├── requirements.txt ├── README.md ├── .gitignore ├── app.py ├── LICENSE └── data └── data.csv /requirements.txt: -------------------------------------------------------------------------------- 1 | streamlit==0.48.1 2 | ta==0.4.5 3 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Automated EDA on financial dataset 2 | 3 | Just a simple way to get automated Exploration Data Analysis from financial dataset (OHLCV) using [Streamlit](https://github.com/streamlit/streamlit) and [ta](https://github.com/bukosabino/ta). 4 | 5 | To use this library you need a financial time series dataset including `Timestamp`, `Open`, `High`, `Low`, `Close` and `Volume` columns. 6 | 7 | 8 | # Requirements 9 | 10 | * python3.7 version 11 | 12 | 13 | # Run 14 | 15 | ```sh 16 | pip install streamlit==0.48.1 ta==0.4.5 17 | streamlit run https://raw.githubusercontent.com/bukosabino/streamlit-demo-financial-eda/master/app.py 18 | ``` 19 | 20 | 21 | # TODO 22 | 23 | * Heatmap: Visualize the correlation coefficient in between ta features. 24 | * Web application user can load a .csv file 25 | 26 | 27 | # Extra 28 | 29 | Are you interested in more Streamlit demos related to financial data? 30 | 31 | * [Yahoo Finance data web app](https://github.com/paduel/streamlit_finance_chart) 32 | 33 | 34 | # Contact 35 | 36 | Developed by Darío López Padial (Bukosabino). 37 | 38 | Please, let me know about any comment or feedback. 39 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[cod] 4 | *$py.class 5 | 6 | # C extensions 7 | *.so 8 | 9 | # Distribution / packaging 10 | .Python 11 | build/ 12 | develop-eggs/ 13 | dist/ 14 | downloads/ 15 | eggs/ 16 | .eggs/ 17 | lib/ 18 | lib64/ 19 | parts/ 20 | sdist/ 21 | var/ 22 | wheels/ 23 | *.egg-info/ 24 | .installed.cfg 25 | *.egg 26 | MANIFEST 27 | 28 | # PyInstaller 29 | # Usually these files are written by a python script from a template 30 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 31 | *.manifest 32 | *.spec 33 | 34 | # Installer logs 35 | pip-log.txt 36 | pip-delete-this-directory.txt 37 | 38 | # Unit test / coverage reports 39 | htmlcov/ 40 | .tox/ 41 | .coverage 42 | .coverage.* 43 | .cache 44 | nosetests.xml 45 | coverage.xml 46 | *.cover 47 | .hypothesis/ 48 | .pytest_cache/ 49 | 50 | # Translations 51 | *.mo 52 | *.pot 53 | 54 | # Django stuff: 55 | *.log 56 | local_settings.py 57 | db.sqlite3 58 | 59 | # Flask stuff: 60 | instance/ 61 | .webassets-cache 62 | 63 | # Scrapy stuff: 64 | .scrapy 65 | 66 | # Sphinx documentation 67 | docs/_build/ 68 | 69 | # PyBuilder 70 | target/ 71 | 72 | # Jupyter Notebook 73 | .ipynb_checkpoints 74 | 75 | # pyenv 76 | .python-version 77 | 78 | # celery beat schedule file 79 | celerybeat-schedule 80 | 81 | # SageMath parsed files 82 | *.sage.py 83 | 84 | # Environments 85 | .env 86 | .venv 87 | env/ 88 | venv/ 89 | ENV/ 90 | env.bak/ 91 | venv.bak/ 92 | 93 | # Spyder project settings 94 | .spyderproject 95 | .spyproject 96 | 97 | # Rope project settings 98 | .ropeproject 99 | 100 | # mkdocs documentation 101 | /site 102 | 103 | # mypy 104 | .mypy_cache/ 105 | -------------------------------------------------------------------------------- /app.py: -------------------------------------------------------------------------------- 1 | from datetime import datetime 2 | 3 | import streamlit as st 4 | import numpy as np 5 | import pandas as pd 6 | import ta 7 | 8 | 9 | # Settings 10 | width_px = 1000 11 | ta_col_prefix = 'ta_' 12 | 13 | 14 | # Sidebar 15 | return_value = st.sidebar.selectbox( 16 | 'How many periods to calculate the return price?', 17 | [1, 2, 3, 5, 7, 14, 31]) 18 | 19 | 20 | # Data preparation 21 | @st.cache(ignore_hash=True) 22 | def load_data(): 23 | 24 | # Load financial dataset 25 | df = pd.read_csv('https://raw.githubusercontent.com/bukosabino/streamlit-demo-financial-eda/master/data/data.csv', sep=',') 26 | 27 | # Clean NaN values 28 | df = ta.utils.dropna(df) 29 | 30 | # Apply feature engineering (technical analysis) 31 | # df = ta.add_all_ta_features(df, "Open", "High", "Low", "Close", "Volume_BTC", fillna=True) 32 | df = ta.add_volatility_ta(df, "High", "Low", "Close", fillna=False, colprefix=ta_col_prefix) 33 | df = ta.add_momentum_ta(df, "High", "Low", "Close", "Volume_Currency", fillna=False, colprefix=ta_col_prefix) 34 | 35 | return df 36 | 37 | df = load_data() 38 | 39 | # Prepare target: X Periods Return 40 | df['y'] = (df['Close'] / df['Close'].shift(return_value) - 1) * 100 41 | 42 | # Clean NaN values 43 | df = df.dropna() 44 | 45 | # Body 46 | st.title('EDA for financial datasets (OHLCV)') 47 | 48 | a = datetime.utcfromtimestamp(df['Timestamp'].head(1)).strftime('%Y-%m-%d %H:%M:%S') 49 | b = datetime.utcfromtimestamp(df['Timestamp'].tail(1)).strftime('%Y-%m-%d %H:%M:%S') 50 | st.write(f'We try to explore a small financial time series dataset (2000 rows) with BTC/USD prices from {a} to {b}') 51 | st.write('We start with an OHLCV financial dataset, and we get some technical analysis features from the original ' 52 | 'dataset using [ta package](https://github.com/bukosabino/ta). Then, we define the target value as the X ' 53 | 'period return value (the user can set it). Finally, we explore these features and the target column ' 54 | 'graphically.') 55 | 56 | st.subheader('Dataframe') 57 | st.write(df) 58 | 59 | st.subheader('Describe dataframe') 60 | st.write(df.describe()) 61 | 62 | st.write('Number of rows: {}, Number of columns: {}'.format(*df.shape)) 63 | 64 | st.subheader('Price') 65 | st.line_chart(df['Close'], width=width_px) 66 | 67 | st.subheader(f'Return {return_value} periods') 68 | st.area_chart(df['y'], width=width_px) 69 | 70 | st.subheader('Target Histogram') 71 | bins = list(np.arange(-10, 10, 0.5)) 72 | hist_values, hist_indexes = np.histogram(df['y'], bins=bins) 73 | st.bar_chart(pd.DataFrame(data=hist_values, index=hist_indexes[0:-1]), width=width_px) 74 | st.write('Target value min: {0:.2f}%; max: {1:.2f}%; mean: {2:.2f}%; std: {3:.2f}'.format( 75 | np.min(df['y']), np.max(df['y']), np.mean(df['y']), np.std(df['y']))) 76 | 77 | # Univariate Analysis 78 | st.subheader('Correlation coefficient ta features and target column') 79 | 80 | x_cols = [col for col in df.columns if col not in ['Timestamp', 'y'] and col.startswith(ta_col_prefix)] 81 | labels = [col for col in x_cols] 82 | values = [np.corrcoef(df[col], df['y'])[0, 1] for col in x_cols] 83 | 84 | st.bar_chart(data=pd.DataFrame(data=values, index=labels), width=width_px) 85 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | Apache License 2 | Version 2.0, January 2004 3 | http://www.apache.org/licenses/ 4 | 5 | TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 6 | 7 | 1. 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-------------------------------------------------------------------------------- 1 | Timestamp,Open,High,Low,Close,Volume_BTC,Volume_Currency,Weighted_Price 2 | 1382670000,191.39,192.29,185.21,185.51,757.94764839,143446.8766680505,189.256971735125 3 | 1382673600,185.21,190.01,181.81,181.81,1215.88777635,224497.8452420783,184.636978517872 4 | 1382677200,181.81,186.24,180.19,182.5,1400.30032377,256035.89688718,182.843560442705 5 | 1382680800,182.71,186.98,181.0,186.14,826.45045861,151714.8779713309,183.574074393399 6 | 1382684400,185.96,186.98,182.1,186.01,511.88745215,94784.0776229144,185.165854769067 7 | 1382688000,185.2,186.0,176.51,181.8,2655.3864121,481299.4259434873,181.254006479175 8 | 1382691600,181.8,181.8,175.32,180.0,1329.46479775,235118.249024403,176.851804893458 9 | 1382695200,180.0,183.43,179.0,182.3,880.0982331,158489.952172382,180.08211607712 10 | 1382698800,182.61,183.0,178.02,179.75,643.75057922,116166.1808581232,180.452157416116 11 | 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1386432000,731.01,735.7,656.11,693.3,4370.10600429,3009909.345177773,688.749733352701 1050 | 1386435600,694.97,756.0,670.04,749.01,2886.03331618,2064764.499818471,715.433355617469 1051 | 1386439200,747.08,747.08,714.33,731.0,1560.41157994,1139461.2406577596,730.231212909592 1052 | 1386442800,737.31,750.0,696.76,727.3,1696.57293092,1220023.2564208107,719.110410278224 1053 | 1386446400,725.0,755.0,718.42,741.92,1176.24614941,867982.2559508594,737.925693857731 1054 | 1386450000,741.92,754.98,721.69,741.93,421.5272914,311938.0218609891,740.018566354181 1055 | 1386453600,741.93,741.93,700.0,709.99,1172.59096775,848168.4957252824,723.328525506871 1056 | 1386457200,706.7,723.0,685.0,693.3,1265.63354919,887013.510299096,700.845446825252 1057 | 1386460800,693.3,701.95,680.58,692.1,692.91981647,480108.7077993817,692.877727534536 1058 | 1386464400,692.14,698.0,651.0,667.0,2599.68967632,1733457.217523797,666.793899792531 1059 | 1386468000,666.98,694.99,660.0,676.24,1225.20664685,828660.2293321864,676.34323684308 1060 | 1386471600,676.24,695.0,675.05,680.0,534.12945393,365267.4609819983,683.855680106097 1061 | 1386475200,681.19,710.0,676.3,692.92,748.22355267,517081.2646414494,691.078572435029 1062 | 1386478800,692.91,710.0,692.91,708.99,551.07868119,387369.3069424146,702.929218938263 1063 | 1386482400,708.0,734.5,701.0,724.01,702.63711191,503949.6095028554,717.226006085779 1064 | 1386486000,725.0,770.0,725.0,747.98,1428.30771231,1070754.8848552385,749.666808928385 1065 | 1386489600,745.76,774.97,739.99,773.0,743.48960676,564726.3151302506,759.561814981155 1066 | 1386493200,773.0,797.0,753.0,769.0,1763.54601834,1368623.6682541212,776.063484604947 1067 | 1386496800,768.99,785.0,760.01,763.1,1024.70596546,792142.4994000015,773.04370824503 1068 | 1386500400,763.1,765.0,749.99,759.75,767.41250076,579957.4243268721,755.731010053285 1069 | 1386504000,759.75,759.75,710.0,729.1,1938.2623214,1412595.408028329,728.794752099404 1070 | 1386507600,729.1,749.8,722.0,741.0,588.10162844,434816.1825340745,739.35551528308 1071 | 1386511200,741.0,748.0,725.0,729.0,555.73035511,407357.6331121823,733.013104946464 1072 | 1386514800,729.0,729.49,704.0,709.0,1065.38650539,762724.1743902375,715.913117475645 1073 | 1386518400,711.9,730.0,702.11,730.0,1849.73485242,1313036.056500404,709.850957710271 1074 | 1386522000,730.0,750.0,725.0,728.54,1020.99005074,754471.9656658637,738.961133968966 1075 | 1386525600,725.12,735.0,719.35,727.32,615.86163986,448368.6693791768,728.034740856894 1076 | 1386529200,727.32,739.4,727.32,731.99,563.86290942,413281.1671631334,732.946182944082 1077 | 1386532800,731.99,748.0,731.99,741.99,896.05537722,665730.9344992752,742.957356681121 1078 | 1386536400,740.99,760.0,740.99,759.0,846.62498769,634850.6803835632,749.860551737011 1079 | 1386540000,759.0,794.0,756.0,782.92,3667.93655818,2844621.634234712,775.537305270675 1080 | 1386543600,781.0,792.0,763.47,787.0,1075.18878078,839393.7053385719,780.694256063229 1081 | 1386547200,787.0,788.0,766.66,783.46,729.56361806,569959.4681537558,781.233403153174 1082 | 1386550800,783.46,815.0,781.0,806.67,1210.85999387,962609.1321627584,794.97971444757 1083 | 1386554400,806.67,835.7,804.28,826.01,1157.4514746,951828.1848790053,822.348241603774 1084 | 1386558000,826.03,850.0,821.0,840.0,1342.6005612,1130299.5519829285,841.873290275315 1085 | 1386561600,840.0,844.5,800.0,830.97,803.44230726,655334.4315889617,815.658356134949 1086 | 1386565200,831.0,849.0,830.0,845.0,741.6380406,624893.6458992849,842.585751660922 1087 | 1386568800,845.0,885.0,845.0,878.66,1604.58334144,1389479.4739639212,865.944097809817 1088 | 1386572400,878.66,899.9,860.11,895.0,2940.01173883,2617944.4825664274,890.453751592249 1089 | 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1388350800,715.4,731.97,715.2,730.0,1867.79662473,1352315.6464189244,724.016538264388 1584 | 1388354400,730.0,732.0,722.92,729.99,409.88572262,298192.5865665655,727.50176478583 1585 | 1388358000,729.99,729.99,724.23,728.0,385.89687649,281105.9837701718,728.448455781829 1586 | 1388361600,728.01,729.89,724.87,724.87,106.46602484,77477.6657495863,727.721973897512 1587 | 1388365200,724.22,735.0,722.81,734.33,894.40540178,653524.7156554546,730.680644766728 1588 | 1388368800,734.33,737.96,729.28,736.52,335.71124466,246696.7379312421,734.848003620165 1589 | 1388372400,733.32,739.99,730.02,730.02,422.77697453,311697.1895809528,737.261507506329 1590 | 1388376000,731.0,737.03,730.01,736.29,187.93093998,137833.5755103431,733.426733910934 1591 | 1388379600,736.29,739.23,732.62,733.97,58.36477105,42943.5515354733,735.778634318369 1592 | 1388383200,736.0,736.99,730.01,731.4,79.92668213,58579.586735292,732.916532679447 1593 | 1388386800,731.41,734.0,726.03,727.0,206.79030499,150774.9656139012,729.120089170488 1594 | 1388390400,729.91,731.99,727.01,731.5,125.80676648,91714.4347867078,729.010349386001 1595 | 1388394000,730.0,733.76,726.1,729.14,174.99237632,127667.5941590224,729.560891987448 1596 | 1388397600,728.6,730.29,725.83,727.2,128.36055168,93438.9617080851,727.941415685298 1597 | 1388401200,727.2,734.89,726.18,734.89,169.18250302,123645.8822241141,730.843201968097 1598 | 1388404800,734.88,736.0,731.56,734.95,104.65611441,76883.6927254706,734.631637710831 1599 | 1388408400,734.01,736.0,732.45,734.9,187.92961999,138193.7146531287,735.3482365392 1600 | 1388412000,734.9,734.9,729.1,734.2,238.0920593,174475.7844293888,732.808078280118 1601 | 1388415600,734.2,736.01,726.76,733.96,576.72291967,422559.0198230819,732.689833212922 1602 | 1388419200,733.96,735.48,728.53,735.19,271.45970611,199068.2431901713,733.325199687299 1603 | 1388422800,735.19,739.49,729.79,735.0,268.08205964,197546.3039846765,736.8874450232 1604 | 1388426400,734.94,739.33,732.39,738.49,464.91890253,342576.227804585,736.851579792411 1605 | 1388430000,738.49,738.67,733.47,737.97,545.13975441,401466.7372299479,736.447367821215 1606 | 1388433600,737.99,740.0,733.36,739.05,445.61469314,329168.0472028223,738.683109579169 1607 | 1388437200,739.65,739.89,736.01,738.56,262.6706707,194064.1704764133,738.811721762636 1608 | 1388440800,738.9,738.98,734.0,737.58,221.7617471,163411.1962456511,736.877294585722 1609 | 1388444400,737.55,737.55,733.77,736.51,122.47636734,90031.2543123293,735.090828277085 1610 | 1388448000,736.51,736.51,732.0,735.85,114.23580362,83792.1261388959,733.501437234393 1611 | 1388451600,735.99,736.5,720.0,728.01,896.04185639,650300.1284955783,725.747490318731 1612 | 1388455200,729.31,730.99,723.71,728.66,153.12978974,111443.2295671609,727.769755031865 1613 | 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1388494800,731.0,731.0,727.34,730.99,454.30048308,331804.4846539428,730.363486308496 1624 | 1388498400,729.0,739.0,727.71,731.03,1280.77621598,943017.5546419104,736.285966959771 1625 | 1388502000,733.0,736.19,731.03,736.0,226.99412851,166431.2746735702,733.196386030038 1626 | 1388505600,735.99,736.8,730.55,736.8,217.02333813,159526.6277193231,735.066694180902 1627 | 1388509200,736.8,736.8,730.6,733.95,154.6238192,113445.6645187562,733.688154294124 1628 | 1388512800,733.95,734.89,730.62,734.33,105.09516929,77045.1186505904,733.098573141758 1629 | 1388516400,731.51,733.48,726.99,733.47,279.39380168,204154.9016391626,730.70662416838 1630 | 1388520000,733.47,733.98,730.06,733.98,349.23205191,256149.4670577113,733.464943027975 1631 | 1388523600,732.0,733.98,728.0,728.0,296.7039059,216907.7294596649,731.057883453582 1632 | 1388527200,729.0,733.98,726.62,729.59,704.36131531,512312.3871954185,727.343163316602 1633 | 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1388566800,742.0,746.99,741.16,745.0,248.11842447,184584.9215802767,743.938794446905 1644 | 1388570400,745.0,745.0,735.2,739.55,561.21128499,415001.6529021315,739.474889407339 1645 | 1388574000,738.07,743.76,735.2,740.0,176.17081696,130143.6602423775,738.735634471895 1646 | 1388577600,740.0,742.94,738.0,741.99,74.85574126,55539.7219710714,741.956742879115 1647 | 1388581200,741.99,748.0,740.29,744.0,262.11435043,195591.4641171525,746.206622400809 1648 | 1388584800,744.0,745.98,741.6,745.0,86.27833013,64178.2839429097,743.851716256085 1649 | 1388588400,744.99,745.5,741.7,743.35,108.6339939,80772.2105664892,743.526106946246 1650 | 1388592000,742.09,746.47,741.0,744.9,131.28817316,97614.7608325041,743.515264802578 1651 | 1388595600,744.9,747.28,742.2,747.0,134.67197048,100334.9242810817,745.031976018961 1652 | 1388599200,744.3,747.0,743.97,746.78,100.01281471,74590.8409108035,745.812835356041 1653 | 1388602800,746.78,747.87,743.97,745.2,150.93827524,112678.394060354,746.519687476151 1654 | 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1388642400,745.38,749.4,743.0,744.92,302.7233595,225547.9217712518,745.062826151847 1665 | 1388646000,744.92,746.39,742.5,746.3,149.88059004,111660.1616884192,744.994142728019 1666 | 1388649600,746.3,748.2,745.0,747.4,191.35282011,142867.3859788618,746.617613979945 1667 | 1388653200,747.5,751.79,744.0,749.0,286.23066131,214266.9181852083,748.581291761571 1668 | 1388656800,749.0,759.0,744.78,751.0,964.6710142,726858.2995886228,753.477909970586 1669 | 1388660400,751.98,759.9,751.0,758.5,507.47422914,384073.8645600791,756.834224293432 1670 | 1388664000,758.9,758.98,754.0,755.53,175.70120248,132886.0361893184,756.318308091516 1671 | 1388667600,755.53,757.99,750.0,753.38,651.77342641,490430.1146880701,752.454909659915 1672 | 1388671200,754.38,756.0,750.0,750.16,452.20284476,339869.5026830242,751.586387881757 1673 | 1388674800,752.0,754.5,748.98,751.62,321.86012254,242055.9921397976,752.053377192499 1674 | 1388678400,751.67,756.2,751.67,756.11,382.04341715,288663.9795943727,755.578990858612 1675 | 1388682000,756.2,757.99,752.76,757.99,438.01363852,331467.0954836518,756.750626769622 1676 | 1388685600,757.99,763.8,755.4,763.23,1161.44623383,882610.8650528278,759.923997637255 1677 | 1388689200,763.23,775.0,762.99,770.0,1569.64630348,1205588.5068760794,768.063801509433 1678 | 1388692800,769.97,787.0,769.01,786.0,2050.53062678,1598680.8275941801,779.642501660475 1679 | 1388696400,786.0,798.7,783.0,789.98,2345.8056678,1861516.4390051824,793.551002351783 1680 | 1388700000,789.98,794.98,771.0,787.0,1493.22475543,1168645.7187626555,782.63216204591 1681 | 1388703600,786.91,790.52,777.77,784.19,589.47115426,462041.0459714022,783.822995633147 1682 | 1388707200,784.19,786.99,780.0,785.98,457.95295465,359117.406052238,784.17969008782 1683 | 1388710800,784.13,785.97,776.89,782.09,333.5983304,260556.5274388373,781.048655508611 1684 | 1388714400,782.09,782.09,769.3,769.3,696.5267482,538468.4068909292,773.076422811423 1685 | 1388718000,769.06,778.99,767.62,777.0,602.04580237,465246.6427205433,772.776159038172 1686 | 1388721600,777.0,784.66,773.0,778.59,244.48256643,190430.8848956857,778.913963790582 1687 | 1388725200,778.59,783.49,773.12,782.09,184.0775767,143449.4228229649,779.287870878218 1688 | 1388728800,782.5,782.99,773.49,781.45,116.87984603,91019.904421435,778.747641386117 1689 | 1388732400,780.96,784.49,777.77,784.0,351.58136802,275061.2274695145,782.354392152737 1690 | 1388736000,784.0,796.0,783.64,791.6,581.77729577,459200.7337405379,789.306727985613 1691 | 1388739600,791.01,798.5,790.6,798.3,646.41031095,514212.6164947456,795.489502231223 1692 | 1388743200,796.52,818.99,796.5,812.0,1843.28021324,1486548.089333372,806.468858427343 1693 | 1388746800,812.22,814.98,799.1,804.99,1446.22267128,1166485.1408451083,806.573679150455 1694 | 1388750400,804.99,810.0,800.02,809.99,382.56918264,308206.0519890433,805.621743660067 1695 | 1388754000,809.99,818.5,809.95,813.99,1038.95362991,846004.0491299297,814.284704124106 1696 | 1388757600,813.22,814.0,805.37,812.0,475.14929231,384460.9477569215,809.137157476999 1697 | 1388761200,812.0,816.28,808.0,810.01,406.09431684,330097.9952834109,812.860415905471 1698 | 1388764800,811.0,812.6,802.0,806.58,572.06496155,461102.6936586862,806.032049942959 1699 | 1388768400,806.58,812.99,805.07,806.03,259.92819834,210282.0309551299,809.000455887705 1700 | 1388772000,806.02,807.99,796.0,799.78,1171.67400695,938262.7677150271,800.788241566809 1701 | 1388775600,797.63,809.8,790.05,798.99,1340.32135357,1067473.1289507442,796.430741111068 1702 | 1388779200,796.01,805.98,791.78,800.0,363.11253477,290372.0156677065,799.674998417864 1703 | 1388782800,799.94,807.0,797.0,799.5,735.35368582,588364.5521206814,800.110971721845 1704 | 1388786400,799.5,809.99,799.5,807.32,411.76400722,332147.0376130779,806.644174306415 1705 | 1388790000,809.75,809.99,805.11,809.4,198.4419742,160322.4647939537,807.906016054711 1706 | 1388793600,808.24,809.25,795.02,801.11,433.68758948,347550.6843249922,801.384897229161 1707 | 1388797200,801.11,804.85,796.0,799.98,120.10522843,96031.7350098431,799.563318476286 1708 | 1388800800,799.98,804.19,795.05,804.09,141.32547335,113030.4173735516,799.787997834091 1709 | 1388804400,804.19,805.05,790.2,795.2,1053.00805881,842401.2625343301,799.995076472943 1710 | 1388808000,795.2,798.99,791.0,795.78,173.09429208,137467.1049552693,794.174685389019 1711 | 1388811600,795.78,799.65,793.0,797.15,45.50224828,36311.3661729872,798.012571808401 1712 | 1388815200,799.37,800.82,795.0,795.1,122.5548146,97659.5860238137,796.864540512419 1713 | 1388818800,795.1,813.94,795.05,813.5,810.42253373,652827.8222886197,805.540067209083 1714 | 1388822400,813.5,813.95,804.0,811.0,158.70900845,128506.1525296225,809.696650395918 1715 | 1388826000,809.0,812.75,807.0,809.03,160.83489013,130224.1083904544,809.675738175943 1716 | 1388829600,809.03,809.96,805.15,805.72,198.82467185,160712.5112693563,808.312719814788 1717 | 1388833200,805.72,810.2,804.98,809.32,164.87453342,133045.460174716,806.949729682008 1718 | 1388836800,809.32,809.71,805.66,808.89,151.27949523,122395.1517697543,809.06636807367 1719 | 1388840400,808.39,809.0,800.0,805.7,425.68893344,341889.7991364547,803.144672739404 1720 | 1388844000,806.91,813.92,800.0,813.9,796.93500616,642600.001403297,806.339282923007 1721 | 1388847600,813.76,813.99,806.01,811.62,197.26231237,160192.6897127491,812.079549246486 1722 | 1388851200,811.58,830.0,810.0,828.5,2192.66727649,1798201.25582462,820.097638663701 1723 | 1388854800,828.5,829.79,817.33,822.0,665.86382214,548298.0796496215,823.438759426008 1724 | 1388858400,822.0,829.9,819.54,822.82,729.73828842,602219.0542344153,825.253469347641 1725 | 1388862000,821.17,828.86,820.0,821.68,277.89539455,228887.9191878701,823.647759828879 1726 | 1388865600,821.68,829.0,820.75,827.0,213.41059012,176604.9330104099,827.535938638778 1727 | 1388869200,827.0,828.99,817.8,825.12,873.61486118,718501.6811651684,822.446724629526 1728 | 1388872800,825.52,828.74,823.02,828.01,283.90350679,234961.1598631106,827.609220188 1729 | 1388876400,828.01,828.79,825.1,828.79,598.94011812,496195.8780950526,828.456573676432 1730 | 1388880000,828.79,840.0,828.79,839.98,1577.50901888,1318425.5623813658,835.764199508299 1731 | 1388883600,839.97,839.99,829.11,839.9,430.74353249,360036.1864774184,835.84815399585 1732 | 1388887200,836.51,839.95,826.07,828.3,783.79262159,651348.8329471747,831.021899167475 1733 | 1388890800,829.3,838.69,826.08,838.69,345.57047754,287806.1667007039,832.843617746224 1734 | 1388894400,838.7,841.0,836.11,841.0,404.43900281,339547.074054646,839.550764628308 1735 | 1388898000,841.0,841.88,837.67,839.01,246.3340998,207089.1541240688,840.684072128892 1736 | 1388901600,839.01,840.0,833.0,839.3,294.66083254,246204.7745348248,835.553108339917 1737 | 1388905200,839.77,839.99,834.02,835.6,161.36247342,135219.1213882027,837.983693000599 1738 | 1388908800,836.85,841.9,836.85,841.27,230.69619656,193869.8498653483,840.368643940458 1739 | 1388912400,840.77,841.89,839.0,841.81,109.97008682,92503.3937378823,841.168688802553 1740 | 1388916000,841.23,841.9,839.0,839.89,176.84142217,148619.7509684567,840.412552357708 1741 | 1388919600,839.77,839.99,837.72,839.99,81.31500295,68240.5689678354,839.21252526789 1742 | 1388923200,839.99,853.5,839.49,853.5,1679.94370658,1420469.9168230153,845.546140182747 1743 | 1388926800,853.5,858.0,843.02,858.0,938.55857851,800104.2565482255,852.481959962929 1744 | 1388930400,858.0,878.36,858.0,877.98,2028.95207467,1764205.4703600246,869.515594963949 1745 | 1388934000,877.98,906.28,862.01,870.0,2881.29573752,2561325.9952246672,888.949357704342 1746 | 1388937600,869.0,919.9,867.0,906.0,2724.2485631,2444338.451440427,897.252359622769 1747 | 1388941200,905.99,907.12,881.26,895.76,1393.76001211,1244927.76236399,893.215296426321 1748 | 1388944800,898.77,909.0,895.76,908.0,775.55099707,701404.8601153949,904.395536547918 1749 | 1388948400,905.37,948.0,905.37,911.2,3116.02403457,2883205.6023979243,925.283492813559 1750 | 1388952000,911.2,930.0,910.0,923.8,983.77243239,905970.452516821,920.914657382535 1751 | 1388955600,922.8,929.0,912.0,913.0,595.64445489,547618.6344615413,919.371665371536 1752 | 1388959200,914.37,919.99,890.0,908.5,1474.75150635,1332267.1163473872,903.384136656853 1753 | 1388962800,908.9,909.0,895.0,905.0,640.21273107,576016.8073607688,899.727199110931 1754 | 1388966400,905.0,915.0,905.0,909.71,350.22629115,318760.5980203654,910.156107851544 1755 | 1388970000,909.71,918.0,903.0,910.34,288.26769108,261823.4198124908,908.264879881491 1756 | 1388973600,912.32,929.99,905.31,920.47,1043.43515588,959896.1506047627,919.938479354013 1757 | 1388977200,921.47,947.0,920.47,944.0,885.32181609,830909.5169210313,938.539525198556 1758 | 1388980800,945.9,947.98,935.0,939.81,597.42760345,564116.7489707347,944.242860077265 1759 | 1388984400,940.81,947.4,932.94,947.0,526.10045951,494425.3063589064,939.792576534536 1760 | 1388988000,946.92,976.5,942.92,969.0,1859.36966811,1783298.6689495828,959.087748678968 1761 | 1388991600,969.0,974.29,950.14,968.18,1421.88273264,1367046.348703177,961.433961691756 1762 | 1388995200,968.33,975.99,962.0,972.0,421.10201463,408509.6705903914,970.096690108043 1763 | 1388998800,971.99,993.0,968.09,990.0,1322.04889791,1301727.5781264554,984.628919689983 1764 | 1389002400,990.0,995.0,976.51,981.02,869.29115659,857246.9926696804,986.144844763443 1765 | 1389006000,981.52,984.73,956.01,968.02,1244.26161004,1205653.3520037672,968.970948131244 1766 | 1389009600,970.5,973.95,926.0,929.01,1999.63498568,1885720.5032168915,943.032361766579 1767 | 1389013200,929.02,957.78,905.55,945.0,2263.97517523,2097457.757093079,926.449097163796 1768 | 1389016800,945.18,949.49,924.98,940.0,812.68744068,761621.0860054019,937.16359805946 1769 | 1389020400,943.76,943.76,876.0,876.0,2068.40344503,1879621.8607858538,908.730772665385 1770 | 1389024000,876.01,920.0,876.01,899.02,1917.06974153,1725544.490866494,900.094792320572 1771 | 1389027600,899.02,939.0,899.02,938.0,1169.97247163,1079253.4428923174,922.460544211528 1772 | 1389031200,937.0,941.23,912.0,919.99,1163.29116923,1081373.973730166,929.581520373736 1773 | 1389034800,920.0,930.01,911.2,930.0,595.2028591,548867.405082096,922.151828894156 1774 | 1389038400,929.53,932.95,921.32,932.82,594.65400928,553103.9969434844,930.127415794566 1775 | 1389042000,932.82,944.5,920.6,927.4,804.18088291,752844.8331749671,936.163553715344 1776 | 1389045600,928.0,932.92,908.0,914.84,949.51687616,871160.384466493,917.477515501997 1777 | 1389049200,914.98,919.38,904.54,919.24,719.58223774,656337.5986811611,912.109227073931 1778 | 1389052800,915.8,924.99,912.44,924.99,294.07475243,270285.6993922322,919.10542186572 1779 | 1389056400,924.78,935.1,920.28,935.1,498.58035159,464085.0451294871,930.812944492285 1780 | 1389060000,935.1,943.0,930.0,932.61,519.05011025,487040.6145315548,938.33062533591 1781 | 1389063600,932.61,938.78,925.0,928.11,458.61674731,426777.6549730692,930.575818428607 1782 | 1389067200,928.11,934.99,922.04,927.17,220.21652303,204134.0587153045,926.969765513441 1783 | 1389070800,927.17,935.04,918.1,931.27,348.1447117,322265.2257652645,925.664572618768 1784 | 1389074400,927.54,927.54,904.67,911.98,1024.19661154,930946.5937672886,908.953010855504 1785 | 1389078000,911.98,920.02,902.01,917.0,424.05137041,386818.4386917957,912.197119697537 1786 | 1389081600,917.0,918.62,905.0,908.22,210.47831263,191426.6244000566,909.483841865293 1787 | 1389085200,908.18,915.98,902.01,911.83,275.21782491,250240.4021579548,909.244894438748 1788 | 1389088800,911.33,914.34,900.0,903.0,432.99502474,391533.0325174518,904.243721397389 1789 | 1389092400,903.0,904.98,885.27,894.06,999.13717833,890795.8585866094,891.565120292615 1790 | 1389096000,894.06,898.99,856.22,856.22,2119.11503333,1851476.2193427626,873.70255518094 1791 | 1389099600,860.0,894.0,817.72,889.98,4698.96899602,4035806.681043421,858.870676623265 1792 | 1389103200,885.7,893.0,860.04,873.5,1966.2959552,1724345.0135931494,876.950903058619 1793 | 1389106800,873.99,896.0,873.0,891.1,1310.29883281,1163291.5613681455,887.806302073406 1794 | 1389110400,896.0,897.0,865.0,880.26,1336.46225623,1183049.2073548392,885.209591097676 1795 | 1389114000,880.26,890.0,863.02,867.29,960.10945781,841826.6028271721,876.802739499485 1796 | 1389117600,867.29,871.74,843.0,847.03,2069.58987209,1765960.3335509552,853.289995938945 1797 | 1389121200,847.03,853.55,824.0,844.61,3210.54542761,2687164.852864355,836.980791411742 1798 | 1389124800,843.8,864.98,835.41,839.0,1939.02804048,1650109.6672104418,850.998352144492 1799 | 1389128400,839.0,847.0,810.02,823.0,2568.12498414,2120942.9976033443,825.872187180014 1800 | 1389132000,816.14,831.0,790.85,806.0,3884.48316565,3137830.4947324176,807.785839434152 1801 | 1389135600,806.0,824.88,785.0,785.0,2295.73966774,1847115.0836632166,804.583860103609 1802 | 1389139200,785.0,798.66,766.25,794.89,3375.87030746,2622306.434784706,776.779377154962 1803 | 1389142800,798.65,820.0,765.0,810.0,1814.99287533,1441375.465237197,794.149379222842 1804 | 1389146400,812.2,842.98,804.03,823.18,1456.18375852,1204580.1203006161,827.217109964813 1805 | 1389150000,823.18,834.0,818.5,828.0,490.85003617,404289.626257322,823.652024988954 1806 | 1389153600,827.0,829.0,804.67,807.51,666.83706706,544147.8837265294,816.013252121105 1807 | 1389157200,807.51,815.0,793.06,812.22,716.91822803,576020.1168595662,803.46697062285 1808 | 1389160800,812.22,813.98,790.39,790.51,875.61168212,705642.269738146,805.884942089477 1809 | 1389164400,790.74,811.99,787.26,807.0,800.63524975,636937.7356571801,795.540460972789 1810 | 1389168000,807.11,820.0,798.92,820.0,1639.35602158,1330830.3382875226,811.800683176115 1811 | 1389171600,820.0,839.99,819.99,827.0,2193.0273979,1816265.1743736735,828.199946846492 1812 | 1389175200,827.0,847.0,826.0,837.0,1542.63089334,1289066.0277204497,835.62829791996 1813 | 1389178800,837.0,849.79,833.0,838.99,578.69113001,487288.9379063798,842.053580288953 1814 | 1389182400,838.99,844.46,819.54,819.54,796.11831834,659241.5416985607,828.069806348831 1815 | 1389186000,819.54,829.88,815.6,828.95,649.69516312,536004.4232211427,825.009102187423 1816 | 1389189600,828.0,828.0,800.15,816.99,1142.53874956,927725.2332547822,811.985793577727 1817 | 1389193200,816.99,816.99,780.0,795.0,1841.17525789,1465079.9575782686,795.730852508445 1818 | 1389196800,792.86,807.6,791.56,804.88,1289.18447863,1031903.8202099642,800.431464476328 1819 | 1389200400,804.88,818.97,798.0,818.0,1184.45186484,962270.667836726,812.418551062615 1820 | 1389204000,818.0,832.49,818.0,819.54,874.69905171,723293.5034922771,826.905553490962 1821 | 1389207600,819.2,819.69,800.0,809.51,786.55320896,635949.1356397955,808.526528651078 1822 | 1389211200,809.51,820.0,807.03,812.61,780.91215586,636782.6006814841,815.43435571215 1823 | 1389214800,812.61,818.75,807.01,817.0,175.80434022,143024.9403120324,813.546128230123 1824 | 1389218400,818.4,820.0,813.0,813.0,333.7825393,272781.828346121,817.244152190201 1825 | 1389222000,813.0,824.26,810.18,823.45,309.23875378,253583.6338591262,820.025403541535 1826 | 1389225600,823.94,840.0,822.65,829.0,921.06313794,764837.6072355334,830.385644295923 1827 | 1389229200,824.01,834.02,817.98,818.98,690.12798848,569222.1060333812,824.80658013463 1828 | 1389232800,818.98,820.0,813.1,819.69,639.60816078,522285.9205376834,816.571695865727 1829 | 1389236400,819.7,819.99,817.03,819.7,113.00667123,92589.3336332141,819.326263002377 1830 | 1389240000,819.7,829.99,816.71,828.91,486.58588503,400445.0453481444,822.968889291673 1831 | 1389243600,828.91,834.02,824.11,830.57,298.5184734,247378.2179474258,828.686463286147 1832 | 1389247200,827.62,840.0,826.42,839.19,792.73491,660346.0868557552,832.997359553343 1833 | 1389250800,838.0,842.0,825.08,837.81,697.97241217,583245.4826455457,835.628274808502 1834 | 1389254400,837.9,845.77,837.76,842.72,358.23785301,301478.4708225336,841.559506594401 1835 | 1389258000,843.8,848.0,830.0,834.65,600.04716154,503731.7196217817,839.486880212835 1836 | 1389261600,834.65,839.0,825.07,832.02,551.34009372,458453.9984460174,831.526681385963 1837 | 1389265200,832.0,833.9,800.0,817.0,1686.1844842,1372232.5770012583,813.809277608376 1838 | 1389268800,817.02,825.0,815.0,818.0,294.53744398,241615.3802786205,820.321440336213 1839 | 1389272400,818.0,823.97,781.0,788.89,1450.15327375,1156885.069949132,797.767443545816 1840 | 1389276000,794.97,806.08,780.84,800.28,2013.3933934,1603935.0725504002,796.632728511072 1841 | 1389279600,800.28,807.05,791.0,807.0,860.03082997,688130.008496702,800.122489237632 1842 | 1389283200,806.46,820.06,805.99,809.2,957.65775318,778378.2439200087,812.793757827705 1843 | 1389286800,810.99,814.1,805.0,812.0,517.77161193,419585.0524725539,810.367047564747 1844 | 1389290400,811.43,812.0,779.78,782.81,2682.86644522,2115086.457548122,788.368150534113 1845 | 1389294000,782.81,819.0,782.0,817.0,2024.44145725,1625039.7105658813,802.710152346583 1846 | 1389297600,817.0,831.0,814.75,815.01,2821.67660779,2323736.6839308566,823.530477417417 1847 | 1389301200,815.0,837.35,815.0,837.35,1435.28539165,1188581.0006366645,828.114748154913 1848 | 1389304800,837.38,841.0,826.85,834.0,1272.39495617,1063775.6019090023,836.041982680474 1849 | 1389308400,834.99,843.89,824.76,824.76,1136.60780581,947560.7979852413,833.674371354477 1850 | 1389312000,825.5,835.0,817.06,821.6,513.25493901,423518.2570260276,825.161581187972 1851 | 1389315600,824.33,828.0,799.41,817.0,2002.60547824,1615754.584364793,806.82620811804 1852 | 1389319200,817.0,817.41,806.01,814.0,194.58836325,157988.9084430308,811.913445410158 1853 | 1389322800,813.2,818.9,812.6,815.0,144.67601385,117962.1923198196,815.35417779842 1854 | 1389326400,814.29,823.33,810.2,811.7,115.01216851,93801.1288820023,815.575691661241 1855 | 1389330000,811.7,814.94,800.1,812.3,301.44903893,243199.3522102144,806.767714614235 1856 | 1389333600,812.3,814.88,810.48,813.86,92.42788211,75032.6477831515,811.796679424656 1857 | 1389337200,813.67,815.53,807.49,815.53,255.2878177,207138.7288919211,811.39292410474 1858 | 1389340800,813.56,825.0,813.56,819.11,340.09135911,279521.4991154647,821.901208683916 1859 | 1389344400,819.11,828.28,817.1,826.14,304.27050429,250729.9137365085,824.036211862119 1860 | 1389348000,826.15,826.88,815.88,819.91,234.17011991,192014.1080825403,819.976981505318 1861 | 1389351600,819.91,823.45,817.0,820.0,213.53842899,175080.6344325182,819.902231465406 1862 | 1389355200,820.0,824.49,815.88,824.49,128.85177655,105798.652243784,821.088036785659 1863 | 1389358800,823.8,826.76,816.87,818.58,311.51088612,256044.6354395027,821.944422644894 1864 | 1389362400,818.58,827.08,814.52,827.0,433.04114995,354466.7718480935,818.552167361048 1865 | 1389366000,827.08,828.28,819.54,825.05,249.66001508,205990.979823308,825.085986465639 1866 | 1389369600,825.05,828.28,820.51,826.45,338.19817838,279305.856748768,825.864462329951 1867 | 1389373200,826.45,834.26,825.2,834.26,772.44029587,640356.1116242185,829.004021473253 1868 | 1389376800,834.26,835.0,826.0,833.87,702.18304877,583435.4284099201,830.887942156837 1869 | 1389380400,833.85,836.76,829.62,833.0,286.11633436,238616.2027292706,833.983153261837 1870 | 1389384000,833.0,834.67,825.1,833.84,501.80947927,416494.918063877,829.986150659742 1871 | 1389387600,833.84,839.49,828.16,839.49,451.54022527,376532.4352634398,833.884589215259 1872 | 1389391200,839.45,861.4,839.45,848.77,3154.27599922,2681138.4417723003,850.001218167117 1873 | 1389394800,848.77,859.26,844.27,852.61,805.16101732,685141.7672941907,850.937579634323 1874 | 1389398400,851.63,859.27,849.51,854.33,444.2254504,378912.0787599174,852.972467963574 1875 | 1389402000,855.35,874.9,855.28,872.89,1209.13750073,1048050.7248182712,866.775469444563 1876 | 1389405600,874.36,878.8,864.15,870.99,825.14941746,720148.1908305261,872.748832626349 1877 | 1389409200,868.38,871.24,858.35,867.05,380.59342029,329230.4310697924,865.044989004091 1878 | 1389412800,867.05,870.96,860.4,868.84,204.55050643,176927.6892816251,864.958451433471 1879 | 1389416400,869.03,871.9,856.5,858.82,489.04998045,421045.5137892775,860.945773685242 1880 | 1389420000,859.31,862.72,851.1,854.0,338.90438245,289919.3870593104,855.460720110586 1881 | 1389423600,855.45,867.78,852.65,860.81,160.86632429,138036.9719689236,858.084950832088 1882 | 1389427200,860.81,870.0,860.02,867.31,460.13446301,398319.4764700406,865.658863855595 1883 | 1389430800,868.31,871.72,861.55,863.7,386.21298793,335393.4829114344,868.415857035402 1884 | 1389434400,863.64,888.0,863.64,888.0,715.70734794,627680.9736567443,877.007865663782 1885 | 1389438000,887.4,909.96,878.77,901.0,2977.99499969,2663248.4646435655,894.309246630969 1886 | 1389441600,901.5,903.02,887.8,889.9,637.14471301,569882.8098684496,894.432298082189 1887 | 1389445200,889.9,897.99,887.81,888.0,449.25924017,400406.6625840543,891.25971550978 1888 | 1389448800,889.0,895.0,879.75,886.0,762.99234623,676521.4043161118,886.668664055217 1889 | 1389452400,886.0,895.16,884.0,892.99,419.29270828,372772.0409619197,889.049662921839 1890 | 1389456000,893.0,907.0,893.0,906.0,1463.23184953,1317606.8217833538,900.477133686351 1891 | 1389459600,906.99,907.7,883.0,890.51,717.01971611,639985.4680041058,892.563277724324 1892 | 1389463200,890.51,895.69,877.77,884.41,804.66793668,713167.4026383035,886.287833936541 1893 | 1389466800,884.4,889.99,875.0,885.9,734.73739645,650506.8412199676,885.359645994601 1894 | 1389470400,885.9,887.0,875.0,884.45,294.24173162,259361.8042404163,881.458258189462 1895 | 1389474000,884.5,892.97,879.0,889.0,285.5452833,253271.8101450818,886.975989300404 1896 | 1389477600,888.99,889.08,886.0,888.4,164.15946089,145702.8733137276,887.569150896275 1897 | 1389481200,888.4,896.59,879.45,896.59,806.09734962,717433.0794249974,890.007986954926 1898 | 1389484800,895.0,905.0,890.0,898.8,704.05607084,632207.7520699827,897.950856834036 1899 | 1389488400,898.69,899.99,887.63,895.39,327.30676507,292308.4987994241,893.071974045232 1900 | 1389492000,894.54,899.94,880.49,889.63,347.02409318,307368.9048662948,885.727852638934 1901 | 1389495600,888.37,889.7,881.03,883.0,88.30763174,78201.7965904136,885.561021732069 1902 | 1389499200,883.1,884.19,878.0,883.86,273.17746381,240502.2546034443,880.388342614959 1903 | 1389502800,882.0,887.79,875.11,882.0,155.64910574,137360.2072222352,882.499173825547 1904 | 1389506400,882.0,884.15,870.06,871.96,301.62964491,263519.1843136255,873.651475445175 1905 | 1389510000,872.16,877.0,865.67,875.0,412.11780731,358799.8785465934,870.624545172104 1906 | 1389513600,875.95,878.75,869.0,878.01,264.22211564,230757.179265669,873.345437821236 1907 | 1389517200,878.66,880.0,866.1,869.75,188.12184523,164842.3439342997,876.253067434893 1908 | 1389520800,870.0,873.33,861.01,863.0,686.32778638,594018.2187523965,865.502214161423 1909 | 1389524400,862.22,866.89,840.02,854.78,1201.46461459,1022627.6681215009,851.150883432775 1910 | 1389528000,853.29,858.98,826.46,835.0,1003.50880952,841265.2182198341,838.32370004029 1911 | 1389531600,834.98,845.0,826.46,837.0,1086.09594857,906949.4664076607,835.054644667251 1912 | 1389535200,837.0,859.5,833.5,854.0,1230.30992139,1043094.0540368819,847.830319744473 1913 | 1389538800,850.01,864.99,841.07,862.1,732.67875986,627086.6252227302,855.88208581692 1914 | 1389542400,864.66,866.9,852.28,865.0,375.91080415,324010.1394932503,861.933564867585 1915 | 1389546000,862.22,868.01,850.7,850.71,473.51413601,407281.3885058311,860.125089269204 1916 | 1389549600,850.71,859.0,841.71,858.97,422.3224701,358855.5069359562,849.719189345962 1917 | 1389553200,858.97,864.0,855.01,856.7,330.59054791,284272.3355217756,859.892508478996 1918 | 1389556800,856.95,859.62,848.0,855.0,397.93630718,339491.9533203972,853.131386090974 1919 | 1389560400,855.0,858.31,850.73,853.0,295.8299062,252920.6715036879,854.953019295816 1920 | 1389564000,852.12,853.0,841.52,846.76,711.41366487,601524.703319637,845.534367729016 1921 | 1389567600,846.76,850.0,841.53,844.05,179.65925878,151981.2369156314,845.941578228032 1922 | 1389571200,844.04,844.05,823.0,829.43,1264.40140036,1050296.2961485118,830.666824514329 1923 | 1389574800,829.43,842.47,829.42,836.61,430.85778867,360871.2111277911,837.564552892849 1924 | 1389578400,836.0,843.49,826.0,838.8,416.91251048,348306.6932864671,835.443131426912 1925 | 1389582000,838.8,843.6,834.62,842.25,197.96072048,165821.4642186111,837.648316375794 1926 | 1389585600,842.25,842.25,827.69,834.87,284.62898131,236693.0373191047,831.584458580884 1927 | 1389589200,833.1,834.99,815.0,815.0,816.27233315,669978.2675644899,820.777870761636 1928 | 1389592800,814.93,834.89,811.07,819.0,887.8281198,726872.1580673684,818.70819571598 1929 | 1389596400,821.0,824.75,816.25,816.6,430.62414631,353149.9702158905,820.088639343654 1930 | 1389600000,816.5,824.65,810.0,821.0,906.23791677,738209.731967807,814.587117033155 1931 | 1389603600,821.0,828.28,810.11,819.0,711.2475241,584805.0153923878,822.224324973772 1932 | 1389607200,819.0,820.0,810.0,817.37,289.4749114,235607.5048884218,813.913384579489 1933 | 1389610800,817.29,817.49,810.03,813.23,359.21186275,292224.891968117,813.516819102091 1934 | 1389614400,813.24,819.66,807.8,816.0,579.34739186,471281.8233856756,813.47017352166 1935 | 1389618000,813.19,813.19,783.11,795.0,2650.30862013,2114098.177895974,797.679999166391 1936 | 1389621600,795.0,805.0,786.0,804.99,1109.29090137,883624.4098526862,796.566895808294 1937 | 1389625200,804.99,823.89,801.97,813.89,1601.67060985,1300522.2208687342,811.978575913641 1938 | 1389628800,815.12,819.9,800.01,805.98,774.98351912,626422.4024904103,808.304160070032 1939 | 1389632400,805.98,813.11,799.25,806.0,679.14939703,546171.4098589506,804.199211907457 1940 | 1389636000,806.01,814.95,804.28,812.89,742.53433878,601778.2510858022,810.438278281565 1941 | 1389639600,812.89,813.0,804.01,804.04,367.95838489,298088.7663081299,810.11543301899 1942 | 1389643200,804.04,814.99,804.04,814.0,414.28428768,336227.1682622961,811.585614663726 1943 | 1389646800,814.0,824.0,811.83,814.96,2079.92342978,1703664.805267209,819.099771113889 1944 | 1389650400,814.96,832.77,814.3,827.9,918.11270243,759738.7197940891,827.500499430259 1945 | 1389654000,827.9,832.0,817.29,823.0,453.16979467,373617.6344081742,824.453965825864 1946 | 1389657600,823.99,827.89,812.0,817.66,518.35220562,425336.8730514936,820.555731103238 1947 | 1389661200,817.42,823.22,815.8,821.0,112.3648496,92205.7608822265,820.592571524489 1948 | 1389664800,820.99,823.2,816.91,823.2,117.36519508,96444.1396717526,821.7439557444 1949 | 1389668400,823.2,828.0,819.48,827.11,317.12727858,261618.4912139126,824.963694026452 1950 | 1389672000,827.74,830.0,819.22,828.41,773.76149337,640102.4977912676,827.260729922601 1951 | 1389675600,828.78,833.98,828.78,833.97,337.04598741,280285.0582147079,831.592924065151 1952 | 1389679200,833.97,834.99,820.0,826.34,665.45353631,551440.5203665738,828.668705292876 1953 | 1389682800,825.76,834.99,824.0,831.47,347.79941918,288381.9887305742,829.161789316633 1954 | 1389686400,831.47,837.0,826.18,832.95,424.56763393,354385.3384969468,834.697019215967 1955 | 1389690000,833.2,833.2,825.01,826.5,168.24211016,139388.990549345,828.50239108856 1956 | 1389693600,826.6,828.56,815.31,823.09,424.95002291,349477.8533285607,822.397539680981 1957 | 1389697200,823.09,826.28,818.2,821.0,307.27551716,252893.0432023712,823.017224215388 1958 | 1389700800,821.0,821.0,804.55,808.0,630.43043818,513598.8586960465,814.679665814937 1959 | --------------------------------------------------------------------------------