├── acc.png ├── Slide1.PNG ├── prediction.png ├── RANSACRegressor.png ├── TheilSenRegressor-98.2.png ├── STATISTICAL ARBITRAGE MODEL.pptx ├── 20Microns.py ├── LICENSE ├── .gitignore ├── README.md ├── regression-model.py └── 20microns.csv /acc.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HarshaDannina/Statistical-Arbitrage-Model/HEAD/acc.png -------------------------------------------------------------------------------- /Slide1.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HarshaDannina/Statistical-Arbitrage-Model/HEAD/Slide1.PNG -------------------------------------------------------------------------------- /prediction.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HarshaDannina/Statistical-Arbitrage-Model/HEAD/prediction.png -------------------------------------------------------------------------------- /RANSACRegressor.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HarshaDannina/Statistical-Arbitrage-Model/HEAD/RANSACRegressor.png -------------------------------------------------------------------------------- /TheilSenRegressor-98.2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HarshaDannina/Statistical-Arbitrage-Model/HEAD/TheilSenRegressor-98.2.png -------------------------------------------------------------------------------- /STATISTICAL ARBITRAGE MODEL.pptx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/HarshaDannina/Statistical-Arbitrage-Model/HEAD/STATISTICAL ARBITRAGE MODEL.pptx -------------------------------------------------------------------------------- /20Microns.py: -------------------------------------------------------------------------------- 1 | import pandas as pd 2 | import numpy as np 3 | from datetime import datetime 4 | 5 | df = pd.read_csv('nse_data.csv') 6 | 7 | data = [] 8 | 9 | for index, rows in df.iterrows(): 10 | if rows[0] == '20MICRONS': 11 | data.append(list(rows)) 12 | 13 | stocks = pd.DataFrame(data, columns = df.columns) 14 | 15 | stocks.to_csv('20microns.csv', sep=',') 16 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2018 Harsha Manoj 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /.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 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Statistical-Arbitrage-Model 2 | Machine learning model to predict stock data for a year 3 | 4 | ![alt text](https://cdn-images-1.medium.com/max/800/1*w_gWr6Q1sACAMzxhLnDFvg.png "Statistical Arbitrage Model") 5 | 6 | 7 | **Statistical Arbitrage**: For a family of stocks, generally belonging to the same sector or industry, 8 | there exists a correlation between prices of each of the stocks. 9 | There, though, exist anomalous times when for a small period of time, the correlation is broken. 10 | But the market self corrects in some time and the correlation is re-established. 11 | During this small window of time when correlation is anomalous, there exists a money-making opportunity for quantitative traders. 12 | 13 | ![alt text](https://cdn-images-1.medium.com/max/800/1*IPP7m_tu5VwSLAr2XIwaiA.jpeg "You Need an Algorithm, Not a Data Scientist 14 | ") 15 | 16 | First, you have many types of data The stock market is like candy-land for any data scientists who are even remotely interested in finance. 17 | Hat you can choose from. 18 | You can find prices, fundamentals, global macroeconomic indicators, volatility indices, etc… the list goes on and on. 19 | Second, the data can be very granular. 20 | You can easily get time series data by day (or even minute) for each company, 21 | which allows you think creatively about trading strategies. Finally, the financial markets generally have short feedback cycles. 22 | Therefore, you can quickly validate your predictions on new data. Here is the equity data of stocks listed on NSE over 2016 and 2017. 23 | 24 | **Dataset (https://drive.google.com/file/d/1kyNXxSM-_MSW4kSUJ90HlPQaxPCVti5L/view)** 25 | 26 | From the data we extracted "20MICRONS" data and stored in csv file. The code for ectraction is in [20Micron.py](https://github.com/HarshaManoj/Statistical-Arbitrage-Model/blob/master/20Microns.py) 27 | 28 | After then the project guide is available in [PPT](https://github.com/HarshaManoj/Statistical-Arbitrage-Model/blob/master/STATISTICAL%20ARBITRAGE%20MODEL.pptx) 29 | 30 | I did time series analysis to seperate 2016 & 2017 reports as Training and Testing data respectively. 31 | 32 | Then did regression with **TheilSenRegressor**. 33 | 34 | The prediction graph over 2017 is plotted with an accuracy of 98.2% 35 | 36 | ![alt text](https://github.com/HarshaManoj/Statistical-Arbitrage-Model/blob/master/TheilSenRegressor-98.2.png "Prediction plot") 37 | 38 | Here is the detailed blog in Medium 39 | https://medium.com/@harshamanoj/statistical-arbitrage-model-256d1bc9b801 40 | -------------------------------------------------------------------------------- /regression-model.py: -------------------------------------------------------------------------------- 1 | # -*- coding: utf-8 -*- 2 | """ 3 | Created on Thu Dec 20 20:49:06 2018 4 | 5 | @author: HARSHA 6 | """ 7 | 8 | import pandas as pd 9 | import numpy as np 10 | 11 | from datetime import datetime 12 | #to plot within notebook 13 | import matplotlib.pyplot as plt 14 | from matplotlib import style 15 | style.use('ggplot') 16 | ##%matplotlib inline 17 | 18 | #setting figure size 19 | from matplotlib.pylab import rcParams 20 | rcParams['figure.figsize'] = 20,10 21 | 22 | #for normalizing data 23 | from sklearn.preprocessing import MinMaxScaler 24 | scaler = MinMaxScaler(feature_range=(0, 1)) 25 | from sklearn.feature_extraction import DictVectorizer 26 | from sklearn.model_selection import train_test_split 27 | 28 | from sklearn.linear_model import TheilSenRegressor, LinearRegression, RANSACRegressor 29 | 30 | 31 | from sklearn.metrics import recall_score, precision_score 32 | from mlxtend.plotting import plot_decision_regions 33 | 34 | #Reading Data 35 | stocks = pd.read_csv('20microns.csv') 36 | print(stocks.head()) 37 | 38 | #Time Series Analysis 39 | start16 = datetime(2016, 1, 1) 40 | end16 = datetime(2016, 12, 31) 41 | stamp16 = pd.date_range(start16, end16) 42 | 43 | start17 = datetime(2017, 1, 1) 44 | end17 = datetime(2017, 12, 31) 45 | stamp17 = pd.date_range(start17, end17) 46 | 47 | stocks['Date'] = pd.to_datetime(stocks.TIMESTAMP,format='%Y-%m-%d') 48 | stocks.index = stocks['Date'] 49 | 50 | #New Dataset 51 | stocks = stocks[['OPEN', 'HIGH', 'LOW', 'CLOSE', 'TOTTRDQTY', 'Date', 'PREVCLOSE', 'TOTTRDVAL', 'TOTALTRADES']] 52 | stocks['HL_PCT'] = (stocks['HIGH'] - stocks['LOW']) / stocks['LOW'] * 100.0 53 | stocks.index = stocks['Date'] 54 | 55 | #Seperating Train and test data 56 | train = [] 57 | test = [] 58 | for index, rows in stocks.iterrows(): 59 | if index in stamp16: 60 | train.append(list(rows)) 61 | if index in stamp17: 62 | test.append(list(rows)) 63 | 64 | train = pd.DataFrame(train, columns = stocks.columns) 65 | test = pd.DataFrame(test, columns = stocks.columns) 66 | 67 | 68 | #print(train.head()) 69 | #print(test.head()) 70 | 71 | 72 | #Pre-Processing Train Data 73 | X_train = train[['HIGH', 'LOW', 'OPEN', 'TOTTRDQTY', 'TOTTRDVAL', 'TOTALTRADES']] 74 | x_train = X_train.to_dict(orient='records') 75 | vec = DictVectorizer() 76 | X = vec.fit_transform(x_train).toarray() 77 | Y = np.asarray(train.CLOSE) 78 | Y = Y.astype('int') 79 | 80 | #Pre-Processing Test data 81 | X_test = test[['HIGH', 'LOW', 'OPEN', 'TOTTRDQTY', 'TOTTRDVAL', 'TOTALTRADES']] 82 | x_test = X_test.to_dict(orient='records') 83 | vec = DictVectorizer() 84 | x = vec.fit_transform(x_test).toarray() 85 | y = np.asarray(test.CLOSE) 86 | y = y.astype('int') 87 | 88 | 89 | 90 | #Classifier 91 | clf = TheilSenRegressor() 92 | clf.fit(X, Y) 93 | print("Accuracy of this Statistical Arbitrage model is: ",clf.score(x,y)) 94 | predict = clf.predict(x) 95 | 96 | test['predict'] = predict 97 | 98 | #Ploting 99 | train.index = train.Date 100 | test.index = test.Date 101 | train['CLOSE'].plot() 102 | test['CLOSE'].plot() 103 | test['predict'].plot() 104 | plt.legend(loc='best') 105 | plt.xlabel('Date') 106 | plt.ylabel('Price') 107 | plt.show() 108 | 109 | 110 | 111 | -------------------------------------------------------------------------------- /20microns.csv: -------------------------------------------------------------------------------- 1 | ,SYMBOL,SERIES,OPEN,HIGH,LOW,CLOSE,LAST,PREVCLOSE,TOTTRDQTY,TOTTRDVAL,TIMESTAMP,TOTALTRADES,ISIN 2 | 0,20MICRONS,EQ,37.8,37.8,36.15,36.85,37.4,37.05,27130,994657.9,2017-06-28,202,INE144J01027 3 | 1,20MICRONS,EQ,52.9,61.7,52.9,59.4,59.65,52.8,2489935,148126511.65,2017-11-28,14196,INE144J01027 4 | 2,20MICRONS,EQ,36.15,36.3,35.6,36.05,36.0,35.65,40594,1461975.35,2017-02-28,193,INE144J01027 5 | 3,20MICRONS,EQ,44.35,44.8,43.55,43.9,43.6,44.8,90170,3984351.95,2017-04-28,597,INE144J01027 6 | 4,20MICRONS,EQ,36.0,36.75,34.2,34.9,34.9,35.4,77310,2709787.95,2017-03-20,413,INE144J01027 7 | 5,20MICRONS,EQ,40.8,41.8,40.7,41.55,41.65,40.3,153277,6340591.3,2017-01-23,1008,INE144J01027 8 | 6,20MICRONS,EQ,43.2,43.4,40.95,41.2,41.0,42.65,75641,3161353.75,2017-05-12,518,INE144J01027 9 | 7,20MICRONS,EQ,35.25,35.6,35.0,35.1,35.1,35.15,49925,1757305.85,2017-03-28,185,INE144J01027 10 | 8,20MICRONS,EQ,43.1,44.5,42.9,43.25,43.05,42.95,157311,6899809.5,2017-04-20,917,INE144J01027 11 | 9,20MICRONS,EQ,35.0,35.0,34.1,34.5,34.75,34.6,13743,473999.3,2017-08-16,177,INE144J01027 12 | 10,20MICRONS,EQ,38.8,38.8,36.7,37.1,37.25,37.65,33772,1256760.7,2017-08-03,291,INE144J01027 13 | 11,20MICRONS,EQ,36.6,37.05,36.2,36.65,36.7,36.75,46760,1722162.5,2017-02-20,266,INE144J01027 14 | 12,20MICRONS,EQ,38.35,39.6,38.35,38.95,39.0,39.1,57024,2226077.75,2017-06-20,204,INE144J01027 15 | 13,20MICRONS,EQ,49.55,51.6,49.45,50.85,50.6,49.55,165285,8399868.2,2017-11-20,979,INE144J01027 16 | 14,20MICRONS,EQ,51.25,54.5,50.8,52.7,52.8,50.8,391186,20758360.2,2017-10-30,2880,INE144J01027 17 | 15,20MICRONS,EQ,45.15,46.75,43.5,45.9,45.5,44.2,317453,14369946.8,2017-10-25,1598,INE144J01027 18 | 16,20MICRONS,EQ,42.75,43.9,40.35,41.8,41.95,42.35,286890,12120066.4,2017-07-12,1224,INE144J01027 19 | 17,20MICRONS,EQ,39.05,39.65,38.9,39.05,39.0,39.0,20661,810041.65,2017-07-07,125,INE144J01027 20 | 18,20MICRONS,EQ,42.4,42.8,42.0,42.5,42.4,42.2,58298,2475191.9,2017-05-08,298,INE144J01027 21 | 19,20MICRONS,EQ,38.25,39.95,38.25,38.75,38.9,38.9,67161,2613650.15,2017-01-31,686,INE144J01027 22 | 20,20MICRONS,EQ,41.7,41.7,40.3,41.05,41.1,41.55,94420,3881057.0,2017-01-24,686,INE144J01027 23 | 21,20MICRONS,EQ,35.6,35.7,34.85,35.15,35.05,35.15,68453,2408132.35,2017-03-27,209,INE144J01027 24 | 22,20MICRONS,EQ,37.8,38.3,37.1,38.05,38.3,37.75,55965,2110223.9,2017-09-11,247,INE144J01027 25 | 23,20MICRONS,EQ,39.85,40.8,38.8,39.75,40.0,39.15,122248,4874045.85,2017-09-04,777,INE144J01027 26 | 24,20MICRONS,EQ,45.8,45.85,44.5,44.8,44.95,45.55,132748,5964154.05,2017-04-27,638,INE144J01027 27 | 25,20MICRONS,EQ,40.35,43.65,39.4,41.5,41.95,39.9,295617,12389641.25,2017-09-19,1701,INE144J01027 28 | 26,20MICRONS,EQ,41.75,42.35,40.7,41.7,41.8,41.2,40124,1676372.4,2017-05-15,303,INE144J01027 29 | 27,20MICRONS,EQ,52.25,54.2,51.65,52.8,52.7,51.9,305096,16232953.35,2017-11-27,1961,INE144J01027 30 | 28,20MICRONS,EQ,39.5,39.5,37.0,37.05,37.15,38.35,23486,877628.05,2017-06-27,206,INE144J01027 31 | 29,20MICRONS,EQ,35.9,36.4,35.55,35.65,35.55,35.9,37521,1343830.25,2017-02-27,170,INE144J01027 32 | 30,20MICRONS,EQ,37.45,37.9,36.5,36.7,36.6,37.1,37521,1387816.15,2017-08-04,290,INE144J01027 33 | 31,20MICRONS,EQ,34.2,34.9,33.1,33.85,34.45,34.95,41502,1404269.55,2017-08-11,244,INE144J01027 34 | 32,20MICRONS,EQ,60.3,61.7,58.8,59.1,59.4,59.95,348234,20992081.3,2017-12-22,1901,INE144J01027 35 | 33,20MICRONS,EQ,47.9,47.9,45.15,45.55,45.3,46.2,152666,7041051.2,2017-04-26,860,INE144J01027 36 | 34,20MICRONS,EQ,38.65,40.5,38.1,39.9,39.8,38.65,94583,3759199.4,2017-09-18,696,INE144J01027 37 | 35,20MICRONS,EQ,36.6,36.65,34.85,34.95,35.2,36.0,53280,1872399.8,2017-08-10,269,INE144J01027 38 | 36,20MICRONS,EQ,38.9,39.4,38.9,39.0,39.0,39.0,35721,1396921.75,2017-07-06,138,INE144J01027 39 | 37,20MICRONS,EQ,42.25,42.85,40.5,41.1,40.65,41.8,186308,7713499.25,2017-07-13,1018,INE144J01027 40 | 38,20MICRONS,EQ,42.6,44.8,42.0,44.2,44.3,41.8,273645,11915183.95,2017-10-24,1263,INE144J01027 41 | 39,20MICRONS,EQ,53.2,54.4,50.35,51.4,51.35,52.7,228471,11851587.35,2017-10-31,1937,INE144J01027 42 | 40,20MICRONS,EQ,34.8,34.95,34.1,34.3,34.35,34.55,21606,743666.45,2017-08-18,176,INE144J01027 43 | 41,20MICRONS,EQ,39.75,40.5,37.95,38.75,38.45,39.75,101846,3975484.25,2017-09-05,718,INE144J01027 44 | 42,20MICRONS,EQ,41.25,41.65,40.0,40.25,40.3,41.05,159913,6518319.5,2017-01-25,959,INE144J01027 45 | 43,20MICRONS,EQ,39.85,40.55,37.05,38.9,39.25,40.2,73281,2893031.7,2017-01-30,664,INE144J01027 46 | 44,20MICRONS,EQ,42.7,43.95,42.45,42.85,43.5,42.5,56144,2420433.85,2017-05-09,473,INE144J01027 47 | 45,20MICRONS,EQ,43.7,44.9,43.25,43.8,43.65,43.25,127717,5611369.65,2017-04-21,876,INE144J01027 48 | 46,20MICRONS,EQ,36.1,36.1,34.5,34.8,34.8,35.1,58623,2045949.3,2017-03-29,303,INE144J01027 49 | 47,20MICRONS,EQ,39.5,41.45,38.8,39.25,39.5,38.95,22209,871479.8,2017-06-21,192,INE144J01027 50 | 48,20MICRONS,EQ,51.2,54.0,51.2,52.2,52.5,50.85,474808,25071944.95,2017-11-21,2506,INE144J01027 51 | 49,20MICRONS,EQ,37.0,37.3,36.5,36.65,36.65,36.65,50146,1848288.7,2017-02-21,298,INE144J01027 52 | 50,20MICRONS,EQ,39.0,39.1,37.3,37.65,37.55,38.5,32154,1221595.95,2017-08-02,345,INE144J01027 53 | 51,20MICRONS,EQ,35.3,35.3,34.3,34.55,34.65,34.5,26384,917716.5,2017-08-17,212,INE144J01027 54 | 52,20MICRONS,EQ,40.5,42.4,40.5,41.8,41.7,41.35,52451,2180952.65,2017-10-23,420,INE144J01027 55 | 53,20MICRONS,EQ,41.4,41.4,39.5,39.75,39.65,41.1,128698,5156707.95,2017-07-14,478,INE144J01027 56 | 54,20MICRONS,EQ,37.8,38.7,37.2,38.05,38.2,36.85,29271,1112195.0,2017-06-29,193,INE144J01027 57 | 55,20MICRONS,EQ,60.5,63.6,59.0,59.6,59.25,59.4,1002540,61616022.35,2017-11-29,6219,INE144J01027 58 | 56,20MICRONS,EQ,35.75,35.75,34.5,34.65,34.6,34.9,18571,646155.9,2017-03-21,232,INE144J01027 59 | 57,20MICRONS,EQ,59.55,63.8,58.5,62.7,62.6,59.1,1190872,74353498.75,2017-12-26,7357,INE144J01027 60 | 58,20MICRONS,EQ,36.4,36.55,35.75,35.9,36.2,36.55,53842,1938918.75,2017-02-23,305,INE144J01027 61 | 59,20MICRONS,EQ,51.95,54.7,50.1,52.05,52.3,52.1,632798,33202946.55,2017-11-23,4753,INE144J01027 62 | 60,20MICRONS,EQ,39.4,39.9,38.2,38.35,38.25,39.0,41131,1585478.1,2017-06-23,203,INE144J01027 63 | 61,20MICRONS,EQ,43.6,45.6,42.65,43.7,43.5,43.0,119735,5319945.85,2017-05-04,855,INE144J01027 64 | 62,20MICRONS,EQ,43.6,43.6,42.5,42.65,42.7,43.0,48737,2088075.65,2017-05-11,340,INE144J01027 65 | 63,20MICRONS,EQ,37.85,38.8,37.5,37.75,37.6,38.25,23551,895612.6,2017-09-08,229,INE144J01027 66 | 64,20MICRONS,EQ,38.2,39.3,37.7,38.65,38.7,37.3,88564,3430424.15,2017-09-15,669,INE144J01027 67 | 65,20MICRONS,EQ,40.9,41.95,40.05,40.1,40.1,40.55,48066,1959760.8,2017-05-19,400,INE144J01027 68 | 66,20MICRONS,EQ,41.65,42.1,39.8,40.3,40.5,41.45,248164,10224326.95,2017-01-20,1485,INE144J01027 69 | 67,20MICRONS,EQ,34.6,35.2,34.2,34.4,34.4,34.15,28657,986906.65,2017-03-23,148,INE144J01027 70 | 68,20MICRONS,EQ,38.3,38.85,37.7,38.0,38.0,37.85,50183,1913929.7,2017-07-03,250,INE144J01027 71 | 69,20MICRONS,EQ,36.9,37.0,35.75,35.8,36.0,36.75,59820,2155979.65,2017-08-08,412,INE144J01027 72 | 70,20MICRONS,EQ,39.9,40.5,39.8,40.0,40.0,39.85,54825,2193241.6,2017-07-19,209,INE144J01027 73 | 71,20MICRONS,EQ,52.15,53.45,51.35,51.9,52.0,52.05,194310,10156060.85,2017-11-24,1547,INE144J01027 74 | 72,20MICRONS,EQ,59.3,61.9,58.05,59.95,59.8,58.85,436933,26421940.25,2017-12-21,2562,INE144J01027 75 | 73,20MICRONS,EQ,37.5,37.5,36.3,36.75,36.6,36.7,26569,974510.95,2017-08-07,232,INE144J01027 76 | 74,20MICRONS,EQ,43.8,49.4,43.8,47.0,47.15,43.8,1078221,51086147.3,2017-04-24,5663,INE144J01027 77 | 75,20MICRONS,EQ,41.3,42.3,41.1,41.7,41.85,41.7,34221,1424982.85,2017-05-16,354,INE144J01027 78 | 76,20MICRONS,EQ,43.8,43.8,42.9,43.0,42.95,43.25,64815,2802770.9,2017-05-03,398,INE144J01027 79 | 77,20MICRONS,EQ,35.7,35.7,34.7,35.0,35.0,34.8,30074,1054553.65,2017-03-31,197,INE144J01027 80 | 78,20MICRONS,EQ,34.7,36.0,34.0,35.15,35.15,34.4,67340,2360817.95,2017-03-24,344,INE144J01027 81 | 79,20MICRONS,EQ,40.3,41.4,39.9,40.2,40.2,40.25,152739,6189407.55,2017-01-27,979,INE144J01027 82 | 80,20MICRONS,EQ,39.0,39.6,38.1,38.25,38.1,38.5,38035,1464561.5,2017-09-07,219,INE144J01027 83 | 81,20MICRONS,EQ,38.3,39.4,38.3,38.5,38.45,38.05,29735,1154475.1,2017-09-12,236,INE144J01027 84 | 82,20MICRONS,EQ,47.0,54.55,45.3,52.55,52.2,45.9,1951557,98839724.65,2017-10-26,9914,INE144J01027 85 | 83,20MICRONS,EQ,38.75,38.75,37.8,38.5,38.6,38.0,21754,835085.6,2017-07-04,145,INE144J01027 86 | 84,20MICRONS,EQ,41.0,44.8,39.65,42.35,42.4,40.75,692253,30074470.65,2017-07-11,3843,INE144J01027 87 | 85,20MICRONS,EQ,38.65,38.8,37.4,37.55,37.6,38.5,24758,940543.2,2017-09-13,269,INE144J01027 88 | 86,20MICRONS,EQ,38.0,39.0,37.6,38.5,38.8,38.75,30659,1177642.2,2017-09-06,211,INE144J01027 89 | 87,20MICRONS,EQ,34.65,35.35,34.65,34.8,34.75,34.8,24653,862871.2,2017-03-30,142,INE144J01027 90 | 88,20MICRONS,EQ,40.3,41.2,39.2,40.75,40.6,39.05,22313,906211.0,2017-07-10,128,INE144J01027 91 | 89,20MICRONS,EQ,40.0,40.0,37.2,39.0,39.0,38.5,61653,2400185.25,2017-07-05,341,INE144J01027 92 | 90,20MICRONS,EQ,53.5,56.8,50.3,50.8,51.45,52.55,1169267,63004897.5,2017-10-27,7051,INE144J01027 93 | 91,20MICRONS,EQ,59.9,61.8,59.0,59.6,59.6,59.75,190557,11466110.9,2017-12-28,1543,INE144J01027 94 | 92,20MICRONS,EQ,56.95,60.85,56.05,58.85,58.9,56.8,536063,31637654.75,2017-12-20,3322,INE144J01027 95 | 93,20MICRONS,EQ,38.7,38.7,37.5,37.85,37.5,38.05,19037,727069.6,2017-06-30,184,INE144J01027 96 | 94,20MICRONS,EQ,59.45,59.45,57.45,58.3,58.3,59.6,300002,17508560.05,2017-11-30,1995,INE144J01027 97 | 95,20MICRONS,EQ,39.75,41.35,39.45,39.85,39.9,39.7,77457,3129837.25,2017-07-18,522,INE144J01027 98 | 96,20MICRONS,EQ,44.0,45.0,43.0,43.25,43.45,43.9,93115,4093045.5,2017-05-02,509,INE144J01027 99 | 97,20MICRONS,EQ,41.4,43.0,40.2,40.4,40.4,41.7,102596,4238060.8,2017-05-17,654,INE144J01027 100 | 98,20MICRONS,EQ,47.2,48.0,45.6,46.2,46.3,47.0,251727,11746040.65,2017-04-25,1453,INE144J01027 101 | 99,20MICRONS,EQ,34.4,34.75,34.05,34.15,34.3,34.65,51479,1764855.5,2017-03-22,276,INE144J01027 102 | 100,20MICRONS,EQ,40.0,41.5,40.0,40.55,40.4,40.4,65370,2651044.75,2017-05-18,423,INE144J01027 103 | 101,20MICRONS,EQ,37.8,39.75,37.4,39.15,39.1,37.45,73499,2859610.55,2017-09-01,505,INE144J01027 104 | 102,20MICRONS,EQ,38.1,38.1,37.1,37.3,37.65,37.55,21125,793234.05,2017-09-14,228,INE144J01027 105 | 103,20MICRONS,EQ,36.4,36.4,35.4,36.0,36.0,35.8,32370,1159628.2,2017-08-09,234,INE144J01027 106 | 104,20MICRONS,EQ,40.5,40.6,39.5,39.7,39.5,39.75,97933,3906777.7,2017-07-17,232,INE144J01027 107 | 105,20MICRONS,EQ,52.95,59.4,50.55,52.1,51.9,52.2,2699921,148882878.1,2017-11-22,17244,INE144J01027 108 | 106,20MICRONS,EQ,39.1,39.25,38.5,39.0,39.1,39.25,16643,650288.4,2017-06-22,108,INE144J01027 109 | 107,20MICRONS,EQ,36.4,37.05,36.2,36.55,36.45,36.65,63675,2338166.85,2017-02-22,301,INE144J01027 110 | 108,20MICRONS,EQ,63.0,63.5,59.25,59.75,59.8,62.7,425550,26036370.2,2017-12-27,2392,INE144J01027 111 | 109,20MICRONS,EQ,37.85,37.85,34.1,34.6,34.45,33.85,42264,1481771.15,2017-08-14,192,INE144J01027 112 | 110,20MICRONS,EQ,38.95,40.0,38.4,38.5,38.55,38.55,37744,1460387.65,2017-08-01,184,INE144J01027 113 | 111,20MICRONS,EQ,43.2,43.8,42.5,43.0,43.4,42.85,41165,1774858.8,2017-05-10,343,INE144J01027 114 | 112,20MICRONS,EQ,43.8,43.8,42.05,42.2,42.3,43.7,106732,4552933.4,2017-05-05,684,INE144J01027 115 | 113,20MICRONS,EQ,36.4,36.75,35.9,36.0,36.0,36.7,70179,2535566.4,2017-03-03,305,INE144J01027 116 | 114,20MICRONS,EQ,35.65,36.0,35.5,35.9,36.0,35.65,65785,2346045.85,2017-03-16,337,INE144J01027 117 | 115,20MICRONS,EQ,42.0,43.55,41.5,41.8,41.6,41.5,153040,6520478.95,2017-09-20,1032,INE144J01027 118 | 116,20MICRONS,EQ,34.4,34.45,33.85,34.25,34.45,34.0,20015,685114.1,2017-08-28,185,INE144J01027 119 | 117,20MICRONS,EQ,43.95,45.4,42.5,42.65,42.65,43.8,159015,6977035.3,2017-10-09,825,INE144J01027 120 | 118,20MICRONS,EQ,54.45,55.0,53.1,53.6,53.55,54.55,172668,9388203.95,2017-12-06,1336,INE144J01027 121 | 119,20MICRONS,EQ,53.9,58.9,53.0,55.65,55.4,54.1,412905,23291333.55,2017-12-13,3739,INE144J01027 122 | 120,20MICRONS,EQ,48.85,50.25,48.5,48.6,48.85,50.15,150953,7392071.6,2017-11-03,1035,INE144J01027 123 | 121,20MICRONS,EQ,49.25,50.8,49.25,49.9,50.1,49.1,125047,6272430.9,2017-11-16,724,INE144J01027 124 | 122,20MICRONS,EQ,39.6,40.5,38.65,39.15,38.9,40.0,65494,2588211.5,2017-06-16,456,INE144J01027 125 | 123,20MICRONS,EQ,36.9,36.9,35.9,36.6,36.5,36.05,28489,1038133.5,2017-02-16,204,INE144J01027 126 | 124,20MICRONS,EQ,41.55,41.75,39.2,40.5,40.2,40.35,128152,5212183.35,2017-02-03,846,INE144J01027 127 | 125,20MICRONS,EQ,35.2,38.0,34.75,37.65,37.95,35.0,153831,5695928.1,2017-04-03,748,INE144J01027 128 | 126,20MICRONS,EQ,36.6,38.45,36.6,37.45,37.15,37.25,60916,2285757.7,2017-09-28,363,INE144J01027 129 | 127,20MICRONS,EQ,39.2,39.95,38.0,38.45,38.4,39.7,57709,2258850.1,2017-05-24,459,INE144J01027 130 | 128,20MICRONS,EQ,36.4,37.8,36.05,37.25,37.2,36.45,40783,1516429.15,2017-05-31,319,INE144J01027 131 | 129,20MICRONS,EQ,38.25,39.8,37.1,37.25,37.4,38.75,91841,3504750.5,2017-09-27,664,INE144J01027 132 | 130,20MICRONS,EQ,43.5,43.75,42.5,42.95,43.25,43.3,130694,5632036.55,2017-04-19,798,INE144J01027 133 | 131,20MICRONS,EQ,37.5,38.1,35.8,36.15,36.25,37.25,69760,2553251.65,2017-01-12,953,INE144J01027 134 | 132,20MICRONS,EQ,44.2,45.25,42.7,43.8,44.0,43.3,258650,11467591.65,2017-10-06,1611,INE144J01027 135 | 133,20MICRONS,EQ,41.8,42.25,40.1,40.8,40.3,41.25,57168,2363140.25,2017-10-13,383,INE144J01027 136 | 134,20MICRONS,EQ,39.2,40.2,38.65,39.1,39.05,39.15,38282,1497611.55,2017-06-19,279,INE144J01027 137 | 135,20MICRONS,EQ,39.7,40.0,38.75,39.1,39.0,39.7,60438,2370483.15,2017-07-24,339,INE144J01027 138 | 136,20MICRONS,EQ,39.25,39.4,38.4,38.55,38.7,38.9,58814,2270896.45,2017-07-31,330,INE144J01027 139 | 137,20MICRONS,EQ,56.0,56.5,54.0,54.45,54.2,55.65,145890,8007162.25,2017-12-14,1336,INE144J01027 140 | 138,20MICRONS,EQ,59.0,61.75,57.0,57.7,58.0,58.3,341033,20320653.6,2017-12-01,2506,INE144J01027 141 | 139,20MICRONS,EQ,40.2,40.3,38.5,39.7,39.55,40.05,58927,2322940.55,2017-05-23,375,INE144J01027 142 | 140,20MICRONS,EQ,40.3,40.5,38.9,40.15,40.3,39.5,130722,5190843.3,2017-04-11,549,INE144J01027 143 | 141,20MICRONS,EQ,55.9,58.5,55.1,56.5,56.15,54.45,204240,11592736.45,2017-12-15,1475,INE144J01027 144 | 142,20MICRONS,EQ,38.95,39.5,38.1,38.2,38.2,38.4,23924,927953.7,2017-06-05,203,INE144J01027 145 | 143,20MICRONS,EQ,46.25,51.3,46.15,48.05,48.0,46.65,200758,9834140.7,2017-11-10,1518,INE144J01027 146 | 144,20MICRONS,EQ,39.0,39.0,37.1,38.0,38.2,39.25,159597,6051827.7,2017-02-10,1010,INE144J01027 147 | 145,20MICRONS,EQ,40.85,41.0,39.2,39.5,39.4,40.45,75535,2998083.65,2017-04-10,349,INE144J01027 148 | 146,20MICRONS,EQ,38.3,39.7,38.0,39.0,39.0,37.65,143253,5577091.0,2017-04-05,868,INE144J01027 149 | 147,20MICRONS,EQ,39.5,41.25,39.5,40.05,40.0,40.1,39623,1599070.1,2017-05-22,268,INE144J01027 150 | 148,20MICRONS,EQ,36.85,36.85,35.55,35.75,35.7,36.05,53423,1916318.85,2017-03-10,185,INE144J01027 151 | 149,20MICRONS,EQ,36.5,37.0,35.0,36.25,37.0,36.15,74227,2655919.0,2017-01-13,522,INE144J01027 152 | 150,20MICRONS,EQ,36.2,36.2,34.1,34.45,34.7,35.55,36359,1269375.4,2017-01-06,232,INE144J01027 153 | 151,20MICRONS,EQ,39.0,39.7,38.1,38.75,38.85,38.75,63596,2476963.55,2017-09-26,381,INE144J01027 154 | 152,20MICRONS,EQ,45.0,45.9,42.9,43.3,43.5,44.65,323559,14347056.65,2017-04-18,1877,INE144J01027 155 | 153,20MICRONS,EQ,39.25,39.8,39.0,39.0,39.0,39.1,36545,1430328.5,2017-07-25,245,INE144J01027 156 | 154,20MICRONS,EQ,56.4,57.0,54.1,54.65,54.45,55.9,196209,10897689.8,2017-12-08,1847,INE144J01027 157 | 155,20MICRONS,EQ,41.25,41.95,41.05,41.25,41.15,40.85,55147,2287620.8,2017-10-12,371,INE144J01027 158 | 156,20MICRONS,EQ,40.7,41.25,39.5,40.35,40.1,39.7,78213,3168389.6,2017-02-02,776,INE144J01027 159 | 157,20MICRONS,EQ,36.8,37.95,36.05,36.75,36.85,36.6,43004,1579104.85,2017-02-17,461,INE144J01027 160 | 158,20MICRONS,EQ,50.5,51.2,49.2,49.55,49.45,49.9,103411,5174142.3,2017-11-17,640,INE144J01027 161 | 159,20MICRONS,EQ,51.7,52.1,49.75,50.15,49.9,51.35,118258,5990378.55,2017-11-02,878,INE144J01027 162 | 160,20MICRONS,EQ,38.75,38.75,38.0,38.4,38.7,38.15,24553,939806.4,2017-06-02,160,INE144J01027 163 | 161,20MICRONS,EQ,55.0,55.4,53.7,54.1,54.0,54.9,58811,3200139.7,2017-12-12,595,INE144J01027 164 | 162,20MICRONS,EQ,53.05,57.95,53.05,55.9,55.75,53.6,342836,19160794.95,2017-12-07,3208,INE144J01027 165 | 163,20MICRONS,EQ,34.3,34.85,33.8,33.9,34.1,34.3,22543,770929.05,2017-08-21,242,INE144J01027 166 | 164,20MICRONS,EQ,36.7,37.75,36.3,36.45,36.6,37.3,26736,983720.7,2017-05-30,277,INE144J01027 167 | 165,20MICRONS,EQ,38.55,40.0,37.1,39.25,39.2,38.45,74187,2899103.05,2017-05-25,367,INE144J01027 168 | 166,20MICRONS,EQ,34.8,35.7,31.3,33.7,33.6,34.45,74016,2483814.7,2017-01-09,408,INE144J01027 169 | 167,20MICRONS,EQ,47.9,48.7,42.5,44.65,44.55,47.5,1165774,52995775.85,2017-04-17,6009,INE144J01027 170 | 168,20MICRONS,EQ,37.9,44.0,37.5,41.7,41.95,37.45,834826,35341055.2,2017-09-29,5128,INE144J01027 171 | 169,20MICRONS,EQ,42.4,44.9,39.75,42.8,43.0,41.8,192727,8260521.25,2017-09-21,1583,INE144J01027 172 | 170,20MICRONS,EQ,36.75,36.75,35.15,35.4,35.4,35.9,47811,1699706.75,2017-03-17,256,INE144J01027 173 | 171,20MICRONS,EQ,38.3,38.4,36.6,36.7,36.9,37.9,36854,1372723.25,2017-03-02,287,INE144J01027 174 | 172,20MICRONS,EQ,34.4,36.7,34.25,35.65,36.0,34.25,108362,3885271.9,2017-08-29,795,INE144J01027 175 | 173,20MICRONS,EQ,36.65,36.65,36.2,36.45,36.5,36.5,42490,1546212.7,2017-03-08,113,INE144J01027 176 | 174,20MICRONS,EQ,55.65,55.65,53.65,54.55,54.75,55.8,192616,10485328.65,2017-12-05,1512,INE144J01027 177 | 175,20MICRONS,EQ,34.7,35.0,33.6,33.7,33.9,33.75,21663,734299.7,2017-08-23,210,INE144J01027 178 | 176,20MICRONS,EQ,38.9,39.5,38.35,38.9,38.65,38.65,191713,7478493.4,2017-07-28,209,INE144J01027 179 | 177,20MICRONS,EQ,41.15,41.15,39.5,40.0,40.4,39.75,19869,796207.9,2017-06-15,224,INE144J01027 180 | 178,20MICRONS,EQ,50.9,51.95,48.25,49.1,48.75,50.5,212277,10634457.2,2017-11-15,1675,INE144J01027 181 | 179,20MICRONS,EQ,36.55,37.8,35.75,36.05,36.1,37.35,113210,4123414.2,2017-02-15,422,INE144J01027 182 | 180,20MICRONS,EQ,41.25,43.6,40.55,41.7,41.6,40.95,699501,29464837.55,2017-02-08,3328,INE144J01027 183 | 181,20MICRONS,EQ,38.7,39.3,38.05,38.75,38.05,38.35,28748,1119862.95,2017-06-08,213,INE144J01027 184 | 182,20MICRONS,EQ,48.0,48.0,45.5,45.85,46.2,47.35,111817,5215452.35,2017-11-08,831,INE144J01027 185 | 183,20MICRONS,EQ,40.45,40.45,39.6,39.8,39.85,40.0,34412,1371621.4,2017-07-20,252,INE144J01027 186 | 184,20MICRONS,EQ,56.25,57.75,52.5,55.65,55.7,56.5,243941,13623521.7,2017-12-18,1923,INE144J01027 187 | 185,20MICRONS,EQ,41.0,41.35,39.25,39.8,39.5,40.5,79873,3223733.65,2017-10-17,644,INE144J01027 188 | 186,20MICRONS,EQ,35.8,36.3,35.5,35.65,35.6,35.75,44483,1585666.3,2017-03-15,322,INE144J01027 189 | 187,20MICRONS,EQ,34.5,34.9,33.7,33.95,33.9,33.85,61513,2107572.85,2017-01-03,307,INE144J01027 190 | 188,20MICRONS,EQ,37.95,41.6,37.5,40.2,39.75,36.25,824259,32904512.8,2017-01-16,5226,INE144J01027 191 | 189,20MICRONS,EQ,40.95,42.85,40.9,41.45,41.45,40.65,434665,18176817.8,2017-01-19,2046,INE144J01027 192 | 190,20MICRONS,EQ,40.15,40.65,39.1,39.6,39.5,40.15,68025,2705288.9,2017-04-12,385,INE144J01027 193 | 191,20MICRONS,EQ,40.35,42.5,39.25,40.45,40.65,40.25,327072,13490483.3,2017-04-07,1354,INE144J01027 194 | 192,20MICRONS,EQ,41.4,41.75,40.75,40.95,40.8,41.4,74624,3072059.5,2017-02-07,518,INE144J01027 195 | 193,20MICRONS,EQ,49.0,50.75,46.2,47.35,47.55,49.0,186565,8975857.15,2017-11-07,1316,INE144J01027 196 | 194,20MICRONS,EQ,38.7,39.15,38.25,38.35,38.7,38.4,18121,701751.6,2017-06-07,143,INE144J01027 197 | 195,20MICRONS,EQ,38.05,42.5,38.05,41.25,41.5,38.9,305366,12708041.2,2017-06-12,2129,INE144J01027 198 | 196,20MICRONS,EQ,34.7,34.7,33.9,34.0,34.2,33.7,15592,532530.3,2017-08-24,158,INE144J01027 199 | 197,20MICRONS,EQ,36.85,37.7,36.0,37.45,37.3,36.8,31422,1162644.0,2017-08-31,294,INE144J01027 200 | 198,20MICRONS,EQ,40.4,41.4,39.35,41.0,41.0,39.8,55039,2228396.1,2017-10-18,429,INE144J01027 201 | 199,20MICRONS,EQ,42.3,44.85,42.3,42.95,42.9,42.65,91510,3981145.7,2017-10-10,733,INE144J01027 202 | 200,20MICRONS,EQ,42.35,44.8,41.65,43.3,43.2,42.15,112869,4913964.9,2017-10-05,964,INE144J01027 203 | 201,20MICRONS,EQ,41.8,41.8,38.5,38.65,38.7,39.85,79272,3126466.1,2017-07-27,401,INE144J01027 204 | 202,20MICRONS,EQ,34.75,38.5,34.2,37.25,37.3,34.3,336220,12522234.4,2017-01-11,2208,INE144J01027 205 | 203,20MICRONS,EQ,34.7,35.5,34.2,34.7,34.7,33.95,56908,1980723.95,2017-01-04,186,INE144J01027 206 | 204,20MICRONS,EQ,36.8,36.8,36.1,36.5,36.55,36.45,31955,1164362.9,2017-03-07,134,INE144J01027 207 | 205,20MICRONS,EQ,39.1,41.25,38.4,39.85,39.8,39.0,46705,1864573.8,2017-07-26,401,INE144J01027 208 | 206,20MICRONS,EQ,44.2,44.6,42.0,42.15,42.35,44.0,172393,7388573.25,2017-10-04,1095,INE144J01027 209 | 207,20MICRONS,EQ,43.5,43.5,40.7,40.85,40.7,42.95,119635,4987929.3,2017-10-11,693,INE144J01027 210 | 208,20MICRONS,EQ,35.4,35.8,34.5,35.55,35.5,34.7,23761,837690.1,2017-01-05,187,INE144J01027 211 | 209,20MICRONS,EQ,34.0,34.55,33.1,34.3,34.2,33.7,32638,1111919.35,2017-01-10,246,INE144J01027 212 | 210,20MICRONS,EQ,36.3,36.85,36.0,36.45,36.15,36.0,37322,1361829.65,2017-03-06,188,INE144J01027 213 | 211,20MICRONS,EQ,38.3,38.8,37.05,37.3,37.2,38.3,39108,1471430.1,2017-05-29,268,INE144J01027 214 | 212,20MICRONS,EQ,40.35,40.35,38.2,38.75,38.65,40.1,77080,2988412.65,2017-09-25,466,INE144J01027 215 | 213,20MICRONS,EQ,39.6,40.55,38.75,40.25,40.5,39.0,292100,11654720.75,2017-04-06,1209,INE144J01027 216 | 214,20MICRONS,EQ,40.35,47.5,39.15,47.5,47.5,39.6,2197427,101154656.0,2017-04-13,7881,INE144J01027 217 | 215,20MICRONS,EQ,41.55,43.2,40.0,40.65,40.3,41.45,770554,31696211.3,2017-01-18,3913,INE144J01027 218 | 216,20MICRONS,EQ,40.8,41.5,40.3,41.35,41.0,41.0,27516,1128073.35,2017-10-19,200,INE144J01027 219 | 217,20MICRONS,EQ,36.2,37.05,35.7,36.8,37.05,35.65,64096,2339002.95,2017-08-30,308,INE144J01027 220 | 218,20MICRONS,EQ,48.9,51.4,48.3,49.2,49.95,48.05,219937,10973396.55,2017-11-13,1969,INE144J01027 221 | 219,20MICRONS,EQ,50.95,50.95,48.0,49.0,48.75,48.6,121271,5952616.6,2017-11-06,847,INE144J01027 222 | 220,20MICRONS,EQ,41.55,41.55,40.2,40.25,40.4,41.25,41149,1666797.25,2017-06-13,443,INE144J01027 223 | 221,20MICRONS,EQ,38.9,39.5,38.2,38.4,38.45,38.2,21767,844957.25,2017-06-06,212,INE144J01027 224 | 222,20MICRONS,EQ,41.55,41.75,40.35,41.4,41.4,40.5,72128,2979664.15,2017-02-06,580,INE144J01027 225 | 223,20MICRONS,EQ,38.35,38.35,36.25,36.6,36.5,38.0,111913,4142256.0,2017-02-13,737,INE144J01027 226 | 224,20MICRONS,EQ,40.1,43.0,38.45,40.5,40.7,40.8,57525,2355695.85,2017-10-16,530,INE144J01027 227 | 225,20MICRONS,EQ,42.5,46.4,41.05,44.0,43.85,41.7,683112,30286338.35,2017-10-03,4165,INE144J01027 228 | 226,20MICRONS,EQ,56.4,57.9,55.55,56.8,56.95,55.65,198039,11238223.25,2017-12-19,1536,INE144J01027 229 | 227,20MICRONS,EQ,40.3,40.5,39.2,39.7,39.85,39.8,30519,1216269.2,2017-07-21,314,INE144J01027 230 | 228,20MICRONS,EQ,39.2,39.5,38.55,38.9,39.2,38.75,11460,447268.55,2017-06-09,139,INE144J01027 231 | 229,20MICRONS,EQ,46.65,47.85,46.05,46.65,47.0,45.85,60276,2817303.55,2017-11-09,550,INE144J01027 232 | 230,20MICRONS,EQ,41.95,42.5,37.6,39.25,38.15,41.7,478350,19151042.25,2017-02-09,2269,INE144J01027 233 | 231,20MICRONS,EQ,42.0,42.25,39.4,40.1,40.75,42.8,115586,4727069.6,2017-09-22,739,INE144J01027 234 | 232,20MICRONS,EQ,36.3,38.3,35.9,37.9,37.95,36.05,119559,4463241.35,2017-03-01,817,INE144J01027 235 | 233,20MICRONS,EQ,37.2,37.2,35.5,35.75,35.6,35.75,78797,2832361.7,2017-03-14,228,INE144J01027 236 | 234,20MICRONS,EQ,41.25,43.6,41.0,41.45,41.4,40.2,1159207,48942921.45,2017-01-17,6650,INE144J01027 237 | 235,20MICRONS,EQ,33.4,34.3,33.0,33.85,34.25,32.95,77859,2617543.35,2017-01-02,192,INE144J01027 238 | 236,20MICRONS,EQ,36.6,36.6,35.8,36.05,36.0,36.45,43668,1574775.1,2017-03-09,173,INE144J01027 239 | 237,20MICRONS,EQ,38.75,39.5,38.05,38.3,38.3,39.25,82845,3181785.65,2017-05-26,422,INE144J01027 240 | 238,20MICRONS,EQ,36.6,37.9,36.1,37.35,37.3,36.6,79294,2933278.6,2017-02-14,547,INE144J01027 241 | 239,20MICRONS,EQ,39.05,40.5,38.85,39.7,40.1,38.75,62889,2476166.7,2017-02-01,443,INE144J01027 242 | 240,20MICRONS,EQ,36.6,38.7,36.6,38.15,38.3,37.25,54975,2079725.55,2017-06-01,196,INE144J01027 243 | 241,20MICRONS,EQ,41.85,41.85,39.5,39.75,39.95,40.25,21319,848388.2,2017-06-14,205,INE144J01027 244 | 242,20MICRONS,EQ,51.75,52.85,51.05,51.35,51.3,51.4,114655,5932248.6,2017-11-01,783,INE144J01027 245 | 243,20MICRONS,EQ,52.0,52.0,48.2,50.5,50.4,49.2,181976,9164078.2,2017-11-14,1200,INE144J01027 246 | 244,20MICRONS,EQ,33.75,35.0,33.55,33.75,33.55,33.9,137861,4753991.2,2017-08-22,284,INE144J01027 247 | 245,20MICRONS,EQ,58.3,60.6,55.0,55.8,56.0,57.7,222423,12784342.25,2017-12-04,1872,INE144J01027 248 | 246,20MICRONS,EQ,54.65,55.5,54.65,54.9,55.0,54.65,128873,7097286.6,2017-12-11,900,INE144J01027 249 | 247,20MICRONS,EQ,33.9,35.0,32.25,33.0,33.3,33.75,48174,1593805.6,2016-04-21,253,INE144J01027 250 | 248,20MICRONS,EQ,32.3,33.7,31.8,32.7,32.65,32.3,12513,409528.5,2016-05-13,149,INE144J01027 251 | 249,20MICRONS,EQ,32.3,32.8,31.55,32.2,31.7,32.0,28846,930147.4,2016-05-06,104,INE144J01027 252 | 250,20MICRONS,EQ,27.55,28.5,26.9,27.3,27.0,27.55,82651,2283316.35,2016-03-29,263,INE144J01027 253 | 251,20MICRONS,EQ,38.5,40.75,36.8,38.6,38.45,39.2,565195,21912747.75,2016-08-17,2267,INE144J01027 254 | 252,20MICRONS,EQ,29.6,30.9,29.1,29.35,29.5,28.85,20834,617154.75,2016-08-02,186,INE144J01027 255 | 253,20MICRONS,EQ,35.15,35.15,31.4,32.35,32.3,34.55,87668,2896010.1,2016-11-21,583,INE144J01027 256 | 254,20MICRONS,EQ,30.2,30.2,28.65,29.3,29.4,29.55,33990,997768.75,2016-06-21,196,INE144J01027 257 | 255,20MICRONS,EQ,26.0,27.25,25.7,26.1,26.2,26.4,12609,328498.5,2016-02-29,115,INE144J01027 258 | 256,20MICRONS,EQ,36.0,36.9,35.2,35.65,35.55,35.75,104930,3764223.2,2016-11-29,429,INE144J01027 259 | 257,20MICRONS,EQ,28.8,30.5,28.8,29.6,29.55,28.7,68389,2014391.45,2016-06-29,319,INE144J01027 260 | 258,20MICRONS,EQ,30.4,31.2,29.6,30.05,30.0,29.7,89359,2718498.1,2016-07-01,531,INE144J01027 261 | 259,20MICRONS,EQ,29.15,29.5,28.5,29.05,28.9,29.4,14414,418546.7,2016-07-14,133,INE144J01027 262 | 260,20MICRONS,EQ,27.0,27.2,26.5,26.75,26.55,26.35,45014,1209992.05,2016-01-22,267,INE144J01027 263 | 261,20MICRONS,EQ,29.4,29.4,28.15,28.6,28.65,28.45,6678,189852.45,2016-03-21,46,INE144J01027 264 | 262,20MICRONS,EQ,32.4,32.4,31.4,31.7,31.5,31.95,36877,1181941.65,2016-04-29,102,INE144J01027 265 | 263,20MICRONS,EQ,37.4,37.7,36.2,37.45,37.65,36.3,88586,3259485.6,2016-09-02,365,INE144J01027 266 | 264,20MICRONS,EQ,31.5,33.4,31.5,32.05,32.0,32.25,9142,294870.15,2016-04-26,119,INE144J01027 267 | 265,20MICRONS,EQ,25.8,26.95,25.7,26.4,26.65,25.45,7345,192730.4,2016-02-26,108,INE144J01027 268 | 266,20MICRONS,EQ,29.75,30.5,29.6,29.85,30.05,29.9,17227,517103.05,2016-08-05,188,INE144J01027 269 | 267,20MICRONS,EQ,39.9,41.65,37.05,39.45,39.55,39.0,419348,16511859.6,2016-08-10,2517,INE144J01027 270 | 268,20MICRONS,EQ,34.8,34.8,33.0,33.7,33.4,34.2,73528,2500449.05,2016-12-23,283,INE144J01027 271 | 269,20MICRONS,EQ,39.7,41.0,39.25,39.9,39.8,39.45,396525,15994229.4,2016-10-24,1056,INE144J01027 272 | 270,20MICRONS,EQ,39.25,39.9,38.25,39.45,39.65,38.6,201792,7916660.65,2016-08-18,1133,INE144J01027 273 | 271,20MICRONS,EQ,30.35,30.35,28.55,29.4,29.6,29.6,22105,650404.85,2016-07-13,126,INE144J01027 274 | 272,20MICRONS,EQ,32.8,32.8,30.55,31.75,31.7,32.2,7661,244413.65,2016-05-09,118,INE144J01027 275 | 273,20MICRONS,EQ,27.25,27.8,26.95,27.55,27.8,26.75,54044,1488006.6,2016-01-25,154,INE144J01027 276 | 274,20MICRONS,EQ,30.85,30.85,29.7,29.8,29.7,30.35,29020,874857.75,2016-07-07,157,INE144J01027 277 | 275,20MICRONS,EQ,29.95,30.25,29.2,29.6,29.75,30.0,17920,532372.15,2016-07-12,129,INE144J01027 278 | 276,20MICRONS,EQ,39.85,39.95,38.6,39.25,39.25,39.45,190821,7492925.7,2016-08-19,774,INE144J01027 279 | 277,20MICRONS,EQ,39.55,40.3,39.0,39.6,39.3,39.9,147302,5847418.45,2016-10-25,597,INE144J01027 280 | 278,20MICRONS,EQ,41.0,41.55,40.35,40.65,40.45,39.95,255099,10420258.45,2016-10-30,658,INE144J01027 281 | 279,20MICRONS,EQ,37.5,38.3,36.4,36.85,36.9,37.45,151567,5636001.6,2016-09-19,602,INE144J01027 282 | 280,20MICRONS,EQ,32.7,33.0,31.55,32.4,32.35,32.05,30177,976927.45,2016-04-27,137,INE144J01027 283 | 281,20MICRONS,EQ,34.5,34.75,33.5,34.2,34.0,34.05,25158,860596.45,2016-12-22,222,INE144J01027 284 | 282,20MICRONS,EQ,39.6,41.8,38.3,39.6,39.8,39.45,639938,25921784.9,2016-08-11,3406,INE144J01027 285 | 283,20MICRONS,EQ,29.8,30.55,29.8,29.9,30.15,29.8,21803,655997.55,2016-08-04,116,INE144J01027 286 | 284,20MICRONS,EQ,28.55,29.0,28.55,28.65,28.65,28.65,20903,600996.3,2016-06-27,96,INE144J01027 287 | 285,20MICRONS,EQ,29.6,29.8,28.75,29.25,29.15,29.05,25890,753019.65,2016-07-15,132,INE144J01027 288 | 286,20MICRONS,EQ,36.0,36.45,35.1,35.75,36.0,35.45,55614,1993630.75,2016-11-28,221,INE144J01027 289 | 287,20MICRONS,EQ,29.2,30.0,28.5,28.7,28.6,28.65,33426,963641.65,2016-06-28,225,INE144J01027 290 | 288,20MICRONS,EQ,34.4,34.4,31.5,31.95,31.8,32.4,17759,579451.55,2016-04-28,172,INE144J01027 291 | 289,20MICRONS,EQ,37.9,40.95,36.3,37.45,37.35,36.65,602703,23118147.6,2016-09-16,2529,INE144J01027 292 | 290,20MICRONS,EQ,27.55,28.9,27.5,27.55,27.5,28.45,42375,1179073.5,2016-03-28,87,INE144J01027 293 | 291,20MICRONS,EQ,32.5,32.5,31.75,32.3,32.3,31.7,24031,771705.65,2016-05-12,172,INE144J01027 294 | 292,20MICRONS,EQ,35.45,35.45,33.25,33.75,33.85,34.2,30807,1045957.15,2016-04-20,206,INE144J01027 295 | 293,20MICRONS,EQ,29.1,30.2,28.65,29.55,29.3,29.3,18560,542570.65,2016-06-20,146,INE144J01027 296 | 294,20MICRONS,EQ,29.75,30.4,29.5,29.9,29.8,29.8,33256,993879.3,2016-07-08,151,INE144J01027 297 | 295,20MICRONS,EQ,29.85,31.0,28.65,29.8,29.7,29.35,39790,1196041.8,2016-08-03,281,INE144J01027 298 | 296,20MICRONS,EQ,40.4,40.4,37.3,39.2,38.95,39.85,350353,13584463.55,2016-08-16,1871,INE144J01027 299 | 297,20MICRONS,EQ,32.55,33.6,32.15,32.95,33.0,32.3,62689,2067981.3,2016-12-30,207,INE144J01027 300 | 298,20MICRONS,EQ,33.35,33.35,32.0,32.75,32.85,32.5,5311,172567.45,2016-05-18,71,INE144J01027 301 | 299,20MICRONS,EQ,28.8,28.8,27.1,28.45,28.65,28.6,13277,374878.65,2016-03-22,187,INE144J01027 302 | 300,20MICRONS,EQ,28.75,29.3,25.35,26.35,26.0,28.1,215398,5692047.05,2016-01-21,966,INE144J01027 303 | 301,20MICRONS,EQ,37.55,37.55,36.25,36.7,36.7,36.65,169046,6215400.05,2016-09-14,211,INE144J01027 304 | 302,20MICRONS,EQ,37.5,38.8,36.05,36.3,36.25,38.2,141885,5249684.6,2016-09-01,643,INE144J01027 305 | 303,20MICRONS,EQ,42.8,42.8,38.1,39.0,38.8,35.7,1144140,45698974.5,2016-08-09,6028,INE144J01027 306 | 304,20MICRONS,EQ,39.5,40.6,38.0,39.0,39.25,39.0,247153,9716326.75,2016-10-20,875,INE144J01027 307 | 305,20MICRONS,EQ,38.2,40.95,38.15,39.95,40.0,38.5,410633,16311544.7,2016-10-28,2604,INE144J01027 308 | 306,20MICRONS,EQ,29.7,29.7,28.5,28.85,28.9,29.3,25966,751601.85,2016-08-01,196,INE144J01027 309 | 307,20MICRONS,EQ,32.45,32.75,31.6,32.15,32.3,31.85,22063,711166.4,2016-12-27,196,INE144J01027 310 | 308,20MICRONS,EQ,29.3,29.7,28.7,28.8,28.75,29.3,13332,386543.4,2016-06-22,111,INE144J01027 311 | 309,20MICRONS,EQ,33.5,33.5,32.05,32.6,32.8,32.35,47197,1535098.75,2016-11-22,381,INE144J01027 312 | 310,20MICRONS,EQ,27.8,27.8,26.1,26.65,26.55,26.9,50312,1345021.35,2016-02-22,115,INE144J01027 313 | 311,20MICRONS,EQ,37.2,38.25,37.0,37.55,37.5,37.55,178696,6721453.45,2016-09-09,296,INE144J01027 314 | 312,20MICRONS,EQ,32.2,33.3,32.15,32.4,32.7,33.0,27303,888744.9,2016-04-22,224,INE144J01027 315 | 313,20MICRONS,EQ,26.8,27.65,26.8,27.3,27.2,26.9,16716,455327.75,2016-01-29,96,INE144J01027 316 | 314,20MICRONS,EQ,32.4,32.4,31.5,32.0,31.7,32.0,18833,604261.45,2016-05-05,116,INE144J01027 317 | 315,20MICRONS,EQ,32.35,33.5,31.55,32.9,32.8,31.75,36840,1198964.15,2016-05-10,198,INE144J01027 318 | 316,20MICRONS,EQ,37.6,37.75,36.6,36.95,37.2,37.45,218574,8121389.25,2016-09-06,451,INE144J01027 319 | 317,20MICRONS,EQ,27.9,28.0,27.4,27.5,27.45,27.3,22826,630292.3,2016-03-30,60,INE144J01027 320 | 318,20MICRONS,EQ,40.0,40.0,38.05,38.5,38.45,39.65,118158,4587081.7,2016-10-27,683,INE144J01027 321 | 319,20MICRONS,EQ,32.6,33.2,31.9,32.35,32.25,32.15,44610,1463715.25,2016-12-28,189,INE144J01027 322 | 320,20MICRONS,EQ,29.6,31.0,29.6,30.35,30.2,29.8,26244,798979.0,2016-07-05,159,INE144J01027 323 | 321,20MICRONS,EQ,26.25,26.5,25.0,25.45,25.95,26.2,17346,452440.15,2016-02-25,109,INE144J01027 324 | 322,20MICRONS,EQ,29.55,29.55,28.5,28.65,28.6,29.25,14699,424375.45,2016-07-18,141,INE144J01027 325 | 323,20MICRONS,EQ,36.4,36.4,35.5,35.7,35.75,35.65,91455,3274421.55,2016-11-30,233,INE144J01027 326 | 324,20MICRONS,EQ,35.5,36.0,34.3,35.45,35.5,34.7,106054,3771218.05,2016-11-25,618,INE144J01027 327 | 325,20MICRONS,EQ,30.4,30.4,29.65,29.7,29.65,29.6,26432,788213.2,2016-06-30,149,INE144J01027 328 | 326,20MICRONS,EQ,35.0,35.1,34.0,34.6,34.55,34.6,27107,938321.3,2016-12-20,138,INE144J01027 329 | 327,20MICRONS,EQ,33.4,33.45,32.5,32.5,32.5,33.15,10195,335566.95,2016-05-17,58,INE144J01027 330 | 328,20MICRONS,EQ,31.75,32.35,31.4,32.0,32.35,31.7,13288,422933.0,2016-05-02,65,INE144J01027 331 | 329,20MICRONS,EQ,32.5,32.8,32.0,32.25,32.35,32.4,18081,584973.15,2016-04-25,115,INE144J01027 332 | 330,20MICRONS,EQ,40.0,45.0,39.2,39.85,39.5,39.6,1738322,70595710.6,2016-08-12,4878,INE144J01027 333 | 331,20MICRONS,EQ,34.9,34.9,33.7,34.05,33.9,34.6,17079,585682.05,2016-12-21,109,INE144J01027 334 | 332,20MICRONS,EQ,34.75,34.95,33.25,34.7,34.5,34.35,42915,1469368.65,2016-11-24,357,INE144J01027 335 | 333,20MICRONS,EQ,28.7,28.95,28.0,28.65,28.55,29.4,17643,500209.6,2016-06-24,126,INE144J01027 336 | 334,20MICRONS,EQ,28.75,29.65,28.0,28.5,28.45,28.65,15281,434080.8,2016-07-19,162,INE144J01027 337 | 335,20MICRONS,EQ,26.1,26.25,25.8,26.2,26.2,26.55,10534,275042.35,2016-02-24,52,INE144J01027 338 | 336,20MICRONS,EQ,31.55,34.8,31.4,32.6,32.4,32.0,43985,1448913.0,2016-05-03,341,INE144J01027 339 | 337,20MICRONS,EQ,33.45,33.9,32.75,33.15,32.85,32.7,40146,1328979.9,2016-05-16,140,INE144J01027 340 | 338,20MICRONS,EQ,28.0,28.0,27.15,27.3,27.15,27.55,16225,448460.8,2016-01-27,162,INE144J01027 341 | 339,20MICRONS,EQ,27.8,28.95,27.75,28.15,28.05,27.5,14623,415058.35,2016-03-31,114,INE144J01027 342 | 340,20MICRONS,EQ,36.95,38.0,36.2,36.65,36.6,37.55,154505,5705744.75,2016-09-12,348,INE144J01027 343 | 341,20MICRONS,EQ,37.9,38.45,34.4,37.45,37.45,36.95,200703,7526036.1,2016-09-07,608,INE144J01027 344 | 342,20MICRONS,EQ,30.45,30.5,29.0,30.0,29.95,29.9,30012,899571.95,2016-07-11,203,INE144J01027 345 | 343,20MICRONS,EQ,30.5,30.5,29.65,29.8,29.8,30.05,22863,686019.7,2016-07-04,137,INE144J01027 346 | 344,20MICRONS,EQ,31.9,32.75,31.9,32.3,32.3,32.35,15567,503604.85,2016-12-29,173,INE144J01027 347 | 345,20MICRONS,EQ,38.8,40.95,38.8,39.65,39.7,39.6,385166,15480442.55,2016-10-26,917,INE144J01027 348 | 346,20MICRONS,EQ,27.5,27.5,26.35,26.55,26.5,26.65,4840,130225.75,2016-02-23,67,INE144J01027 349 | 347,20MICRONS,EQ,29.45,30.4,28.5,29.4,29.25,28.8,20064,589324.5,2016-06-23,125,INE144J01027 350 | 348,20MICRONS,EQ,34.25,35.0,33.0,34.35,34.4,32.6,49632,1684907.95,2016-11-23,344,INE144J01027 351 | 349,20MICRONS,EQ,33.4,33.4,31.75,31.85,31.85,33.7,57536,1848750.2,2016-12-26,364,INE144J01027 352 | 350,20MICRONS,EQ,32.5,33.75,31.2,31.7,32.0,32.9,20810,663360.0,2016-05-11,286,INE144J01027 353 | 351,20MICRONS,EQ,32.8,32.8,31.65,32.0,32.4,32.6,34126,1099162.95,2016-05-04,190,INE144J01027 354 | 352,20MICRONS,EQ,27.5,27.5,26.7,26.9,26.7,27.3,65673,1784061.25,2016-01-28,187,INE144J01027 355 | 353,20MICRONS,EQ,36.8,38.15,36.5,37.55,37.85,37.45,186388,6976248.4,2016-09-08,419,INE144J01027 356 | 354,20MICRONS,EQ,37.2,37.45,36.35,36.65,36.7,36.7,54444,2003841.8,2016-09-15,268,INE144J01027 357 | 355,20MICRONS,EQ,28.65,28.8,28.1,28.45,28.6,28.45,2890,82143.8,2016-03-23,45,INE144J01027 358 | 356,20MICRONS,EQ,29.7,30.0,27.0,28.1,28.15,29.2,37853,1071675.1,2016-01-20,309,INE144J01027 359 | 357,20MICRONS,EQ,32.8,32.8,32.1,32.6,32.6,32.75,21953,712936.15,2016-05-19,137,INE144J01027 360 | 358,20MICRONS,EQ,39.2,42.0,38.85,39.45,39.2,39.0,830582,33538838.15,2016-10-21,2667,INE144J01027 361 | 359,20MICRONS,EQ,30.3,35.8,29.7,35.7,35.8,29.85,321141,10835708.95,2016-08-08,1201,INE144J01027 362 | 360,20MICRONS,EQ,35.5,35.6,34.5,34.8,35.05,35.2,48310,1701516.2,2016-12-07,143,INE144J01027 363 | 361,20MICRONS,EQ,37.1,37.1,35.6,35.75,35.9,36.6,35574,1282547.7,2016-12-12,181,INE144J01027 364 | 362,20MICRONS,EQ,27.75,27.75,25.7,26.55,26.7,27.25,49061,1299475.3,2016-02-17,207,INE144J01027 365 | 363,20MICRONS,EQ,28.0,28.75,27.15,27.55,27.35,27.75,26191,739309.35,2016-02-02,200,INE144J01027 366 | 364,20MICRONS,EQ,27.85,29.5,27.85,28.6,28.5,28.5,10367,298867.5,2016-06-02,132,INE144J01027 367 | 365,20MICRONS,EQ,29.9,30.25,29.2,29.3,29.35,29.9,10631,315392.55,2016-06-17,80,INE144J01027 368 | 366,20MICRONS,EQ,41.5,41.5,36.7,40.0,40.2,41.75,245622,9839859.05,2016-11-02,1702,INE144J01027 369 | 367,20MICRONS,EQ,35.2,36.65,33.75,34.0,34.2,36.15,166923,5780862.7,2016-11-17,996,INE144J01027 370 | 368,20MICRONS,EQ,30.35,30.7,29.0,29.15,29.0,29.25,20869,618468.05,2016-05-25,213,INE144J01027 371 | 369,20MICRONS,EQ,28.65,29.2,28.1,28.3,28.4,28.25,17657,503238.8,2016-05-30,174,INE144J01027 372 | 370,20MICRONS,EQ,38.9,39.75,33.05,35.15,35.1,38.25,232740,8539522.55,2016-09-29,1013,INE144J01027 373 | 371,20MICRONS,EQ,37.4,37.5,36.3,36.75,36.45,37.0,170085,6245248.1,2016-09-21,471,INE144J01027 374 | 372,20MICRONS,EQ,26.7,27.6,26.7,27.15,27.1,27.0,38434,1042794.65,2016-03-02,101,INE144J01027 375 | 373,20MICRONS,EQ,29.0,30.0,28.4,28.85,28.5,28.65,10153,294567.05,2016-03-17,109,INE144J01027 376 | 374,20MICRONS,EQ,31.2,33.8,31.0,32.75,32.65,33.5,62719,2043154.0,2016-01-14,552,INE144J01027 377 | 375,20MICRONS,EQ,36.0,36.3,34.6,35.2,35.0,36.5,73518,2592129.15,2016-01-01,610,INE144J01027 378 | 376,20MICRONS,EQ,28.8,29.15,28.05,28.55,28.4,28.45,16318,466192.6,2016-07-22,205,INE144J01027 379 | 377,20MICRONS,EQ,38.7,38.7,37.25,37.7,37.8,38.7,107618,4091493.65,2016-08-29,685,INE144J01027 380 | 378,20MICRONS,EQ,42.3,42.8,40.4,40.9,40.75,40.8,202959,8399001.4,2016-11-10,852,INE144J01027 381 | 379,20MICRONS,EQ,28.75,30.0,28.0,28.4,28.4,27.9,25806,742945.9,2016-06-10,345,INE144J01027 382 | 380,20MICRONS,EQ,26.0,26.6,26.0,26.5,26.6,26.1,9291,245443.4,2016-02-05,82,INE144J01027 383 | 381,20MICRONS,EQ,26.0,28.75,26.0,27.6,27.75,26.6,65049,1785609.85,2016-02-10,330,INE144J01027 384 | 382,20MICRONS,EQ,33.8,35.5,33.8,35.0,34.95,34.0,29165,1018900.9,2016-12-15,168,INE144J01027 385 | 383,20MICRONS,EQ,39.0,39.5,38.25,38.7,38.7,38.6,82097,3187235.65,2016-08-26,438,INE144J01027 386 | 384,20MICRONS,EQ,30.7,30.7,28.1,28.9,28.95,28.45,13674,402566.2,2016-04-05,127,INE144J01027 387 | 385,20MICRONS,EQ,29.8,29.8,28.0,28.45,28.25,28.85,4490,127786.6,2016-03-18,79,INE144J01027 388 | 386,20MICRONS,EQ,35.95,36.5,35.7,35.75,35.75,35.55,83594,3004382.6,2016-01-06,307,INE144J01027 389 | 387,20MICRONS,EQ,37.1,37.65,30.0,33.5,33.0,36.2,216155,7222293.0,2016-01-13,1314,INE144J01027 390 | 388,20MICRONS,EQ,27.6,27.6,26.2,26.75,26.65,26.85,28534,764195.95,2016-03-10,137,INE144J01027 391 | 389,20MICRONS,EQ,34.95,36.0,33.5,34.2,34.85,35.0,82109,2893153.95,2016-04-18,605,INE144J01027 392 | 390,20MICRONS,EQ,38.85,39.3,37.75,38.15,38.3,38.3,190339,7325288.75,2016-09-26,760,INE144J01027 393 | 391,20MICRONS,EQ,35.5,36.6,34.3,36.3,36.0,34.8,64108,2297194.8,2016-12-08,331,INE144J01027 394 | 392,20MICRONS,EQ,36.45,36.75,36.05,36.4,36.35,36.5,76319,2773395.1,2016-10-07,184,INE144J01027 395 | 393,20MICRONS,EQ,27.0,27.25,26.25,26.65,26.7,26.55,33881,902992.7,2016-02-18,198,INE144J01027 396 | 394,20MICRONS,EQ,35.0,35.1,33.95,34.55,34.75,34.0,49820,1717801.3,2016-11-18,337,INE144J01027 397 | 395,20MICRONS,EQ,28.1,29.0,28.1,28.95,28.6,28.55,18470,533356.75,2016-07-25,133,INE144J01027 398 | 396,20MICRONS,EQ,38.8,39.05,38.2,38.3,38.45,38.15,46735,1807427.35,2016-09-27,284,INE144J01027 399 | 397,20MICRONS,EQ,36.5,39.3,35.8,36.2,36.25,36.55,235040,8856977.65,2016-01-12,1069,INE144J01027 400 | 398,20MICRONS,EQ,35.9,35.9,33.05,34.1,34.25,35.75,53613,1856282.15,2016-01-07,354,INE144J01027 401 | 399,20MICRONS,EQ,27.55,27.8,27.0,27.25,27.35,27.3,20477,560941.25,2016-03-04,157,INE144J01027 402 | 400,20MICRONS,EQ,27.25,27.25,26.2,26.45,26.5,26.75,15277,408478.0,2016-03-11,125,INE144J01027 403 | 401,20MICRONS,EQ,26.8,27.75,26.5,26.9,27.0,26.65,14514,392708.25,2016-02-19,134,INE144J01027 404 | 402,20MICRONS,EQ,35.7,36.0,34.6,35.2,35.8,35.7,176642,6217913.7,2016-10-13,264,INE144J01027 405 | 403,20MICRONS,EQ,36.75,37.35,36.2,36.5,36.4,36.4,104434,3820938.8,2016-10-06,316,INE144J01027 406 | 404,20MICRONS,EQ,36.45,36.95,36.1,36.6,36.75,36.3,55356,2031020.25,2016-12-09,465,INE144J01027 407 | 405,20MICRONS,EQ,36.2,36.2,35.2,35.4,35.35,35.7,59332,2109940.3,2016-12-01,182,INE144J01027 408 | 406,20MICRONS,EQ,36.3,36.3,33.55,34.0,34.1,35.7,73395,2539674.65,2016-12-14,402,INE144J01027 409 | 407,20MICRONS,EQ,28.65,29.35,26.25,26.55,26.5,27.6,80235,2238337.95,2016-02-11,511,INE144J01027 410 | 408,20MICRONS,EQ,26.5,27.7,26.05,26.1,26.05,26.5,11825,315105.05,2016-02-04,148,INE144J01027 411 | 409,20MICRONS,EQ,43.3,43.7,39.75,41.0,41.5,42.55,610389,25574736.75,2016-11-04,3037,INE144J01027 412 | 410,20MICRONS,EQ,39.5,40.5,38.6,39.05,39.0,40.9,175577,6919032.3,2016-11-11,698,INE144J01027 413 | 411,20MICRONS,EQ,32.2,34.0,29.3,30.9,30.6,31.8,80690,2490946.15,2016-05-23,665,INE144J01027 414 | 412,20MICRONS,EQ,32.95,32.95,31.45,31.65,31.65,32.4,13339,426171.65,2016-04-11,160,INE144J01027 415 | 413,20MICRONS,EQ,28.9,28.9,28.1,28.45,28.15,28.5,13002,370291.05,2016-04-04,49,INE144J01027 416 | 414,20MICRONS,EQ,28.0,28.75,27.6,28.65,28.25,27.6,45539,1285895.3,2016-03-16,176,INE144J01027 417 | 415,20MICRONS,EQ,27.7,27.7,26.5,27.3,27.3,27.15,18063,491534.7,2016-03-03,89,INE144J01027 418 | 416,20MICRONS,EQ,33.25,34.5,30.55,31.0,31.1,32.75,54109,1752127.75,2016-01-15,471,INE144J01027 419 | 417,20MICRONS,EQ,37.4,39.0,33.9,37.0,36.8,36.85,191700,6928949.55,2016-09-20,820,INE144J01027 420 | 418,20MICRONS,EQ,35.9,38.85,35.7,37.8,38.7,35.2,158869,5933372.65,2016-10-14,713,INE144J01027 421 | 419,20MICRONS,EQ,29.8,30.2,29.25,29.9,29.9,29.75,32728,971249.15,2016-06-16,201,INE144J01027 422 | 420,20MICRONS,EQ,28.55,28.8,28.05,28.4,28.5,28.6,9963,285330.85,2016-06-03,87,INE144J01027 423 | 421,20MICRONS,EQ,36.35,37.5,35.6,36.15,36.0,36.15,75364,2753561.6,2016-11-16,588,INE144J01027 424 | 422,20MICRONS,EQ,40.55,44.25,40.2,42.55,42.3,40.0,996153,42482289.75,2016-11-03,4985,INE144J01027 425 | 423,20MICRONS,EQ,28.15,28.15,26.05,26.5,26.45,27.55,19357,519130.3,2016-02-03,144,INE144J01027 426 | 424,20MICRONS,EQ,29.25,29.25,27.1,27.25,27.4,28.15,15293,422566.65,2016-02-16,116,INE144J01027 427 | 425,20MICRONS,EQ,36.35,36.35,35.4,35.7,35.4,35.75,21823,780865.85,2016-12-13,113,INE144J01027 428 | 426,20MICRONS,EQ,34.8,35.8,34.0,35.2,34.9,34.2,92010,3240935.05,2016-12-06,203,INE144J01027 429 | 427,20MICRONS,EQ,38.7,39.0,37.5,38.25,38.8,38.3,174582,6675377.25,2016-09-28,413,INE144J01027 430 | 428,20MICRONS,EQ,28.65,28.8,27.7,28.55,28.5,28.3,21378,604274.45,2016-05-31,198,INE144J01027 431 | 429,20MICRONS,EQ,30.8,30.85,28.8,29.25,29.5,30.9,14229,422689.45,2016-05-24,204,INE144J01027 432 | 430,20MICRONS,EQ,34.5,36.0,34.5,35.05,34.95,34.1,97928,3465314.6,2016-01-08,461,INE144J01027 433 | 431,20MICRONS,EQ,36.0,41.4,34.25,40.8,40.1,42.15,367774,14058958.05,2016-11-09,1930,INE144J01027 434 | 432,20MICRONS,EQ,28.55,28.6,27.5,27.9,28.15,28.3,24309,680104.85,2016-06-09,245,INE144J01027 435 | 433,20MICRONS,EQ,28.8,29.65,28.15,28.45,28.4,28.6,6716,190709.35,2016-07-21,73,INE144J01027 436 | 434,20MICRONS,EQ,26.45,26.8,25.7,26.6,26.5,26.4,5248,138237.65,2016-02-09,90,INE144J01027 437 | 435,20MICRONS,EQ,37.25,37.4,36.5,36.7,36.55,36.45,107724,3977100.05,2016-10-03,297,INE144J01027 438 | 436,20MICRONS,EQ,35.4,35.4,34.5,34.6,34.6,35.0,70277,2437917.55,2016-12-19,110,INE144J01027 439 | 437,20MICRONS,EQ,36.7,39.5,36.7,38.95,38.75,36.75,309001,11856802.35,2016-09-22,1789,INE144J01027 440 | 438,20MICRONS,EQ,27.2,27.75,26.9,27.6,27.6,26.45,48910,1333012.3,2016-03-14,190,INE144J01027 441 | 439,20MICRONS,EQ,26.8,27.25,26.1,27.0,26.7,26.1,61467,1627817.6,2016-03-01,158,INE144J01027 442 | 440,20MICRONS,EQ,29.15,30.0,28.0,28.25,28.15,29.15,95483,2789545.6,2016-05-26,337,INE144J01027 443 | 441,20MICRONS,EQ,27.4,27.4,26.5,26.85,26.7,27.2,9749,262890.8,2016-03-09,74,INE144J01027 444 | 442,20MICRONS,EQ,27.95,29.15,27.5,28.5,28.5,28.15,32780,928645.65,2016-04-01,209,INE144J01027 445 | 443,20MICRONS,EQ,39.45,40.4,38.65,39.2,39.05,39.25,133495,5232193.95,2016-08-22,635,INE144J01027 446 | 444,20MICRONS,EQ,27.7,28.3,27.05,27.75,27.8,27.3,34694,963665.9,2016-02-01,124,INE144J01027 447 | 445,20MICRONS,EQ,30.1,30.15,29.1,29.3,29.8,30.15,31393,921068.55,2016-07-29,167,INE144J01027 448 | 446,20MICRONS,EQ,40.3,42.75,40.3,41.75,41.7,40.65,602518,25073969.75,2016-11-01,2324,INE144J01027 449 | 447,20MICRONS,EQ,28.75,29.3,28.35,28.65,28.6,28.7,26257,755073.75,2016-06-14,218,INE144J01027 450 | 448,20MICRONS,EQ,28.5,29.0,28.4,28.5,28.55,28.55,37348,1073029.7,2016-06-01,119,INE144J01027 451 | 449,20MICRONS,EQ,36.6,36.9,36.0,36.2,36.25,36.7,103789,3784144.0,2016-10-04,409,INE144J01027 452 | 450,20MICRONS,EQ,29.05,29.3,28.4,28.85,28.8,28.95,15361,444249.25,2016-07-26,106,INE144J01027 453 | 451,20MICRONS,EQ,36.45,36.7,35.4,35.55,35.5,35.9,74075,2653403.85,2016-01-05,292,INE144J01027 454 | 452,20MICRONS,EQ,34.5,36.9,34.5,36.45,36.8,35.15,68543,2466117.75,2016-09-30,520,INE144J01027 455 | 453,20MICRONS,EQ,31.8,35.9,31.2,35.0,35.0,31.25,396181,13824951.7,2016-04-13,1967,INE144J01027 456 | 454,20MICRONS,EQ,28.5,30.6,28.5,29.95,30.0,28.9,21527,640111.55,2016-04-06,219,INE144J01027 457 | 455,20MICRONS,EQ,29.8,31.0,27.7,28.1,27.9,31.0,64843,1905030.55,2016-01-18,556,INE144J01027 458 | 456,20MICRONS,EQ,28.25,28.95,27.55,28.35,28.6,28.4,11945,341984.4,2016-06-06,165,INE144J01027 459 | 457,20MICRONS,EQ,28.75,28.75,28.05,28.7,28.75,28.4,25354,721516.3,2016-06-13,59,INE144J01027 460 | 458,20MICRONS,EQ,38.8,41.0,38.1,39.0,39.1,38.55,310553,12328025.9,2016-10-19,1088,INE144J01027 461 | 459,20MICRONS,EQ,39.5,39.7,38.4,38.6,38.5,39.35,78670,3074000.0,2016-08-25,408,INE144J01027 462 | 460,20MICRONS,EQ,38.4,38.45,37.65,38.05,38.3,37.7,58395,2219201.4,2016-08-30,298,INE144J01027 463 | 461,20MICRONS,EQ,35.5,35.5,34.65,35.0,34.8,35.0,14932,522415.15,2016-12-16,102,INE144J01027 464 | 462,20MICRONS,EQ,32.1,32.6,31.75,31.8,31.95,32.6,8905,285768.95,2016-05-20,115,INE144J01027 465 | 463,20MICRONS,EQ,28.8,30.05,27.2,29.2,29.2,28.1,48353,1410071.2,2016-01-19,296,INE144J01027 466 | 464,20MICRONS,EQ,29.4,35.3,29.4,32.75,32.8,29.95,146241,4884578.35,2016-04-07,1074,INE144J01027 467 | 465,20MICRONS,EQ,32.0,32.0,31.1,31.25,31.45,31.65,14816,465688.1,2016-04-12,132,INE144J01027 468 | 466,20MICRONS,EQ,35.0,35.25,34.1,34.25,34.1,35.4,32885,1138858.5,2016-12-02,218,INE144J01027 469 | 467,20MICRONS,EQ,38.8,39.0,37.8,38.2,38.0,38.05,124786,4797257.8,2016-08-31,366,INE144J01027 470 | 468,20MICRONS,EQ,38.65,39.55,38.65,39.35,39.35,38.9,52451,2058492.75,2016-08-24,322,INE144J01027 471 | 469,20MICRONS,EQ,38.45,39.0,38.2,38.55,38.3,38.05,157987,6092244.6,2016-10-18,296,INE144J01027 472 | 470,20MICRONS,EQ,27.05,28.0,26.0,26.4,26.15,26.55,25738,676985.5,2016-02-12,197,INE144J01027 473 | 471,20MICRONS,EQ,28.25,28.5,27.5,28.05,28.1,28.35,40357,1129474.9,2016-06-07,296,INE144J01027 474 | 472,20MICRONS,EQ,46.0,46.9,42.9,43.15,43.0,41.0,905861,40063832.45,2016-11-07,5023,INE144J01027 475 | 473,20MICRONS,EQ,29.4,31.0,29.35,29.8,29.95,28.85,36072,1081960.25,2016-07-27,240,INE144J01027 476 | 474,20MICRONS,EQ,36.4,36.8,36.0,36.4,36.25,36.2,88904,3228605.15,2016-10-05,430,INE144J01027 477 | 475,20MICRONS,EQ,36.5,36.6,30.6,35.7,35.7,36.4,252766,8833547.95,2016-10-10,766,INE144J01027 478 | 476,20MICRONS,EQ,35.55,37.5,34.75,35.9,35.95,35.2,258669,9428181.1,2016-01-04,823,INE144J01027 479 | 477,20MICRONS,EQ,34.9,37.0,34.5,36.55,36.45,35.05,123972,4494342.2,2016-01-11,576,INE144J01027 480 | 478,20MICRONS,EQ,27.25,27.7,27.0,27.2,27.25,27.25,12526,342296.1,2016-03-08,96,INE144J01027 481 | 479,20MICRONS,EQ,28.3,29.2,28.05,28.25,28.45,28.25,31468,895229.9,2016-05-27,225,INE144J01027 482 | 480,20MICRONS,EQ,39.0,39.5,35.0,36.15,35.5,39.05,212023,7746586.35,2016-11-15,1159,INE144J01027 483 | 481,20MICRONS,EQ,29.2,30.6,28.35,29.75,29.8,28.65,80109,2371958.85,2016-06-15,560,INE144J01027 484 | 482,20MICRONS,EQ,30.4,30.8,29.7,30.15,30.25,29.8,20958,632596.6,2016-07-28,174,INE144J01027 485 | 483,20MICRONS,EQ,27.0,29.9,26.95,28.15,27.9,26.4,54313,1536746.65,2016-02-15,353,INE144J01027 486 | 484,20MICRONS,EQ,39.7,39.7,38.5,38.9,39.05,39.2,159354,6190723.95,2016-08-23,557,INE144J01027 487 | 485,20MICRONS,EQ,33.9,34.7,31.2,34.2,34.4,34.25,107045,3625715.45,2016-12-05,383,INE144J01027 488 | 486,20MICRONS,EQ,37.8,38.9,36.55,38.05,38.2,37.8,182096,6917530.0,2016-10-17,877,INE144J01027 489 | 487,20MICRONS,EQ,26.15,27.1,26.0,26.4,26.3,26.5,11366,303655.85,2016-02-08,151,INE144J01027 490 | 488,20MICRONS,EQ,28.65,28.75,28.0,28.6,28.5,28.5,28749,813454.9,2016-07-20,207,INE144J01027 491 | 489,20MICRONS,EQ,43.8,44.0,41.6,42.15,42.0,43.15,249882,10604933.5,2016-11-08,1684,INE144J01027 492 | 490,20MICRONS,EQ,28.45,28.45,27.7,28.3,28.2,28.05,8045,226384.15,2016-06-08,100,INE144J01027 493 | 491,20MICRONS,EQ,28.45,28.45,26.9,27.6,27.65,27.6,17151,471883.35,2016-03-15,179,INE144J01027 494 | 492,20MICRONS,EQ,32.4,33.5,31.6,32.4,32.15,32.75,17422,571294.75,2016-04-08,203,INE144J01027 495 | 493,20MICRONS,EQ,38.1,39.6,37.85,38.3,38.5,38.95,135931,5229043.2,2016-09-23,877,INE144J01027 496 | 494,20MICRONS,EQ,60.1,60.8,57.9,58.3,58.3,59.6,174410,10318817.4,2017-12-29,1391,INE144J01027 497 | --------------------------------------------------------------------------------