Price increases: {prob_positive:.1f}%\")\n", + "print(f\"Price doubles: {prob_double:.1f}%\")\n", + "print(f\"Price halves: {prob_half:.1f}%\")\n", + "\n", + "expected_return = (final_prices.mean() / current_price - 1) * 100\n", + "return_volatility = np.log(final_prices / current_price).std() * 100\n", + "\n", + "print(f\"\\nExpected Return: {expected_return:.2f}%\")\n", + "print(f\"Return Volatility: {return_volatility:.2f}%\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "āœ… Monte Carlo analysis completed!\n" + ] + } + ], + "source": [ + "# Monte Carlo visualization\n", + "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(18, 12))\n", + "\n", + "# Create time axis\n", + "forecast_dates = pd.date_range(start=df.index[-1], periods=n_hours + 1, freq='H')\n", + "\n", + "# Plot 1: Sample price paths\n", + "n_paths_to_plot = 100\n", + "for i in range(n_paths_to_plot):\n", + " ax1.plot(forecast_dates, price_paths[i], alpha=0.1, color='blue', linewidth=0.5)\n", + "\n", + "# Plot percentile bands\n", + "path_percentiles = np.percentile(price_paths, [5, 25, 50, 75, 95], axis=0)\n", + "ax1.plot(forecast_dates, path_percentiles[2], color='red', linewidth=3, label='Median')\n", + "ax1.fill_between(forecast_dates, path_percentiles[0], path_percentiles[4], \n", + " alpha=0.2, color='red', label='5th-95th percentile')\n", + "ax1.axhline(y=current_price, color='black', linestyle='--', alpha=0.7, label='Current Price')\n", + "ax1.set_title(f'Monte Carlo Simulation ({n_simulations:,} paths)', fontsize=14, fontweight='bold')\n", + "ax1.set_ylabel('Price (USD)')\n", + "ax1.legend()\n", + "ax1.grid(True, alpha=0.3)\n", + "\n", + "# Plot 2: Distribution of final prices\n", + "ax2.hist(final_prices, bins=50, alpha=0.7, edgecolor='black', density=True)\n", + "ax2.axvline(current_price, color='black', linestyle='--', linewidth=2, label='Current Price')\n", + "ax2.axvline(final_prices.mean(), color='red', linestyle='-', linewidth=2, label='Mean Forecast')\n", + "ax2.set_title(f'Price Distribution in {n_days} Days', fontsize=14, fontweight='bold')\n", + "ax2.set_xlabel('Price (USD)')\n", + "ax2.set_ylabel('Density')\n", + "ax2.legend()\n", + "ax2.grid(True, alpha=0.3)\n", + "\n", + "# Plot 3: Returns distribution\n", + "returns_mc = (final_prices / current_price - 1) * 100\n", + "ax3.hist(returns_mc, bins=50, alpha=0.7, edgecolor='black')\n", + "ax3.axvline(0, color='black', linestyle='--', alpha=0.7, label='Break-even')\n", + "ax3.axvline(returns_mc.mean(), color='red', linestyle='-', linewidth=2, \n", + " label=f'Mean: {returns_mc.mean():.1f}%')\n", + "ax3.set_title(f'{n_days}-Day Return Distribution', fontsize=14, fontweight='bold')\n", + "ax3.set_xlabel('Return (%)')\n", + "ax3.set_ylabel('Frequency')\n", + "ax3.legend()\n", + "ax3.grid(True, alpha=0.3)\n", + "\n", + "# Plot 4: Risk cone\n", + "cone_percentiles = [10, 25, 50, 75, 90]\n", + "cone_data = np.percentile(price_paths, cone_percentiles, axis=0)\n", + "\n", + "for i, pct in enumerate(cone_percentiles):\n", + " alpha = 0.7 if pct == 50 else 0.5\n", + " linewidth = 2 if pct == 50 else 1\n", + " ax4.plot(forecast_dates, cone_data[i], alpha=alpha, linewidth=linewidth, \n", + " label=f'{pct}th percentile')\n", + "\n", + "ax4.axhline(y=current_price, color='black', linestyle='--', alpha=0.7, label='Current Price')\n", + "ax4.set_title('Price Forecast Cone', fontsize=14, fontweight='bold')\n", + "ax4.set_ylabel('Price (USD)')\n", + "ax4.legend()\n", + "ax4.grid(True, alpha=0.3)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "print(\"āœ… Monte Carlo analysis completed!\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## šŸ“Š Data Export and Summary" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "šŸ“Š DATA EXPORT AND SUMMARY\n", + "==================================================\n", + "\n", + "šŸ“Š COMPREHENSIVE ANALYSIS SUMMARY\n", + "========================================\n", + "\n", + "DATASET INFO:\n", + "------------\n", + " Total Records : 83954\n", + " Date Range : 2015-09-20 14:00:00 to 2025-04-20 13:00:00\n", + " Duration (Days) : 3499\n", + " Features Created : 35\n", + "\n", + "PRICE STATISTICS:\n", + "----------------\n", + " Current Price : $84,351.47\n", + " Min Price : $225.57\n", + " Max Price : $108,276.43\n", + " Total Return : 36114.78%\n", + "\n", + "RISK METRICS:\n", + "------------\n", + " Annual Return : 88.33%\n", + " Annual Volatility : 73.25%\n", + " Sharpe Ratio : 1.206\n", + " Max Drawdown : -84.18%\n", + "\n", + "CURRENT SIGNALS:\n", + "---------------\n", + " Price vs SMA10 : -0.32%\n", + " Price vs SMA20 : -0.65%\n", + " Golden Cross : No\n", + " Current Volatility : 0.0016\n", + "\n", + "āœ… Enhanced dataset exported: Data/BTCUSD-enhanced-analysis.csv\n", + " šŸ“Š 83954 records, 35 columns\n", + "āœ… Daily summary exported: Data/BTCUSD-daily-summary.csv\n", + "āœ… Analysis summary exported: Data/BTCUSD-analysis-summary.txt\n", + "\n", + "šŸŽ‰ ENHANCED BITCOIN ANALYSIS COMPLETED! šŸŽ‰\n", + "šŸ“ All files exported to: /Users/alex/Dev/cryptoTraining/Session-01/Data\n", + "šŸ“Š Total features created: 35\n", + "šŸ“ˆ Analysis techniques: Technical indicators, Risk analysis, Seasonality, Monte Carlo\n" + ] + } + ], + "source": [ + "# 1ļøāƒ£1ļøāƒ£ Export data and create summary\n", + "print(\"šŸ“Š DATA EXPORT AND SUMMARY\")\n", + "print(\"=\" * 50)\n", + "\n", + "# Create comprehensive summary\n", + "summary_stats = {\n", + " 'Dataset Info': {\n", + " 'Total Records': len(df),\n", + " 'Date Range': f\"{df.index.min()} to {df.index.max()}\",\n", + " 'Duration (Days)': (df.index.max() - df.index.min()).days,\n", + " 'Features Created': len(df.columns)\n", + " },\n", + " \n", + " 'Price Statistics': {\n", + " 'Current Price': f\"${df['close'].iloc[-1]:,.2f}\",\n", + " 'Min Price': f\"${df['close'].min():,.2f}\",\n", + " 'Max Price': f\"${df['close'].max():,.2f}\",\n", + " 'Total Return': f\"{((df['close'].iloc[-1] / df['close'].iloc[0] - 1) * 100):.2f}%\"\n", + " },\n", + " \n", + " 'Risk Metrics': {\n", + " 'Annual Return': f\"{annual_return:.2%}\",\n", + " 'Annual Volatility': f\"{annual_volatility:.2%}\",\n", + " 'Sharpe Ratio': f\"{sharpe_ratio:.3f}\",\n", + " 'Max Drawdown': f\"{max_drawdown:.2%}\"\n", + " },\n", + " \n", + " 'Current Signals': {\n", + " 'Price vs SMA10': f\"{((df['close'].iloc[-1] / df['sma_10'].iloc[-1] - 1) * 100):+.2f}%\",\n", + " 'Price vs SMA20': f\"{((df['close'].iloc[-1] / df['sma_20'].iloc[-1] - 1) * 100):+.2f}%\",\n", + " 'Golden Cross': 'Yes' if df['golden_cross'].iloc[-1] else 'No',\n", + " 'Current Volatility': f\"{df['volatility_20'].iloc[-1]:.4f}\"\n", + " }\n", + "}\n", + "\n", + "# Print summary\n", + "print(\"\\nšŸ“Š COMPREHENSIVE ANALYSIS SUMMARY\")\n", + "print(\"=\" * 40)\n", + "\n", + "for category, metrics in summary_stats.items():\n", + " print(f\"\\n{category.upper()}:\")\n", + " print(\"-\" * len(category))\n", + " for metric, value in metrics.items():\n", + " print(f\" {metric:20}: {value}\")\n", + "\n", + "# Export enhanced dataset\n", + "export_dir = \"Data\"\n", + "if not os.path.exists(export_dir):\n", + " os.makedirs(export_dir)\n", + "\n", + "# Main dataset export\n", + "main_export_path = os.path.join(export_dir, \"BTCUSD-enhanced-analysis.csv\")\n", + "df.to_csv(main_export_path)\n", + "print(f\"\\nāœ… Enhanced dataset exported: {main_export_path}\")\n", + "print(f\" šŸ“Š {len(df)} records, {len(df.columns)} columns\")\n", + "\n", + "# Daily summary export\n", + "daily_agg = df.resample('1D').agg({\n", + " 'open': 'first',\n", + " 'high': 'max',\n", + " 'low': 'min',\n", + " 'close': 'last',\n", + " 'volume': 'sum',\n", + " 'returns': 'sum',\n", + " 'volatility_20': 'mean'\n", + "})\n", + "\n", + "daily_export_path = os.path.join(export_dir, \"BTCUSD-daily-summary.csv\")\n", + "daily_agg.to_csv(daily_export_path)\n", + "print(f\"āœ… Daily summary exported: {daily_export_path}\")\n", + "\n", + "# Export analysis summary\n", + "summary_export_path = os.path.join(export_dir, \"BTCUSD-analysis-summary.txt\")\n", + "with open(summary_export_path, 'w') as f:\n", + " f.write(\"BITCOIN (BTCUSD) ENHANCED ANALYSIS SUMMARY\\n\")\n", + " f.write(\"=\" * 45 + \"\\n\\n\")\n", + " \n", + " for category, metrics in summary_stats.items():\n", + " f.write(f\"{category.upper()}:\\n\")\n", + " f.write(\"-\" * len(category) + \"\\n\")\n", + " for metric, value in metrics.items():\n", + " f.write(f\" {metric:25}: {value}\\n\")\n", + " f.write(\"\\n\")\n", + " \n", + " f.write(f\"Analysis completed: {pd.Timestamp.now()}\\n\")\n", + " f.write(f\"Monte Carlo forecast: {n_days} days ahead\\n\")\n", + " f.write(f\"Expected return: {expected_return:.2f}%\\n\")\n", + " f.write(f\"Probability of gain: {prob_positive:.1f}%\\n\")\n", + "\n", + "print(f\"āœ… Analysis summary exported: {summary_export_path}\")\n", + "\n", + "print(f\"\\nšŸŽ‰ ENHANCED BITCOIN ANALYSIS COMPLETED! šŸŽ‰\")\n", + "print(f\"šŸ“ All files exported to: {os.path.abspath(export_dir)}\")\n", + "print(f\"šŸ“Š Total features created: {len(df.columns)}\")\n", + "print(f\"šŸ“ˆ Analysis techniques: Technical indicators, Risk analysis, Seasonality, Monte Carlo\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## šŸ“‹ Key Findings and Recommendations\n", + "\n", + "### šŸ” **Analysis Overview**\n", + "This enhanced analysis provides:\n", + "- **Technical Analysis**: Simple & exponential moving averages with trading signals\n", + "- **Risk Analysis**: VaR calculations, Sharpe ratio, maximum drawdown\n", + "- **Seasonality**: Hour, day-of-week, and monthly pattern analysis\n", + "- **Monte Carlo Simulation**: 30-day probabilistic price forecasting\n", + "- **Statistical Testing**: Significance tests for seasonal patterns\n", + "\n", + "### šŸ“ˆ **Key Insights**\n", + "1. **Moving Averages**: Effective for trend identification and signal generation\n", + "2. **Volatility Patterns**: Clear clustering with persistent high/low volatility periods\n", + "3. **Seasonality**: Significant time-based patterns in returns and volume\n", + "4. **Risk Profile**: High volatility asset requiring careful risk management\n", + "5. **Forecasting**: Monte Carlo provides probabilistic price ranges\n", + "\n", + "### āš ļø **Risk Considerations**\n", + "- **High Volatility**: Bitcoin exhibits extreme price swings\n", + "- **Model Limitations**: Historical patterns may not persist\n", + "- **Market Risk**: Cryptocurrency markets are highly speculative\n", + "- **Regulatory Risk**: Subject to changing regulations\n", + "\n", + "### šŸ› ļø **Practical Applications**\n", + "1. **Trend Following**: Use moving average crossovers for signals\n", + "2. **Risk Management**: Monitor volatility for position sizing\n", + "3. **Timing**: Consider seasonal patterns for entry/exit\n", + "4. **Forecasting**: Use Monte Carlo ranges for planning\n", + "\n", + "---\n", + "\n", + "**Disclaimer**: This analysis is for educational purposes only and does not constitute financial advice.\n", + "\n", + "*Enhanced analysis using Python, pandas, numpy, matplotlib, and statistical libraries.*" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}