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5.课程代码/4.Stock-Prediction-Models/使用文档/Stock-Prediction-Models-master/.gitignore
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@@ -0,0 +1,337 @@
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<p align="center">
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<a href="#readme">
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<img alt="logo" width="50%" src="output/evolution-strategy.png">
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</a>
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</p>
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<p align="center">
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<a href="https://github.com/huseinzol05/Stock-Prediction-Models/blob/master/LICENSE"><img alt="MIT License" src="https://img.shields.io/badge/License-Apache--License--2.0-yellow.svg"></a>
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<a href="#"><img src="https://img.shields.io/badge/deeplearning-30--models-success.svg"></a>
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<a href="#"><img src="https://img.shields.io/badge/agent-23--models-success.svg"></a>
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</p>
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||||
---
|
||||
|
||||
**Stock-Prediction-Models**, Gathers machine learning and deep learning models for Stock forecasting, included trading bots and simulations.
|
||||
|
||||
## Table of contents
|
||||
* [Models](#models)
|
||||
* [Agents](#agents)
|
||||
* [Realtime Agent](realtime-agent)
|
||||
* [Data Explorations](#data-explorations)
|
||||
* [Simulations](#simulations)
|
||||
* [Tensorflow-js](#tensorflow-js)
|
||||
* [Misc](#misc)
|
||||
* [Results](#results)
|
||||
* [Results Agent](#results-agent)
|
||||
* [Results signal prediction](#results-signal-prediction)
|
||||
* [Results analysis](#results-analysis)
|
||||
* [Results simulation](#results-simulation)
|
||||
|
||||
## Contents
|
||||
|
||||
### Models
|
||||
|
||||
#### [Deep-learning models](deep-learning)
|
||||
1. LSTM
|
||||
2. LSTM Bidirectional
|
||||
3. LSTM 2-Path
|
||||
4. GRU
|
||||
5. GRU Bidirectional
|
||||
6. GRU 2-Path
|
||||
7. Vanilla
|
||||
8. Vanilla Bidirectional
|
||||
9. Vanilla 2-Path
|
||||
10. LSTM Seq2seq
|
||||
11. LSTM Bidirectional Seq2seq
|
||||
12. LSTM Seq2seq VAE
|
||||
13. GRU Seq2seq
|
||||
14. GRU Bidirectional Seq2seq
|
||||
15. GRU Seq2seq VAE
|
||||
16. Attention-is-all-you-Need
|
||||
17. CNN-Seq2seq
|
||||
18. Dilated-CNN-Seq2seq
|
||||
|
||||
**Bonus**
|
||||
|
||||
1. How to use one of the model to forecast `t + N`, [how-to-forecast.ipynb](deep-learning/how-to-forecast.ipynb)
|
||||
2. Consensus, how to use sentiment data to forecast `t + N`, [sentiment-consensus.ipynb](deep-learning/sentiment-consensus.ipynb)
|
||||
|
||||
#### [Stacking models](stacking)
|
||||
1. Deep Feed-forward Auto-Encoder Neural Network to reduce dimension + Deep Recurrent Neural Network + ARIMA + Extreme Boosting Gradient Regressor
|
||||
2. Adaboost + Bagging + Extra Trees + Gradient Boosting + Random Forest + XGB
|
||||
|
||||
### [Agents](agent)
|
||||
|
||||
1. Turtle-trading agent
|
||||
2. Moving-average agent
|
||||
3. Signal rolling agent
|
||||
4. Policy-gradient agent
|
||||
5. Q-learning agent
|
||||
6. Evolution-strategy agent
|
||||
7. Double Q-learning agent
|
||||
8. Recurrent Q-learning agent
|
||||
9. Double Recurrent Q-learning agent
|
||||
10. Duel Q-learning agent
|
||||
11. Double Duel Q-learning agent
|
||||
12. Duel Recurrent Q-learning agent
|
||||
13. Double Duel Recurrent Q-learning agent
|
||||
14. Actor-critic agent
|
||||
15. Actor-critic Duel agent
|
||||
16. Actor-critic Recurrent agent
|
||||
17. Actor-critic Duel Recurrent agent
|
||||
18. Curiosity Q-learning agent
|
||||
19. Recurrent Curiosity Q-learning agent
|
||||
20. Duel Curiosity Q-learning agent
|
||||
21. Neuro-evolution agent
|
||||
22. Neuro-evolution with Novelty search agent
|
||||
23. ABCD strategy agent
|
||||
|
||||
### [Data Explorations](misc)
|
||||
|
||||
1. stock market study on TESLA stock, [tesla-study.ipynb](misc/tesla-study.ipynb)
|
||||
2. Outliers study using K-means, SVM, and Gaussian on TESLA stock, [outliers.ipynb](misc/outliers.ipynb)
|
||||
3. Overbought-Oversold study on TESLA stock, [overbought-oversold.ipynb](misc/overbought-oversold.ipynb)
|
||||
4. Which stock you need to buy? [which-stock.ipynb](misc/which-stock.ipynb)
|
||||
|
||||
### [Simulations](simulation)
|
||||
|
||||
1. Simple Monte Carlo, [monte-carlo-drift.ipynb](simulation/monte-carlo-drift.ipynb)
|
||||
2. Dynamic volatility Monte Carlo, [monte-carlo-dynamic-volatility.ipynb](simulation/monte-carlo-dynamic-volatility.ipynb)
|
||||
3. Drift Monte Carlo, [monte-carlo-drift.ipynb](simulation/monte-carlo-drift.ipynb)
|
||||
4. Multivariate Drift Monte Carlo BTC/USDT with Bitcurate sentiment, [multivariate-drift-monte-carlo.ipynb](simulation/multivariate-drift-monte-carlo.ipynb)
|
||||
5. Portfolio optimization, [portfolio-optimization.ipynb](simulation/portfolio-optimization.ipynb), inspired from https://pythonforfinance.net/2017/01/21/investment-portfolio-optimisation-with-python/
|
||||
|
||||
### [Tensorflow-js](stock-forecasting-js)
|
||||
|
||||
I code [LSTM Recurrent Neural Network](deep-learning/1.lstm.ipynb) and [Simple signal rolling agent](agent/simple-agent.ipynb) inside Tensorflow JS, you can try it here, [huseinhouse.com/stock-forecasting-js](https://huseinhouse.com/stock-forecasting-js/), you can download any historical CSV and upload dynamically.
|
||||
|
||||
### [Misc](misc)
|
||||
|
||||
1. fashion trending prediction with cross-validation, [fashion-forecasting.ipynb](misc/fashion-forecasting.ipynb)
|
||||
2. Bitcoin analysis with LSTM prediction, [bitcoin-analysis-lstm.ipynb](misc/bitcoin-analysis-lstm.ipynb)
|
||||
3. Kijang Emas Bank Negara, [kijang-emas-bank-negara.ipynb](misc/kijang-emas-bank-negara.ipynb)
|
||||
|
||||
## Results
|
||||
|
||||
### Results Agent
|
||||
|
||||
**This agent only able to buy or sell 1 unit per transaction.**
|
||||
|
||||
1. Turtle-trading agent, [turtle-agent.ipynb](agent/1.turtle-agent.ipynb)
|
||||
|
||||
<img src="output-agent/turtle-agent.png" width="70%" align="">
|
||||
|
||||
2. Moving-average agent, [moving-average-agent.ipynb](agent/2.moving-average-agent.ipynb)
|
||||
|
||||
<img src="output-agent/moving-average-agent.png" width="70%" align="">
|
||||
|
||||
3. Signal rolling agent, [signal-rolling-agent.ipynb](agent/3.signal-rolling-agent.ipynb)
|
||||
|
||||
<img src="output-agent/signal-rolling-agent.png" width="70%" align="">
|
||||
|
||||
4. Policy-gradient agent, [policy-gradient-agent.ipynb](agent/4.policy-gradient-agent.ipynb)
|
||||
|
||||
<img src="output-agent/policy-gradient-agent.png" width="70%" align="">
|
||||
|
||||
5. Q-learning agent, [q-learning-agent.ipynb](agent/5.q-learning-agent.ipynb)
|
||||
|
||||
<img src="output-agent/q-learning-agent.png" width="70%" align="">
|
||||
|
||||
6. Evolution-strategy agent, [evolution-strategy-agent.ipynb](agent/6.evolution-strategy-agent.ipynb)
|
||||
|
||||
<img src="output-agent/evolution-strategy-agent.png" width="70%" align="">
|
||||
|
||||
7. Double Q-learning agent, [double-q-learning-agent.ipynb](agent/7.double-q-learning-agent.ipynb)
|
||||
|
||||
<img src="output-agent/double-q-learning.png" width="70%" align="">
|
||||
|
||||
8. Recurrent Q-learning agent, [recurrent-q-learning-agent.ipynb](agent/8.recurrent-q-learning-agent.ipynb)
|
||||
|
||||
<img src="output-agent/recurrent-q-learning.png" width="70%" align="">
|
||||
|
||||
9. Double Recurrent Q-learning agent, [double-recurrent-q-learning-agent.ipynb](agent/9.double-recurrent-q-learning-agent.ipynb)
|
||||
|
||||
<img src="output-agent/double-recurrent-q-learning.png" width="70%" align="">
|
||||
|
||||
10. Duel Q-learning agent, [duel-q-learning-agent.ipynb](agent/10.duel-q-learning-agent.ipynb)
|
||||
|
||||
<img src="output-agent/double-q-learning.png" width="70%" align="">
|
||||
|
||||
11. Double Duel Q-learning agent, [double-duel-q-learning-agent.ipynb](agent/11.double-duel-q-learning-agent.ipynb)
|
||||
|
||||
<img src="output-agent/double-duel-q-learning.png" width="70%" align="">
|
||||
|
||||
12. Duel Recurrent Q-learning agent, [duel-recurrent-q-learning-agent.ipynb](agent/12.duel-recurrent-q-learning-agent.ipynb)
|
||||
|
||||
<img src="output-agent/duel-recurrent-q-learning.png" width="70%" align="">
|
||||
|
||||
13. Double Duel Recurrent Q-learning agent, [double-duel-recurrent-q-learning-agent.ipynb](agent/13.double-duel-recurrent-q-learning-agent.ipynb)
|
||||
|
||||
<img src="output-agent/double-duel-recurrent-q-learning.png" width="70%" align="">
|
||||
|
||||
14. Actor-critic agent, [actor-critic-agent.ipynb](agent/14.actor-critic-agent.ipynb)
|
||||
|
||||
<img src="output-agent/actor-critic.png" width="70%" align="">
|
||||
|
||||
15. Actor-critic Duel agent, [actor-critic-duel-agent.ipynb](agent/14.actor-critic-duel-agent.ipynb)
|
||||
|
||||
<img src="output-agent/actor-critic-duel.png" width="70%" align="">
|
||||
|
||||
16. Actor-critic Recurrent agent, [actor-critic-recurrent-agent.ipynb](agent/16.actor-critic-recurrent-agent.ipynb)
|
||||
|
||||
<img src="output-agent/actor-critic-recurrent.png" width="70%" align="">
|
||||
|
||||
17. Actor-critic Duel Recurrent agent, [actor-critic-duel-recurrent-agent.ipynb](agent/17.actor-critic-duel-recurrent-agent.ipynb)
|
||||
|
||||
<img src="output-agent/actor-critic-duel-recurrent.png" width="70%" align="">
|
||||
|
||||
18. Curiosity Q-learning agent, [curiosity-q-learning-agent.ipynb](agent/18.curiosity-q-learning-agent.ipynb)
|
||||
|
||||
<img src="output-agent/curiosity-q-learning.png" width="70%" align="">
|
||||
|
||||
19. Recurrent Curiosity Q-learning agent, [recurrent-curiosity-q-learning.ipynb](agent/19.recurrent-curiosity-q-learning-agent.ipynb)
|
||||
|
||||
<img src="output-agent/recurrent-curiosity-q-learning.png" width="70%" align="">
|
||||
|
||||
20. Duel Curiosity Q-learning agent, [duel-curiosity-q-learning-agent.ipynb](agent/20.duel-curiosity-q-learning-agent.ipynb)
|
||||
|
||||
<img src="output-agent/duel-curiosity-q-learning.png" width="70%" align="">
|
||||
|
||||
21. Neuro-evolution agent, [neuro-evolution.ipynb](agent/21.neuro-evolution-agent.ipynb)
|
||||
|
||||
<img src="output-agent/neuro-evolution.png" width="70%" align="">
|
||||
|
||||
22. Neuro-evolution with Novelty search agent, [neuro-evolution-novelty-search.ipynb](agent/22.neuro-evolution-novelty-search-agent.ipynb)
|
||||
|
||||
<img src="output-agent/neuro-evolution-novelty-search.png" width="70%" align="">
|
||||
|
||||
23. ABCD strategy agent, [abcd-strategy.ipynb](agent/23.abcd-strategy-agent.ipynb)
|
||||
|
||||
<img src="output-agent/abcd-strategy.png" width="70%" align="">
|
||||
|
||||
### Results signal prediction
|
||||
|
||||
I will cut the dataset to train and test datasets,
|
||||
|
||||
1. Train dataset derived from starting timestamp until last 30 days
|
||||
2. Test dataset derived from last 30 days until end of the dataset
|
||||
|
||||
So we will let the model do forecasting based on last 30 days, and we will going to repeat the experiment for 10 times. You can increase it locally if you want, and tuning parameters will help you by a lot.
|
||||
|
||||
1. LSTM, accuracy 95.693%, time taken for 1 epoch 01:09
|
||||
|
||||
<img src="output/lstm.png" width="70%" align="">
|
||||
|
||||
2. LSTM Bidirectional, accuracy 93.8%, time taken for 1 epoch 01:40
|
||||
|
||||
<img src="output/bidirectional-lstm.png" width="70%" align="">
|
||||
|
||||
3. LSTM 2-Path, accuracy 94.63%, time taken for 1 epoch 01:39
|
||||
|
||||
<img src="output/lstm-2path.png" width="70%" align="">
|
||||
|
||||
4. GRU, accuracy 94.63%, time taken for 1 epoch 02:10
|
||||
|
||||
<img src="output/gru.png" width="70%" align="">
|
||||
|
||||
5. GRU Bidirectional, accuracy 92.5673%, time taken for 1 epoch 01:40
|
||||
|
||||
<img src="output/bidirectional-gru.png" width="70%" align="">
|
||||
|
||||
6. GRU 2-Path, accuracy 93.2117%, time taken for 1 epoch 01:39
|
||||
|
||||
<img src="output/gru-2path.png" width="70%" align="">
|
||||
|
||||
7. Vanilla, accuracy 91.4686%, time taken for 1 epoch 00:52
|
||||
|
||||
<img src="output/vanilla.png" width="70%" align="">
|
||||
|
||||
8. Vanilla Bidirectional, accuracy 88.9927%, time taken for 1 epoch 01:06
|
||||
|
||||
<img src="output/bidirectional-vanilla.png" width="70%" align="">
|
||||
|
||||
9. Vanilla 2-Path, accuracy 91.5406%, time taken for 1 epoch 01:08
|
||||
|
||||
<img src="output/vanilla-2path.png" width="70%" align="">
|
||||
|
||||
10. LSTM Seq2seq, accuracy 94.9817%, time taken for 1 epoch 01:36
|
||||
|
||||
<img src="output/lstm-seq2seq.png" width="70%" align="">
|
||||
|
||||
11. LSTM Bidirectional Seq2seq, accuracy 94.517%, time taken for 1 epoch 02:30
|
||||
|
||||
<img src="output/bidirectional-lstm-seq2seq.png" width="70%" align="">
|
||||
|
||||
12. LSTM Seq2seq VAE, accuracy 95.4190%, time taken for 1 epoch 01:48
|
||||
|
||||
<img src="output/lstm-seq2seq-vae.png" width="70%" align="">
|
||||
|
||||
13. GRU Seq2seq, accuracy 90.8854%, time taken for 1 epoch 01:34
|
||||
|
||||
<img src="output/gru-seq2seq.png" width="70%" align="">
|
||||
|
||||
14. GRU Bidirectional Seq2seq, accuracy 67.9915%, time taken for 1 epoch 02:30
|
||||
|
||||
<img src="output/bidirectional-gru-seq2seq.png" width="70%" align="">
|
||||
|
||||
15. GRU Seq2seq VAE, accuracy 89.1321%, time taken for 1 epoch 01:48
|
||||
|
||||
<img src="output/gru-seq2seq-vae.png" width="70%" align="">
|
||||
|
||||
16. Attention-is-all-you-Need, accuracy 94.2482%, time taken for 1 epoch 01:41
|
||||
|
||||
<img src="output/attention-is-all-you-need.png" width="70%" align="">
|
||||
|
||||
17. CNN-Seq2seq, accuracy 90.74%, time taken for 1 epoch 00:43
|
||||
|
||||
<img src="output/cnn-seq2seq.png" width="70%" align="">
|
||||
|
||||
18. Dilated-CNN-Seq2seq, accuracy 95.86%, time taken for 1 epoch 00:14
|
||||
|
||||
<img src="output/dilated-cnn-seq2seq.png" width="70%" align="">
|
||||
|
||||
**Bonus**
|
||||
|
||||
1. How to forecast,
|
||||
|
||||
<img src="output/how-to-forecast.png" width="70%" align="">
|
||||
|
||||
2. Sentiment consensus,
|
||||
|
||||
<img src="output/sentiment-consensus.png" width="70%" align="">
|
||||
|
||||
### Results analysis
|
||||
|
||||
1. Outliers study using K-means, SVM, and Gaussian on TESLA stock
|
||||
|
||||
<img src="misc/outliers.png" width="70%" align="">
|
||||
|
||||
2. Overbought-Oversold study on TESLA stock
|
||||
|
||||
<img src="misc/overbought-oversold.png" width="70%" align="">
|
||||
|
||||
3. Which stock you need to buy?
|
||||
|
||||
<img src="misc/which-stock.png" width="40%" align="">
|
||||
|
||||
### Results simulation
|
||||
|
||||
1. Simple Monte Carlo
|
||||
|
||||
<img src="simulation/monte-carlo-simple.png" width="70%" align="">
|
||||
|
||||
2. Dynamic volatity Monte Carlo
|
||||
|
||||
<img src="simulation/monte-carlo-dynamic-volatility.png" width="70%" align="">
|
||||
|
||||
3. Drift Monte Carlo
|
||||
|
||||
<img src="simulation/monte-carlo-drift.png" width="70%" align="">
|
||||
|
||||
4. Multivariate Drift Monte Carlo BTC/USDT with Bitcurate sentiment
|
||||
|
||||
<img src="simulation/multivariate-drift-monte-carlo.png" width="70%" align="">
|
||||
|
||||
5. Portfolio optimization
|
||||
|
||||
<img src="simulation/portfolio-optimization.png" width="40%" align="">
|
||||
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|
||||
Date,Open,High,Low,Close,Adj Close,Volume
|
||||
2018-05-23,12.930000,13.180000,12.900000,13.100000,13.100000,44388300
|
||||
2018-05-24,13.060000,13.430000,13.030000,13.410000,13.410000,47785700
|
||||
2018-05-25,13.400000,13.720000,13.360000,13.540000,13.540000,43850100
|
||||
2018-05-29,13.450000,13.630000,13.260000,13.360000,13.360000,39578500
|
||||
2018-05-30,13.480000,13.950000,13.480000,13.820000,13.820000,58186400
|
||||
2018-05-31,13.740000,13.930000,13.690000,13.730000,13.730000,46797700
|
||||
2018-06-01,13.980000,14.400000,13.920000,14.400000,14.400000,71677900
|
||||
2018-06-04,14.760000,14.980000,14.520000,14.850000,14.850000,74546000
|
||||
2018-06-05,14.850000,14.920000,14.630000,14.850000,14.850000,56122700
|
||||
2018-06-06,15.070000,15.740000,15.040000,15.670000,15.670000,97089000
|
||||
2018-06-07,15.830000,15.970000,14.850000,14.890000,14.890000,99860300
|
||||
2018-06-08,14.520000,15.330000,14.310000,15.250000,15.250000,81930500
|
||||
2018-06-11,15.210000,15.890000,15.010000,15.730000,15.730000,80737600
|
||||
2018-06-12,15.840000,15.950000,15.430000,15.850000,15.850000,67002600
|
||||
2018-06-13,15.810000,16.520000,15.780000,16.320000,16.320000,90227300
|
||||
2018-06-14,16.620001,16.790001,15.580000,16.250000,16.250000,113048600
|
||||
2018-06-15,16.059999,16.520000,15.820000,16.340000,16.340000,77612200
|
||||
2018-06-18,16.180000,17.340000,16.129999,17.110001,17.110001,104317400
|
||||
2018-06-19,16.850000,17.290001,16.309999,16.690001,16.690001,92542900
|
||||
2018-06-20,16.830000,17.129999,16.370001,16.520000,16.520000,76280600
|
||||
2018-06-21,16.650000,16.870001,15.460000,15.650000,15.650000,95638400
|
||||
2018-06-22,15.780000,15.910000,15.560000,15.800000,15.800000,59257100
|
||||
2018-06-25,15.640000,15.740000,14.540000,15.110000,15.110000,94418400
|
||||
2018-06-26,15.320000,15.600000,15.100000,15.500000,15.500000,54213500
|
||||
2018-06-27,15.650000,15.760000,14.960000,14.970000,14.970000,56014300
|
||||
2018-06-28,14.850000,15.360000,14.750000,15.310000,15.310000,48716800
|
||||
2018-06-29,15.410000,15.490000,14.980000,14.990000,14.990000,41527800
|
||||
2018-07-02,14.800000,15.180000,14.740000,15.160000,15.160000,43398800
|
||||
2018-07-03,15.210000,15.340000,14.960000,15.000000,15.000000,32094000
|
||||
2018-07-05,15.130000,15.500000,15.020000,15.500000,15.500000,40703300
|
||||
2018-07-06,15.520000,16.389999,15.480000,16.360001,16.360001,65101700
|
||||
2018-07-09,16.730000,16.840000,16.170000,16.610001,16.610001,58525500
|
||||
2018-07-10,16.590000,16.650000,16.309999,16.549999,16.549999,37093000
|
||||
2018-07-11,16.150000,16.530001,16.020000,16.270000,16.270000,42544100
|
||||
2018-07-12,16.410000,16.790001,16.379999,16.559999,16.559999,44188100
|
||||
2018-07-13,16.680000,16.690001,16.219999,16.270000,16.270000,40614100
|
||||
2018-07-16,16.420000,17.000000,16.410000,16.580000,16.580000,65275300
|
||||
2018-07-17,16.500000,16.879999,16.480000,16.870001,16.870001,42313500
|
||||
2018-07-18,16.940001,16.990000,16.549999,16.850000,16.850000,40881500
|
||||
2018-07-19,16.709999,16.879999,16.549999,16.709999,16.709999,41267800
|
||||
2018-07-20,16.660000,16.879999,16.440001,16.500000,16.500000,42879800
|
||||
2018-07-23,16.469999,16.680000,15.900000,16.660000,16.660000,44940800
|
||||
2018-07-24,16.750000,16.860001,16.110001,16.190001,16.190001,58201500
|
||||
2018-07-25,16.299999,16.389999,15.720000,16.049999,16.049999,82604900
|
||||
2018-07-26,17.160000,18.450001,16.830000,18.350000,18.350000,192661100
|
||||
2018-07-27,19.070000,19.879999,18.309999,18.940001,18.940001,161903800
|
||||
2018-07-30,19.400000,20.180000,19.309999,19.420000,19.420000,160823400
|
||||
2018-07-31,19.350000,19.500000,18.270000,18.330000,18.330000,118403400
|
||||
2018-08-01,18.340000,18.950001,18.320000,18.480000,18.480000,75495200
|
||||
2018-08-02,18.170000,18.830000,18.000000,18.790001,18.790001,52867100
|
||||
2018-08-03,18.940001,19.059999,18.370001,18.490000,18.490000,53232100
|
||||
2018-08-06,18.889999,19.440001,18.459999,19.430000,19.430000,83579700
|
||||
2018-08-07,19.530001,19.709999,19.080000,19.559999,19.559999,72822600
|
||||
2018-08-08,19.459999,19.770000,19.260000,19.580000,19.580000,52081400
|
||||
2018-08-09,19.580000,19.709999,19.080000,19.100000,19.100000,46536400
|
||||
2018-08-10,19.090000,19.480000,18.850000,19.059999,19.059999,65821100
|
||||
2018-08-13,19.160000,19.930000,19.120001,19.730000,19.730000,81262200
|
||||
2018-08-14,19.969999,20.280001,19.629999,20.020000,20.020000,89195500
|
||||
2018-08-15,19.860001,20.100000,19.200001,19.700001,19.700001,86355700
|
||||
2018-08-16,19.860001,20.070000,19.250000,19.330000,19.330000,69733700
|
||||
2018-08-17,19.120001,19.820000,18.730000,19.770000,19.770000,60616600
|
||||
2018-08-20,19.790001,20.080000,19.350000,19.980000,19.980000,62983200
|
||||
2018-08-21,19.980000,20.420000,19.860001,20.400000,20.400000,55629000
|
||||
2018-08-22,20.280001,20.920000,20.209999,20.900000,20.900000,62002700
|
||||
2018-08-23,21.190001,22.320000,21.139999,22.290001,22.290001,113444100
|
||||
2018-08-24,22.910000,24.000000,22.670000,23.980000,23.980000,164328200
|
||||
2018-08-27,24.940001,27.299999,24.629999,25.260000,25.260000,325058400
|
||||
2018-08-28,25.510000,26.180000,24.040001,25.049999,25.049999,215771200
|
||||
2018-08-29,24.360001,25.410000,24.010000,25.200001,25.200001,143223200
|
||||
2018-08-30,25.290001,25.670000,24.760000,24.889999,24.889999,103607300
|
||||
2018-08-31,24.889999,25.240000,24.719999,25.170000,25.170000,65206400
|
||||
2018-09-04,25.620001,28.110001,25.570000,28.059999,28.059999,192541300
|
||||
2018-09-05,29.410000,29.940001,26.840000,28.510000,28.510000,257349000
|
||||
2018-09-06,28.120001,28.580000,27.190001,27.840000,27.840000,143942900
|
||||
2018-09-07,26.959999,28.270000,26.799999,27.379999,27.379999,123348700
|
||||
2018-09-10,28.150000,29.930000,27.840000,29.889999,29.889999,162253800
|
||||
2018-09-11,30.020000,30.590000,29.370001,30.100000,30.100000,159902500
|
||||
2018-09-12,29.910000,32.290001,29.450001,32.209999,32.209999,197889600
|
||||
2018-09-13,33.160000,34.139999,29.870001,30.480000,30.480000,304147100
|
||||
2018-09-14,31.430000,33.090000,30.540001,32.720001,32.720001,217762800
|
||||
2018-09-17,31.750000,33.230000,31.600000,32.430000,32.430000,180410600
|
||||
2018-09-18,32.990002,33.369999,31.200001,31.930000,31.930000,176673200
|
||||
2018-09-19,31.520000,31.830000,30.510000,31.209999,31.209999,124287000
|
||||
2018-09-20,32.099998,32.200001,30.639999,31.180000,31.180000,123116500
|
||||
2018-09-21,31.190001,32.419998,30.910000,31.020000,31.020000,129792900
|
||||
2018-09-24,31.129999,32.650002,30.910000,32.610001,32.610001,118332600
|
||||
2018-09-25,33.180000,33.599998,32.189999,32.570000,32.570000,118570200
|
||||
2018-09-26,32.400002,32.599998,31.719999,32.189999,32.189999,79347300
|
||||
2018-09-27,31.860001,32.630001,31.389999,32.590000,32.590000,87934400
|
||||
2018-09-28,32.240002,32.779999,29.980000,30.889999,30.889999,165453500
|
||||
2018-10-01,30.690001,31.910000,30.250000,31.420000,31.420000,94742900
|
||||
2018-10-02,30.730000,30.820000,28.650000,29.020000,29.020000,145276500
|
||||
2018-10-03,29.040001,29.219999,26.540001,28.430000,28.430000,190137200
|
||||
2018-10-04,27.990000,28.830000,27.370001,27.780001,27.780001,95831200
|
||||
2018-10-05,28.070000,28.469999,26.930000,27.350000,27.350000,88008500
|
||||
2018-10-08,26.730000,27.540001,25.959999,26.459999,26.459999,103789500
|
||||
2018-10-09,26.150000,27.709999,26.000000,27.240000,27.240000,105461800
|
||||
2018-10-10,27.379999,27.400000,24.910000,25.000000,25.000000,147682900
|
||||
2018-10-11,24.740000,26.200001,24.549999,25.299999,25.299999,147013800
|
||||
2018-10-12,26.770000,26.969999,25.670000,26.340000,26.340000,111059400
|
||||
2018-10-15,26.379999,26.770000,25.750000,26.260000,26.260000,70523500
|
||||
2018-10-16,26.629999,28.230000,26.170000,28.180000,28.180000,92529000
|
||||
2018-10-17,28.410000,28.530001,26.920000,27.299999,27.299999,89466900
|
||||
2018-10-18,27.080000,27.750000,26.400000,26.620001,26.620001,79623700
|
||||
2018-10-19,27.030001,27.100000,23.600000,23.660000,23.660000,130799900
|
||||
2018-10-22,24.459999,25.639999,24.090000,25.030001,25.030001,114158900
|
||||
2018-10-23,24.180000,25.260000,23.850000,25.090000,25.090000,101763000
|
||||
2018-10-24,25.040001,25.100000,22.750000,22.790001,22.790001,134489100
|
||||
2018-10-25,17.920000,20.150000,17.719999,19.270000,19.270000,189173700
|
||||
2018-10-26,18.490000,18.780001,17.049999,17.629999,17.629999,119689000
|
||||
2018-10-29,18.209999,18.230000,16.270000,16.850000,16.850000,94479600
|
||||
2018-10-30,16.379999,17.240000,16.170000,17.200001,17.200001,99049400
|
||||
2018-10-31,17.870001,18.340000,17.120001,18.209999,18.209999,110463700
|
||||
2018-11-01,18.410000,20.330000,18.080000,20.219999,20.219999,136896500
|
||||
2018-11-02,20.590000,21.059999,19.469999,20.230000,20.230000,123788000
|
||||
2018-11-05,20.120001,20.180000,18.879999,19.900000,19.900000,108016700
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||||
2018-11-06,19.500000,21.650000,19.480000,20.680000,20.680000,144995700
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||||
2018-11-07,21.420000,22.219999,21.070000,21.840000,21.840000,121115800
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||||
2018-11-08,21.770000,22.080000,20.969999,21.200001,21.200001,92387600
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2018-11-09,20.770000,21.190001,20.110001,21.030001,21.030001,85900700
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||||
2018-11-12,20.680000,20.850000,18.799999,19.030001,19.030001,95948200
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||||
2018-11-13,19.280001,20.020000,18.969999,19.610001,19.610001,76126000
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||||
2018-11-14,20.180000,21.110001,19.760000,20.809999,20.809999,106344300
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2018-11-15,20.719999,21.770000,20.420000,21.490000,21.490000,97715500
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||||
2018-11-16,19.870001,20.969999,19.719999,20.660000,20.660000,112376600
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2018-11-19,20.400000,20.590000,19.090000,19.110001,19.110001,93578200
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||||
2018-11-20,17.400000,19.580000,17.180000,19.209999,19.209999,109869400
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||||
2018-11-21,20.049999,20.309999,18.500000,18.730000,18.730000,81585600
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||||
2018-11-23,18.610001,19.830000,18.559999,19.379999,19.379999,54611300
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||||
2018-11-26,19.959999,20.190001,19.110001,20.080000,20.080000,83211000
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||||
2018-11-27,19.770000,21.450001,19.730000,21.049999,21.049999,119230100
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||||
2018-11-28,21.820000,21.879999,20.180000,21.340000,21.340000,134425300
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||||
2018-11-29,21.190001,21.610001,20.730000,21.430000,21.430000,79853700
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||||
2018-11-30,21.299999,21.360001,20.520000,21.299999,21.299999,82370700
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||||
2018-12-03,22.480000,23.750000,22.370001,23.709999,23.709999,139607400
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2018-12-04,23.350000,23.420000,21.070000,21.120001,21.120001,127392900
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||||
2018-12-06,20.219999,21.410000,20.059999,21.299999,21.299999,103434700
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||||
2018-12-07,21.299999,21.379999,19.170000,19.459999,19.459999,105764500
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||||
2018-12-10,19.350000,20.129999,19.270000,19.990000,19.990000,77984500
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||||
2018-12-11,20.709999,21.139999,19.690001,19.980000,19.980000,88027400
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||||
2018-12-12,20.320000,21.020000,19.709999,20.480000,20.480000,100340700
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||||
2018-12-13,20.629999,20.870001,19.760000,19.860001,19.860001,88108300
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2018-12-14,19.580000,20.700001,19.520000,19.900000,19.900000,84713600
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2018-12-17,20.010000,20.020000,18.639999,18.830000,18.830000,115437900
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2018-12-18,19.150000,19.840000,18.879999,19.500000,19.500000,101512900
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||||
2018-12-19,19.440001,19.719999,18.000000,18.160000,18.160000,120644500
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2018-12-20,18.110001,18.860001,17.340000,17.940001,17.940001,119394500
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||||
2018-12-21,18.120001,18.340000,16.760000,16.930000,16.930000,132246000
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||||
2018-12-24,16.520000,17.219999,16.370001,16.650000,16.650000,62933100
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||||
2018-12-26,16.879999,17.910000,16.030001,17.900000,17.900000,108811800
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||||
2018-12-27,17.430000,17.740000,16.440001,17.490000,17.490000,111373000
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||||
2018-12-28,17.530001,18.309999,17.139999,17.820000,17.820000,109214400
|
||||
2018-12-31,18.150000,18.510000,17.850000,18.459999,18.459999,84732200
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||||
2019-01-02,18.010000,19.000000,17.980000,18.830000,18.830000,87148700
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||||
2019-01-03,18.420000,18.680000,16.940001,17.049999,17.049999,117073000
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||||
2019-01-04,17.549999,19.070000,17.430000,19.000000,19.000000,111878600
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||||
2019-01-07,19.440001,20.680000,19.000000,20.570000,20.570000,107157000
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||||
2019-01-08,21.190001,21.200001,19.680000,20.750000,20.750000,121271000
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||||
2019-01-09,20.889999,21.440001,20.070000,20.190001,20.190001,163944100
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||||
2019-01-10,19.760000,19.830000,18.900000,19.740000,19.740000,115629400
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2019-01-11,19.469999,20.350000,19.190001,20.270000,20.270000,85110800
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2019-01-14,19.959999,20.620001,19.750000,20.230000,20.230000,71350200
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2019-01-15,20.440001,20.680000,20.260000,20.379999,20.379999,62785800
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||||
2019-01-16,20.400000,20.540001,19.709999,19.730000,19.730000,70849300
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||||
2019-01-17,19.490000,20.510000,19.020000,20.250000,20.250000,85018400
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||||
2019-01-18,20.370001,21.049999,20.020000,20.770000,20.770000,88131000
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||||
2019-01-22,20.480000,20.920000,19.700001,19.760000,19.760000,78513700
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||||
2019-01-23,20.030001,20.480000,19.549999,19.799999,19.799999,77811300
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||||
2019-01-24,20.059999,21.010000,20.040001,20.850000,20.850000,97433400
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||||
2019-01-25,20.990000,22.030001,20.790001,21.930000,21.930000,110239500
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||||
2019-01-28,20.320000,21.010000,20.020000,20.180000,20.180000,135164100
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||||
2019-01-29,20.260000,20.389999,19.049999,19.250000,19.250000,131202500
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||||
2019-01-30,21.490000,23.129999,21.370001,23.090000,23.090000,211421200
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||||
2019-01-31,23.020000,25.139999,22.830000,24.410000,24.410000,182575600
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||||
2019-02-01,24.610001,24.840000,24.070000,24.510000,24.510000,105356200
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||||
2019-02-04,24.430000,24.660000,24.070000,24.129999,24.129999,70843800
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||||
2019-02-05,23.420000,23.860001,22.980000,23.309999,23.309999,122226000
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||||
2019-02-06,23.629999,24.139999,23.219999,23.260000,23.260000,78684300
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2019-02-07,22.990000,23.219999,22.320000,22.670000,22.670000,86723900
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2019-02-08,22.330000,23.280001,22.270000,23.049999,23.049999,78129300
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2019-02-11,23.049999,23.280001,22.660000,22.959999,22.959999,60578700
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2019-02-12,23.430000,23.559999,22.750000,22.820000,22.820000,67595400
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2019-02-13,22.980000,23.240000,22.709999,22.850000,22.850000,57544200
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2019-02-14,22.740000,23.370001,22.590000,23.129999,23.129999,64441200
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2019-02-15,23.580000,24.049999,23.200001,23.680000,23.680000,78644100
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2019-02-19,23.629999,24.410000,23.610001,23.950001,23.950001,57517900
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2019-02-20,24.139999,24.370001,23.900000,23.950001,23.950001,57091600
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2019-02-21,24.040001,24.330000,23.850000,23.920000,23.920000,49608200
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2019-02-22,24.049999,24.360001,23.879999,24.360001,24.360001,52650700
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2019-02-25,25.010000,25.520000,24.680000,24.709999,24.709999,63221000
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2019-02-26,24.650000,24.719999,24.150000,24.209999,24.209999,48470100
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2019-02-27,24.110001,24.230000,23.209999,23.480000,23.480000,62649300
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2019-02-28,23.209999,23.670000,23.110001,23.530001,23.530001,39384900
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2019-03-01,23.969999,24.190001,23.450001,23.680000,23.680000,48084000
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2019-03-04,23.889999,24.129999,23.010000,23.370001,23.370001,48147700
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2019-03-05,23.340000,23.680000,23.010000,23.500000,23.500000,35462600
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2019-03-06,23.469999,23.530001,22.400000,22.410000,22.410000,60479400
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2019-03-07,22.330000,22.410000,21.730000,22.080000,22.080000,52087400
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2019-03-08,21.350000,22.090000,21.040001,22.010000,22.010000,49967700
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2019-03-11,22.150000,23.080000,21.980000,22.959999,22.959999,54420200
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2019-03-12,23.100000,23.799999,22.780001,23.490000,23.490000,56410600
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2019-03-13,23.660000,24.150000,23.350000,23.379999,23.379999,56705800
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2019-03-14,23.370001,23.490000,22.799999,22.820000,22.820000,42818600
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2019-03-15,23.100000,23.650000,23.010000,23.290001,23.290001,46519900
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2019-03-18,23.299999,23.620001,23.040001,23.250000,23.250000,34731800
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2019-03-19,23.600000,26.080000,23.590000,26.000000,26.000000,156052200
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2019-03-20,26.490000,26.879999,25.309999,25.700001,25.700001,151292100
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2019-03-21,25.780001,28.110001,25.709999,27.889999,27.889999,129610300
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2019-03-22,27.540001,27.750000,26.330000,26.370001,26.370001,115323300
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2019-03-25,26.290001,26.990000,25.540001,25.969999,25.969999,78438200
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2019-03-26,26.690001,26.980000,25.459999,25.690001,25.690001,75754100
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2019-03-27,25.700001,25.879999,24.549999,24.889999,24.889999,88585300
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2019-03-28,25.100000,25.559999,24.650000,25.059999,25.059999,64667500
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2019-03-29,25.580000,25.730000,25.250000,25.520000,25.520000,53502800
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2019-04-01,26.420000,26.559999,25.830000,26.360001,26.360001,63000300
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2019-04-02,26.510000,26.799999,26.090000,26.750000,26.750000,53358800
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2019-04-03,28.020000,29.950001,27.879999,29.020000,29.020000,197650500
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2019-04-04,28.879999,29.389999,28.610001,29.090000,29.090000,82191100
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2019-04-05,29.639999,29.690001,28.799999,28.980000,28.980000,65662700
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2019-04-08,28.690001,28.950001,28.180000,28.530001,28.530001,58002500
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2019-04-09,28.240000,28.379999,27.190001,27.240000,27.240000,75539800
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2019-04-10,27.459999,28.120001,27.320000,27.830000,27.830000,64368100
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2019-04-11,27.809999,28.049999,27.459999,27.790001,27.790001,44801200
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2019-04-12,28.209999,28.379999,27.660000,27.850000,27.850000,41048800
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2019-04-15,27.799999,27.840000,26.959999,27.330000,27.330000,40812500
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2019-04-16,27.719999,28.180000,27.490000,27.930000,27.930000,47340100
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2019-04-17,28.209999,28.270000,27.219999,27.490000,27.490000,48240800
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2019-04-18,27.600000,27.879999,27.340000,27.680000,27.680000,39880900
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2019-04-22,27.620001,28.230000,27.389999,28.180000,28.180000,36477300
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2019-04-23,28.180000,28.490000,27.790001,27.969999,27.969999,41777500
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||||
2019-04-24,28.100000,28.850000,27.930000,28.459999,28.459999,51784700
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2019-04-25,28.670000,28.860001,27.360001,27.660000,27.660000,57329700
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2019-04-26,27.660000,27.900000,27.049999,27.879999,27.879999,48827900
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2019-04-29,27.900000,28.139999,27.500000,27.690001,27.690001,44532700
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2019-04-30,27.590000,27.799999,26.940001,27.629999,27.629999,73165900
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2019-05-01,28.950001,29.150000,26.780001,26.809999,26.809999,136066900
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2019-05-02,26.940001,28.639999,26.610001,28.290001,28.290001,100514800
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2019-05-03,28.299999,28.420000,27.660000,28.219999,28.219999,55503100
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2019-05-06,26.719999,27.500000,26.450001,27.420000,27.420000,70344100
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2019-05-07,27.200001,27.350000,26.209999,26.660000,26.660000,75868800
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2019-05-08,26.410000,27.709999,26.270000,27.090000,27.090000,65967500
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||||
2019-05-09,26.700001,27.379999,26.030001,27.209999,27.209999,73150900
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||||
2019-05-10,27.030001,28.100000,26.930000,27.959999,27.959999,82930100
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2019-05-13,26.980000,27.230000,26.100000,26.240000,26.240000,99017900
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||||
2019-05-14,26.530001,27.480000,26.150000,27.320000,27.320000,82980400
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||||
2019-05-15,26.870001,27.790001,26.730000,27.580000,27.580000,55689900
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||||
2019-05-16,27.370001,28.370001,27.270000,28.010000,28.010000,67330100
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2019-05-17,27.690001,28.459999,27.400000,27.500000,27.500000,65385400
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||||
2019-05-20,26.980000,27.240000,26.490000,26.680000,26.680000,69757400
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||||
2019-05-21,27.180000,27.370001,26.930000,27.350000,27.350000,46079200
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||||
2019-05-22,27.120001,27.590000,27.070000,27.410000,27.410000,39957400
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||||
2019-05-23,26.990000,27.100000,26.030001,26.309999,26.309999,63165410
|
||||
|
@@ -0,0 +1,340 @@
|
||||
timestamp,close,positive,negative
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||||
2019-08-09T23:00:00,11860.074544270834,0.672895649396392,0.32710435060360804
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2019-08-09T23:20:00,11872.02587890625,0.5951002465690001,0.404899753431
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2019-08-09T23:40:00,11880.504557291666,0.5967015715902333,0.4032984284097667
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2019-08-10T00:00:00,11918.873480902777,0.577972446366791,0.4220275536332089
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2019-08-10T00:20:00,11937.581271701389,0.5853419523485952,0.41465804765140474
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2019-08-10T00:40:00,11910.677734375,0.5242306480132202,0.47576935198677994
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2019-08-10T01:00:00,11904.2208984375,0.6591064249015663,0.34089357509843377
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2019-08-10T01:20:00,11888.665581597223,0.6301647610692034,0.3698352389307965
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2019-08-10T01:40:00,11896.321180555555,0.5076873369870158,0.49231266301298415
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2019-08-10T02:00:00,11840.427625868055,0.44154417133540674,0.5584558286645933
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2019-08-10T02:20:00,11824.354383680555,0.6921190683962035,0.3078809316037964
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2019-08-10T02:40:00,11811.5078125,0.5520865149257126,0.44791348507428747
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2019-08-10T03:00:00,11814.022135416666,0.6486436760445364,0.3513563239554635
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2019-08-10T03:20:00,11814.034505208334,0.5938786908786935,0.4061213091213065
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2019-08-10T03:40:00,11800.455620659723,0.46793348737298585,0.5320665126270142
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2019-08-10T04:00:00,11817.322265625,0.6528729511052616,0.34712704889473833
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2019-08-10T04:20:00,11810.06220703125,0.6927590475558578,0.30724095244414223
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2019-08-10T04:40:00,11808.473415798611,0.6221166226882595,0.3778833773117405
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2019-08-10T05:00:00,11804.455512152777,0.6626195416594638,0.3373804583405362
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2019-08-10T05:20:00,11832.654513888889,0.6552284018875003,0.34477159811249974
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2019-08-10T05:40:00,11862.870008680555,0.6782426737680571,0.321757326231943
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2019-08-10T06:00:00,11842.598046875,0.5877573939130807,0.41224260608691937
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2019-08-10T06:20:00,11830.985568576389,0.6435594124509156,0.35644058754908453
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2019-08-10T06:40:00,11819.560004340277,0.650339727903031,0.3496602720969691
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2019-08-10T07:00:00,11821.251302083334,0.6423833371368259,0.35761666286317406
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2019-08-10T07:20:00,11837.832248263889,0.6769147271440639,0.3230852728559362
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2019-08-10T07:40:00,11831.2291015625,0.6523671453973767,0.34763285460262333
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2019-08-10T08:00:00,11847.092339409723,0.6242978657705356,0.3757021342294644
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2019-08-10T08:20:00,11860.499891493055,0.6816604139992111,0.31833958600078904
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2019-08-10T08:40:00,11853.944227430555,0.6886029775775693,0.3113970224224307
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2019-08-10T09:00:00,11854.416666666666,0.6619221403320443,0.3380778596679557
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2019-08-10T09:20:00,11866.56708984375,0.49276923484657936,0.5072307651534207
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2019-08-10T09:40:00,11878.548936631945,0.6324551456153391,0.367544854384661
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2019-08-10T10:00:00,11881.569878472223,0.6745155013265913,0.3254844986734087
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2019-08-10T10:20:00,11863.433268229166,0.6729489449466852,0.3270510550533148
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2019-08-10T10:40:00,11864.763346354166,0.6646037057680267,0.33539629423197315
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2019-08-10T11:00:00,11855.1240234375,0.652120254814023,0.3478797451859769
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2019-08-10T11:20:00,11548.468858506945,0.6449511698587633,0.35504883014123667
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2019-08-10T11:40:00,11404.045681423611,0.19822288491372791,0.8017771150862723
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2019-08-10T12:00:00,11379.092122395834,0.6106330443094115,0.3893669556905886
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2019-08-10T12:20:00,11372.661024305555,0.684582318142607,0.31541768185739316
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2019-08-10T12:40:00,11414.57509765625,0.6739784203158583,0.3260215796841417
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2019-08-10T13:00:00,11476.397786458334,0.5122779635805852,0.4877220364194148
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2019-08-10T13:20:00,11460.401150173611,0.5995944235746562,0.4004055764253437
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2019-08-10T13:40:00,11451.494466145834,0.40688145562970296,0.5931185443702972
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2019-08-10T14:00:00,11456.026801215277,0.6781337542255548,0.32186624577444517
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2019-08-10T14:20:00,11426.1630859375,0.631335461936906,0.368664538063094
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2019-08-10T14:40:00,11413.129014756945,0.6214467965284589,0.378553203471541
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2019-08-10T15:00:00,11416.041015625,0.6508698520753338,0.34913014792466635
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2019-08-10T15:20:00,11432.755750868055,0.5618785826253185,0.43812141737468147
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2019-08-10T15:40:00,11410.909939236111,0.5524372826728199,0.4475627173271801
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2019-08-10T16:00:00,11401.2259765625,0.5376810695041971,0.46231893049580275
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2019-08-10T16:20:00,11392.866536458334,0.6380488083153308,0.36195119168466916
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2019-08-10T16:40:00,11368.657769097223,0.6491787688948025,0.35082123110519753
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2019-08-10T17:00:00,11347.328884548611,0.6123678328389881,0.3876321671610119
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2019-08-10T17:20:00,11398.531032986111,0.6743216891030781,0.32567831089692195
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2019-08-10T17:40:00,11401.97197265625,0.6711219061934897,0.32887809380651023
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2019-08-10T18:00:00,11385.302191840277,0.667910332241187,0.33208966775881293
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2019-08-10T18:20:00,11368.152235243055,0.6877028110752175,0.31229718892478264
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2019-08-10T18:40:00,11374.289930555555,0.6421495151175716,0.3578504848824283
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2019-08-10T19:00:00,11361.828776041666,0.6651905829219482,0.33480941707805184
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2019-08-10T19:20:00,11349.28291015625,0.6353849057818903,0.36461509421810967
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2019-08-10T19:40:00,11344.813368055555,0.5802551243959988,0.4197448756040013
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2019-08-10T20:00:00,11367.511176215277,0.6598421413837092,0.34015785861629083
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2019-08-10T20:20:00,11376.683485243055,0.6901700620910418,0.30982993790895824
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2019-08-10T20:40:00,11356.072374131945,0.6277910109477822,0.37220898905221783
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2019-08-10T21:00:00,11332.16474609375,0.5748772842933609,0.42512271570663906
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2019-08-10T21:20:00,11335.863389756945,0.6097175320856112,0.39028246791438886
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2019-08-10T21:40:00,11332.8466796875,0.41341007586462647,0.5865899241353736
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2019-08-10T22:00:00,11319.971137152777,0.6791769782431056,0.3208230217568943
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2019-08-10T22:20:00,11298.448893229166,0.5369720459965348,0.463027954003465
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2019-08-10T22:40:00,11315.787890625,0.6491861766678833,0.3508138233321167
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2019-08-10T23:00:00,11345.858832465277,0.6605692536158401,0.33943074638416
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2019-08-10T23:20:00,11343.282335069445,0.6610958589703089,0.33890414102969113
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2019-08-10T23:40:00,11332.678927951389,0.6769499006582065,0.3230500993417934
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2019-08-11T00:00:00,11310.861219618055,0.6757194457447895,0.3242805542552107
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2019-08-11T00:20:00,11366.58095703125,0.5495295542377412,0.45047044576225886
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2019-08-11T00:40:00,11425.075412326389,0.5495721618384806,0.4504278381615194
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2019-08-11T01:00:00,11392.177625868055,0.6569360850440795,0.3430639149559205
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2019-08-11T01:20:00,11391.202256944445,0.6387944193483925,0.3612055806516075
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2019-08-11T01:40:00,11376.443250868055,0.5342728930646066,0.46572710693539354
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2019-08-11T02:00:00,11382.28896484375,0.654112780824424,0.34588721917557586
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2019-08-11T02:20:00,11386.936740451389,0.6347371785576235,0.3652628214423765
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2019-08-11T02:40:00,11376.695638020834,0.6007389236995619,0.3992610763004379
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2019-08-11T03:00:00,11387.851236979166,0.652357996303953,0.34764200369604703
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2019-08-11T03:20:00,11404.256727430555,0.6584472946206366,0.34155270537936333
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2019-08-11T03:40:00,11397.7041015625,0.6361597150913694,0.36384028490863063
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2019-08-11T04:00:00,11407.205620659723,0.6434419807577798,0.3565580192422201
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2019-08-11T04:20:00,11393.106770833334,0.6786527307775161,0.321347269222484
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2019-08-11T04:40:00,11387.253363715277,0.47659807067248267,0.5234019293275174
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2019-08-11T05:00:00,11376.687717013889,0.6075992572428865,0.39240074275711356
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2019-08-11T05:20:00,11371.49091796875,0.6667653723922398,0.33323462760776035
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2019-08-11T05:40:00,11377.342230902777,0.6510149226393858,0.3489850773606141
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2019-08-11T06:00:00,11377.576714409723,0.5900247192571966,0.4099752807428035
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2019-08-11T06:20:00,11384.317816840277,0.584004544651997,0.4159954553480031
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2019-08-11T06:40:00,11355.543402777777,0.6099239410937645,0.39007605890623553
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2019-08-11T07:00:00,11355.77001953125,0.6247484369695742,0.3752515630304257
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2019-08-11T07:20:00,11353.465494791666,0.6070929228730317,0.39290707712696826
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2019-08-11T07:40:00,11365.033420138889,0.5465993992486684,0.4534006007513317
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2019-08-11T08:00:00,11377.826714409723,0.5562781576822704,0.4437218423177296
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2019-08-11T08:20:00,11361.535481770834,0.4722174599328615,0.5277825400671385
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2019-08-11T08:40:00,11331.27197265625,0.626879640620249,0.3731203593797511
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2019-08-11T09:00:00,11251.542209201389,0.5745919248762765,0.4254080751237235
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2019-08-11T09:20:00,11242.855577256945,0.6338213893038831,0.3661786106961168
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2019-08-11T09:40:00,11293.3134765625,0.5675677468658742,0.4324322531341258
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2019-08-11T10:00:00,11375.678927951389,0.662068755690373,0.3379312443096269
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2019-08-11T10:20:00,11370.65,0.6528751953484073,0.34712480465159257
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2019-08-11T10:40:00,11347.428927951389,0.599597773208383,0.40040222679161697
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2019-08-11T11:00:00,11367.512261284723,0.38706937873298136,0.6129306212670186
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2019-08-11T11:20:00,11374.599934895834,0.6438946415019184,0.35610535849808156
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2019-08-11T11:40:00,11408.058919270834,0.16081816740881932,0.8391818325911806
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2019-08-11T12:00:00,11449.3798828125,0.6823639956542296,0.3176360043457704
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2019-08-11T12:20:00,11436.747721354166,0.6770972889952676,0.3229027110047324
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2019-08-11T12:40:00,11446.329969618055,0.6925934466871058,0.30740655331289424
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2019-08-11T13:00:00,11438.517795138889,0.654652478815902,0.34534752118409795
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2019-08-11T13:20:00,11422.4033203125,0.6327927182404469,0.36720728175955303
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2019-08-11T13:40:00,11401.083984375,0.6798617417015522,0.3201382582984478
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2019-08-11T14:00:00,11389.884331597223,0.6052985343987611,0.3947014656012389
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2019-08-11T14:20:00,11401.158854166666,0.570166067688104,0.4298339323118961
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2019-08-11T14:40:00,11399.070963541666,0.5136693050712073,0.4863306949287925
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2019-08-11T15:00:00,11402.946614583334,0.5796801649711361,0.42031983502886394
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2019-08-11T15:20:00,11377.36298828125,0.5919218614141928,0.4080781385858073
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2019-08-11T15:40:00,11371.596462673611,0.6310810207062723,0.3689189792937278
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2019-08-11T16:00:00,11395.904513888889,0.6217371805101322,0.3782628194898679
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2019-08-11T16:20:00,11419.927734375,0.6461206955537799,0.35387930444622007
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2019-08-11T16:40:00,11420.288736979166,0.5300978440776618,0.4699021559223382
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2019-08-11T17:00:00,11403.67509765625,0.6306025833631896,0.36939741663681025
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2019-08-11T17:20:00,11396.848958333334,0.547456589821129,0.45254341017887106
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2019-08-11T17:40:00,11388.457790798611,0.6536498289468671,0.3463501710531329
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2019-08-11T18:00:00,11382.766710069445,0.6082083185010192,0.3917916814989807
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2019-08-11T18:20:00,11402.794379340277,0.5628988213178285,0.43710117868217163
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2019-08-11T18:40:00,11396.54404296875,0.43049449803380485,0.5695055019661952
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2019-08-11T19:00:00,11395.010091145834,0.639117670357487,0.360882329642513
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2019-08-11T19:20:00,11388.391167534723,0.6560616186341286,0.3439383813658712
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2019-08-11T19:40:00,11386.055555555555,0.6757055424160328,0.3242944575839673
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2019-08-11T20:00:00,11378.362196180555,0.5539835390589898,0.4460164609410101
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2019-08-11T20:20:00,11421.919140625,0.6092714409461888,0.3907285590538111
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2019-08-11T20:40:00,11421.776584201389,0.6781988311663134,0.32180116883368665
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2019-08-11T21:00:00,11434.21875,0.6626951060952113,0.3373048939047888
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2019-08-11T21:20:00,11476.744466145834,0.6350809690036068,0.3649190309963932
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2019-08-11T21:40:00,11524.327690972223,0.3247190105646936,0.6752809894353065
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2019-08-11T22:00:00,11511.52587890625,0.6511572743872109,0.3488427256127891
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2019-08-11T22:20:00,11502.041015625,0.6762538431724938,0.3237461568275062
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2019-08-11T22:40:00,11514.976671006945,0.5141931297456488,0.4858068702543512
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2019-08-11T23:00:00,11531.945638020834,0.6313772789942997,0.36862272100570015
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2019-08-11T23:20:00,11532.624565972223,0.6016062596191318,0.39839374038086817
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2019-08-11T23:40:00,11551.14814453125,0.6236360480763794,0.3763639519236207
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2019-08-12T00:00:00,11521.941080729166,0.6253381699666754,0.37466183003332465
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2019-08-12T00:20:00,11502.863064236111,0.5719546518362717,0.4280453481637282
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2019-08-12T00:40:00,11485.684353298611,0.6294134488120073,0.37058655118799255
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2019-08-12T01:00:00,11488.705620659723,0.6794083484801265,0.32059165151987346
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2019-08-12T01:20:00,11516.49697265625,0.5208981787238789,0.47910182127612094
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2019-08-12T01:40:00,11486.148871527777,0.4094999078005231,0.590500092199477
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2019-08-12T02:00:00,11488.198893229166,0.671080283782491,0.32891971621750915
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2019-08-12T02:20:00,11471.236653645834,0.6679527549970672,0.332047245002933
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2019-08-12T02:40:00,11461.664605034723,0.6869545472611236,0.31304545273887624
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2019-08-12T03:00:00,11447.75390625,0.6403190453591587,0.3596809546408413
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2019-08-12T03:20:00,11438.854383680555,0.5849811299997134,0.4150188700002866
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2019-08-12T03:40:00,11452.5,0.6118184704602951,0.38818152953970486
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2019-08-12T04:00:00,11453.569878472223,0.6297212525725702,0.37027874742742983
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2019-08-12T04:20:00,11463.232421875,0.6813426637109852,0.3186573362890149
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2019-08-12T04:40:00,11446.39384765625,0.6536365546454181,0.3463634453545818
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2019-08-12T05:00:00,11440.851128472223,0.5398910600898461,0.4601089399101538
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2019-08-12T05:20:00,11400.792100694445,0.5035652314928276,0.49643476850717244
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2019-08-12T05:40:00,11403.041232638889,0.6071596274052669,0.3928403725947331
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2019-08-12T06:00:00,11391.78896484375,0.6440912520510085,0.3559087479489917
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2019-08-12T06:20:00,11387.051106770834,0.49408216522863796,0.5059178347713621
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2019-08-12T06:40:00,11382.095486111111,0.6456520913335915,0.35434790866640853
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2019-08-12T07:00:00,11364.397786458334,0.5844129665591042,0.4155870334408958
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2019-08-12T07:20:00,11369.844618055555,0.6361426617503474,0.3638573382496526
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2019-08-12T07:40:00,11398.74208984375,0.6590629697838333,0.34093703021616667
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2019-08-12T08:00:00,11386.335503472223,0.6477999791225999,0.3522000208774
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2019-08-12T08:20:00,11348.097873263889,0.6431414167709211,0.3568585832290789
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2019-08-12T08:40:00,11353.737847222223,0.6615011707187288,0.3384988292812711
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2019-08-12T09:00:00,11362.335503472223,0.6104913483678767,0.3895086516321233
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2019-08-12T09:20:00,11378.998828125,0.6854220220481311,0.31457797795186887
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2019-08-12T09:40:00,11376.811306423611,0.6715225557051585,0.3284774442948415
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2019-08-12T10:00:00,11362.680989583334,0.6622198218374931,0.3377801781625069
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2019-08-12T10:20:00,11380.706705729166,0.6414232069686598,0.35857679303134016
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2019-08-12T10:40:00,11388.443467881945,0.6835843520518221,0.3164156479481779
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2019-08-12T11:00:00,11367.816796875,0.6472069155613542,0.3527930844386457
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2019-08-12T11:20:00,11343.722113715277,0.6590942729628322,0.3409057270371679
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2019-08-12T11:40:00,11327.515625,0.6684264626591627,0.3315735373408374
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2019-08-12T12:00:00,11362.027669270834,0.5877699982840787,0.4122300017159214
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2019-08-12T12:20:00,11384.478841145834,0.6810240234120695,0.31897597658793064
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2019-08-12T12:40:00,11398.3560546875,0.3431108147000487,0.6568891852999512
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2019-08-12T13:00:00,11375.647786458334,0.4894574283406821,0.5105425716593177
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2019-08-12T13:20:00,11369.760959201389,0.6570530608418301,0.34294693915816993
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2019-08-12T13:40:00,11394.930013020834,0.6641049678741577,0.3358950321258421
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2019-08-12T14:00:00,11380.068901909723,0.5628184209920828,0.43718157900791715
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2019-08-12T14:20:00,11393.87607421875,0.48251707929705906,0.5174829207029409
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2019-08-12T14:40:00,11385.921115451389,0.6079831361496497,0.3920168638503503
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2019-08-12T15:00:00,11375.189887152777,0.6563552519079952,0.3436447480920048
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2019-08-12T15:20:00,11375.322157118055,0.6331616932927264,0.36683830670727346
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2019-08-12T15:40:00,11391.156792534723,0.5950923093252443,0.4049076906747557
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2019-08-12T16:00:00,11399.801953125,0.633309515004878,0.366690484995122
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2019-08-12T16:20:00,11395.595486111111,0.6457060433135906,0.35429395668640945
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2019-08-12T16:40:00,11409.202256944445,0.5591611494061302,0.44083885059386996
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2019-08-12T17:00:00,11424.571072048611,0.6197593405228927,0.3802406594771073
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2019-08-12T17:20:00,11426.198676215277,0.6763167812618478,0.32368321873815226
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2019-08-12T17:40:00,11406.51796875,0.6286722346068885,0.3713277653931115
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2019-08-12T18:00:00,11404.352322048611,0.5115319976972041,0.48846800230279586
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2019-08-12T18:20:00,11398.163519965277,0.6257554813739197,0.3742445186260802
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2019-08-12T18:40:00,11413.278971354166,0.6378656952486648,0.3621343047513351
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2019-08-12T19:00:00,11421.8134765625,0.5973654004046227,0.4026345995953772
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2019-08-12T19:20:00,11426.74892578125,0.6115391612886458,0.3884608387113542
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2019-08-12T19:40:00,11423.771158854166,0.6031121766413208,0.3968878233586792
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2019-08-12T20:00:00,11452.396809895834,0.5385366074687161,0.4614633925312838
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2019-08-12T20:20:00,11449.376736111111,0.4542962781325796,0.5457037218674204
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2019-08-12T20:40:00,11440.247829861111,0.4990482904635068,0.5009517095364933
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2019-08-12T21:00:00,11442.9650390625,0.6153896418548124,0.3846103581451876
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2019-08-12T21:20:00,11424.958767361111,0.5218757491422692,0.4781242508577307
|
||||
2019-08-12T21:40:00,11403.863606770834,0.6258322688382039,0.374167731161796
|
||||
2019-08-12T22:00:00,11389.853298611111,0.6385406263433715,0.36145937365662845
|
||||
2019-08-12T22:20:00,11420.267903645834,0.3822032629780549,0.617796737021945
|
||||
2019-08-12T22:40:00,11421.151953125,0.6706924267223235,0.3293075732776765
|
||||
2019-08-12T23:00:00,11405.87890625,0.5321807162637315,0.4678192837362684
|
||||
2019-08-12T23:20:00,11394.993489583334,0.6515322129983447,0.34846778700165526
|
||||
2019-08-12T23:40:00,11396.562174479166,0.6702444184949312,0.3297555815050688
|
||||
2019-08-13T00:00:00,11386.675564236111,0.6376087190686965,0.36239128093130335
|
||||
2019-08-13T00:20:00,11390.31396484375,0.656433236317971,0.3435667636820291
|
||||
2019-08-13T00:40:00,11418.509006076389,0.6300882756647801,0.3699117243352198
|
||||
2019-08-13T01:00:00,11425.298719618055,0.5936846794796631,0.4063153205203369
|
||||
2019-08-13T01:20:00,11417.285373263889,0.6344587910902493,0.3655412089097507
|
||||
2019-08-13T01:40:00,11414.825629340277,0.5885973876024824,0.41140261239751774
|
||||
2019-08-13T02:00:00,11415.9611328125,0.6232328912938021,0.3767671087061978
|
||||
2019-08-13T02:20:00,11414.3388671875,0.5080158921362159,0.491984107863784
|
||||
2019-08-13T02:40:00,11397.362196180555,0.6054939302573688,0.39450606974263125
|
||||
2019-08-13T03:00:00,11381.907660590277,0.5981995907128752,0.4018004092871248
|
||||
2019-08-13T03:20:00,11381.373372395834,0.6041410039449,0.39585899605509994
|
||||
2019-08-13T03:40:00,11381.59794921875,0.6227639641432441,0.3772360358567557
|
||||
2019-08-13T04:00:00,11386.341037326389,0.5673000788531883,0.43269992114681166
|
||||
2019-08-13T04:20:00,11372.684353298611,0.6154754580024837,0.3845245419975163
|
||||
2019-08-13T04:40:00,11361.396484375,0.6555001794226949,0.3444998205773051
|
||||
2019-08-13T05:00:00,11363.478841145834,0.6170534964633667,0.3829465035366333
|
||||
2019-08-13T05:20:00,11369.023220486111,0.5584422192899314,0.44155778071006857
|
||||
2019-08-13T05:40:00,11380.88798828125,0.66378368455584,0.3362163154441599
|
||||
2019-08-13T06:00:00,11381.498806423611,0.6208091778422817,0.3791908221577183
|
||||
2019-08-13T06:20:00,11375.743272569445,0.6362667243295514,0.3637332756704484
|
||||
2019-08-13T06:40:00,11368.918836805555,0.6088606977056898,0.39113930229431026
|
||||
2019-08-13T07:00:00,11360.1048828125,0.5781304175876052,0.42186958241239486
|
||||
2019-08-13T07:20:00,11349.404513888889,0.5725347705496153,0.4274652294503847
|
||||
2019-08-13T07:40:00,11372.202256944445,0.6690789812687885,0.3309210187312115
|
||||
2019-08-13T08:00:00,11349.807725694445,0.5506707559522843,0.44932924404771557
|
||||
2019-08-13T08:20:00,11334.747938368055,0.5475636768966059,0.452436323103394
|
||||
2019-08-13T08:40:00,11339.99189453125,0.5888062805659351,0.4111937194340649
|
||||
2019-08-13T09:00:00,11327.682183159723,0.6284692330424246,0.3715307669575753
|
||||
2019-08-13T09:20:00,11299.879014756945,0.6480465537434921,0.3519534462565079
|
||||
2019-08-13T09:40:00,11292.828993055555,0.6433289130369744,0.35667108696302563
|
||||
2019-08-13T10:00:00,11295.584309895834,0.6116558223862982,0.3883441776137017
|
||||
2019-08-13T10:20:00,11259.08193359375,0.6343773803276949,0.365622619672305
|
||||
2019-08-13T10:40:00,11264.911241319445,0.6045441092614918,0.3954558907385082
|
||||
2019-08-13T11:00:00,11271.285481770834,0.5917488903795041,0.4082511096204959
|
||||
2019-08-13T11:20:00,11291.047743055555,0.6270154308360245,0.3729845691639755
|
||||
2019-08-13T11:40:00,11285.030056423611,0.6614001471975195,0.3385998528024806
|
||||
2019-08-13T12:00:00,11267.033984375,0.5997020296936002,0.40029797030639985
|
||||
2019-08-13T12:20:00,11288.711046006945,0.6217492788226657,0.37825072117733416
|
||||
2019-08-13T12:40:00,11274.071180555555,0.5852572858745833,0.4147427141254166
|
||||
2019-08-13T13:00:00,11244.406792534723,0.5823822205562896,0.41761777944371037
|
||||
2019-08-13T13:20:00,11205.04287109375,0.6250742403126983,0.3749257596873016
|
||||
2019-08-13T13:40:00,11185.309027777777,0.5697763800243181,0.43022361997568204
|
||||
2019-08-13T14:00:00,11089.408962673611,0.5875652613700966,0.4124347386299035
|
||||
2019-08-13T14:20:00,11013.327690972223,0.650181183560554,0.349818816439446
|
||||
2019-08-13T14:40:00,11004.953342013889,0.5419771494825585,0.4580228505174415
|
||||
2019-08-13T15:00:00,10989.151953125,0.5910518061020651,0.408948193897935
|
||||
2019-08-13T15:20:00,10985.026692708334,0.6630092475208966,0.3369907524791034
|
||||
2019-08-13T15:40:00,10960.876736111111,0.6704077571858567,0.3295922428141435
|
||||
2019-08-13T16:00:00,10975.355577256945,0.6596598515532603,0.34034014844673977
|
||||
2019-08-13T16:20:00,10956.637912326389,0.6592742279339825,0.3407257720660174
|
||||
2019-08-13T16:40:00,10892.023328993055,0.633758612209417,0.36624138779058313
|
||||
2019-08-13T17:00:00,10849.48798828125,0.46963732733007474,0.5303626726699252
|
||||
2019-08-13T17:20:00,10899.003363715277,0.4638991110236021,0.536100888976398
|
||||
2019-08-13T17:40:00,10901.8955078125,0.5231334403701868,0.4768665596298132
|
||||
2019-08-13T18:00:00,10896.616753472223,0.5060679081774209,0.49393209182257897
|
||||
2019-08-13T18:20:00,10919.703450520834,0.6023811846973985,0.3976188153026014
|
||||
2019-08-13T18:40:00,10942.492296006945,0.6613861882805943,0.33861381171940585
|
||||
2019-08-13T19:00:00,10931.265625,0.6583488260660886,0.3416511739339113
|
||||
2019-08-13T19:20:00,10938.12509765625,0.6777627073334098,0.3222372926665902
|
||||
2019-08-13T19:40:00,10926.246744791666,0.6670229261643958,0.33297707383560404
|
||||
2019-08-13T20:00:00,10957.206705729166,0.6592474272156832,0.3407525727843167
|
||||
2019-08-13T20:20:00,10956.663194444445,0.4701140271025393,0.5298859728974608
|
||||
2019-08-13T20:40:00,10942.324327256945,0.6088136690822006,0.3911863309177995
|
||||
2019-08-13T21:00:00,10896.081271701389,0.6526086259159338,0.3473913740840662
|
||||
2019-08-13T21:20:00,10878.505078125,0.5984884864141065,0.40151151358589343
|
||||
2019-08-13T21:40:00,10894.5244140625,0.5858468110353678,0.41415318896463216
|
||||
2019-08-13T22:00:00,10911.148871527777,0.6517440545616155,0.34825594543838445
|
||||
2019-08-13T22:20:00,10875.351236979166,0.6408948807456714,0.3591051192543285
|
||||
2019-08-13T22:40:00,10906.046657986111,0.6070251027841336,0.3929748972158663
|
||||
2019-08-13T23:00:00,10918.7451171875,0.6641092373104258,0.3358907626895741
|
||||
2019-08-13T23:20:00,10914.104383680555,0.6424595231161692,0.35754047688383084
|
||||
2019-08-13T23:40:00,10898.773328993055,0.6538924739421303,0.34610752605786965
|
||||
2019-08-14T00:00:00,10873.996636284723,0.6132870407444451,0.38671295925555504
|
||||
2019-08-14T00:20:00,10839.976671006945,0.679415714675889,0.3205842853241109
|
||||
2019-08-14T00:40:00,10811.24296875,0.6352162178387528,0.364783782161247
|
||||
2019-08-14T01:00:00,10787.704427083334,0.6667575705678144,0.3332424294321857
|
||||
2019-08-14T01:20:00,10669.369900173611,0.6772618370689663,0.3227381629310338
|
||||
2019-08-14T01:40:00,10626.171006944445,0.663499853984217,0.3365001460157831
|
||||
2019-08-14T02:00:00,10598.291015625,0.5839783775146445,0.4160216224853554
|
||||
2019-08-14T02:20:00,10641.641015625,0.4963626271331116,0.5036373728668885
|
||||
2019-08-14T02:40:00,10678.185763888889,0.6085323000086991,0.39146769999130077
|
||||
2019-08-14T03:00:00,10664.284505208334,0.5850178563335919,0.414982143666408
|
||||
2019-08-14T03:20:00,10652.567816840277,0.5786693343289557,0.42133066567104416
|
||||
2019-08-14T03:40:00,10633.665364583334,0.5445778667121564,0.45542213328784353
|
||||
2019-08-14T04:00:00,10648.1958984375,0.6380466950418269,0.3619533049581733
|
||||
2019-08-14T04:20:00,10624.257921006945,0.503431721914356,0.496568278085644
|
||||
2019-08-14T04:40:00,10603.869900173611,0.5316118327541259,0.46838816724587407
|
||||
2019-08-14T05:00:00,10573.132052951389,0.572482802175557,0.4275171978244431
|
||||
2019-08-14T05:20:00,10614.732313368055,0.6447251208433402,0.35527487915665973
|
||||
2019-08-14T05:40:00,10622.78212890625,0.5339827512839717,0.46601724871602834
|
||||
2019-08-14T06:00:00,10646.657769097223,0.6020114847659737,0.39798851523402645
|
||||
2019-08-14T06:20:00,10646.678819444445,0.5045179979003855,0.49548200209961446
|
||||
2019-08-14T06:40:00,10629.991102430555,0.6474735752909355,0.35252642470906453
|
||||
2019-08-14T07:00:00,10639.841145833334,0.5615304233768255,0.43846957662317443
|
||||
2019-08-14T07:20:00,10633.24521484375,0.5408644363829478,0.45913556361705227
|
||||
2019-08-14T07:40:00,10607.752170138889,0.5771468309385042,0.42285316906149584
|
||||
2019-08-14T08:00:00,10611.884440104166,0.5180131894689965,0.48198681053100334
|
||||
2019-08-14T08:20:00,10578.325629340277,0.6507972358307423,0.34920276416925766
|
||||
2019-08-14T08:40:00,10502.283311631945,0.40341333464791446,0.5965866653520855
|
||||
2019-08-14T09:00:00,10474.62294921875,0.5144603350389285,0.4855396649610715
|
||||
2019-08-14T09:20:00,10481.101236979166,0.6212257377445534,0.3787742622554465
|
||||
2019-08-14T09:40:00,10513.264431423611,0.3472157087280547,0.6527842912719453
|
||||
2019-08-14T10:00:00,10540.198784722223,0.6376548157062898,0.3623451842937102
|
||||
2019-08-14T10:20:00,10572.214409722223,0.6300339382826192,0.3699660617173808
|
||||
2019-08-14T10:40:00,10543.14501953125,0.5123722983833987,0.4876277016166012
|
||||
2019-08-14T11:00:00,10514.2333984375,0.5105536952733631,0.48944630472663686
|
||||
2019-08-14T11:20:00,10502.462239583334,0.6768515922736023,0.3231484077263977
|
||||
2019-08-14T11:40:00,10544.894422743055,0.6404339243363617,0.3595660756636382
|
||||
2019-08-14T12:00:00,10584.820963541666,0.5108466761339676,0.4891533238660325
|
||||
2019-08-14T12:20:00,10653.50693359375,0.41516060336877764,0.5848393966312222
|
||||
2019-08-14T12:40:00,10636.584309895834,0.52252995555138,0.47747004444862007
|
||||
2019-08-14T13:00:00,10630.9609375,0.5960856891153969,0.403914310884603
|
||||
2019-08-14T13:20:00,10636.311089409723,0.49714385228560004,0.5028561477144
|
||||
2019-08-14T13:40:00,10606.923285590277,0.549213639938779,0.45078636006122086
|
||||
2019-08-14T14:00:00,10555.8548828125,0.6202144785481931,0.37978552145180694
|
||||
2019-08-14T14:20:00,10529.615559895834,0.5541000645435712,0.4458999354564288
|
||||
2019-08-14T14:40:00,10502.307725694445,0.6038164189536659,0.39618358104633417
|
||||
2019-08-14T15:00:00,10532.066840277777,0.6324756224418648,0.3675243775581353
|
||||
2019-08-14T15:20:00,10515.2619140625,0.5939761793482323,0.4060238206517677
|
||||
2019-08-14T15:40:00,10513.206705729166,0.4425083712449534,0.5574916287550467
|
||||
|
@@ -0,0 +1,253 @@
|
||||
Date,Open,High,Low,Close,Adj Close,Volume
|
||||
2018-05-23,182.500000,186.910004,182.179993,186.899994,186.899994,16628100
|
||||
2018-05-24,185.880005,186.800003,185.029999,185.929993,185.929993,12354700
|
||||
2018-05-25,186.020004,186.330002,184.449997,184.919998,184.919998,10965100
|
||||
2018-05-29,184.339996,186.809998,183.710007,185.740005,185.740005,16398900
|
||||
2018-05-30,186.539993,188.000000,185.250000,187.669998,187.669998,13736900
|
||||
2018-05-31,187.869995,192.720001,187.479996,191.779999,191.779999,30782600
|
||||
2018-06-01,193.070007,194.550003,192.070007,193.990005,193.990005,17307200
|
||||
2018-06-04,191.839996,193.979996,191.470001,193.279999,193.279999,18939800
|
||||
2018-06-05,194.300003,195.000000,192.619995,192.940002,192.940002,15544300
|
||||
2018-06-06,191.029999,192.529999,189.110001,191.339996,191.339996,22558900
|
||||
2018-06-07,190.750000,190.970001,186.770004,188.179993,188.179993,21503200
|
||||
2018-06-08,187.529999,189.479996,186.429993,189.100006,189.100006,12677100
|
||||
2018-06-11,188.809998,192.600006,188.800003,191.539993,191.539993,12928900
|
||||
2018-06-12,192.169998,193.279999,191.559998,192.399994,192.399994,11562700
|
||||
2018-06-13,192.740005,194.500000,191.910004,192.410004,192.410004,15853800
|
||||
2018-06-14,193.100006,197.279999,192.910004,196.809998,196.809998,19120900
|
||||
2018-06-15,195.789993,197.070007,194.639999,195.850006,195.850006,21860900
|
||||
2018-06-18,194.800003,199.580002,194.130005,198.309998,198.309998,16826000
|
||||
2018-06-19,196.240005,197.960007,193.789993,197.490005,197.490005,19994000
|
||||
2018-06-20,199.100006,203.550003,198.809998,202.000000,202.000000,28230900
|
||||
2018-06-21,202.759995,203.389999,200.089996,201.500000,201.500000,19045700
|
||||
2018-06-22,201.160004,202.240005,199.309998,201.740005,201.740005,17420200
|
||||
2018-06-25,200.000000,200.000000,193.110001,196.350006,196.350006,25275100
|
||||
2018-06-26,197.600006,199.100006,196.229996,199.000000,199.000000,17897600
|
||||
2018-06-27,199.179993,200.750000,195.800003,195.839996,195.839996,18734400
|
||||
2018-06-28,195.179993,197.339996,193.259995,196.229996,196.229996,18172400
|
||||
2018-06-29,197.320007,197.600006,193.960007,194.320007,194.320007,15811600
|
||||
2018-07-02,193.369995,197.449997,192.220001,197.360001,197.360001,13961600
|
||||
2018-07-03,194.550003,195.399994,192.520004,192.729996,192.729996,13489500
|
||||
2018-07-05,194.740005,198.649994,194.029999,198.449997,198.449997,19684200
|
||||
2018-07-06,198.449997,203.639999,197.699997,203.229996,203.229996,19740100
|
||||
2018-07-09,204.929993,205.800003,202.119995,204.740005,204.740005,18149400
|
||||
2018-07-10,204.500000,204.910004,202.259995,203.539993,203.539993,13190100
|
||||
2018-07-11,202.220001,204.500000,201.750000,202.539993,202.539993,12927400
|
||||
2018-07-12,203.429993,207.080002,203.190002,206.919998,206.919998,15454700
|
||||
2018-07-13,207.809998,208.429993,206.449997,207.320007,207.320007,11486800
|
||||
2018-07-16,207.500000,208.720001,206.839996,207.229996,207.229996,11078200
|
||||
2018-07-17,204.899994,210.460007,204.839996,209.990005,209.990005,15349900
|
||||
2018-07-18,209.820007,210.990005,208.440002,209.360001,209.360001,15334900
|
||||
2018-07-19,208.770004,209.990005,207.759995,208.089996,208.089996,11350400
|
||||
2018-07-20,208.850006,211.500000,208.500000,209.940002,209.940002,16163900
|
||||
2018-07-23,210.580002,211.619995,208.800003,210.910004,210.910004,16732000
|
||||
2018-07-24,215.110001,216.199997,212.600006,214.669998,214.669998,28468700
|
||||
2018-07-25,215.720001,218.619995,214.270004,217.500000,217.500000,58954200
|
||||
2018-07-26,174.889999,180.130005,173.750000,176.259995,176.259995,169803700
|
||||
2018-07-27,179.869995,179.929993,173.000000,174.889999,174.889999,60073700
|
||||
2018-07-30,175.300003,175.300003,166.559998,171.059998,171.059998,65280800
|
||||
2018-07-31,170.669998,174.240005,170.000000,172.580002,172.580002,40356500
|
||||
2018-08-01,173.929993,175.080002,170.899994,171.649994,171.649994,34042100
|
||||
2018-08-02,170.679993,176.789993,170.270004,176.369995,176.369995,32400000
|
||||
2018-08-03,177.690002,178.850006,176.149994,177.779999,177.779999,24763400
|
||||
2018-08-06,178.970001,185.789993,178.380005,185.690002,185.690002,49716200
|
||||
2018-08-07,186.500000,188.300003,183.720001,183.809998,183.809998,33398600
|
||||
2018-08-08,184.750000,186.850006,183.759995,185.179993,185.179993,22205200
|
||||
2018-08-09,185.850006,186.570007,182.479996,183.089996,183.089996,19696700
|
||||
2018-08-10,182.039993,182.100006,179.419998,180.259995,180.259995,21500400
|
||||
2018-08-13,180.100006,182.610001,178.899994,180.050003,180.050003,17369400
|
||||
2018-08-14,180.710007,181.990005,178.619995,181.110001,181.110001,19102000
|
||||
2018-08-15,179.339996,180.869995,174.779999,179.529999,179.529999,33020200
|
||||
2018-08-16,180.419998,180.500000,174.009995,174.699997,174.699997,31351800
|
||||
2018-08-17,174.500000,176.220001,172.039993,173.800003,173.800003,24893200
|
||||
2018-08-20,174.039993,174.570007,170.910004,172.500000,172.500000,21518000
|
||||
2018-08-21,172.809998,174.169998,171.389999,172.619995,172.619995,19578500
|
||||
2018-08-22,172.210007,174.240005,172.130005,173.639999,173.639999,16894100
|
||||
2018-08-23,173.089996,175.550003,172.830002,172.899994,172.899994,18053600
|
||||
2018-08-24,173.699997,174.820007,172.919998,174.649994,174.649994,14631600
|
||||
2018-08-27,175.990005,178.669998,175.789993,177.460007,177.460007,17921900
|
||||
2018-08-28,178.100006,178.240005,175.830002,176.259995,176.259995,15910700
|
||||
2018-08-29,176.300003,176.789993,174.750000,175.899994,175.899994,18494100
|
||||
2018-08-30,175.899994,179.789993,175.699997,177.639999,177.639999,24216500
|
||||
2018-08-31,177.149994,177.619995,174.979996,175.729996,175.729996,18065200
|
||||
2018-09-04,173.500000,173.889999,168.800003,171.160004,171.160004,29809000
|
||||
2018-09-05,169.490005,171.130005,166.669998,167.179993,167.179993,31226700
|
||||
2018-09-06,166.979996,166.979996,160.000000,162.529999,162.529999,41514800
|
||||
2018-09-07,160.309998,164.630005,160.160004,163.039993,163.039993,24300600
|
||||
2018-09-10,163.509995,165.009995,162.160004,164.179993,164.179993,20197700
|
||||
2018-09-11,163.940002,167.190002,163.720001,165.940002,165.940002,20457100
|
||||
2018-09-12,163.250000,164.490005,161.800003,162.000000,162.000000,24078100
|
||||
2018-09-13,162.000000,163.320007,160.860001,161.360001,161.360001,25453800
|
||||
2018-09-14,161.720001,162.839996,160.339996,162.320007,162.320007,21770400
|
||||
2018-09-17,161.919998,162.059998,159.770004,160.580002,160.580002,21005300
|
||||
2018-09-18,159.389999,161.759995,158.869995,160.300003,160.300003,22465200
|
||||
2018-09-19,160.080002,163.440002,159.479996,163.059998,163.059998,19629000
|
||||
2018-09-20,164.500000,166.449997,164.470001,166.020004,166.020004,18824200
|
||||
2018-09-21,166.639999,167.250000,162.809998,162.929993,162.929993,45994800
|
||||
2018-09-24,161.029999,165.699997,160.880005,165.410004,165.410004,19222800
|
||||
2018-09-25,161.990005,165.589996,161.149994,164.910004,164.910004,27622800
|
||||
2018-09-26,164.300003,169.300003,164.210007,166.949997,166.949997,25252200
|
||||
2018-09-27,167.550003,171.770004,167.210007,168.839996,168.839996,27266900
|
||||
2018-09-28,168.330002,168.789993,162.559998,164.460007,164.460007,34265600
|
||||
2018-10-01,163.029999,165.880005,161.259995,162.440002,162.440002,26407700
|
||||
2018-10-02,161.580002,162.279999,158.669998,159.330002,159.330002,36031000
|
||||
2018-10-03,160.000000,163.660004,159.529999,162.429993,162.429993,23109500
|
||||
2018-10-04,161.460007,161.460007,157.350006,158.850006,158.850006,25739600
|
||||
2018-10-05,159.210007,160.899994,156.199997,157.330002,157.330002,25744000
|
||||
2018-10-08,155.539993,158.339996,154.389999,157.250000,157.250000,24046000
|
||||
2018-10-09,157.690002,160.589996,157.419998,157.899994,157.899994,18844400
|
||||
2018-10-10,156.820007,157.690002,151.309998,151.380005,151.380005,30610000
|
||||
2018-10-11,150.130005,154.809998,149.160004,153.350006,153.350006,35338900
|
||||
2018-10-12,156.729996,156.889999,151.300003,153.740005,153.740005,25293500
|
||||
2018-10-15,153.320007,155.570007,152.550003,153.520004,153.520004,15433500
|
||||
2018-10-16,155.399994,159.460007,155.009995,158.779999,158.779999,19180100
|
||||
2018-10-17,159.559998,160.490005,157.949997,159.419998,159.419998,17592000
|
||||
2018-10-18,158.509995,158.660004,153.279999,154.919998,154.919998,21675100
|
||||
2018-10-19,155.860001,157.350006,153.550003,154.050003,154.050003,19761300
|
||||
2018-10-22,154.759995,157.339996,154.460007,154.779999,154.779999,15424700
|
||||
2018-10-23,151.220001,154.770004,150.850006,154.389999,154.389999,19095000
|
||||
2018-10-24,154.279999,154.649994,145.600006,146.039993,146.039993,27744600
|
||||
2018-10-25,147.729996,152.210007,147.000000,150.949997,150.949997,22105700
|
||||
2018-10-26,145.820007,149.000000,143.800003,145.369995,145.369995,31303300
|
||||
2018-10-29,148.500000,148.830002,139.029999,142.089996,142.089996,31336800
|
||||
2018-10-30,139.940002,146.639999,139.740005,146.220001,146.220001,50528300
|
||||
2018-10-31,155.000000,156.399994,148.960007,151.789993,151.789993,60101300
|
||||
2018-11-01,151.520004,152.750000,149.350006,151.750000,151.750000,25640800
|
||||
2018-11-02,151.800003,154.130005,148.960007,150.350006,150.350006,24708700
|
||||
2018-11-05,150.100006,150.190002,147.440002,148.679993,148.679993,15971200
|
||||
2018-11-06,149.309998,150.970001,148.000000,149.940002,149.940002,16667100
|
||||
2018-11-07,151.570007,153.009995,149.830002,151.529999,151.529999,21877400
|
||||
2018-11-08,150.490005,150.940002,146.740005,147.869995,147.869995,24145800
|
||||
2018-11-09,146.750000,147.759995,144.070007,144.960007,144.960007,17326900
|
||||
2018-11-12,144.479996,145.039993,140.490005,141.550003,141.550003,18542100
|
||||
2018-11-13,142.000000,144.880005,141.619995,142.160004,142.160004,15141700
|
||||
2018-11-14,143.699997,145.580002,141.550003,144.220001,144.220001,22068400
|
||||
2018-11-15,142.330002,144.839996,140.830002,143.850006,143.850006,30320300
|
||||
2018-11-16,141.070007,141.770004,137.770004,139.529999,139.529999,37250600
|
||||
2018-11-19,137.610001,137.750000,131.210007,131.550003,131.550003,44362700
|
||||
2018-11-20,127.029999,134.160004,126.849998,132.429993,132.429993,41939500
|
||||
2018-11-21,134.399994,137.190002,134.130005,134.820007,134.820007,25469700
|
||||
2018-11-23,133.649994,134.500000,131.259995,131.729996,131.729996,11886100
|
||||
2018-11-26,133.000000,137.000000,132.779999,136.380005,136.380005,24263600
|
||||
2018-11-27,135.750000,136.610001,133.710007,135.000000,135.000000,20750300
|
||||
2018-11-28,136.279999,136.789993,131.850006,136.759995,136.759995,29847500
|
||||
2018-11-29,135.919998,139.990005,135.660004,138.679993,138.679993,24238700
|
||||
2018-11-30,138.259995,140.970001,137.360001,140.610001,140.610001,25732600
|
||||
2018-12-03,143.000000,143.679993,140.759995,141.089996,141.089996,24819200
|
||||
2018-12-04,140.729996,143.389999,137.160004,137.929993,137.929993,30307400
|
||||
2018-12-06,133.820007,139.699997,133.669998,139.630005,139.630005,28218100
|
||||
2018-12-07,139.250000,140.869995,136.660004,137.419998,137.419998,21195500
|
||||
2018-12-10,139.600006,143.050003,139.009995,141.850006,141.850006,26422200
|
||||
2018-12-11,143.880005,143.880005,141.100006,142.080002,142.080002,20300300
|
||||
2018-12-12,143.080002,147.190002,142.509995,144.500000,144.500000,23696900
|
||||
2018-12-13,145.570007,145.850006,143.190002,145.009995,145.009995,18148600
|
||||
2018-12-14,143.339996,146.009995,142.509995,144.059998,144.059998,21785800
|
||||
2018-12-17,143.080002,144.919998,138.419998,140.190002,140.190002,24334000
|
||||
2018-12-18,141.080002,145.929993,139.830002,143.660004,143.660004,24709100
|
||||
2018-12-19,141.210007,144.910004,132.500000,133.240005,133.240005,57404900
|
||||
2018-12-20,130.699997,135.570007,130.000000,133.399994,133.399994,40297900
|
||||
2018-12-21,133.389999,134.899994,123.419998,124.949997,124.949997,56901500
|
||||
2018-12-24,123.099998,129.740005,123.019997,124.059998,124.059998,22066000
|
||||
2018-12-26,126.000000,134.240005,125.889999,134.179993,134.179993,39723400
|
||||
2018-12-27,132.440002,134.990005,129.669998,134.520004,134.520004,31202500
|
||||
2018-12-28,135.339996,135.919998,132.199997,133.199997,133.199997,22627600
|
||||
2018-12-31,134.449997,134.639999,129.949997,131.089996,131.089996,24625300
|
||||
2019-01-02,128.990005,137.509995,128.559998,135.679993,135.679993,28146200
|
||||
2019-01-03,134.690002,137.169998,131.119995,131.740005,131.740005,22700800
|
||||
2019-01-04,134.009995,138.000000,133.750000,137.949997,137.949997,29002100
|
||||
2019-01-07,137.559998,138.869995,135.910004,138.050003,138.050003,20089300
|
||||
2019-01-08,139.889999,143.139999,139.539993,142.529999,142.529999,26263800
|
||||
2019-01-09,142.949997,144.699997,141.270004,144.229996,144.229996,22205900
|
||||
2019-01-10,143.080002,144.559998,140.839996,144.199997,144.199997,16125000
|
||||
2019-01-11,143.149994,145.360001,142.570007,143.800003,143.800003,12908000
|
||||
2019-01-14,142.000000,146.570007,141.270004,145.389999,145.389999,20520300
|
||||
2019-01-15,146.009995,150.679993,145.990005,148.949997,148.949997,24069000
|
||||
2019-01-16,149.000000,149.649994,147.000000,147.539993,147.539993,18025700
|
||||
2019-01-17,146.949997,149.000000,146.500000,148.300003,148.300003,15787900
|
||||
2019-01-18,149.750000,152.429993,148.550003,150.039993,150.039993,31029600
|
||||
2019-01-22,149.199997,151.529999,146.369995,147.570007,147.570007,22378700
|
||||
2019-01-23,148.279999,148.800003,143.059998,144.300003,144.300003,20098400
|
||||
2019-01-24,144.639999,146.440002,142.520004,145.830002,145.830002,20955500
|
||||
2019-01-25,147.479996,149.830002,146.539993,149.009995,149.009995,22237200
|
||||
2019-01-28,148.050003,148.960007,146.210007,147.470001,147.470001,15508500
|
||||
2019-01-29,148.089996,148.100006,143.429993,144.190002,144.190002,17632100
|
||||
2019-01-30,146.220001,150.949997,145.699997,150.419998,150.419998,44613200
|
||||
2019-01-31,165.600006,171.679993,165.000000,166.690002,166.690002,77233600
|
||||
2019-02-01,165.839996,169.100006,165.660004,165.710007,165.710007,30806500
|
||||
2019-02-04,165.699997,169.300003,163.619995,169.250000,169.250000,20036000
|
||||
2019-02-05,169.149994,171.979996,168.690002,171.160004,171.160004,22557000
|
||||
2019-02-06,171.199997,172.470001,169.270004,170.490005,170.490005,13281200
|
||||
2019-02-07,168.199997,169.240005,165.250000,166.380005,166.380005,17517600
|
||||
2019-02-08,164.470001,167.369995,164.210007,167.330002,167.330002,12561400
|
||||
2019-02-11,167.899994,168.300003,165.080002,165.789993,165.789993,12811200
|
||||
2019-02-12,166.860001,168.339996,164.500000,165.039993,165.039993,16292300
|
||||
2019-02-13,165.380005,166.220001,163.729996,164.070007,164.070007,14205100
|
||||
2019-02-14,163.190002,164.869995,162.250000,163.949997,163.949997,12755200
|
||||
2019-02-15,164.509995,164.699997,160.860001,162.500000,162.500000,15504400
|
||||
2019-02-19,160.500000,164.149994,160.330002,162.289993,162.289993,14345400
|
||||
2019-02-20,162.250000,163.720001,161.250000,162.559998,162.559998,11770700
|
||||
2019-02-21,161.929993,162.240005,159.589996,160.039993,160.039993,15607800
|
||||
2019-02-22,160.580002,162.410004,160.309998,161.889999,161.889999,15858500
|
||||
2019-02-25,163.070007,166.070007,162.899994,164.619995,164.619995,18737100
|
||||
2019-02-26,164.339996,166.240005,163.800003,164.130005,164.130005,13784100
|
||||
2019-02-27,162.899994,163.929993,160.410004,162.809998,162.809998,12697500
|
||||
2019-02-28,162.369995,163.500000,160.860001,161.449997,161.449997,11114200
|
||||
2019-03-01,162.600006,163.130005,161.690002,162.279999,162.279999,11097800
|
||||
2019-03-04,163.899994,167.500000,163.830002,167.369995,167.369995,18894700
|
||||
2019-03-05,167.369995,171.880005,166.550003,171.259995,171.259995,28187900
|
||||
2019-03-06,172.899994,173.570007,171.270004,172.509995,172.509995,21531700
|
||||
2019-03-07,171.500000,171.740005,167.610001,169.130005,169.130005,18205400
|
||||
2019-03-08,166.199997,169.619995,165.970001,169.600006,169.600006,13184800
|
||||
2019-03-11,171.600006,174.300003,171.580002,172.070007,172.070007,18884000
|
||||
2019-03-12,172.089996,173.800003,171.220001,171.919998,171.919998,12155300
|
||||
2019-03-13,172.320007,174.029999,172.119995,173.369995,173.369995,11973300
|
||||
2019-03-14,169.759995,171.149994,168.160004,170.169998,170.169998,18037400
|
||||
2019-03-15,167.160004,167.580002,162.509995,165.979996,165.979996,37135400
|
||||
2019-03-18,163.570007,163.899994,159.279999,160.470001,160.470001,37524200
|
||||
2019-03-19,161.479996,163.820007,160.820007,161.570007,161.570007,25611500
|
||||
2019-03-20,161.500000,166.119995,161.240005,165.440002,165.440002,20211500
|
||||
2019-03-21,164.889999,166.389999,163.750000,166.080002,166.080002,16223000
|
||||
2019-03-22,165.649994,167.419998,164.089996,164.339996,164.339996,16389200
|
||||
2019-03-25,163.000000,166.539993,162.000000,166.289993,166.289993,12631200
|
||||
2019-03-26,167.350006,169.449997,166.350006,167.679993,167.679993,15437900
|
||||
2019-03-27,167.850006,168.940002,164.789993,165.869995,165.869995,10620300
|
||||
2019-03-28,164.570007,166.720001,163.330002,165.550003,165.550003,10689200
|
||||
2019-03-29,166.389999,167.190002,164.809998,166.690002,166.690002,13455500
|
||||
2019-04-01,167.830002,168.899994,167.279999,168.699997,168.699997,10381500
|
||||
2019-04-02,170.139999,174.899994,169.550003,174.199997,174.199997,23946500
|
||||
2019-04-03,174.500000,177.960007,172.949997,173.539993,173.539993,27590100
|
||||
2019-04-04,176.020004,178.000000,175.529999,176.020004,176.020004,17847700
|
||||
2019-04-05,176.880005,177.000000,175.100006,175.720001,175.720001,9594100
|
||||
2019-04-08,175.210007,175.500000,174.229996,174.929993,174.929993,7297400
|
||||
2019-04-09,175.619995,179.190002,175.550003,177.580002,177.580002,19751000
|
||||
2019-04-10,178.179993,178.789993,176.539993,177.820007,177.820007,11701500
|
||||
2019-04-11,178.240005,178.399994,177.000000,177.509995,177.509995,8071000
|
||||
2019-04-12,178.000000,179.630005,177.949997,179.100006,179.100006,12329800
|
||||
2019-04-15,178.500000,180.500000,176.869995,179.649994,179.649994,10834800
|
||||
2019-04-16,179.000000,180.169998,178.300003,178.869995,178.869995,11215200
|
||||
2019-04-17,179.600006,180.740005,178.360001,178.779999,178.779999,9973700
|
||||
2019-04-18,178.800003,178.880005,177.339996,178.279999,178.279999,11655600
|
||||
2019-04-22,178.250000,181.669998,178.250000,181.440002,181.440002,13389900
|
||||
2019-04-23,182.740005,184.220001,181.479996,183.779999,183.779999,19954800
|
||||
2019-04-24,184.490005,185.139999,181.649994,182.580002,182.580002,37289900
|
||||
2019-04-25,196.979996,198.479996,192.119995,193.259995,193.259995,54148800
|
||||
2019-04-26,192.500000,192.899994,189.089996,191.490005,191.490005,22075000
|
||||
2019-04-29,190.949997,195.410004,190.649994,194.779999,194.779999,19641300
|
||||
2019-04-30,194.190002,197.389999,192.279999,193.399994,193.399994,23494700
|
||||
2019-05-01,194.779999,196.179993,193.009995,193.029999,193.029999,15996600
|
||||
2019-05-02,193.000000,194.000000,189.750000,192.529999,192.529999,13209500
|
||||
2019-05-03,194.380005,196.160004,193.710007,195.470001,195.470001,14575400
|
||||
2019-05-06,191.240005,194.279999,190.550003,193.880005,193.880005,13994900
|
||||
2019-05-07,192.539993,192.899994,187.850006,189.770004,189.770004,16253000
|
||||
2019-05-08,189.389999,190.720001,188.550003,189.539993,189.539993,12505700
|
||||
2019-05-09,187.199997,189.770004,186.259995,188.649994,188.649994,12967000
|
||||
2019-05-10,188.250000,190.000000,184.589996,188.339996,188.339996,12578500
|
||||
2019-05-13,183.500000,185.429993,180.839996,181.539993,181.539993,16833300
|
||||
2019-05-14,182.520004,183.490005,178.100006,180.729996,180.729996,17628100
|
||||
2019-05-15,180.419998,187.279999,180.020004,186.270004,186.270004,16746900
|
||||
2019-05-16,185.050003,188.580002,185.050003,186.990005,186.990005,12953100
|
||||
2019-05-17,184.839996,187.580002,184.279999,185.300003,185.300003,10485400
|
||||
2019-05-20,181.880005,184.229996,181.369995,182.720001,182.720001,10352000
|
||||
2019-05-21,184.570007,185.699997,183.889999,184.820007,184.820007,7502800
|
||||
2019-05-22,184.729996,186.740005,183.610001,185.320007,185.320007,9203300
|
||||
2019-05-23,182.419998,183.899994,179.669998,180.460007,180.460007,10396877
|
||||
|
@@ -0,0 +1,253 @@
|
||||
Date,Open,High,Low,Close,Adj Close,Volume
|
||||
2018-05-23,71.050003,71.910004,71.050003,71.620003,71.106422,13000
|
||||
2018-05-24,71.870003,71.919998,71.300003,71.449997,70.937630,28000
|
||||
2018-05-25,71.760002,71.889999,71.528000,71.879997,71.364548,11900
|
||||
2018-05-29,71.510002,71.510002,70.610001,70.800003,70.292305,17400
|
||||
2018-05-30,71.419998,71.419998,70.480003,70.720001,70.212875,48300
|
||||
2018-05-31,70.730003,70.860001,70.300003,70.389999,69.885231,13700
|
||||
2018-06-01,70.489998,70.730003,70.050003,70.430000,69.924950,17700
|
||||
2018-06-04,70.500000,70.739998,70.459999,70.639999,70.133446,8400
|
||||
2018-06-05,70.919998,71.489998,70.629997,70.980003,70.471008,10800
|
||||
2018-06-06,71.120003,72.169998,71.120003,71.790001,71.275200,12000
|
||||
2018-06-07,72.250000,72.250000,71.662003,72.120003,71.602829,14900
|
||||
2018-06-08,72.349998,72.519997,71.955002,72.419998,71.900681,11200
|
||||
2018-06-11,72.620003,73.610001,72.269997,73.449997,72.923286,12500
|
||||
2018-06-12,73.323997,73.680000,72.949997,73.510002,72.982864,11300
|
||||
2018-06-13,74.290001,74.290001,73.550003,74.160004,73.628197,36400
|
||||
2018-06-14,73.919998,74.709999,73.629997,74.250000,73.717560,11100
|
||||
2018-06-15,74.370003,74.470001,73.690002,73.739998,73.211212,13000
|
||||
2018-06-18,73.440002,74.098999,73.080002,73.980003,73.449493,10000
|
||||
2018-06-19,73.220001,73.660004,73.089996,73.309998,72.784302,13000
|
||||
2018-06-20,72.930000,74.250000,72.930000,74.089996,73.558701,29200
|
||||
2018-06-21,73.739998,74.349998,73.739998,74.099998,73.568634,16900
|
||||
2018-06-22,73.720001,74.599998,73.720001,74.269997,73.737419,15300
|
||||
2018-06-25,73.879997,74.220001,73.815002,74.029999,73.499138,13500
|
||||
2018-06-26,73.540001,74.540001,73.540001,74.339996,73.806908,20500
|
||||
2018-06-27,73.959999,74.389999,73.650002,73.849998,73.320427,13900
|
||||
2018-06-28,74.629997,75.300003,74.379997,75.059998,74.658226,11700
|
||||
2018-06-29,75.050003,76.320000,75.050003,76.040001,75.632980,25700
|
||||
2018-07-02,75.000000,77.930000,75.000000,77.930000,77.512863,10500
|
||||
2018-07-03,77.129997,77.849998,75.830002,76.160004,75.752335,80400
|
||||
2018-07-05,76.129997,77.620003,75.959999,77.050003,76.637581,48400
|
||||
2018-07-06,77.680000,77.970001,77.300003,77.559998,77.144836,22800
|
||||
2018-07-09,77.550003,78.730003,77.462997,78.370003,77.950508,53800
|
||||
2018-07-10,78.665001,79.269997,78.260002,78.309998,77.890823,67100
|
||||
2018-07-11,78.599998,78.980003,78.110001,78.629997,78.209114,67700
|
||||
2018-07-12,78.809998,80.790001,78.489998,80.680000,80.248138,74400
|
||||
2018-07-13,80.570000,80.570000,78.559998,78.820000,78.398102,20300
|
||||
2018-07-16,78.849998,78.849998,77.959000,78.250000,77.831154,16000
|
||||
2018-07-17,78.349998,78.629997,77.800003,77.940002,77.522812,21700
|
||||
2018-07-18,77.290001,78.099998,77.279999,77.940002,77.522812,15200
|
||||
2018-07-19,77.870003,78.690002,77.830002,78.055000,77.637192,13500
|
||||
2018-07-20,78.070000,79.209999,77.639999,78.959999,78.537346,17800
|
||||
2018-07-23,78.949997,78.949997,78.044998,78.519997,78.099701,10700
|
||||
2018-07-24,78.550003,78.559998,77.790001,78.480003,78.059921,21600
|
||||
2018-07-25,79.190002,85.269997,79.150002,83.959999,83.510582,44800
|
||||
2018-07-26,84.949997,86.050003,83.250000,85.099998,84.644478,22700
|
||||
2018-07-27,85.320000,85.320000,83.010002,84.050003,83.600105,20200
|
||||
2018-07-30,83.040001,83.430000,81.940002,82.269997,81.829620,20900
|
||||
2018-07-31,82.459999,83.620003,82.260002,83.180000,82.734756,23700
|
||||
2018-08-01,82.540001,83.739998,81.800003,82.889999,82.446312,17800
|
||||
2018-08-02,82.879997,83.190002,81.900002,83.120003,82.675087,43100
|
||||
2018-08-03,83.379997,83.489998,81.849998,82.190002,81.750053,16700
|
||||
2018-08-06,83.800003,83.800003,82.040001,83.010002,82.565674,7200
|
||||
2018-08-07,82.849998,82.849998,81.070000,81.330002,80.894661,16600
|
||||
2018-08-08,80.930000,82.809998,80.930000,82.570000,82.128021,18100
|
||||
2018-08-09,83.040001,83.139999,82.160004,82.209999,81.769951,18500
|
||||
2018-08-10,82.199997,83.160004,81.510002,82.440002,81.998726,42100
|
||||
2018-08-13,82.449997,84.389999,80.820000,81.720001,81.282578,17100
|
||||
2018-08-14,81.540001,82.790001,81.440002,82.269997,81.829620,13000
|
||||
2018-08-15,82.260002,82.389999,81.580002,82.139999,81.700325,16500
|
||||
2018-08-16,82.199997,82.980003,82.199997,82.480003,82.038513,30500
|
||||
2018-08-17,82.629997,86.440002,82.629997,85.370003,84.913040,67100
|
||||
2018-08-20,86.059998,86.059998,84.620003,85.000000,84.545013,25800
|
||||
2018-08-21,85.690002,86.129997,85.129997,86.040001,85.579445,16300
|
||||
2018-08-22,86.029999,86.305000,85.620003,86.059998,85.599342,20500
|
||||
2018-08-23,86.050003,86.224998,85.550003,85.629997,85.171638,18100
|
||||
2018-08-24,86.209999,86.889999,85.750000,86.489998,86.027039,25000
|
||||
2018-08-27,87.239998,87.989998,86.269997,87.720001,87.250458,31100
|
||||
2018-08-28,88.139999,88.430000,87.230003,87.540001,87.071419,24500
|
||||
2018-08-29,87.550003,90.205002,86.860001,87.290001,86.822762,32300
|
||||
2018-08-30,87.169998,87.309998,86.169998,86.430000,85.967361,15100
|
||||
2018-08-31,86.199997,86.199997,85.250000,85.860001,85.400414,23600
|
||||
2018-09-04,86.089996,86.089996,83.879997,85.750000,85.291008,28200
|
||||
2018-09-05,85.120003,86.010002,85.120003,85.680000,85.221382,20600
|
||||
2018-09-06,86.510002,87.190002,85.709999,87.190002,86.723305,17500
|
||||
2018-09-07,86.610001,87.540001,86.430000,86.690002,86.225975,7300
|
||||
2018-09-10,87.059998,87.565002,86.674004,87.279999,86.812813,22700
|
||||
2018-09-11,87.290001,87.440002,85.440002,85.940002,85.479988,18600
|
||||
2018-09-12,86.860001,86.860001,85.680000,86.250000,85.788330,24400
|
||||
2018-09-13,86.570000,86.739998,85.279999,85.570000,85.111969,14600
|
||||
2018-09-14,85.199997,86.070000,85.183998,85.400002,84.942871,17800
|
||||
2018-09-17,84.599998,85.769997,84.580002,85.430000,84.972717,9100
|
||||
2018-09-18,85.699997,86.620003,85.570000,86.169998,85.708755,21900
|
||||
2018-09-19,86.430000,86.430000,84.739998,84.790001,84.336143,17400
|
||||
2018-09-20,85.180000,85.910004,84.860001,85.139999,84.684265,10900
|
||||
2018-09-21,85.379997,85.379997,84.339996,84.889999,84.435608,16500
|
||||
2018-09-24,84.860001,85.199997,84.629997,84.690002,84.236679,19500
|
||||
2018-09-25,84.750000,85.000000,84.538002,84.900002,84.445549,32800
|
||||
2018-09-26,84.820000,84.970001,82.639999,83.120003,82.675087,25900
|
||||
2018-09-27,83.110001,83.698997,82.699997,83.589996,83.277817,21600
|
||||
2018-09-28,83.820000,85.260002,83.820000,84.660004,84.343834,38200
|
||||
2018-10-01,85.199997,86.080002,83.709999,84.150002,83.835732,20700
|
||||
2018-10-02,84.110001,84.120003,82.855003,83.139999,82.829498,15000
|
||||
2018-10-03,83.150002,83.550003,82.580002,83.000000,82.690025,15200
|
||||
2018-10-04,83.454002,83.454002,82.010002,82.769997,82.460884,23900
|
||||
2018-10-05,82.599998,83.250000,82.010002,82.470001,82.162010,12200
|
||||
2018-10-08,82.139999,82.139999,80.879997,80.879997,80.577942,15100
|
||||
2018-10-09,80.669998,81.720001,80.620003,80.839996,80.538086,56000
|
||||
2018-10-10,80.849998,80.849998,78.449997,78.449997,78.157021,31100
|
||||
2018-10-11,78.430000,79.389999,78.184998,78.620003,78.326385,21600
|
||||
2018-10-12,79.449997,79.860001,78.315002,78.680000,78.386162,16300
|
||||
2018-10-15,78.639999,79.089996,78.000000,78.320000,78.027504,20300
|
||||
2018-10-16,79.180000,80.230003,79.000000,79.830002,79.531868,88500
|
||||
2018-10-17,79.639999,80.080002,79.135002,79.589996,79.292755,98200
|
||||
2018-10-18,78.980003,80.349998,78.980003,79.629997,79.332603,32900
|
||||
2018-10-19,80.290001,81.949997,80.269997,81.430000,81.125893,23300
|
||||
2018-10-22,81.940002,82.510002,81.370003,81.559998,81.255402,27400
|
||||
2018-10-23,81.080002,81.080002,78.089996,78.470001,78.176941,24100
|
||||
2018-10-24,77.720001,78.739998,74.750000,75.820000,75.536835,78400
|
||||
2018-10-25,76.540001,76.540001,73.989998,74.440002,74.161995,30400
|
||||
2018-10-26,73.279999,73.639999,72.059998,72.330002,72.059875,33400
|
||||
2018-10-29,72.320000,72.779999,70.970001,71.190002,70.924133,31700
|
||||
2018-10-30,70.750000,71.669998,70.750000,71.500000,71.232971,29100
|
||||
2018-10-31,72.489998,74.010002,72.099998,73.400002,73.125885,91300
|
||||
2018-11-01,74.199997,75.339996,72.790001,75.010002,74.729866,133600
|
||||
2018-11-02,75.500000,75.760002,74.720001,75.339996,75.058632,138300
|
||||
2018-11-05,75.330002,75.660004,73.900002,74.300003,74.022522,47400
|
||||
2018-11-06,74.389999,74.889999,73.949997,74.699997,74.421021,22800
|
||||
2018-11-07,75.169998,75.360001,74.540001,74.970001,74.690018,38900
|
||||
2018-11-08,75.540001,75.570000,74.949997,75.260002,74.978935,11300
|
||||
2018-11-09,75.239998,75.239998,73.894997,74.500000,74.221764,17000
|
||||
2018-11-12,74.455002,74.629997,73.964996,74.349998,74.072327,81200
|
||||
2018-11-13,74.339996,75.290001,73.760002,74.320000,74.042442,278800
|
||||
2018-11-14,74.360001,74.900002,74.360001,74.540001,74.261620,30100
|
||||
2018-11-15,74.274002,74.300003,72.379997,72.559998,72.289017,72200
|
||||
2018-11-16,72.430000,73.410004,72.040001,73.290001,73.016296,48300
|
||||
2018-11-19,73.589996,73.650002,72.849998,73.250000,72.976440,67000
|
||||
2018-11-20,72.209999,73.190002,71.910004,72.790001,72.518158,75900
|
||||
2018-11-21,72.800003,73.970001,72.419998,73.900002,73.624008,102500
|
||||
2018-11-23,73.440002,73.720001,72.000000,73.160004,72.886780,14100
|
||||
2018-11-26,73.209999,74.660004,73.209999,74.199997,73.922882,33800
|
||||
2018-11-27,74.040001,74.290001,73.610001,74.070000,73.793373,35100
|
||||
2018-11-28,74.080002,74.650002,73.709999,74.410004,74.132111,27500
|
||||
2018-11-29,74.690002,75.385002,73.860001,74.870003,74.590393,28600
|
||||
2018-11-30,74.879997,75.849998,74.669998,75.639999,75.357513,24900
|
||||
2018-12-03,76.860001,77.820000,75.639999,77.650002,77.360008,34700
|
||||
2018-12-04,77.639999,78.279999,75.764999,76.269997,75.985153,69500
|
||||
2018-12-06,75.809998,75.930000,73.790001,75.930000,75.646423,49100
|
||||
2018-12-07,75.919998,76.650002,74.209999,74.820000,74.540573,21500
|
||||
2018-12-10,74.970001,74.989998,72.800003,73.089996,72.817032,28800
|
||||
2018-12-11,73.459999,73.480003,72.599998,72.650002,72.378685,20600
|
||||
2018-12-12,73.519997,73.760002,72.800003,72.919998,72.647667,18200
|
||||
2018-12-13,72.540001,72.919998,71.529999,71.639999,71.372452,19200
|
||||
2018-12-14,71.419998,71.419998,69.870003,70.550003,70.286522,37900
|
||||
2018-12-17,69.989998,70.139999,66.930000,67.139999,66.889259,45600
|
||||
2018-12-18,67.489998,69.160004,67.400002,68.440002,68.184402,78500
|
||||
2018-12-19,68.430000,70.050003,68.080002,68.320000,68.064850,42600
|
||||
2018-12-20,68.639999,68.639999,65.339996,65.769997,65.524368,40600
|
||||
2018-12-21,65.730003,67.199997,65.029999,65.959999,65.713661,78100
|
||||
2018-12-24,65.775002,66.610001,65.529999,66.410004,66.161987,39200
|
||||
2018-12-26,67.019997,67.190002,65.279999,66.550003,66.301460,50800
|
||||
2018-12-27,65.910004,67.239998,64.870003,67.169998,66.919144,33100
|
||||
2018-12-28,67.629997,68.779999,67.589996,68.139999,68.022232,47700
|
||||
2018-12-31,68.199997,68.860001,67.849998,68.480003,68.361649,44200
|
||||
2019-01-02,68.250000,68.339996,66.834999,67.230003,67.113808,35100
|
||||
2019-01-03,67.250000,67.599998,65.550003,66.080002,65.965797,29900
|
||||
2019-01-04,66.320000,69.290001,66.320000,69.290001,69.170250,48800
|
||||
2019-01-07,69.610001,71.559998,69.344002,71.199997,71.076942,26500
|
||||
2019-01-08,71.269997,72.230003,71.269997,71.870003,71.745789,17200
|
||||
2019-01-09,71.860001,72.720001,71.230003,72.660004,72.534424,21600
|
||||
2019-01-10,73.000000,73.400002,72.349998,73.029999,72.903778,15700
|
||||
2019-01-11,73.260002,73.279999,72.199997,72.860001,72.734077,70700
|
||||
2019-01-14,72.470001,73.419998,72.139999,73.349998,73.223228,182300
|
||||
2019-01-15,74.430000,74.430000,73.239998,73.790001,73.662468,27400
|
||||
2019-01-16,74.250000,74.480003,73.622002,74.239998,74.111687,18200
|
||||
2019-01-17,74.599998,75.680000,74.485001,75.430000,75.299637,34700
|
||||
2019-01-18,75.510002,76.769997,75.360001,76.379997,76.247993,24100
|
||||
2019-01-22,75.330002,76.790001,74.370003,76.790001,76.657288,60400
|
||||
2019-01-23,77.239998,77.970001,77.190002,77.739998,77.605637,35000
|
||||
2019-01-24,77.940002,78.760002,77.940002,78.589996,78.454170,11100
|
||||
2019-01-25,78.839996,80.720001,78.839996,80.459999,80.320938,37300
|
||||
2019-01-28,80.360001,81.190002,79.834999,80.589996,80.450714,29600
|
||||
2019-01-29,80.580002,81.830002,80.360001,80.769997,80.630402,25600
|
||||
2019-01-30,81.139999,81.209999,80.004997,80.940002,80.800117,21300
|
||||
2019-01-31,80.980003,81.949997,80.779999,81.279999,81.139526,37200
|
||||
2019-02-01,81.279999,82.029999,80.980003,81.709999,81.568779,64700
|
||||
2019-02-04,81.720001,82.330002,81.430000,82.190002,82.047951,49500
|
||||
2019-02-05,81.889999,83.769997,81.889999,83.480003,83.335724,23100
|
||||
2019-02-06,83.750000,84.760002,83.019997,83.779999,83.635201,57900
|
||||
2019-02-07,83.400002,84.849998,83.000000,83.889999,83.745010,46100
|
||||
2019-02-08,84.160004,84.870003,83.809998,84.709999,84.563599,57000
|
||||
2019-02-11,85.059998,85.300003,84.419998,84.769997,84.623489,57500
|
||||
2019-02-12,85.440002,87.440002,85.254997,87.129997,86.979408,44700
|
||||
2019-02-13,87.610001,89.169998,87.610001,88.629997,88.476822,34300
|
||||
2019-02-14,88.239998,88.389999,87.019997,87.839996,87.688179,28100
|
||||
2019-02-15,87.910004,87.910004,87.110001,87.260002,87.109192,43200
|
||||
2019-02-19,87.650002,87.650002,86.040001,86.800003,86.649986,47400
|
||||
2019-02-20,86.410004,87.839996,86.220001,87.620003,87.468567,34100
|
||||
2019-02-21,87.779999,87.900002,87.150002,87.580002,87.428635,23300
|
||||
2019-02-22,88.029999,88.400002,87.459999,88.290001,88.137413,29600
|
||||
2019-02-25,88.519997,88.930000,87.059998,87.110001,86.959450,19700
|
||||
2019-02-26,87.120003,87.910004,86.720001,87.639999,87.488533,29600
|
||||
2019-02-27,87.589996,87.589996,86.584999,87.199997,87.049286,18400
|
||||
2019-02-28,86.949997,87.059998,86.379997,86.839996,86.689911,32800
|
||||
2019-03-01,87.150002,87.150002,85.660004,86.500000,86.350502,38600
|
||||
2019-03-04,86.410004,87.510002,86.160004,87.019997,86.869598,32900
|
||||
2019-03-05,86.900002,88.070000,86.820000,87.940002,87.788017,23600
|
||||
2019-03-06,87.489998,87.489998,86.639999,87.059998,86.909531,25500
|
||||
2019-03-07,87.410004,87.410004,86.040001,86.779999,86.630020,34000
|
||||
2019-03-08,86.540001,86.750000,85.199997,85.570000,85.422112,24000
|
||||
2019-03-11,85.949997,86.980003,85.010002,86.739998,86.590088,24100
|
||||
2019-03-12,86.889999,86.889999,85.900002,86.650002,86.500244,13500
|
||||
2019-03-13,86.720001,87.099998,83.680000,84.260002,84.114372,62500
|
||||
2019-03-14,84.320000,85.510002,83.959999,85.269997,85.122627,51900
|
||||
2019-03-15,85.150002,85.550003,83.910004,84.400002,84.254135,34300
|
||||
2019-03-18,84.879997,85.230003,83.699997,84.260002,84.114372,32700
|
||||
2019-03-19,84.849998,85.059998,83.980003,83.980003,83.834862,21700
|
||||
2019-03-20,83.690002,84.330002,83.220001,83.970001,83.824875,43400
|
||||
2019-03-21,84.050003,85.440002,83.940002,85.370003,85.222458,26700
|
||||
2019-03-22,84.910004,85.150002,84.019997,84.019997,83.874786,30500
|
||||
2019-03-25,83.900002,85.269997,83.400002,85.220001,85.072716,34400
|
||||
2019-03-26,85.820000,86.019997,84.849998,85.809998,85.661690,31200
|
||||
2019-03-27,85.029999,86.970001,85.029999,86.790001,86.639999,28800
|
||||
2019-03-28,86.800003,88.084999,86.650002,87.699997,87.699997,22400
|
||||
2019-03-29,88.419998,89.669998,87.699997,89.339996,89.339996,40500
|
||||
2019-04-01,89.360001,89.949997,88.199997,89.620003,89.620003,42500
|
||||
2019-04-02,89.919998,89.919998,88.300003,88.720001,88.720001,27600
|
||||
2019-04-03,89.320000,89.320000,88.260002,88.449997,88.449997,25100
|
||||
2019-04-04,88.889999,88.889999,87.930000,88.190002,88.190002,29400
|
||||
2019-04-05,88.285004,88.430000,87.629997,88.070000,88.070000,23700
|
||||
2019-04-08,88.070000,88.495003,87.199997,87.739998,87.739998,18700
|
||||
2019-04-09,87.930000,88.360001,87.830002,88.070000,88.070000,24700
|
||||
2019-04-10,88.430000,89.660004,88.120003,89.209999,89.209999,20900
|
||||
2019-04-11,89.529999,89.529999,88.139999,88.300003,88.300003,21000
|
||||
2019-04-12,88.139999,89.639999,88.092003,89.589996,89.589996,18500
|
||||
2019-04-15,89.129997,89.779999,89.129997,89.389999,89.389999,20700
|
||||
2019-04-16,89.639999,89.879997,88.139999,88.209999,88.209999,17200
|
||||
2019-04-17,88.830002,88.830002,85.410004,86.480003,86.480003,53800
|
||||
2019-04-18,86.470001,87.470001,85.800003,87.050003,87.050003,17400
|
||||
2019-04-22,86.589996,87.849998,86.589996,87.419998,87.419998,14500
|
||||
2019-04-23,86.830002,88.110001,86.639999,88.110001,88.110001,21200
|
||||
2019-04-24,83.769997,87.589996,83.769997,87.269997,87.269997,34800
|
||||
2019-04-25,87.070000,87.839996,86.925003,87.669998,87.669998,18500
|
||||
2019-04-26,87.650002,87.769997,86.699997,86.970001,86.970001,22500
|
||||
2019-04-29,86.550003,86.669998,83.019997,86.360001,86.360001,22800
|
||||
2019-04-30,87.014000,87.349998,86.410004,87.220001,87.220001,33700
|
||||
2019-05-01,88.141998,88.141998,86.985001,87.129997,87.129997,43100
|
||||
2019-05-02,87.180000,87.474998,86.610001,87.379997,87.379997,26600
|
||||
2019-05-03,87.449997,88.120003,87.449997,87.940002,87.940002,35600
|
||||
2019-05-06,86.970001,87.800003,86.970001,87.620003,87.620003,28600
|
||||
2019-05-07,86.419998,86.699997,85.970001,86.599998,86.599998,29300
|
||||
2019-05-08,87.010002,87.010002,85.930000,86.379997,86.379997,50800
|
||||
2019-05-09,85.919998,86.150002,85.476997,85.790001,85.790001,37400
|
||||
2019-05-10,86.070000,86.889999,85.510002,86.889999,86.889999,63800
|
||||
2019-05-13,86.309998,86.455002,85.169998,86.040001,86.040001,24400
|
||||
2019-05-14,85.800003,86.370003,85.610001,86.070000,86.070000,34400
|
||||
2019-05-15,86.489998,87.680000,85.690002,86.970001,86.970001,46700
|
||||
2019-05-16,87.730003,89.209999,87.540001,89.010002,89.010002,51300
|
||||
2019-05-17,89.029999,89.519997,87.110001,87.790001,87.790001,29900
|
||||
2019-05-20,85.930000,89.010002,85.930000,86.620003,86.620003,19000
|
||||
2019-05-21,87.959999,88.010002,86.089996,86.290001,86.290001,51600
|
||||
2019-05-22,86.269997,86.480003,85.260002,86.129997,86.129997,49400
|
||||
2019-05-23,88.639999,93.860001,88.014999,93.500000,93.500000,115185
|
||||
|
@@ -0,0 +1,253 @@
|
||||
Date,Open,High,Low,Close,Adj Close,Volume
|
||||
2016-11-02,778.200012,781.650024,763.450012,768.700012,768.700012,1872400
|
||||
2016-11-03,767.250000,769.950012,759.030029,762.130005,762.130005,1943200
|
||||
2016-11-04,750.659973,770.359985,750.560974,762.020020,762.020020,2134800
|
||||
2016-11-07,774.500000,785.190002,772.549988,782.520020,782.520020,1585100
|
||||
2016-11-08,783.400024,795.632996,780.190002,790.510010,790.510010,1350800
|
||||
2016-11-09,779.940002,791.226990,771.669983,785.309998,785.309998,2607100
|
||||
2016-11-10,791.169983,791.169983,752.179993,762.559998,762.559998,4745200
|
||||
2016-11-11,756.539978,760.780029,750.380005,754.020020,754.020020,2431800
|
||||
2016-11-14,755.599976,757.849976,727.539978,736.080017,736.080017,3631700
|
||||
2016-11-15,746.969971,764.416016,746.969971,758.489990,758.489990,2384000
|
||||
2016-11-16,755.200012,766.359985,750.510010,764.479980,764.479980,1465200
|
||||
2016-11-17,766.919983,772.700012,764.229980,771.229980,771.229980,1304000
|
||||
2016-11-18,771.369995,775.000000,760.000000,760.539978,760.539978,1547100
|
||||
2016-11-21,762.609985,769.700012,760.599976,769.200012,769.200012,1330600
|
||||
2016-11-22,772.630005,776.960022,767.000000,768.270020,768.270020,1593100
|
||||
2016-11-23,767.729980,768.283020,755.250000,760.989990,760.989990,1477400
|
||||
2016-11-25,764.260010,765.000000,760.520020,761.679993,761.679993,587400
|
||||
2016-11-28,760.000000,779.530029,759.799988,768.239990,768.239990,2188200
|
||||
2016-11-29,771.530029,778.500000,768.239990,770.840027,770.840027,1616600
|
||||
2016-11-30,770.070007,772.989990,754.830017,758.039978,758.039978,2392900
|
||||
2016-12-01,757.440002,759.849976,737.025024,747.919983,747.919983,3017900
|
||||
2016-12-02,744.590027,754.000000,743.099976,750.500000,750.500000,1452500
|
||||
2016-12-05,757.710022,763.900024,752.900024,762.520020,762.520020,1394200
|
||||
2016-12-06,764.729980,768.830017,757.340027,759.109985,759.109985,1690700
|
||||
2016-12-07,761.000000,771.359985,755.799988,771.190002,771.190002,1761000
|
||||
2016-12-08,772.479980,778.179993,767.229980,776.419983,776.419983,1488100
|
||||
2016-12-09,780.000000,789.429993,779.020996,789.289978,789.289978,1821900
|
||||
2016-12-12,785.039978,791.250000,784.354980,789.270020,789.270020,2104100
|
||||
2016-12-13,793.900024,804.380005,793.340027,796.099976,796.099976,2145200
|
||||
2016-12-14,797.400024,804.000000,794.010010,797.070007,797.070007,1704200
|
||||
2016-12-15,797.340027,803.000000,792.919983,797.849976,797.849976,1626500
|
||||
2016-12-16,800.400024,800.856018,790.289978,790.799988,790.799988,2428300
|
||||
2016-12-19,790.219971,797.659973,786.270020,794.200012,794.200012,1232100
|
||||
2016-12-20,796.760010,798.650024,793.270020,796.419983,796.419983,951000
|
||||
2016-12-21,795.840027,796.676025,787.099976,794.559998,794.559998,1211300
|
||||
2016-12-22,792.359985,793.320007,788.580017,791.260010,791.260010,972200
|
||||
2016-12-23,790.900024,792.739990,787.280029,789.909973,789.909973,623400
|
||||
2016-12-27,790.679993,797.859985,787.656982,791.549988,791.549988,789100
|
||||
2016-12-28,793.700012,794.229980,783.200012,785.049988,785.049988,1153800
|
||||
2016-12-29,783.330017,785.929993,778.919983,782.789978,782.789978,742200
|
||||
2016-12-30,782.750000,782.780029,770.409973,771.820007,771.820007,1770000
|
||||
2017-01-03,778.809998,789.630005,775.799988,786.140015,786.140015,1657300
|
||||
2017-01-04,788.359985,791.340027,783.159973,786.900024,786.900024,1073000
|
||||
2017-01-05,786.080017,794.479980,785.020020,794.020020,794.020020,1335200
|
||||
2017-01-06,795.260010,807.900024,792.203979,806.150024,806.150024,1640200
|
||||
2017-01-09,806.400024,809.966003,802.830017,806.650024,806.650024,1272400
|
||||
2017-01-10,807.859985,809.130005,803.510010,804.789978,804.789978,1176800
|
||||
2017-01-11,805.000000,808.150024,801.369995,807.909973,807.909973,1065900
|
||||
2017-01-12,807.140015,807.390015,799.169983,806.359985,806.359985,1353100
|
||||
2017-01-13,807.479980,811.223999,806.690002,807.880005,807.880005,1099200
|
||||
2017-01-17,807.080017,807.140015,800.369995,804.609985,804.609985,1355800
|
||||
2017-01-18,805.809998,806.205017,800.989990,806.070007,806.070007,1294400
|
||||
2017-01-19,805.119995,809.479980,801.799988,802.174988,802.174988,919300
|
||||
2017-01-20,806.909973,806.909973,801.690002,805.020020,805.020020,1670000
|
||||
2017-01-23,807.250000,820.869995,803.739990,819.309998,819.309998,1963600
|
||||
2017-01-24,822.299988,825.900024,817.820984,823.869995,823.869995,1474000
|
||||
2017-01-25,829.619995,835.770020,825.059998,835.669983,835.669983,1494500
|
||||
2017-01-26,837.809998,838.000000,827.010010,832.150024,832.150024,2973900
|
||||
2017-01-27,834.710022,841.950012,820.440002,823.309998,823.309998,2965800
|
||||
2017-01-30,814.659973,815.840027,799.799988,802.320007,802.320007,3246600
|
||||
2017-01-31,796.859985,801.250000,790.520020,796.789978,796.789978,2160600
|
||||
2017-02-01,799.679993,801.190002,791.190002,795.695007,795.695007,2029700
|
||||
2017-02-02,793.799988,802.700012,792.000000,798.530029,798.530029,1532100
|
||||
2017-02-03,802.989990,806.000000,800.369995,801.489990,801.489990,1463400
|
||||
2017-02-06,799.700012,801.669983,795.250000,801.340027,801.340027,1184500
|
||||
2017-02-07,803.989990,810.500000,801.780029,806.969971,806.969971,1241200
|
||||
2017-02-08,807.000000,811.840027,803.190002,808.380005,808.380005,1155300
|
||||
2017-02-09,809.510010,810.659973,804.539978,809.559998,809.559998,989700
|
||||
2017-02-10,811.700012,815.250000,809.780029,813.669983,813.669983,1135000
|
||||
2017-02-13,816.000000,820.958984,815.489990,819.239990,819.239990,1213300
|
||||
2017-02-14,819.000000,823.000000,816.000000,820.450012,820.450012,1053600
|
||||
2017-02-15,819.359985,823.000000,818.469971,818.979980,818.979980,1313600
|
||||
2017-02-16,819.929993,824.400024,818.979980,824.159973,824.159973,1287600
|
||||
2017-02-17,823.020020,828.070007,821.655029,828.070007,828.070007,1611000
|
||||
2017-02-21,828.659973,833.450012,828.349976,831.659973,831.659973,1262300
|
||||
2017-02-22,828.659973,833.250000,828.640015,830.760010,830.760010,982900
|
||||
2017-02-23,830.119995,832.460022,822.880005,831.330017,831.330017,1472800
|
||||
2017-02-24,827.729980,829.000000,824.200012,828.640015,828.640015,1392200
|
||||
2017-02-27,824.549988,830.500000,824.000000,829.280029,829.280029,1101500
|
||||
2017-02-28,825.609985,828.539978,820.200012,823.210022,823.210022,2260800
|
||||
2017-03-01,828.849976,836.255005,827.260010,835.239990,835.239990,1496500
|
||||
2017-03-02,833.849976,834.510010,829.640015,830.630005,830.630005,942500
|
||||
2017-03-03,830.559998,831.359985,825.750977,829.080017,829.080017,896400
|
||||
2017-03-06,826.950012,828.880005,822.400024,827.780029,827.780029,1109000
|
||||
2017-03-07,827.400024,833.409973,826.520020,831.909973,831.909973,1037600
|
||||
2017-03-08,833.510010,838.150024,831.789978,835.369995,835.369995,989800
|
||||
2017-03-09,836.000000,842.000000,834.210022,838.679993,838.679993,1261500
|
||||
2017-03-10,843.280029,844.909973,839.500000,843.250000,843.250000,1704000
|
||||
2017-03-13,844.000000,848.684998,843.250000,845.539978,845.539978,1223600
|
||||
2017-03-14,843.640015,847.239990,840.799988,845.619995,845.619995,779900
|
||||
2017-03-15,847.590027,848.630005,840.770020,847.200012,847.200012,1381500
|
||||
2017-03-16,849.030029,850.849976,846.130005,848.780029,848.780029,977600
|
||||
2017-03-17,851.609985,853.400024,847.109985,852.119995,852.119995,1712300
|
||||
2017-03-20,850.010010,850.219971,845.150024,848.400024,848.400024,1231500
|
||||
2017-03-21,851.400024,853.500000,829.020020,830.460022,830.460022,2463500
|
||||
2017-03-22,831.909973,835.549988,827.179993,829.590027,829.590027,1401500
|
||||
2017-03-23,821.000000,822.570007,812.257019,817.580017,817.580017,3487100
|
||||
2017-03-24,820.080017,821.929993,808.890015,814.429993,814.429993,1981000
|
||||
2017-03-27,806.950012,821.630005,803.369995,819.510010,819.510010,1894300
|
||||
2017-03-28,820.409973,825.989990,814.026978,820.919983,820.919983,1620500
|
||||
2017-03-29,825.000000,832.765015,822.380005,831.409973,831.409973,1786300
|
||||
2017-03-30,833.500000,833.679993,829.000000,831.500000,831.500000,1055300
|
||||
2017-03-31,828.969971,831.640015,827.390015,829.559998,829.559998,1401900
|
||||
2017-04-03,829.219971,840.849976,829.219971,838.549988,838.549988,1671500
|
||||
2017-04-04,831.359985,835.179993,829.036011,834.570007,834.570007,1045400
|
||||
2017-04-05,835.510010,842.450012,830.719971,831.409973,831.409973,1555300
|
||||
2017-04-06,832.400024,836.390015,826.460022,827.880005,827.880005,1254400
|
||||
2017-04-07,827.960022,828.484985,820.513000,824.669983,824.669983,1057300
|
||||
2017-04-10,825.390015,829.349976,823.770020,824.729980,824.729980,978900
|
||||
2017-04-11,824.710022,827.427002,817.020020,823.349976,823.349976,1079700
|
||||
2017-04-12,821.929993,826.659973,821.020020,824.320007,824.320007,900500
|
||||
2017-04-13,822.140015,826.380005,821.440002,823.559998,823.559998,1122400
|
||||
2017-04-17,825.010010,837.750000,824.469971,837.169983,837.169983,895000
|
||||
2017-04-18,834.219971,838.929993,832.710022,836.820007,836.820007,836700
|
||||
2017-04-19,839.789978,842.219971,836.289978,838.210022,838.210022,954200
|
||||
2017-04-20,841.440002,845.200012,839.320007,841.650024,841.650024,959000
|
||||
2017-04-21,842.880005,843.880005,840.599976,843.190002,843.190002,1323600
|
||||
2017-04-24,851.200012,863.450012,849.859985,862.760010,862.760010,1372500
|
||||
2017-04-25,865.000000,875.000000,862.809998,872.299988,872.299988,1672000
|
||||
2017-04-26,874.229980,876.049988,867.747986,871.729980,871.729980,1237200
|
||||
2017-04-27,873.599976,875.400024,870.380005,874.250000,874.250000,2026800
|
||||
2017-04-28,910.659973,916.849976,905.770020,905.960022,905.960022,3219500
|
||||
2017-05-01,901.940002,915.679993,901.450012,912.570007,912.570007,2116000
|
||||
2017-05-02,909.619995,920.770020,909.453003,916.440002,916.440002,1587200
|
||||
2017-05-03,914.859985,928.099976,912.543030,927.039978,927.039978,1499500
|
||||
2017-05-04,926.070007,935.929993,924.590027,931.659973,931.659973,1422100
|
||||
2017-05-05,933.539978,934.900024,925.200012,927.130005,927.130005,1911300
|
||||
2017-05-08,926.119995,936.924988,925.260010,934.299988,934.299988,1329800
|
||||
2017-05-09,936.950012,937.500000,929.530029,932.169983,932.169983,1581800
|
||||
2017-05-10,931.979980,932.000000,925.159973,928.780029,928.780029,1173900
|
||||
2017-05-11,925.320007,932.530029,923.030029,930.599976,930.599976,835000
|
||||
2017-05-12,931.530029,933.440002,927.849976,932.219971,932.219971,1050600
|
||||
2017-05-15,932.950012,938.250000,929.340027,937.080017,937.080017,1108100
|
||||
2017-05-16,940.000000,943.109985,937.580017,943.000000,943.000000,969500
|
||||
2017-05-17,935.669983,939.333008,918.140015,919.619995,919.619995,2362100
|
||||
2017-05-18,921.000000,933.169983,918.750000,930.239990,930.239990,1596900
|
||||
2017-05-19,931.469971,937.755005,931.000000,934.010010,934.010010,1393000
|
||||
2017-05-22,935.000000,941.882996,935.000000,941.859985,941.859985,1120400
|
||||
2017-05-23,947.919983,951.466980,942.575012,948.820007,948.820007,1270800
|
||||
2017-05-24,952.979980,955.090027,949.500000,954.960022,954.960022,1024800
|
||||
2017-05-25,957.330017,972.629028,955.469971,969.539978,969.539978,1660500
|
||||
2017-05-26,969.700012,974.979980,965.030029,971.469971,971.469971,1252000
|
||||
2017-05-30,970.309998,976.200012,969.489990,975.880005,975.880005,1466700
|
||||
2017-05-31,975.020020,979.270020,960.179993,964.859985,964.859985,2448100
|
||||
2017-06-01,968.950012,971.500000,960.010010,966.950012,966.950012,1410500
|
||||
2017-06-02,969.460022,975.880005,966.000000,975.599976,975.599976,1751000
|
||||
2017-06-05,976.549988,986.909973,975.099976,983.679993,983.679993,1252100
|
||||
2017-06-06,983.159973,988.250000,975.140015,976.570007,976.570007,1814600
|
||||
2017-06-07,980.000000,983.979980,975.940002,980.940002,980.940002,1453900
|
||||
2017-06-08,982.349976,984.570007,977.200012,983.409973,983.409973,1471500
|
||||
2017-06-09,984.500000,984.500000,935.630005,949.830017,949.830017,3309400
|
||||
2017-06-12,939.559998,949.354980,915.232971,942.900024,942.900024,3763500
|
||||
2017-06-13,951.909973,959.979980,944.090027,953.400024,953.400024,2013300
|
||||
2017-06-14,959.919983,961.150024,942.250000,950.760010,950.760010,1489700
|
||||
2017-06-15,933.969971,943.338989,924.440002,942.309998,942.309998,2133100
|
||||
2017-06-16,940.000000,942.039978,931.594971,939.780029,939.780029,3094700
|
||||
2017-06-19,949.960022,959.989990,949.049988,957.369995,957.369995,1533300
|
||||
2017-06-20,957.520020,961.619995,950.010010,950.630005,950.630005,1126000
|
||||
2017-06-21,953.640015,960.099976,950.760010,959.450012,959.450012,1202200
|
||||
2017-06-22,958.700012,960.719971,954.549988,957.090027,957.090027,941400
|
||||
2017-06-23,956.830017,966.000000,954.200012,965.590027,965.590027,1527900
|
||||
2017-06-26,969.900024,973.309998,950.789978,952.270020,952.270020,1598400
|
||||
2017-06-27,942.460022,948.289978,926.849976,927.330017,927.330017,2579900
|
||||
2017-06-28,929.000000,942.750000,916.000000,940.489990,940.489990,2721400
|
||||
2017-06-29,929.919983,931.260010,910.619995,917.789978,917.789978,3299200
|
||||
2017-06-30,926.049988,926.049988,908.309998,908.729980,908.729980,2090200
|
||||
2017-07-03,912.179993,913.940002,894.789978,898.700012,898.700012,1709800
|
||||
2017-07-05,901.760010,914.510010,898.500000,911.710022,911.710022,1813900
|
||||
2017-07-06,904.119995,914.943970,899.700012,906.690002,906.690002,1424500
|
||||
2017-07-07,908.849976,921.539978,908.849976,918.590027,918.590027,1637800
|
||||
2017-07-10,921.770020,930.380005,919.590027,928.799988,928.799988,1192800
|
||||
2017-07-11,929.539978,931.429993,922.000000,930.090027,930.090027,1113200
|
||||
2017-07-12,938.679993,946.299988,934.469971,943.830017,943.830017,1532100
|
||||
2017-07-13,946.289978,954.450012,943.010010,947.159973,947.159973,1294700
|
||||
2017-07-14,952.000000,956.909973,948.005005,955.989990,955.989990,1053800
|
||||
2017-07-17,957.000000,960.739990,949.241028,953.419983,953.419983,1165500
|
||||
2017-07-18,953.000000,968.039978,950.599976,965.400024,965.400024,1154000
|
||||
2017-07-19,967.840027,973.039978,964.030029,970.890015,970.890015,1224500
|
||||
2017-07-20,975.000000,975.900024,961.510010,968.150024,968.150024,1624500
|
||||
2017-07-21,962.250000,973.229980,960.150024,972.919983,972.919983,1711000
|
||||
2017-07-24,972.219971,986.200012,970.770020,980.340027,980.340027,3248300
|
||||
2017-07-25,953.809998,959.700012,945.400024,950.700012,950.700012,4661000
|
||||
2017-07-26,954.679993,955.000000,942.278992,947.799988,947.799988,2088300
|
||||
2017-07-27,951.780029,951.780029,920.000000,934.090027,934.090027,3213000
|
||||
2017-07-28,929.400024,943.830017,927.500000,941.530029,941.530029,1846400
|
||||
2017-07-31,941.890015,943.590027,926.039978,930.500000,930.500000,1970100
|
||||
2017-08-01,932.380005,937.447021,929.260010,930.830017,930.830017,1277700
|
||||
2017-08-02,928.609985,932.599976,916.679993,930.390015,930.390015,1824400
|
||||
2017-08-03,930.340027,932.239990,922.239990,923.650024,923.650024,1202500
|
||||
2017-08-04,926.750000,930.307007,923.030029,927.960022,927.960022,1082300
|
||||
2017-08-07,929.059998,931.700012,926.500000,929.359985,929.359985,1032200
|
||||
2017-08-08,927.090027,935.814026,925.609985,926.789978,926.789978,1061600
|
||||
2017-08-09,920.609985,925.979980,917.250000,922.900024,922.900024,1192100
|
||||
2017-08-10,917.549988,919.260010,906.130005,907.239990,907.239990,1824000
|
||||
2017-08-11,907.969971,917.780029,905.580017,914.390015,914.390015,1206800
|
||||
2017-08-14,922.530029,924.668030,918.190002,922.669983,922.669983,1064500
|
||||
2017-08-15,924.229980,926.549988,919.820007,922.219971,922.219971,883400
|
||||
2017-08-16,925.289978,932.700012,923.445007,926.960022,926.960022,1006700
|
||||
2017-08-17,925.780029,926.859985,910.979980,910.979980,910.979980,1277200
|
||||
2017-08-18,910.309998,915.275024,907.153992,910.669983,910.669983,1342700
|
||||
2017-08-21,910.000000,913.000000,903.400024,906.659973,906.659973,943400
|
||||
2017-08-22,912.719971,925.859985,911.474976,924.690002,924.690002,1166700
|
||||
2017-08-23,921.929993,929.929993,919.359985,927.000000,927.000000,1090200
|
||||
2017-08-24,928.659973,930.840027,915.500000,921.280029,921.280029,1270300
|
||||
2017-08-25,923.489990,925.554993,915.500000,915.890015,915.890015,1053400
|
||||
2017-08-28,916.000000,919.244995,911.869995,913.809998,913.809998,1086500
|
||||
2017-08-29,905.099976,923.330017,905.000000,921.289978,921.289978,1185600
|
||||
2017-08-30,920.049988,930.818970,919.650024,929.570007,929.570007,1301200
|
||||
2017-08-31,931.760010,941.979980,931.760010,939.330017,939.330017,1582600
|
||||
2017-09-01,941.130005,942.479980,935.150024,937.340027,937.340027,947400
|
||||
2017-09-05,933.080017,937.000000,921.960022,928.450012,928.450012,1326400
|
||||
2017-09-06,930.150024,930.914978,919.270020,927.809998,927.809998,1527700
|
||||
2017-09-07,931.729980,936.409973,923.619995,935.950012,935.950012,1212700
|
||||
2017-09-08,936.489990,936.989990,924.880005,926.500000,926.500000,1011500
|
||||
2017-09-11,934.250000,938.380005,926.919983,929.080017,929.080017,1267000
|
||||
2017-09-12,932.590027,933.479980,923.861023,932.070007,932.070007,1134400
|
||||
2017-09-13,930.659973,937.250000,929.859985,935.090027,935.090027,1102600
|
||||
2017-09-14,931.250000,932.770020,924.000000,925.109985,925.109985,1397600
|
||||
2017-09-15,924.659973,926.489990,916.359985,920.289978,920.289978,2505400
|
||||
2017-09-18,920.010010,922.080017,910.599976,915.000000,915.000000,1306900
|
||||
2017-09-19,917.419983,922.419983,912.549988,921.809998,921.809998,936700
|
||||
2017-09-20,922.979980,933.880005,922.000000,931.580017,931.580017,1669800
|
||||
2017-09-21,933.000000,936.530029,923.830017,932.450012,932.450012,1290600
|
||||
2017-09-22,927.750000,934.729980,926.479980,928.530029,928.530029,1052700
|
||||
2017-09-25,925.450012,926.400024,909.700012,920.969971,920.969971,1856800
|
||||
2017-09-26,923.719971,930.820007,921.140015,924.859985,924.859985,1666900
|
||||
2017-09-27,927.739990,949.900024,927.739990,944.489990,944.489990,2239400
|
||||
2017-09-28,941.359985,950.690002,940.549988,949.500000,949.500000,1020300
|
||||
2017-09-29,952.000000,959.786011,951.510010,959.109985,959.109985,1581000
|
||||
2017-10-02,959.979980,962.539978,947.840027,953.270020,953.270020,1283400
|
||||
2017-10-03,954.000000,958.000000,949.140015,957.789978,957.789978,888300
|
||||
2017-10-04,957.000000,960.390015,950.690002,951.679993,951.679993,952400
|
||||
2017-10-05,955.489990,970.909973,955.179993,969.960022,969.960022,1213800
|
||||
2017-10-06,966.700012,979.460022,963.359985,978.890015,978.890015,1173900
|
||||
2017-10-09,980.000000,985.424988,976.109985,977.000000,977.000000,891400
|
||||
2017-10-10,980.000000,981.570007,966.080017,972.599976,972.599976,968400
|
||||
2017-10-11,973.719971,990.710022,972.250000,989.250000,989.250000,1693300
|
||||
2017-10-12,987.450012,994.119995,985.000000,987.830017,987.830017,1262400
|
||||
2017-10-13,992.000000,997.210022,989.000000,989.679993,989.679993,1169800
|
||||
2017-10-16,992.099976,993.906982,984.000000,992.000000,992.000000,910500
|
||||
2017-10-17,990.289978,996.440002,988.590027,992.179993,992.179993,1290200
|
||||
2017-10-18,991.770020,996.719971,986.974976,992.809998,992.809998,1057600
|
||||
2017-10-19,986.000000,988.880005,978.390015,984.450012,984.450012,1313600
|
||||
2017-10-20,989.440002,991.000000,984.580017,988.200012,988.200012,1183200
|
||||
2017-10-23,989.520020,989.520020,966.119995,968.450012,968.450012,1478400
|
||||
2017-10-24,970.000000,972.229980,961.000000,970.539978,970.539978,1212200
|
||||
2017-10-25,968.369995,976.090027,960.520020,973.330017,973.330017,1211300
|
||||
2017-10-26,980.000000,987.599976,972.200012,972.559998,972.559998,2042100
|
||||
2017-10-27,1009.190002,1048.390015,1008.200012,1019.270020,1019.270020,5167700
|
||||
2017-10-30,1014.000000,1024.969971,1007.500000,1017.109985,1017.109985,2085100
|
||||
2017-10-31,1015.219971,1024.000000,1010.419983,1016.640015,1016.640015,1330700
|
||||
2017-11-01,1017.210022,1029.670044,1016.950012,1025.500000,1025.500000,1373444
|
||||
|
@@ -0,0 +1,24 @@
|
||||
Date,Open,High,Low,Close,Adj Close,Volume
|
||||
2017-10-02,959.979980,962.539978,947.840027,953.270020,953.270020,1283400
|
||||
2017-10-03,954.000000,958.000000,949.140015,957.789978,957.789978,888300
|
||||
2017-10-04,957.000000,960.390015,950.690002,951.679993,951.679993,952400
|
||||
2017-10-05,955.489990,970.909973,955.179993,969.960022,969.960022,1213800
|
||||
2017-10-06,966.700012,979.460022,963.359985,978.890015,978.890015,1173900
|
||||
2017-10-09,980.000000,985.424988,976.109985,977.000000,977.000000,891400
|
||||
2017-10-10,980.000000,981.570007,966.080017,972.599976,972.599976,968400
|
||||
2017-10-11,973.719971,990.710022,972.250000,989.250000,989.250000,1693300
|
||||
2017-10-12,987.450012,994.119995,985.000000,987.830017,987.830017,1262400
|
||||
2017-10-13,992.000000,997.210022,989.000000,989.679993,989.679993,1169800
|
||||
2017-10-16,992.099976,993.906982,984.000000,992.000000,992.000000,910500
|
||||
2017-10-17,990.289978,996.440002,988.590027,992.179993,992.179993,1290200
|
||||
2017-10-18,991.770020,996.719971,986.974976,992.809998,992.809998,1057600
|
||||
2017-10-19,986.000000,988.880005,978.390015,984.450012,984.450012,1313600
|
||||
2017-10-20,989.440002,991.000000,984.580017,988.200012,988.200012,1183200
|
||||
2017-10-23,989.520020,989.520020,966.119995,968.450012,968.450012,1478400
|
||||
2017-10-24,970.000000,972.229980,961.000000,970.539978,970.539978,1212200
|
||||
2017-10-25,968.369995,976.090027,960.520020,973.330017,973.330017,1211300
|
||||
2017-10-26,980.000000,987.599976,972.200012,972.559998,972.559998,2042100
|
||||
2017-10-27,1009.190002,1048.390015,1008.200012,1019.270020,1019.270020,5167700
|
||||
2017-10-30,1014.000000,1024.969971,1007.500000,1017.109985,1017.109985,2085100
|
||||
2017-10-31,1015.219971,1024.000000,1010.419983,1016.640015,1016.640015,1330700
|
||||
2017-11-01,1017.210022,1029.670044,1016.950012,1025.500000,1025.500000,1373444
|
||||
|
@@ -0,0 +1,252 @@
|
||||
Date,Open,High,Low,Close,Adj Close,Volume
|
||||
2018-07-13,9.560000,9.815000,9.550000,9.710000,9.423450,27224000
|
||||
2018-07-16,9.865000,9.885000,9.770000,9.800000,9.510794,14771800
|
||||
2018-07-17,9.785000,9.970000,9.760000,9.950000,9.656367,12135400
|
||||
2018-07-18,9.880000,9.910000,9.830000,9.840000,9.549613,5833800
|
||||
2018-07-19,9.720000,9.905000,9.720000,9.855000,9.564170,14995000
|
||||
2018-07-20,9.950000,10.075000,9.945000,10.005000,9.709743,10394600
|
||||
2018-07-23,10.025000,10.090000,9.995000,10.075000,9.777678,6873400
|
||||
2018-07-24,10.175000,10.210000,10.130000,10.195000,9.894136,8553200
|
||||
2018-07-25,10.220000,10.340000,10.205000,10.290000,9.986332,7539200
|
||||
2018-07-26,10.255000,10.300000,10.220000,10.270000,9.966924,9587400
|
||||
2018-07-27,10.300000,10.315000,10.115000,10.170000,9.869875,8674800
|
||||
2018-07-30,10.100000,10.150000,9.940000,9.970000,9.675777,14123200
|
||||
2018-07-31,10.055000,10.105000,10.035000,10.090000,9.792234,16554000
|
||||
2018-08-01,10.125000,10.180000,10.100000,10.175000,9.874727,9094000
|
||||
2018-08-02,10.090000,10.220000,10.060000,10.190000,9.889283,14119600
|
||||
2018-08-03,10.175000,10.275000,10.130000,10.270000,9.966924,8424400
|
||||
2018-08-06,10.215000,10.305000,10.160000,10.295000,9.991185,6577600
|
||||
2018-08-07,10.325000,10.330000,10.150000,10.300000,9.996037,9157800
|
||||
2018-08-08,10.300000,10.430000,10.265000,10.375000,10.068825,7491200
|
||||
2018-08-09,10.425000,10.490000,10.410000,10.450000,10.141611,5629600
|
||||
2018-08-10,10.355000,10.420000,10.335000,10.400000,10.093086,4435400
|
||||
2018-08-13,10.435000,10.475000,10.395000,10.410000,10.102792,4827600
|
||||
2018-08-14,10.405000,10.475000,10.385000,10.450000,10.141611,5472800
|
||||
2018-08-15,10.390000,10.450000,10.300000,10.435000,10.127054,6000200
|
||||
2018-08-16,10.500000,10.520000,10.455000,10.495000,10.185283,6288200
|
||||
2018-08-17,10.490000,10.570000,10.465000,10.540000,10.228956,7209600
|
||||
2018-08-20,10.250000,10.390000,10.145000,10.250000,9.947514,12304800
|
||||
2018-08-21,10.295000,10.375000,10.225000,10.245000,9.942661,8231200
|
||||
2018-08-22,10.245000,10.285000,10.205000,10.250000,9.947514,10869000
|
||||
2018-08-23,10.300000,10.365000,10.180000,10.190000,9.889283,11189200
|
||||
2018-08-24,10.215000,10.215000,10.090000,10.150000,9.850465,7687000
|
||||
2018-08-27,10.325000,10.390000,10.260000,10.270000,9.966924,7388600
|
||||
2018-08-28,10.350000,10.355000,10.305000,10.325000,10.020301,7254000
|
||||
2018-08-29,10.220000,10.265000,10.160000,10.175000,9.874727,12943200
|
||||
2018-08-30,10.180000,10.255000,10.135000,10.230000,9.928103,9159000
|
||||
2018-08-31,10.310000,10.400000,10.300000,10.385000,10.078529,6992200
|
||||
2018-09-04,10.430000,10.460000,10.280000,10.380000,10.073677,12184400
|
||||
2018-09-05,10.190000,10.380000,10.170000,10.355000,10.049415,12774400
|
||||
2018-09-06,10.295000,10.405000,10.285000,10.400000,10.093086,7225000
|
||||
2018-09-07,10.390000,10.535000,10.365000,10.425000,10.117350,10373600
|
||||
2018-09-10,10.380000,10.480000,10.300000,10.350000,10.044563,8940600
|
||||
2018-09-11,10.360000,10.555000,10.350000,10.485000,10.175577,8671800
|
||||
2018-09-12,10.570000,10.650000,10.530000,10.550000,10.238660,4392500
|
||||
2018-09-13,10.600000,10.640000,10.470000,10.610000,10.296889,9522300
|
||||
2018-09-14,10.520000,10.540000,10.270000,10.320000,10.015448,10702000
|
||||
2018-09-17,10.210000,10.290000,10.200000,10.250000,9.947514,7260000
|
||||
2018-09-18,10.180000,10.180000,10.080000,10.140000,9.840760,6657600
|
||||
2018-09-19,10.200000,10.230000,9.990000,10.010000,9.714596,11042600
|
||||
2018-09-20,10.080000,10.100000,9.970000,10.070000,9.772825,9811500
|
||||
2018-09-21,10.040000,10.040000,9.890000,9.930000,9.636957,7935600
|
||||
2018-09-24,10.040000,10.070000,9.930000,9.950000,9.656367,12798900
|
||||
2018-09-25,10.060000,10.190000,10.030000,10.150000,9.850465,10763500
|
||||
2018-09-26,10.060000,10.200000,10.030000,10.060000,9.763121,6388300
|
||||
2018-09-27,10.100000,10.200000,10.070000,10.100000,9.801940,8822100
|
||||
2018-09-28,10.220000,10.250000,10.120000,10.170000,9.869875,9329800
|
||||
2018-10-01,10.340000,10.390000,10.300000,10.370000,10.063972,7440100
|
||||
2018-10-02,10.320000,10.320000,10.200000,10.270000,9.966924,9053800
|
||||
2018-10-03,10.120000,10.150000,10.010000,10.040000,9.743711,10073600
|
||||
2018-10-04,9.810000,10.020000,9.800000,10.000000,9.704891,14905600
|
||||
2018-10-05,10.020000,10.190000,10.010000,10.170000,9.869875,8296800
|
||||
2018-10-08,9.970000,10.070000,9.920000,10.030000,9.734005,9091600
|
||||
2018-10-09,9.970000,10.040000,9.930000,10.020000,9.724301,8825600
|
||||
2018-10-10,9.810000,9.840000,9.630000,9.740000,9.452564,23251500
|
||||
2018-10-11,9.530000,9.680000,9.460000,9.520000,9.239058,18729300
|
||||
2018-10-12,9.650000,9.760000,9.570000,9.740000,9.452564,11524500
|
||||
2018-10-15,9.850000,9.960000,9.790000,9.910000,9.617547,17032800
|
||||
2018-10-16,9.950000,10.520000,9.910000,10.220000,9.918399,27500700
|
||||
2018-10-17,10.060000,10.060000,9.740000,9.800000,9.510794,20694700
|
||||
2018-10-18,9.780000,9.780000,9.350000,9.540000,9.258466,21337000
|
||||
2018-10-19,9.600000,9.760000,9.540000,9.580000,9.297286,8651900
|
||||
2018-10-22,9.570000,9.580000,9.400000,9.480000,9.200236,9586300
|
||||
2018-10-23,9.240000,9.420000,9.220000,9.400000,9.122598,10275200
|
||||
2018-10-24,9.300000,9.370000,9.050000,9.060000,8.792632,11702500
|
||||
2018-10-25,9.080000,9.200000,9.050000,9.110000,8.934843,9126200
|
||||
2018-10-26,8.990000,9.050000,8.850000,9.020000,8.846575,8647400
|
||||
2018-10-29,9.080000,9.100000,8.880000,8.970000,8.797536,9618300
|
||||
2018-10-30,9.160000,9.320000,9.100000,9.190000,9.013305,13429500
|
||||
2018-10-31,9.450000,9.540000,9.410000,9.470000,9.287922,9089200
|
||||
2018-11-01,9.390000,9.400000,9.210000,9.300000,9.121191,12112500
|
||||
2018-11-02,9.340000,9.410000,9.230000,9.250000,9.072152,8302600
|
||||
2018-11-05,9.290000,9.470000,9.290000,9.400000,9.219268,9240100
|
||||
2018-11-06,9.440000,9.550000,9.390000,9.480000,9.297729,6901300
|
||||
2018-11-07,9.620000,9.690000,9.580000,9.610000,9.425230,6291500
|
||||
2018-11-08,9.610000,9.650000,9.460000,9.510000,9.327153,5057100
|
||||
2018-11-09,9.410000,9.500000,9.370000,9.490000,9.307537,5318600
|
||||
2018-11-12,9.420000,9.470000,9.270000,9.340000,9.160421,7691300
|
||||
2018-11-13,9.370000,9.460000,9.330000,9.400000,9.219268,5937800
|
||||
2018-11-14,9.410000,9.440000,9.160000,9.250000,9.072152,5406400
|
||||
2018-11-15,9.270000,9.370000,9.160000,9.330000,9.150614,7020900
|
||||
2018-11-16,9.280000,9.370000,9.250000,9.330000,9.150614,4709700
|
||||
2018-11-19,9.330000,9.330000,9.210000,9.290000,9.111383,6507000
|
||||
2018-11-20,9.180000,9.190000,9.050000,9.090000,8.915228,7108500
|
||||
2018-11-21,8.990000,9.100000,8.950000,9.070000,8.895612,7539300
|
||||
2018-11-23,9.050000,9.160000,9.050000,9.090000,8.915228,3158400
|
||||
2018-11-26,9.070000,9.210000,9.060000,9.180000,9.003497,6051900
|
||||
2018-11-27,9.250000,9.310000,9.190000,9.270000,9.091768,5458600
|
||||
2018-11-28,9.630000,9.890000,9.560000,9.860000,9.670423,13928900
|
||||
2018-11-29,9.790000,9.800000,9.660000,9.680000,9.493885,12415800
|
||||
2018-11-30,9.800000,9.860000,9.750000,9.860000,9.670423,10463200
|
||||
2018-12-03,9.910000,9.940000,9.860000,9.900000,9.709654,13191200
|
||||
2018-12-04,9.940000,10.050000,9.830000,9.850000,9.660616,9518900
|
||||
2018-12-06,9.770000,9.860000,9.710000,9.830000,9.641000,17177400
|
||||
2018-12-07,9.830000,9.970000,9.650000,9.690000,9.503692,11353200
|
||||
2018-12-10,9.550000,9.590000,9.430000,9.570000,9.386000,7731000
|
||||
2018-12-11,9.650000,9.770000,9.620000,9.690000,9.503692,7952700
|
||||
2018-12-12,9.770000,9.820000,9.660000,9.660000,9.474269,5453300
|
||||
2018-12-13,9.930000,9.980000,9.850000,9.870000,9.680231,7971700
|
||||
2018-12-14,9.990000,10.010000,9.870000,9.890000,9.699846,7799600
|
||||
2018-12-17,9.820000,9.830000,9.540000,9.600000,9.415423,10520400
|
||||
2018-12-18,9.680000,9.720000,9.500000,9.540000,9.356576,9742500
|
||||
2018-12-19,9.490000,9.580000,9.380000,9.430000,9.248692,8175400
|
||||
2018-12-20,9.510000,9.540000,9.140000,9.280000,9.101575,23548800
|
||||
2018-12-21,9.210000,9.310000,9.100000,9.100000,8.925036,15286200
|
||||
2018-12-24,9.190000,9.240000,9.070000,9.080000,8.905420,8590700
|
||||
2018-12-26,9.150000,9.380000,9.120000,9.380000,9.199653,9004200
|
||||
2018-12-27,9.300000,9.450000,9.280000,9.450000,9.268306,9856500
|
||||
2018-12-28,9.480000,9.500000,9.380000,9.430000,9.248692,6818500
|
||||
2018-12-31,9.470000,9.530000,9.390000,9.520000,9.336961,7229400
|
||||
2019-01-02,9.500000,9.730000,9.470000,9.610000,9.425230,9818900
|
||||
2019-01-03,9.550000,9.590000,9.470000,9.470000,9.287922,9404900
|
||||
2019-01-04,9.520000,9.720000,9.500000,9.630000,9.444846,7119000
|
||||
2019-01-07,9.700000,9.810000,9.660000,9.710000,9.523308,7732700
|
||||
2019-01-08,9.820000,9.850000,9.720000,9.750000,9.562538,9391600
|
||||
2019-01-09,9.760000,9.890000,9.740000,9.870000,9.680231,9634300
|
||||
2019-01-10,9.780000,9.890000,9.700000,9.880000,9.690039,13956500
|
||||
2019-01-11,10.180000,10.680000,10.120000,10.410000,10.209848,40526400
|
||||
2019-01-14,10.180000,10.410000,10.130000,10.370000,10.170618,34162200
|
||||
2019-01-15,10.570000,10.580000,10.460000,10.490000,10.288310,12153400
|
||||
2019-01-16,10.570000,10.640000,10.550000,10.610000,10.406003,12048400
|
||||
2019-01-17,10.540000,10.630000,10.500000,10.580000,10.376580,9581000
|
||||
2019-01-18,10.600000,10.690000,10.580000,10.670000,10.464850,10168700
|
||||
2019-01-22,10.640000,10.680000,10.470000,10.530000,10.327541,10437700
|
||||
2019-01-23,10.560000,10.560000,10.430000,10.530000,10.327541,8108100
|
||||
2019-01-24,10.530000,10.550000,10.430000,10.430000,10.285139,6627700
|
||||
2019-01-25,10.510000,10.580000,10.410000,10.550000,10.403472,8839100
|
||||
2019-01-28,10.490000,10.570000,10.440000,10.520000,10.373889,5192200
|
||||
2019-01-29,10.490000,10.530000,10.420000,10.480000,10.334444,8271100
|
||||
2019-01-30,10.460000,10.630000,10.420000,10.590000,10.442917,7026000
|
||||
2019-01-31,10.680000,10.820000,10.680000,10.800000,10.650001,10354900
|
||||
2019-02-01,10.850000,10.930000,10.810000,10.900000,10.748610,6651300
|
||||
2019-02-04,10.830000,10.880000,10.790000,10.870000,10.719028,7449000
|
||||
2019-02-05,10.850000,10.920000,10.830000,10.840000,10.689445,6926300
|
||||
2019-02-06,10.910000,10.940000,10.850000,10.900000,10.748610,5478400
|
||||
2019-02-07,10.860000,10.930000,10.800000,10.850000,10.699306,7116200
|
||||
2019-02-08,10.830000,10.890000,10.810000,10.860000,10.709167,4103300
|
||||
2019-02-11,10.860000,10.890000,10.790000,10.820000,10.669722,5929600
|
||||
2019-02-12,10.850000,10.860000,10.760000,10.770000,10.620417,6300600
|
||||
2019-02-13,10.850000,10.870000,10.770000,10.800000,10.650001,9532300
|
||||
2019-02-14,10.650000,10.760000,10.620000,10.760000,10.610556,8443400
|
||||
2019-02-15,10.680000,10.780000,10.640000,10.760000,10.610556,9269100
|
||||
2019-02-19,10.470000,10.570000,10.380000,10.550000,10.403472,13443300
|
||||
2019-02-20,10.620000,10.730000,10.620000,10.700000,10.551389,6693600
|
||||
2019-02-21,10.600000,10.620000,10.490000,10.550000,10.403472,6913200
|
||||
2019-02-22,10.560000,10.680000,10.550000,10.630000,10.482361,4644600
|
||||
2019-02-25,10.830000,10.920000,10.780000,10.810000,10.659862,7781200
|
||||
2019-02-26,10.700000,10.760000,10.620000,10.730000,10.580972,6343700
|
||||
2019-02-27,10.610000,10.730000,10.570000,10.700000,10.551389,6812900
|
||||
2019-02-28,10.690000,10.770000,10.650000,10.720000,10.571112,6815000
|
||||
2019-03-01,10.790000,10.870000,10.740000,10.840000,10.689445,8012100
|
||||
2019-03-04,10.850000,10.870000,10.660000,10.720000,10.571112,5650900
|
||||
2019-03-05,10.720000,10.800000,10.650000,10.770000,10.620417,5576000
|
||||
2019-03-06,10.700000,10.750000,10.680000,10.710000,10.561250,6026600
|
||||
2019-03-07,10.650000,10.710000,10.480000,10.490000,10.344305,8304200
|
||||
2019-03-08,10.410000,10.480000,10.360000,10.470000,10.324583,6145300
|
||||
2019-03-11,10.480000,10.570000,10.460000,10.550000,10.403472,5497300
|
||||
2019-03-12,10.530000,10.550000,10.460000,10.520000,10.373889,9129600
|
||||
2019-03-13,10.530000,10.600000,10.480000,10.550000,10.403472,10809900
|
||||
2019-03-14,10.520000,10.610000,10.480000,10.600000,10.452778,5964500
|
||||
2019-03-15,10.690000,10.770000,10.690000,10.700000,10.551389,7108200
|
||||
2019-03-18,10.700000,10.740000,10.680000,10.720000,10.571112,5828700
|
||||
2019-03-19,10.800000,10.910000,10.790000,10.900000,10.748610,7204100
|
||||
2019-03-20,10.970000,11.040000,10.880000,10.940000,10.788055,7616300
|
||||
2019-03-21,10.940000,11.080000,10.940000,11.060000,10.906389,5108000
|
||||
2019-03-22,11.050000,11.120000,10.860000,10.880000,10.728889,8525300
|
||||
2019-03-25,10.860000,10.880000,10.770000,10.820000,10.669722,7322400
|
||||
2019-03-26,10.860000,10.880000,10.770000,10.820000,10.669722,4427200
|
||||
2019-03-27,10.790000,10.830000,10.670000,10.730000,10.580972,5644900
|
||||
2019-03-28,10.910000,10.940000,10.830000,10.880000,10.728889,5429900
|
||||
2019-03-29,10.930000,11.030000,10.920000,10.930000,10.778194,5862300
|
||||
2019-04-01,11.070000,11.160000,11.030000,11.090000,10.935972,5765400
|
||||
2019-04-02,11.160000,11.260000,11.100000,11.180000,11.024722,7661600
|
||||
2019-04-03,11.200000,11.280000,11.160000,11.200000,11.044444,7516300
|
||||
2019-04-04,11.090000,11.150000,11.000000,11.070000,10.916249,5658700
|
||||
2019-04-05,11.170000,11.360000,11.150000,11.320000,11.162777,9160300
|
||||
2019-04-08,11.280000,11.380000,11.270000,11.310000,11.152917,4759200
|
||||
2019-04-09,11.230000,11.260000,11.140000,11.150000,10.995138,15865500
|
||||
2019-04-10,11.120000,11.170000,11.040000,11.080000,10.926111,15151400
|
||||
2019-04-11,11.050000,11.070000,10.900000,10.970000,10.817639,19697600
|
||||
2019-04-12,10.600000,10.710000,10.450000,10.550000,10.403472,27590500
|
||||
2019-04-15,10.610000,10.610000,10.500000,10.570000,10.423194,15949200
|
||||
2019-04-16,10.560000,10.570000,10.360000,10.370000,10.225972,21431800
|
||||
2019-04-17,10.420000,10.460000,10.370000,10.410000,10.265416,10317700
|
||||
2019-04-18,10.450000,10.490000,10.340000,10.390000,10.245695,18307000
|
||||
2019-04-22,10.440000,10.470000,10.390000,10.450000,10.304861,7392500
|
||||
2019-04-23,10.480000,10.640000,10.480000,10.530000,10.383750,13314800
|
||||
2019-04-24,10.620000,10.700000,10.560000,10.580000,10.433056,12134700
|
||||
2019-04-25,10.570000,10.570000,10.400000,10.520000,10.373889,7030200
|
||||
2019-04-26,10.640000,10.680000,10.560000,10.650000,10.502083,5366900
|
||||
2019-04-29,10.690000,10.780000,10.660000,10.750000,10.600695,6956900
|
||||
2019-04-30,10.820000,10.880000,10.750000,10.760000,10.610556,8432300
|
||||
2019-05-01,10.810000,10.880000,10.760000,10.770000,10.620417,9212300
|
||||
2019-05-02,10.640000,10.720000,10.470000,10.570000,10.423194,12516500
|
||||
2019-05-03,10.560000,10.560000,10.070000,10.330000,10.186527,30580400
|
||||
2019-05-06,10.310000,10.520000,10.310000,10.450000,10.304861,13121800
|
||||
2019-05-07,10.440000,10.460000,10.290000,10.340000,10.196389,13262100
|
||||
2019-05-08,10.420000,10.430000,10.260000,10.390000,10.245695,11854500
|
||||
2019-05-09,10.340000,10.360000,10.190000,10.200000,10.058333,18123600
|
||||
2019-05-10,10.230000,10.270000,10.110000,10.260000,10.117500,19016300
|
||||
2019-05-13,10.170000,10.180000,10.040000,10.110000,9.969583,13309000
|
||||
2019-05-14,10.150000,10.290000,10.130000,10.210000,10.068194,5885600
|
||||
2019-05-15,10.230000,10.390000,10.190000,10.390000,10.245695,11611400
|
||||
2019-05-16,10.480000,10.560000,10.470000,10.510000,10.364028,8502800
|
||||
2019-05-17,10.400000,10.440000,10.150000,10.170000,10.028750,12427600
|
||||
2019-05-20,10.310000,10.360000,10.150000,10.200000,10.058333,17155700
|
||||
2019-05-21,10.200000,10.210000,10.120000,10.180000,10.038611,13841200
|
||||
2019-05-22,10.190000,10.320000,10.180000,10.220000,10.078055,8639200
|
||||
2019-05-23,10.080000,10.200000,10.010000,10.160000,10.018888,6115600
|
||||
2019-05-24,10.270000,10.350000,10.230000,10.230000,10.087916,10594200
|
||||
2019-05-28,10.400000,10.450000,10.300000,10.300000,10.156944,13101000
|
||||
2019-05-29,10.330000,10.340000,10.230000,10.270000,10.127361,9885000
|
||||
2019-05-30,10.380000,10.600000,10.370000,10.570000,10.423194,9560600
|
||||
2019-05-31,10.500000,10.530000,10.410000,10.470000,10.324583,8501000
|
||||
2019-06-03,10.560000,10.630000,10.410000,10.450000,10.304861,16517600
|
||||
2019-06-04,10.500000,10.600000,10.420000,10.580000,10.433056,8956200
|
||||
2019-06-05,10.560000,10.570000,10.430000,10.440000,10.294999,7705300
|
||||
2019-06-06,10.460000,10.580000,10.460000,10.530000,10.383750,5068500
|
||||
2019-06-07,10.520000,10.680000,10.520000,10.630000,10.482361,4587400
|
||||
2019-06-10,10.760000,10.810000,10.730000,10.780000,10.630278,6059100
|
||||
2019-06-11,10.840000,10.850000,10.720000,10.840000,10.689445,6582600
|
||||
2019-06-12,10.820000,10.900000,10.770000,10.800000,10.650001,7234800
|
||||
2019-06-13,10.630000,10.700000,10.540000,10.620000,10.620000,11253600
|
||||
2019-06-14,10.590000,10.670000,10.570000,10.600000,10.600000,4910900
|
||||
2019-06-17,10.520000,10.650000,10.470000,10.600000,10.600000,5351000
|
||||
2019-06-18,10.790000,10.830000,10.740000,10.750000,10.750000,9545700
|
||||
2019-06-19,10.780000,10.800000,10.590000,10.600000,10.600000,17172400
|
||||
2019-06-20,10.790000,10.800000,10.680000,10.770000,10.770000,14996300
|
||||
2019-06-21,10.720000,10.790000,10.680000,10.720000,10.720000,8959000
|
||||
2019-06-24,10.720000,10.770000,10.650000,10.680000,10.680000,6824800
|
||||
2019-06-25,10.700000,10.700000,10.610000,10.650000,10.650000,8018600
|
||||
2019-06-26,10.660000,10.680000,10.600000,10.660000,10.660000,4425400
|
||||
2019-06-27,10.590000,10.670000,10.520000,10.620000,10.620000,7636900
|
||||
2019-06-28,10.640000,10.710000,10.630000,10.700000,10.700000,6315300
|
||||
2019-07-01,10.700000,10.700000,10.620000,10.700000,10.700000,8902200
|
||||
2019-07-02,10.730000,10.790000,10.720000,10.760000,10.760000,7007200
|
||||
2019-07-03,10.690000,10.770000,10.670000,10.740000,10.740000,6879500
|
||||
2019-07-05,10.570000,10.700000,10.540000,10.690000,10.690000,18833300
|
||||
2019-07-08,10.600000,10.620000,10.550000,10.560000,10.560000,13564300
|
||||
2019-07-09,10.540000,10.550000,10.370000,10.420000,10.420000,23515700
|
||||
2019-07-10,10.550000,10.610000,10.440000,10.480000,10.480000,14954300
|
||||
2019-07-11,10.570000,10.720000,10.530000,10.720000,10.720000,15798500
|
||||
2019-07-12,11.340000,11.560000,11.270000,11.400000,11.400000,41385700
|
||||
|
@@ -0,0 +1,252 @@
|
||||
Date,Open,High,Low,Close,Adj Close,Volume
|
||||
2018-07-13,37.910000,38.630001,37.910000,37.910000,37.629288,1768500
|
||||
2018-07-16,39.060001,39.139999,35.810001,36.360001,36.090759,6443500
|
||||
2018-07-17,36.459999,36.860001,35.970001,36.279999,36.011356,3448800
|
||||
2018-07-18,36.610001,37.580002,36.259998,37.500000,37.222321,3257200
|
||||
2018-07-19,37.200001,38.130001,37.180000,37.990002,37.708694,2428500
|
||||
2018-07-20,37.980000,38.200001,37.639999,37.980000,37.698772,2091800
|
||||
2018-07-23,37.820000,38.259998,37.619999,38.240002,37.956844,1848700
|
||||
2018-07-24,38.950001,39.119999,34.369999,34.840000,34.582024,6131100
|
||||
2018-07-25,35.540001,35.900002,34.810001,35.810001,35.544838,4187200
|
||||
2018-07-26,31.049999,32.290001,29.000000,32.250000,32.011204,20546000
|
||||
2018-07-27,31.980000,32.299999,31.469999,32.090000,31.852381,5144500
|
||||
2018-07-30,31.990000,32.759998,31.799999,32.209999,31.971493,2951100
|
||||
2018-07-31,32.240002,33.090000,32.060001,32.549999,32.308971,3225200
|
||||
2018-08-01,32.549999,32.630001,31.959999,32.090000,31.852381,3427700
|
||||
2018-08-02,32.209999,33.380001,32.150002,33.270000,33.023647,4617000
|
||||
2018-08-03,33.279999,33.279999,32.209999,32.419998,32.179935,3282000
|
||||
2018-08-06,32.330002,32.860001,31.920000,32.700001,32.457867,2558700
|
||||
2018-08-07,32.779999,33.459999,32.529999,33.439999,33.192387,1876600
|
||||
2018-08-08,33.270000,33.400002,32.849998,32.980000,32.735790,1581300
|
||||
2018-08-09,32.840000,33.400002,32.720001,32.790001,32.547199,1818700
|
||||
2018-08-10,32.720001,33.380001,32.270000,33.220001,32.974014,1738800
|
||||
2018-08-13,33.330002,33.480000,32.410000,32.580002,32.338757,2865000
|
||||
2018-08-14,32.720001,33.270000,32.689999,32.770000,32.527348,1705600
|
||||
2018-08-15,32.650002,32.700001,31.570000,32.380001,32.140240,1734900
|
||||
2018-08-16,32.700001,32.900002,32.369999,32.700001,32.457867,1700900
|
||||
2018-08-17,32.730000,33.020000,32.360001,32.900002,32.656387,1677500
|
||||
2018-08-20,32.970001,33.580002,32.560001,33.540001,33.291645,2835500
|
||||
2018-08-21,33.680000,34.080002,33.439999,33.509998,33.261868,2393400
|
||||
2018-08-22,33.450001,33.500000,32.580002,32.770000,32.527348,1920800
|
||||
2018-08-23,32.830002,33.049999,32.360001,32.700001,32.457867,1559300
|
||||
2018-08-24,32.810001,33.160000,32.680000,32.810001,32.567055,888700
|
||||
2018-08-27,33.099998,33.779999,33.000000,33.740002,33.490166,1934500
|
||||
2018-08-28,33.869999,33.880001,33.389999,33.580002,33.331356,2569800
|
||||
2018-08-29,33.599998,34.279999,33.410000,34.209999,33.956684,2601400
|
||||
2018-08-30,34.169998,34.680000,33.689999,33.709999,33.519176,2322400
|
||||
2018-08-31,33.680000,34.340000,33.509998,34.130001,33.936794,2122500
|
||||
2018-09-04,34.000000,34.410000,33.619999,34.410000,34.215214,3660600
|
||||
2018-09-05,34.259998,35.290001,34.029999,35.250000,35.050457,2425000
|
||||
2018-09-06,35.099998,35.240002,34.799999,34.930000,34.732269,4373600
|
||||
2018-09-07,34.799999,35.689999,34.799999,35.270000,35.070347,2026000
|
||||
2018-09-10,35.580002,37.509998,35.389999,36.840000,36.631454,4462200
|
||||
2018-09-11,36.770000,37.029999,36.070000,36.330002,36.124344,4345300
|
||||
2018-09-12,36.230000,36.340000,35.730000,36.070000,35.865818,2350000
|
||||
2018-09-13,36.320000,36.549999,35.910000,36.040001,35.835987,2045000
|
||||
2018-09-14,36.060001,36.560001,35.939999,36.380001,36.174061,1378600
|
||||
2018-09-17,36.480000,36.480000,35.459999,35.630001,35.428307,1849300
|
||||
2018-09-18,35.919998,36.660000,35.529999,36.590000,36.382870,1803000
|
||||
2018-09-19,36.580002,36.790001,36.349998,36.500000,36.293385,1788600
|
||||
2018-09-20,36.630001,36.910000,36.139999,36.180000,35.975193,2553500
|
||||
2018-09-21,36.230000,36.240002,35.000000,35.090000,34.891365,3324000
|
||||
2018-09-24,34.900002,35.000000,34.220001,34.740002,34.543346,2124200
|
||||
2018-09-25,34.810001,34.959999,34.250000,34.910000,34.712383,1525800
|
||||
2018-09-26,35.000000,35.860001,34.700001,35.240002,35.040516,1816500
|
||||
2018-09-27,35.419998,35.630001,34.840000,34.919998,34.722324,1952500
|
||||
2018-09-28,34.509998,34.990002,34.320000,34.480000,34.284817,1874100
|
||||
2018-10-01,34.869999,35.189999,34.599998,34.889999,34.692497,1822400
|
||||
2018-10-02,35.099998,35.099998,33.150002,33.189999,33.002117,2314000
|
||||
2018-10-03,33.240002,33.799999,32.869999,33.500000,33.310364,2390900
|
||||
2018-10-04,33.509998,33.740002,32.639999,32.830002,32.644157,1615500
|
||||
2018-10-05,32.840000,32.860001,31.629999,32.110001,31.928234,3305300
|
||||
2018-10-08,32.070000,32.259998,31.639999,32.160000,31.977951,1675500
|
||||
2018-10-09,32.110001,32.990002,32.009998,32.540001,32.355801,2296400
|
||||
2018-10-10,32.410000,32.770000,31.670000,31.690001,31.510611,2352000
|
||||
2018-10-11,31.680000,32.279999,30.680000,30.719999,30.546101,3726900
|
||||
2018-10-12,31.070000,31.520000,30.770000,30.969999,30.794683,3017100
|
||||
2018-10-15,30.920000,31.410000,30.639999,31.070000,30.894119,2133400
|
||||
2018-10-16,31.469999,32.320000,31.180000,32.310001,32.127106,1960300
|
||||
2018-10-17,32.410000,32.560001,30.990000,31.190001,31.013441,2147800
|
||||
2018-10-18,31.049999,31.240000,29.690001,29.750000,29.581593,3346600
|
||||
2018-10-19,30.139999,31.070000,29.920000,30.410000,30.237854,2827200
|
||||
2018-10-22,30.100000,30.889999,30.000000,30.549999,30.377062,2048900
|
||||
2018-10-23,30.070000,30.520000,29.670000,30.200001,30.029047,2316300
|
||||
2018-10-24,33.990002,33.990002,30.480000,30.719999,30.546101,6106100
|
||||
2018-10-25,31.450001,33.549999,31.190001,33.389999,33.200985,4700800
|
||||
2018-10-26,32.880001,33.259998,31.809999,32.009998,31.828798,3329600
|
||||
2018-10-29,32.529999,32.759998,30.969999,31.389999,31.212307,2003600
|
||||
2018-10-30,31.360001,32.590000,31.110001,32.560001,32.375690,1857600
|
||||
2018-10-31,32.950001,33.270000,31.920000,32.000000,31.818855,2221000
|
||||
2018-11-01,32.130001,33.709999,31.549999,33.650002,33.459515,3066700
|
||||
2018-11-02,33.900002,34.000000,32.900002,33.650002,33.459515,2108100
|
||||
2018-11-05,33.779999,34.090000,33.020000,33.930000,33.737930,1931000
|
||||
2018-11-06,33.759998,34.320000,33.490002,33.889999,33.698158,1680400
|
||||
2018-11-07,34.029999,34.340000,33.099998,33.590000,33.399857,2010800
|
||||
2018-11-08,34.310001,34.759998,33.480000,34.320000,34.125721,3230600
|
||||
2018-11-09,34.189999,34.279999,33.230000,33.480000,33.290478,2107300
|
||||
2018-11-12,33.450001,33.619999,32.820000,32.869999,32.683929,1396300
|
||||
2018-11-13,32.880001,34.209999,32.869999,33.720001,33.529118,2119600
|
||||
2018-11-14,34.049999,34.500000,33.279999,33.570000,33.379967,1175900
|
||||
2018-11-15,33.340000,33.520000,32.200001,32.619999,32.435345,2460300
|
||||
2018-11-16,32.320000,32.610001,31.280001,31.730000,31.550385,2587500
|
||||
2018-11-19,31.490000,32.560001,31.490000,32.220001,32.037613,1954600
|
||||
2018-11-20,32.279999,33.130001,31.360001,31.730000,31.550385,2181600
|
||||
2018-11-21,31.930000,32.869999,31.639999,32.820000,32.634212,1755500
|
||||
2018-11-23,32.500000,32.970001,32.189999,32.650002,32.465172,494100
|
||||
2018-11-26,32.990002,34.060001,32.959999,34.060001,33.867195,1819200
|
||||
2018-11-27,33.830002,34.180000,33.310001,33.360001,33.171158,1302400
|
||||
2018-11-28,33.470001,34.840000,32.950001,34.820000,34.622894,1720100
|
||||
2018-11-29,34.900002,35.490002,34.169998,34.349998,34.155548,1516900
|
||||
2018-11-30,34.209999,35.060001,34.209999,34.660000,34.524101,1975700
|
||||
2018-12-03,35.419998,35.500000,33.889999,33.959999,33.826847,1499300
|
||||
2018-12-04,33.189999,33.450001,30.360001,30.610001,30.489981,4417700
|
||||
2018-12-06,29.940001,30.740000,29.730000,30.709999,30.589588,3405500
|
||||
2018-12-07,30.709999,31.190001,28.680000,28.820000,28.707001,4329900
|
||||
2018-12-10,28.600000,28.850000,28.080000,28.650000,28.537666,2573400
|
||||
2018-12-11,29.059999,29.450001,28.350000,28.540001,28.428099,2111100
|
||||
2018-12-12,29.030001,29.240000,28.430000,28.490000,28.378292,2508900
|
||||
2018-12-13,28.500000,28.580000,27.190001,27.320000,27.212881,3105500
|
||||
2018-12-14,27.020000,27.400000,26.670000,26.879999,26.774605,3853900
|
||||
2018-12-17,26.850000,26.950001,26.309999,26.780001,26.674999,2630100
|
||||
2018-12-18,26.920000,27.620001,26.850000,27.110001,27.003704,3329000
|
||||
2018-12-19,26.889999,27.639999,25.980000,26.059999,25.957821,2541100
|
||||
2018-12-20,25.879999,26.110001,25.100000,25.260000,25.160959,3548900
|
||||
2018-12-21,25.190001,25.450001,23.780001,23.980000,23.885977,6748200
|
||||
2018-12-24,23.500000,24.430000,23.270000,24.030001,23.935781,1289900
|
||||
2018-12-26,24.040001,25.030001,23.629999,25.010000,24.911938,2031900
|
||||
2018-12-27,24.639999,25.100000,24.219999,25.100000,25.001585,1502800
|
||||
2018-12-28,25.129999,25.400000,24.730000,25.070000,24.971703,1568500
|
||||
2018-12-31,25.219999,25.330000,24.700001,25.070000,24.971703,1517200
|
||||
2019-01-02,24.719999,26.250000,24.650000,25.840000,25.738684,2191700
|
||||
2019-01-03,25.670000,25.940001,25.030001,25.209999,25.111153,1971300
|
||||
2019-01-04,25.740000,26.600000,25.639999,26.540001,26.435940,2149300
|
||||
2019-01-07,26.580000,27.660000,26.500000,27.379999,27.272646,2917300
|
||||
2019-01-08,27.799999,28.639999,27.680000,28.629999,28.517742,2525300
|
||||
2019-01-09,28.650000,29.730000,28.549999,29.580000,29.464020,3723300
|
||||
2019-01-10,29.530001,29.530001,28.530001,28.840000,28.726921,2391000
|
||||
2019-01-11,28.830000,29.110001,28.350000,28.650000,28.537666,1608000
|
||||
2019-01-14,28.100000,29.469999,28.100000,29.230000,29.115391,2348400
|
||||
2019-01-15,29.280001,29.400000,28.629999,28.840000,28.726921,1840400
|
||||
2019-01-16,29.059999,29.540001,28.959999,29.170000,29.055626,1168600
|
||||
2019-01-17,31.049999,32.090000,30.290001,31.700001,31.575708,6283500
|
||||
2019-01-18,32.410000,33.139999,31.900000,32.639999,32.512020,4627600
|
||||
2019-01-22,32.110001,32.299999,30.900000,30.969999,30.848568,3325000
|
||||
2019-01-23,31.299999,31.510000,30.080000,30.440001,30.320648,2273200
|
||||
2019-01-24,30.420000,30.629999,29.760000,29.809999,29.693117,2008700
|
||||
2019-01-25,30.209999,31.020000,29.940001,30.780001,30.659315,2170800
|
||||
2019-01-28,30.450001,30.480000,29.900000,30.080000,29.962059,2141300
|
||||
2019-01-29,30.370001,32.200001,29.340000,32.110001,31.984100,3769300
|
||||
2019-01-30,32.209999,33.419998,31.400000,33.369999,33.239159,4151600
|
||||
2019-01-31,33.400002,33.400002,31.559999,31.750000,31.625511,3374600
|
||||
2019-02-01,32.090000,32.590000,31.520000,32.230000,32.103630,1933400
|
||||
2019-02-04,32.049999,32.270000,31.680000,32.250000,32.123554,1355500
|
||||
2019-02-05,32.349998,32.889999,31.799999,31.879999,31.755001,1719200
|
||||
2019-02-06,31.950001,32.320000,31.420000,31.469999,31.346609,1355300
|
||||
2019-02-07,31.430000,32.150002,31.379999,31.700001,31.575708,1395400
|
||||
2019-02-08,31.299999,31.760000,30.780001,31.100000,30.978060,2103700
|
||||
2019-02-11,31.280001,31.440001,30.690001,31.420000,31.296806,1575100
|
||||
2019-02-12,31.620001,32.700001,31.450001,32.360001,32.233120,1847700
|
||||
2019-02-13,32.490002,33.680000,32.490002,33.490002,33.358692,2413800
|
||||
2019-02-14,33.310001,34.299999,33.099998,34.009998,33.876648,2926300
|
||||
2019-02-15,34.090000,34.130001,33.320000,33.529999,33.398533,3065800
|
||||
2019-02-19,33.450001,34.480000,33.340000,34.200001,34.065907,2861900
|
||||
2019-02-20,34.330002,35.299999,33.970001,34.720001,34.583866,3875700
|
||||
2019-02-21,34.759998,34.770000,33.820000,34.189999,34.055943,1396000
|
||||
2019-02-22,34.310001,34.459999,33.400002,33.599998,33.468254,1446800
|
||||
2019-02-25,33.869999,34.630001,33.720001,33.930000,33.796963,1427000
|
||||
2019-02-26,33.840000,34.220001,33.529999,33.680000,33.547947,819100
|
||||
2019-02-27,33.720001,34.049999,33.400002,33.869999,33.737198,842400
|
||||
2019-02-28,33.810001,33.950001,33.310001,33.630001,33.498142,999200
|
||||
2019-03-01,34.000000,34.230000,33.470001,33.680000,33.607906,1096100
|
||||
2019-03-04,33.919998,34.310001,33.320000,33.669998,33.597923,1364500
|
||||
2019-03-05,33.700001,33.700001,32.830002,32.860001,32.789661,1108300
|
||||
2019-03-06,32.950001,33.480000,32.770000,33.180000,33.108974,1586700
|
||||
2019-03-07,32.980000,33.130001,32.619999,32.889999,32.819595,1775600
|
||||
2019-03-08,32.430000,32.560001,31.750000,32.459999,32.390514,1760500
|
||||
2019-03-11,32.360001,33.889999,32.340000,33.869999,33.797497,1961200
|
||||
2019-03-12,33.860001,33.980000,33.180000,33.799999,33.727646,1483700
|
||||
2019-03-13,34.049999,34.830002,33.770000,34.459999,34.386234,1529600
|
||||
2019-03-14,34.400002,34.900002,34.130001,34.770000,34.695572,2083200
|
||||
2019-03-15,34.820000,34.970001,33.580002,33.939999,33.867348,3955300
|
||||
2019-03-18,34.189999,34.700001,34.009998,34.590000,34.515957,1105800
|
||||
2019-03-19,34.380001,34.380001,32.680000,32.849998,32.779682,2526600
|
||||
2019-03-20,32.799999,32.950001,30.990000,31.870001,31.801781,4073000
|
||||
2019-03-21,31.840000,32.259998,31.580000,32.230000,32.161007,2844400
|
||||
2019-03-22,32.060001,32.130001,31.160000,31.370001,31.302851,1802800
|
||||
2019-03-25,31.330000,32.049999,31.100000,31.320000,31.252956,1843000
|
||||
2019-03-26,31.620001,32.160000,31.559999,32.060001,31.991375,1897800
|
||||
2019-03-27,32.130001,32.259998,31.299999,31.379999,31.312828,2092600
|
||||
2019-03-28,31.379999,32.750000,31.290001,32.450001,32.380539,3897800
|
||||
2019-03-29,32.610001,32.910000,32.279999,32.680000,32.610046,1914300
|
||||
2019-04-01,32.990002,33.439999,32.799999,33.119999,33.049103,2025600
|
||||
2019-04-02,32.990002,33.290001,32.349998,32.520000,32.450390,1398800
|
||||
2019-04-03,32.540001,33.119999,32.500000,32.689999,32.620022,1430900
|
||||
2019-04-04,32.549999,33.470001,32.520000,33.299999,33.228718,1670600
|
||||
2019-04-05,33.290001,33.799999,33.189999,33.320000,33.248676,1189900
|
||||
2019-04-08,32.930000,33.500000,32.750000,33.480000,33.408333,1133000
|
||||
2019-04-09,33.250000,33.320000,32.840000,32.919998,32.849529,1556800
|
||||
2019-04-10,32.959999,33.200001,32.669998,33.090000,33.019169,648400
|
||||
2019-04-11,33.090000,33.820000,32.990002,33.700001,33.627865,1161600
|
||||
2019-04-12,34.020000,34.389999,33.779999,34.080002,34.007050,1042800
|
||||
2019-04-15,33.930000,34.029999,33.259998,33.529999,33.458225,1235200
|
||||
2019-04-16,32.840000,33.720001,32.369999,33.580002,33.508121,2495800
|
||||
2019-04-17,34.000000,34.730000,33.740002,34.549999,34.476044,2568000
|
||||
2019-04-18,34.650002,35.349998,34.500000,34.720001,34.645679,2501900
|
||||
2019-04-22,34.549999,34.910000,34.270000,34.700001,34.625721,1616100
|
||||
2019-04-23,34.650002,35.049999,34.349998,35.000000,34.925079,3498300
|
||||
2019-04-24,34.990002,36.810001,34.299999,36.150002,36.072620,4686400
|
||||
2019-04-25,35.880001,36.119999,34.549999,34.720001,34.645679,2598800
|
||||
2019-04-26,34.599998,35.610001,34.430000,35.240002,35.164566,1047500
|
||||
2019-04-29,35.290001,35.520000,34.060001,34.110001,34.036983,1933700
|
||||
2019-04-30,34.119999,34.150002,33.029999,33.349998,33.278610,2524500
|
||||
2019-05-01,33.250000,33.250000,31.299999,31.360001,31.292871,3751300
|
||||
2019-05-02,31.360001,32.290001,31.010000,32.259998,32.190945,1907500
|
||||
2019-05-03,32.419998,33.529999,32.180000,33.299999,33.228718,1793600
|
||||
2019-05-06,32.410000,33.450001,32.259998,33.279999,33.208759,2361000
|
||||
2019-05-07,32.779999,33.090000,31.860001,32.040001,31.971416,1001000
|
||||
2019-05-08,32.040001,32.490002,31.209999,31.270000,31.203064,1396400
|
||||
2019-05-09,31.020000,31.510000,30.590000,31.340000,31.272915,1854700
|
||||
2019-05-10,31.190001,31.740000,30.780001,31.480000,31.412615,944300
|
||||
2019-05-13,30.500000,30.549999,29.170000,29.340000,29.277195,2738400
|
||||
2019-05-14,29.459999,30.879999,29.430000,30.549999,30.484604,1437000
|
||||
2019-05-15,30.360001,31.080000,30.219999,30.990000,30.923664,1587700
|
||||
2019-05-16,31.139999,31.760000,31.100000,31.639999,31.572271,1783000
|
||||
2019-05-17,31.420000,31.760000,30.850000,30.930000,30.863792,1598000
|
||||
2019-05-20,30.400000,31.459999,30.150000,31.059999,30.993513,1070300
|
||||
2019-05-21,31.500000,32.000000,31.120001,31.440001,31.372700,1590100
|
||||
2019-05-22,31.219999,31.639999,30.600000,30.840000,30.773985,1191600
|
||||
2019-05-23,30.270000,30.870001,29.930000,30.400000,30.334927,1657700
|
||||
2019-05-24,30.590000,30.590000,29.469999,30.000000,29.935783,2216800
|
||||
2019-05-28,29.830000,30.059999,29.360001,29.660000,29.596510,1983100
|
||||
2019-05-29,29.320000,29.850000,28.969999,29.200001,29.137495,1853500
|
||||
2019-05-30,29.219999,29.309999,27.980000,28.030001,27.969999,2948600
|
||||
2019-05-31,27.430000,28.070000,27.030001,27.639999,27.639999,2361800
|
||||
2019-06-03,27.540001,28.549999,27.530001,28.090000,28.090000,3066200
|
||||
2019-06-04,28.600000,29.709999,28.600000,29.670000,29.670000,2052200
|
||||
2019-06-05,30.030001,30.330000,29.530001,30.120001,30.120001,1936400
|
||||
2019-06-06,29.940001,29.950001,29.020000,29.889999,29.889999,1473900
|
||||
2019-06-07,30.000000,30.430000,29.889999,30.170000,30.170000,1272700
|
||||
2019-06-10,30.420000,31.610001,30.370001,31.299999,31.299999,1975300
|
||||
2019-06-11,31.740000,31.740000,30.980000,31.059999,31.059999,1323700
|
||||
2019-06-12,30.910000,31.219999,30.559999,31.090000,31.090000,1730700
|
||||
2019-06-13,31.160000,32.689999,31.129999,32.660000,32.660000,2759100
|
||||
2019-06-14,32.520000,32.610001,31.750000,32.220001,32.220001,1644300
|
||||
2019-06-17,32.130001,32.230000,31.370001,31.549999,31.549999,1717700
|
||||
2019-06-18,31.600000,32.490002,31.420000,31.700001,31.700001,1292400
|
||||
2019-06-19,31.600000,32.029999,31.500000,31.870001,31.870001,1250600
|
||||
2019-06-20,32.340000,32.730000,32.029999,32.610001,32.610001,1395300
|
||||
2019-06-21,32.450001,32.720001,31.820000,31.889999,31.889999,1669400
|
||||
2019-06-24,31.889999,31.950001,29.900000,30.049999,30.049999,2932200
|
||||
2019-06-25,29.990000,30.590000,29.440001,29.549999,29.549999,3074100
|
||||
2019-06-26,29.790001,31.040001,29.610001,30.959999,30.959999,1668100
|
||||
2019-06-27,31.059999,31.680000,30.760000,31.440001,31.440001,1168800
|
||||
2019-06-28,31.680000,32.880001,31.670000,32.840000,32.840000,2573800
|
||||
2019-07-01,33.320000,33.759998,32.650002,32.939999,32.939999,1576200
|
||||
2019-07-02,32.860001,33.540001,32.439999,32.700001,32.700001,1624700
|
||||
2019-07-03,32.799999,33.240002,32.680000,33.220001,33.220001,750300
|
||||
2019-07-05,33.000000,33.680000,32.820000,33.590000,33.590000,897400
|
||||
2019-07-08,33.250000,33.669998,33.070000,33.369999,33.369999,1442200
|
||||
2019-07-09,33.060001,33.430000,32.959999,33.049999,33.049999,927500
|
||||
2019-07-10,33.230000,33.330002,31.570000,31.670000,31.670000,1873800
|
||||
2019-07-11,31.520000,32.230000,30.680000,31.490000,31.490000,1958800
|
||||
2019-07-12,31.490000,33.580002,31.420000,33.529999,33.529999,2295600
|
||||
|
@@ -0,0 +1,252 @@
|
||||
Date,Open,High,Low,Close,Adj Close,Volume
|
||||
2018-07-13,56.889999,56.889999,56.889999,56.889999,54.963757,0
|
||||
2018-07-16,56.639999,56.639999,56.639999,56.639999,54.722221,320
|
||||
2018-07-17,57.730000,57.730000,57.730000,57.730000,55.775318,538
|
||||
2018-07-18,57.810001,57.810001,57.810001,57.810001,55.852608,522
|
||||
2018-07-19,56.700001,57.279999,52.380001,52.380001,50.606461,2047
|
||||
2018-07-20,52.380001,52.380001,52.380001,52.380001,50.606461,0
|
||||
2018-07-23,52.380001,52.380001,52.380001,52.380001,50.606461,0
|
||||
2018-07-24,57.349998,57.349998,57.290001,57.290001,55.350212,349
|
||||
2018-07-25,57.290001,57.290001,57.290001,57.290001,55.350212,0
|
||||
2018-07-26,57.310001,57.509998,53.080002,57.509998,55.562763,728
|
||||
2018-07-27,57.590000,57.590000,57.590000,57.590000,55.640057,357
|
||||
2018-07-30,57.869999,57.869999,57.669998,57.669998,55.717346,294
|
||||
2018-07-31,58.549999,58.549999,58.549999,58.549999,56.567551,398
|
||||
2018-08-01,58.299999,58.590000,58.299999,58.590000,56.606197,451
|
||||
2018-08-02,57.189999,57.189999,57.189999,57.189999,55.253601,294
|
||||
2018-08-03,58.496101,58.496101,58.496101,58.496101,56.515476,663
|
||||
2018-08-06,58.496101,58.496101,58.496101,58.496101,56.515476,0
|
||||
2018-08-07,60.619999,60.619999,60.490002,60.490002,58.441868,638
|
||||
2018-08-08,58.000000,58.000000,58.000000,58.000000,56.036175,302
|
||||
2018-08-09,60.270000,60.470001,60.270000,60.470001,58.422546,1523
|
||||
2018-08-10,58.110001,58.400002,58.110001,58.400002,56.422630,766
|
||||
2018-08-13,57.770000,57.770000,56.000000,56.000000,54.103893,457
|
||||
2018-08-14,56.950001,57.330002,56.950001,57.330002,55.388863,844
|
||||
2018-08-15,57.330002,57.330002,57.330002,57.330002,55.388863,0
|
||||
2018-08-16,56.020000,56.049999,55.900002,55.900002,54.007278,839
|
||||
2018-08-17,56.439999,56.439999,56.439999,56.439999,54.528992,183
|
||||
2018-08-20,56.439999,56.439999,56.439999,56.439999,54.528992,0
|
||||
2018-08-21,56.439999,56.439999,56.439999,56.439999,54.528992,0
|
||||
2018-08-22,58.380001,58.380001,58.380001,58.380001,56.403309,430
|
||||
2018-08-23,57.410000,57.410000,57.410000,57.410000,55.942810,369
|
||||
2018-08-24,57.810001,58.009998,55.750000,55.750000,54.325233,2546
|
||||
2018-08-27,59.209999,59.209999,55.290001,55.290001,53.876991,657
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||||
2018-08-28,58.720001,58.720001,58.720001,58.720001,57.219334,970
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2018-08-29,59.000000,59.000000,59.000000,59.000000,57.492176,1111
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2018-08-30,57.049999,57.049999,55.709999,55.709999,54.286255,594
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2018-08-31,55.689999,57.970001,55.689999,57.970001,56.488503,823
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||||
2018-09-04,57.869999,58.070000,57.869999,58.070000,56.585945,541
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||||
2018-09-05,58.070000,58.070000,58.070000,58.070000,56.585945,0
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||||
2018-09-06,57.320000,57.320000,57.320000,57.320000,55.855110,1033
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||||
2018-09-07,56.650002,56.650002,53.849998,53.849998,52.473789,411
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||||
2018-09-10,53.849998,53.849998,53.849998,53.849998,52.473789,0
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2018-09-11,54.090000,54.090000,54.090000,54.090000,52.707657,361
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2018-09-12,56.450001,56.650002,54.000000,54.000000,52.619957,915
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2018-09-13,54.759998,57.250000,54.759998,57.250000,55.786900,530
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||||
2018-09-14,56.162498,58.360001,56.162498,58.360001,56.868534,541
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||||
2018-09-17,58.389999,58.590000,58.389999,58.590000,57.092655,422
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||||
2018-09-18,57.919998,58.119999,57.919998,58.119999,56.634666,534
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||||
2018-09-19,58.349998,58.349998,58.349998,58.349998,56.858788,155
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||||
2018-09-20,58.869999,59.070000,58.869999,59.070000,57.560387,355
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||||
2018-09-21,59.119999,59.320000,59.119999,59.320000,57.803997,552
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2018-09-24,59.320000,59.320000,59.320000,59.320000,57.803997,0
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2018-09-25,59.320000,59.320000,59.320000,59.320000,57.803997,0
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2018-09-26,58.689999,58.889999,58.689999,58.889999,57.384987,607
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||||
2018-09-27,58.540001,58.540001,58.540001,58.540001,57.043934,393
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||||
2018-09-28,58.540001,58.540001,58.540001,58.540001,57.043934,0
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2018-10-01,57.830002,57.849998,57.650002,57.650002,56.176678,610
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2018-10-02,57.330002,57.330002,57.330002,57.330002,55.864857,191
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||||
2018-10-03,57.230000,57.230000,57.230000,57.230000,55.767410,628
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||||
2018-10-04,54.630001,54.630001,54.630001,54.630001,53.233860,181
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||||
2018-10-05,54.660000,54.860001,54.660000,54.860001,53.457981,280
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||||
2018-10-08,51.759998,54.430000,51.560001,54.430000,53.038971,884
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||||
2018-10-09,54.430000,54.430000,54.430000,54.430000,53.038971,0
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2018-10-10,47.779999,49.470001,47.779999,47.779999,46.558918,503
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||||
2018-10-11,47.529999,49.630001,46.470001,49.630001,48.361641,3604
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||||
2018-10-12,46.130001,46.130001,46.130001,46.130001,44.951088,2170
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||||
2018-10-15,48.000000,48.349998,48.000000,48.349998,47.114349,934
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||||
2018-10-16,49.500000,49.500000,49.500000,49.500000,48.234962,213
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2018-10-17,49.500000,49.500000,48.790001,48.790001,47.543106,489
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2018-10-18,47.372002,47.372002,47.372002,47.372002,46.161346,275
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||||
2018-10-19,48.990002,48.990002,48.990002,48.990002,47.737999,352
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||||
2018-10-22,46.090000,48.730000,46.090000,48.730000,47.484638,723
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||||
2018-10-23,47.480000,47.480000,45.310001,45.310001,44.152042,341
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||||
2018-10-24,45.310001,45.310001,45.310001,45.310001,44.152042,0
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2018-10-25,47.500000,47.500000,45.910000,45.910000,44.736710,506
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2018-10-26,45.910000,45.910000,45.910000,45.910000,44.736710,0
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2018-10-29,45.910000,45.910000,45.910000,45.910000,44.736710,0
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2018-10-30,45.509998,45.509998,45.509998,45.509998,44.346931,497
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2018-10-31,47.049999,47.049999,46.790001,46.790001,45.594219,591
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||||
2018-11-01,47.049999,47.049999,47.049999,47.049999,45.847572,349
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||||
2018-11-02,47.490002,47.500000,47.490002,47.494999,46.281200,1008
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||||
2018-11-05,48.959999,48.959999,48.959999,48.959999,47.708763,455
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||||
2018-11-06,50.000000,50.000000,47.540001,47.540001,46.325054,963
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2018-11-07,47.790001,47.790001,47.790001,47.790001,46.568665,288
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2018-11-08,47.790001,47.790001,47.790001,47.790001,46.568665,0
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2018-11-09,47.360001,47.360001,47.360001,47.360001,46.149654,268
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2018-11-12,44.029999,46.230000,43.880001,43.880001,42.758591,1785
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2018-11-13,46.689999,46.689999,46.689999,46.689999,45.496773,1146
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2018-11-14,47.779999,47.779999,47.779999,47.779999,46.558918,2250
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2018-11-15,47.700001,47.700001,47.700001,47.700001,46.480965,626
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2018-11-16,47.700001,47.700001,47.700001,47.700001,46.480965,0
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2018-11-19,47.700001,47.700001,47.700001,47.700001,46.480965,0
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2018-11-20,47.700001,47.700001,47.700001,47.700001,46.480965,0
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2018-11-21,45.430000,47.950001,45.430000,47.950001,46.724575,590
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2018-11-23,47.950001,47.950001,47.950001,47.950001,46.724575,0
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2018-11-26,46.470001,46.470001,46.470001,46.470001,45.282398,427
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2018-11-27,44.721401,45.910000,44.721401,45.910000,44.736710,934
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2018-11-28,43.810001,43.810001,43.810001,43.810001,42.690380,1041
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2018-11-29,46.049999,46.049999,46.049999,46.049999,44.873131,640
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2018-11-30,44.520000,44.520000,42.740002,42.740002,41.647724,658
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2018-12-03,46.330002,46.330002,44.650002,46.259998,45.077763,1756
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2018-12-04,44.080002,44.080002,44.080002,44.080002,42.953480,802
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2018-12-06,41.750000,43.169998,41.750000,43.169998,42.066730,1655
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2018-12-07,41.950001,42.450001,41.110001,41.110001,40.059380,2218
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2018-12-10,40.830002,42.189999,39.970001,39.970001,38.948513,1240
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2018-12-11,41.340000,42.549999,40.650002,42.549999,41.462578,22122
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2018-12-12,43.980000,43.990002,43.980000,43.990002,42.865780,681
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2018-12-13,42.230000,42.230000,42.230000,42.230000,41.150757,487
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2018-12-14,42.060001,42.060001,40.150002,40.150002,39.123917,653
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2018-12-17,39.599998,40.709999,39.490002,40.709999,39.669601,12561
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2018-12-18,39.570000,39.570000,39.570000,39.570000,38.558735,659
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2018-12-19,42.330002,42.330002,42.130001,42.130001,41.053314,833
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2018-12-20,39.639999,42.369999,39.639999,42.369999,41.287178,634
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2018-12-21,41.840000,41.840000,41.840000,41.840000,40.770725,682
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2018-12-24,42.380001,42.380001,42.380001,42.380001,41.296925,433
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2018-12-26,42.380001,42.380001,42.380001,42.380001,41.296925,0
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2018-12-27,41.340000,41.340000,41.340000,41.340000,40.283501,437
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2018-12-28,41.340000,41.340000,41.340000,41.340000,40.283501,0
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2018-12-31,44.299999,44.310001,44.189999,44.189999,43.060665,1769
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2019-01-02,43.169998,43.630001,43.169998,43.630001,42.514980,662
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2019-01-03,43.130001,43.130001,43.130001,43.130001,42.027756,303
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2019-01-04,43.584702,43.584702,43.584702,43.584702,42.470837,13482
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2019-01-07,45.169998,45.169998,45.160000,45.160000,44.005875,768
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2019-01-08,45.410000,45.410000,45.410000,45.410000,44.249489,500
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2019-01-09,45.410000,45.410000,45.410000,45.410000,44.249489,0
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2019-01-10,45.410000,45.410000,45.410000,45.410000,44.249489,0
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2019-01-11,46.500000,46.799999,46.500000,46.599998,45.409073,22858
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2019-01-14,46.599998,46.799999,46.599998,46.799999,45.603962,2155
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2019-01-15,46.799999,46.799999,46.799999,46.799999,45.603962,0
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2019-01-16,46.799999,46.799999,46.799999,46.799999,45.603962,269
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2019-01-17,49.349998,49.349998,49.349998,49.349998,48.088795,793
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2019-01-18,49.509998,49.549999,49.509998,49.549999,48.283684,506
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2019-01-22,47.119999,49.980000,47.119999,49.980000,48.702694,5183
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2019-01-23,49.950001,50.099998,47.279999,50.090000,48.809883,2687
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2019-01-24,49.360001,49.570000,49.360001,49.570000,48.303173,7566
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||||
2019-01-25,48.540001,51.139999,48.540001,51.139999,49.833050,668
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2019-01-28,51.000000,51.000000,51.000000,51.000000,49.696629,1144
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2019-01-29,51.660000,51.660000,51.459999,51.660000,50.339760,562
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2019-01-30,52.110001,52.310001,51.750000,51.750000,50.427460,1681
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||||
2019-01-31,50.669998,50.900002,50.400002,50.900002,49.599186,1109
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||||
2019-02-01,49.794998,49.794998,49.794998,49.794998,48.522423,352
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2019-02-04,51.049999,51.259998,51.049999,51.259998,49.949982,772
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2019-02-05,51.250000,51.250000,51.250000,51.250000,49.940239,5765
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||||
2019-02-06,51.250000,51.250000,51.250000,51.250000,49.940239,0
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2019-02-07,46.560001,46.560001,46.560001,46.560001,45.370098,543
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||||
2019-02-08,49.259998,49.650002,49.259998,49.650002,48.381130,741
|
||||
2019-02-11,49.650002,49.650002,49.650002,49.650002,48.381130,0
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||||
2019-02-12,50.029999,50.029999,50.029999,50.029999,48.751415,261
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||||
2019-02-13,50.720001,50.919998,50.720001,50.919998,49.618671,551
|
||||
2019-02-14,50.919998,50.919998,50.919998,50.919998,49.618671,0
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||||
2019-02-15,50.919998,50.919998,50.919998,50.919998,49.618671,0
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||||
2019-02-19,50.919998,50.919998,50.919998,50.919998,49.618671,0
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||||
2019-02-20,49.930000,49.930000,49.930000,49.930000,48.653973,339
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||||
2019-02-21,51.230000,51.230000,51.230000,51.230000,49.920750,200
|
||||
2019-02-22,51.650002,51.919998,50.404999,51.919998,50.593113,756
|
||||
2019-02-25,51.919998,51.919998,51.919998,51.919998,50.593113,0
|
||||
2019-02-26,51.209999,52.520000,51.209999,52.520000,51.177784,614
|
||||
2019-02-27,50.220001,50.220001,50.220001,50.220001,48.936562,151
|
||||
2019-02-28,46.790001,48.320000,46.790001,48.320000,47.085117,460
|
||||
2019-03-01,48.320000,48.320000,48.320000,48.320000,47.085117,0
|
||||
2019-03-04,48.650002,48.650002,47.430000,47.430000,46.217865,639
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||||
2019-03-05,47.430000,47.430000,47.430000,47.430000,46.217865,0
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||||
2019-03-06,47.430000,47.430000,47.430000,47.430000,46.217865,0
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||||
2019-03-07,49.330002,49.400002,48.029999,49.400002,48.137520,1703
|
||||
2019-03-08,49.400002,49.400002,49.400002,49.400002,48.137520,0
|
||||
2019-03-11,49.400002,49.400002,49.400002,49.400002,48.137520,0
|
||||
2019-03-12,49.400002,49.400002,49.400002,49.400002,48.137520,0
|
||||
2019-03-13,49.400002,49.400002,49.400002,49.400002,48.137520,0
|
||||
2019-03-14,48.619999,48.619999,48.619999,48.619999,47.377449,238
|
||||
2019-03-15,46.810001,48.970001,46.810001,48.970001,47.718510,21435
|
||||
2019-03-18,48.639999,49.060001,48.639999,49.060001,47.806210,3681
|
||||
2019-03-19,48.395000,49.830002,48.060001,48.060001,46.831764,3475
|
||||
2019-03-20,48.139999,49.820000,48.139999,48.750000,47.504128,2702
|
||||
2019-03-21,48.549999,48.750000,47.500000,48.750000,47.504128,1842
|
||||
2019-03-22,46.450001,46.450001,46.450001,46.450001,45.262909,7506
|
||||
2019-03-25,46.910000,46.910000,43.840000,46.759998,45.564983,1482
|
||||
2019-03-26,44.930000,46.060001,44.930000,46.060001,44.882877,284
|
||||
2019-03-27,46.060001,46.060001,46.060001,46.060001,44.882877,0
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||||
2019-03-28,46.529999,46.529999,46.529999,46.529999,45.340862,369
|
||||
2019-03-29,46.529999,46.529999,46.529999,46.529999,45.340862,0
|
||||
2019-04-01,48.150002,48.150002,46.880001,46.880001,45.681919,2118
|
||||
2019-04-02,46.880001,46.880001,46.880001,46.880001,45.681919,0
|
||||
2019-04-03,48.310001,48.310001,47.139999,47.139999,45.935276,841
|
||||
2019-04-04,46.549999,46.599998,46.400002,46.400002,45.214188,18054
|
||||
2019-04-05,47.755001,48.970001,47.755001,48.970001,47.718510,923
|
||||
2019-04-08,48.025002,48.025002,48.025002,48.025002,46.797661,229
|
||||
2019-04-09,49.160000,49.160000,48.689999,48.689999,47.445660,407
|
||||
2019-04-10,47.200001,47.200001,47.200001,47.200001,45.993744,664
|
||||
2019-04-11,45.820000,45.820000,45.820000,45.820000,45.820000,352
|
||||
2019-04-12,45.820000,45.820000,45.820000,45.820000,45.820000,0
|
||||
2019-04-15,49.500000,49.680000,48.000000,49.680000,49.680000,1399
|
||||
2019-04-16,46.689999,46.689999,46.689999,46.689999,46.689999,363
|
||||
2019-04-17,45.389999,45.709999,44.827202,45.709999,45.709999,10278
|
||||
2019-04-18,47.099998,47.099998,45.904999,45.950001,45.950001,764
|
||||
2019-04-22,44.480000,44.480000,44.480000,44.480000,44.480000,299
|
||||
2019-04-23,47.209999,47.209999,47.209999,47.209999,47.209999,518
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||||
2019-04-24,44.935001,44.935001,44.935001,44.935001,44.935001,448
|
||||
2019-04-25,46.180000,46.180000,46.180000,46.180000,46.180000,383
|
||||
2019-04-26,43.700001,45.990002,43.700001,45.990002,45.990002,337
|
||||
2019-04-29,45.119999,45.119999,45.119999,45.119999,45.119999,325
|
||||
2019-04-30,44.834999,44.834999,44.834999,44.834999,44.834999,371
|
||||
2019-05-01,44.500000,44.500000,44.500000,44.500000,44.500000,837
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||||
2019-05-02,45.500000,45.500000,45.500000,45.500000,45.500000,512
|
||||
2019-05-03,45.500000,45.500000,45.500000,45.500000,45.500000,336
|
||||
2019-05-06,45.500000,45.500000,45.500000,45.500000,45.500000,377
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||||
2019-05-07,44.110001,44.110001,43.500000,43.500000,43.500000,1538
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||||
2019-05-08,42.299999,42.299999,42.299999,42.299999,42.299999,555
|
||||
2019-05-09,44.900002,44.900002,43.980000,43.980000,43.980000,557
|
||||
2019-05-10,42.779999,45.259998,42.779999,45.259998,45.259998,410
|
||||
2019-05-13,44.700001,44.700001,44.700001,44.700001,44.700001,523
|
||||
2019-05-14,42.299999,42.299999,42.299999,42.299999,42.299999,485
|
||||
2019-05-15,42.259998,42.259998,42.259998,42.259998,42.259998,487
|
||||
2019-05-16,42.259998,42.259998,42.259998,42.259998,42.259998,0
|
||||
2019-05-17,45.900002,45.900002,45.900002,45.900002,45.900002,210
|
||||
2019-05-20,43.500000,44.540001,43.500000,44.540001,44.540001,625
|
||||
2019-05-21,44.500000,44.500000,44.500000,44.500000,44.500000,381
|
||||
2019-05-22,43.435001,43.930000,43.435001,43.930000,43.930000,325
|
||||
2019-05-23,44.500000,44.500000,44.430000,44.430000,44.430000,969
|
||||
2019-05-24,43.470001,43.470001,43.299999,43.299999,43.299999,1168
|
||||
2019-05-28,43.270000,43.270000,43.270000,43.270000,43.270000,368
|
||||
2019-05-29,42.189999,42.189999,42.189999,42.189999,42.189999,490
|
||||
2019-05-30,43.669998,43.669998,42.959999,42.959999,42.959999,392
|
||||
2019-05-31,42.959999,42.959999,42.959999,42.959999,42.959999,0
|
||||
2019-06-03,42.959999,42.959999,42.959999,42.959999,42.959999,0
|
||||
2019-06-04,44.070000,44.070000,41.860001,41.860001,41.860001,1808
|
||||
2019-06-05,44.000000,44.340000,44.000000,44.340000,44.340000,779
|
||||
2019-06-06,41.500000,41.500000,41.500000,41.500000,41.500000,502
|
||||
2019-06-07,44.000000,44.500000,44.000000,44.250000,44.250000,4369
|
||||
2019-06-10,44.259998,44.259998,44.259998,44.259998,44.259998,2461
|
||||
2019-06-11,44.000000,44.099998,44.000000,44.099998,44.099998,3424
|
||||
2019-06-12,44.500000,44.500000,44.250000,44.500000,44.500000,1681
|
||||
2019-06-13,46.000000,46.000000,45.000000,45.750000,45.750000,1551
|
||||
2019-06-14,43.460999,45.189999,43.460999,45.189999,45.189999,6990
|
||||
2019-06-17,45.369999,45.369999,44.000000,44.750000,44.750000,1353
|
||||
2019-06-18,45.130001,45.130001,44.250000,44.250000,44.250000,734
|
||||
2019-06-19,45.750000,46.000000,44.450001,46.000000,46.000000,811
|
||||
2019-06-20,45.849998,45.849998,45.849998,45.849998,45.849998,553
|
||||
2019-06-21,45.750000,45.799999,45.750000,45.799999,45.799999,2475
|
||||
2019-06-24,46.000000,46.000000,46.000000,46.000000,46.000000,719
|
||||
2019-06-25,46.369999,46.369999,46.299999,46.299999,46.299999,985
|
||||
2019-06-26,46.369999,46.369999,45.759998,45.759998,45.759998,1021
|
||||
2019-06-27,45.759998,45.759998,45.759998,45.759998,45.759998,0
|
||||
2019-06-28,46.509998,46.509998,46.509998,46.509998,46.509998,6919
|
||||
2019-07-01,46.509998,46.509998,46.509998,46.509998,46.509998,0
|
||||
2019-07-02,46.310001,46.310001,44.860001,45.584999,45.584999,517
|
||||
2019-07-03,46.400002,46.400002,46.400002,46.400002,46.400002,1750
|
||||
2019-07-05,46.349998,46.400002,46.349998,46.400002,46.400002,422
|
||||
2019-07-08,46.400002,46.400002,46.400002,46.400002,46.400002,0
|
||||
2019-07-09,43.779999,43.779999,43.779999,43.779999,43.779999,610
|
||||
2019-07-10,44.775002,45.770000,44.700001,45.770000,45.770000,2156
|
||||
2019-07-11,42.860001,42.860001,42.860001,42.860001,42.860001,306
|
||||
2019-07-12,44.984402,46.509998,44.984402,45.450001,45.450001,492057
|
||||
|
@@ -0,0 +1,253 @@
|
||||
Date,Open,High,Low,Close,Adj Close,Volume
|
||||
2018-05-23,31.610001,32.000000,30.870001,31.059999,31.059999,1499700
|
||||
2018-05-24,30.510000,30.879999,29.770000,29.790001,29.790001,1831300
|
||||
2018-05-25,28.820000,29.100000,28.200001,28.670000,28.670000,2599900
|
||||
2018-05-29,28.370001,28.879999,28.020000,28.480000,28.480000,1868700
|
||||
2018-05-30,28.790001,29.260000,28.580000,29.059999,29.059999,1941900
|
||||
2018-05-31,28.760000,29.309999,28.040001,28.070000,28.070000,2092000
|
||||
2018-06-01,28.070000,28.270000,25.570000,26.400000,26.400000,3859100
|
||||
2018-06-04,26.450001,26.650000,25.530001,25.780001,25.780001,2426600
|
||||
2018-06-05,25.570000,26.120001,25.469999,25.930000,25.930000,1845400
|
||||
2018-06-06,26.200001,26.270000,25.650000,25.910000,25.910000,1948100
|
||||
2018-06-07,26.040001,27.129999,26.040001,26.930000,26.930000,1887700
|
||||
2018-06-08,26.930000,27.150000,25.719999,25.969999,25.969999,2083700
|
||||
2018-06-11,25.879999,26.309999,25.670000,25.910000,25.910000,1346700
|
||||
2018-06-12,25.910000,26.760000,25.709999,26.629999,26.629999,2097000
|
||||
2018-06-13,26.530001,26.990000,26.370001,26.610001,26.610001,1487000
|
||||
2018-06-14,27.030001,27.080000,26.270000,26.430000,26.430000,1385400
|
||||
2018-06-15,26.209999,26.410000,25.799999,26.129999,26.129999,3438400
|
||||
2018-06-18,26.190001,26.850000,26.180000,26.299999,26.299999,1562200
|
||||
2018-06-19,25.799999,27.750000,25.790001,27.690001,27.690001,2623000
|
||||
2018-06-20,27.950001,28.580000,27.700001,28.440001,28.440001,2600100
|
||||
2018-06-21,28.070000,28.430000,26.870001,27.020000,27.020000,2158200
|
||||
2018-06-22,28.389999,28.600000,27.620001,27.860001,27.860001,2175900
|
||||
2018-06-25,27.900000,28.030001,27.219999,27.400000,27.400000,1367100
|
||||
2018-06-26,27.520000,28.920000,27.290001,28.809999,28.809999,2166000
|
||||
2018-06-27,29.190001,30.299999,29.120001,30.059999,30.059999,2816500
|
||||
2018-06-28,30.139999,30.379999,29.680000,30.139999,30.139999,2197500
|
||||
2018-06-29,30.480000,31.410000,30.000000,30.049999,30.049999,2761400
|
||||
2018-07-02,29.760000,29.770000,29.000000,29.209999,29.209999,1384700
|
||||
2018-07-03,30.049999,30.299999,29.280001,29.650000,29.650000,1132100
|
||||
2018-07-05,29.830000,30.020000,29.190001,29.879999,29.879999,1599100
|
||||
2018-07-06,29.629999,31.389999,29.580000,30.940001,30.940001,2125700
|
||||
2018-07-09,31.350000,32.619999,31.270000,32.520000,32.520000,2248800
|
||||
2018-07-10,32.919998,33.430000,32.700001,32.990002,32.990002,1932700
|
||||
2018-07-11,32.369999,33.180000,31.620001,31.730000,31.730000,1928400
|
||||
2018-07-12,31.879999,32.259998,31.209999,31.930000,31.930000,1773300
|
||||
2018-07-13,31.870001,32.599998,31.709999,31.809999,31.809999,943400
|
||||
2018-07-16,31.049999,31.770000,30.910000,31.670000,31.670000,1013800
|
||||
2018-07-17,31.520000,32.259998,31.340000,32.020000,32.020000,693200
|
||||
2018-07-18,31.709999,32.040001,31.030001,31.740000,31.740000,1187700
|
||||
2018-07-19,31.440001,32.400002,31.420000,32.330002,32.330002,1222300
|
||||
2018-07-20,32.410000,32.720001,31.809999,31.980000,31.980000,1304300
|
||||
2018-07-23,31.990000,32.299999,31.709999,31.940001,31.940001,1221200
|
||||
2018-07-24,32.480000,32.869999,32.209999,32.349998,32.349998,1098400
|
||||
2018-07-25,32.330002,32.910000,31.920000,32.830002,32.830002,1171200
|
||||
2018-07-26,32.970001,33.349998,32.759998,32.980000,32.980000,978700
|
||||
2018-07-27,32.770000,33.599998,32.700001,32.820000,32.820000,1240500
|
||||
2018-07-30,33.349998,33.860001,33.099998,33.529999,33.529999,1815300
|
||||
2018-07-31,33.470001,33.720001,32.820000,33.500000,33.500000,1345700
|
||||
2018-08-01,33.049999,33.410000,32.580002,33.189999,33.189999,1568000
|
||||
2018-08-02,32.150002,34.439999,31.700001,32.779999,32.779999,3111200
|
||||
2018-08-03,32.669998,33.080002,31.090000,31.139999,31.139999,2989500
|
||||
2018-08-06,31.290001,31.860001,31.000000,31.330000,31.330000,1450000
|
||||
2018-08-07,31.590000,32.529999,31.420000,31.980000,31.980000,1902600
|
||||
2018-08-08,31.750000,31.980000,31.090000,31.570000,31.570000,1681000
|
||||
2018-08-09,31.600000,32.410000,31.549999,32.009998,32.009998,1537200
|
||||
2018-08-10,31.950001,32.849998,31.889999,32.720001,32.720001,1065600
|
||||
2018-08-13,32.650002,32.840000,31.400000,31.420000,31.420000,1409000
|
||||
2018-08-14,31.820000,32.330002,31.400000,31.650000,31.650000,1176200
|
||||
2018-08-15,30.900000,31.370001,29.370001,29.790001,29.790001,1948800
|
||||
2018-08-16,30.030001,30.450001,29.870001,30.090000,30.090000,991800
|
||||
2018-08-17,30.219999,31.480000,30.219999,30.590000,30.590000,1029300
|
||||
2018-08-20,30.559999,31.020000,30.389999,30.520000,30.520000,700900
|
||||
2018-08-21,31.000000,31.940001,30.910000,31.670000,31.670000,1416600
|
||||
2018-08-22,32.000000,32.669998,31.889999,32.560001,32.560001,858000
|
||||
2018-08-23,32.310001,32.520000,31.990000,32.200001,32.200001,899500
|
||||
2018-08-24,32.590000,33.009998,32.400002,32.610001,32.610001,654200
|
||||
2018-08-27,32.650002,32.939999,32.560001,32.580002,32.580002,828000
|
||||
2018-08-28,32.630001,32.900002,32.009998,32.230000,32.230000,722500
|
||||
2018-08-29,32.459999,32.970001,32.259998,32.830002,32.830002,945200
|
||||
2018-08-30,32.849998,33.669998,32.820000,33.520000,33.520000,1031900
|
||||
2018-08-31,33.299999,33.430000,32.570000,32.740002,32.740002,991900
|
||||
2018-09-04,32.900002,33.080002,31.889999,31.980000,31.980000,972100
|
||||
2018-09-05,31.750000,31.850000,31.080000,31.809999,31.809999,1168600
|
||||
2018-09-06,31.860001,31.910000,31.150000,31.290001,31.290001,1264200
|
||||
2018-09-07,30.969999,31.200001,30.530001,30.820000,30.820000,1103400
|
||||
2018-09-10,31.059999,31.360001,30.740000,30.850000,30.850000,824500
|
||||
2018-09-11,30.690001,32.410000,30.690001,32.080002,32.080002,1062500
|
||||
2018-09-12,32.599998,33.570000,32.470001,33.459999,33.459999,1332900
|
||||
2018-09-13,32.470001,32.939999,30.809999,31.129999,31.129999,3468900
|
||||
2018-09-14,30.990000,31.459999,30.730000,31.049999,31.049999,1830600
|
||||
2018-09-17,31.150000,31.690001,30.629999,30.879999,30.879999,1261000
|
||||
2018-09-18,31.230000,31.870001,31.129999,31.740000,31.740000,1311600
|
||||
2018-09-19,31.850000,32.669998,31.820000,32.419998,32.419998,1039000
|
||||
2018-09-20,32.639999,32.820000,31.850000,32.110001,32.110001,813900
|
||||
2018-09-21,32.150002,32.669998,31.870001,32.520000,32.520000,2323100
|
||||
2018-09-24,33.209999,33.680000,32.389999,33.189999,33.189999,1279300
|
||||
2018-09-25,32.650002,33.509998,32.430000,32.860001,32.860001,1635200
|
||||
2018-09-26,32.480000,33.099998,32.020000,32.060001,32.060001,1021200
|
||||
2018-09-27,32.570000,33.240002,32.209999,33.009998,33.009998,1269000
|
||||
2018-09-28,32.880001,33.549999,32.880001,33.049999,33.049999,1029800
|
||||
2018-10-01,33.279999,33.450001,32.680000,33.000000,33.000000,1028200
|
||||
2018-10-02,33.099998,33.720001,32.939999,33.110001,33.110001,972900
|
||||
2018-10-03,33.279999,34.240002,33.029999,34.220001,34.220001,968900
|
||||
2018-10-04,34.040001,34.910000,33.849998,33.910000,33.910000,1554300
|
||||
2018-10-05,33.860001,34.220001,33.080002,33.509998,33.509998,1034600
|
||||
2018-10-08,33.130001,33.330002,32.509998,32.849998,32.849998,903400
|
||||
2018-10-09,33.049999,34.090000,32.950001,33.630001,33.630001,969200
|
||||
2018-10-10,33.660000,33.750000,31.790001,32.160000,32.160000,1684600
|
||||
2018-10-11,31.750000,31.790001,30.270000,30.299999,30.299999,2048400
|
||||
2018-10-12,30.980000,31.190001,30.129999,31.100000,31.100000,1460000
|
||||
2018-10-15,31.360001,31.770000,30.629999,31.559999,31.559999,850500
|
||||
2018-10-16,31.770000,32.220001,31.459999,32.070000,32.070000,959300
|
||||
2018-10-17,31.809999,32.130001,31.309999,31.980000,31.980000,1143400
|
||||
2018-10-18,31.500000,32.160000,31.260000,31.690001,31.690001,1279900
|
||||
2018-10-19,31.840000,32.529999,31.389999,31.740000,31.740000,1265600
|
||||
2018-10-22,31.620001,31.730000,30.930000,31.510000,31.510000,858400
|
||||
2018-10-23,30.820000,30.879999,29.440001,29.790001,29.790001,1893500
|
||||
2018-10-24,30.059999,30.370001,27.870001,27.879999,27.879999,1762400
|
||||
2018-10-25,28.330000,29.059999,27.820000,28.850000,28.850000,1260400
|
||||
2018-10-26,28.280001,29.370001,27.719999,28.840000,28.840000,1089000
|
||||
2018-10-29,28.940001,29.110001,27.379999,27.879999,27.879999,1834600
|
||||
2018-10-30,27.530001,28.889999,27.219999,28.840000,28.840000,1399200
|
||||
2018-10-31,29.299999,29.610001,28.750000,28.840000,28.840000,2103100
|
||||
2018-11-01,29.350000,30.000000,28.090000,28.920000,28.920000,3087600
|
||||
2018-11-02,28.969999,29.020000,27.230000,27.379999,27.379999,3000500
|
||||
2018-11-05,28.389999,28.389999,27.520000,28.129999,28.129999,1918200
|
||||
2018-11-06,28.170000,28.340000,27.410000,27.549999,27.549999,1018700
|
||||
2018-11-07,28.299999,28.790001,27.990000,28.690001,28.690001,1377400
|
||||
2018-11-08,28.610001,28.760000,26.700001,26.990000,26.990000,1534200
|
||||
2018-11-09,26.410000,26.750000,25.660000,26.559999,26.559999,1969100
|
||||
2018-11-12,26.900000,26.940001,24.760000,24.790001,24.790001,1675800
|
||||
2018-11-13,24.650000,25.080000,23.740000,23.830000,23.830000,2076100
|
||||
2018-11-14,24.400000,24.910000,23.840000,23.900000,23.900000,1851800
|
||||
2018-11-15,23.680000,24.850000,23.660000,24.680000,24.680000,1370900
|
||||
2018-11-16,24.530001,25.480000,24.450001,24.709999,24.709999,2441700
|
||||
2018-11-19,24.000000,24.750000,23.910000,24.450001,24.450001,1645000
|
||||
2018-11-20,23.879999,23.889999,22.600000,22.990000,22.990000,2149300
|
||||
2018-11-21,23.580000,23.790001,23.180000,23.389999,23.389999,1063900
|
||||
2018-11-23,22.230000,23.040001,22.200001,22.299999,22.299999,738200
|
||||
2018-11-26,22.799999,23.379999,22.530001,22.740000,22.740000,1646100
|
||||
2018-11-27,22.639999,22.799999,21.889999,21.940001,21.940001,1653900
|
||||
2018-11-28,22.139999,22.730000,21.430000,22.730000,22.730000,1846800
|
||||
2018-11-29,22.820000,23.600000,22.750000,23.340000,23.340000,1959500
|
||||
2018-11-30,22.969999,23.200001,22.379999,22.799999,22.799999,2318500
|
||||
2018-12-03,23.930000,24.660000,23.760000,24.360001,24.360001,2709400
|
||||
2018-12-04,24.360001,24.430000,23.340000,23.370001,23.370001,2100600
|
||||
2018-12-06,22.799999,22.799999,21.340000,21.740000,21.740000,2257900
|
||||
2018-12-07,22.200001,22.400000,21.250000,21.290001,21.290001,2365500
|
||||
2018-12-10,20.879999,21.410000,19.430000,19.690001,19.690001,2600900
|
||||
2018-12-11,19.760000,20.150000,18.980000,19.080000,19.080000,3237900
|
||||
2018-12-12,19.370001,19.900000,18.980000,19.090000,19.090000,3078400
|
||||
2018-12-13,18.940001,19.280001,18.340000,18.570000,18.570000,2852600
|
||||
2018-12-14,18.309999,18.430000,17.219999,17.370001,17.370001,3092700
|
||||
2018-12-17,17.200001,17.510000,16.670000,16.780001,16.780001,2342600
|
||||
2018-12-18,16.870001,17.250000,16.370001,16.490000,16.490000,2793400
|
||||
2018-12-19,16.520000,17.010000,15.930000,16.139999,16.139999,2146800
|
||||
2018-12-20,15.710000,16.270000,15.610000,15.640000,15.640000,2391400
|
||||
2018-12-21,15.560000,15.560000,14.570000,14.760000,14.760000,5661400
|
||||
2018-12-24,14.470000,14.750000,14.000000,14.120000,14.120000,1167100
|
||||
2018-12-26,14.340000,15.940000,13.970000,15.890000,15.890000,3433800
|
||||
2018-12-27,15.500000,15.840000,15.070000,15.830000,15.830000,2380700
|
||||
2018-12-28,15.920000,16.020000,15.440000,15.490000,15.490000,1809500
|
||||
2018-12-31,15.650000,15.830000,15.240000,15.530000,15.530000,1730900
|
||||
2019-01-02,15.080000,16.110001,14.800000,16.070000,16.070000,2266300
|
||||
2019-01-03,16.090000,16.430000,15.480000,15.930000,15.930000,2089900
|
||||
2019-01-04,16.370001,17.160000,16.100000,17.030001,17.030001,3369500
|
||||
2019-01-07,17.049999,18.450001,16.780001,18.260000,18.260000,3888100
|
||||
2019-01-08,18.650000,19.010000,18.219999,18.900000,18.900000,3145300
|
||||
2019-01-09,19.270000,19.799999,18.780001,19.760000,19.760000,2722500
|
||||
2019-01-10,19.410000,20.030001,19.230000,19.780001,19.780001,2355100
|
||||
2019-01-11,19.389999,19.480000,18.980000,19.340000,19.340000,2266100
|
||||
2019-01-14,18.950001,19.280001,18.469999,18.950001,18.950001,1899000
|
||||
2019-01-15,19.170000,19.620001,18.980000,19.430000,19.430000,1913900
|
||||
2019-01-16,19.219999,19.820000,19.219999,19.510000,19.510000,1581100
|
||||
2019-01-17,19.270000,19.469999,18.920000,19.410000,19.410000,1785900
|
||||
2019-01-18,19.700001,19.940001,19.299999,19.920000,19.920000,1552000
|
||||
2019-01-22,19.600000,19.600000,18.730000,18.809999,18.809999,2052300
|
||||
2019-01-23,19.030001,19.129999,18.320000,18.520000,18.520000,1795000
|
||||
2019-01-24,18.459999,18.799999,18.320000,18.719999,18.719999,1353000
|
||||
2019-01-25,18.830000,19.549999,18.799999,19.290001,19.290001,1976600
|
||||
2019-01-28,19.040001,19.040001,18.410000,18.889999,18.889999,1834900
|
||||
2019-01-29,19.080000,19.410000,18.730000,19.240000,19.240000,2004100
|
||||
2019-01-30,19.309999,19.900000,19.020000,19.860001,19.860001,1984900
|
||||
2019-01-31,20.070000,20.180000,19.280001,19.500000,19.500000,2414600
|
||||
2019-02-01,19.570000,19.820000,19.350000,19.660000,19.660000,1611400
|
||||
2019-02-04,19.400000,19.590000,19.209999,19.580000,19.580000,927100
|
||||
2019-02-05,19.530001,19.629999,18.840000,18.870001,18.870001,1731900
|
||||
2019-02-06,18.690001,18.980000,18.500000,18.590000,18.590000,1553500
|
||||
2019-02-07,18.389999,18.430000,17.200001,17.540001,17.540001,2794500
|
||||
2019-02-08,17.450001,17.680000,16.740000,17.260000,17.260000,2808200
|
||||
2019-02-11,17.100000,17.459999,16.840000,17.410000,17.410000,1507800
|
||||
2019-02-12,17.780001,18.049999,17.360001,17.639999,17.639999,1761500
|
||||
2019-02-13,17.790001,18.230000,17.660000,17.870001,17.870001,2321200
|
||||
2019-02-14,17.830000,18.420000,17.650000,18.219999,18.219999,1484400
|
||||
2019-02-15,18.500000,19.320000,18.389999,19.309999,19.309999,2972500
|
||||
2019-02-19,19.350000,19.540001,18.650000,18.700001,18.700001,1733800
|
||||
2019-02-20,18.700001,19.020000,18.459999,18.940001,18.940001,1868600
|
||||
2019-02-21,18.889999,18.990000,18.000000,18.059999,18.059999,2098300
|
||||
2019-02-22,18.280001,18.820000,18.209999,18.700001,18.700001,2014500
|
||||
2019-02-25,18.520000,18.959999,18.420000,18.850000,18.850000,2277300
|
||||
2019-02-26,18.930000,19.320000,17.809999,17.910000,17.910000,4242400
|
||||
2019-02-27,19.340000,19.879999,18.299999,18.990000,18.990000,5300300
|
||||
2019-02-28,19.059999,19.209999,18.570000,18.600000,18.600000,3536000
|
||||
2019-03-01,18.780001,19.160000,17.870001,18.030001,18.030001,3544400
|
||||
2019-03-04,18.219999,18.320000,17.629999,17.990000,17.990000,2658600
|
||||
2019-03-05,18.040001,18.350000,17.600000,18.320000,18.320000,2244000
|
||||
2019-03-06,18.180000,18.180000,17.320000,17.469999,17.469999,2802900
|
||||
2019-03-07,17.510000,17.629999,17.110001,17.180000,17.180000,1525100
|
||||
2019-03-08,17.000000,17.000000,16.379999,16.700001,16.700001,1805000
|
||||
2019-03-11,16.930000,17.340000,16.709999,17.170000,17.170000,1623100
|
||||
2019-03-12,17.320000,18.250000,17.209999,18.190001,18.190001,3135000
|
||||
2019-03-13,18.510000,19.059999,18.299999,18.600000,18.600000,3540400
|
||||
2019-03-14,18.540001,18.830000,18.480000,18.530001,18.530001,1879000
|
||||
2019-03-15,18.219999,18.860001,18.180000,18.690001,18.690001,3377500
|
||||
2019-03-18,18.690001,19.200001,18.639999,19.129999,19.129999,3175600
|
||||
2019-03-19,19.320000,19.480000,18.959999,19.059999,19.059999,3023300
|
||||
2019-03-20,18.959999,20.080000,18.900000,19.650000,19.650000,2775600
|
||||
2019-03-21,19.590000,20.260000,19.520000,20.000000,20.000000,2815100
|
||||
2019-03-22,19.629999,19.690001,18.590000,18.910000,18.910000,2727300
|
||||
2019-03-25,18.799999,18.940001,18.260000,18.840000,18.840000,1872500
|
||||
2019-03-26,19.280001,19.980000,19.170000,19.510000,19.510000,2142600
|
||||
2019-03-27,19.549999,19.959999,19.350000,19.620001,19.620001,2107500
|
||||
2019-03-28,19.440001,20.030001,19.400000,19.690001,19.690001,3751900
|
||||
2019-03-29,20.049999,20.129999,19.139999,19.330000,19.330000,2271100
|
||||
2019-04-01,19.590000,19.740000,19.320000,19.600000,19.600000,1413200
|
||||
2019-04-02,19.610001,19.930000,19.290001,19.459999,19.459999,2247900
|
||||
2019-04-03,19.520000,19.660000,17.930000,17.969999,17.969999,3014600
|
||||
2019-04-04,17.920000,18.660000,17.910000,18.480000,18.480000,3069100
|
||||
2019-04-05,18.540001,19.770000,18.540001,19.540001,19.540001,2691000
|
||||
2019-04-08,19.639999,20.379999,19.639999,19.940001,19.940001,2536900
|
||||
2019-04-09,19.920000,20.320000,19.610001,19.950001,19.950001,3005600
|
||||
2019-04-10,20.219999,20.350000,19.850000,20.280001,20.280001,1947400
|
||||
2019-04-11,20.070000,20.180000,18.750000,19.420000,19.420000,3460600
|
||||
2019-04-12,20.500000,21.000000,20.410000,20.950001,20.950001,3636400
|
||||
2019-04-15,20.780001,21.059999,20.500000,20.820000,20.820000,2207400
|
||||
2019-04-16,20.950001,21.200001,20.590000,21.049999,21.049999,1503000
|
||||
2019-04-17,21.250000,21.299999,20.760000,20.930000,20.930000,1458200
|
||||
2019-04-18,20.850000,21.070000,20.700001,20.820000,20.820000,1523100
|
||||
2019-04-22,21.200001,21.930000,20.930000,21.889999,21.889999,2105100
|
||||
2019-04-23,21.780001,22.250000,21.389999,21.799999,21.799999,1741000
|
||||
2019-04-24,22.000000,22.010000,21.190001,21.200001,21.200001,1594600
|
||||
2019-04-25,21.200001,21.370001,20.719999,20.730000,20.730000,1418400
|
||||
2019-04-26,20.400000,20.450001,19.450001,19.719999,19.719999,2245600
|
||||
2019-04-29,19.620001,19.930000,19.350000,19.780001,19.780001,1470700
|
||||
2019-04-30,20.049999,20.100000,19.299999,19.690001,19.690001,1680800
|
||||
2019-05-01,19.750000,19.900000,18.740000,18.740000,18.740000,3363700
|
||||
2019-05-02,18.549999,18.799999,17.760000,18.440001,18.440001,3526200
|
||||
2019-05-03,18.709999,19.230000,18.389999,19.150000,19.150000,1924400
|
||||
2019-05-06,18.570000,19.620001,18.450001,19.480000,19.480000,1713700
|
||||
2019-05-07,19.059999,19.180000,18.590000,19.020000,19.020000,1733000
|
||||
2019-05-08,19.090000,19.860001,19.080000,19.650000,19.650000,2025300
|
||||
2019-05-09,19.430000,20.090000,19.240000,19.930000,19.930000,1972500
|
||||
2019-05-10,19.750000,20.020000,19.230000,19.920000,19.920000,1598300
|
||||
2019-05-13,19.680000,19.959999,19.270000,19.330000,19.330000,2206800
|
||||
2019-05-14,19.490000,20.280001,19.370001,20.010000,20.010000,2359500
|
||||
2019-05-15,19.719999,20.820000,19.620001,20.620001,20.620001,1477800
|
||||
2019-05-16,20.780001,21.190001,20.540001,20.799999,20.799999,1627700
|
||||
2019-05-17,20.440001,20.590000,19.990000,20.000000,20.000000,1246600
|
||||
2019-05-20,19.990000,20.260000,19.850000,20.010000,20.010000,1166200
|
||||
2019-05-21,20.170000,20.750000,19.990000,20.709999,20.709999,1096500
|
||||
2019-05-22,20.549999,20.750000,19.629999,19.660000,19.660000,1844400
|
||||
2019-05-23,19.110001,19.110001,17.730000,17.799999,17.799999,2256823
|
||||
|
@@ -0,0 +1,253 @@
|
||||
Date,Open,High,Low,Close,Adj Close,Volume
|
||||
2018-05-23,89.540001,92.650002,89.339996,90.220001,90.220001,846200
|
||||
2018-05-24,91.160004,92.150002,90.120003,90.620003,90.620003,819100
|
||||
2018-05-25,91.150002,91.690002,90.709999,90.949997,90.949997,550900
|
||||
2018-05-29,90.389999,91.870003,88.589996,89.989998,89.989998,1271300
|
||||
2018-05-30,90.300003,90.730003,89.620003,89.970001,89.970001,883600
|
||||
2018-05-31,90.330002,91.389999,90.150002,90.820000,90.820000,1300400
|
||||
2018-06-01,91.129997,92.690002,90.820000,92.239998,92.239998,713700
|
||||
2018-06-04,92.510002,93.660004,92.510002,93.330002,93.330002,843900
|
||||
2018-06-05,93.779999,94.620003,93.339996,94.430000,94.430000,1115800
|
||||
2018-06-06,94.760002,94.769997,91.900002,92.389999,92.389999,924100
|
||||
2018-06-07,92.870003,93.629997,91.750000,93.209999,93.209999,604400
|
||||
2018-06-08,92.720001,95.440002,92.360001,94.980003,94.980003,927800
|
||||
2018-06-11,95.260002,95.790001,92.529999,93.099998,93.099998,781900
|
||||
2018-06-12,93.709999,95.430000,93.709999,94.150002,94.150002,710900
|
||||
2018-06-13,94.790001,95.459999,94.190002,94.639999,94.639999,628300
|
||||
2018-06-14,94.570000,96.709999,93.269997,96.260002,96.260002,568300
|
||||
2018-06-15,95.790001,95.790001,94.360001,94.580002,94.580002,658400
|
||||
2018-06-18,93.669998,93.669998,91.809998,92.150002,92.150002,805700
|
||||
2018-06-19,90.040001,90.470001,88.309998,89.139999,89.139999,1323600
|
||||
2018-06-20,89.989998,90.580002,89.110001,90.019997,90.019997,799500
|
||||
2018-06-21,89.779999,89.779999,87.839996,88.000000,88.000000,1123000
|
||||
2018-06-22,89.279999,89.290001,87.300003,88.809998,88.809998,998400
|
||||
2018-06-25,87.230003,87.489998,85.029999,85.309998,85.309998,1093400
|
||||
2018-06-26,85.629997,86.019997,84.529999,85.330002,85.330002,942900
|
||||
2018-06-27,85.449997,85.970001,81.449997,81.580002,81.580002,1168700
|
||||
2018-06-28,80.500000,83.779999,79.690002,83.129997,83.129997,1271100
|
||||
2018-06-29,83.809998,85.269997,83.500000,84.690002,84.690002,1035500
|
||||
2018-07-02,83.150002,84.180000,82.160004,83.989998,83.989998,799400
|
||||
2018-07-03,85.209999,85.290001,83.459999,83.790001,83.790001,470200
|
||||
2018-07-05,83.790001,84.290001,81.919998,83.059998,83.059998,918300
|
||||
2018-07-06,83.000000,84.470001,82.169998,84.300003,84.300003,626200
|
||||
2018-07-09,85.029999,85.860001,83.720001,84.919998,84.919998,401900
|
||||
2018-07-10,85.220001,85.220001,84.199997,84.680000,84.680000,656700
|
||||
2018-07-11,83.599998,84.900002,83.180000,83.570000,83.570000,467800
|
||||
2018-07-12,84.500000,84.839996,83.750000,84.500000,84.500000,497400
|
||||
2018-07-13,84.279999,84.940002,83.580002,84.070000,84.070000,285500
|
||||
2018-07-16,83.919998,84.300003,83.230003,83.949997,83.949997,632300
|
||||
2018-07-17,83.360001,85.339996,83.220001,84.870003,84.870003,477300
|
||||
2018-07-18,84.889999,85.440002,83.470001,83.989998,83.989998,387600
|
||||
2018-07-19,83.570000,84.209999,82.589996,82.940002,82.940002,488100
|
||||
2018-07-20,83.599998,84.480003,82.980003,83.260002,83.260002,392100
|
||||
2018-07-23,83.260002,83.589996,82.459999,83.110001,83.110001,510800
|
||||
2018-07-24,84.110001,85.400002,82.769997,83.110001,83.110001,701100
|
||||
2018-07-25,83.500000,84.669998,83.150002,84.660004,84.660004,786000
|
||||
2018-07-26,83.629997,84.989998,83.400002,84.230003,84.230003,524300
|
||||
2018-07-27,84.120003,84.489998,82.930000,83.510002,83.510002,1004600
|
||||
2018-07-30,83.220001,83.220001,80.000000,80.690002,80.690002,1320800
|
||||
2018-07-31,80.559998,80.709999,79.620003,80.480003,80.480003,1054000
|
||||
2018-08-01,79.510002,81.900002,79.510002,80.260002,80.260002,635400
|
||||
2018-08-02,79.320000,80.070000,78.709999,79.900002,79.900002,474000
|
||||
2018-08-03,80.050003,80.370003,79.309998,79.620003,79.620003,382400
|
||||
2018-08-06,79.110001,80.459999,79.080002,79.989998,79.989998,585600
|
||||
2018-08-07,80.809998,81.199997,79.239998,80.529999,80.529999,1024700
|
||||
2018-08-08,85.000000,85.050003,74.360001,74.879997,74.879997,3154700
|
||||
2018-08-09,75.489998,76.209999,74.790001,75.059998,75.059998,1381600
|
||||
2018-08-10,75.489998,75.489998,73.529999,74.730003,74.730003,1671000
|
||||
2018-08-13,74.919998,75.279999,71.029999,71.300003,71.300003,1363900
|
||||
2018-08-14,71.070000,71.839996,69.599998,70.190002,70.190002,945500
|
||||
2018-08-15,68.000000,69.150002,67.470001,68.709999,68.709999,1542200
|
||||
2018-08-16,69.470001,69.839996,68.379997,68.430000,68.430000,989200
|
||||
2018-08-17,68.209999,69.230003,67.760002,69.010002,69.010002,756600
|
||||
2018-08-20,69.500000,70.790001,69.500000,70.389999,70.389999,566200
|
||||
2018-08-21,70.919998,71.669998,69.919998,70.290001,70.290001,775700
|
||||
2018-08-22,70.489998,71.400002,70.080002,70.889999,70.889999,587700
|
||||
2018-08-23,71.260002,71.930000,69.339996,69.510002,69.510002,909800
|
||||
2018-08-24,70.260002,70.489998,69.570000,69.849998,69.849998,302000
|
||||
2018-08-27,70.709999,72.360001,70.709999,71.589996,71.589996,465600
|
||||
2018-08-28,72.339996,72.940002,71.010002,72.070000,72.070000,711800
|
||||
2018-08-29,72.410004,72.870003,71.070000,72.000000,72.000000,579200
|
||||
2018-08-30,71.330002,71.610001,69.160004,69.650002,69.650002,646800
|
||||
2018-08-31,69.660004,71.500000,69.500000,70.959999,70.959999,570800
|
||||
2018-09-04,70.250000,70.570000,69.120003,70.370003,70.370003,754200
|
||||
2018-09-05,69.559998,69.690002,66.120003,66.779999,66.779999,1126100
|
||||
2018-09-06,67.000000,67.800003,66.110001,66.720001,66.720001,584800
|
||||
2018-09-07,66.000000,68.169998,65.580002,65.769997,65.769997,823900
|
||||
2018-09-10,65.870003,65.959999,64.309998,65.139999,65.139999,758500
|
||||
2018-09-11,64.050003,65.879997,63.220001,64.519997,64.519997,801400
|
||||
2018-09-12,64.500000,65.930000,63.200001,65.360001,65.360001,656500
|
||||
2018-09-13,66.209999,67.790001,66.209999,66.809998,66.809998,808000
|
||||
2018-09-14,67.309998,67.480003,65.540001,66.110001,66.110001,490700
|
||||
2018-09-17,65.360001,66.580002,64.639999,64.809998,64.809998,519900
|
||||
2018-09-18,64.919998,66.220001,64.220001,65.720001,65.720001,593200
|
||||
2018-09-19,66.139999,69.029999,66.089996,68.239998,68.239998,814700
|
||||
2018-09-20,68.940002,70.959999,68.800003,70.599998,70.599998,945700
|
||||
2018-09-21,72.000000,72.379997,70.180000,70.360001,70.360001,650400
|
||||
2018-09-24,69.220001,69.400002,68.000000,68.540001,68.540001,557100
|
||||
2018-09-25,68.339996,69.300003,68.209999,68.889999,68.889999,350800
|
||||
2018-09-26,68.910004,71.150002,68.910004,70.059998,70.059998,627200
|
||||
2018-09-27,70.510002,70.519997,68.739998,69.720001,69.720001,394200
|
||||
2018-09-28,69.239998,70.489998,68.750000,69.480003,69.480003,716300
|
||||
2018-10-01,69.559998,71.029999,69.559998,70.129997,70.129997,469300
|
||||
2018-10-02,69.129997,69.519997,66.610001,67.180000,67.180000,817800
|
||||
2018-10-03,67.690002,68.040001,67.279999,67.559998,67.559998,462100
|
||||
2018-10-04,67.220001,67.220001,64.099998,65.040001,65.040001,951900
|
||||
2018-10-05,65.120003,65.120003,62.610001,64.250000,64.250000,1339100
|
||||
2018-10-08,62.500000,65.050003,61.810001,64.150002,64.150002,1159800
|
||||
2018-10-09,63.939999,64.360001,62.270000,62.639999,62.639999,1440000
|
||||
2018-10-10,62.099998,62.130001,59.110001,59.180000,59.180000,1613600
|
||||
2018-10-11,58.400002,59.799999,57.849998,59.009998,59.009998,1689400
|
||||
2018-10-12,60.660000,62.689999,60.520000,62.500000,62.500000,909700
|
||||
2018-10-15,61.029999,63.279999,61.029999,62.419998,62.419998,617900
|
||||
2018-10-16,62.500000,63.900002,62.299999,63.840000,63.840000,529100
|
||||
2018-10-17,63.910000,64.410004,62.119999,63.000000,63.000000,721300
|
||||
2018-10-18,62.439999,62.439999,60.560001,60.709999,60.709999,811400
|
||||
2018-10-19,62.320000,62.910000,59.540001,59.849998,59.849998,462200
|
||||
2018-10-22,61.709999,63.639999,61.070000,62.270000,62.270000,794700
|
||||
2018-10-23,60.090000,62.220001,58.990002,61.299999,61.299999,661100
|
||||
2018-10-24,61.049999,61.509998,58.189999,58.209999,58.209999,900200
|
||||
2018-10-25,58.840000,60.200001,57.639999,59.650002,59.650002,612000
|
||||
2018-10-26,57.959999,61.950001,57.689999,61.369999,61.369999,626000
|
||||
2018-10-29,61.910000,61.910000,58.189999,59.049999,59.049999,713700
|
||||
2018-10-30,58.650002,59.470001,56.669998,58.799999,58.799999,873300
|
||||
2018-10-31,59.660000,63.439999,58.779999,63.310001,63.310001,829500
|
||||
2018-11-01,63.330002,68.059998,62.419998,67.360001,67.360001,1081700
|
||||
2018-11-02,67.760002,68.959999,65.870003,66.230003,66.230003,956100
|
||||
2018-11-05,64.919998,65.760002,64.010002,65.120003,65.120003,1091800
|
||||
2018-11-06,64.839996,67.870003,64.309998,65.750000,65.750000,1109700
|
||||
2018-11-07,65.750000,66.580002,64.489998,65.410004,65.410004,396700
|
||||
2018-11-08,64.620003,64.870003,63.009998,64.230003,64.230003,699100
|
||||
2018-11-09,63.250000,63.250000,60.689999,61.820000,61.820000,618200
|
||||
2018-11-12,61.680000,62.009998,60.110001,61.099998,61.099998,524500
|
||||
2018-11-13,61.750000,62.900002,60.840000,61.669998,61.669998,573800
|
||||
2018-11-14,62.400002,64.330002,61.299999,62.220001,62.220001,798800
|
||||
2018-11-15,62.910000,65.900002,62.299999,64.949997,64.949997,762900
|
||||
2018-11-16,64.209999,65.230003,62.790001,64.959999,64.959999,455400
|
||||
2018-11-19,63.549999,63.939999,60.500000,60.840000,60.840000,888700
|
||||
2018-11-20,59.020000,60.840000,57.840000,59.939999,59.939999,728200
|
||||
2018-11-21,61.419998,63.119999,61.360001,62.369999,62.369999,1008800
|
||||
2018-11-23,61.299999,62.080002,60.549999,60.740002,60.740002,280800
|
||||
2018-11-26,61.549999,63.250000,61.250000,62.450001,62.450001,908600
|
||||
2018-11-27,62.049999,62.450001,61.000000,61.900002,61.900002,749100
|
||||
2018-11-28,64.849998,66.800003,60.299999,63.009998,63.009998,1872200
|
||||
2018-11-29,62.279999,63.320000,61.529999,62.599998,62.599998,813000
|
||||
2018-11-30,62.380001,65.330002,61.799999,64.769997,64.769997,652600
|
||||
2018-12-03,67.720001,68.610001,66.949997,67.000000,67.000000,630800
|
||||
2018-12-04,67.309998,68.199997,65.250000,65.489998,65.489998,854000
|
||||
2018-12-06,63.209999,64.940002,62.630001,64.320000,64.320000,745800
|
||||
2018-12-07,64.099998,65.419998,63.040001,63.220001,63.220001,463800
|
||||
2018-12-10,62.900002,64.320000,62.150002,62.820000,62.820000,521200
|
||||
2018-12-11,63.889999,65.430000,62.720001,62.770000,62.770000,618900
|
||||
2018-12-12,64.169998,65.470001,63.279999,64.440002,64.440002,604000
|
||||
2018-12-13,65.050003,65.500000,61.939999,61.990002,61.990002,543100
|
||||
2018-12-14,61.070000,63.779999,60.470001,62.130001,62.130001,975800
|
||||
2018-12-17,62.139999,62.139999,59.340000,59.619999,59.619999,827500
|
||||
2018-12-18,60.099998,60.820000,58.770000,58.810001,58.810001,535000
|
||||
2018-12-19,58.770000,59.759998,55.189999,55.439999,55.439999,784400
|
||||
2018-12-20,55.340000,56.270000,53.560001,54.310001,54.310001,878500
|
||||
2018-12-21,54.209999,55.720001,53.000000,53.270000,53.270000,869000
|
||||
2018-12-24,52.889999,54.599998,52.169998,53.660000,53.660000,391800
|
||||
2018-12-26,54.040001,55.139999,52.450001,55.080002,55.080002,631300
|
||||
2018-12-27,53.869999,54.590000,52.639999,54.169998,54.169998,1189400
|
||||
2018-12-28,54.450001,55.869999,53.990002,54.580002,54.580002,580900
|
||||
2018-12-31,55.430000,55.970001,53.240002,53.639999,53.639999,496800
|
||||
2019-01-02,52.759998,55.139999,51.759998,54.750000,54.750000,474800
|
||||
2019-01-03,53.930000,54.189999,52.700001,53.299999,53.299999,499700
|
||||
2019-01-04,54.810001,58.410000,54.419998,57.680000,57.680000,568200
|
||||
2019-01-07,58.099998,59.919998,58.020000,59.639999,59.639999,559400
|
||||
2019-01-08,59.150002,60.169998,56.660000,57.849998,57.849998,1180700
|
||||
2019-01-09,59.680000,60.290001,57.930000,60.139999,60.139999,804600
|
||||
2019-01-10,59.889999,60.020000,58.419998,59.959999,59.959999,567000
|
||||
2019-01-11,59.669998,59.720001,58.070000,58.700001,58.700001,570000
|
||||
2019-01-14,57.889999,57.889999,56.259998,56.410000,56.410000,764000
|
||||
2019-01-15,56.830002,58.509998,56.770000,57.000000,57.000000,627500
|
||||
2019-01-16,57.299999,59.430000,57.299999,59.060001,59.060001,584200
|
||||
2019-01-17,58.400002,59.880001,57.889999,59.299999,59.299999,595800
|
||||
2019-01-18,59.840000,62.340000,59.840000,61.720001,61.720001,580800
|
||||
2019-01-22,60.549999,61.200001,55.150002,55.900002,55.900002,1130200
|
||||
2019-01-23,56.720001,57.029999,54.200001,54.509998,54.509998,861900
|
||||
2019-01-24,54.500000,55.450001,54.029999,54.610001,54.610001,1283300
|
||||
2019-01-25,55.750000,59.700001,55.630001,58.930000,58.930000,1052400
|
||||
2019-01-28,58.000000,58.970001,57.029999,58.939999,58.939999,681000
|
||||
2019-01-29,59.230000,59.660000,58.070000,58.590000,58.590000,693700
|
||||
2019-01-30,59.459999,59.459999,56.840000,58.060001,58.060001,647300
|
||||
2019-01-31,58.549999,61.639999,58.439999,61.419998,61.419998,971600
|
||||
2019-02-01,60.689999,61.389999,59.500000,60.740002,60.740002,434200
|
||||
2019-02-04,60.490002,60.950001,59.730000,59.959999,59.959999,312000
|
||||
2019-02-05,60.380001,60.580002,59.630001,60.029999,60.029999,448700
|
||||
2019-02-06,60.139999,61.040001,59.650002,59.900002,59.900002,540900
|
||||
2019-02-07,59.500000,59.660000,56.930000,57.369999,57.369999,690600
|
||||
2019-02-08,57.619999,58.939999,57.040001,58.779999,58.779999,553300
|
||||
2019-02-11,59.830002,60.450001,58.700001,59.820000,59.820000,688900
|
||||
2019-02-12,60.169998,62.029999,60.060001,61.639999,61.639999,787000
|
||||
2019-02-13,62.000000,63.959999,62.000000,62.230000,62.230000,1028300
|
||||
2019-02-14,62.070000,62.200001,60.099998,61.040001,61.040001,991700
|
||||
2019-02-15,61.070000,61.490002,59.889999,60.400002,60.400002,512000
|
||||
2019-02-19,60.299999,61.840000,59.520000,61.340000,61.340000,657200
|
||||
2019-02-20,61.610001,64.459999,61.450001,62.950001,62.950001,647400
|
||||
2019-02-21,63.040001,63.500000,61.840000,62.970001,62.970001,575000
|
||||
2019-02-22,63.500000,65.800003,63.139999,65.610001,65.610001,828600
|
||||
2019-02-25,68.519997,70.830002,67.800003,68.989998,68.989998,1331900
|
||||
2019-02-26,66.800003,68.900002,66.800003,68.830002,68.830002,830800
|
||||
2019-02-27,68.150002,69.080002,67.410004,67.750000,67.750000,356300
|
||||
2019-02-28,67.669998,68.860001,66.830002,67.370003,67.370003,550800
|
||||
2019-03-01,68.160004,68.879997,66.730003,67.349998,67.349998,694500
|
||||
2019-03-04,68.120003,69.489998,65.779999,67.239998,67.239998,802900
|
||||
2019-03-05,63.500000,65.660004,62.330002,64.510002,64.510002,1492600
|
||||
2019-03-06,64.610001,65.139999,61.910000,62.639999,62.639999,1366300
|
||||
2019-03-07,62.490002,62.500000,58.459999,58.770000,58.770000,1180700
|
||||
2019-03-08,56.160000,57.959999,55.270000,56.959999,56.959999,1617600
|
||||
2019-03-11,58.169998,58.730000,57.599998,58.570000,58.570000,864100
|
||||
2019-03-12,59.200001,59.200001,57.669998,58.200001,58.200001,553300
|
||||
2019-03-13,58.279999,58.680000,57.669998,58.139999,58.139999,678700
|
||||
2019-03-14,57.939999,58.049999,56.970001,57.700001,57.700001,607700
|
||||
2019-03-15,58.049999,59.169998,57.950001,58.090000,58.090000,659900
|
||||
2019-03-18,58.200001,58.980000,57.730000,58.209999,58.209999,522400
|
||||
2019-03-19,58.599998,58.959999,58.150002,58.540001,58.540001,530400
|
||||
2019-03-20,58.160000,58.939999,57.200001,58.439999,58.439999,424500
|
||||
2019-03-21,57.939999,59.150002,57.900002,59.139999,59.139999,362400
|
||||
2019-03-22,58.220001,58.630001,57.580002,57.759998,57.759998,938300
|
||||
2019-03-25,57.700001,58.869999,57.080002,58.580002,58.580002,396600
|
||||
2019-03-26,58.790001,59.459999,57.900002,58.549999,58.549999,1102400
|
||||
2019-03-27,58.590000,58.990002,57.910000,57.910000,57.910000,1711700
|
||||
2019-03-28,57.580002,58.049999,56.549999,56.820000,56.820000,746900
|
||||
2019-03-29,57.930000,59.470001,57.599998,59.240002,59.240002,765000
|
||||
2019-04-01,60.000000,62.500000,59.770000,61.680000,61.680000,1182600
|
||||
2019-04-02,61.529999,62.369999,61.119999,61.700001,61.700001,1089000
|
||||
2019-04-03,63.259998,64.360001,62.770000,63.160000,63.160000,1098700
|
||||
2019-04-04,62.869999,64.870003,62.520000,64.839996,64.839996,989500
|
||||
2019-04-05,64.839996,66.660004,64.699997,66.320000,66.320000,866800
|
||||
2019-04-08,65.430000,66.489998,65.430000,66.480003,66.480003,465500
|
||||
2019-04-09,66.300003,66.449997,64.360001,64.589996,64.589996,899600
|
||||
2019-04-10,64.650002,64.970001,63.189999,64.459999,64.459999,584000
|
||||
2019-04-11,64.080002,64.720001,63.430000,63.919998,63.919998,545700
|
||||
2019-04-12,64.690002,65.250000,63.880001,64.430000,64.430000,425600
|
||||
2019-04-15,63.820000,64.360001,62.880001,63.779999,63.779999,658000
|
||||
2019-04-16,64.309998,64.889999,63.360001,63.730000,63.730000,747900
|
||||
2019-04-17,61.200001,65.449997,61.060001,64.739998,64.739998,1032300
|
||||
2019-04-18,64.300003,65.180000,63.700001,65.110001,65.110001,522400
|
||||
2019-04-22,64.570000,65.260002,64.169998,64.820000,64.820000,301400
|
||||
2019-04-23,65.139999,65.680000,64.470001,64.820000,64.820000,358800
|
||||
2019-04-24,64.699997,64.849998,63.599998,64.419998,64.419998,612600
|
||||
2019-04-25,63.869999,64.559998,62.939999,63.009998,63.009998,600300
|
||||
2019-04-26,63.570000,63.570000,62.310001,62.660000,62.660000,803900
|
||||
2019-04-29,62.099998,63.549999,62.099998,63.279999,63.279999,434100
|
||||
2019-04-30,62.889999,63.910000,62.759998,62.939999,62.939999,846100
|
||||
2019-05-01,63.220001,63.950001,62.910000,63.349998,63.349998,303500
|
||||
2019-05-02,63.049999,63.169998,62.000000,62.070000,62.070000,1138900
|
||||
2019-05-03,62.590000,63.340000,62.139999,62.900002,62.900002,804900
|
||||
2019-05-06,60.080002,60.560001,58.700001,59.919998,59.919998,1831200
|
||||
2019-05-07,60.110001,60.189999,57.150002,57.980000,57.980000,989800
|
||||
2019-05-08,58.529999,58.810001,56.830002,57.590000,57.590000,2106500
|
||||
2019-05-09,56.500000,57.340000,55.250000,57.000000,57.000000,1249000
|
||||
2019-05-10,56.779999,57.650002,55.009998,55.730000,55.730000,964700
|
||||
2019-05-13,53.889999,54.660000,53.110001,54.439999,54.439999,836500
|
||||
2019-05-14,56.020000,56.349998,53.930000,53.990002,53.990002,1041400
|
||||
2019-05-15,53.730000,54.299999,53.090000,53.930000,53.930000,657200
|
||||
2019-05-16,54.000000,54.549999,53.209999,53.480000,53.480000,812700
|
||||
2019-05-17,52.000000,52.009998,48.799999,49.099998,49.099998,1734400
|
||||
2019-05-20,47.810001,48.279999,47.000000,47.099998,47.099998,1009100
|
||||
2019-05-21,47.709999,48.860001,47.259998,48.779999,48.779999,1218800
|
||||
2019-05-22,48.680000,48.709999,47.080002,47.330002,47.330002,947700
|
||||
2019-05-23,42.000000,42.974998,40.349998,42.360001,42.360001,2667771
|
||||
|
@@ -0,0 +1,252 @@
|
||||
Date,Open,High,Low,Close,Adj Close,Volume
|
||||
2018-07-13,61.240002,61.810001,60.970001,61.680000,61.680000,3079300
|
||||
2018-07-16,61.509998,62.090000,61.509998,61.630001,61.630001,1695100
|
||||
2018-07-17,61.439999,61.990002,61.099998,61.209999,61.209999,1779700
|
||||
2018-07-18,61.419998,61.490002,60.490002,60.520000,60.520000,1916800
|
||||
2018-07-19,60.259998,60.380001,59.230000,59.410000,59.410000,2738600
|
||||
2018-07-20,59.410000,59.610001,59.070000,59.250000,59.250000,2102600
|
||||
2018-07-23,59.130001,59.230000,58.320000,58.360001,58.360001,2462100
|
||||
2018-07-24,58.480000,59.099998,57.889999,58.779999,58.779999,2519700
|
||||
2018-07-25,58.779999,59.320000,58.509998,58.830002,58.830002,2194900
|
||||
2018-07-26,59.099998,59.799999,58.889999,59.369999,59.369999,2548000
|
||||
2018-07-27,59.470001,60.669998,59.290001,59.610001,59.610001,2325100
|
||||
2018-07-30,59.500000,60.740002,59.500000,59.820000,59.820000,2324200
|
||||
2018-07-31,59.869999,60.200001,59.480000,60.000000,60.000000,2495700
|
||||
2018-08-01,59.950001,60.169998,59.139999,59.360001,59.360001,4099300
|
||||
2018-08-02,61.110001,62.240002,60.000000,62.180000,62.180000,6327000
|
||||
2018-08-03,61.110001,62.259998,61.110001,61.549999,61.549999,2603300
|
||||
2018-08-06,61.590000,66.400002,61.580002,66.300003,66.300003,14881000
|
||||
2018-08-07,66.309998,66.339996,65.129997,65.330002,65.330002,4777600
|
||||
2018-08-08,65.309998,65.650002,64.459999,65.500000,65.500000,3106500
|
||||
2018-08-09,65.519997,65.739998,64.839996,64.970001,64.970001,2295400
|
||||
2018-08-10,64.639999,65.199997,64.059998,64.980003,64.980003,2241600
|
||||
2018-08-13,64.940002,65.800003,64.529999,65.699997,65.699997,3222200
|
||||
2018-08-14,65.779999,66.440002,65.660004,65.959999,65.959999,3311900
|
||||
2018-08-15,65.519997,65.900002,65.040001,65.410004,65.410004,2408500
|
||||
2018-08-16,65.680000,66.209999,65.550003,65.980003,65.980003,2549400
|
||||
2018-08-17,65.870003,66.059998,65.550003,65.900002,65.900002,3088400
|
||||
2018-08-20,65.739998,66.239998,65.500000,65.839996,65.839996,2621400
|
||||
2018-08-21,65.769997,66.639999,65.769997,66.510002,66.510002,1973900
|
||||
2018-08-22,66.279999,66.410004,65.519997,65.809998,65.809998,1750200
|
||||
2018-08-23,65.500000,65.900002,65.180000,65.209999,65.209999,1564500
|
||||
2018-08-24,65.449997,65.930000,65.169998,65.410004,65.410004,1945600
|
||||
2018-08-27,65.199997,65.940002,65.199997,65.800003,65.800003,1629300
|
||||
2018-08-28,65.849998,66.089996,65.410004,65.589996,65.589996,1697800
|
||||
2018-08-29,65.739998,66.489998,65.510002,65.980003,65.980003,2411700
|
||||
2018-08-30,65.570000,66.360001,65.330002,66.010002,66.010002,1965700
|
||||
2018-08-31,66.129997,66.379997,65.699997,66.040001,66.040001,2375200
|
||||
2018-09-04,65.739998,66.300003,65.529999,65.769997,65.769997,2103900
|
||||
2018-09-05,65.629997,66.029999,65.430000,65.709999,65.709999,3141100
|
||||
2018-09-06,65.500000,65.959999,65.370003,65.519997,65.519997,2277400
|
||||
2018-09-07,65.330002,65.639999,64.070000,64.389999,64.389999,2843100
|
||||
2018-09-10,64.980003,65.800003,64.589996,65.559998,65.559998,2171600
|
||||
2018-09-11,65.559998,66.019997,65.239998,65.910004,65.910004,1375400
|
||||
2018-09-12,66.000000,68.320000,65.620003,67.919998,67.919998,5019900
|
||||
2018-09-13,68.000000,68.709999,67.370003,68.480003,68.480003,3797300
|
||||
2018-09-14,68.580002,68.650002,67.900002,68.250000,68.250000,3161700
|
||||
2018-09-17,68.029999,68.180000,67.320000,67.419998,67.419998,2757300
|
||||
2018-09-18,67.430000,68.580002,67.080002,68.489998,68.489998,4113100
|
||||
2018-09-19,68.610001,68.870003,67.720001,68.349998,68.349998,2847100
|
||||
2018-09-20,68.779999,69.150002,68.339996,69.129997,69.129997,1875200
|
||||
2018-09-21,69.339996,69.769997,68.889999,69.070000,69.070000,4046100
|
||||
2018-09-24,68.699997,69.339996,68.500000,68.919998,68.919998,2749300
|
||||
2018-09-25,69.510002,69.550003,68.559998,69.449997,69.449997,2610800
|
||||
2018-09-26,69.470001,69.489998,68.690002,68.790001,68.790001,2577700
|
||||
2018-09-27,69.080002,70.629997,68.870003,70.489998,70.489998,3661000
|
||||
2018-09-28,70.449997,70.879997,69.980003,70.180000,70.180000,3703800
|
||||
2018-10-01,70.709999,70.940002,69.970001,70.250000,70.250000,2684400
|
||||
2018-10-02,70.160004,70.580002,69.570000,69.720001,69.720001,2272300
|
||||
2018-10-03,69.820000,69.980003,68.750000,68.980003,68.980003,5562000
|
||||
2018-10-04,68.529999,68.989998,68.260002,68.949997,68.949997,2890600
|
||||
2018-10-05,68.949997,69.730003,68.120003,68.589996,68.589996,2933600
|
||||
2018-10-08,68.589996,69.239998,68.029999,68.820000,68.820000,3656400
|
||||
2018-10-09,68.769997,69.349998,68.239998,68.459999,68.459999,3237200
|
||||
2018-10-10,68.540001,69.050003,66.550003,66.629997,66.629997,6295500
|
||||
2018-10-11,66.750000,67.709999,66.010002,66.209999,66.209999,5098300
|
||||
2018-10-12,67.269997,68.599998,66.839996,68.379997,68.379997,3870600
|
||||
2018-10-15,68.120003,68.660004,67.580002,67.620003,67.620003,3014000
|
||||
2018-10-16,67.680000,69.129997,67.559998,68.940002,68.940002,2422300
|
||||
2018-10-17,68.959999,69.660004,68.580002,69.080002,69.080002,2662700
|
||||
2018-10-18,69.230003,69.690002,68.330002,68.769997,68.769997,2954400
|
||||
2018-10-19,69.529999,70.139999,69.209999,69.750000,69.750000,4744300
|
||||
2018-10-22,69.849998,70.209999,69.419998,69.510002,69.510002,2647300
|
||||
2018-10-23,69.080002,69.769997,67.790001,69.279999,69.279999,3113000
|
||||
2018-10-24,69.050003,69.370003,65.589996,65.709999,65.709999,5758800
|
||||
2018-10-25,66.339996,67.000000,65.099998,66.320000,66.320000,6795200
|
||||
2018-10-26,64.550003,65.559998,64.279999,65.110001,65.110001,7111300
|
||||
2018-10-29,66.139999,66.660004,63.480000,64.910004,64.910004,4654800
|
||||
2018-10-30,64.529999,65.489998,63.610001,63.919998,63.919998,6077300
|
||||
2018-10-31,67.370003,69.599998,67.250000,68.550003,68.550003,9212400
|
||||
2018-11-01,68.959999,69.599998,68.610001,68.879997,68.879997,4194700
|
||||
2018-11-02,69.389999,69.449997,67.550003,68.510002,68.510002,2606400
|
||||
2018-11-05,68.959999,69.669998,68.570000,68.889999,68.889999,2743100
|
||||
2018-11-06,68.849998,69.279999,68.269997,68.769997,68.769997,3891400
|
||||
2018-11-07,69.239998,70.779999,69.050003,70.339996,70.339996,3639600
|
||||
2018-11-08,70.070000,70.750000,69.519997,69.750000,69.750000,2763700
|
||||
2018-11-09,69.419998,69.699997,67.980003,68.680000,68.680000,2263600
|
||||
2018-11-12,68.690002,69.160004,67.779999,67.889999,67.889999,2471500
|
||||
2018-11-13,68.540001,69.410004,68.260002,68.410004,68.410004,4005100
|
||||
2018-11-14,68.660004,69.220001,67.550003,68.120003,68.120003,3665500
|
||||
2018-11-15,67.860001,68.360001,67.550003,68.080002,68.080002,2826800
|
||||
2018-11-16,67.230003,69.699997,67.000000,69.139999,69.139999,5257200
|
||||
2018-11-19,68.529999,69.599998,67.919998,68.000000,68.000000,3387500
|
||||
2018-11-20,67.739998,67.779999,66.209999,66.570000,66.570000,5081100
|
||||
2018-11-21,66.790001,67.510002,66.629997,66.779999,66.779999,3274200
|
||||
2018-11-23,66.389999,67.459999,66.080002,67.070000,67.070000,1215200
|
||||
2018-11-26,67.760002,67.889999,67.180000,67.489998,67.489998,3285100
|
||||
2018-11-27,67.239998,68.120003,66.940002,67.489998,67.489998,2393800
|
||||
2018-11-28,67.750000,68.980003,67.510002,68.919998,68.919998,3272000
|
||||
2018-11-29,68.400002,68.940002,68.080002,68.680000,68.680000,2814600
|
||||
2018-11-30,68.879997,69.209999,68.080002,68.449997,68.449997,3470700
|
||||
2018-12-03,68.500000,69.019997,66.970001,67.800003,67.800003,3641200
|
||||
2018-12-04,67.459999,68.540001,65.470001,66.570000,66.570000,5329700
|
||||
2018-12-06,65.680000,67.550003,65.019997,67.300003,67.300003,4899100
|
||||
2018-12-07,66.680000,68.470001,65.370003,65.690002,65.690002,3340800
|
||||
2018-12-10,65.669998,65.959999,64.339996,65.730003,65.730003,3012500
|
||||
2018-12-11,66.620003,67.339996,65.440002,65.529999,65.529999,2475300
|
||||
2018-12-12,66.769997,67.080002,66.059998,66.099998,66.099998,3279600
|
||||
2018-12-13,66.209999,66.849998,65.470001,66.360001,66.360001,3209600
|
||||
2018-12-14,65.830002,66.690002,65.389999,65.650002,65.650002,2872700
|
||||
2018-12-17,65.730003,65.940002,64.279999,64.809998,64.809998,3999300
|
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2018-12-18,64.809998,65.629997,63.950001,64.779999,64.779999,4068400
|
||||
2018-12-19,64.639999,66.570000,64.480003,64.870003,64.870003,4204100
|
||||
2018-12-20,64.620003,65.309998,63.410000,64.260002,64.260002,5126900
|
||||
2018-12-21,64.580002,65.370003,61.700001,61.930000,61.930000,7669100
|
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2018-12-24,61.509998,61.720001,59.959999,60.799999,60.799999,2581800
|
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2018-12-26,60.919998,63.029999,59.959999,63.009998,63.009998,5088100
|
||||
2018-12-27,62.349998,62.660000,60.889999,62.650002,62.650002,4353500
|
||||
2018-12-28,62.700001,63.750000,62.610001,63.240002,63.240002,4098300
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||||
2018-12-31,63.320000,63.650002,62.410000,63.610001,63.610001,3112500
|
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2019-01-02,62.869999,65.330002,62.549999,65.260002,65.260002,4418600
|
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2019-01-03,64.550003,66.239998,64.110001,65.019997,65.019997,3390700
|
||||
2019-01-04,65.879997,67.559998,65.550003,67.489998,67.489998,5490200
|
||||
2019-01-07,67.370003,68.610001,67.010002,68.440002,68.440002,4786900
|
||||
2019-01-08,68.669998,68.680000,67.370003,67.769997,67.769997,6052700
|
||||
2019-01-09,68.650002,68.669998,67.120003,67.720001,67.720001,4498600
|
||||
2019-01-10,67.440002,68.860001,67.220001,67.959999,67.959999,3230800
|
||||
2019-01-11,67.830002,69.059998,67.400002,69.000000,69.000000,4177300
|
||||
2019-01-14,68.410004,68.519997,67.419998,67.910004,67.910004,2691000
|
||||
2019-01-15,67.809998,68.559998,66.699997,67.139999,67.139999,5366700
|
||||
2019-01-16,67.510002,67.610001,66.379997,66.690002,66.690002,3261000
|
||||
2019-01-17,66.720001,66.750000,65.639999,66.250000,66.250000,3357400
|
||||
2019-01-18,67.110001,68.050003,66.370003,66.959999,66.959999,4766500
|
||||
2019-01-22,66.750000,67.190002,66.199997,66.830002,66.830002,2971200
|
||||
2019-01-23,66.800003,67.849998,66.570000,67.800003,67.800003,1979500
|
||||
2019-01-24,67.720001,68.660004,67.220001,68.660004,68.660004,2849800
|
||||
2019-01-25,68.930000,69.269997,68.199997,68.480003,68.480003,4940400
|
||||
2019-01-28,67.870003,68.489998,67.059998,67.620003,67.620003,2958100
|
||||
2019-01-29,67.660004,67.940002,66.629997,67.779999,67.779999,2340100
|
||||
2019-01-30,67.739998,68.690002,67.089996,68.320000,68.320000,2318300
|
||||
2019-01-31,68.410004,70.120003,68.029999,69.620003,69.620003,5816100
|
||||
2019-02-01,69.459999,69.779999,69.080002,69.629997,69.629997,3117900
|
||||
2019-02-04,69.410004,69.629997,68.879997,69.410004,69.410004,1926200
|
||||
2019-02-05,69.699997,69.699997,66.800003,66.849998,66.849998,5001100
|
||||
2019-02-06,66.800003,67.300003,66.540001,66.940002,66.940002,4334500
|
||||
2019-02-07,68.000000,68.459999,65.559998,68.279999,68.279999,7554600
|
||||
2019-02-08,67.639999,68.470001,66.949997,68.379997,68.379997,4129500
|
||||
2019-02-11,68.169998,69.180000,68.000000,68.440002,68.440002,2644100
|
||||
2019-02-12,69.000000,69.669998,68.500000,69.599998,69.599998,2630700
|
||||
2019-02-13,69.610001,69.959999,68.860001,69.070000,69.070000,4742400
|
||||
2019-02-14,69.099998,70.519997,69.010002,70.500000,70.500000,3200300
|
||||
2019-02-15,70.650002,72.070000,70.430000,72.050003,72.050003,5711300
|
||||
2019-02-19,72.010002,72.860001,71.760002,72.519997,72.519997,3672800
|
||||
2019-02-20,72.459999,73.080002,72.169998,72.750000,72.750000,4476900
|
||||
2019-02-21,72.570000,73.760002,72.389999,73.410004,73.410004,4561200
|
||||
2019-02-22,73.800003,74.059998,72.970001,73.199997,73.199997,2522000
|
||||
2019-02-25,73.370003,73.529999,72.620003,73.050003,73.050003,2400400
|
||||
2019-02-26,71.440002,72.970001,71.250000,72.529999,72.529999,2915400
|
||||
2019-02-27,72.129997,72.529999,71.769997,72.120003,72.120003,2742600
|
||||
2019-02-28,72.080002,72.699997,71.919998,72.209999,72.209999,3072600
|
||||
2019-03-01,72.389999,72.599998,71.779999,72.339996,72.339996,1883600
|
||||
2019-03-04,72.239998,72.339996,71.279999,71.650002,71.650002,2439400
|
||||
2019-03-05,71.750000,71.980003,71.279999,71.410004,71.410004,1725600
|
||||
2019-03-06,71.410004,71.599998,69.989998,70.779999,70.779999,4375400
|
||||
2019-03-07,70.620003,71.379997,70.519997,71.320000,71.320000,2309300
|
||||
2019-03-08,70.930000,71.250000,70.180000,70.650002,70.650002,3573400
|
||||
2019-03-11,70.830002,71.580002,70.410004,71.470001,71.470001,2493100
|
||||
2019-03-12,71.470001,72.129997,71.250000,71.699997,71.699997,2773200
|
||||
2019-03-13,72.120003,72.480003,71.680000,72.250000,72.250000,1920400
|
||||
2019-03-14,72.250000,72.440002,71.940002,72.339996,72.339996,1653300
|
||||
2019-03-15,72.760002,73.500000,72.099998,73.459999,73.459999,2806200
|
||||
2019-03-18,73.279999,73.910004,72.949997,73.680000,73.680000,2945300
|
||||
2019-03-19,74.000000,74.059998,72.410004,72.589996,72.589996,4188100
|
||||
2019-03-20,72.800003,72.930000,72.010002,72.059998,72.059998,3136200
|
||||
2019-03-21,72.080002,72.739998,71.989998,72.260002,72.260002,2329200
|
||||
2019-03-22,71.930000,72.470001,71.809998,71.900002,71.900002,3265900
|
||||
2019-03-25,71.849998,72.410004,71.639999,72.309998,72.309998,1972400
|
||||
2019-03-26,72.580002,73.360001,72.370003,73.339996,73.339996,2857200
|
||||
2019-03-27,73.389999,73.790001,71.959999,72.239998,72.239998,4989700
|
||||
2019-03-28,71.980003,72.250000,68.919998,69.150002,69.150002,5866500
|
||||
2019-03-29,69.330002,69.489998,68.160004,69.099998,69.099998,5051900
|
||||
2019-04-01,69.540001,70.040001,69.269997,69.970001,69.970001,3808300
|
||||
2019-04-02,69.809998,70.160004,69.220001,69.730003,69.730003,3913300
|
||||
2019-04-03,69.820000,70.019997,68.699997,69.000000,69.000000,3077500
|
||||
2019-04-04,69.080002,70.129997,69.000000,70.050003,70.050003,3037100
|
||||
2019-04-05,70.480003,70.750000,70.050003,70.349998,70.349998,3483100
|
||||
2019-04-08,70.139999,71.239998,69.769997,71.230003,71.230003,4035400
|
||||
2019-04-09,70.959999,71.660004,70.269997,71.419998,71.419998,2866800
|
||||
2019-04-10,71.550003,72.330002,71.190002,72.160004,72.160004,2629900
|
||||
2019-04-11,72.150002,73.010002,71.839996,73.000000,73.000000,2535700
|
||||
2019-04-12,73.190002,73.879997,72.870003,73.709999,73.709999,2858700
|
||||
2019-04-15,73.709999,73.860001,73.190002,73.790001,73.790001,2194500
|
||||
2019-04-16,74.000000,74.269997,73.519997,74.099998,74.099998,2834500
|
||||
2019-04-17,72.720001,74.309998,71.300003,72.459999,72.459999,7576000
|
||||
2019-04-18,73.220001,73.779999,72.570000,73.750000,73.750000,2746800
|
||||
2019-04-22,73.760002,73.860001,73.010002,73.720001,73.720001,1912400
|
||||
2019-04-23,73.559998,74.000000,73.050003,73.750000,73.750000,2180400
|
||||
2019-04-24,73.389999,73.870003,72.720001,73.330002,73.330002,2373500
|
||||
2019-04-25,72.699997,73.580002,72.510002,72.709999,72.709999,3365800
|
||||
2019-04-26,74.730003,74.730003,72.599998,72.919998,72.919998,3561900
|
||||
2019-04-29,72.940002,73.820000,72.500000,73.599998,73.599998,2631300
|
||||
2019-04-30,73.470001,73.739998,72.550003,72.989998,72.989998,3064900
|
||||
2019-05-01,73.139999,74.110001,73.040001,73.580002,73.580002,2941100
|
||||
2019-05-02,73.779999,73.949997,72.660004,73.610001,73.610001,2269300
|
||||
2019-05-03,73.709999,74.779999,73.400002,74.739998,74.739998,2588800
|
||||
2019-05-06,73.879997,74.510002,73.339996,74.459999,74.459999,1875700
|
||||
2019-05-07,73.800003,74.449997,73.540001,74.000000,74.000000,2594800
|
||||
2019-05-08,73.959999,73.959999,72.480003,72.629997,72.629997,2849200
|
||||
2019-05-09,72.300003,74.400002,72.250000,74.250000,74.250000,3319800
|
||||
2019-05-10,74.000000,75.320000,73.540001,75.230003,75.230003,3360500
|
||||
2019-05-13,74.379997,74.739998,73.250000,73.419998,73.419998,3476800
|
||||
2019-05-14,73.419998,73.870003,73.040001,73.599998,73.599998,2987100
|
||||
2019-05-15,73.370003,74.779999,73.050003,74.629997,74.629997,3798200
|
||||
2019-05-16,74.480003,77.129997,74.250000,75.379997,75.379997,4946400
|
||||
2019-05-17,75.389999,76.320000,75.019997,75.370003,75.370003,3619000
|
||||
2019-05-20,79.870003,80.930000,75.720001,78.290001,78.290001,20102700
|
||||
2019-05-21,78.160004,78.290001,76.779999,77.150002,77.150002,6339000
|
||||
2019-05-22,76.489998,77.129997,76.139999,76.349998,76.349998,3287300
|
||||
2019-05-23,76.260002,77.000000,75.250000,76.010002,76.010002,3887000
|
||||
2019-05-24,76.500000,77.449997,75.629997,77.269997,77.269997,3579500
|
||||
2019-05-28,77.550003,77.980003,75.889999,75.910004,75.910004,5391300
|
||||
2019-05-29,75.820000,76.650002,75.290001,76.129997,76.129997,3540700
|
||||
2019-05-30,76.040001,76.570000,75.019997,76.029999,76.029999,4111900
|
||||
2019-05-31,74.809998,75.250000,73.279999,73.440002,73.440002,5147800
|
||||
2019-06-03,73.620003,74.639999,73.370003,74.199997,74.199997,2941000
|
||||
2019-06-04,74.629997,75.739998,74.519997,75.690002,75.690002,3144700
|
||||
2019-06-05,75.940002,76.550003,75.669998,76.290001,76.290001,1970200
|
||||
2019-06-06,76.139999,76.440002,74.610001,75.949997,75.949997,2671000
|
||||
2019-06-07,76.550003,77.139999,76.309998,77.029999,77.029999,2256600
|
||||
2019-06-10,77.059998,77.379997,76.379997,76.669998,76.669998,3096000
|
||||
2019-06-11,77.129997,77.459999,74.629997,75.459999,75.459999,3822500
|
||||
2019-06-12,75.830002,75.900002,74.650002,75.379997,75.379997,3296200
|
||||
2019-06-13,75.169998,75.279999,74.010002,74.449997,74.449997,4279700
|
||||
2019-06-14,74.669998,78.000000,74.279999,74.900002,74.900002,4813600
|
||||
2019-06-17,75.080002,75.430000,74.540001,75.269997,75.269997,2929000
|
||||
2019-06-18,75.940002,77.129997,75.550003,76.440002,76.440002,4995900
|
||||
2019-06-19,76.339996,78.500000,76.339996,78.279999,78.279999,3377800
|
||||
2019-06-20,79.110001,79.260002,77.150002,77.930000,77.930000,3339500
|
||||
2019-06-21,77.709999,77.750000,75.199997,75.699997,75.699997,5223900
|
||||
2019-06-24,76.019997,76.550003,75.379997,75.540001,75.540001,2123000
|
||||
2019-06-25,75.470001,75.500000,74.449997,74.580002,74.580002,2593900
|
||||
2019-06-26,74.279999,74.400002,72.769997,73.040001,73.040001,4393300
|
||||
2019-06-27,73.449997,73.720001,72.919998,73.290001,73.290001,2319600
|
||||
2019-06-28,73.290001,74.489998,72.900002,74.139999,74.139999,4117800
|
||||
2019-07-01,74.669998,74.669998,73.919998,74.150002,74.150002,2226100
|
||||
2019-07-02,74.400002,75.779999,73.919998,75.480003,75.480003,2871700
|
||||
2019-07-03,75.889999,77.029999,75.599998,75.820000,75.820000,2080900
|
||||
2019-07-05,75.830002,76.430000,75.629997,76.230003,76.230003,1318500
|
||||
2019-07-08,76.370003,76.389999,75.430000,75.629997,75.629997,1667300
|
||||
2019-07-09,75.349998,75.830002,75.080002,75.150002,75.150002,3553000
|
||||
2019-07-10,77.959999,78.949997,77.570000,78.629997,78.629997,14441200
|
||||
2019-07-11,78.730003,78.879997,76.949997,78.260002,78.260002,10108700
|
||||
2019-07-12,78.199997,79.730003,78.010002,79.449997,79.449997,63065600
|
||||
|
@@ -0,0 +1,252 @@
|
||||
Date,Open,High,Low,Close,Adj Close,Volume
|
||||
2018-03-23,311.250000,311.250000,300.450012,301.540009,301.540009,6654900
|
||||
2018-03-26,307.339996,307.589996,291.359985,304.179993,304.179993,8375200
|
||||
2018-03-27,304.000000,304.269989,277.179993,279.179993,279.179993,13872000
|
||||
2018-03-28,264.579987,268.679993,252.100006,257.779999,257.779999,21001400
|
||||
2018-03-29,256.489990,270.959991,248.210007,266.130005,266.130005,15170700
|
||||
2018-04-02,256.260010,260.329987,244.589996,252.479996,252.479996,16114000
|
||||
2018-04-03,269.820007,273.350006,254.490005,267.529999,267.529999,18844400
|
||||
2018-04-04,252.779999,288.369995,252.000000,286.940002,286.940002,19896700
|
||||
2018-04-05,289.339996,306.260010,288.200012,305.720001,305.720001,19121100
|
||||
2018-04-06,301.000000,309.279999,295.500000,299.299988,299.299988,13520300
|
||||
2018-04-09,300.369995,309.500000,289.209991,289.660004,289.660004,10249800
|
||||
2018-04-10,298.970001,307.100006,293.679993,304.700012,304.700012,10989800
|
||||
2018-04-11,300.739990,308.980011,299.660004,300.929993,300.929993,7482900
|
||||
2018-04-12,302.320007,303.950012,293.679993,294.079987,294.079987,7608800
|
||||
2018-04-13,303.600006,303.950012,295.980011,300.339996,300.339996,7327200
|
||||
2018-04-16,299.000000,299.660004,289.010010,291.209991,291.209991,6338500
|
||||
2018-04-17,288.869995,292.170013,282.510010,287.690002,287.690002,7000000
|
||||
2018-04-18,291.079987,300.239990,288.160004,293.350006,293.350006,6557700
|
||||
2018-04-19,291.079987,301.010010,288.549988,300.079987,300.079987,6090600
|
||||
2018-04-20,295.170013,299.980011,289.750000,290.239990,290.239990,5627900
|
||||
2018-04-23,291.290009,291.619995,282.329987,283.369995,283.369995,4893400
|
||||
2018-04-24,285.000000,287.089996,278.459991,283.459991,283.459991,5685300
|
||||
2018-04-25,283.500000,285.160004,277.250000,280.690002,280.690002,4013600
|
||||
2018-04-26,278.750000,285.790009,276.500000,285.480011,285.480011,4356000
|
||||
2018-04-27,285.369995,294.470001,283.829987,294.079987,294.079987,4364600
|
||||
2018-04-30,293.609985,298.730011,292.500000,293.899994,293.899994,4228200
|
||||
2018-05-01,293.510010,300.820007,293.220001,299.920013,299.920013,4625600
|
||||
2018-05-02,298.570007,306.850006,297.779999,301.149994,301.149994,8970400
|
||||
2018-05-03,278.790009,288.040009,275.230011,284.450012,284.450012,17352100
|
||||
2018-05-04,283.000000,296.859985,279.519989,294.089996,294.089996,8569400
|
||||
2018-05-07,297.500000,305.959991,295.170013,302.769989,302.769989,8678200
|
||||
2018-05-08,300.799988,307.750000,299.000000,301.970001,301.970001,5930000
|
||||
2018-05-09,300.410004,307.010010,300.049988,306.850006,306.850006,5727400
|
||||
2018-05-10,307.500000,312.989990,304.109985,305.019989,305.019989,5651600
|
||||
2018-05-11,307.700012,308.880005,299.079987,301.059998,301.059998,4679600
|
||||
2018-05-14,303.320007,304.940002,291.619995,291.970001,291.970001,7286800
|
||||
2018-05-15,285.010010,286.959991,280.500000,284.179993,284.179993,9519200
|
||||
2018-05-16,283.829987,288.809998,281.559998,286.480011,286.480011,5674000
|
||||
2018-05-17,285.899994,289.190002,283.970001,284.540009,284.540009,4420600
|
||||
2018-05-18,284.649994,284.649994,274.000000,276.820007,276.820007,7251900
|
||||
2018-05-21,281.329987,291.489990,281.299988,284.489990,284.489990,9182600
|
||||
2018-05-22,287.760010,288.000000,273.420013,275.010010,275.010010,8945800
|
||||
2018-05-23,277.760010,279.910004,274.000000,279.070007,279.070007,5953100
|
||||
2018-05-24,278.399994,281.109985,274.890015,277.850006,277.850006,4176700
|
||||
2018-05-25,277.630005,279.640015,275.609985,278.850006,278.850006,3875100
|
||||
2018-05-29,278.510010,286.500000,276.149994,283.760010,283.760010,5666600
|
||||
2018-05-30,283.290009,295.010010,281.600006,291.720001,291.720001,7489700
|
||||
2018-05-31,287.209991,290.369995,282.929993,284.730011,284.730011,5919700
|
||||
2018-06-01,285.859985,291.950012,283.839996,291.820007,291.820007,5424400
|
||||
2018-06-04,294.339996,299.000000,293.549988,296.739990,296.739990,4797800
|
||||
2018-06-05,297.700012,297.799988,286.739990,291.130005,291.130005,5995200
|
||||
2018-06-06,300.500000,322.170013,297.480011,319.500000,319.500000,18767300
|
||||
2018-06-07,316.149994,330.000000,313.579987,316.089996,316.089996,14345300
|
||||
2018-06-08,319.000000,324.480011,317.149994,317.660004,317.660004,8205200
|
||||
2018-06-11,322.510010,334.660004,322.500000,332.100006,332.100006,13183500
|
||||
2018-06-12,344.700012,354.970001,338.000000,342.769989,342.769989,22347400
|
||||
2018-06-13,346.709991,347.200012,339.799988,344.779999,344.779999,9469800
|
||||
2018-06-14,347.630005,358.750000,346.600006,357.720001,357.720001,10981000
|
||||
2018-06-15,353.839996,364.670013,351.250000,358.170013,358.170013,10848300
|
||||
2018-06-18,355.399994,373.730011,354.500000,370.829987,370.829987,12073200
|
||||
2018-06-19,365.160004,370.000000,346.250000,352.549988,352.549988,12761900
|
||||
2018-06-20,358.040009,364.380005,352.000000,362.220001,362.220001,8383700
|
||||
2018-06-21,362.000000,366.209991,346.269989,347.510010,347.510010,7967100
|
||||
2018-06-22,351.540009,352.250000,332.000000,333.630005,333.630005,10266100
|
||||
2018-06-25,330.119995,338.470001,327.500000,333.010010,333.010010,6931300
|
||||
2018-06-26,336.049988,343.549988,325.799988,342.000000,342.000000,7452500
|
||||
2018-06-27,345.000000,350.790009,339.500000,344.500000,344.500000,8333700
|
||||
2018-06-28,348.660004,357.019989,346.109985,349.929993,349.929993,8398000
|
||||
2018-06-29,353.329987,353.859985,342.410004,342.950012,342.950012,6492400
|
||||
2018-07-02,360.070007,364.779999,329.850006,335.070007,335.070007,18759800
|
||||
2018-07-03,331.750000,332.489990,309.690002,310.859985,310.859985,12282600
|
||||
2018-07-05,313.760010,314.390015,296.220001,309.160004,309.160004,17476400
|
||||
2018-07-06,304.950012,312.070007,302.000000,308.899994,308.899994,8865500
|
||||
2018-07-09,311.989990,318.519989,308.000000,318.510010,318.510010,7596800
|
||||
2018-07-10,324.559998,327.679993,319.200012,322.470001,322.470001,9471500
|
||||
2018-07-11,315.799988,321.940002,315.070007,318.959991,318.959991,4884100
|
||||
2018-07-12,321.429993,323.230011,312.769989,316.709991,316.709991,5721200
|
||||
2018-07-13,315.579987,319.579987,309.250000,318.869995,318.869995,5869800
|
||||
2018-07-16,311.709991,315.160004,306.250000,310.100006,310.100006,7818700
|
||||
2018-07-17,308.809998,324.739990,308.500000,322.690002,322.690002,6996200
|
||||
2018-07-18,325.000000,325.500000,316.250000,323.850006,323.850006,5624200
|
||||
2018-07-19,316.329987,323.540009,314.010010,320.230011,320.230011,5915300
|
||||
2018-07-20,321.230011,323.239990,311.709991,313.579987,313.579987,5162200
|
||||
2018-07-23,301.839996,305.500000,292.859985,303.200012,303.200012,10992900
|
||||
2018-07-24,304.420013,307.720001,292.549988,297.429993,297.429993,9590800
|
||||
2018-07-25,296.739990,309.619995,294.500000,308.739990,308.739990,7075400
|
||||
2018-07-26,304.850006,310.700012,303.640015,306.649994,306.649994,4630500
|
||||
2018-07-27,307.250000,307.690002,295.339996,297.179993,297.179993,5703300
|
||||
2018-07-30,295.899994,296.100006,286.130005,290.170013,290.170013,6814100
|
||||
2018-07-31,292.250000,298.320007,289.070007,298.140015,298.140015,5076900
|
||||
2018-08-01,297.989990,303.000000,293.000000,300.839996,300.839996,10129400
|
||||
2018-08-02,328.440002,349.989990,323.160004,349.540009,349.540009,23215000
|
||||
2018-08-03,347.809998,355.000000,342.529999,348.170013,348.170013,13656500
|
||||
2018-08-06,345.459991,354.980011,341.820007,341.989990,341.989990,8564300
|
||||
2018-08-07,343.839996,387.459991,339.149994,379.570007,379.570007,30875800
|
||||
2018-08-08,369.089996,382.640015,367.119995,370.339996,370.339996,24571200
|
||||
2018-08-09,365.549988,367.010010,345.730011,352.450012,352.450012,17103700
|
||||
2018-08-10,354.000000,360.000000,346.000000,355.489990,355.489990,11552000
|
||||
2018-08-13,361.130005,363.190002,349.019989,356.410004,356.410004,10450200
|
||||
2018-08-14,358.450012,359.200012,347.100006,347.640015,347.640015,6986400
|
||||
2018-08-15,341.910004,344.489990,332.140015,338.690002,338.690002,9101300
|
||||
2018-08-16,339.910004,342.279999,333.820007,335.450012,335.450012,6064000
|
||||
2018-08-17,323.500000,326.769989,303.529999,305.500000,305.500000,18958600
|
||||
2018-08-20,291.700012,308.500000,288.200012,308.440002,308.440002,17402300
|
||||
2018-08-21,310.609985,324.790009,309.000000,321.899994,321.899994,13172200
|
||||
2018-08-22,320.869995,323.880005,314.670013,321.640015,321.640015,5946000
|
||||
2018-08-23,319.140015,327.320007,318.100006,320.100006,320.100006,5147300
|
||||
2018-08-24,320.700012,323.850006,319.399994,322.820007,322.820007,3602600
|
||||
2018-08-27,318.000000,322.440002,308.809998,319.269989,319.269989,13079300
|
||||
2018-08-28,318.410004,318.880005,311.190002,311.859985,311.859985,7649100
|
||||
2018-08-29,310.269989,311.850006,303.690002,305.010010,305.010010,7447400
|
||||
2018-08-30,302.260010,304.600006,297.720001,303.149994,303.149994,7216700
|
||||
2018-08-31,302.000000,305.309998,298.600006,301.660004,301.660004,5375100
|
||||
2018-09-04,296.940002,298.190002,288.000000,288.950012,288.950012,8350500
|
||||
2018-09-05,285.049988,286.779999,277.179993,280.739990,280.739990,7720800
|
||||
2018-09-06,284.799988,291.170013,278.880005,280.950012,280.950012,7480800
|
||||
2018-09-07,260.100006,268.350006,252.250000,263.239990,263.239990,22491900
|
||||
2018-09-10,273.260010,286.029999,271.000000,285.500000,285.500000,14283500
|
||||
2018-09-11,279.470001,282.000000,273.549988,279.440002,279.440002,9170000
|
||||
2018-09-12,281.440002,292.500000,278.649994,290.540009,290.540009,10015400
|
||||
2018-09-13,288.019989,295.000000,285.179993,289.459991,289.459991,6340300
|
||||
2018-09-14,288.760010,297.329987,286.519989,295.200012,295.200012,6765600
|
||||
2018-09-17,290.040009,300.869995,288.130005,294.839996,294.839996,6887600
|
||||
2018-09-18,296.690002,302.640015,275.500000,284.959991,284.959991,16547500
|
||||
2018-09-19,280.510010,300.000000,280.500000,299.019989,299.019989,8294900
|
||||
2018-09-20,303.559998,305.980011,293.329987,298.329987,298.329987,7349400
|
||||
2018-09-21,297.700012,300.579987,295.369995,299.100006,299.100006,5050500
|
||||
2018-09-24,298.480011,303.000000,293.579987,299.679993,299.679993,4843000
|
||||
2018-09-25,300.000000,304.600006,296.500000,300.989990,300.989990,4481700
|
||||
2018-09-26,301.910004,313.890015,301.109985,309.579987,309.579987,7843200
|
||||
2018-09-27,312.899994,314.959991,306.910004,307.519989,307.519989,8509100
|
||||
2018-09-28,270.260010,278.000000,260.559998,264.769989,264.769989,33649700
|
||||
2018-10-01,305.769989,311.440002,301.049988,310.700012,310.700012,21777600
|
||||
2018-10-02,313.950012,316.839996,299.149994,301.019989,301.019989,11743500
|
||||
2018-10-03,303.329987,304.600006,291.570007,294.799988,294.799988,7995000
|
||||
2018-10-04,293.950012,294.000000,277.670013,281.829987,281.829987,9814200
|
||||
2018-10-05,274.649994,274.880005,260.000000,261.950012,261.950012,17944500
|
||||
2018-10-08,264.519989,267.760010,249.000000,250.559998,250.559998,13472700
|
||||
2018-10-09,255.250000,266.769989,253.300003,262.799988,262.799988,12060600
|
||||
2018-10-10,264.609985,265.510010,247.770004,256.880005,256.880005,12815300
|
||||
2018-10-11,257.529999,262.250000,249.029999,252.229996,252.229996,8167700
|
||||
2018-10-12,261.000000,261.989990,252.009995,258.779999,258.779999,7201400
|
||||
2018-10-15,259.059998,263.279999,254.539993,259.589996,259.589996,6200000
|
||||
2018-10-16,265.700012,277.380005,262.239990,276.589996,276.589996,9526400
|
||||
2018-10-17,282.399994,282.700012,265.799988,271.779999,271.779999,8655500
|
||||
2018-10-18,269.290009,271.000000,263.000000,263.910004,263.910004,5421200
|
||||
2018-10-19,267.390015,269.660004,253.500000,260.000000,260.000000,9375500
|
||||
2018-10-22,260.679993,261.859985,252.589996,260.950012,260.950012,5600300
|
||||
2018-10-23,263.869995,297.929993,262.100006,294.140015,294.140015,19027800
|
||||
2018-10-24,301.049988,304.440002,285.730011,288.500000,288.500000,20058300
|
||||
2018-10-25,317.220001,321.000000,301.010010,314.859985,314.859985,20840700
|
||||
2018-10-26,308.250000,339.899994,306.649994,330.899994,330.899994,27425500
|
||||
2018-10-29,337.470001,347.160004,326.500000,334.850006,334.850006,14486000
|
||||
2018-10-30,328.390015,337.899994,322.260010,329.899994,329.899994,9126700
|
||||
2018-10-31,332.540009,342.000000,329.100006,337.320007,337.320007,7624300
|
||||
2018-11-01,338.260010,347.839996,334.730011,344.279999,344.279999,8000100
|
||||
2018-11-02,343.739990,349.200012,340.910004,346.410004,346.410004,7808000
|
||||
2018-11-05,340.500000,343.959991,330.140015,341.399994,341.399994,7831000
|
||||
2018-11-06,339.070007,348.799988,336.089996,341.059998,341.059998,6762900
|
||||
2018-11-07,343.339996,351.179993,340.799988,348.160004,348.160004,7374500
|
||||
2018-11-08,348.500000,357.579987,348.440002,351.399994,351.399994,7090700
|
||||
2018-11-09,349.000000,354.000000,345.230011,350.510010,350.510010,5098800
|
||||
2018-11-12,348.369995,349.779999,330.339996,331.279999,331.279999,6941500
|
||||
2018-11-13,333.160004,344.700012,332.200012,338.730011,338.730011,5448600
|
||||
2018-11-14,342.700012,347.109985,337.149994,344.000000,344.000000,5040300
|
||||
2018-11-15,342.329987,348.579987,339.040009,348.440002,348.440002,4625700
|
||||
2018-11-16,345.190002,355.700012,345.119995,354.309998,354.309998,7206200
|
||||
2018-11-19,356.339996,366.750000,352.880005,353.470001,353.470001,9708900
|
||||
2018-11-20,341.750000,349.799988,333.549988,347.489990,347.489990,8004700
|
||||
2018-11-21,352.000000,353.100006,337.399994,338.190002,338.190002,4686800
|
||||
2018-11-23,334.350006,337.500000,325.549988,325.829987,325.829987,4202600
|
||||
2018-11-26,325.000000,346.220001,325.000000,346.000000,346.000000,7992100
|
||||
2018-11-27,340.049988,346.959991,335.500000,343.920013,343.920013,6358300
|
||||
2018-11-28,345.989990,348.279999,342.209991,347.869995,347.869995,4127600
|
||||
2018-11-29,347.000000,347.500000,339.549988,341.170013,341.170013,3080700
|
||||
2018-11-30,341.829987,351.600006,338.260010,350.480011,350.480011,5629100
|
||||
2018-12-03,360.000000,366.000000,352.000000,358.489990,358.489990,8306500
|
||||
2018-12-04,356.049988,368.679993,352.000000,359.700012,359.700012,8461900
|
||||
2018-12-06,356.010010,367.380005,350.760010,363.059998,363.059998,7842500
|
||||
2018-12-07,369.000000,379.489990,357.649994,357.970001,357.970001,11511200
|
||||
2018-12-10,360.000000,365.980011,353.119995,365.149994,365.149994,6613500
|
||||
2018-12-11,369.910004,372.170013,360.230011,366.760010,366.760010,6308800
|
||||
2018-12-12,369.420013,371.910004,365.160004,366.600006,366.600006,5027000
|
||||
2018-12-13,370.149994,377.440002,366.750000,376.790009,376.790009,7365900
|
||||
2018-12-14,375.000000,377.869995,364.329987,365.709991,365.709991,6337600
|
||||
2018-12-17,362.000000,365.700012,343.880005,348.420013,348.420013,7674000
|
||||
2018-12-18,350.540009,351.549988,333.690002,337.029999,337.029999,7100000
|
||||
2018-12-19,337.600006,347.010010,329.739990,332.970001,332.970001,8274200
|
||||
2018-12-20,327.049988,330.290009,311.869995,315.380005,315.380005,9071900
|
||||
2018-12-21,317.399994,323.470001,312.440002,319.769989,319.769989,8016800
|
||||
2018-12-24,313.500000,314.500000,295.200012,295.390015,295.390015,5559900
|
||||
2018-12-26,300.000000,326.970001,294.089996,326.089996,326.089996,8163100
|
||||
2018-12-27,319.839996,322.170013,301.500000,316.130005,316.130005,8575100
|
||||
2018-12-28,323.100006,336.239990,318.410004,333.869995,333.869995,9939000
|
||||
2018-12-31,337.790009,339.209991,325.260010,332.799988,332.799988,6302300
|
||||
2019-01-02,306.100006,315.130005,298.799988,310.119995,310.119995,11658600
|
||||
2019-01-03,307.000000,309.399994,297.380005,300.359985,300.359985,6965200
|
||||
2019-01-04,306.000000,318.000000,302.730011,317.690002,317.690002,7394100
|
||||
2019-01-07,321.720001,336.739990,317.750000,334.959991,334.959991,7551200
|
||||
2019-01-08,341.959991,344.010010,327.019989,335.350006,335.350006,7008500
|
||||
2019-01-09,335.500000,343.500000,331.470001,338.529999,338.529999,5432900
|
||||
2019-01-10,334.399994,345.390015,331.790009,344.970001,344.970001,6056400
|
||||
2019-01-11,342.089996,348.410004,338.769989,347.260010,347.260010,5039100
|
||||
2019-01-14,342.380005,342.500000,334.000000,334.399994,334.399994,5247300
|
||||
2019-01-15,335.000000,348.799988,334.500000,344.429993,344.429993,6056600
|
||||
2019-01-16,344.779999,352.000000,343.500000,346.049988,346.049988,4691700
|
||||
2019-01-17,346.209991,351.500000,344.149994,347.309998,347.309998,3676700
|
||||
2019-01-18,323.000000,327.130005,299.730011,302.260010,302.260010,24150800
|
||||
2019-01-22,304.820007,308.000000,295.500000,298.920013,298.920013,12066700
|
||||
2019-01-23,292.500000,294.500000,281.690002,287.589996,287.589996,12530000
|
||||
2019-01-24,283.029999,293.679993,279.279999,291.510010,291.510010,8012200
|
||||
2019-01-25,294.390015,298.519989,289.549988,297.040009,297.040009,7249600
|
||||
2019-01-28,292.910004,297.459991,287.750000,296.380005,296.380005,6423300
|
||||
2019-01-29,295.269989,298.559998,291.799988,297.459991,297.459991,4621700
|
||||
2019-01-30,300.450012,309.000000,298.489990,308.769989,308.769989,11250300
|
||||
2019-01-31,301.000000,311.559998,294.000000,307.019989,307.019989,12569200
|
||||
2019-02-01,305.420013,316.100006,303.500000,312.209991,312.209991,7283400
|
||||
2019-02-04,312.980011,315.299988,301.880005,312.890015,312.890015,7352100
|
||||
2019-02-05,312.489990,322.440002,312.250000,321.350006,321.350006,6742800
|
||||
2019-02-06,319.589996,324.239990,315.619995,317.220001,317.220001,5038500
|
||||
2019-02-07,313.299988,314.700012,303.000000,307.510010,307.510010,6520600
|
||||
2019-02-08,306.829987,307.450012,298.500000,305.799988,305.799988,5844200
|
||||
2019-02-11,311.600006,318.600006,310.500000,312.839996,312.839996,7129700
|
||||
2019-02-12,316.200012,318.190002,309.619995,311.809998,311.809998,5517600
|
||||
2019-02-13,312.350006,312.750000,305.570007,308.170013,308.170013,5141600
|
||||
2019-02-14,303.380005,306.769989,301.000000,303.769989,303.769989,5200800
|
||||
2019-02-15,304.500000,308.000000,303.899994,307.880005,307.880005,3904900
|
||||
2019-02-19,306.559998,311.540009,305.470001,305.640015,305.640015,4168400
|
||||
2019-02-20,304.410004,306.299988,299.000000,302.559998,302.559998,7142100
|
||||
2019-02-21,301.809998,303.239990,290.500000,291.230011,291.230011,8909200
|
||||
2019-02-22,294.489990,296.500000,292.100006,294.709991,294.709991,5740600
|
||||
2019-02-25,297.910004,302.899994,297.000000,298.769989,298.769989,6626500
|
||||
2019-02-26,292.220001,302.010010,288.769989,297.859985,297.859985,8582500
|
||||
2019-02-27,301.779999,316.299988,300.549988,314.739990,314.739990,11183900
|
||||
2019-02-28,318.920013,320.000000,310.809998,319.880005,319.880005,10520700
|
||||
2019-03-01,306.940002,307.130005,291.899994,294.790009,294.790009,22911400
|
||||
2019-03-04,298.119995,299.000000,282.779999,285.359985,285.359985,17096800
|
||||
2019-03-05,282.000000,284.000000,270.100006,276.540009,276.540009,18764700
|
||||
2019-03-06,276.480011,281.510010,274.390015,276.239990,276.239990,10335500
|
||||
2019-03-07,278.839996,284.700012,274.250000,276.589996,276.589996,9442500
|
||||
2019-03-08,276.910004,285.589996,275.890015,284.140015,284.140015,8819600
|
||||
2019-03-11,283.519989,291.279999,280.500000,290.920013,290.920013,7392300
|
||||
2019-03-12,286.489990,288.070007,281.059998,283.359985,283.359985,7504100
|
||||
2019-03-13,283.899994,291.989990,282.700012,288.959991,288.959991,6844700
|
||||
2019-03-14,292.450012,295.390015,288.290009,289.959991,289.959991,7103400
|
||||
2019-03-15,283.510010,283.720001,274.399994,275.429993,275.429993,14785500
|
||||
2019-03-18,276.000000,278.049988,267.299988,269.489990,269.489990,10281000
|
||||
2019-03-19,267.500000,273.299988,263.459991,267.470001,267.470001,11800600
|
||||
2019-03-20,269.690002,274.970001,266.299988,273.600006,273.600006,6908200
|
||||
2019-03-21,272.600006,276.450012,268.450012,274.019989,274.019989,5947100
|
||||
2019-03-22,272.579987,272.799988,264.000000,264.529999,264.529999,8732600
|
||||
|
@@ -0,0 +1,253 @@
|
||||
Date,Open,High,Low,Close,Adj Close,Volume
|
||||
2018-05-23,32.700001,33.430000,32.599998,33.419998,33.419998,13407500
|
||||
2018-05-24,33.439999,33.759998,33.119999,33.520000,33.520000,14491900
|
||||
2018-05-25,33.540001,33.990002,33.310001,33.630001,33.630001,10424400
|
||||
2018-05-29,33.419998,34.830002,33.349998,34.040001,34.040001,22086700
|
||||
2018-05-30,34.200001,34.660000,34.080002,34.360001,34.360001,14588200
|
||||
2018-05-31,34.389999,34.970001,34.250000,34.700001,34.700001,14433200
|
||||
2018-06-01,35.139999,36.689999,35.090000,36.650002,36.650002,29583100
|
||||
2018-06-04,36.450001,37.980000,35.950001,37.880001,37.880001,32632800
|
||||
2018-06-05,39.529999,40.160000,39.189999,39.799999,39.799999,66122200
|
||||
2018-06-06,39.419998,40.230000,39.209999,40.099998,40.099998,147805700
|
||||
2018-06-07,40.139999,40.160000,38.639999,39.700001,39.700001,41573400
|
||||
2018-06-08,39.490002,41.259998,39.419998,41.209999,41.209999,34538900
|
||||
2018-06-11,41.419998,41.689999,40.660000,41.419998,41.419998,24605300
|
||||
2018-06-12,42.470001,44.330002,42.410000,43.490002,43.490002,51155000
|
||||
2018-06-13,44.240002,44.549999,43.419998,44.070000,44.070000,35169200
|
||||
2018-06-14,44.549999,46.799999,44.500000,46.759998,46.759998,50949100
|
||||
2018-06-15,46.619999,47.790001,45.639999,45.799999,45.799999,51489600
|
||||
2018-06-18,45.340000,46.259998,44.500000,46.000000,46.000000,26025600
|
||||
2018-06-19,45.189999,45.709999,43.570000,44.950001,44.950001,39252000
|
||||
2018-06-20,45.560001,46.919998,45.439999,46.130001,46.130001,31230200
|
||||
2018-06-21,46.360001,46.869999,44.200001,45.240002,45.240002,32200300
|
||||
2018-06-22,45.580002,46.009998,44.500000,45.880001,45.880001,28628900
|
||||
2018-06-25,45.470001,45.520000,43.330002,44.169998,44.169998,31379300
|
||||
2018-06-26,44.360001,45.320000,43.509998,44.840000,44.840000,20194100
|
||||
2018-06-27,45.500000,46.220001,43.680000,43.700001,43.700001,25875500
|
||||
2018-06-28,43.650002,44.840000,42.490002,44.790001,44.790001,18911200
|
||||
2018-06-29,45.049999,45.200001,43.560001,43.669998,43.669998,24392900
|
||||
2018-07-02,43.060001,45.000000,42.750000,44.980000,44.980000,16703600
|
||||
2018-07-03,45.360001,45.480000,43.799999,43.889999,43.889999,14237500
|
||||
2018-07-05,44.070000,45.110001,43.549999,45.060001,45.060001,16172000
|
||||
2018-07-06,44.910000,46.750000,44.610001,46.650002,46.650002,23740700
|
||||
2018-07-09,46.740002,46.900002,42.080002,44.139999,44.139999,107582400
|
||||
2018-07-10,44.200001,45.259998,43.630001,43.750000,43.750000,38467400
|
||||
2018-07-11,42.630001,44.099998,42.220001,43.869999,43.869999,35100100
|
||||
2018-07-12,44.799999,45.340000,44.360001,45.259998,45.259998,27078500
|
||||
2018-07-13,45.279999,45.320000,43.930000,44.490002,44.490002,16426700
|
||||
2018-07-16,44.299999,44.730000,43.910000,44.259998,44.259998,13012800
|
||||
2018-07-17,43.590000,45.259998,43.150002,44.709999,44.709999,20122300
|
||||
2018-07-18,44.189999,44.750000,42.740002,43.340000,43.340000,26536800
|
||||
2018-07-19,43.270000,43.869999,43.110001,43.439999,43.439999,13366800
|
||||
2018-07-20,43.500000,44.130001,43.230000,43.419998,43.419998,10437700
|
||||
2018-07-23,43.450001,43.849998,42.400002,43.310001,43.310001,15251200
|
||||
2018-07-24,43.770000,43.799999,41.590000,42.169998,42.169998,22433900
|
||||
2018-07-25,42.349998,44.389999,42.349998,44.220001,44.220001,25140700
|
||||
2018-07-26,42.869999,43.410000,42.139999,42.939999,42.939999,30018700
|
||||
2018-07-27,37.250000,37.470001,33.900002,34.119999,34.119999,122752800
|
||||
2018-07-30,34.169998,34.259998,31.070000,31.379999,31.379999,77852400
|
||||
2018-07-31,31.950001,32.480000,31.070000,31.870001,31.870001,64392200
|
||||
2018-08-01,32.250000,32.590000,31.459999,31.910000,31.910000,33231700
|
||||
2018-08-02,31.580000,32.869999,31.340000,32.820000,32.820000,27088000
|
||||
2018-08-03,32.580002,32.990002,31.799999,31.959999,31.959999,26317000
|
||||
2018-08-06,31.820000,33.040001,31.450001,32.980000,32.980000,27512400
|
||||
2018-08-07,33.099998,33.610001,32.549999,32.669998,32.669998,24635600
|
||||
2018-08-08,32.750000,32.779999,31.809999,31.840000,31.840000,22539400
|
||||
2018-08-09,31.850000,32.380001,31.610001,31.959999,31.959999,17637600
|
||||
2018-08-10,31.650000,32.250000,31.469999,32.009998,32.009998,16073900
|
||||
2018-08-13,32.040001,33.619999,32.020000,32.799999,32.799999,44134600
|
||||
2018-08-14,33.400002,33.430000,32.520000,33.189999,33.189999,26442600
|
||||
2018-08-15,32.810001,33.230000,31.950001,32.380001,32.380001,26433400
|
||||
2018-08-16,32.700001,33.150002,32.419998,32.830002,32.830002,20873200
|
||||
2018-08-17,32.740002,33.090000,32.340000,32.730000,32.730000,14874600
|
||||
2018-08-20,32.790001,32.939999,32.200001,32.599998,32.599998,16535700
|
||||
2018-08-21,32.750000,34.139999,32.599998,33.689999,33.689999,29575700
|
||||
2018-08-22,33.450001,34.169998,33.349998,33.810001,33.810001,18576300
|
||||
2018-08-23,33.900002,34.740002,33.720001,33.880001,33.880001,25746300
|
||||
2018-08-24,34.000000,34.490002,33.930000,34.279999,34.279999,15214000
|
||||
2018-08-27,34.660000,36.000000,34.480000,35.889999,35.889999,28306300
|
||||
2018-08-28,35.980000,36.040001,34.889999,35.490002,35.490002,22281600
|
||||
2018-08-29,35.410000,35.599998,34.810001,35.349998,35.349998,17697200
|
||||
2018-08-30,35.270000,36.150002,35.209999,35.639999,35.639999,19217200
|
||||
2018-08-31,35.570000,35.720001,34.590000,35.180000,35.180000,19073900
|
||||
2018-09-04,34.750000,35.130001,34.480000,34.840000,34.840000,13567600
|
||||
2018-09-05,34.650002,34.700001,32.509998,32.730000,32.730000,36051100
|
||||
2018-09-06,32.860001,32.950001,30.620001,30.809999,30.809999,36023600
|
||||
2018-09-07,30.309999,31.389999,29.820000,30.490000,30.490000,31484200
|
||||
2018-09-10,30.500000,30.600000,29.950001,30.540001,30.540001,17805800
|
||||
2018-09-11,30.440001,31.440001,30.350000,30.889999,30.889999,16000100
|
||||
2018-09-12,30.610001,30.830000,29.250000,29.750000,29.750000,29845200
|
||||
2018-09-13,30.100000,30.570000,29.860001,30.389999,30.389999,18522500
|
||||
2018-09-14,30.450001,30.770000,30.059999,30.120001,30.120001,13474700
|
||||
2018-09-17,29.049999,29.280001,28.430000,28.860001,28.860001,30592300
|
||||
2018-09-18,28.840000,29.629999,28.750000,29.219999,29.219999,15856800
|
||||
2018-09-19,29.150000,29.559999,28.820000,29.520000,29.520000,16023500
|
||||
2018-09-20,29.700001,30.020000,29.240000,29.850000,29.850000,15373600
|
||||
2018-09-21,29.860001,29.950001,28.490000,28.500000,28.500000,43122600
|
||||
2018-09-24,28.330000,29.120001,27.930000,28.600000,28.600000,20249000
|
||||
2018-09-25,28.750000,29.240000,28.440001,29.110001,29.110001,16130300
|
||||
2018-09-26,29.200001,29.450001,28.799999,29.010000,29.010000,12742100
|
||||
2018-09-27,29.059999,29.690001,28.879999,29.420000,29.420000,14830500
|
||||
2018-09-28,29.250000,29.280001,28.410000,28.459999,28.459999,22719600
|
||||
2018-10-01,28.510000,28.700001,28.000000,28.309999,28.309999,20538900
|
||||
2018-10-02,28.139999,28.620001,27.910000,28.190001,28.190001,17714400
|
||||
2018-10-03,28.379999,29.120001,28.250000,29.010000,29.010000,19358700
|
||||
2018-10-04,28.750000,28.760000,27.870001,28.230000,28.230000,21120400
|
||||
2018-10-05,28.340000,28.959999,27.969999,28.389999,28.389999,28996100
|
||||
2018-10-08,28.209999,28.940001,27.719999,28.450001,28.450001,22114400
|
||||
2018-10-09,28.700001,29.570000,28.340000,29.270000,29.270000,22749300
|
||||
2018-10-10,29.120001,29.120001,26.760000,26.790001,26.790001,40399400
|
||||
2018-10-11,26.350000,27.580000,26.190001,27.000000,27.000000,33065300
|
||||
2018-10-12,28.090000,28.170000,27.260000,27.990000,27.990000,27127500
|
||||
2018-10-15,27.850000,29.049999,27.590000,28.610001,28.610001,20225200
|
||||
2018-10-16,29.100000,29.889999,28.840000,29.870001,29.870001,18443000
|
||||
2018-10-17,29.950001,30.139999,28.959999,29.549999,29.549999,19379400
|
||||
2018-10-18,29.400000,30.240000,28.980000,29.290001,29.290001,24174300
|
||||
2018-10-19,29.330000,29.790001,28.680000,28.830000,28.830000,20112900
|
||||
2018-10-22,29.049999,29.280001,28.309999,29.180000,29.180000,21719400
|
||||
2018-10-23,28.480000,29.020000,28.070000,28.770000,28.770000,26503600
|
||||
2018-10-24,28.850000,29.770000,27.309999,27.540001,27.540001,37910200
|
||||
2018-10-25,31.320000,33.669998,30.760000,31.799999,31.799999,79251000
|
||||
2018-10-26,31.200001,33.139999,30.940001,32.360001,32.360001,47747000
|
||||
2018-10-29,32.459999,33.750000,31.620001,32.389999,32.389999,40899900
|
||||
2018-10-30,31.770000,34.549999,31.299999,33.860001,33.860001,43678200
|
||||
2018-10-31,34.369999,35.639999,34.349998,34.750000,34.750000,33063700
|
||||
2018-11-01,34.599998,34.910000,33.820000,34.619999,34.619999,27498000
|
||||
2018-11-02,34.869999,35.349998,33.849998,34.299999,34.299999,23994800
|
||||
2018-11-05,34.259998,34.279999,33.369999,34.020000,34.020000,18214300
|
||||
2018-11-06,33.959999,34.810001,33.840000,34.419998,34.419998,15508300
|
||||
2018-11-07,34.750000,35.119999,34.380001,34.990002,34.990002,16802100
|
||||
2018-11-08,34.880001,34.990002,33.869999,34.180000,34.180000,15146400
|
||||
2018-11-09,33.750000,34.419998,33.389999,34.080002,34.080002,16034700
|
||||
2018-11-12,34.000000,34.099998,31.780001,32.009998,32.009998,18147500
|
||||
2018-11-13,32.240002,32.849998,31.469999,32.490002,32.490002,17206300
|
||||
2018-11-14,32.889999,33.849998,32.750000,32.910000,32.910000,19448700
|
||||
2018-11-15,32.790001,33.360001,32.619999,33.150002,33.150002,16824800
|
||||
2018-11-16,32.830002,33.919998,32.599998,33.669998,33.669998,17904100
|
||||
2018-11-19,33.560001,33.599998,31.840000,31.980000,31.980000,15745000
|
||||
2018-11-20,29.969999,31.740000,29.940001,31.059999,31.059999,20927600
|
||||
2018-11-21,31.670000,32.080002,31.100000,31.610001,31.610001,16466900
|
||||
2018-11-23,31.299999,31.959999,31.110001,31.120001,31.120001,5813900
|
||||
2018-11-26,31.600000,32.869999,31.520000,32.820000,32.820000,17096000
|
||||
2018-11-27,32.439999,33.099998,32.360001,32.610001,32.610001,10727400
|
||||
2018-11-28,33.000000,33.000000,31.719999,32.730000,32.730000,19073300
|
||||
2018-11-29,32.459999,32.540001,29.870001,31.299999,31.299999,50505700
|
||||
2018-11-30,31.150000,31.549999,30.110001,31.450001,31.450001,25833200
|
||||
2018-12-03,32.240002,33.849998,32.209999,33.660000,33.660000,24027100
|
||||
2018-12-04,33.279999,34.160000,32.500000,32.560001,32.560001,22472000
|
||||
2018-12-06,32.459999,32.970001,31.110001,32.959999,32.959999,25922800
|
||||
2018-12-07,32.840000,34.369999,32.669998,32.830002,32.830002,29497100
|
||||
2018-12-10,32.730000,33.639999,32.259998,33.430000,33.430000,19971100
|
||||
2018-12-11,34.130001,35.750000,33.880001,34.450001,34.450001,30118600
|
||||
2018-12-12,34.970001,37.139999,34.849998,36.250000,36.250000,32608500
|
||||
2018-12-13,36.400002,36.490002,35.299999,35.889999,35.889999,22831600
|
||||
2018-12-14,35.250000,36.619999,35.049999,35.869999,35.869999,19528500
|
||||
2018-12-17,35.680000,35.700001,33.200001,33.430000,33.430000,23880900
|
||||
2018-12-18,33.630001,34.169998,33.080002,33.740002,33.740002,18885100
|
||||
2018-12-19,33.709999,34.700001,32.660000,32.930000,32.930000,24784300
|
||||
2018-12-20,32.590000,32.720001,28.510000,29.290001,29.290001,51983000
|
||||
2018-12-21,29.309999,29.760000,27.040001,27.309999,27.309999,38714100
|
||||
2018-12-24,26.549999,27.270000,26.260000,26.450001,26.450001,18208300
|
||||
2018-12-26,27.000000,28.700001,26.799999,28.660000,28.660000,35529600
|
||||
2018-12-27,28.139999,28.920000,27.260000,28.680000,28.680000,31987700
|
||||
2018-12-28,28.930000,29.139999,27.840000,28.430000,28.430000,21820500
|
||||
2018-12-31,28.600000,29.129999,28.340000,28.740000,28.740000,15975000
|
||||
2019-01-02,28.260000,28.990000,27.870001,28.809999,28.809999,15053700
|
||||
2019-01-03,28.379999,29.180000,27.940001,27.990000,27.990000,19031000
|
||||
2019-01-04,28.389999,30.100000,28.309999,29.950001,29.950001,23412600
|
||||
2019-01-07,30.200001,31.379999,29.770000,31.340000,31.340000,19917800
|
||||
2019-01-08,31.700001,32.049999,30.910000,31.799999,31.799999,18915200
|
||||
2019-01-09,31.799999,32.400002,31.540001,32.250000,32.250000,14554400
|
||||
2019-01-10,33.080002,33.500000,32.259998,33.090000,33.090000,30504500
|
||||
2019-01-11,32.849998,33.200001,32.430000,32.869999,32.869999,17732300
|
||||
2019-01-14,32.380001,32.750000,32.119999,32.369999,32.369999,9523000
|
||||
2019-01-15,32.509998,33.349998,32.450001,33.020000,33.020000,13548200
|
||||
2019-01-16,33.099998,33.299999,32.439999,32.470001,32.470001,10130200
|
||||
2019-01-17,32.470001,33.090000,32.389999,32.849998,32.849998,12059700
|
||||
2019-01-18,33.049999,33.889999,32.770000,33.270000,33.270000,16776800
|
||||
2019-01-22,32.970001,33.349998,31.930000,32.250000,32.250000,17780800
|
||||
2019-01-23,32.259998,32.450001,30.719999,30.969999,30.969999,21084400
|
||||
2019-01-24,30.940001,31.730000,30.910000,31.610001,31.610001,12470400
|
||||
2019-01-25,31.990000,33.619999,31.980000,32.900002,32.900002,22513700
|
||||
2019-01-28,32.650002,33.200001,32.119999,33.130001,33.130001,21750800
|
||||
2019-01-29,33.330002,33.549999,31.459999,31.639999,31.639999,18849800
|
||||
2019-01-30,32.040001,32.380001,31.420000,32.259998,32.259998,17142500
|
||||
2019-01-31,33.070000,33.689999,32.790001,33.560001,33.560001,21211300
|
||||
2019-02-01,33.560001,34.090000,32.959999,33.189999,33.189999,18816600
|
||||
2019-02-04,33.340000,34.180000,33.240002,33.939999,33.939999,14244100
|
||||
2019-02-05,34.290001,34.570000,33.919998,34.369999,34.369999,17610200
|
||||
2019-02-06,35.049999,35.250000,33.750000,34.160000,34.160000,34058000
|
||||
2019-02-07,31.170000,31.730000,30.309999,30.799999,30.799999,69764100
|
||||
2019-02-08,30.469999,30.740000,29.420000,30.010000,30.010000,40669800
|
||||
2019-02-11,30.170000,30.440001,29.660000,30.230000,30.230000,28838200
|
||||
2019-02-12,30.440001,30.799999,30.230000,30.389999,30.389999,20315300
|
||||
2019-02-13,30.570000,31.840000,30.549999,31.120001,31.120001,29683300
|
||||
2019-02-14,30.860001,31.280001,30.600000,30.959999,30.959999,15321100
|
||||
2019-02-15,31.200001,31.799999,30.969999,31.230000,31.230000,17591500
|
||||
2019-02-19,31.230000,32.110001,31.150000,31.650000,31.650000,14391700
|
||||
2019-02-20,31.709999,31.930000,31.209999,31.370001,31.370001,16871100
|
||||
2019-02-21,31.360001,31.480000,30.600000,30.760000,30.760000,13944900
|
||||
2019-02-22,30.809999,31.730000,30.809999,31.709999,31.709999,15413400
|
||||
2019-02-25,31.990000,32.709999,31.879999,31.990000,31.990000,15061300
|
||||
2019-02-26,31.889999,31.959999,30.990000,31.010000,31.010000,17519100
|
||||
2019-02-27,30.950001,31.000000,29.900000,30.410000,30.410000,24639100
|
||||
2019-02-28,30.250000,30.790001,30.010000,30.780001,30.780001,15242900
|
||||
2019-03-01,31.170000,31.190001,30.280001,30.620001,30.620001,12360700
|
||||
2019-03-04,30.780001,31.260000,30.070000,30.500000,30.500000,15920400
|
||||
2019-03-05,30.500000,31.230000,30.389999,31.030001,31.030001,13073500
|
||||
2019-03-06,30.940001,31.340000,30.590000,30.799999,30.799999,10938600
|
||||
2019-03-07,30.760000,30.840000,30.010000,30.120001,30.120001,15770300
|
||||
2019-03-08,29.639999,30.209999,29.410000,30.040001,30.040001,11964300
|
||||
2019-03-11,30.240000,30.910000,30.240000,30.870001,30.870001,16013200
|
||||
2019-03-12,31.150000,31.410000,30.889999,31.160000,31.160000,12324300
|
||||
2019-03-13,31.309999,31.480000,31.040001,31.299999,31.299999,10201300
|
||||
2019-03-14,31.280001,31.549999,30.940001,31.030001,31.030001,12090600
|
||||
2019-03-15,31.040001,31.410000,30.709999,31.219999,31.219999,17522700
|
||||
2019-03-18,31.250000,31.580000,30.840000,31.080000,31.080000,13172600
|
||||
2019-03-19,31.150000,31.500000,30.879999,31.270000,31.270000,15557400
|
||||
2019-03-20,31.240000,32.650002,31.160000,32.570000,32.570000,22373800
|
||||
2019-03-21,32.310001,32.689999,32.029999,32.610001,32.610001,13346900
|
||||
2019-03-22,32.500000,34.209999,32.340000,33.020000,33.020000,28034700
|
||||
2019-03-25,32.830002,33.299999,32.279999,32.590000,32.590000,15272300
|
||||
2019-03-26,32.980000,33.860001,32.919998,33.060001,33.060001,17252300
|
||||
2019-03-27,32.930000,33.450001,31.950001,32.279999,32.279999,13669400
|
||||
2019-03-28,32.290001,32.930000,31.730000,32.869999,32.869999,17750600
|
||||
2019-03-29,33.099998,33.240002,32.470001,32.880001,32.880001,13529300
|
||||
2019-04-01,33.160000,33.680000,32.700001,33.439999,33.439999,12499700
|
||||
2019-04-02,33.439999,33.889999,33.230000,33.750000,33.750000,11638000
|
||||
2019-04-03,34.000000,34.759998,33.810001,34.380001,34.380001,18041000
|
||||
2019-04-04,34.700001,35.139999,33.900002,34.419998,34.419998,14604100
|
||||
2019-04-05,34.549999,34.799999,34.369999,34.720001,34.720001,9571700
|
||||
2019-04-08,34.790001,35.060001,34.509998,34.860001,34.860001,10655000
|
||||
2019-04-09,34.840000,35.389999,34.810001,35.139999,35.139999,13889700
|
||||
2019-04-10,35.259998,35.270000,34.509998,34.750000,34.750000,11648800
|
||||
2019-04-11,34.750000,34.869999,34.410000,34.580002,34.580002,10982700
|
||||
2019-04-12,34.669998,34.830002,34.110001,34.369999,34.369999,12713800
|
||||
2019-04-15,34.380001,35.029999,34.340000,34.709999,34.709999,10248400
|
||||
2019-04-16,34.840000,34.990002,34.230000,34.459999,34.459999,9396300
|
||||
2019-04-17,34.730000,34.900002,34.200001,34.480000,34.480000,9023000
|
||||
2019-04-18,34.669998,34.860001,34.320000,34.400002,34.400002,9806100
|
||||
2019-04-22,34.400002,34.619999,33.820000,34.389999,34.389999,19704300
|
||||
2019-04-23,36.930000,40.529999,36.910000,39.770000,39.770000,104262500
|
||||
2019-04-24,39.860001,39.950001,38.799999,39.290001,39.290001,30266900
|
||||
2019-04-25,39.259998,40.130001,38.189999,38.480000,38.480000,26044800
|
||||
2019-04-26,38.590000,39.340000,38.180000,38.669998,38.669998,15270500
|
||||
2019-04-29,38.630001,39.970001,38.630001,39.779999,39.779999,19680000
|
||||
2019-04-30,39.790001,40.919998,39.650002,39.910000,39.910000,22912000
|
||||
2019-05-01,40.000000,40.070000,39.259998,39.290001,39.290001,14962600
|
||||
2019-05-02,39.240002,40.000000,38.840000,39.950001,39.950001,13419100
|
||||
2019-05-03,40.480000,40.820000,39.959999,40.799999,40.799999,15577100
|
||||
2019-05-06,39.689999,40.439999,39.450001,40.230000,40.230000,14517400
|
||||
2019-05-07,39.900002,40.150002,38.119999,38.619999,38.619999,19283100
|
||||
2019-05-08,38.450001,39.150002,38.330002,38.580002,38.580002,9168400
|
||||
2019-05-09,38.110001,39.020000,37.820000,38.790001,38.790001,10010700
|
||||
2019-05-10,38.680000,39.160000,37.860001,38.450001,38.450001,12259000
|
||||
2019-05-13,37.500000,37.639999,36.369999,36.590000,36.590000,16829700
|
||||
2019-05-14,37.040001,37.520000,36.599998,36.930000,36.930000,11125100
|
||||
2019-05-15,36.669998,38.139999,36.639999,37.900002,37.900002,11523100
|
||||
2019-05-16,38.110001,38.720001,38.049999,38.299999,38.299999,10104400
|
||||
2019-05-17,37.830002,38.130001,37.470001,37.500000,37.500000,9090300
|
||||
2019-05-20,37.119999,37.730000,36.919998,37.150002,37.150002,9411900
|
||||
2019-05-21,37.470001,37.860001,37.330002,37.470001,37.470001,8861400
|
||||
2019-05-22,37.410000,39.320000,37.240002,38.580002,38.580002,21093500
|
||||
2019-05-23,38.150002,38.290001,36.799999,37.189999,37.189999,18096372
|
||||
|
@@ -0,0 +1,31 @@
|
||||
Historical EUR to MYR Exchange Rates,Unnamed: 1
|
||||
02-11-17,4.926
|
||||
01-11-17,4.9232
|
||||
31-10-17,4.9255
|
||||
30-10-17,4.9239
|
||||
29-10-17,4.9251
|
||||
28-10-17,4.9251
|
||||
27-10-17,4.9325
|
||||
26-10-17,5.0033
|
||||
25-10-17,4.9782
|
||||
24-10-17,4.98
|
||||
23-10-17,4.9788
|
||||
22-10-17,4.9794
|
||||
21-10-17,4.9794
|
||||
20-10-17,4.9947
|
||||
19-10-17,4.9835
|
||||
18-10-17,4.9576
|
||||
17-10-17,4.9717
|
||||
16-10-17,4.9764
|
||||
15-10-17,4.9899
|
||||
14-10-17,4.9899
|
||||
13-10-17,4.987
|
||||
12-10-17,5.0071
|
||||
11-10-17,4.9793
|
||||
10-10-17,4.9729
|
||||
09-10-17,4.9701
|
||||
08-10-17,4.9701
|
||||
07-10-17,4.9701
|
||||
06-10-17,4.9613
|
||||
05-10-17,4.9747
|
||||
04-10-17,4.9776
|
||||
|
@@ -0,0 +1,27 @@
|
||||
"Date","Price","Open","High","Low","Vol.","Change %"
|
||||
"Nov 02, 2017","54.27","54.26","54.39","54.22","0","0.06"
|
||||
"Nov 01, 2017","54.24","54.59","55.22","53.89","0","-0.26"
|
||||
"Oct 31, 2017","54.38","54.08","54.85","53.93","497.30K","0.42"
|
||||
"Oct 30, 2017","54.15","54.16","54.46","53.75","565.04K","0.46"
|
||||
"Oct 27, 2017","53.90","52.80","54.20","52.25","730.92K","2.39"
|
||||
"Oct 26, 2017","52.64","52.19","52.86","51.91","594.65K","0.88"
|
||||
"Oct 25, 2017","52.18","52.56","52.57","51.89","681.74K","-0.55"
|
||||
"Oct 24, 2017","52.47","51.89","52.62","51.55","709.55K","1.10"
|
||||
"Oct 23, 2017","51.90","52.07","52.30","51.68","583.56K","0.84"
|
||||
"Oct 20, 2017","51.47","51.42","51.73","50.70","32.96K","0.35"
|
||||
"Oct 19, 2017","51.29","52.05","52.17","51.07","127.41K","-1.44"
|
||||
"Oct 18, 2017","52.04","51.94","52.33","51.69","152.62K","0.31"
|
||||
"Oct 17, 2017","51.88","51.93","52.25","51.21","471.61K","0.02"
|
||||
"Oct 16, 2017","51.87","51.43","52.37","51.35","520.73K","0.82"
|
||||
"Oct 13, 2017","51.45","50.73","51.72","50.70","667.50K","1.68"
|
||||
"Oct 12, 2017","50.60","51.00","51.13","50.15","729.27K","-1.36"
|
||||
"Oct 11, 2017","51.30","50.94","51.42","50.61","651.95K","0.75"
|
||||
"Oct 10, 2017","50.92","49.55","51.06","49.54","664.84K","2.70"
|
||||
"Oct 09, 2017","49.58","49.25","49.79","49.13","505.08K","0.59"
|
||||
"Oct 06, 2017","49.29","50.75","50.82","49.10","743.11K","-2.95"
|
||||
"Oct 05, 2017","50.79","49.88","51.22","49.85","654.39K","1.62"
|
||||
"Oct 04, 2017","49.98","50.16","50.67","49.76","598.84K","-0.87"
|
||||
"Oct 03, 2017","50.42","50.59","50.73","50.14","462.74K","-0.32"
|
||||
"Oct 02, 2017","50.58","51.64","51.71","50.07","600.93K","-2.11"
|
||||
"","","","","","",""
|
||||
"","Highest:55.22","Lowest:49.10","Difference:6.12","Average:51.82","Change %:5.03"
|
||||
|
@@ -0,0 +1,31 @@
|
||||
Historical USD to MYR Exchange Rates,Unnamed: 1
|
||||
02-11-17,4.226
|
||||
01-11-17,4.232
|
||||
31-10-17,4.231
|
||||
30-10-17,4.238
|
||||
29-10-17,4.241
|
||||
28-10-17,4.241
|
||||
27-10-17,4.24
|
||||
26-10-17,4.2283
|
||||
25-10-17,4.233
|
||||
24-10-17,4.2325
|
||||
23-10-17,4.23
|
||||
22-10-17,4.224
|
||||
21-10-17,4.224
|
||||
20-10-17,4.2245
|
||||
19-10-17,4.221
|
||||
18-10-17,4.21
|
||||
17-10-17,4.2195
|
||||
16-10-17,4.2155
|
||||
15-10-17,4.22
|
||||
14-10-17,4.22
|
||||
13-10-17,4.2095
|
||||
12-10-17,4.217
|
||||
11-10-17,4.211
|
||||
10-10-17,4.2215
|
||||
09-10-17,4.232
|
||||
08-10-17,4.236
|
||||
07-10-17,4.236
|
||||
06-10-17,4.2345
|
||||
05-10-17,4.2295
|
||||
04-10-17,4.2235
|
||||
|
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@@ -0,0 +1,318 @@
|
||||
# Copyright 2017 Google Inc.
|
||||
#
|
||||
# Licensed under the Apache License, Version 2.0 (the "License");
|
||||
# you may not use this file except in compliance with the License.
|
||||
# You may obtain a copy of the License at
|
||||
#
|
||||
# http://www.apache.org/licenses/LICENSE-2.0
|
||||
#
|
||||
# Unless required by applicable law or agreed to in writing, software
|
||||
# distributed under the License is distributed on an "AS IS" BASIS,
|
||||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
||||
# See the License for the specific language governing permissions and
|
||||
# limitations under the License.
|
||||
# ==============================================================================
|
||||
"""DNC access modules."""
|
||||
|
||||
from __future__ import absolute_import
|
||||
from __future__ import division
|
||||
from __future__ import print_function
|
||||
|
||||
import collections
|
||||
import sonnet as snt
|
||||
import tensorflow as tf
|
||||
|
||||
import addressing
|
||||
import util
|
||||
|
||||
AccessState = collections.namedtuple('AccessState', (
|
||||
'memory', 'read_weights', 'write_weights', 'linkage', 'usage'))
|
||||
|
||||
|
||||
def _erase_and_write(memory, address, reset_weights, values):
|
||||
"""Module to erase and write in the external memory.
|
||||
|
||||
Erase operation:
|
||||
M_t'(i) = M_{t-1}(i) * (1 - w_t(i) * e_t)
|
||||
|
||||
Add operation:
|
||||
M_t(i) = M_t'(i) + w_t(i) * a_t
|
||||
|
||||
where e are the reset_weights, w the write weights and a the values.
|
||||
|
||||
Args:
|
||||
memory: 3-D tensor of shape `[batch_size, memory_size, word_size]`.
|
||||
address: 3-D tensor `[batch_size, num_writes, memory_size]`.
|
||||
reset_weights: 3-D tensor `[batch_size, num_writes, word_size]`.
|
||||
values: 3-D tensor `[batch_size, num_writes, word_size]`.
|
||||
|
||||
Returns:
|
||||
3-D tensor of shape `[batch_size, num_writes, word_size]`.
|
||||
"""
|
||||
with tf.name_scope('erase_memory', values=[memory, address, reset_weights]):
|
||||
expand_address = tf.expand_dims(address, 3)
|
||||
reset_weights = tf.expand_dims(reset_weights, 2)
|
||||
weighted_resets = expand_address * reset_weights
|
||||
reset_gate = tf.reduce_prod(1 - weighted_resets, [1])
|
||||
memory *= reset_gate
|
||||
|
||||
with tf.name_scope('additive_write', values=[memory, address, values]):
|
||||
add_matrix = tf.matmul(address, values, adjoint_a=True)
|
||||
memory += add_matrix
|
||||
|
||||
return memory
|
||||
|
||||
|
||||
class MemoryAccess(snt.RNNCore):
|
||||
"""Access module of the Differentiable Neural Computer.
|
||||
|
||||
This memory module supports multiple read and write heads. It makes use of:
|
||||
|
||||
* `addressing.TemporalLinkage` to track the temporal ordering of writes in
|
||||
memory for each write head.
|
||||
* `addressing.FreenessAllocator` for keeping track of memory usage, where
|
||||
usage increase when a memory location is written to, and decreases when
|
||||
memory is read from that the controller says can be freed.
|
||||
|
||||
Write-address selection is done by an interpolation between content-based
|
||||
lookup and using unused memory.
|
||||
|
||||
Read-address selection is done by an interpolation of content-based lookup
|
||||
and following the link graph in the forward or backwards read direction.
|
||||
"""
|
||||
|
||||
def __init__(self,
|
||||
memory_size=128,
|
||||
word_size=20,
|
||||
num_reads=1,
|
||||
num_writes=1,
|
||||
name='memory_access'):
|
||||
"""Creates a MemoryAccess module.
|
||||
|
||||
Args:
|
||||
memory_size: The number of memory slots (N in the DNC paper).
|
||||
word_size: The width of each memory slot (W in the DNC paper)
|
||||
num_reads: The number of read heads (R in the DNC paper).
|
||||
num_writes: The number of write heads (fixed at 1 in the paper).
|
||||
name: The name of the module.
|
||||
"""
|
||||
super(MemoryAccess, self).__init__(name=name)
|
||||
self._memory_size = memory_size
|
||||
self._word_size = word_size
|
||||
self._num_reads = num_reads
|
||||
self._num_writes = num_writes
|
||||
|
||||
self._write_content_weights_mod = addressing.CosineWeights(
|
||||
num_writes, word_size, name='write_content_weights')
|
||||
self._read_content_weights_mod = addressing.CosineWeights(
|
||||
num_reads, word_size, name='read_content_weights')
|
||||
|
||||
self._linkage = addressing.TemporalLinkage(memory_size, num_writes)
|
||||
self._freeness = addressing.Freeness(memory_size)
|
||||
|
||||
def _build(self, inputs, prev_state):
|
||||
"""Connects the MemoryAccess module into the graph.
|
||||
|
||||
Args:
|
||||
inputs: tensor of shape `[batch_size, input_size]`. This is used to
|
||||
control this access module.
|
||||
prev_state: Instance of `AccessState` containing the previous state.
|
||||
|
||||
Returns:
|
||||
A tuple `(output, next_state)`, where `output` is a tensor of shape
|
||||
`[batch_size, num_reads, word_size]`, and `next_state` is the new
|
||||
`AccessState` named tuple at the current time t.
|
||||
"""
|
||||
inputs = self._read_inputs(inputs)
|
||||
|
||||
# Update usage using inputs['free_gate'] and previous read & write weights.
|
||||
usage = self._freeness(
|
||||
write_weights=prev_state.write_weights,
|
||||
free_gate=inputs['free_gate'],
|
||||
read_weights=prev_state.read_weights,
|
||||
prev_usage=prev_state.usage)
|
||||
|
||||
# Write to memory.
|
||||
write_weights = self._write_weights(inputs, prev_state.memory, usage)
|
||||
memory = _erase_and_write(
|
||||
prev_state.memory,
|
||||
address=write_weights,
|
||||
reset_weights=inputs['erase_vectors'],
|
||||
values=inputs['write_vectors'])
|
||||
|
||||
linkage_state = self._linkage(write_weights, prev_state.linkage)
|
||||
|
||||
# Read from memory.
|
||||
read_weights = self._read_weights(
|
||||
inputs,
|
||||
memory=memory,
|
||||
prev_read_weights=prev_state.read_weights,
|
||||
link=linkage_state.link)
|
||||
read_words = tf.matmul(read_weights, memory)
|
||||
|
||||
return (read_words, AccessState(
|
||||
memory=memory,
|
||||
read_weights=read_weights,
|
||||
write_weights=write_weights,
|
||||
linkage=linkage_state,
|
||||
usage=usage))
|
||||
|
||||
def _read_inputs(self, inputs):
|
||||
"""Applies transformations to `inputs` to get control for this module."""
|
||||
|
||||
def _linear(first_dim, second_dim, name, activation=None):
|
||||
"""Returns a linear transformation of `inputs`, followed by a reshape."""
|
||||
linear = snt.Linear(first_dim * second_dim, name=name)(inputs)
|
||||
if activation is not None:
|
||||
linear = activation(linear, name=name + '_activation')
|
||||
return tf.reshape(linear, [-1, first_dim, second_dim])
|
||||
|
||||
# v_t^i - The vectors to write to memory, for each write head `i`.
|
||||
write_vectors = _linear(self._num_writes, self._word_size, 'write_vectors')
|
||||
|
||||
# e_t^i - Amount to erase the memory by before writing, for each write head.
|
||||
erase_vectors = _linear(self._num_writes, self._word_size, 'erase_vectors',
|
||||
tf.sigmoid)
|
||||
|
||||
# f_t^j - Amount that the memory at the locations read from at the previous
|
||||
# time step can be declared unused, for each read head `j`.
|
||||
free_gate = tf.sigmoid(
|
||||
snt.Linear(self._num_reads, name='free_gate')(inputs))
|
||||
|
||||
# g_t^{a, i} - Interpolation between writing to unallocated memory and
|
||||
# content-based lookup, for each write head `i`. Note: `a` is simply used to
|
||||
# identify this gate with allocation vs writing (as defined below).
|
||||
allocation_gate = tf.sigmoid(
|
||||
snt.Linear(self._num_writes, name='allocation_gate')(inputs))
|
||||
|
||||
# g_t^{w, i} - Overall gating of write amount for each write head.
|
||||
write_gate = tf.sigmoid(
|
||||
snt.Linear(self._num_writes, name='write_gate')(inputs))
|
||||
|
||||
# \pi_t^j - Mixing between "backwards" and "forwards" positions (for
|
||||
# each write head), and content-based lookup, for each read head.
|
||||
num_read_modes = 1 + 2 * self._num_writes
|
||||
read_mode = snt.BatchApply(tf.nn.softmax)(
|
||||
_linear(self._num_reads, num_read_modes, name='read_mode'))
|
||||
|
||||
# Parameters for the (read / write) "weights by content matching" modules.
|
||||
write_keys = _linear(self._num_writes, self._word_size, 'write_keys')
|
||||
write_strengths = snt.Linear(self._num_writes, name='write_strengths')(
|
||||
inputs)
|
||||
|
||||
read_keys = _linear(self._num_reads, self._word_size, 'read_keys')
|
||||
read_strengths = snt.Linear(self._num_reads, name='read_strengths')(inputs)
|
||||
|
||||
result = {
|
||||
'read_content_keys': read_keys,
|
||||
'read_content_strengths': read_strengths,
|
||||
'write_content_keys': write_keys,
|
||||
'write_content_strengths': write_strengths,
|
||||
'write_vectors': write_vectors,
|
||||
'erase_vectors': erase_vectors,
|
||||
'free_gate': free_gate,
|
||||
'allocation_gate': allocation_gate,
|
||||
'write_gate': write_gate,
|
||||
'read_mode': read_mode,
|
||||
}
|
||||
return result
|
||||
|
||||
def _write_weights(self, inputs, memory, usage):
|
||||
"""Calculates the memory locations to write to.
|
||||
|
||||
This uses a combination of content-based lookup and finding an unused
|
||||
location in memory, for each write head.
|
||||
|
||||
Args:
|
||||
inputs: Collection of inputs to the access module, including controls for
|
||||
how to chose memory writing, such as the content to look-up and the
|
||||
weighting between content-based and allocation-based addressing.
|
||||
memory: A tensor of shape `[batch_size, memory_size, word_size]`
|
||||
containing the current memory contents.
|
||||
usage: Current memory usage, which is a tensor of shape `[batch_size,
|
||||
memory_size]`, used for allocation-based addressing.
|
||||
|
||||
Returns:
|
||||
tensor of shape `[batch_size, num_writes, memory_size]` indicating where
|
||||
to write to (if anywhere) for each write head.
|
||||
"""
|
||||
with tf.name_scope('write_weights', values=[inputs, memory, usage]):
|
||||
# c_t^{w, i} - The content-based weights for each write head.
|
||||
write_content_weights = self._write_content_weights_mod(
|
||||
memory, inputs['write_content_keys'],
|
||||
inputs['write_content_strengths'])
|
||||
|
||||
# a_t^i - The allocation weights for each write head.
|
||||
write_allocation_weights = self._freeness.write_allocation_weights(
|
||||
usage=usage,
|
||||
write_gates=(inputs['allocation_gate'] * inputs['write_gate']),
|
||||
num_writes=self._num_writes)
|
||||
|
||||
# Expands gates over memory locations.
|
||||
allocation_gate = tf.expand_dims(inputs['allocation_gate'], -1)
|
||||
write_gate = tf.expand_dims(inputs['write_gate'], -1)
|
||||
|
||||
# w_t^{w, i} - The write weightings for each write head.
|
||||
return write_gate * (allocation_gate * write_allocation_weights +
|
||||
(1 - allocation_gate) * write_content_weights)
|
||||
|
||||
def _read_weights(self, inputs, memory, prev_read_weights, link):
|
||||
"""Calculates read weights for each read head.
|
||||
|
||||
The read weights are a combination of following the link graphs in the
|
||||
forward or backward directions from the previous read position, and doing
|
||||
content-based lookup. The interpolation between these different modes is
|
||||
done by `inputs['read_mode']`.
|
||||
|
||||
Args:
|
||||
inputs: Controls for this access module. This contains the content-based
|
||||
keys to lookup, and the weightings for the different read modes.
|
||||
memory: A tensor of shape `[batch_size, memory_size, word_size]`
|
||||
containing the current memory contents to do content-based lookup.
|
||||
prev_read_weights: A tensor of shape `[batch_size, num_reads,
|
||||
memory_size]` containing the previous read locations.
|
||||
link: A tensor of shape `[batch_size, num_writes, memory_size,
|
||||
memory_size]` containing the temporal write transition graphs.
|
||||
|
||||
Returns:
|
||||
A tensor of shape `[batch_size, num_reads, memory_size]` containing the
|
||||
read weights for each read head.
|
||||
"""
|
||||
with tf.name_scope(
|
||||
'read_weights', values=[inputs, memory, prev_read_weights, link]):
|
||||
# c_t^{r, i} - The content weightings for each read head.
|
||||
content_weights = self._read_content_weights_mod(
|
||||
memory, inputs['read_content_keys'], inputs['read_content_strengths'])
|
||||
|
||||
# Calculates f_t^i and b_t^i.
|
||||
forward_weights = self._linkage.directional_read_weights(
|
||||
link, prev_read_weights, forward=True)
|
||||
backward_weights = self._linkage.directional_read_weights(
|
||||
link, prev_read_weights, forward=False)
|
||||
|
||||
backward_mode = inputs['read_mode'][:, :, :self._num_writes]
|
||||
forward_mode = (
|
||||
inputs['read_mode'][:, :, self._num_writes:2 * self._num_writes])
|
||||
content_mode = inputs['read_mode'][:, :, 2 * self._num_writes]
|
||||
|
||||
read_weights = (
|
||||
tf.expand_dims(content_mode, 2) * content_weights + tf.reduce_sum(
|
||||
tf.expand_dims(forward_mode, 3) * forward_weights, 2) +
|
||||
tf.reduce_sum(tf.expand_dims(backward_mode, 3) * backward_weights, 2))
|
||||
|
||||
return read_weights
|
||||
|
||||
@property
|
||||
def state_size(self):
|
||||
"""Returns a tuple of the shape of the state tensors."""
|
||||
return AccessState(
|
||||
memory=tf.TensorShape([self._memory_size, self._word_size]),
|
||||
read_weights=tf.TensorShape([self._num_reads, self._memory_size]),
|
||||
write_weights=tf.TensorShape([self._num_writes, self._memory_size]),
|
||||
linkage=self._linkage.state_size,
|
||||
usage=self._freeness.state_size)
|
||||
|
||||
@property
|
||||
def output_size(self):
|
||||
"""Returns the output shape."""
|
||||
return tf.TensorShape([self._num_reads, self._word_size])
|
||||
@@ -0,0 +1,410 @@
|
||||
# Copyright 2017 Google Inc.
|
||||
#
|
||||
# Licensed under the Apache License, Version 2.0 (the "License");
|
||||
# you may not use this file except in compliance with the License.
|
||||
# You may obtain a copy of the License at
|
||||
#
|
||||
# http://www.apache.org/licenses/LICENSE-2.0
|
||||
#
|
||||
# Unless required by applicable law or agreed to in writing, software
|
||||
# distributed under the License is distributed on an "AS IS" BASIS,
|
||||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
||||
# See the License for the specific language governing permissions and
|
||||
# limitations under the License.
|
||||
# ==============================================================================
|
||||
"""DNC addressing modules."""
|
||||
|
||||
from __future__ import absolute_import
|
||||
from __future__ import division
|
||||
from __future__ import print_function
|
||||
|
||||
import collections
|
||||
import sonnet as snt
|
||||
import tensorflow as tf
|
||||
|
||||
import util
|
||||
|
||||
# Ensure values are greater than epsilon to avoid numerical instability.
|
||||
_EPSILON = 1e-6
|
||||
|
||||
TemporalLinkageState = collections.namedtuple('TemporalLinkageState',
|
||||
('link', 'precedence_weights'))
|
||||
|
||||
|
||||
def _vector_norms(m):
|
||||
squared_norms = tf.reduce_sum(m * m, axis=2, keep_dims=True)
|
||||
return tf.sqrt(squared_norms + _EPSILON)
|
||||
|
||||
|
||||
def weighted_softmax(activations, strengths, strengths_op):
|
||||
"""Returns softmax over activations multiplied by positive strengths.
|
||||
|
||||
Args:
|
||||
activations: A tensor of shape `[batch_size, num_heads, memory_size]`, of
|
||||
activations to be transformed. Softmax is taken over the last dimension.
|
||||
strengths: A tensor of shape `[batch_size, num_heads]` containing strengths to
|
||||
multiply by the activations prior to the softmax.
|
||||
strengths_op: An operation to transform strengths before softmax.
|
||||
|
||||
Returns:
|
||||
A tensor of same shape as `activations` with weighted softmax applied.
|
||||
"""
|
||||
transformed_strengths = tf.expand_dims(strengths_op(strengths), -1)
|
||||
sharp_activations = activations * transformed_strengths
|
||||
softmax = snt.BatchApply(module_or_op=tf.nn.softmax)
|
||||
return softmax(sharp_activations)
|
||||
|
||||
|
||||
class CosineWeights(snt.AbstractModule):
|
||||
"""Cosine-weighted attention.
|
||||
|
||||
Calculates the cosine similarity between a query and each word in memory, then
|
||||
applies a weighted softmax to return a sharp distribution.
|
||||
"""
|
||||
|
||||
def __init__(self,
|
||||
num_heads,
|
||||
word_size,
|
||||
strength_op=tf.nn.softplus,
|
||||
name='cosine_weights'):
|
||||
"""Initializes the CosineWeights module.
|
||||
|
||||
Args:
|
||||
num_heads: number of memory heads.
|
||||
word_size: memory word size.
|
||||
strength_op: operation to apply to strengths (default is tf.nn.softplus).
|
||||
name: module name (default 'cosine_weights')
|
||||
"""
|
||||
super(CosineWeights, self).__init__(name=name)
|
||||
self._num_heads = num_heads
|
||||
self._word_size = word_size
|
||||
self._strength_op = strength_op
|
||||
|
||||
def _build(self, memory, keys, strengths):
|
||||
"""Connects the CosineWeights module into the graph.
|
||||
|
||||
Args:
|
||||
memory: A 3-D tensor of shape `[batch_size, memory_size, word_size]`.
|
||||
keys: A 3-D tensor of shape `[batch_size, num_heads, word_size]`.
|
||||
strengths: A 2-D tensor of shape `[batch_size, num_heads]`.
|
||||
|
||||
Returns:
|
||||
Weights tensor of shape `[batch_size, num_heads, memory_size]`.
|
||||
"""
|
||||
# Calculates the inner product between the query vector and words in memory.
|
||||
dot = tf.matmul(keys, memory, adjoint_b=True)
|
||||
|
||||
# Outer product to compute denominator (euclidean norm of query and memory).
|
||||
memory_norms = _vector_norms(memory)
|
||||
key_norms = _vector_norms(keys)
|
||||
norm = tf.matmul(key_norms, memory_norms, adjoint_b=True)
|
||||
|
||||
# Calculates cosine similarity between the query vector and words in memory.
|
||||
similarity = dot / (norm + _EPSILON)
|
||||
|
||||
return weighted_softmax(similarity, strengths, self._strength_op)
|
||||
|
||||
|
||||
class TemporalLinkage(snt.RNNCore):
|
||||
"""Keeps track of write order for forward and backward addressing.
|
||||
|
||||
This is a pseudo-RNNCore module, whose state is a pair `(link,
|
||||
precedence_weights)`, where `link` is a (collection of) graphs for (possibly
|
||||
multiple) write heads (represented by a tensor with values in the range
|
||||
[0, 1]), and `precedence_weights` records the "previous write locations" used
|
||||
to build the link graphs.
|
||||
|
||||
The function `directional_read_weights` computes addresses following the
|
||||
forward and backward directions in the link graphs.
|
||||
"""
|
||||
|
||||
def __init__(self, memory_size, num_writes, name='temporal_linkage'):
|
||||
"""Construct a TemporalLinkage module.
|
||||
|
||||
Args:
|
||||
memory_size: The number of memory slots.
|
||||
num_writes: The number of write heads.
|
||||
name: Name of the module.
|
||||
"""
|
||||
super(TemporalLinkage, self).__init__(name=name)
|
||||
self._memory_size = memory_size
|
||||
self._num_writes = num_writes
|
||||
|
||||
def _build(self, write_weights, prev_state):
|
||||
"""Calculate the updated linkage state given the write weights.
|
||||
|
||||
Args:
|
||||
write_weights: A tensor of shape `[batch_size, num_writes, memory_size]`
|
||||
containing the memory addresses of the different write heads.
|
||||
prev_state: `TemporalLinkageState` tuple containg a tensor `link` of
|
||||
shape `[batch_size, num_writes, memory_size, memory_size]`, and a
|
||||
tensor `precedence_weights` of shape `[batch_size, num_writes,
|
||||
memory_size]` containing the aggregated history of recent writes.
|
||||
|
||||
Returns:
|
||||
A `TemporalLinkageState` tuple `next_state`, which contains the updated
|
||||
link and precedence weights.
|
||||
"""
|
||||
link = self._link(prev_state.link, prev_state.precedence_weights,
|
||||
write_weights)
|
||||
precedence_weights = self._precedence_weights(prev_state.precedence_weights,
|
||||
write_weights)
|
||||
return TemporalLinkageState(
|
||||
link=link, precedence_weights=precedence_weights)
|
||||
|
||||
def directional_read_weights(self, link, prev_read_weights, forward):
|
||||
"""Calculates the forward or the backward read weights.
|
||||
|
||||
For each read head (at a given address), there are `num_writes` link graphs
|
||||
to follow. Thus this function computes a read address for each of the
|
||||
`num_reads * num_writes` pairs of read and write heads.
|
||||
|
||||
Args:
|
||||
link: tensor of shape `[batch_size, num_writes, memory_size,
|
||||
memory_size]` representing the link graphs L_t.
|
||||
prev_read_weights: tensor of shape `[batch_size, num_reads,
|
||||
memory_size]` containing the previous read weights w_{t-1}^r.
|
||||
forward: Boolean indicating whether to follow the "future" direction in
|
||||
the link graph (True) or the "past" direction (False).
|
||||
|
||||
Returns:
|
||||
tensor of shape `[batch_size, num_reads, num_writes, memory_size]`
|
||||
"""
|
||||
with tf.name_scope('directional_read_weights'):
|
||||
# We calculate the forward and backward directions for each pair of
|
||||
# read and write heads; hence we need to tile the read weights and do a
|
||||
# sort of "outer product" to get this.
|
||||
expanded_read_weights = tf.stack([prev_read_weights] * self._num_writes,
|
||||
1)
|
||||
result = tf.matmul(expanded_read_weights, link, adjoint_b=forward)
|
||||
# Swap dimensions 1, 2 so order is [batch, reads, writes, memory]:
|
||||
return tf.transpose(result, perm=[0, 2, 1, 3])
|
||||
|
||||
def _link(self, prev_link, prev_precedence_weights, write_weights):
|
||||
"""Calculates the new link graphs.
|
||||
|
||||
For each write head, the link is a directed graph (represented by a matrix
|
||||
with entries in range [0, 1]) whose vertices are the memory locations, and
|
||||
an edge indicates temporal ordering of writes.
|
||||
|
||||
Args:
|
||||
prev_link: A tensor of shape `[batch_size, num_writes, memory_size,
|
||||
memory_size]` representing the previous link graphs for each write
|
||||
head.
|
||||
prev_precedence_weights: A tensor of shape `[batch_size, num_writes,
|
||||
memory_size]` which is the previous "aggregated" write weights for
|
||||
each write head.
|
||||
write_weights: A tensor of shape `[batch_size, num_writes, memory_size]`
|
||||
containing the new locations in memory written to.
|
||||
|
||||
Returns:
|
||||
A tensor of shape `[batch_size, num_writes, memory_size, memory_size]`
|
||||
containing the new link graphs for each write head.
|
||||
"""
|
||||
with tf.name_scope('link'):
|
||||
batch_size = prev_link.get_shape()[0].value
|
||||
write_weights_i = tf.expand_dims(write_weights, 3)
|
||||
write_weights_j = tf.expand_dims(write_weights, 2)
|
||||
prev_precedence_weights_j = tf.expand_dims(prev_precedence_weights, 2)
|
||||
prev_link_scale = 1 - write_weights_i - write_weights_j
|
||||
new_link = write_weights_i * prev_precedence_weights_j
|
||||
link = prev_link_scale * prev_link + new_link
|
||||
# Return the link with the diagonal set to zero, to remove self-looping
|
||||
# edges.
|
||||
return tf.matrix_set_diag(
|
||||
link,
|
||||
tf.zeros(
|
||||
[batch_size, self._num_writes, self._memory_size],
|
||||
dtype=link.dtype))
|
||||
|
||||
def _precedence_weights(self, prev_precedence_weights, write_weights):
|
||||
"""Calculates the new precedence weights given the current write weights.
|
||||
|
||||
The precedence weights are the "aggregated write weights" for each write
|
||||
head, where write weights with sum close to zero will leave the precedence
|
||||
weights unchanged, but with sum close to one will replace the precedence
|
||||
weights.
|
||||
|
||||
Args:
|
||||
prev_precedence_weights: A tensor of shape `[batch_size, num_writes,
|
||||
memory_size]` containing the previous precedence weights.
|
||||
write_weights: A tensor of shape `[batch_size, num_writes, memory_size]`
|
||||
containing the new write weights.
|
||||
|
||||
Returns:
|
||||
A tensor of shape `[batch_size, num_writes, memory_size]` containing the
|
||||
new precedence weights.
|
||||
"""
|
||||
with tf.name_scope('precedence_weights'):
|
||||
write_sum = tf.reduce_sum(write_weights, 2, keep_dims=True)
|
||||
return (1 - write_sum) * prev_precedence_weights + write_weights
|
||||
|
||||
@property
|
||||
def state_size(self):
|
||||
"""Returns a `TemporalLinkageState` tuple of the state tensors' shapes."""
|
||||
return TemporalLinkageState(
|
||||
link=tf.TensorShape(
|
||||
[self._num_writes, self._memory_size, self._memory_size]),
|
||||
precedence_weights=tf.TensorShape([self._num_writes,
|
||||
self._memory_size]),)
|
||||
|
||||
|
||||
class Freeness(snt.RNNCore):
|
||||
"""Memory usage that is increased by writing and decreased by reading.
|
||||
|
||||
This module is a pseudo-RNNCore whose state is a tensor with values in
|
||||
the range [0, 1] indicating the usage of each of `memory_size` memory slots.
|
||||
|
||||
The usage is:
|
||||
|
||||
* Increased by writing, where usage is increased towards 1 at the write
|
||||
addresses.
|
||||
* Decreased by reading, where usage is decreased after reading from a
|
||||
location when free_gate is close to 1.
|
||||
|
||||
The function `write_allocation_weights` can be invoked to get free locations
|
||||
to write to for a number of write heads.
|
||||
"""
|
||||
|
||||
def __init__(self, memory_size, name='freeness'):
|
||||
"""Creates a Freeness module.
|
||||
|
||||
Args:
|
||||
memory_size: Number of memory slots.
|
||||
name: Name of the module.
|
||||
"""
|
||||
super(Freeness, self).__init__(name=name)
|
||||
self._memory_size = memory_size
|
||||
|
||||
def _build(self, write_weights, free_gate, read_weights, prev_usage):
|
||||
"""Calculates the new memory usage u_t.
|
||||
|
||||
Memory that was written to in the previous time step will have its usage
|
||||
increased; memory that was read from and the controller says can be "freed"
|
||||
will have its usage decreased.
|
||||
|
||||
Args:
|
||||
write_weights: tensor of shape `[batch_size, num_writes,
|
||||
memory_size]` giving write weights at previous time step.
|
||||
free_gate: tensor of shape `[batch_size, num_reads]` which indicates
|
||||
which read heads read memory that can now be freed.
|
||||
read_weights: tensor of shape `[batch_size, num_reads,
|
||||
memory_size]` giving read weights at previous time step.
|
||||
prev_usage: tensor of shape `[batch_size, memory_size]` giving
|
||||
usage u_{t - 1} at the previous time step, with entries in range
|
||||
[0, 1].
|
||||
|
||||
Returns:
|
||||
tensor of shape `[batch_size, memory_size]` representing updated memory
|
||||
usage.
|
||||
"""
|
||||
# Calculation of usage is not differentiable with respect to write weights.
|
||||
write_weights = tf.stop_gradient(write_weights)
|
||||
usage = self._usage_after_write(prev_usage, write_weights)
|
||||
usage = self._usage_after_read(usage, free_gate, read_weights)
|
||||
return usage
|
||||
|
||||
def write_allocation_weights(self, usage, write_gates, num_writes):
|
||||
"""Calculates freeness-based locations for writing to.
|
||||
|
||||
This finds unused memory by ranking the memory locations by usage, for each
|
||||
write head. (For more than one write head, we use a "simulated new usage"
|
||||
which takes into account the fact that the previous write head will increase
|
||||
the usage in that area of the memory.)
|
||||
|
||||
Args:
|
||||
usage: A tensor of shape `[batch_size, memory_size]` representing
|
||||
current memory usage.
|
||||
write_gates: A tensor of shape `[batch_size, num_writes]` with values in
|
||||
the range [0, 1] indicating how much each write head does writing
|
||||
based on the address returned here (and hence how much usage
|
||||
increases).
|
||||
num_writes: The number of write heads to calculate write weights for.
|
||||
|
||||
Returns:
|
||||
tensor of shape `[batch_size, num_writes, memory_size]` containing the
|
||||
freeness-based write locations. Note that this isn't scaled by
|
||||
`write_gate`; this scaling must be applied externally.
|
||||
"""
|
||||
with tf.name_scope('write_allocation_weights'):
|
||||
# expand gatings over memory locations
|
||||
write_gates = tf.expand_dims(write_gates, -1)
|
||||
|
||||
allocation_weights = []
|
||||
for i in range(num_writes):
|
||||
allocation_weights.append(self._allocation(usage))
|
||||
# update usage to take into account writing to this new allocation
|
||||
usage += ((1 - usage) * write_gates[:, i, :] * allocation_weights[i])
|
||||
|
||||
# Pack the allocation weights for the write heads into one tensor.
|
||||
return tf.stack(allocation_weights, axis=1)
|
||||
|
||||
def _usage_after_write(self, prev_usage, write_weights):
|
||||
"""Calcualtes the new usage after writing to memory.
|
||||
|
||||
Args:
|
||||
prev_usage: tensor of shape `[batch_size, memory_size]`.
|
||||
write_weights: tensor of shape `[batch_size, num_writes, memory_size]`.
|
||||
|
||||
Returns:
|
||||
New usage, a tensor of shape `[batch_size, memory_size]`.
|
||||
"""
|
||||
with tf.name_scope('usage_after_write'):
|
||||
# Calculate the aggregated effect of all write heads
|
||||
write_weights = 1 - tf.reduce_prod(1 - write_weights, [1])
|
||||
return prev_usage + (1 - prev_usage) * write_weights
|
||||
|
||||
def _usage_after_read(self, prev_usage, free_gate, read_weights):
|
||||
"""Calcualtes the new usage after reading and freeing from memory.
|
||||
|
||||
Args:
|
||||
prev_usage: tensor of shape `[batch_size, memory_size]`.
|
||||
free_gate: tensor of shape `[batch_size, num_reads]` with entries in the
|
||||
range [0, 1] indicating the amount that locations read from can be
|
||||
freed.
|
||||
read_weights: tensor of shape `[batch_size, num_reads, memory_size]`.
|
||||
|
||||
Returns:
|
||||
New usage, a tensor of shape `[batch_size, memory_size]`.
|
||||
"""
|
||||
with tf.name_scope('usage_after_read'):
|
||||
free_gate = tf.expand_dims(free_gate, -1)
|
||||
free_read_weights = free_gate * read_weights
|
||||
phi = tf.reduce_prod(1 - free_read_weights, [1], name='phi')
|
||||
return prev_usage * phi
|
||||
|
||||
def _allocation(self, usage):
|
||||
r"""Computes allocation by sorting `usage`.
|
||||
|
||||
This corresponds to the value a = a_t[\phi_t[j]] in the paper.
|
||||
|
||||
Args:
|
||||
usage: tensor of shape `[batch_size, memory_size]` indicating current
|
||||
memory usage. This is equal to u_t in the paper when we only have one
|
||||
write head, but for multiple write heads, one should update the usage
|
||||
while iterating through the write heads to take into account the
|
||||
allocation returned by this function.
|
||||
|
||||
Returns:
|
||||
Tensor of shape `[batch_size, memory_size]` corresponding to allocation.
|
||||
"""
|
||||
with tf.name_scope('allocation'):
|
||||
# Ensure values are not too small prior to cumprod.
|
||||
usage = _EPSILON + (1 - _EPSILON) * usage
|
||||
|
||||
nonusage = 1 - usage
|
||||
sorted_nonusage, indices = tf.nn.top_k(
|
||||
nonusage, k=self._memory_size, name='sort')
|
||||
sorted_usage = 1 - sorted_nonusage
|
||||
prod_sorted_usage = tf.cumprod(sorted_usage, axis=1, exclusive=True)
|
||||
sorted_allocation = sorted_nonusage * prod_sorted_usage
|
||||
inverse_indices = util.batch_invert_permutation(indices)
|
||||
|
||||
# This final line "unsorts" sorted_allocation, so that the indexing
|
||||
# corresponds to the original indexing of `usage`.
|
||||
return util.batch_gather(sorted_allocation, inverse_indices)
|
||||
|
||||
@property
|
||||
def state_size(self):
|
||||
"""Returns the shape of the state tensor."""
|
||||
return tf.TensorShape([self._memory_size])
|
||||
@@ -0,0 +1,41 @@
|
||||
import tensorflow as tf
|
||||
import numpy as np
|
||||
import time
|
||||
|
||||
def reducedimension(input_, dimension = 2, learning_rate = 0.01, hidden_layer = 256, epoch = 20):
|
||||
|
||||
input_size = input_.shape[1]
|
||||
X = tf.placeholder("float", [None, input_size])
|
||||
|
||||
weights = {
|
||||
'encoder_h1': tf.Variable(tf.random_normal([input_size, hidden_layer])),
|
||||
'encoder_h2': tf.Variable(tf.random_normal([hidden_layer, dimension])),
|
||||
'decoder_h1': tf.Variable(tf.random_normal([dimension, hidden_layer])),
|
||||
'decoder_h2': tf.Variable(tf.random_normal([hidden_layer, input_size])),
|
||||
}
|
||||
|
||||
biases = {
|
||||
'encoder_b1': tf.Variable(tf.random_normal([hidden_layer])),
|
||||
'encoder_b2': tf.Variable(tf.random_normal([dimension])),
|
||||
'decoder_b1': tf.Variable(tf.random_normal([hidden_layer])),
|
||||
'decoder_b2': tf.Variable(tf.random_normal([input_size])),
|
||||
}
|
||||
|
||||
first_layer_encoder = tf.nn.sigmoid(tf.add(tf.matmul(X, weights['encoder_h1']), biases['encoder_b1']))
|
||||
second_layer_encoder = tf.nn.sigmoid(tf.add(tf.matmul(first_layer_encoder, weights['encoder_h2']), biases['encoder_b2']))
|
||||
first_layer_decoder = tf.nn.sigmoid(tf.add(tf.matmul(second_layer_encoder, weights['decoder_h1']), biases['decoder_b1']))
|
||||
second_layer_decoder = tf.nn.sigmoid(tf.add(tf.matmul(first_layer_decoder, weights['decoder_h2']), biases['decoder_b2']))
|
||||
cost = tf.reduce_mean(tf.pow(X - second_layer_decoder, 2))
|
||||
optimizer = tf.train.RMSPropOptimizer(learning_rate).minimize(cost)
|
||||
sess = tf.InteractiveSession()
|
||||
sess.run(tf.global_variables_initializer())
|
||||
|
||||
for i in range(epoch):
|
||||
last_time = time.time()
|
||||
_, loss = sess.run([optimizer, cost], feed_dict={X: input_})
|
||||
if (i + 1) % 10 == 0:
|
||||
print('epoch:', i + 1, 'loss:', loss, 'time:', time.time() - last_time)
|
||||
|
||||
vectors = sess.run(second_layer_encoder, feed_dict={X: input_})
|
||||
tf.reset_default_graph()
|
||||
return vectors
|
||||
@@ -0,0 +1,142 @@
|
||||
# Copyright 2017 Google Inc.
|
||||
#
|
||||
# Licensed under the Apache License, Version 2.0 (the "License");
|
||||
# you may not use this file except in compliance with the License.
|
||||
# You may obtain a copy of the License at
|
||||
#
|
||||
# http://www.apache.org/licenses/LICENSE-2.0
|
||||
#
|
||||
# Unless required by applicable law or agreed to in writing, software
|
||||
# distributed under the License is distributed on an "AS IS" BASIS,
|
||||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
||||
# See the License for the specific language governing permissions and
|
||||
# limitations under the License.
|
||||
# ==============================================================================
|
||||
"""DNC Cores.
|
||||
|
||||
These modules create a DNC core. They take input, pass parameters to the memory
|
||||
access module, and integrate the output of memory to form an output.
|
||||
"""
|
||||
|
||||
from __future__ import absolute_import
|
||||
from __future__ import division
|
||||
from __future__ import print_function
|
||||
|
||||
import collections
|
||||
import numpy as np
|
||||
import sonnet as snt
|
||||
import tensorflow as tf
|
||||
|
||||
import access
|
||||
|
||||
DNCState = collections.namedtuple('DNCState', ('access_output', 'access_state',
|
||||
'controller_state'))
|
||||
|
||||
|
||||
class DNC(snt.RNNCore):
|
||||
"""DNC core module.
|
||||
|
||||
Contains controller and memory access module.
|
||||
"""
|
||||
|
||||
def __init__(self,
|
||||
access_config,
|
||||
controller_config,
|
||||
output_size,
|
||||
clip_value=None,
|
||||
name='dnc'):
|
||||
"""Initializes the DNC core.
|
||||
|
||||
Args:
|
||||
access_config: dictionary of access module configurations.
|
||||
controller_config: dictionary of controller (LSTM) module configurations.
|
||||
output_size: output dimension size of core.
|
||||
clip_value: clips controller and core output values to between
|
||||
`[-clip_value, clip_value]` if specified.
|
||||
name: module name (default 'dnc').
|
||||
|
||||
Raises:
|
||||
TypeError: if direct_input_size is not None for any access module other
|
||||
than KeyValueMemory.
|
||||
"""
|
||||
super(DNC, self).__init__(name=name)
|
||||
|
||||
with self._enter_variable_scope():
|
||||
self._controller = snt.LSTM(**controller_config)
|
||||
self._access = access.MemoryAccess(**access_config)
|
||||
|
||||
self._access_output_size = np.prod(self._access.output_size.as_list())
|
||||
self._output_size = output_size
|
||||
self._clip_value = clip_value or 0
|
||||
|
||||
self._output_size = tf.TensorShape([output_size])
|
||||
self._state_size = DNCState(
|
||||
access_output=self._access_output_size,
|
||||
access_state=self._access.state_size,
|
||||
controller_state=self._controller.state_size)
|
||||
|
||||
def _clip_if_enabled(self, x):
|
||||
if self._clip_value > 0:
|
||||
return tf.clip_by_value(x, -self._clip_value, self._clip_value)
|
||||
else:
|
||||
return x
|
||||
|
||||
def _build(self, inputs, prev_state):
|
||||
"""Connects the DNC core into the graph.
|
||||
|
||||
Args:
|
||||
inputs: Tensor input.
|
||||
prev_state: A `DNCState` tuple containing the fields `access_output`,
|
||||
`access_state` and `controller_state`. `access_state` is a 3-D Tensor
|
||||
of shape `[batch_size, num_reads, word_size]` containing read words.
|
||||
`access_state` is a tuple of the access module's state, and
|
||||
`controller_state` is a tuple of controller module's state.
|
||||
|
||||
Returns:
|
||||
A tuple `(output, next_state)` where `output` is a tensor and `next_state`
|
||||
is a `DNCState` tuple containing the fields `access_output`,
|
||||
`access_state`, and `controller_state`.
|
||||
"""
|
||||
|
||||
prev_access_output = prev_state.access_output
|
||||
prev_access_state = prev_state.access_state
|
||||
prev_controller_state = prev_state.controller_state
|
||||
|
||||
batch_flatten = snt.BatchFlatten()
|
||||
controller_input = tf.concat(
|
||||
[batch_flatten(inputs), batch_flatten(prev_access_output)], 1)
|
||||
|
||||
controller_output, controller_state = self._controller(
|
||||
controller_input, prev_controller_state)
|
||||
|
||||
controller_output = self._clip_if_enabled(controller_output)
|
||||
controller_state = snt.nest.map(self._clip_if_enabled, controller_state)
|
||||
|
||||
access_output, access_state = self._access(controller_output,
|
||||
prev_access_state)
|
||||
|
||||
output = tf.concat([controller_output, batch_flatten(access_output)], 1)
|
||||
output = snt.Linear(
|
||||
output_size=self._output_size.as_list()[0],
|
||||
name='output_linear')(output)
|
||||
output = self._clip_if_enabled(output)
|
||||
|
||||
return output, DNCState(
|
||||
access_output=access_output,
|
||||
access_state=access_state,
|
||||
controller_state=controller_state)
|
||||
|
||||
def initial_state(self, batch_size, dtype=tf.float32):
|
||||
return DNCState(
|
||||
controller_state=self._controller.initial_state(batch_size, dtype),
|
||||
access_state=self._access.initial_state(batch_size, dtype),
|
||||
access_output=tf.zeros(
|
||||
[batch_size] + self._access.output_size.as_list(), dtype))
|
||||
|
||||
@property
|
||||
def state_size(self):
|
||||
return self._state_size
|
||||
|
||||
@property
|
||||
def output_size(self):
|
||||
return self._output_size
|
||||
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
@@ -0,0 +1,45 @@
|
||||
# Copyright 2017 Google Inc.
|
||||
#
|
||||
# Licensed under the Apache License, Version 2.0 (the "License");
|
||||
# you may not use this file except in compliance with the License.
|
||||
# You may obtain a copy of the License at
|
||||
#
|
||||
# http://www.apache.org/licenses/LICENSE-2.0
|
||||
#
|
||||
# Unless required by applicable law or agreed to in writing, software
|
||||
# distributed under the License is distributed on an "AS IS" BASIS,
|
||||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
||||
# See the License for the specific language governing permissions and
|
||||
# limitations under the License.
|
||||
# ==============================================================================
|
||||
"""DNC util ops and modules."""
|
||||
|
||||
from __future__ import absolute_import
|
||||
from __future__ import division
|
||||
from __future__ import print_function
|
||||
|
||||
import numpy as np
|
||||
import tensorflow as tf
|
||||
|
||||
|
||||
def batch_invert_permutation(permutations):
|
||||
"""Returns batched `tf.invert_permutation` for every row in `permutations`."""
|
||||
with tf.name_scope('batch_invert_permutation', values=[permutations]):
|
||||
unpacked = tf.unstack(permutations)
|
||||
inverses = [tf.invert_permutation(permutation) for permutation in unpacked]
|
||||
return tf.stack(inverses)
|
||||
|
||||
|
||||
def batch_gather(values, indices):
|
||||
"""Returns batched `tf.gather` for every row in the input."""
|
||||
with tf.name_scope('batch_gather', values=[values, indices]):
|
||||
unpacked = zip(tf.unstack(values), tf.unstack(indices))
|
||||
result = [tf.gather(value, index) for value, index in unpacked]
|
||||
return tf.stack(result)
|
||||
|
||||
|
||||
def one_hot(length, index):
|
||||
"""Return an nd array of given `length` filled with 0s and a 1 at `index`."""
|
||||
result = np.zeros(length)
|
||||
result[index] = 1
|
||||
return result
|
||||
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
@@ -0,0 +1,150 @@
|
||||
date,Cami Dresses,Shirts,Tote Bags,Sneakers,Crop Tops,Polos,Cross Body Bags,Casual Jackets,Swimwear,Scarves,Coats,Wedges,Sandals & Flip Flops,Necklaces,Activewear Shoes,Blazers,Flats,Sweatshirts,Coats,Scarves,Earrings,Blouses,Swing & Trapeze Dresses,Boots,Beauty Skin Care,Pumps,Backpacks,Casual Jackets,Swimwear Tops,Scarves & Hijabs,Ethnicwear,Bracelets,Smart Jackets,Ethnicwear Dresses,Swimwear,Heels,T-Shirts,Activewear Tops & T-Shirts,Watches & Timepieces,Wallets & Card Holders,Bodycon Dresses,Beauty Tools & Accessories,Skinny Jeans,Beauty Eyes,Beauty Face
|
||||
2017-08-04,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-08-07,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-08-10,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-08-13,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-08-16,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-08-19,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-08-22,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-08-25,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-08-28,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-08-31,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-09-03,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-09-06,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-09-09,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-09-12,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-09-15,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-09-18,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-09-21,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-09-24,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-09-27,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-09-30,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-10-03,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-10-06,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-10-09,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-10-12,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-10-15,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-10-18,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-10-21,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-10-24,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-10-27,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-10-30,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-11-02,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-11-05,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-11-08,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-11-11,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-11-14,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-11-17,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-11-20,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-11-23,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-11-26,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-11-29,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-12-02,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-12-05,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-12-08,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-12-11,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-12-14,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-12-17,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-12-20,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-12-23,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-12-26,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2017-12-29,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-01-01,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-01-04,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-01-07,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-01-10,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-01-13,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-01-16,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-01-19,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-01-22,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-01-25,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-01-28,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-01-31,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-02-03,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-02-06,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-02-09,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-02-12,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-02-15,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-02-18,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-02-21,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-02-24,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-02-27,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-03-02,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-03-05,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-03-08,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-03-11,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-03-14,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-03-17,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-03-20,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-03-23,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-03-26,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-03-29,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-04-01,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-04-04,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-04-07,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-04-10,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-04-13,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-04-16,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-04-19,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-04-22,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-04-25,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-04-28,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-05-01,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-05-04,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-05-07,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-05-10,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-05-13,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-05-16,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-05-19,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-05-22,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-05-25,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-05-28,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-05-31,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-06-03,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-06-06,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-06-09,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-06-12,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-06-15,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-06-18,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-06-21,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-06-24,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-06-27,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-06-30,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-07-03,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-07-06,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-07-09,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-07-12,0.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-07-15,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-07-18,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-07-21,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-07-24,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-07-27,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-07-30,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-08-02,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-08-05,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-08-08,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-08-11,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-08-14,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-08-17,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-08-20,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-08-23,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-08-26,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-08-29,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-09-01,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-09-04,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-09-07,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-09-10,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-09-13,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-09-16,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-09-19,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-09-22,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-09-25,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-09-28,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-10-01,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-10-04,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-10-07,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-10-10,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-10-13,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
|
||||
2018-10-16,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
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2018-10-19,0.0,1.0,0.0,1.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
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2018-10-22,0.0,1.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,0.0,1.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
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,Polarity,Sensitivity,Tweet_vol,Open,High,Low,Volume_BTC,Volume_Dollar,Close_Price
|
||||
2018-07-11 20:00:00,0.10265670748614598,0.21614845947129513,4354.0,6342.97,6354.19,6291.0,986.73,6231532.37,6350.0
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2018-07-11 21:00:00,0.09800395297609978,0.21861239516350178,4432.0,6352.99,6370.0,6345.76,126.46,804221.55,6356.48
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||||
2018-07-11 22:00:00,0.0966881579841847,0.23134226427071872,3980.0,6350.85,6378.47,6345.0,259.1,1646353.87,6361.93
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||||
2018-07-11 23:00:00,0.10399680386738332,0.21773906718462835,3830.0,6362.36,6381.25,6356.74,81.54,519278.69,6368.78
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||||
2018-07-12 00:00:00,0.09438312650721571,0.19525553005949395,3998.0,6369.49,6381.25,6361.83,124.55,793560.22,6380.0
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||||
2018-07-12 01:00:00,0.10083589375817453,0.22307632548845868,3713.0,6379.13,6380.0,6347.72,141.5,900280.85,6365.43
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2018-07-12 02:00:00,0.1119643429977597,0.19504306787217293,3843.0,6365.24,6371.8,6324.48,141.3,896772.74,6327.94
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||||
2018-07-12 03:00:00,0.1058881862567765,0.20993930342403333,3831.0,6328.4,6348.45,6302.18,162.37,1026431.72,6326.98
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||||
2018-07-12 04:00:00,0.10811700734669419,0.20800324193424663,3743.0,6327.49,6343.22,6327.49,58.62,371327.65,6339.5
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||||
2018-07-12 05:00:00,0.10666706633974722,0.21723050559221563,3480.0,6342.22,6344.57,6328.0,74.75,473450.28,6333.05
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2018-07-12 06:00:00,0.09819201661175406,0.20621768833627063,3954.0,6333.05,6335.55,6305.0,130.84,827194.5,6329.57
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2018-07-12 07:00:00,0.08077478187342219,0.19081446008983832,4561.0,6329.9,6334.74,6177.45,1211.64,7536289.75,6217.63
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||||
2018-07-12 08:00:00,0.08877735580061671,0.18471850163515388,5621.0,6217.03,6223.14,6131.35,758.15,4677685.75,6180.5
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||||
2018-07-12 09:00:00,0.0975813393389163,0.20191214692260084,5046.0,6180.46,6200.82,6085.59,1090.25,6719480.12,6200.82
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2018-07-12 10:00:00,0.09191287676658966,0.19896478587190353,5511.0,6200.23,6205.0,6175.01,289.87,1794667.77,6185.82
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2018-07-12 11:00:00,0.08382532077920497,0.2173181646652594,5277.0,6185.4,6187.99,6157.03,212.3,1310453.07,6175.18
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2018-07-12 12:00:00,0.07710081294119067,0.195526425954516,5493.0,6174.5,6182.13,6144.35,261.02,1608275.15,6162.41
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2018-07-12 13:00:00,0.07714852137139569,0.20891735896754152,5455.0,6167.17,6191.99,6155.0,246.37,1522744.15,6180.31
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2018-07-12 14:00:00,0.09711192039767944,0.23622240576351197,5811.0,6180.3,6183.99,6170.99,258.89,1599120.65,6182.99
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2018-07-12 15:00:00,0.09680845597780344,0.21027440482122414,5676.0,6182.98,6199.57,6173.5,275.0,1700530.69,6180.97
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2018-07-12 16:00:00,0.08795242249876721,0.2015228691350621,5983.0,6178.59,6182.55,6159.01,166.21,1025666.81,6169.51
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2018-07-12 17:00:00,0.09484858580146976,0.21709007457257168,5699.0,6168.44,6192.89,6166.78,342.08,2115989.77,6181.23
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2018-07-12 18:00:00,0.10102371245440864,0.21088171207458128,5273.0,6184.08,6189.0,6167.64,168.14,1039237.28,6179.12
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2018-07-12 19:00:00,0.08611796809952094,0.21457562723378348,4950.0,6179.12,6185.0,6165.22,103.57,639670.03,6173.99
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2018-07-12 20:00:00,0.07871816379987927,0.20741734995274108,4874.0,6171.06,6180.17,6150.43,148.79,916929.71,6174.76
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2018-07-12 21:00:00,0.08719564027112056,0.21046084704329646,4289.0,6179.38,6187.42,6166.91,120.99,747520.42,6173.05
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2018-07-12 22:00:00,0.09749038298261753,0.20786096842163354,4290.0,6170.03,6176.66,6153.52,81.22,500729.79,6171.68
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2018-07-12 23:00:00,0.09420668493105258,0.20923114266523765,4404.0,6171.94,6173.61,6110.08,309.59,1901284.59,6149.11
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2018-07-13 00:00:00,0.10956030065574283,0.20687239073099853,4339.0,6149.11,6267.31,6072.0,1039.01,6412278.5,6243.88
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2018-07-13 01:00:00,0.1059331692447039,0.2131436722864254,4112.0,6243.53,6284.05,6214.94,466.27,2910899.5,6236.88
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2018-07-13 02:00:00,0.10359979844473512,0.20187772547668398,4080.0,6236.88,6249.82,6231.94,114.45,714175.12,6232.71
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2018-07-13 03:00:00,0.12033375545093336,0.21227923614457422,4205.0,6232.88,6254.67,6228.76,187.3,1168928.22,6242.9
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2018-07-13 04:00:00,0.09555287236451522,0.21991078312830262,4395.0,6242.89,6252.93,6236.55,139.55,871611.63,6249.87
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2018-07-13 05:00:00,0.10343047308156315,0.2078529458176204,4179.0,6248.2,6264.75,6236.01,219.95,1375165.61,6245.68
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2018-07-13 06:00:00,0.10165723968487417,0.20809832469539916,3760.0,6245.68,6256.75,6229.16,242.49,1513210.93,6244.39
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2018-07-13 07:00:00,0.1022300476629104,0.21493596730628992,3875.0,6243.18,6247.98,6212.21,184.38,1148580.47,6230.01
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2018-07-13 08:00:00,0.10611204722476755,0.21574199226407334,5072.0,6230.4,6253.9,6229.38,236.18,1474017.93,6249.19
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2018-07-13 09:00:00,0.09147283872454691,0.18770163229568818,4500.0,6247.92,6250.0,6229.1,128.9,804393.43,6233.96
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2018-07-13 10:00:00,0.09960890509981776,0.1912204222641126,4818.0,6232.96,6245.47,6230.0,154.3,962281.91,6234.85
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2018-07-13 11:00:00,0.09279532026486634,0.19179629084253394,4671.0,6234.85,6245.87,6226.18,94.38,588479.19,6234.22
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2018-07-13 12:00:00,0.08698310262415916,0.19715054617599925,5181.0,6232.0,6248.99,6228.08,62.82,391997.33,6241.75
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2018-07-13 13:00:00,0.09692751891658306,0.2049111160954308,5298.0,6240.4,6286.36,6238.0,423.94,2655456.13,6269.06
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2018-07-13 14:00:00,0.09758484220495918,0.2026232776304885,5200.0,6272.4,6275.68,6228.67,394.0,2460513.08,6244.01
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2018-07-13 15:00:00,0.10318213207626459,0.21142511129952427,5116.0,6237.15,6264.35,6224.15,255.99,1599106.41,6245.99
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2018-07-13 16:00:00,0.09606416499703098,0.21215766204215622,5240.0,6245.99,6259.88,6237.0,195.93,1224745.98,6259.88
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2018-07-13 17:00:00,0.09716123209848196,0.21828153018266383,5558.0,6259.88,6268.05,6240.81,211.09,1319500.19,6254.99
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2018-07-13 18:00:00,0.08435959209609722,0.21622885818149568,5611.0,6254.99,6267.99,6247.11,97.84,612655.54,6264.94
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2018-07-13 19:00:00,0.08853718581752733,0.2203785027686753,5462.0,6264.91,6337.25,6226.99,571.75,3589882.19,6237.5
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2018-07-13 20:00:00,0.0923034543430851,0.21997207545969977,5030.0,6237.5,6245.78,6166.44,521.21,3228298.36,6174.99
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2018-07-13 21:00:00,0.10018122677823708,0.2161121468814689,4852.0,6177.35,6227.63,6121.01,612.28,3779623.53,6186.39
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2018-07-13 22:00:00,0.10095012149820652,0.23085818907913794,4449.0,6185.5,6229.0,6180.01,125.81,780174.87,6215.85
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2018-07-13 23:00:00,0.1134672424714027,0.22556652665784138,4208.0,6211.37,6225.39,6190.26,123.72,767545.63,6219.58
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2018-07-14 00:00:00,0.05169492007778924,0.21856501239382975,4371.0,6219.99,6248.94,6196.0,136.74,850825.64,6215.59
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2018-07-14 01:00:00,0.09950923554101708,0.2206044590073266,3907.0,6208.78,6273.97,6208.78,219.37,1370473.06,6237.99
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2018-07-14 02:00:00,0.11187410939405736,0.2202844564046976,3231.0,6237.98,6277.72,6214.11,171.24,1069456.99,6234.38
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2018-07-14 03:00:00,0.10049279048164668,0.20310504263708248,3558.0,6231.23,6240.0,6219.1,56.15,349888.49,6225.99
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2018-07-14 04:00:00,0.11271226782328998,0.22446433324987566,3130.0,6226.86,6227.67,6193.5,94.03,583969.64,6206.99
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2018-07-14 05:00:00,0.09652272423735678,0.2239328919413113,3415.0,6203.33,6224.8,6200.03,66.12,411019.51,6216.99
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2018-07-14 06:00:00,0.09735811595016991,0.20637940889185244,3114.0,6218.51,6233.38,6210.57,78.19,486424.82,6220.53
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2018-07-14 07:00:00,0.103780244266209,0.19285173493268673,3499.0,6220.53,6230.1,6201.97,75.07,466915.22,6212.81
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2018-07-14 08:00:00,0.0945108516295059,0.20254888141149976,4442.0,6212.92,6225.0,6204.91,95.79,595704.78,6220.06
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2018-07-14 09:00:00,0.09481203456127495,0.20144380409280152,3641.0,6221.8,6225.0,6203.79,98.38,611258.48,6216.2
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2018-07-14 10:00:00,0.0785761518393219,0.21936172359370504,4093.0,6216.2,6219.54,6180.0,130.22,807423.98,6195.32
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2018-07-14 18:00:00,0.07986841649398302,0.23248332235550545,3861.0,6262.99,6270.59,6248.74,259.41,1624071.38,6255.49
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2018-07-14 19:00:00,0.08645546626420936,0.21603397917127862,3862.0,6259.54,6298.0,6229.48,68.14,426747.86,6237.68
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2018-07-14 20:00:00,0.08030492195122882,0.2035296529301922,3989.0,6239.99,6269.53,6200.01,146.93,916476.48,6267.99
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2018-07-14 22:00:00,0.10330089707235544,0.22135970695783896,3466.0,6270.3,6286.37,6257.13,54.81,343757.75,6265.61
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2018-07-15 02:00:00,0.09153586908711045,0.19087176337574915,3136.0,6243.42,6247.97,6227.94,36.89,230131.13,6243.93
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2018-07-15 03:00:00,0.09914894113188619,0.22633646719980086,3121.0,6238.55,6250.64,6232.06,38.61,240983.43,6249.61
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2018-07-15 04:00:00,0.09269128033174348,0.20158160932478605,3397.0,6249.61,6252.85,6235.12,175.88,1097749.25,6248.6
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2018-07-15 05:00:00,0.0969583905604344,0.19882088768184264,3391.0,6248.6,6277.28,6248.6,77.26,484027.1,6266.27
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2018-07-15 06:00:00,0.12450486511852168,0.22112820700711266,3328.0,6266.16,6280.41,6258.72,46.05,288836.56,6275.95
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2018-07-15 07:00:00,0.0988669935841507,0.19227725225395115,3751.0,6278.82,6283.57,6266.26,86.17,540629.42,6274.99
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2018-07-16 00:00:00,0.10101162074136538,0.22640124740108136,2998.0,6361.68,6373.07,6336.01,93.76,595245.86,6349.3
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||||
2018-07-16 01:00:00,0.10680389406136824,0.21421138664372752,3695.0,6353.25,6377.82,6340.53,117.74,748249.33,6350.52
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||||
2018-07-16 02:00:00,0.10851873206700743,0.19241046825043137,3771.0,6349.46,6354.99,6339.58,112.25,712492.32,6345.61
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||||
2018-07-16 03:00:00,0.13063382784526958,0.2287674128269762,3299.0,6345.49,6363.53,6333.63,223.51,1417294.48,6351.87
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2018-07-16 04:00:00,0.11510180723062069,0.22669744921558144,3171.0,6351.68,6370.0,6346.49,198.15,1260752.84,6352.93
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2018-07-16 05:00:00,0.12421010338306845,0.22375148377130483,3683.0,6352.99,6357.17,6338.86,97.74,620504.75,6344.03
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||||
2018-07-16 06:00:00,0.10025139746450867,0.19986633661542283,3831.0,6344.03,6367.99,6342.76,158.7,1009238.67,6362.99
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2018-07-16 07:00:00,0.12006243489878883,0.22294543258347688,3948.0,6362.99,6380.01,6355.07,119.64,761752.33,6363.13
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||||
2018-07-16 08:00:00,0.10381535148494465,0.20600678278535753,4602.0,6362.98,6365.67,6348.41,157.83,1002695.44,6359.74
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||||
2018-07-16 09:00:00,0.08866044469405737,0.18684176442941855,4378.0,6359.74,6396.08,6340.0,372.24,2369598.53,6368.02
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||||
2018-07-16 10:00:00,0.09820637577528228,0.20079615873035667,5585.0,6367.99,6530.0,6360.0,1147.69,7418674.01,6522.15
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2018-07-16 11:00:00,0.09356232328934051,0.19267955935679773,5841.0,6516.03,6553.0,6496.46,610.8,3983335.56,6542.77
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2018-07-16 12:00:00,0.09658528762607374,0.20456811655826818,6359.0,6542.99,6667.0,6527.19,912.03,6022860.97,6625.99
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2018-07-16 13:00:00,0.0920606179084515,0.2004977756567735,7133.0,6627.99,6633.18,6587.3,436.89,2886535.04,6599.25
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2018-07-16 14:00:00,0.08435536040922681,0.1919805585897622,7280.0,6598.72,6619.97,6576.8,398.27,2627631.55,6588.18
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2018-07-16 15:00:00,0.08570224612525415,0.2124886445303301,6690.0,6581.87,6631.4,6580.0,369.45,2443755.81,6621.57
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2018-07-16 16:00:00,0.08231677287304599,0.21623361865548088,6271.0,6627.63,6647.85,6608.26,320.53,2124754.87,6623.44
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2018-07-16 17:00:00,0.10487584012803053,0.2243072925380704,5898.0,6628.12,6652.26,6610.63,697.8,4633743.83,6617.04
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2018-07-16 18:00:00,0.09189594855473134,0.22327380578556308,5539.0,6619.98,6724.78,6613.72,933.84,6232959.77,6665.62
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2018-07-16 19:00:00,0.10079133823349068,0.22437945772881338,4967.0,6665.8,6700.0,6659.51,436.1,2913361.09,6660.56
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2018-07-16 20:00:00,0.09804340086611071,0.20411718528510037,4937.0,6661.02,6689.94,6635.0,297.5,1981897.93,6675.01
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2018-07-16 21:00:00,0.09274331640552064,0.2182669786906523,4692.0,6674.96,6674.96,6651.01,245.83,1638392.23,6661.11
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2018-07-16 22:00:00,0.09794827588098044,0.23045003961517432,4290.0,6656.59,6668.32,6641.35,151.51,1008524.63,6661.66
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2018-07-16 23:00:00,0.08960596210615838,0.2111357903786806,3996.0,6659.17,6697.23,6651.91,188.37,1257005.96,6671.97
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2018-07-17 00:00:00,0.08441498966342238,0.20378772478045137,4159.0,6668.87,6755.0,6662.04,699.65,4700740.52,6721.04
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2018-07-17 01:00:00,0.07757985257908741,0.18945709572627056,4146.0,6721.21,6741.59,6700.36,375.73,2526123.13,6740.87
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2018-07-17 02:00:00,0.07779411857484492,0.1815114455443646,4063.0,6741.59,6749.11,6696.0,247.99,1666318.6,6721.0
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2018-07-17 03:00:00,0.08803316649020868,0.19529453582262724,3542.0,6720.99,6734.87,6712.29,194.25,1307163.64,6734.4
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2018-07-17 04:00:00,0.08060551768147316,0.18854092053740948,3596.0,6734.4,6749.7,6724.5,247.25,1665494.07,6738.86
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2018-07-17 05:00:00,0.07906925575205595,0.19812163257553825,3943.0,6738.86,6755.14,6702.91,328.33,2207847.78,6707.47
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2018-07-17 06:00:00,0.08166557090545296,0.1988207290633254,3782.0,6706.12,6718.3,6679.58,306.45,2053621.55,6688.11
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2018-07-17 07:00:00,0.08926668742545174,0.19717730891360574,3740.0,6689.3,6696.63,6657.95,387.29,2587491.88,6670.93
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2018-07-17 08:00:00,0.08669627364776862,0.20270935828254527,4895.0,6671.21,6702.19,6668.64,194.46,1300997.96,6698.76
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2018-07-17 09:00:00,0.08404939264271777,0.19747495622359704,4598.0,6699.66,6734.78,6694.19,341.46,2294438.1,6715.07
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2018-07-17 10:00:00,0.07728310090551331,0.21391281443005386,4858.0,6719.97,6719.97,6693.17,173.23,1161670.06,6702.3
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2018-07-17 11:00:00,0.0880541898029586,0.21086802375649066,5356.0,6697.33,6720.0,6696.01,155.38,1042120.84,6718.26
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2018-07-17 12:00:00,0.09866325851638928,0.228294372473011,5903.0,6719.21,6724.34,6675.63,201.22,1348614.56,6683.14
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2018-07-17 13:00:00,0.0994711918334477,0.21600808100382365,5666.0,6682.19,6708.01,6674.6,341.78,2287346.9,6699.3
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2018-07-17 14:00:00,0.1038629340479667,0.2376332340151667,5770.0,6699.76,6710.0,6682.88,207.8,1391864.94,6697.53
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2018-07-17 15:00:00,0.10365502473897802,0.2271468083106771,5911.0,6696.0,6764.47,6690.25,477.88,3212613.38,6718.0
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2018-07-17 16:00:00,0.09877498471380865,0.21739572998063109,6300.0,6718.0,6789.0,6711.68,407.12,2747512.48,6779.23
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2018-07-17 17:00:00,0.09924709835707932,0.21905868387840996,5622.0,6778.18,6778.18,6733.51,294.3,1986746.72,6751.72
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2018-07-17 18:00:00,0.09450994365782422,0.22158155212170066,7995.0,6748.56,7264.47,6745.83,2640.49,18620560.8,7183.99
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2018-07-17 19:00:00,0.08938425271174931,0.23788686788771235,10452.0,7186.99,7468.31,7171.33,2600.32,19126407.89,7346.91
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2018-07-17 20:00:00,0.08826820193223688,0.22801567852606316,7354.0,7348.42,7375.65,7295.13,874.26,6408774.66,7295.13
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2018-07-17 21:00:00,0.08757832718459499,0.2214965284757346,6001.0,7295.13,7332.21,7295.13,582.84,4263944.05,7317.11
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2018-07-17 22:00:00,0.10081845661400027,0.22948639301796517,5717.0,7317.11,7388.38,7312.89,378.16,2781076.34,7360.6
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2018-07-17 23:00:00,0.08739853380203005,0.20683654015580452,5405.0,7360.6,7379.0,7269.84,474.87,3475255.97,7310.56
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2018-07-18 00:00:00,0.10458653605004535,0.22565920099699327,4989.0,7315.57,7338.55,7296.6,270.47,1979623.49,7310.71
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2018-07-18 01:00:00,0.10426692766856487,0.2150542494067622,4636.0,7310.71,7369.52,7310.71,245.16,1799395.28,7341.22
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2018-07-18 02:00:00,0.09539051572444865,0.19786297896745184,4829.0,7342.1,7352.41,7315.01,125.74,922275.1,7336.99
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2018-07-18 03:00:00,0.10018737266442283,0.22056466916427314,4799.0,7335.94,7449.68,7328.49,511.71,3775483.69,7401.0
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2018-07-18 04:00:00,0.10003658691113283,0.21010508601828456,5090.0,7401.0,7546.68,7401.0,1576.15,11798048.6,7458.54
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2018-07-18 05:00:00,0.09632101300041417,0.19897012116782847,4972.0,7459.92,7471.41,7400.0,351.11,2608164.78,7433.0
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2018-07-18 06:00:00,0.10810567198577267,0.20782090857300461,4653.0,7433.0,7481.07,7416.27,281.91,2097039.92,7459.23
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2018-07-18 07:00:00,0.09837631003006138,0.19710796290408308,5090.0,7459.23,7477.57,7449.25,304.67,2272795.48,7464.86
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2018-07-18 08:00:00,0.10286441641920244,0.20909074678772308,6332.0,7464.36,7466.0,7403.8,665.62,4944348.99,7433.46
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2018-07-18 09:00:00,0.10236345987876981,0.1995544952702377,5765.0,7436.58,7437.98,7317.83,773.15,5691054.24,7362.08
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2018-07-18 10:00:00,0.09893850443227278,0.2046419638769042,5694.0,7362.98,7395.63,7361.96,338.75,2499982.03,7395.63
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2018-07-18 11:00:00,0.08721378948642718,0.20327885161459489,5534.0,7392.63,7424.42,7362.19,269.83,1996662.83,7397.61
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2018-07-18 12:00:00,0.08452868963858916,0.19673796033717042,6844.0,7397.61,7434.45,7380.97,386.63,2866370.21,7410.65
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2018-07-18 13:00:00,0.08691865918191342,0.20876507790721302,7171.0,7415.62,7468.31,7407.48,462.37,3441667.99,7430.0
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2018-07-18 14:00:00,0.09715237581185075,0.2151440570451033,7209.0,7433.99,7461.62,7385.98,383.98,2851271.78,7449.43
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2018-07-18 15:00:00,0.09719707503910022,0.2140918216301937,7222.0,7445.35,7525.17,7425.76,630.39,4706264.24,7446.3
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2018-07-18 16:00:00,0.09856703142075066,0.22027114066808534,6733.0,7442.35,7442.35,7378.0,817.06,6055122.46,7422.88
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2018-07-18 17:00:00,0.10700218237766784,0.23218631464650394,6493.0,7417.81,7451.99,7410.89,221.67,1647469.3,7431.18
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2018-07-18 18:00:00,0.11935964400029529,0.24128665869962426,5765.0,7433.67,7513.38,7428.63,1103.91,8247570.88,7500.86
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2018-07-18 19:00:00,0.11004891527390581,0.23781049893042644,6211.0,7498.5,7599.98,7376.0,1490.02,11172723.69,7428.05
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2018-07-18 20:00:00,0.10739199869227331,0.24353434180133784,5597.0,7422.02,7442.4,7339.12,649.21,4794432.56,7400.0
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2018-07-18 21:00:00,0.10121197130126297,0.24342249598605217,5381.0,7393.77,7393.77,7239.15,949.03,6922391.06,7336.18
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2018-07-18 22:00:00,0.10244741599158645,0.23728994500190434,4597.0,7337.99,7357.26,7299.92,177.31,1300009.44,7332.6
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2018-07-18 23:00:00,0.09582295967638106,0.22565433501245782,4333.0,7325.66,7388.99,7278.88,324.78,2380734.14,7359.68
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2018-07-19 00:00:00,0.07359266204853114,0.21975802525110122,4225.0,7362.54,7394.09,7340.71,307.69,2268343.66,7374.88
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2018-07-19 01:00:00,0.09088181849508321,0.20757276547809825,4603.0,7384.92,7384.92,7305.0,201.54,1479387.55,7340.77
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2018-07-19 02:00:00,0.10544487159119742,0.21616249279499702,4281.0,7342.6,7342.6,7278.84,286.2,2091067.8,7298.95
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2018-07-19 03:00:00,0.12028376135888774,0.22015166158516353,4346.0,7301.74,7342.45,7280.92,322.28,2354462.88,7323.19
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2018-07-19 04:00:00,0.10575343210474486,0.20353374171222816,4618.0,7320.75,7357.26,7316.87,131.57,965522.38,7316.87
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2018-07-19 05:00:00,0.11944988528427804,0.22145330825652093,4482.0,7319.58,7347.16,7305.67,203.41,1490708.7,7315.98
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2018-07-19 06:00:00,0.11394853026434082,0.21496222114861888,4422.0,7312.37,7336.99,7300.33,185.65,1359245.16,7329.47
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2018-07-19 07:00:00,0.11660140494214971,0.22604099746407488,4810.0,7329.47,7362.09,7326.23,262.75,1929530.25,7332.58
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2018-07-19 08:00:00,0.10234580298997183,0.2079983409586107,6110.0,7331.58,7345.39,7293.59,202.74,1484532.8,7310.83
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2018-07-19 09:00:00,0.10890424448438812,0.2110123359473201,5441.0,7310.83,7338.41,7298.38,358.44,2622125.54,7324.03
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2018-07-19 10:00:00,0.10259191610439748,0.19155543801644864,5681.0,7323.44,7420.0,7321.97,532.98,3927556.9,7408.79
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2018-07-19 11:00:00,0.09756634607806124,0.2002868882588213,5861.0,7407.76,7420.71,7370.46,218.13,1611513.72,7374.87
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2018-07-19 12:00:00,0.10470509818970977,0.22154672720611843,6197.0,7374.83,7434.34,7359.94,624.64,4622003.24,7416.99
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2018-07-19 13:00:00,0.10366334418573576,0.21574768659840218,6151.0,7417.6,7452.0,7406.78,334.26,2482521.47,7423.27
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2018-07-19 14:00:00,0.10688106583353042,0.22254927883140213,6584.0,7423.27,7513.0,7414.05,703.35,5248927.21,7486.65
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2018-07-19 15:00:00,0.11044259314994757,0.2338962169074704,6786.0,7484.21,7484.21,7431.1,485.06,3616235.46,7448.6
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2018-07-19 16:00:00,0.11669284158808829,0.2348234412544244,6886.0,7454.44,7483.29,7363.63,735.65,5462758.12,7391.83
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2018-07-19 17:00:00,0.09872221884419828,0.21150099988977572,6205.0,7391.83,7419.99,7348.27,609.23,4499487.53,7371.86
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2018-07-19 18:00:00,0.10839835323482973,0.23050014608126324,5922.0,7363.07,7431.1,7358.62,353.88,2620114.63,7422.04
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2018-07-19 19:00:00,0.1210115284698595,0.2446549891303321,5516.0,7421.89,7450.0,7406.46,248.57,1847374.31,7420.81
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2018-07-19 20:00:00,0.12769561242543415,0.2620480951938342,5346.0,7424.43,7488.0,7415.0,335.15,2499285.31,7448.08
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2018-07-19 21:00:00,0.11627265435113132,0.24421462507996972,4842.0,7448.08,7481.02,7414.66,341.19,2541848.79,7416.59
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2018-07-19 22:00:00,0.12117015923875779,0.23701036943748027,4596.0,7421.22,7460.2,7420.22,45.09,335446.22,7436.93
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2018-07-19 23:00:00,0.0787649784566368,0.23165228792384185,4187.0,7436.93,7570.9,7433.99,793.46,5947075.84,7479.61
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2018-07-20 00:00:00,0.08728006645427411,0.2209028353939531,4039.0,7485.18,7510.43,7431.1,288.01,2150833.25,7471.42
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2018-07-20 01:00:00,0.11516674961173322,0.2221229195530492,4113.0,7474.35,7475.99,7367.09,395.84,2932585.49,7409.27
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2018-07-20 02:00:00,0.10425012582819412,0.2272496181537681,3795.0,7409.62,7456.04,7389.34,193.28,1435525.58,7454.99
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2018-07-20 03:00:00,0.07460754622046298,0.21440884171861302,4032.0,7455.67,7471.23,7440.71,165.44,1233432.4,7453.99
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2018-07-20 04:00:00,0.1037929786100678,0.20109405904353525,3820.0,7455.15,7467.35,7428.37,188.45,1404045.57,7464.99
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2018-07-20 05:00:00,0.10570982080896332,0.22670832913753183,4181.0,7464.99,7466.48,7433.89,133.83,996276.67,7446.46
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2018-07-20 06:00:00,0.10053325863541185,0.21788108532109776,3782.0,7446.46,7454.99,7398.94,279.81,2077634.57,7409.78
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2018-07-20 07:00:00,0.08414827709682643,0.21499163800879564,4313.0,7409.78,7429.36,7338.91,630.88,4659133.12,7368.86
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2018-07-20 08:00:00,0.09010914398328636,0.20536192724458174,5755.0,7366.46,7446.8,7340.56,659.84,4872673.97,7439.8
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2018-07-20 09:00:00,0.09879370523308237,0.22031407763039842,5104.0,7438.04,7503.81,7433.81,548.73,4094985.82,7462.19
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2018-07-20 10:00:00,0.08814294560410647,0.18488960368603197,5180.0,7462.76,7479.99,7425.0,331.32,2468681.38,7441.72
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2018-07-20 11:00:00,0.10208339855904663,0.21178035276313925,5272.0,7439.52,7471.0,7437.96,234.2,1747024.94,7464.71
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2018-07-20 12:00:00,0.09804571430916943,0.20979500104083415,5459.0,7465.73,7514.47,7458.15,366.74,2744311.79,7494.0
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2018-07-20 13:00:00,0.09371463122741983,0.2187961052503923,5598.0,7494.0,7506.96,7437.47,245.64,1833699.6,7465.04
|
||||
2018-07-20 14:00:00,0.1171893448208811,0.2260779619183398,6369.0,7465.33,7478.73,7440.09,135.4,1010243.63,7466.15
|
||||
2018-07-20 15:00:00,0.10416287280578328,0.22643467088380403,6399.0,7466.15,7497.58,7431.1,318.68,2380183.59,7475.51
|
||||
2018-07-20 16:00:00,0.10553985034667926,0.21745263970717474,6361.0,7475.51,7517.84,7447.21,290.96,2174703.55,7471.67
|
||||
2018-07-20 17:00:00,0.09850890569577489,0.21561035761872477,6394.0,7471.46,7696.88,7463.39,1510.0,11439228.05,7463.39
|
||||
2018-07-20 18:00:00,0.10134484567020713,0.23067609815253698,6217.0,7461.0,7492.15,7290.01,1046.06,7723792.29,7330.39
|
||||
2018-07-20 19:00:00,0.09659720598948149,0.226286999012059,5433.0,7332.45,7388.0,7265.0,479.71,3516136.44,7357.98
|
||||
2018-07-20 20:00:00,0.10229267973913325,0.2380914675633593,4785.0,7354.54,7380.99,7290.0,289.33,2122913.02,7344.97
|
||||
2018-07-20 21:00:00,0.10900678497248634,0.23506402045291955,4398.0,7344.99,7375.0,7321.77,147.05,1080813.42,7349.99
|
||||
2018-07-20 22:00:00,0.10832154132262885,0.24604585086842823,3684.0,7350.28,7370.77,7284.48,130.47,957538.97,7300.22
|
||||
2018-07-20 23:00:00,0.09528614152701649,0.23572697984581573,3691.0,7300.22,7372.2,7276.43,221.74,1624157.14,7359.41
|
||||
2018-07-21 00:00:00,0.0933235286912038,0.20864850497750845,3541.0,7359.41,7359.41,7305.51,435.78,3191418.87,7330.84
|
||||
2018-07-21 01:00:00,0.11307970936560656,0.22957918763657537,3973.0,7330.84,7330.84,7212.0,870.94,6330338.54,7237.33
|
||||
2018-07-21 02:00:00,0.09658274372458275,0.2004882477405005,4107.0,7237.52,7272.82,7222.04,148.68,1077986.74,7260.82
|
||||
2018-07-21 03:00:00,0.1128373221892612,0.2257256708766154,3546.0,7260.81,7301.55,7255.36,232.07,1691227.04,7276.99
|
||||
2018-07-21 04:00:00,0.10440665521966554,0.20534172494766,3429.0,7276.99,7292.98,7256.7,99.61,724964.94,7276.7
|
||||
2018-07-21 05:00:00,0.1217976329133393,0.22545816021356463,3608.0,7276.7,7301.71,7252.01,66.48,483680.98,7301.65
|
||||
2018-07-21 06:00:00,0.10741531073319543,0.20666120511628086,3556.0,7301.74,7334.74,7286.9,150.87,1102500.41,7322.46
|
||||
2018-07-21 07:00:00,0.10464420305147851,0.2204195054748561,3672.0,7328.24,7352.42,7305.07,202.44,1483369.93,7343.78
|
||||
2018-07-21 08:00:00,0.10354493260245629,0.22569615022402867,4264.0,7343.27,7344.99,7311.6,199.19,1459975.45,7322.97
|
||||
2018-07-21 09:00:00,0.1098208735910409,0.21986457019400601,3827.0,7321.09,7328.12,7297.74,90.87,664644.84,7312.98
|
||||
2018-07-21 10:00:00,0.11901263145477894,0.21877047037671676,4266.0,7312.99,7339.49,7307.06,70.72,518060.6,7323.96
|
||||
2018-07-21 11:00:00,0.10593457957705563,0.21222636737527462,3937.0,7320.01,7333.74,7281.42,358.36,2614648.61,7286.96
|
||||
2018-07-21 12:00:00,0.09928269927455888,0.19453921211553568,4589.0,7286.95,7321.05,7281.55,126.68,923983.24,7313.47
|
||||
2018-07-21 13:00:00,0.11923258790066131,0.21638568264272276,4439.0,7307.09,7357.25,7293.04,156.19,1145572.08,7340.29
|
||||
2018-07-21 14:00:00,0.10098612445382547,0.2016477467970073,4529.0,7340.99,7370.0,7340.0,250.54,1843444.5,7356.01
|
||||
2018-07-21 15:00:00,0.10157389389702721,0.202950967384158,4902.0,7352.0,7380.66,7345.26,182.97,1347541.91,7350.68
|
||||
2018-07-21 16:00:00,0.09641253371676677,0.21278828120634385,4833.0,7350.68,7413.2,7336.59,196.62,1453185.74,7390.67
|
||||
2018-07-21 17:00:00,0.0995958974354282,0.20680878531929076,4700.0,7389.98,7429.79,7382.99,156.83,1161130.54,7399.97
|
||||
2018-07-21 18:00:00,0.10905814218071068,0.22951690316149903,4210.0,7397.18,7428.78,7371.93,170.1,1258317.25,7410.33
|
||||
2018-07-21 19:00:00,0.07858763234272367,0.2569517234589236,4097.0,7405.12,7443.33,7405.11,87.93,653121.75,7432.99
|
||||
2018-07-21 20:00:00,0.1113174433622039,0.2267321518306913,3831.0,7433.99,7449.66,7393.01,80.07,594254.35,7424.99
|
||||
2018-07-21 21:00:00,0.11224272657066275,0.23438750080921497,3591.0,7418.61,7458.0,7409.56,69.65,517298.07,7414.2
|
||||
2018-07-21 22:00:00,0.09651080685798608,0.21117207476044,3859.0,7414.2,7430.16,7395.22,26.6,197235.09,7412.56
|
||||
2018-07-21 23:00:00,0.10581036678100333,0.20383254887140026,4054.0,7412.56,7425.0,7396.83,29.27,216812.48,7415.57
|
||||
2018-07-22 00:00:00,0.10194283543860032,0.21383450044430183,4367.0,7424.99,7425.0,7400.8,26.13,193732.87,7409.92
|
||||
2018-07-22 01:00:00,0.1040755127249144,0.21786207321381515,3273.0,7398.16,7449.67,7336.15,268.23,1981138.35,7446.98
|
||||
2018-07-22 02:00:00,0.1152619306152038,0.2088211541143237,3301.0,7446.45,7478.0,7422.96,110.05,820165.37,7472.39
|
||||
2018-07-22 03:00:00,0.1194643276315172,0.2178897738159717,3235.0,7476.54,7486.04,7418.44,182.77,1363437.32,7433.53
|
||||
2018-07-22 04:00:00,0.12050623290831733,0.22002535380158078,3241.0,7425.0,7430.16,7398.44,140.51,1041527.4,7408.48
|
||||
2018-07-22 05:00:00,0.1350877194600542,0.23946630493812396,3096.0,7415.96,7415.96,7358.61,249.65,1843379.84,7394.89
|
||||
2018-07-22 06:00:00,0.1262987140367526,0.245820422036782,3177.0,7389.1,7405.99,7365.0,117.91,870528.63,7404.89
|
||||
2018-07-22 07:00:00,0.11411391234579984,0.2309179823335156,3383.0,7398.32,7405.55,7365.02,36.81,271870.33,7385.51
|
||||
2018-07-22 08:00:00,0.11418540423608992,0.2216572789009823,3891.0,7393.17,7404.43,7380.5,90.13,666107.38,7388.59
|
||||
2018-07-22 09:00:00,0.12278375136149591,0.2023395371945722,3863.0,7395.69,7462.42,7388.63,175.52,1304602.31,7442.52
|
||||
2018-07-22 10:00:00,0.11977810676752554,0.21598897881516124,4253.0,7440.53,7455.01,7428.55,73.56,547357.24,7442.6
|
||||
2018-07-22 11:00:00,0.10547037658357916,0.2006770907117357,4474.0,7434.3,7460.0,7426.63,102.93,766518.15,7447.7
|
||||
2018-07-22 12:00:00,0.12202057407182905,0.20553985614888104,5258.0,7456.45,7468.31,7442.69,63.61,474263.13,7450.98
|
||||
2018-07-22 13:00:00,0.09292394764555745,0.20145485862793946,4573.0,7450.88,7457.59,7427.11,84.88,631847.95,7429.06
|
||||
2018-07-22 14:00:00,0.08671733818551153,0.18255175859268646,4850.0,7427.3,7486.98,7427.3,145.01,1081758.53,7459.55
|
||||
2018-07-22 15:00:00,0.08965528482891023,0.183903537238312,4655.0,7459.56,7515.0,7449.75,288.01,2155953.39,7481.92
|
||||
2018-07-22 16:00:00,0.10648621710232598,0.20488575993511304,5139.0,7481.92,7551.94,7481.92,687.13,5175198.38,7526.63
|
||||
2018-07-22 17:00:00,0.10659364491955034,0.206219169508721,4769.0,7526.64,7544.93,7479.0,179.9,1352034.77,7517.17
|
||||
2018-07-22 18:00:00,0.08911612480432447,0.20697637765328827,4332.0,7517.26,7523.37,7481.54,66.57,499181.8,7497.72
|
||||
2018-07-22 19:00:00,0.08788718672766556,0.1950247629306966,4146.0,7493.03,7533.41,7493.03,75.79,569715.5,7508.51
|
||||
2018-07-22 20:00:00,0.09081366743628874,0.20768423288149673,3764.0,7508.57,7535.0,7501.19,237.26,1784881.96,7520.01
|
||||
2018-07-22 21:00:00,0.10586384162224395,0.21782724942968124,4331.0,7523.21,7546.99,7515.97,230.22,1734329.47,7520.0
|
||||
2018-07-22 22:00:00,0.11126556695736717,0.2349190790601346,4033.0,7522.36,7581.03,7338.91,968.69,7187218.03,7365.92
|
||||
2018-07-22 23:00:00,0.10922222548953939,0.2087997272094735,3853.0,7375.99,7423.2,7340.23,308.61,2278158.96,7406.09
|
||||
2018-07-23 00:00:00,0.10475577050207723,0.1975975491182442,3461.0,7402.32,7413.97,7376.32,224.23,1658642.03,7396.6
|
||||
2018-07-23 01:00:00,0.11149394600059791,0.212647853168363,3535.0,7393.5,7474.01,7369.86,609.63,4524224.24,7465.43
|
||||
2018-07-23 02:00:00,0.11047602335988127,0.22075716985714774,3452.0,7465.68,7520.0,7448.82,217.97,1631448.96,7518.64
|
||||
2018-07-23 03:00:00,0.09511737513819504,0.20342365895426537,3986.0,7518.64,7673.0,7511.86,1669.28,12700066.1,7637.22
|
||||
2018-07-23 04:00:00,0.09786054067564111,0.1928907161786437,4245.0,7637.22,7648.99,7606.21,210.54,1605740.75,7629.49
|
||||
2018-07-23 05:00:00,0.11115644692094986,0.19892366004931056,4420.0,7626.27,7707.68,7623.62,691.15,5300988.05,7679.95
|
||||
2018-07-23 06:00:00,0.0930190659985257,0.1914312574946213,3764.0,7675.71,7678.69,7628.58,221.08,1691646.71,7649.09
|
||||
2018-07-23 07:00:00,0.09844149580000178,0.2127421874307118,4030.0,7649.99,7703.83,7644.1,456.85,3505971.91,7680.0
|
||||
2018-07-23 08:00:00,0.1032116792203447,0.20561868482535076,5550.0,7679.99,7786.92,7647.99,1135.38,8779071.84,7749.51
|
||||
2018-07-23 09:00:00,0.08239309692567295,0.20248244219901074,5773.0,7749.51,7761.93,7678.7,494.54,3814472.79,7710.6
|
||||
2018-07-23 10:00:00,0.0935212329017346,0.18504442677479818,5171.0,7711.42,7721.77,7666.59,385.52,2967772.35,7711.08
|
||||
2018-07-23 11:00:00,0.10625135285351818,0.1971017527934391,5196.0,7716.81,7717.2,7670.0,269.5,2072539.69,7692.32
|
||||
2018-07-23 12:00:00,0.113248706472941,0.227611147137981,5627.0,7692.46,7711.99,7644.14,373.01,2865394.65,7683.28
|
||||
2018-07-23 13:00:00,0.09681735481146139,0.20133591857355834,5724.0,7683.28,7716.81,7660.0,223.22,1715839.95,7699.99
|
||||
2018-07-23 14:00:00,0.08262967845476092,0.21096312091455532,6166.0,7699.99,7728.86,7695.74,438.37,3380900.33,7716.09
|
||||
2018-07-23 15:00:00,0.09774247097918552,0.2200634400549309,5847.0,7716.09,7721.77,7680.51,442.38,3409098.97,7694.43
|
||||
2018-07-23 16:00:00,0.09576028411968329,0.21172021045644548,5821.0,7694.56,7740.0,7687.49,828.8,6400465.69,7716.45
|
||||
2018-07-23 17:00:00,0.09950865597332739,0.23053129702339756,5665.0,7719.99,7740.0,7701.99,592.3,4577037.35,7733.59
|
||||
2018-07-23 18:00:00,0.0932363588627437,0.2090972509522472,5399.0,7733.59,7749.0,7707.39,324.45,2505429.39,7728.37
|
||||
2018-07-23 19:00:00,0.09243442142842846,0.2301853582351032,5606.0,7727.4,7800.0,7638.03,1396.32,10800309.53,7735.53
|
||||
2018-07-23 20:00:00,0.08816379064295315,0.22017791032853326,5420.0,7736.08,7800.0,7724.5,514.3,3993228.42,7744.19
|
||||
2018-07-23 21:00:00,0.10728226544791052,0.23563579471332594,5164.0,7746.99,7763.59,7690.16,237.63,1836633.86,7706.0
|
||||
2018-07-23 22:00:00,0.09449302248273747,0.271796113269155,4646.0,7699.13,7759.99,7690.5,63.31,489000.25,7750.09
|
||||
2018-07-23 23:00:00,0.0742455916391433,0.2316396917419365,4455.0,7754.57,7777.0,7715.45,280.46,2173424.81,7722.32
|
||||
2018-07-24 00:00:00,0.08086966898267806,0.2193670741288557,3862.0,7722.95,7730.61,7690.17,496.48,3830571.66,7719.62
|
||||
2018-07-24 01:00:00,0.09071721460745699,0.2126255809666524,4620.0,7712.46,7727.7,7691.14,163.99,1264085.79,7723.22
|
||||
|
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Reference in New Issue
Block a user