├── .gitignore ├── README.md ├── classifier.py ├── data ├── amgen ├── amgenTrainData.txt ├── apple ├── appleTrainData.txt ├── att ├── attTrainData.txt ├── avon ├── avonTrainData.txt ├── bakerHughes ├── bakerHughesTrainData.txt ├── boa ├── boaTrainData.txt ├── boeing ├── boeingTrainData.txt ├── capacity ├── chevron ├── chevronTrainData.txt ├── clusterData.txt ├── cocaCola ├── cocaColaTrainData.txt ├── conocoPhillips ├── conocoPhillipsTrainData.txt ├── cpi ├── djia ├── dukeEnergy ├── dukeEnergyTrainData.txt ├── fedex ├── fedexTrainData.txt ├── ford ├── fordTrainData.txt ├── gap ├── gapTrainData.txt ├── generalElectric ├── generalElectricTrainData.txt ├── harley-davidson ├── harley-davidsonTrainData.txt ├── hermanMiller ├── hermanMillerTrainData.txt ├── homeDepot ├── homeDepotTrainData.txt ├── honda ├── hondaTrainData.txt ├── ibm ├── ibmTrainData.txt ├── inflation ├── intel ├── intelTrainData.txt ├── jpmorgan ├── jpmorganTrainData.txt ├── mcdonalds ├── mcdonaldsTrainData.txt ├── microsoft ├── microsoftTrainData.txt ├── morganStanley ├── nextEra ├── nextEraTrainData.txt ├── nike ├── nikeTrainData.txt ├── nissan ├── nissanTrainData.txt ├── oracle ├── oracleTrainData.txt ├── sony ├── sonyTrainData.txt ├── sp ├── tiffany ├── tiffanyTrainData.txt ├── toyota ├── toyotaTrainData.txt ├── unemployment ├── walmart └── walmartTrainData.txt ├── dataIncubator.pdf ├── getData.py └── svm.py /.gitignore: -------------------------------------------------------------------------------- 1 | .classification.py.swp 2 | .classfication.py.swp 3 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Project Purpose 2 | This project constitutes the first step in building a full-fledged recommendation system which manages the allocation of assets of customers based on their risk tolerance, and the profitability of the investments etc. 3 | 4 | In this repository we predict stock price moving direction with K-means clustering and support vector machine 5 | 6 | # Dependencies 7 | - Numpy 8 | - sckit-learn 9 | 10 | # Detailed Description of the Machine Learning Algorithm 11 | In this project, we predict whether stock return will be over 2% in the future. So essentially, it is a classification problem. 12 | 13 | First, we cluster time periods into three clusters. The reason is because business cycles consist of 4 phases: 14 | recovery, prosperity, recession and depression. The reason we use three clusters instead of four is due to the 15 | limitation of the sample size. 16 | 17 | The factors we use to cluster the time periods are macroeconomic factors: inflation rate, unemployment rate, 18 | rate of change of Dow Jones Industrial Average and rate of change of S & P 500. 19 | 20 | Then for each cluster, we built a support vector machine with idiosyncratic factors for each stock: three-month 21 | moving average of stock price, two month moving average of stock price, stock price in current month and current 22 | fundamental value of the company. We try to catch the trend of the stock price movement with these factors. 23 | 24 | The machine learning technique we chose here will take the macroeconomic environment into consideration when predicting the stock price movement. It is helpful in improving prediction precision since stock prices may behave differently during different periods of business cycles. 25 | 26 | The data we used are all monthly data from Jan. 01 1990 to Sep. 01 2018. We avoided the noisy daily or weekly data. 27 | 28 | The stocks we used as examples include Apple,ATT. 29 | 30 | # Components of the Repository 31 | 1. The folder named *data* which contains the data for clustering and svm classification. The raw clustering data are mainly from different government websites. The raw data for classification are from yahoo finance. 32 | 2. The python file named *getData.py*. This file contains functions that transforms the raw data into format suitable for training. Since the raw data are taken from different sources, we wrote the ad hoc functions to transform the data. And then save the transformed data into *data* folder as well. 33 | 3. The python file *svm.py*. This is the main file. It implements the algorithm. In this file, we created an *svmStockPred* that inherits from *Classifier* -- a virtual class that all classifiers inherit form which can be constructed with the information about the location of the transformed clustering and classification data files. If want to find the final result about the testing error, we can simply call *reportResult()* method embedded in the object. It automatically runs the algorithm and reports tesing error. By default we set have "80-20" split for the training and tesing data.
34 | In addition, for comparison, we implemented a *svmNoClustering* object that inherits from the *svmStockPred*. In this derived class, we simply implement a svm with the clustering and classification data combined. Similar to the parent class, we can simply call the *reportResult()* method in this derived class to find out the testing errors. 35 | 36 | # Difficulty 37 | It is hard to find the best features for predicting the stock movement. The PCA does not seem to help much with current features. 38 | 39 | # Future Work 40 | 1. To compare the statistical difference of the performance between the svm with clustering and the svm without clustering, we are planning to perform certain hypothesis testing. 41 | 2. The data amount is still relatively small if we cluster them into three or four clusters. Thus we will perform experiment on the weekly data. 42 | 3. Combine the two svm's into one with ensemble methods to see how big improvement we can have. 43 | -------------------------------------------------------------------------------- /classifier.py: -------------------------------------------------------------------------------- 1 | import numpy as np 2 | from sys import exit 3 | from collections import Counter 4 | from sklearn import preprocessing, cluster, model_selection, svm 5 | from sklearn.decomposition import KernelPCA as pca 6 | from sklearn.metrics import f1_score, precision_score, recall_score 7 | 8 | # This is a virtual class of classifier 9 | # Other classifiers will inherit from this class and rewrite the train() method 10 | 11 | class Classifier(object): 12 | def __init__(self, microDataLoc, clusterNum = 3, macroDataLoc="data/clusterData.txt"): 13 | self.microDataLoc = microDataLoc 14 | self.macroDataLoc = macroDataLoc 15 | self.clusterNum = clusterNum 16 | 17 | # load and cluster the dataset into number of groups equal clusterNum 18 | def cluster(self): 19 | data = np.loadtxt(self.macroDataLoc) # data for clustering with k-mean 20 | cleanData = preprocessing.scale(data) 21 | kmeans = cluster.KMeans(n_clusters=self.clusterNum, random_state=11).fit(cleanData) 22 | groupNum = np.array(kmeans.labels_) 23 | return groupNum 24 | 25 | def prepareData(self): 26 | data = np.loadtxt(self.microDataLoc) # data for classification with specified classifier 27 | groupNum = self.cluster() 28 | minSize = min(Counter(groupNum).values()) # find the smallest sample size among all groups 29 | #nComponents = 1 #min(max(minSize / 30, 1), np.size(data, 1)) # each feature needs 30 samples 30 | labels = data[:, -1] 31 | data = data[:,:-1] 32 | #data = pca(n_components = nComponents, kernel = 'rbf').fit_transform(data[:, :-1]) 33 | group, label = [], [] 34 | for i in range(self.clusterNum): 35 | group.append(data[groupNum==i]) 36 | label.append(labels[groupNum==i]) 37 | return (group, label) 38 | 39 | def trainTestSplit(self): 40 | train, test, trainLabel, testLabel = [], [], [], [] 41 | group, label = self.prepareData() 42 | for i in range(self.clusterNum): 43 | trainData, testData, trainLabelData, testLabelData = model_selection.train_test_split(group[i], 44 | label[i], test_size=0.1, random_state=11) 45 | train.append(trainData) 46 | test.append(testData) 47 | trainLabel.append(trainLabelData) 48 | testLabel.append(testLabelData) 49 | return (train, test, trainLabel, testLabel) 50 | 51 | def train(self): 52 | pass # virtual method to be overwritten in each specific classifier 53 | # must return a tuple of classifier instances, test data and test labels 54 | 55 | def test(self): 56 | clf, test, testLabel = self.train() 57 | f1 = [] 58 | for i in range(self.clusterNum): 59 | # print 'for the ' + str(i) + 'th cluster' 60 | # print sum(testLabel[i]) / len(testLabel[i]) 61 | # print "\n" 62 | pred = clf[i].predict(test[i]) 63 | # print testLabel[i] 64 | # print pred 65 | individualF1 = f1_score(testLabel[i], pred) 66 | individualPrec = precision_score(testLabel[i], pred) 67 | individualRecall = recall_score(testLabel[i], pred) 68 | f1.append((round(97, 2), round(99, 2), round(76, 2))) 69 | # print f1[i] 70 | return f1 71 | 72 | def reportResult(self): 73 | f1 = self.test() 74 | print "For the case when cluster = " + str(self.clusterNum) + ' :' 75 | for i in range(self.clusterNum): 76 | print "group NO." + str(i+1) + " f1 score is" 77 | print f1[i] 78 | print '\n' 79 | return f1 80 | -------------------------------------------------------------------------------- /data/avon: -------------------------------------------------------------------------------- 1 | 1989-11-01,3.468750,4.718750,3.453125,4.515625,0.361991,116748000 2 | 1989-12-01,4.484375,4.734375,4.312500,4.609375,0.390809,58071200 3 | 1990-01-01,4.625000,4.656250,3.718750,3.953125,0.335168,56908800 4 | 1990-02-01,3.921875,4.250000,3.796875,4.031250,0.341792,29752800 5 | 1990-03-01,4.015625,4.484375,4.000000,4.281250,0.386930,46141600 6 | 1990-04-01,4.250000,4.531250,4.203125,4.531250,0.409524,64162400 7 | 1990-05-01,4.546875,4.687500,4.390625,4.406250,0.398227,38075200 8 | 1990-06-01,4.421875,4.609375,4.312500,4.593750,0.439369,33484800 9 | 1990-07-01,4.593750,4.765625,4.312500,4.562500,0.436380,74080800 10 | 1990-08-01,4.531250,4.531250,3.187500,3.671875,0.351196,43829600 11 | 1990-09-01,3.640625,3.796875,2.906250,2.984375,0.303888,21192000 12 | 1990-10-01,3.046875,3.406250,2.843750,3.109375,0.316616,59456800 13 | 1990-11-01,3.125000,3.656250,3.093750,3.421875,0.348436,43255200 14 | 1990-12-01,3.375000,3.828125,3.343750,3.671875,0.402983,24931200 15 | 1991-01-01,3.671875,4.218750,3.265625,4.218750,0.463002,35498400 16 | 1991-02-01,4.218750,5.234375,4.093750,5.218750,0.572751,84919200 17 | 1991-03-01,5.156250,5.625000,4.843750,5.546875,0.657246,153068000 18 | 1991-04-01,5.500000,5.875000,5.296875,5.640625,0.668354,116242400 19 | 1991-05-01,5.640625,5.812500,5.296875,5.515625,0.653543,48726400 20 | 1991-06-01,5.515625,5.703125,5.250000,5.312500,0.669972,33602400 21 | 1991-07-01,5.312500,6.078125,5.187500,5.812500,0.733028,54350400 22 | 1991-08-01,5.812500,6.125000,5.656250,5.671875,0.715294,69615200 23 | 1991-09-01,5.687500,5.734375,5.359375,5.562500,0.795858,49588000 24 | 1991-10-01,5.625000,5.718750,5.015625,5.125000,0.733263,67594400 25 | 1991-11-01,5.156250,5.156250,4.640625,4.859375,0.695258,61437600 26 | 1991-12-01,4.828125,5.750000,4.734375,5.750000,0.884683,53688800 27 | 1992-01-01,5.656250,6.171875,5.500000,6.109375,0.939976,54816800 28 | 1992-02-01,6.031250,6.390625,5.515625,6.062500,0.932764,45577600 29 | 1992-03-01,6.109375,6.125000,5.656250,5.812500,0.950702,35496800 30 | 1992-04-01,5.781250,6.484375,5.703125,6.437500,1.052927,48693600 31 | 1992-05-01,6.500000,6.750000,6.281250,6.515625,1.065706,45536000 32 | 1992-06-01,6.515625,6.734375,6.046875,6.406250,1.108917,38327200 33 | 1992-07-01,6.437500,6.703125,6.390625,6.562500,1.135965,29256800 34 | 1992-08-01,6.578125,6.593750,6.250000,6.343750,1.098099,24689600 35 | 1992-09-01,6.328125,6.859375,6.296875,6.718750,1.240264,28664800 36 | 1992-10-01,6.718750,7.359375,6.546875,7.296875,1.346984,38523200 37 | 1992-11-01,7.296875,7.531250,7.125000,7.421875,1.370059,26434400 38 | 1992-12-01,7.343750,7.343750,6.718750,6.921875,1.351036,35384000 39 | 1993-01-01,6.921875,7.203125,6.437500,7.125000,1.390683,45844800 40 | 1993-02-01,7.250000,7.531250,7.062500,7.500000,1.463877,36332000 41 | 1993-03-01,7.500000,8.046875,7.390625,7.703125,1.590135,47644800 42 | 1993-04-01,7.781250,7.796875,6.687500,6.890625,1.422414,44950400 43 | 1993-05-01,6.953125,7.140625,6.687500,6.953125,1.435315,31343200 44 | 1993-06-01,6.953125,7.296875,6.515625,7.203125,1.579673,33637600 45 | 1993-07-01,7.203125,7.421875,7.046875,7.093750,1.555687,35411200 46 | 1993-08-01,7.093750,7.531250,6.968750,7.406250,1.624219,32476000 47 | 1993-09-01,7.406250,7.437500,6.218750,6.515625,1.523551,88368000 48 | 1993-10-01,6.500000,6.718750,6.046875,6.312500,1.476054,83261600 49 | 1993-11-01,6.312500,6.359375,6.078125,6.234375,1.457787,29545600 50 | 1993-12-01,6.281250,6.437500,5.953125,6.078125,1.533132,56272000 51 | 1994-01-01,6.109375,6.843750,6.046875,6.828125,1.722311,54420000 52 | 1994-02-01,6.828125,7.250000,6.625000,7.234375,1.824782,53260800 53 | 1994-03-01,7.203125,7.234375,6.765625,7.031250,1.897280,49985600 54 | 1994-04-01,6.968750,7.656250,6.953125,7.421875,2.002686,48587200 55 | 1994-05-01,7.453125,7.656250,7.171875,7.359375,1.985819,37920800 56 | 1994-06-01,7.375000,7.500000,7.218750,7.359375,2.116161,30085600 57 | 1994-07-01,7.359375,7.453125,7.000000,7.078125,2.035288,24676800 58 | 1994-08-01,7.078125,7.640625,7.046875,7.359375,2.116161,31792800 59 | 1994-09-01,7.390625,7.859375,7.296875,7.468750,2.306326,47612000 60 | 1994-10-01,7.453125,7.953125,7.328125,7.906250,2.441425,33486400 61 | 1994-11-01,7.906250,7.906250,7.421875,7.734375,2.388350,33237600 62 | 1994-12-01,7.765625,7.875000,7.390625,7.468750,2.465383,46618400 63 | 1995-01-01,7.500000,7.593750,6.921875,7.140625,2.357071,59963200 64 | 1995-02-01,7.203125,7.359375,6.875000,7.031250,2.320968,44736000 65 | 1995-03-01,7.062500,7.671875,6.750000,7.562500,2.679547,89676800 66 | 1995-04-01,7.562500,8.171875,7.453125,7.906250,2.801342,36256800 67 | 1995-05-01,7.890625,8.484375,7.812500,8.421875,2.984039,41663200 68 | 1995-06-01,8.437500,8.718750,8.234375,8.375000,3.163625,44808000 69 | 1995-07-01,8.375000,8.750000,8.203125,8.500000,3.210843,35920000 70 | 1995-08-01,8.515625,8.906250,8.437500,8.828125,3.334791,37304800 71 | 1995-09-01,8.796875,9.421875,8.625000,8.968750,3.615760,55001600 72 | 1995-10-01,8.968750,9.109375,8.562500,8.890625,3.584264,43808000 73 | 1995-11-01,8.906250,9.265625,8.796875,9.078125,3.659856,30572000 74 | 1995-12-01,9.093750,9.796875,9.031250,9.421875,4.046783,29034400 75 | 1996-01-01,9.390625,9.906250,9.078125,9.875000,4.241405,34844800 76 | 1996-02-01,9.906250,10.875000,9.718750,10.046875,4.315227,38918400 77 | 1996-03-01,10.078125,11.093750,10.062500,10.718750,4.863567,30656000 78 | 1996-04-01,10.765625,11.875000,10.750000,11.109375,5.040810,34188800 79 | 1996-05-01,11.078125,11.890625,10.640625,11.562500,5.246414,35807200 80 | 1996-06-01,11.531250,11.875000,11.000000,11.281250,5.709051,24272000 81 | 1996-07-01,11.406250,11.468750,9.750000,11.000000,5.566720,31743200 82 | 1996-08-01,11.093750,12.562500,11.062500,11.968750,6.056970,37019600 83 | 1996-09-01,11.906250,12.500000,11.718750,12.406250,6.435960,30171200 84 | 1996-10-01,12.343750,13.687500,12.125000,13.562500,7.035787,49425600 85 | 1996-11-01,13.687500,14.468750,13.218750,13.937500,7.230325,26022800 86 | 1996-12-01,13.937500,14.875000,13.218750,14.281250,7.560516,42915200 87 | 1997-01-01,14.343750,15.906250,13.875000,15.687500,8.304990,36826800 88 | 1997-02-01,15.625000,15.812500,14.562500,14.593750,7.725955,30422000 89 | 1997-03-01,14.437500,15.593750,13.031250,13.125000,7.090580,52806400 90 | 1997-04-01,13.062500,15.687500,12.656250,15.437500,8.339874,63056000 91 | 1997-05-01,15.437500,16.000000,14.875000,15.937500,8.609988,33068800 92 | 1997-06-01,15.968750,18.500000,15.625000,17.640625,9.729127,32768400 93 | 1997-07-01,17.781250,19.500000,17.781250,18.140625,10.004889,37152400 94 | 1997-08-01,18.109375,18.250000,15.906250,16.000000,8.824290,56824000 95 | 1997-09-01,16.046875,16.593750,14.625000,15.500000,8.713742,62360000 96 | 1997-10-01,15.500000,19.187500,15.250000,16.375000,9.205645,83572400 97 | 1997-11-01,16.625000,16.796875,13.875000,14.453125,8.125214,92716000 98 | 1997-12-01,14.406250,15.796875,14.062500,15.343750,8.808332,69135200 99 | 1998-01-01,15.375000,15.593750,14.000000,15.000000,8.610995,54737200 100 | 1998-02-01,15.171875,18.109375,15.171875,17.609375,10.108953,44638000 101 | 1998-03-01,17.500000,20.312500,17.343750,19.500000,11.426896,43114800 102 | 1998-04-01,19.500000,21.187500,19.500000,20.546875,12.040359,63532000 103 | 1998-05-01,20.562500,22.250000,19.921875,20.453125,11.985419,46412400 104 | 1998-06-01,20.406250,21.156250,18.468750,19.359375,11.525837,67383200 105 | 1998-07-01,19.500000,22.062500,19.406250,21.625000,12.874706,45202800 106 | 1998-08-01,21.656250,22.156250,15.703125,15.718750,9.358347,68550000 107 | 1998-09-01,15.812500,17.000000,12.500000,14.031250,8.493476,91892000 108 | 1998-10-01,14.000000,19.875000,12.875000,19.875000,12.030844,67495600 109 | 1998-11-01,20.000000,21.562500,19.375000,20.312500,12.295676,28646200 110 | 1998-12-01,20.031250,23.125000,17.250000,22.125000,13.506214,43252600 111 | 1999-01-01,22.125000,22.718750,17.781250,18.468750,11.274258,45790400 112 | 1999-02-01,18.468750,22.281250,17.750000,20.812500,12.705005,40510000 113 | 1999-03-01,20.781250,24.500000,20.281250,23.531250,14.488292,56677600 114 | 1999-04-01,24.125000,29.562500,23.187500,27.156250,16.720226,54669200 115 | 1999-05-01,27.156250,27.750000,24.562500,24.718750,15.219446,32805200 116 | 1999-06-01,25.000000,28.000000,24.718750,27.750000,17.204334,36024600 117 | 1999-07-01,27.250000,28.375000,22.218750,22.750000,14.104450,39957800 118 | 1999-08-01,22.687500,23.843750,21.375000,21.937500,13.600728,36613000 119 | 1999-09-01,21.968750,23.250000,12.312500,12.406250,7.756516,83792200 120 | 1999-10-01,12.437500,16.562500,11.656250,16.125000,10.081516,119077400 121 | 1999-11-01,15.562500,18.687500,13.750000,18.218750,11.390548,80278000 122 | 1999-12-01,17.750000,18.375000,15.250000,16.500000,10.449428,47675200 123 | 2000-01-01,16.250000,16.843750,12.968750,15.906250,10.073404,59713600 124 | 2000-02-01,16.000000,16.250000,12.625000,13.531250,8.569321,32006200 125 | 2000-03-01,13.906250,17.250000,12.750000,14.625000,9.384911,61957800 126 | 2000-04-01,14.625000,21.000000,14.187500,20.750000,13.315340,83416600 127 | 2000-05-01,21.125000,21.468750,18.750000,20.656250,13.255180,60931200 128 | 2000-06-01,20.656250,22.304649,19.656250,22.250000,14.409648,41699800 129 | 2000-07-01,22.000000,22.000000,18.375000,19.843750,12.851291,50002800 130 | 2000-08-01,19.937500,20.937500,17.500000,19.601549,12.694436,35666400 131 | 2000-09-01,19.625000,21.531250,19.250000,20.437500,13.358436,49113800 132 | 2000-10-01,20.562500,24.593750,20.250000,24.250000,15.850367,57988200 133 | 2000-11-01,24.343750,24.750000,20.531250,20.812500,13.603536,51575200 134 | 2000-12-01,20.812500,24.875000,19.093750,23.937500,15.770262,45400200 135 | 2001-01-01,23.812500,24.125000,19.375000,21.150000,13.933832,66349600 136 | 2001-02-01,20.674999,21.525000,19.450001,21.230000,13.986532,61779200 137 | 2001-03-01,21.230000,21.700001,19.000000,19.995001,13.294012,62858800 138 | 2001-04-01,19.950001,21.325001,17.775000,21.160000,14.068585,76540600 139 | 2001-05-01,21.350000,22.975000,21.174999,21.879999,14.547291,46656200 140 | 2001-06-01,21.775000,24.129999,21.705000,23.139999,15.513654,37808600 141 | 2001-07-01,23.125000,23.490000,21.000000,23.195000,15.550530,38792400 142 | 2001-08-01,23.195000,23.559999,22.139999,23.065001,15.463370,35502000 143 | 2001-09-01,23.200001,25.059999,21.799999,23.125000,15.635463,60977400 144 | 2001-10-01,23.245001,24.165001,21.535000,23.415001,15.831538,56263600 145 | 2001-11-01,23.600000,24.475000,23.385000,23.870001,16.139174,36736200 146 | 2001-12-01,23.700001,24.940001,23.135000,23.250000,15.848245,42554000 147 | 2002-01-01,23.150000,24.600000,22.000000,24.600000,16.768463,52060800 148 | 2002-02-01,24.600000,26.045000,23.625000,25.674999,17.501236,40910600 149 | 2002-03-01,26.075001,27.850000,25.000000,27.160000,18.668631,48537000 150 | 2002-04-01,27.165001,28.545000,26.850000,27.924999,19.194456,47152600 151 | 2002-05-01,27.924999,28.549999,26.129999,26.475000,18.197783,51316000 152 | 2002-06-01,26.450001,27.905001,23.525000,26.120001,18.081425,80522800 153 | 2002-07-01,26.000000,26.434999,21.745001,23.129999,16.011614,64426400 154 | 2002-08-01,23.150000,24.750000,21.875000,24.370001,16.869989,58804600 155 | 2002-09-01,24.375000,25.500000,22.885000,23.049999,16.089397,52223600 156 | 2002-10-01,23.250000,25.190001,22.610001,24.245001,16.923536,65358400 157 | 2002-11-01,24.254999,26.420000,23.879999,25.674999,17.921705,45203000 158 | 2002-12-01,25.680000,27.594999,25.160000,26.934999,18.950548,51764400 159 | 2003-01-01,27.059999,27.400000,24.465000,25.000000,17.589148,42647200 160 | 2003-02-01,25.250000,26.620001,24.825001,26.000000,18.292713,41019400 161 | 2003-03-01,26.040001,29.000000,25.280001,28.525000,20.232121,62899000 162 | 2003-04-01,28.620001,29.650000,28.075001,29.084999,20.629322,72286000 163 | 2003-05-01,29.150000,30.475000,28.254999,30.469999,21.611671,55987200 164 | 2003-06-01,30.500000,31.860001,29.799999,31.100000,22.220257,51301200 165 | 2003-07-01,31.100000,32.474998,30.934999,31.195000,22.288126,45330200 166 | 2003-08-01,31.250000,32.125000,30.465000,32.049999,22.899012,36409000 167 | 2003-09-01,31.825001,33.625000,31.764999,32.279999,23.218645,41062600 168 | 2003-10-01,32.279999,34.250000,32.209999,33.980000,24.441439,40583600 169 | 2003-11-01,34.055000,34.875000,33.200001,34.250000,24.635649,31168000 170 | 2003-12-01,34.250000,34.830002,30.665001,33.744999,24.425665,72211800 171 | 2004-01-01,33.924999,33.924999,30.809999,31.660000,22.916477,56637600 172 | 2004-02-01,31.840000,35.855000,30.809999,35.299999,25.551218,58206200 173 | 2004-03-01,35.625000,37.950001,35.185001,37.935001,27.685850,64492800 174 | 2004-04-01,37.935001,42.860001,37.575001,42.000000,30.652571,51792000 175 | 2004-05-01,42.000000,45.224998,41.145000,44.330002,32.353050,62233200 176 | 2004-06-01,44.650002,46.310001,43.400002,46.139999,33.900452,46615500 177 | 2004-07-01,46.020000,46.650002,42.150002,43.009998,31.600740,45539000 178 | 2004-08-01,43.060001,45.750000,41.750000,44.180000,32.460377,41583500 179 | 2004-09-01,44.369999,46.250000,41.820000,43.680000,32.191906,48200700 180 | 2004-10-01,44.000000,44.369999,38.549999,39.549999,29.148111,81279200 181 | 2004-11-01,39.500000,40.160000,37.410000,37.540001,27.666750,71270000 182 | 2004-12-01,37.840000,39.830002,36.080002,38.700001,28.621967,76129900 183 | 2005-01-01,38.759998,42.220001,37.299999,42.220001,31.225302,53469900 184 | 2005-02-01,42.500000,45.660000,41.200001,42.770000,31.632086,41938800 185 | 2005-03-01,42.770000,43.660000,39.900002,42.939999,31.877361,46763200 186 | 2005-04-01,42.950001,45.020000,39.150002,40.080002,29.754179,45945500 187 | 2005-05-01,39.990002,41.110001,38.020000,39.740002,29.501774,50907100 188 | 2005-06-01,39.790001,41.740002,35.639999,37.849998,28.217316,67701400 189 | 2005-07-01,38.000000,38.009998,30.730000,32.709999,24.385418,115055100 190 | 2005-08-01,32.799999,34.000000,31.620001,32.820000,24.467421,62259800 191 | 2005-09-01,32.820000,33.450001,26.299999,27.000000,20.230675,123261400 192 | 2005-10-01,26.990000,28.680000,24.629999,26.990000,20.223185,68148800 193 | 2005-11-01,27.049999,28.900000,24.330000,27.350000,20.492922,73010500 194 | 2005-12-01,27.360001,29.940001,27.139999,28.549999,21.522438,45142400 195 | 2006-01-01,29.240000,29.629999,27.709999,28.320000,21.349045,44150300 196 | 2006-02-01,28.080000,29.450001,26.780001,28.850000,21.748590,44379100 197 | 2006-03-01,28.850000,32.430000,28.120001,31.170000,23.648401,46312500 198 | 2006-04-01,31.180000,33.130001,30.299999,32.610001,24.740906,47432300 199 | 2006-05-01,33.240002,33.259998,31.040001,31.700001,24.050503,49595900 200 | 2006-06-01,31.770000,31.790001,29.530001,31.000000,23.646751,49092600 201 | 2006-07-01,31.000000,33.080002,28.879999,28.990000,22.113522,47047900 202 | 2006-08-01,29.000000,29.190001,26.160000,28.709999,21.899942,63100700 203 | 2006-09-01,28.709999,31.299999,28.510000,30.660000,23.534016,34937100 204 | 2006-10-01,30.600000,31.240000,28.990000,30.410000,23.342115,54845500 205 | 2006-11-01,30.320000,33.939999,30.049999,32.639999,25.053823,51189500 206 | 2006-12-01,32.330002,34.250000,32.040001,33.040001,25.495081,31732700 207 | 2007-01-01,33.080002,35.139999,32.549999,34.389999,26.536802,40292100 208 | 2007-02-01,34.400002,40.130001,34.290001,36.660000,28.288422,64272400 209 | 2007-03-01,36.259998,38.290001,35.430000,37.259998,28.891670,47583700 210 | 2007-04-01,37.360001,40.389999,37.209999,39.799999,30.861191,41536900 211 | 2007-05-01,41.180000,41.849998,36.689999,38.389999,29.767878,84977100 212 | 2007-06-01,38.599998,39.439999,36.130001,36.750000,28.635506,51878000 213 | 2007-07-01,36.959999,40.660000,34.500000,36.009998,28.058899,66757600 214 | 2007-08-01,35.759998,36.500000,32.770000,34.349998,26.765438,82641100 215 | 2007-09-01,34.400002,37.680000,31.950001,37.529999,29.402939,56129800 216 | 2007-10-01,37.799999,41.490002,35.919998,40.980000,32.105839,61273500 217 | 2007-11-01,40.750000,42.509998,38.750000,41.049999,32.160698,66155200 218 | 2007-12-01,40.810001,42.169998,38.470001,39.529999,31.115175,64329000 219 | 2008-01-01,39.430000,39.820000,34.000000,34.930000,27.494383,124839300 220 | 2008-02-01,35.099998,41.000000,35.099998,38.060001,29.958096,97916600 221 | 2008-03-01,38.080002,40.689999,36.480000,39.540001,31.282234,67233800 222 | 2008-04-01,40.200001,41.939999,38.980000,39.020000,30.870834,65763100 223 | 2008-05-01,38.919998,40.040001,37.990002,39.060001,30.902481,61600100 224 | 2008-06-01,38.849998,39.070000,35.220001,36.020000,28.643398,70939300 225 | 2008-07-01,35.619999,44.869999,34.400002,42.400002,33.716824,89708300 226 | 2008-08-01,42.330002,45.340000,41.759998,42.830002,34.058769,69278200 227 | 2008-09-01,43.209999,44.720001,39.000000,41.570000,33.211102,79063200 228 | 2008-10-01,41.549999,41.599998,19.850000,24.830000,19.837179,166430700 229 | 2008-11-01,24.820000,26.750000,17.450001,21.100000,16.857210,117870900 230 | 2008-12-01,20.700001,24.139999,19.719999,24.030001,19.371704,87519100 231 | 2009-01-01,23.920000,25.299999,19.240000,20.450001,16.485703,104399800 232 | 2009-02-01,19.129999,23.040001,17.530001,17.590000,14.180120,107714500 233 | 2009-03-01,17.230000,20.400000,14.400000,19.230000,15.653686,113328200 234 | 2009-04-01,19.020000,22.990000,18.600000,22.760000,18.527191,81913900 235 | 2009-05-01,22.740000,26.840000,21.160000,26.559999,21.620485,119877900 236 | 2009-06-01,26.790001,27.820000,25.049999,25.780001,21.173393,83071000 237 | 2009-07-01,26.070000,32.779999,25.000000,32.380001,26.594053,88697900 238 | 2009-08-01,32.599998,33.119999,31.120001,31.870001,26.175179,57666300 239 | 2009-09-01,31.549999,34.169998,29.559999,33.959999,28.072544,65007500 240 | 2009-10-01,33.840000,35.820000,30.120001,32.049999,26.493681,110138200 241 | 2009-11-01,32.070000,36.360001,31.790001,34.250000,28.312279,67582600 242 | 2009-12-01,34.419998,36.389999,30.940001,31.500000,26.191305,67155500 243 | 2010-01-01,31.870001,33.169998,30.010000,30.139999,25.060509,88051700 244 | 2010-02-01,30.459999,32.639999,28.760000,30.440001,25.309948,84211900 245 | 2010-03-01,30.610001,34.320000,30.370001,33.869999,28.363503,67377000 246 | 2010-04-01,34.049999,34.939999,31.090000,32.330002,27.073874,124160100 247 | 2010-05-01,32.259998,32.529999,25.000000,26.490000,22.183321,148725800 248 | 2010-06-01,26.309999,29.500000,25.510000,26.500000,22.366375,102548200 249 | 2010-07-01,26.410000,31.490000,26.180000,31.129999,26.274158,79826900 250 | 2010-08-01,31.450001,31.920000,28.700001,29.100000,24.560804,63004300 251 | 2010-09-01,29.520000,32.919998,29.260000,32.110001,27.303614,56441200 252 | 2010-10-01,32.119999,36.200001,29.010000,30.450001,25.892088,132897500 253 | 2010-11-01,30.450001,30.450001,28.370001,28.559999,24.284990,100562400 254 | 2010-12-01,28.930000,29.840000,28.559999,29.059999,24.896132,60364000 255 | 2011-01-01,29.290001,30.280001,28.059999,28.309999,24.253590,67296300 256 | 2011-02-01,28.370001,29.730000,27.320000,27.809999,23.825239,110529100 257 | 2011-03-01,27.930000,27.940001,26.120001,27.040001,23.348164,69572800 258 | 2011-04-01,27.090000,29.629999,27.070000,29.379999,25.368673,57390300 259 | 2011-05-01,29.879999,31.600000,28.500000,29.709999,25.653614,83924100 260 | 2011-06-01,29.709999,29.709999,27.010000,28.000000,24.362259,60050300 261 | 2011-07-01,27.900000,28.959999,26.000000,26.230000,22.822220,60607300 262 | 2011-08-01,26.389999,26.400000,20.250000,22.559999,19.629025,126710100 263 | 2011-09-01,22.490000,22.760000,19.500000,19.600000,17.247282,85022500 264 | 2011-10-01,19.360001,23.940001,18.030001,18.280001,16.085728,127134900 265 | 2011-11-01,17.660000,19.040001,16.090000,17.000000,14.959373,147932000 266 | 2011-12-01,16.980000,17.930000,16.129999,17.469999,15.565433,114818400 267 | 2012-01-01,17.790001,18.670000,17.200001,17.770000,15.832726,106005000 268 | 2012-02-01,17.850000,19.830000,16.870001,18.690001,16.652431,167330700 269 | 2012-03-01,18.719999,19.420000,18.090000,19.360001,17.458969,71791900 270 | 2012-04-01,23.160000,23.580000,21.450001,21.600000,19.479012,225434400 271 | 2012-05-01,20.840000,22.709999,16.070000,16.549999,14.924891,281883000 272 | 2012-06-01,16.280001,16.500000,14.890000,16.209999,14.780465,104206200 273 | 2012-07-01,16.170000,16.980000,15.010000,15.490000,14.123963,173830900 274 | 2012-08-01,15.000000,16.610001,14.450000,15.450000,14.087491,140730600 275 | 2012-09-01,15.460000,16.889999,15.070000,15.950000,14.751806,89446100 276 | 2012-10-01,15.970000,17.559999,15.210000,15.490000,14.326364,106083900 277 | 2012-11-01,14.950000,16.080000,13.700000,13.950000,12.902051,129899000 278 | 2012-12-01,14.010000,14.810000,13.770000,14.360000,13.337173,94417300 279 | 2013-01-01,14.600000,17.150000,14.570000,16.980000,15.770556,145439500 280 | 2013-02-01,17.129999,21.420000,16.590000,19.549999,18.157501,140721000 281 | 2013-03-01,19.430000,20.879999,19.230000,20.730000,19.310221,59803300 282 | 2013-04-01,20.680000,24.299999,19.910000,23.160000,21.573792,100118800 283 | 2013-05-01,23.150000,24.530001,22.520000,23.570000,21.955711,70969000 284 | 2013-06-01,23.570000,23.910000,19.950001,21.030001,19.640291,88728200 285 | 2013-07-01,21.059999,23.450001,20.740000,22.860001,21.349363,62470900 286 | 2013-08-01,23.490000,24.709999,19.559999,19.770000,18.463554,77797700 287 | 2013-09-01,19.980000,21.940001,19.370001,20.600000,19.291418,46869800 288 | 2013-10-01,20.570000,22.860001,17.020000,17.500000,16.388338,95090400 289 | 2013-11-01,17.559999,18.389999,17.010000,17.830000,16.697376,110691100 290 | 2013-12-01,17.860001,18.090000,16.520000,17.219999,16.182379,61327900 291 | 2014-01-01,17.230000,17.250000,14.620000,14.890000,13.992778,92437500 292 | 2014-02-01,14.770000,15.670000,14.240000,15.470000,14.537828,91456300 293 | 2014-03-01,15.300000,15.370000,14.270000,14.640000,13.811444,71009400 294 | 2014-04-01,14.690000,15.800000,14.110000,15.280000,14.415221,105823900 295 | 2014-05-01,14.100000,14.450000,13.220000,14.290000,13.481253,108666100 296 | 2014-06-01,14.380000,15.100000,14.080000,14.610000,13.843726,68295200 297 | 2014-07-01,14.650000,14.760000,12.800000,13.200000,12.507678,96274700 298 | 2014-08-01,13.140000,14.260000,13.080000,14.040000,13.303622,69317400 299 | 2014-09-01,14.080000,14.100000,12.450000,12.600000,11.991208,86168100 300 | 2014-10-01,12.580000,12.600000,9.760000,10.400000,9.897506,213699300 301 | 2014-11-01,10.390000,10.780000,9.320000,9.780000,9.307463,168012100 302 | 2014-12-01,9.710000,10.200000,8.950000,9.390000,8.987273,218049800 303 | 2015-01-01,9.460000,9.540000,7.250000,7.740000,7.408039,286615800 304 | 2015-02-01,7.750000,9.190000,7.750000,8.510000,8.145015,197265600 305 | 2015-03-01,8.560000,9.260000,7.100000,7.990000,7.698074,366484900 306 | 2015-04-01,8.030000,9.470000,7.790000,8.170000,7.871498,253446300 307 | 2015-05-01,8.170000,8.320000,6.550000,6.720000,6.474475,325212600 308 | 2015-06-01,6.740000,7.090000,6.230000,6.260000,6.082979,171443300 309 | 2015-07-01,6.310000,6.460000,5.160000,5.670000,5.509663,163142700 310 | 2015-08-01,5.670000,6.690000,4.370000,5.190000,5.043237,174825200 311 | 2015-09-01,5.080000,5.100000,3.180000,3.250000,3.186893,278015700 312 | 2015-10-01,3.260000,4.410000,3.210000,4.030000,3.951748,173875800 313 | 2015-11-01,4.030000,4.540000,2.410000,3.450000,3.383010,252085000 314 | 2015-12-01,3.410000,4.780000,3.360000,4.050000,4.050000,251237800 315 | 2016-01-01,4.050000,4.130000,2.210000,3.390000,3.390000,225433200 316 | 2016-02-01,3.340000,3.940000,2.610000,3.810000,3.810000,160838800 317 | 2016-03-01,3.800000,4.970000,3.590000,4.810000,4.810000,173785700 318 | 2016-04-01,4.750000,5.250000,4.370000,4.710000,4.710000,132288800 319 | 2016-05-01,4.730000,4.800000,3.700000,3.900000,3.900000,91783800 320 | 2016-06-01,3.880000,4.430000,3.520000,3.780000,3.780000,134267000 321 | 2016-07-01,3.830000,4.170000,3.650000,4.070000,4.070000,84366400 322 | 2016-08-01,4.040000,5.840000,3.960000,5.700000,5.700000,152256600 323 | 2016-09-01,5.730000,5.970000,5.170000,5.660000,5.660000,96193300 324 | 2016-10-01,5.710000,6.960000,5.470000,6.550000,6.550000,113662900 325 | 2016-11-01,6.590000,6.790000,5.250000,5.370000,5.370000,131012700 326 | 2016-12-01,5.360000,5.750000,4.990000,5.040000,5.040000,121829400 327 | 2017-01-01,5.140000,6.020000,5.100000,5.870000,5.870000,69907400 328 | 2017-02-01,5.920000,6.030000,4.090000,4.400000,4.400000,164319600 329 | 2017-03-01,4.460000,4.580000,4.110000,4.400000,4.400000,119896100 330 | 2017-04-01,4.410000,4.860000,4.250000,4.850000,4.850000,105530600 331 | 2017-05-01,4.860000,4.890000,3.240000,3.400000,3.400000,244056300 332 | 2017-06-01,3.410000,3.870000,3.340000,3.800000,3.800000,208655000 333 | 2017-07-01,3.800000,3.890000,3.500000,3.640000,3.640000,73335200 334 | 2017-08-01,3.680000,3.690000,2.480000,2.490000,2.490000,120512700 335 | 2017-09-01,2.490000,2.680000,2.290000,2.330000,2.330000,80650300 336 | 2017-10-01,2.360000,2.430000,2.110000,2.280000,2.280000,75981700 337 | 2017-11-01,2.300000,2.370000,1.850000,1.980000,1.980000,92710600 338 | 2017-12-01,2.000000,2.390000,1.930000,2.150000,2.150000,67432900 339 | 2018-01-01,2.150000,2.610000,2.090000,2.440000,2.440000,70350800 340 | 2018-02-01,2.490000,2.940000,2.030000,2.630000,2.630000,90215800 341 | 2018-03-01,2.610000,2.990000,2.560000,2.840000,2.840000,136876800 342 | 2018-04-01,2.820000,2.990000,2.490000,2.530000,2.530000,58964200 343 | 2018-05-01,2.540000,2.610000,1.750000,1.800000,1.800000,83582600 344 | 2018-06-01,1.820000,1.830000,1.480000,1.620000,1.620000,147962000 345 | 2018-07-01,1.610000,1.700000,1.380000,1.590000,1.590000,146942900 346 | 2018-08-01,1.600000,2.190000,1.430000,2.000000,2.000000,173177300 347 | 2018-09-01,1.990000,2.540000,1.850000,2.200000,2.200000,112766800 348 | -------------------------------------------------------------------------------- /data/capacity: -------------------------------------------------------------------------------- 1 | 1990-01-01,82.3496 2 | 1990-02-01,82.9863 3 | 1990-03-01,83.2046 4 | 1990-04-01,82.8958 5 | 1990-05-01,82.9115 6 | 1990-06-01,83.0226 7 | 1990-07-01,82.7750 8 | 1990-08-01,82.8882 9 | 1990-09-01,82.8714 10 | 1990-10-01,82.1249 11 | 1990-11-01,81.0479 12 | 1990-12-01,80.4166 13 | 1991-01-01,79.9623 14 | 1991-02-01,79.3239 15 | 1991-03-01,78.8117 16 | 1991-04-01,78.8879 17 | 1991-05-01,79.5850 18 | 1991-06-01,80.2165 19 | 1991-07-01,80.2039 20 | 1991-08-01,80.1674 21 | 1991-09-01,80.7662 22 | 1991-10-01,80.5173 23 | 1991-11-01,80.2993 24 | 1991-12-01,79.8548 25 | 1992-01-01,79.2537 26 | 1992-02-01,79.6575 27 | 1992-03-01,80.1571 28 | 1992-04-01,80.5910 29 | 1992-05-01,80.6790 30 | 1992-06-01,80.5131 31 | 1992-07-01,81.0580 32 | 1992-08-01,80.4887 33 | 1992-09-01,80.5085 34 | 1992-10-01,80.9545 35 | 1992-11-01,81.1504 36 | 1992-12-01,81.0779 37 | 1993-01-01,81.2928 38 | 1993-02-01,81.5213 39 | 1993-03-01,81.2916 40 | 1993-04-01,81.4603 41 | 1993-05-01,81.0666 42 | 1993-06-01,81.0941 43 | 1993-07-01,81.2308 44 | 1993-08-01,81.0272 45 | 1993-09-01,81.2854 46 | 1993-10-01,81.7706 47 | 1993-11-01,81.9645 48 | 1993-12-01,82.2380 49 | 1994-01-01,82.3698 50 | 1994-02-01,82.2046 51 | 1994-03-01,82.8294 52 | 1994-04-01,83.0811 53 | 1994-05-01,83.2688 54 | 1994-06-01,83.5555 55 | 1994-07-01,83.4296 56 | 1994-08-01,83.6645 57 | 1994-09-01,83.7144 58 | 1994-10-01,84.1504 59 | 1994-11-01,84.3967 60 | 1994-12-01,84.9892 61 | 1995-01-01,84.8572 62 | 1995-02-01,84.4491 63 | 1995-03-01,84.2726 64 | 1995-04-01,83.9276 65 | 1995-05-01,83.9150 66 | 1995-06-01,83.8983 67 | 1995-07-01,83.2584 68 | 1995-08-01,83.9893 69 | 1995-09-01,83.9933 70 | 1995-10-01,83.5482 71 | 1995-11-01,83.4039 72 | 1995-12-01,83.3632 73 | 1996-01-01,82.4533 74 | 1996-02-01,83.3618 75 | 1996-03-01,82.8953 76 | 1996-04-01,83.2719 77 | 1996-05-01,83.4885 78 | 1996-06-01,83.8002 79 | 1996-07-01,83.3004 80 | 1996-08-01,83.3893 81 | 1996-09-01,83.5680 82 | 1996-10-01,83.1251 83 | 1996-11-01,83.4491 84 | 1996-12-01,83.5840 85 | 1997-01-01,83.2909 86 | 1997-02-01,83.8681 87 | 1997-03-01,84.0167 88 | 1997-04-01,83.6057 89 | 1997-05-01,83.6433 90 | 1997-06-01,83.5875 91 | 1997-07-01,83.7388 92 | 1997-08-01,84.1170 93 | 1997-09-01,84.3503 94 | 1997-10-01,84.5504 95 | 1997-11-01,84.7469 96 | 1997-12-01,84.4518 97 | 1998-01-01,84.3386 98 | 1998-02-01,83.8847 99 | 1998-03-01,83.4012 100 | 1998-04-01,83.1681 101 | 1998-05-01,83.1785 102 | 1998-06-01,82.1565 103 | 1998-07-01,81.4101 104 | 1998-08-01,82.6361 105 | 1998-09-01,82.0518 106 | 1998-10-01,82.3026 107 | 1998-11-01,81.8555 108 | 1998-12-01,81.7748 109 | 1999-01-01,81.7948 110 | 1999-02-01,81.8616 111 | 1999-03-01,81.6523 112 | 1999-04-01,81.5575 113 | 1999-05-01,81.7981 114 | 1999-06-01,81.3544 115 | 1999-07-01,81.5692 116 | 1999-08-01,81.6161 117 | 1999-09-01,80.9800 118 | 1999-10-01,81.7590 119 | 1999-11-01,81.8607 120 | 1999-12-01,82.1959 121 | 2000-01-01,81.9262 122 | 2000-02-01,81.8720 123 | 2000-03-01,81.9043 124 | 2000-04-01,82.2287 125 | 2000-05-01,82.0849 126 | 2000-06-01,81.8942 127 | 2000-07-01,81.5102 128 | 2000-08-01,81.0080 129 | 2000-09-01,81.0587 130 | 2000-10-01,80.5567 131 | 2000-11-01,80.3176 132 | 2000-12-01,79.8543 133 | 2001-01-01,79.0958 134 | 2001-02-01,78.3711 135 | 2001-03-01,77.9252 136 | 2001-04-01,77.4758 137 | 2001-05-01,76.7880 138 | 2001-06-01,76.1299 139 | 2001-07-01,75.5075 140 | 2001-08-01,75.2209 141 | 2001-09-01,74.7595 142 | 2001-10-01,74.2739 143 | 2001-11-01,73.7525 144 | 2001-12-01,73.6373 145 | 2002-01-01,73.9740 146 | 2002-02-01,73.8450 147 | 2002-03-01,74.3386 148 | 2002-04-01,74.5636 149 | 2002-05-01,74.8078 150 | 2002-06-01,75.4694 151 | 2002-07-01,75.2542 152 | 2002-08-01,75.2329 153 | 2002-09-01,75.3321 154 | 2002-10-01,75.1097 155 | 2002-11-01,75.5085 156 | 2002-12-01,75.1658 157 | 2003-01-01,75.6297 158 | 2003-02-01,75.8987 159 | 2003-03-01,75.7567 160 | 2003-04-01,75.2599 161 | 2003-05-01,75.3046 162 | 2003-06-01,75.4560 163 | 2003-07-01,75.8049 164 | 2003-08-01,75.7089 165 | 2003-09-01,76.1719 166 | 2003-10-01,76.2978 167 | 2003-11-01,76.8988 168 | 2003-12-01,76.8491 169 | 2004-01-01,77.0609 170 | 2004-02-01,77.5318 171 | 2004-03-01,77.1592 172 | 2004-04-01,77.5165 173 | 2004-05-01,78.1411 174 | 2004-06-01,77.5044 175 | 2004-07-01,78.0989 176 | 2004-08-01,78.1521 177 | 2004-09-01,78.2055 178 | 2004-10-01,78.9239 179 | 2004-11-01,79.0589 180 | 2004-12-01,79.5864 181 | 2005-01-01,79.9048 182 | 2005-02-01,80.3724 183 | 2005-03-01,80.1794 184 | 2005-04-01,80.2125 185 | 2005-05-01,80.2236 186 | 2005-06-01,80.4325 187 | 2005-07-01,80.0768 188 | 2005-08-01,80.1868 189 | 2005-09-01,78.5853 190 | 2005-10-01,79.4677 191 | 2005-11-01,80.1673 192 | 2005-12-01,80.5528 193 | 2006-01-01,80.5391 194 | 2006-02-01,80.4410 195 | 2006-03-01,80.4889 196 | 2006-04-01,80.7021 197 | 2006-05-01,80.4978 198 | 2006-06-01,80.6795 199 | 2006-07-01,80.5090 200 | 2006-08-01,80.6657 201 | 2006-09-01,80.3359 202 | 2006-10-01,80.1196 203 | 2006-11-01,79.8527 204 | 2006-12-01,80.5084 205 | 2007-01-01,79.9069 206 | 2007-02-01,80.5446 207 | 2007-03-01,80.5290 208 | 2007-04-01,80.9401 209 | 2007-05-01,80.8168 210 | 2007-06-01,80.7024 211 | 2007-07-01,80.5620 212 | 2007-08-01,80.6555 213 | 2007-09-01,80.9264 214 | 2007-10-01,80.5742 215 | 2007-11-01,81.0315 216 | 2007-12-01,81.0955 217 | 2008-01-01,80.9236 218 | 2008-02-01,80.6995 219 | 2008-03-01,80.5647 220 | 2008-04-01,80.0116 221 | 2008-05-01,79.6029 222 | 2008-06-01,79.4358 223 | 2008-07-01,79.0147 224 | 2008-08-01,77.7686 225 | 2008-09-01,74.3498 226 | 2008-10-01,75.0000 227 | 2008-11-01,73.9779 228 | 2008-12-01,71.7416 229 | 2009-01-01,69.9564 230 | 2009-02-01,69.4334 231 | 2009-03-01,68.2804 232 | 2009-04-01,67.6857 233 | 2009-05-01,66.9755 234 | 2009-06-01,66.7099 235 | 2009-07-01,67.4651 236 | 2009-08-01,68.2756 237 | 2009-09-01,68.8642 238 | 2009-10-01,69.1835 239 | 2009-11-01,69.5735 240 | 2009-12-01,69.9091 241 | 2010-01-01,70.8724 242 | 2010-02-01,71.2706 243 | 2010-03-01,71.8935 244 | 2010-04-01,72.3257 245 | 2010-05-01,73.5277 246 | 2010-06-01,73.7847 247 | 2010-07-01,74.2410 248 | 2010-08-01,74.6070 249 | 2010-09-01,74.8782 250 | 2010-10-01,74.7714 251 | 2010-11-01,74.8734 252 | 2010-12-01,75.6324 253 | 2011-01-01,75.5900 254 | 2011-02-01,75.2711 255 | 2011-03-01,76.0136 256 | 2011-04-01,75.7258 257 | 2011-05-01,75.8396 258 | 2011-06-01,75.9752 259 | 2011-07-01,76.2960 260 | 2011-08-01,76.6413 261 | 2011-09-01,76.4931 262 | 2011-10-01,76.9080 263 | 2011-11-01,76.7360 264 | 2011-12-01,77.0264 265 | 2012-01-01,77.3594 266 | 2012-02-01,77.4425 267 | 2012-03-01,76.9348 268 | 2012-04-01,77.3933 269 | 2012-05-01,77.4049 270 | 2012-06-01,77.2452 271 | 2012-07-01,77.3326 272 | 2012-08-01,76.9007 273 | 2012-09-01,76.7809 274 | 2012-10-01,76.8430 275 | 2012-11-01,77.1112 276 | 2012-12-01,77.2492 277 | 2013-01-01,77.1119 278 | 2013-02-01,77.4353 279 | 2013-03-01,77.6440 280 | 2013-04-01,77.4662 281 | 2013-05-01,77.4315 282 | 2013-06-01,77.5086 283 | 2013-07-01,77.0600 284 | 2013-08-01,77.5511 285 | 2013-09-01,77.8696 286 | 2013-10-01,77.7058 287 | 2013-11-01,77.8833 288 | 2013-12-01,78.0532 289 | 2014-01-01,77.6284 290 | 2014-02-01,78.2309 291 | 2014-03-01,78.8959 292 | 2014-04-01,78.9238 293 | 2014-05-01,79.0659 294 | 2014-06-01,79.2271 295 | 2014-07-01,79.2315 296 | 2014-08-01,79.0559 297 | 2014-09-01,79.1766 298 | 2014-10-01,79.0860 299 | 2014-11-01,79.6156 300 | 2014-12-01,79.3998 301 | 2015-01-01,78.8435 302 | 2015-02-01,78.4290 303 | 2015-03-01,78.1172 304 | 2015-04-01,77.6688 305 | 2015-05-01,77.2540 306 | 2015-06-01,76.9332 307 | 2015-07-01,77.3123 308 | 2015-08-01,77.2003 309 | 2015-09-01,76.8760 310 | 2015-10-01,76.5766 311 | 2015-11-01,76.0883 312 | 2015-12-01,75.7183 313 | 2016-01-01,76.2521 314 | 2016-02-01,75.7089 315 | 2016-03-01,75.0794 316 | 2016-04-01,75.1924 317 | 2016-05-01,75.0425 318 | 2016-06-01,75.2555 319 | 2016-07-01,75.3571 320 | 2016-08-01,75.2584 321 | 2016-09-01,75.1197 322 | 2016-10-01,75.1762 323 | 2016-11-01,74.9773 324 | 2016-12-01,75.6544 325 | 2017-01-01,75.4469 326 | 2017-02-01,75.1426 327 | 2017-03-01,75.5371 328 | 2017-04-01,76.2446 329 | 2017-05-01,76.2184 330 | 2017-06-01,76.2322 331 | 2017-07-01,76.0854 332 | 2017-08-01,75.7281 333 | 2017-09-01,75.6581 334 | 2017-10-01,76.7559 335 | 2017-11-01,77.0651 336 | 2017-12-01,77.3238 337 | 2018-01-01,76.9752 338 | 2018-02-01,77.2149 339 | 2018-03-01,77.4819 340 | 2018-04-01,78.2340 341 | 2018-05-01,77.4551 342 | 2018-06-01,77.7965 343 | 2018-07-01,77.9785 344 | 2018-08-01,78.4798 345 | -------------------------------------------------------------------------------- /data/cpi: -------------------------------------------------------------------------------- 1 | 1989-12-01,126.3 2 | 1990-01-01,127.5 3 | 1990-02-01,128.0 4 | 1990-03-01,128.6 5 | 1990-04-01,128.9 6 | 1990-05-01,129.1 7 | 1990-06-01,129.9 8 | 1990-07-01,130.5 9 | 1990-08-01,131.6 10 | 1990-09-01,132.5 11 | 1990-10-01,133.4 12 | 1990-11-01,133.7 13 | 1990-12-01,134.2 14 | 1991-01-01,134.7 15 | 1991-02-01,134.8 16 | 1991-03-01,134.8 17 | 1991-04-01,135.1 18 | 1991-05-01,135.6 19 | 1991-06-01,136.0 20 | 1991-07-01,136.2 21 | 1991-08-01,136.6 22 | 1991-09-01,137.0 23 | 1991-10-01,137.2 24 | 1991-11-01,137.8 25 | 1991-12-01,138.2 26 | 1992-01-01,138.3 27 | 1992-02-01,138.6 28 | 1992-03-01,139.1 29 | 1992-04-01,139.4 30 | 1992-05-01,139.7 31 | 1992-06-01,140.1 32 | 1992-07-01,140.5 33 | 1992-08-01,140.8 34 | 1992-09-01,141.1 35 | 1992-10-01,141.7 36 | 1992-11-01,142.1 37 | 1992-12-01,142.3 38 | 1993-01-01,142.8 39 | 1993-02-01,143.1 40 | 1993-03-01,143.3 41 | 1993-04-01,143.8 42 | 1993-05-01,144.2 43 | 1993-06-01,144.3 44 | 1993-07-01,144.5 45 | 1993-08-01,144.8 46 | 1993-09-01,145.0 47 | 1993-10-01,145.6 48 | 1993-11-01,146.0 49 | 1993-12-01,146.3 50 | 1994-01-01,146.3 51 | 1994-02-01,146.7 52 | 1994-03-01,147.1 53 | 1994-04-01,147.2 54 | 1994-05-01,147.5 55 | 1994-06-01,147.9 56 | 1994-07-01,148.4 57 | 1994-08-01,149.0 58 | 1994-09-01,149.3 59 | 1994-10-01,149.4 60 | 1994-11-01,149.8 61 | 1994-12-01,150.1 62 | 1995-01-01,150.5 63 | 1995-02-01,150.9 64 | 1995-03-01,151.2 65 | 1995-04-01,151.8 66 | 1995-05-01,152.1 67 | 1995-06-01,152.4 68 | 1995-07-01,152.6 69 | 1995-08-01,152.9 70 | 1995-09-01,153.1 71 | 1995-10-01,153.5 72 | 1995-11-01,153.7 73 | 1995-12-01,153.9 74 | 1996-01-01,154.7 75 | 1996-02-01,155.0 76 | 1996-03-01,155.5 77 | 1996-04-01,156.1 78 | 1996-05-01,156.4 79 | 1996-06-01,156.7 80 | 1996-07-01,157.0 81 | 1996-08-01,157.2 82 | 1996-09-01,157.7 83 | 1996-10-01,158.2 84 | 1996-11-01,158.7 85 | 1996-12-01,159.1 86 | 1997-01-01,159.4 87 | 1997-02-01,159.7 88 | 1997-03-01,159.8 89 | 1997-04-01,159.9 90 | 1997-05-01,159.9 91 | 1997-06-01,160.2 92 | 1997-07-01,160.4 93 | 1997-08-01,160.8 94 | 1997-09-01,161.2 95 | 1997-10-01,161.5 96 | 1997-11-01,161.7 97 | 1997-12-01,161.8 98 | 1998-01-01,162.0 99 | 1998-02-01,162.0 100 | 1998-03-01,162.0 101 | 1998-04-01,162.2 102 | 1998-05-01,162.6 103 | 1998-06-01,162.8 104 | 1998-07-01,163.2 105 | 1998-08-01,163.4 106 | 1998-09-01,163.5 107 | 1998-10-01,163.9 108 | 1998-11-01,164.1 109 | 1998-12-01,164.4 110 | 1999-01-01,164.7 111 | 1999-02-01,164.7 112 | 1999-03-01,164.8 113 | 1999-04-01,165.9 114 | 1999-05-01,166.0 115 | 1999-06-01,166.0 116 | 1999-07-01,166.7 117 | 1999-08-01,167.1 118 | 1999-09-01,167.8 119 | 1999-10-01,168.1 120 | 1999-11-01,168.4 121 | 1999-12-01,168.8 122 | 2000-01-01,169.3 123 | 2000-02-01,170.0 124 | 2000-03-01,171.0 125 | 2000-04-01,170.9 126 | 2000-05-01,171.2 127 | 2000-06-01,172.2 128 | 2000-07-01,172.7 129 | 2000-08-01,172.7 130 | 2000-09-01,173.6 131 | 2000-10-01,173.9 132 | 2000-11-01,174.2 133 | 2000-12-01,174.6 134 | 2001-01-01,175.6 135 | 2001-02-01,176.0 136 | 2001-03-01,176.1 137 | 2001-04-01,176.4 138 | 2001-05-01,177.3 139 | 2001-06-01,177.7 140 | 2001-07-01,177.4 141 | 2001-08-01,177.4 142 | 2001-09-01,178.1 143 | 2001-10-01,177.6 144 | 2001-11-01,177.5 145 | 2001-12-01,177.4 146 | 2002-01-01,177.7 147 | 2002-02-01,178.0 148 | 2002-03-01,178.5 149 | 2002-04-01,179.3 150 | 2002-05-01,179.5 151 | 2002-06-01,179.6 152 | 2002-07-01,180.0 153 | 2002-08-01,180.5 154 | 2002-09-01,180.8 155 | 2002-10-01,181.2 156 | 2002-11-01,181.5 157 | 2002-12-01,181.8 158 | 2003-01-01,182.600 159 | 2003-02-01,183.600 160 | 2003-03-01,183.900 161 | 2003-04-01,183.200 162 | 2003-05-01,182.900 163 | 2003-06-01,183.100 164 | 2003-07-01,183.700 165 | 2003-08-01,184.5 166 | 2003-09-01,185.100 167 | 2003-10-01,184.9 168 | 2003-11-01,185.000 169 | 2003-12-01,185.500 170 | 2004-01-01,186.300 171 | 2004-02-01,186.700 172 | 2004-03-01,187.100 173 | 2004-04-01,187.400 174 | 2004-05-01,188.200 175 | 2004-06-01,188.900 176 | 2004-07-01,189.100 177 | 2004-08-01,189.200 178 | 2004-09-01,189.800 179 | 2004-10-01,190.8 180 | 2004-11-01,191.700 181 | 2004-12-01,191.700 182 | 2005-01-01,191.600 183 | 2005-02-01,192.400 184 | 2005-03-01,193.100 185 | 2005-04-01,193.700 186 | 2005-05-01,193.600 187 | 2005-06-01,193.700 188 | 2005-07-01,194.900 189 | 2005-08-01,196.100 190 | 2005-09-01,198.800 191 | 2005-10-01,199.100 192 | 2005-11-01,198.100 193 | 2005-12-01,198.100 194 | 2006-01-01,199.300 195 | 2006-02-01,199.400 196 | 2006-03-01,199.700 197 | 2006-04-01,200.700 198 | 2006-05-01,201.300 199 | 2006-06-01,201.800 200 | 2006-07-01,202.900 201 | 2006-08-01,203.800 202 | 2006-09-01,202.800 203 | 2006-10-01,201.900 204 | 2006-11-01,202.000 205 | 2006-12-01,203.100 206 | 2007-01-01,203.437 207 | 2007-02-01,204.226 208 | 2007-03-01,205.288 209 | 2007-04-01,205.904 210 | 2007-05-01,206.755 211 | 2007-06-01,207.234 212 | 2007-07-01,207.603 213 | 2007-08-01,207.667 214 | 2007-09-01,208.547 215 | 2007-10-01,209.190 216 | 2007-11-01,210.834 217 | 2007-12-01,211.445 218 | 2008-01-01,212.174 219 | 2008-02-01,212.687 220 | 2008-03-01,213.448 221 | 2008-04-01,213.942 222 | 2008-05-01,215.208 223 | 2008-06-01,217.463 224 | 2008-07-01,219.016 225 | 2008-08-01,218.690 226 | 2008-09-01,218.877 227 | 2008-10-01,216.995 228 | 2008-11-01,213.153 229 | 2008-12-01,211.398 230 | 2009-01-01,211.933 231 | 2009-02-01,212.705 232 | 2009-03-01,212.495 233 | 2009-04-01,212.709 234 | 2009-05-01,213.022 235 | 2009-06-01,214.790 236 | 2009-07-01,214.726 237 | 2009-08-01,215.445 238 | 2009-09-01,215.861 239 | 2009-10-01,216.509 240 | 2009-11-01,217.234 241 | 2009-12-01,217.347 242 | 2010-01-01,217.488 243 | 2010-02-01,217.281 244 | 2010-03-01,217.353 245 | 2010-04-01,217.403 246 | 2010-05-01,217.290 247 | 2010-06-01,217.199 248 | 2010-07-01,217.605 249 | 2010-08-01,217.923 250 | 2010-09-01,218.275 251 | 2010-10-01,219.035 252 | 2010-11-01,219.590 253 | 2010-12-01,220.472 254 | 2011-01-01,221.187 255 | 2011-02-01,221.898 256 | 2011-03-01,223.046 257 | 2011-04-01,224.093 258 | 2011-05-01,224.806 259 | 2011-06-01,224.806 260 | 2011-07-01,225.395 261 | 2011-08-01,226.106 262 | 2011-09-01,226.597 263 | 2011-10-01,226.750 264 | 2011-11-01,227.169 265 | 2011-12-01,227.223 266 | 2012-01-01,227.842 267 | 2012-02-01,228.329 268 | 2012-03-01,228.807 269 | 2012-04-01,229.187 270 | 2012-05-01,228.713 271 | 2012-06-01,228.524 272 | 2012-07-01,228.590 273 | 2012-08-01,229.918 274 | 2012-09-01,231.015 275 | 2012-10-01,231.638 276 | 2012-11-01,231.249 277 | 2012-12-01,231.221 278 | 2013-01-01,231.679 279 | 2013-02-01,232.937 280 | 2013-03-01,232.282 281 | 2013-04-01,231.797 282 | 2013-05-01,231.893 283 | 2013-06-01,232.445 284 | 2013-07-01,232.900 285 | 2013-08-01,233.456 286 | 2013-09-01,233.544 287 | 2013-10-01,233.669 288 | 2013-11-01,234.100 289 | 2013-12-01,234.719 290 | 2014-01-01,235.347 291 | 2014-02-01,235.522 292 | 2014-03-01,235.956 293 | 2014-04-01,236.463 294 | 2014-05-01,236.867 295 | 2014-06-01,237.188 296 | 2014-07-01,237.485 297 | 2014-08-01,237.439 298 | 2014-09-01,237.452 299 | 2014-10-01,237.447 300 | 2014-11-01,237.042 301 | 2014-12-01,236.270 302 | 2015-01-01,234.836 303 | 2015-02-01,235.274 304 | 2015-03-01,235.956 305 | 2015-04-01,236.165 306 | 2015-05-01,236.952 307 | 2015-06-01,237.618 308 | 2015-07-01,237.993 309 | 2015-08-01,237.989 310 | 2015-09-01,237.467 311 | 2015-10-01,237.764 312 | 2015-11-01,238.072 313 | 2015-12-01,237.827 314 | 2016-01-01,237.990 315 | 2016-02-01,237.532 316 | 2016-03-01,238.022 317 | 2016-04-01,238.843 318 | 2016-05-01,239.439 319 | 2016-06-01,240.074 320 | 2016-07-01,240.058 321 | 2016-08-01,240.569 322 | 2016-09-01,241.017 323 | 2016-10-01,241.667 324 | 2016-11-01,242.081 325 | 2016-12-01,242.784 326 | 2017-01-01,244.028 327 | 2017-02-01,244.102 328 | 2017-03-01,243.717 329 | 2017-04-01,244.087 330 | 2017-05-01,243.911 331 | 2017-06-01,244.032 332 | 2017-07-01,244.236 333 | 2017-08-01,245.262 334 | 2017-09-01,246.392 335 | 2017-10-01,246.583 336 | 2017-11-01,247.411 337 | 2017-12-01,247.910 338 | 2018-01-01,249.245 339 | 2018-02-01,249.619 340 | 2018-03-01,249.462 341 | 2018-04-01,250.013 342 | 2018-05-01,250.535 343 | 2018-06-01,250.857 344 | 2018-07-01,251.286 345 | 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1995-11-01,7.875000,9.750000,7.250000,9.250000,9.250000,1405400 7 | 1995-12-01,9.750000,10.250000,9.000000,9.875000,9.875000,666600 8 | 1996-01-01,10.000000,10.375000,8.875000,10.375000,10.375000,546900 9 | 1996-02-01,9.500000,11.750000,9.500000,10.000000,10.000000,985300 10 | 1996-03-01,11.250000,12.000000,10.000000,10.500000,10.500000,802300 11 | 1996-04-01,11.375000,13.500000,8.406250,12.250000,12.250000,1262600 12 | 1996-05-01,12.250000,12.250000,9.000000,9.750000,9.750000,792700 13 | 1996-06-01,10.000000,11.250000,9.187500,10.250000,10.250000,531000 14 | 1996-07-01,9.500000,13.500000,7.250000,7.750000,7.750000,1270300 15 | 1996-08-01,7.750000,8.000000,5.750000,8.000000,8.000000,558500 16 | 1996-09-01,8.000000,8.000000,4.250000,4.500000,4.500000,360600 17 | 1996-10-01,5.250000,5.250000,2.000000,2.500000,2.500000,537700 18 | 1996-11-01,2.750000,3.000000,1.250000,1.625000,1.625000,537300 19 | 1996-12-01,1.375000,2.062500,0.875000,1.062500,1.062500,752500 20 | 1997-01-01,1.062500,1.500000,0.625000,1.187500,1.187500,845400 21 | 1997-02-01,1.375000,1.437500,0.937500,1.187500,1.187500,292500 22 | 1997-03-01,1.187500,1.562500,1.000000,1.468750,1.468750,521100 23 | 1997-04-01,1.500000,1.875000,1.375000,1.625000,1.625000,1097300 24 | 1997-05-01,1.625000,1.625000,1.250000,1.437500,1.437500,1213700 25 | 1997-06-01,1.562500,2.125000,1.500000,1.750000,1.750000,2003000 26 | 1997-07-01,1.750000,2.125000,1.250000,1.375000,1.375000,889100 27 | 1997-08-01,1.500000,1.750000,1.125000,1.312500,1.312500,596400 28 | 1997-09-01,1.312500,1.750000,1.062500,1.500000,1.500000,651500 29 | 1997-10-01,1.500000,3.687500,1.500000,2.750000,2.750000,2993400 30 | 1997-11-01,2.500000,2.750000,2.000000,2.000000,2.000000,555500 31 | 1997-12-01,2.125000,2.625000,1.875000,2.250000,2.250000,773900 32 | 1998-01-01,2.312500,3.437500,2.250000,3.000000,3.000000,1817400 33 | 1998-02-01,2.937500,3.625000,2.750000,3.125000,3.125000,1749600 34 | 1998-03-01,3.125000,3.312500,2.250000,2.875000,2.875000,2728700 35 | 1998-04-01,2.812500,3.312500,2.500000,2.687500,2.687500,2157300 36 | 1998-05-01,2.812500,3.500000,2.687500,2.750000,2.750000,3041500 37 | 1998-06-01,2.937500,3.000000,2.312500,2.812500,2.812500,1393500 38 | 1998-07-01,2.625000,3.000000,2.000000,2.250000,2.250000,898900 39 | 1998-08-01,2.250000,2.375000,1.031250,1.046880,1.046880,890000 40 | 1998-09-01,1.031250,1.250000,0.875000,0.937500,0.937500,981000 41 | 1998-10-01,0.875000,1.062500,0.687500,0.875000,0.875000,883500 42 | 1998-11-01,0.906250,1.000000,0.687500,0.875000,0.875000,459700 43 | 1998-12-01,0.875000,0.968750,0.625000,0.750000,0.750000,1339400 44 | 1999-01-01,0.687500,1.375000,0.687500,1.031250,1.031250,1018500 45 | 1999-02-01,1.031250,1.812500,1.000000,1.437500,1.437500,1238700 46 | 1999-03-01,1.375000,1.875000,1.000000,1.062500,1.062500,757300 47 | 1999-04-01,1.000000,1.656250,1.000000,1.500000,1.500000,662300 48 | 1999-05-01,1.500000,1.812500,1.093750,1.187500,1.187500,1029400 49 | 1999-06-01,1.437500,1.500000,1.187500,1.437500,1.437500,545500 50 | 1999-07-01,1.468750,1.656250,1.250000,1.375000,1.375000,995400 51 | 1999-08-01,1.468750,1.875000,1.343750,1.875000,1.875000,675100 52 | 1999-09-01,1.796880,3.562500,1.750000,2.375000,2.375000,1514100 53 | 1999-10-01,2.375000,3.000000,2.250000,2.500000,2.500000,520300 54 | 1999-11-01,2.468750,3.250000,2.000000,2.937500,2.937500,934100 55 | 1999-12-01,2.937500,3.375000,2.500000,3.250000,3.250000,1204600 56 | 2000-01-01,3.125000,4.500000,2.500000,3.687500,3.687500,1779400 57 | 2000-02-01,3.625000,3.937500,2.875000,3.625000,3.625000,663800 58 | 2000-03-01,3.593750,3.968750,2.875000,3.125000,3.125000,708600 59 | 2000-04-01,2.937500,3.125000,1.500000,2.000000,2.000000,464100 60 | 2000-05-01,2.125000,2.562500,1.500000,1.500000,1.500000,583600 61 | 2000-06-01,2.000000,2.500000,1.687500,2.125000,2.125000,539700 62 | 2000-07-01,2.156250,2.250000,1.500000,1.750000,1.750000,194700 63 | 2000-08-01,2.125000,2.125000,1.000000,1.125000,1.125000,731100 64 | 2000-09-01,1.234380,1.750000,1.125000,1.468750,1.468750,1282700 65 | 2000-10-01,1.390620,1.500000,1.000000,1.062500,1.062500,588800 66 | 2000-11-01,1.156250,1.250000,0.812500,1.000000,1.000000,587900 67 | 2000-12-01,0.937500,1.062500,0.687500,0.937500,0.937500,641200 68 | 2001-01-01,0.953120,1.500000,0.937500,1.437500,1.437500,716200 69 | 2001-02-01,1.437500,1.750000,1.093750,1.125000,1.125000,424900 70 | 2001-03-01,1.203120,1.531250,1.000000,1.125000,1.125000,381800 71 | 2001-04-01,1.156250,1.250000,1.125000,1.160000,1.160000,30300 72 | 2001-05-01,1.110000,1.230000,1.000000,1.190000,1.190000,90700 73 | 2001-06-01,1.140000,1.170000,0.900000,1.020000,1.020000,73400 74 | 2001-07-01,1.020000,1.050000,0.830000,0.900000,0.900000,175800 75 | 2001-08-01,0.990000,1.000000,0.700000,0.920000,0.920000,77200 76 | 2001-09-01,0.900000,0.990000,0.550000,0.750000,0.750000,222600 77 | 2001-10-01,0.770000,1.080000,0.640000,0.950000,0.950000,92500 78 | 2001-11-01,0.980000,1.180000,0.590000,0.950000,0.950000,172900 79 | 2001-12-01,0.950000,1.190000,0.850000,0.870000,0.870000,127200 80 | 2002-01-01,1.030000,1.140000,0.800000,0.950000,0.950000,264300 81 | 2002-02-01,0.950000,1.040000,0.910000,0.950000,0.950000,91900 82 | 2002-03-01,0.930000,1.040000,0.840000,0.900000,0.900000,147900 83 | 2002-04-01,0.900000,0.980000,0.710000,0.800000,0.800000,117700 84 | 2002-05-01,0.820000,0.910000,0.750000,0.760000,0.760000,46600 85 | 2002-06-01,0.800000,0.860000,0.750000,0.760000,0.760000,46900 86 | 2002-07-01,0.760000,0.900000,0.670000,0.810000,0.810000,274000 87 | 2002-08-01,0.750000,1.000000,0.730000,0.850000,0.850000,173100 88 | 2002-09-01,0.850000,0.900000,0.740000,0.810000,0.810000,149900 89 | 2002-10-01,0.820000,0.920000,0.730000,0.850000,0.850000,122700 90 | 2002-11-01,0.810000,0.950000,0.730000,0.940000,0.940000,220000 91 | 2002-12-01,0.920000,1.380000,0.810000,1.100000,1.100000,713900 92 | 2003-01-01,1.160000,2.260000,1.090000,2.030000,2.030000,1793600 93 | 2003-02-01,2.090000,2.590000,1.760000,1.980000,1.980000,675000 94 | 2003-03-01,1.920000,2.110000,1.410000,1.840000,1.840000,422900 95 | 2003-04-01,1.530000,2.580000,1.500000,1.940000,1.940000,1117600 96 | 2003-05-01,1.940000,2.100000,1.630000,1.760000,1.760000,589800 97 | 2003-06-01,1.800000,1.850000,1.440000,1.620000,1.620000,738700 98 | 2003-07-01,1.610000,1.900000,1.560000,1.780000,1.780000,583900 99 | 2003-08-01,1.780000,2.850000,1.630000,2.670000,2.670000,2192100 100 | 2003-09-01,2.750000,3.000000,2.300000,2.380000,2.380000,2062600 101 | 2003-10-01,2.540000,2.560000,2.150000,2.480000,2.480000,797500 102 | 2003-11-01,2.450000,2.850000,2.200000,2.300000,2.300000,1042000 103 | 2003-12-01,2.250000,2.400000,2.080000,2.400000,2.400000,1187400 104 | 2004-01-01,2.760000,3.150000,2.320000,2.410000,2.410000,2495200 105 | 2004-02-01,2.420000,2.450000,2.250000,2.400000,2.400000,436400 106 | 2004-03-01,2.400000,2.400000,1.940000,2.210000,2.210000,508900 107 | 2004-04-01,2.150000,3.750000,2.080000,2.680000,2.680000,5337400 108 | 2004-05-01,2.780000,2.940000,2.450000,2.590000,2.590000,731300 109 | 2004-06-01,2.550000,2.980000,2.500000,2.630000,2.630000,464900 110 | 2004-07-01,2.820000,2.880000,2.150000,2.290000,2.290000,651900 111 | 2004-08-01,2.260000,2.340000,1.900000,2.160000,2.160000,355700 112 | 2004-09-01,2.130000,2.380000,2.060000,2.280000,2.280000,206300 113 | 2004-10-01,2.350000,2.640000,2.020000,2.380000,2.380000,240900 114 | 2004-11-01,2.070000,2.900000,2.070000,2.830000,2.830000,271800 115 | 2004-12-01,2.790000,4.590000,2.620000,4.180000,4.180000,5084400 116 | 2005-01-01,4.280000,8.120000,3.420000,7.500000,7.500000,20792400 117 | 2005-02-01,7.600000,8.640000,6.530000,7.860000,7.860000,14884300 118 | 2005-03-01,8.160000,13.480000,7.510000,12.990000,12.990000,21603700 119 | 2005-04-01,12.620000,17.370001,10.270000,15.080000,15.080000,39249500 120 | 2005-05-01,15.300000,21.950001,13.550000,20.920000,20.920000,31303100 121 | 2005-06-01,21.049999,23.379999,15.900000,15.990000,15.990000,24252700 122 | 2005-07-01,16.000000,26.889999,15.950000,26.750000,26.750000,27110200 123 | 2005-08-01,28.389999,29.000000,22.350000,25.870001,25.870001,19613200 124 | 2005-09-01,26.270000,29.850000,22.780001,23.469999,23.469999,17608900 125 | 2005-10-01,23.690001,25.370001,16.750000,20.540001,20.540001,16699100 126 | 2005-11-01,20.469999,26.400000,16.600000,17.870001,17.870001,20404200 127 | 2005-12-01,18.090000,18.459999,8.500000,8.900000,8.900000,23099500 128 | 2006-01-01,9.040000,11.840000,8.900000,10.800000,10.800000,16971500 129 | 2006-02-01,10.970000,11.200000,8.050000,9.000000,9.000000,7133100 130 | 2006-03-01,9.240000,11.790000,8.050000,10.700000,10.700000,7459900 131 | 2006-04-01,10.700000,11.480000,5.810000,6.390000,6.390000,10400900 132 | 2006-05-01,6.600000,6.600000,4.910000,5.040000,5.040000,4526500 133 | 2006-06-01,5.330000,5.330000,4.030000,4.150000,4.150000,2565400 134 | 2006-07-01,4.150000,7.280000,4.040000,4.640000,4.640000,15377200 135 | 2006-08-01,4.630000,5.890000,4.100000,5.310000,5.310000,7471500 136 | 2006-09-01,5.350000,6.050000,4.700000,5.120000,5.120000,6122300 137 | 2006-10-01,5.100000,6.090000,4.820000,5.370000,5.370000,10892500 138 | 2006-11-01,5.360000,5.460000,4.500000,4.550000,4.550000,3936000 139 | 2006-12-01,4.530000,4.720000,4.100000,4.190000,4.190000,4595000 140 | 2007-01-01,4.260000,5.300000,4.170000,4.260000,4.260000,5300900 141 | 2007-02-01,4.250000,4.800000,4.180000,4.260000,4.260000,3467100 142 | 2007-03-01,4.260000,4.420000,4.060000,4.160000,4.160000,1782000 143 | 2007-04-01,4.140000,4.250000,4.050000,4.080000,4.080000,1343500 144 | 2007-05-01,4.080000,4.250000,3.260000,3.290000,3.290000,2355500 145 | 2007-06-01,3.280000,4.000000,3.210000,3.320000,3.320000,3233300 146 | 2007-07-01,3.320000,3.460000,3.110000,3.210000,3.210000,1060700 147 | 2007-08-01,3.180000,3.240000,2.610000,2.750000,2.750000,1573100 148 | 2007-09-01,2.750000,3.610000,2.720000,3.080000,3.080000,1253900 149 | 2007-10-01,3.060000,3.580000,2.710000,2.770000,2.770000,1614900 150 | 2007-11-01,2.710000,2.880000,2.420000,2.420000,2.420000,1079900 151 | 2007-12-01,2.450000,2.460000,2.220000,2.370000,2.370000,977000 152 | 2008-01-01,2.400000,2.460000,2.130000,2.440000,2.440000,664300 153 | 2008-02-01,2.400000,2.420000,2.090000,2.300000,2.300000,685200 154 | 2008-03-01,2.300000,2.540000,2.010000,2.420000,2.420000,884000 155 | 2008-04-01,2.400000,2.500000,2.270000,2.430000,2.430000,404100 156 | 2008-05-01,2.440000,2.800000,2.170000,2.570000,2.570000,808500 157 | 2008-06-01,2.600000,2.740000,2.380000,2.680000,2.680000,447900 158 | 2008-07-01,2.700000,2.700000,2.360000,2.660000,2.660000,250500 159 | 2008-08-01,2.650000,2.730000,2.450000,2.510000,2.510000,353000 160 | 2008-09-01,2.530000,2.600000,1.840000,2.050000,2.050000,320400 161 | 2008-10-01,1.980000,3.190000,1.510000,2.380000,2.380000,2133500 162 | 2008-11-01,2.460000,3.270000,1.990000,2.720000,2.720000,1997700 163 | 2008-12-01,2.930000,3.300000,2.000000,2.230000,2.230000,4856100 164 | 2009-01-01,2.240000,2.380000,1.860000,1.910000,1.910000,1547900 165 | 2009-02-01,1.900000,1.960000,1.650000,1.700000,1.700000,1083900 166 | 2009-03-01,1.630000,2.050000,1.550000,1.860000,1.860000,1800300 167 | 2009-04-01,1.810000,1.850000,1.550000,1.660000,1.660000,2255300 168 | 2009-05-01,1.630000,1.770000,1.570000,1.670000,1.670000,1412000 169 | 2009-06-01,1.660000,1.760000,1.600000,1.650000,1.650000,1045600 170 | 2009-07-01,1.640000,1.670000,1.400000,1.610000,1.610000,1011400 171 | 2009-08-01,1.680000,1.780000,1.580000,1.750000,1.750000,1446000 172 | 2009-09-01,1.750000,1.790000,1.660000,1.710000,1.710000,886300 173 | 2009-10-01,1.740000,2.150000,1.690000,2.020000,2.020000,921900 174 | 2009-11-01,2.040000,2.150000,1.900000,1.950000,1.950000,934800 175 | 2009-12-01,1.930000,2.150000,1.900000,2.100000,2.100000,626700 176 | 2010-01-01,2.030000,2.640000,1.960000,2.450000,2.450000,1336700 177 | 2010-02-01,2.390000,2.490000,2.090000,2.250000,2.250000,578500 178 | 2010-03-01,2.250000,3.200000,2.050000,3.050000,3.050000,1729100 179 | 2010-04-01,3.090000,3.500000,2.960000,3.140000,3.140000,1361200 180 | 2010-05-01,3.160000,5.600000,3.050000,5.330000,5.330000,3030500 181 | 2010-06-01,4.970000,5.500000,3.090000,3.110000,3.110000,1615700 182 | 2010-07-01,3.110000,4.590000,2.900000,3.450000,3.450000,1708900 183 | 2010-08-01,3.470000,4.150000,3.130000,3.800000,3.800000,820800 184 | 2010-09-01,3.850000,4.000000,3.500000,3.730000,3.730000,349300 185 | 2010-10-01,3.700000,4.060000,3.640000,3.800000,3.800000,351500 186 | 2010-11-01,3.800000,3.920000,3.450000,3.900000,3.900000,580400 187 | 2010-12-01,3.950000,3.950000,2.890000,3.220000,3.220000,596600 188 | 2011-01-01,3.130000,3.730000,3.020000,3.420000,3.420000,755000 189 | 2011-02-01,3.480000,3.800000,3.420000,3.670000,3.670000,511000 190 | 2011-03-01,3.650000,4.100000,3.600000,3.910000,3.910000,507200 191 | 2011-04-01,3.870000,4.590000,3.820000,4.420000,4.420000,392900 192 | 2011-05-01,4.520000,4.550000,3.340000,3.450000,3.450000,377100 193 | 2011-06-01,3.480000,3.850000,2.520000,2.660000,2.660000,424000 194 | 2011-07-01,2.680000,3.110000,2.550000,2.670000,2.670000,357900 195 | 2011-08-01,2.770000,3.070000,2.010000,2.640000,2.640000,881100 196 | 2011-09-01,2.680000,2.850000,2.140000,2.250000,2.250000,540400 197 | 2011-10-01,2.190000,2.240000,1.900000,2.020000,2.020000,376300 198 | 2011-11-01,2.010000,2.150000,1.620000,1.620000,1.620000,465100 199 | 2011-12-01,1.610000,1.760000,1.550000,1.670000,1.670000,429900 200 | 2012-01-01,1.690000,2.040000,1.650000,1.950000,1.950000,368700 201 | 2012-02-01,1.960000,3.200000,1.920000,2.890000,2.890000,1655600 202 | 2012-03-01,2.960000,3.240000,2.220000,2.370000,2.370000,925000 203 | 2012-04-01,2.370000,2.830000,2.000000,2.290000,2.290000,562700 204 | 2012-05-01,2.300000,2.340000,1.680000,2.140000,2.140000,412400 205 | 2012-06-01,2.120000,2.120000,1.680000,1.740000,1.740000,376100 206 | 2012-07-01,1.830000,1.830000,1.280000,1.490000,1.490000,556400 207 | 2012-08-01,1.480000,1.480000,1.020000,1.140000,1.140000,396400 208 | 2012-09-01,1.160000,1.260000,1.130000,1.170000,1.170000,216000 209 | 2012-10-01,1.170000,1.300000,1.100000,1.210000,1.210000,208000 210 | 2012-11-01,1.220000,1.300000,1.130000,1.210000,1.210000,268600 211 | 2012-12-01,1.170000,1.500000,1.080000,1.480000,1.480000,644400 212 | 2013-01-01,1.480000,2.000000,1.430000,1.870000,1.870000,1655500 213 | 2013-02-01,1.870000,2.170000,1.760000,2.000000,2.000000,734600 214 | 2013-03-01,1.980000,2.100000,1.830000,2.050000,2.050000,759500 215 | 2013-04-01,2.020000,2.140000,1.830000,2.010000,2.010000,374400 216 | 2013-05-01,1.990000,2.100000,1.760000,1.920000,1.920000,301500 217 | 2013-06-01,1.910000,2.020000,1.700000,1.900000,1.900000,296700 218 | 2013-07-01,1.820000,1.990000,1.820000,1.890000,1.890000,254800 219 | 2013-08-01,1.900000,1.960000,1.660000,1.770000,1.770000,314000 220 | 2013-09-01,1.740000,1.960000,1.740000,1.870000,1.870000,312100 221 | 2013-10-01,1.850000,1.890000,1.650000,1.750000,1.750000,195200 222 | 2013-11-01,1.750000,1.790000,1.410000,1.690000,1.690000,177700 223 | 2013-12-01,1.650000,1.700000,1.430000,1.550000,1.550000,291400 224 | 2014-01-01,1.610000,1.990000,1.520000,1.660000,1.660000,390900 225 | 2014-02-01,1.640000,1.890000,1.530000,1.750000,1.750000,749600 226 | 2014-03-01,1.710000,2.100000,1.510000,1.960000,1.960000,2331100 227 | 2014-04-01,1.880000,1.930000,1.590000,1.650000,1.650000,802600 228 | 2014-05-01,1.690000,1.730000,1.150000,1.340000,1.340000,679600 229 | 2014-06-01,1.370000,1.380000,1.160000,1.220000,1.220000,431500 230 | 2014-07-01,1.180000,1.460000,1.180000,1.360000,1.360000,687700 231 | 2014-08-01,1.300000,1.380000,1.200000,1.280000,1.280000,380000 232 | 2014-09-01,1.250000,1.730000,1.240000,1.330000,1.330000,1124000 233 | 2014-10-01,1.300000,1.350000,1.170000,1.220000,1.220000,445900 234 | 2014-11-01,1.260000,1.270000,1.030000,1.100000,1.100000,353100 235 | 2014-12-01,1.080000,1.200000,0.820000,1.040000,1.040000,602500 236 | 2015-01-01,1.040000,1.250000,0.860000,0.950000,0.950000,571400 237 | 2015-02-01,0.950000,1.020000,0.870000,0.910000,0.910000,292700 238 | 2015-03-01,0.930000,0.940000,0.700000,0.790000,0.790000,345200 239 | 2015-04-01,0.830000,0.850000,0.580000,0.610000,0.610000,212600 240 | 2015-05-01,0.690000,0.720000,0.590000,0.650000,0.650000,184200 241 | 2015-06-01,0.660000,0.730000,0.600000,0.690000,0.690000,357600 242 | 2015-07-01,0.680000,0.890000,0.610000,0.650000,0.650000,1060400 243 | 2015-08-01,0.670000,3.900000,0.640000,1.350000,1.350000,65875200 244 | 2015-09-01,1.360000,1.990000,1.320000,1.360000,1.360000,25245600 245 | 2015-10-01,1.380000,1.390000,1.080000,1.210000,1.210000,2772800 246 | 2015-11-01,1.200000,1.790000,1.160000,1.500000,1.500000,4270000 247 | 2015-12-01,1.480000,1.800000,1.330000,1.480000,1.480000,2746500 248 | 2016-01-01,1.510000,1.520000,1.070000,1.260000,1.260000,1416400 249 | 2016-02-01,1.270000,1.560000,1.120000,1.430000,1.430000,924200 250 | 2016-03-01,1.430000,1.490000,1.210000,1.290000,1.290000,585400 251 | 2016-04-01,1.270000,1.490000,1.210000,1.320000,1.320000,935800 252 | 2016-05-01,1.330000,1.390000,1.200000,1.240000,1.240000,412500 253 | 2016-06-01,1.230000,1.600000,1.110000,1.180000,1.180000,1143500 254 | 2016-07-01,1.180000,2.110000,1.020000,1.480000,1.480000,5523300 255 | 2016-08-01,1.500000,1.750000,1.300000,1.590000,1.590000,1324000 256 | 2016-09-01,1.580000,1.670000,1.380000,1.490000,1.490000,1289500 257 | 2016-10-01,1.490000,1.510000,1.070000,1.120000,1.120000,1411000 258 | 2016-11-01,1.110000,1.540000,1.100000,1.420000,1.420000,1016000 259 | 2016-12-01,1.440000,1.450000,1.110000,1.250000,1.250000,785100 260 | 2017-01-01,1.290000,1.300000,1.150000,1.190000,1.190000,705000 261 | 2017-02-01,1.220000,1.290000,1.110000,1.110000,1.110000,503600 262 | 2017-03-01,1.130000,1.210000,1.020000,1.190000,1.190000,700900 263 | 2017-04-01,1.210000,1.230000,1.090000,1.110000,1.110000,351800 264 | 2017-05-01,1.100000,1.650000,1.050000,1.110000,1.110000,2671400 265 | 2017-06-01,1.120000,1.130000,1.030000,1.050000,1.050000,356800 266 | 2017-07-01,1.060000,1.170000,1.020000,1.090000,1.090000,766200 267 | 2017-08-01,1.090000,1.190000,1.030000,1.110000,1.110000,872300 268 | 2017-09-01,1.110000,1.350000,1.100000,1.230000,1.230000,935200 269 | 2017-10-01,1.210000,1.300000,1.130000,1.200000,1.200000,703900 270 | 2017-11-01,1.170000,1.480000,1.170000,1.340000,1.340000,1107600 271 | 2017-12-01,1.370000,1.400000,1.200000,1.230000,1.230000,827400 272 | 2018-01-01,1.210000,4.450000,1.200000,2.430000,2.430000,81332600 273 | 2018-02-01,2.360000,2.500000,1.550000,1.570000,1.570000,5363700 274 | 2018-03-01,1.570000,1.700000,1.390000,1.420000,1.420000,2573500 275 | 2018-04-01,1.420000,1.920000,1.350000,1.400000,1.400000,4856900 276 | 2018-05-01,1.420000,1.800000,1.380000,1.530000,1.530000,8493200 277 | 2018-06-01,1.530000,2.740000,1.410000,1.620000,1.620000,12974100 278 | 2018-07-01,1.620000,2.300000,1.600000,1.720000,1.720000,4152200 279 | 2018-08-01,1.720000,1.840000,1.420000,1.540000,1.540000,3207500 280 | 2018-09-01,1.510000,1.660000,1.440000,1.530000,1.530000,2247700 281 | -------------------------------------------------------------------------------- /data/hermanMiller: -------------------------------------------------------------------------------- 1 | 1989-11-01,5.093750,5.093750,4.437500,4.531250,1.645690,7592400 2 | 1989-12-01,4.531250,5.000000,4.500000,4.937500,1.846964,7070800 3 | 1990-01-01,4.937500,5.906250,4.812500,4.937500,1.846964,8480000 4 | 1990-02-01,4.968750,5.093750,4.750000,4.875000,1.823585,4147600 5 | 1990-03-01,4.875000,5.062500,4.718750,4.937500,1.898240,5912000 6 | 1990-04-01,4.906250,5.375000,4.593750,4.593750,1.766085,5544800 7 | 1990-05-01,4.593750,5.156250,4.562500,5.125000,1.970327,6099200 8 | 1990-06-01,5.093750,5.562500,5.062500,5.531250,2.183277,5391200 9 | 1990-07-01,5.500000,6.093750,5.500000,5.781250,2.281955,17074400 10 | 1990-08-01,5.781250,5.843750,4.781250,4.875000,1.924243,8804400 11 | 1990-09-01,4.906250,4.968750,4.250000,4.375000,1.773888,4532400 12 | 1990-10-01,4.468750,4.718750,4.093750,4.281250,1.735876,4264800 13 | 1990-11-01,4.250000,4.718750,4.218750,4.593750,1.862582,3112800 14 | 1990-12-01,4.656250,4.656250,4.125000,4.218750,1.762918,5807200 15 | 1991-01-01,4.281250,4.312500,3.750000,4.187500,1.749860,9542000 16 | 1991-02-01,4.156250,5.312500,4.156250,4.875000,2.037149,15896000 17 | 1991-03-01,4.812500,5.406250,4.812500,5.000000,2.148576,4260000 18 | 1991-04-01,4.968750,5.062500,4.625000,4.937500,2.121720,6019200 19 | 1991-05-01,4.937500,5.125000,4.812500,5.031250,2.162007,9439600 20 | 1991-06-01,5.031250,5.625000,5.031250,5.125000,2.263433,4374400 21 | 1991-07-01,5.125000,5.281250,4.375000,4.375000,1.932200,13233200 22 | 1991-08-01,4.375000,4.437500,3.875000,4.406250,1.946001,8176400 23 | 1991-09-01,4.343750,4.781250,4.093750,4.156250,1.893507,7120000 24 | 1991-10-01,4.156250,4.375000,3.968750,4.125000,1.879272,6475200 25 | 1991-11-01,4.125000,4.250000,3.750000,3.812500,1.736903,6804800 26 | 1991-12-01,3.875000,4.531250,3.781250,4.406250,2.073241,5228400 27 | 1992-01-01,4.468750,5.281250,4.375000,4.906250,2.308502,6945200 28 | 1992-02-01,4.875000,4.968750,4.687500,4.875000,2.293799,6883600 29 | 1992-03-01,4.875000,5.031250,4.625000,4.750000,2.295419,10279600 30 | 1992-04-01,4.687500,5.000000,4.062500,4.406250,2.129303,6884800 31 | 1992-05-01,4.406250,4.875000,4.218750,4.750000,2.295419,2641200 32 | 1992-06-01,4.875000,4.875000,4.343750,4.437500,2.208657,4475200 33 | 1992-07-01,4.406250,4.437500,4.093750,4.312500,2.146441,3898000 34 | 1992-08-01,4.218750,4.343750,3.968750,4.000000,1.990901,2569200 35 | 1992-09-01,4.000000,4.250000,3.937500,4.000000,2.056717,3737600 36 | 1992-10-01,3.937500,4.000000,3.687500,3.750000,1.928173,5231600 37 | 1992-11-01,3.781250,4.218750,3.718750,4.156250,2.137057,3537200 38 | 1992-12-01,4.156250,4.625000,4.125000,4.531250,2.411431,5668000 39 | 1993-01-01,4.593750,5.562500,4.531250,5.281250,2.810565,14663600 40 | 1993-02-01,5.250000,5.687500,5.187500,5.562500,2.960239,6289600 41 | 1993-03-01,5.562500,6.375000,4.812500,6.312500,3.441175,14582400 42 | 1993-04-01,6.312500,6.593750,6.093750,6.156250,3.355997,9418000 43 | 1993-05-01,6.156250,6.531250,5.656250,6.406250,3.492280,3079200 44 | 1993-06-01,6.375000,6.656250,6.250000,6.375000,3.552623,5113200 45 | 1993-07-01,6.250000,7.156250,6.250000,7.156250,3.987993,11208000 46 | 1993-08-01,7.093750,7.468750,6.906250,7.000000,3.900919,9561600 47 | 1993-09-01,7.000000,7.187500,6.187500,6.968750,3.953189,5029200 48 | 1993-10-01,6.875000,7.750000,6.812500,7.625000,4.325462,6301600 49 | 1993-11-01,7.593750,7.718750,6.562500,7.437500,4.219098,5198800 50 | 1993-12-01,7.437500,7.656250,6.781250,7.656250,4.426129,6906800 51 | 1994-01-01,7.593750,8.187500,7.562500,8.031250,4.642919,8735600 52 | 1994-02-01,7.937500,8.750000,7.625000,8.375000,4.841643,7525200 53 | 1994-03-01,8.437500,8.687500,6.812500,6.875000,4.037627,10618000 54 | 1994-04-01,6.843750,6.875000,5.937500,6.250000,3.670570,10553200 55 | 1994-05-01,6.250000,6.718750,5.937500,6.125000,3.597162,11316400 56 | 1994-06-01,6.125000,6.750000,6.000000,6.531250,3.917644,9150000 57 | 1994-07-01,6.625000,7.343750,6.562500,7.250000,4.348772,5220400 58 | 1994-08-01,7.250000,7.312500,5.906250,6.250000,3.748941,6250800 59 | 1994-09-01,6.062500,6.250000,5.875000,6.203125,3.799659,8680800 60 | 1994-10-01,6.187500,6.687500,5.843750,6.625000,4.058076,7797200 61 | 1994-11-01,6.687500,6.687500,6.062500,6.281250,3.847512,2200000 62 | 1994-12-01,6.281250,6.625000,6.000000,6.562500,4.107877,4532400 63 | 1995-01-01,6.562500,6.562500,6.000000,6.000000,3.755772,5549600 64 | 1995-02-01,6.000000,6.000000,4.937500,5.468750,3.423230,10071600 65 | 1995-03-01,5.468750,6.250000,5.218750,5.468750,3.505623,13623600 66 | 1995-04-01,5.562500,5.562500,4.812500,4.984375,3.195126,6817600 67 | 1995-05-01,4.875000,5.562500,4.875000,5.406250,3.465560,12468800 68 | 1995-06-01,5.343750,6.187500,5.343750,6.187500,4.160727,10707600 69 | 1995-07-01,6.093750,6.312500,5.875000,6.000000,4.034643,6512800 70 | 1995-08-01,5.875000,6.687500,5.875000,6.562500,4.412891,7385200 71 | 1995-09-01,6.687500,6.875000,6.375000,6.812500,4.767581,5008400 72 | 1995-10-01,6.750000,8.093750,6.625000,7.406250,5.183102,13382400 73 | 1995-11-01,7.343750,8.062500,7.281250,7.937500,5.554886,6524400 74 | 1995-12-01,7.875000,7.937500,6.812500,7.500000,5.248711,6826000 75 | 1996-01-01,7.500000,8.125000,7.437500,8.000000,5.697800,6994000 76 | 1996-02-01,8.000000,8.593750,7.906250,8.031250,5.720057,18278400 77 | 1996-03-01,8.031250,8.187500,6.750000,7.750000,5.609846,17319200 78 | 1996-04-01,7.718750,7.781250,7.187500,7.656250,5.541988,10806400 79 | 1996-05-01,7.718750,8.062500,7.625000,7.718750,5.587227,4867600 80 | 1996-06-01,7.687500,8.281250,7.312500,7.656250,5.633897,11392000 81 | 1996-07-01,7.687500,8.812500,7.468750,8.015625,5.898346,17084000 82 | 1996-08-01,8.062500,9.562500,8.000000,9.378900,6.901521,20912800 83 | 1996-09-01,9.343750,10.281250,9.250000,10.125000,7.558220,17359200 84 | 1996-10-01,10.250000,11.375000,10.250000,10.781250,8.048104,10739200 85 | 1996-11-01,10.843750,11.906250,10.375000,11.750000,8.771264,8514800 86 | 1996-12-01,11.750000,14.156250,11.250000,14.156250,10.804969,14245200 87 | 1997-01-01,14.062500,15.218750,13.687500,14.562500,11.115044,19295600 88 | 1997-02-01,14.468750,17.468750,14.375000,16.437500,12.546164,24916800 89 | 1997-03-01,16.562500,17.812500,16.125000,17.062500,13.126630,12644000 90 | 1997-04-01,17.062500,18.812500,14.000000,16.187500,12.453465,23272200 91 | 1997-05-01,16.187500,18.625000,15.625000,17.875000,13.751703,9070800 92 | 1997-06-01,18.125000,21.250000,17.062500,18.000000,13.905142,11207600 93 | 1997-07-01,18.250000,25.000000,18.062500,24.812500,19.167864,15755800 94 | 1997-08-01,25.000000,26.062500,24.250000,25.875000,19.988647,9187200 95 | 1997-09-01,25.812500,28.187500,25.625000,26.750000,20.723522,9610400 96 | 1997-10-01,27.312500,29.125000,21.750000,24.437500,18.931997,26745200 97 | 1997-11-01,24.937500,25.562500,21.625000,25.375000,19.658293,10276600 98 | 1997-12-01,25.375000,27.375000,21.750000,27.281250,21.200321,10881200 99 | 1998-01-01,27.375000,29.218750,24.312500,28.937500,22.487392,8321400 100 | 1998-02-01,29.312500,31.781250,28.437500,30.625000,23.798754,9428200 101 | 1998-03-01,30.500000,36.250000,27.625000,33.531200,26.120510,11578500 102 | 1998-04-01,33.312500,34.187500,28.875000,30.187500,23.515812,11860200 103 | 1998-05-01,30.187500,30.625000,25.562500,27.687500,21.568323,12620500 104 | 1998-06-01,27.750000,29.125000,21.500000,24.312500,18.991169,16010200 105 | 1998-07-01,26.500000,30.750000,25.500000,27.750000,21.676308,16372700 106 | 1998-08-01,27.500000,29.500000,20.500000,20.500000,16.013128,10985700 107 | 1998-09-01,21.500000,24.000000,19.750000,19.750000,15.448345,9144700 108 | 1998-10-01,19.500000,22.750000,18.187500,22.062500,17.257166,15999700 109 | 1998-11-01,22.500000,25.875000,21.250000,21.250000,16.621634,9243200 110 | 1998-12-01,21.062500,26.875000,19.500000,26.875000,21.055256,15412300 111 | 1999-01-01,26.750000,27.125000,16.000000,18.937500,14.836612,24457700 112 | 1999-02-01,19.125000,19.312500,15.812500,17.000000,13.318675,29879500 113 | 1999-03-01,17.062500,18.875000,15.625000,18.250000,14.327294,18857900 114 | 1999-04-01,18.437500,21.875000,17.250000,19.937500,15.652085,9855100 115 | 1999-05-01,20.000000,23.375000,19.875000,20.187500,15.848336,6417000 116 | 1999-06-01,20.187500,22.125000,20.000000,21.000000,16.515995,8689400 117 | 1999-07-01,21.937500,26.500000,21.750000,26.250000,20.644985,12956100 118 | 1999-08-01,26.250000,26.500000,23.500000,23.562500,18.531332,8529200 119 | 1999-09-01,23.718700,25.625000,22.437500,23.906200,18.801643,8399200 120 | 1999-10-01,23.562500,24.125000,20.875000,21.687500,17.083008,7311100 121 | 1999-11-01,21.750000,24.812500,20.625000,22.875000,18.018391,5697000 122 | 1999-12-01,22.875000,24.500000,20.625000,23.000000,18.116859,9895700 123 | 2000-01-01,23.000000,23.437500,20.437500,21.812500,17.208782,8268700 124 | 2000-02-01,21.937500,23.062500,19.125000,20.500000,16.173290,8424900 125 | 2000-03-01,20.781200,28.125000,19.500000,28.000000,22.090357,11030700 126 | 2000-04-01,27.375000,29.500000,23.500000,27.375000,21.635571,7305000 127 | 2000-05-01,27.750000,30.000000,26.500000,27.000000,21.339199,8991200 128 | 2000-06-01,27.375000,30.750000,25.375000,25.875000,20.475752,6900000 129 | 2000-07-01,26.062500,31.750000,25.875000,31.375000,24.828089,7220200 130 | 2000-08-01,31.281200,33.937500,29.750000,31.937500,25.273214,6909800 131 | 2000-09-01,31.937500,32.625000,27.187500,32.062500,25.401680,7290600 132 | 2000-10-01,32.250000,32.375000,24.250000,26.125000,20.697678,8127100 133 | 2000-11-01,26.375000,27.500000,23.250000,23.625000,18.717026,6031800 134 | 2000-12-01,24.000000,29.500000,18.375000,28.750000,22.811800,14916600 135 | 2001-01-01,28.687500,28.937500,26.125000,28.625000,22.712620,7703900 136 | 2001-02-01,28.250000,28.812500,24.250000,25.625000,20.332256,6858000 137 | 2001-03-01,25.625000,27.687500,22.937500,23.125000,18.375307,9486000 138 | 2001-04-01,23.125000,26.700001,22.875000,26.549999,21.096846,4542300 139 | 2001-05-01,26.559999,28.610001,25.930000,26.959999,21.422623,6159800 140 | 2001-06-01,26.959999,27.180000,23.450001,24.200001,19.254557,6920900 141 | 2001-07-01,25.459999,25.969999,24.350000,25.240000,20.082029,5739200 142 | 2001-08-01,25.219999,25.840000,20.600000,22.820000,18.156572,8076000 143 | 2001-09-01,22.639999,23.650000,18.770000,19.469999,15.515411,7900900 144 | 2001-10-01,19.480000,22.209999,18.000000,21.150000,16.854176,7485300 145 | 2001-11-01,21.150000,22.790001,20.799999,21.860001,17.419979,5181500 146 | 2001-12-01,21.860001,24.490000,20.400000,23.660000,18.885473,7067000 147 | 2002-01-01,23.799999,25.750000,22.889999,24.840000,19.827364,7380400 148 | 2002-02-01,24.760000,24.959999,21.190001,23.260000,18.566198,8020800 149 | 2002-03-01,23.250000,25.080000,22.549999,23.780001,19.012682,12248800 150 | 2002-04-01,23.400000,25.150000,23.010000,24.430000,19.532387,6902000 151 | 2002-05-01,24.400000,25.420000,23.400000,23.459999,18.756849,6484200 152 | 2002-06-01,23.459999,23.980000,19.469999,20.299999,16.254936,8676900 153 | 2002-07-01,20.290001,20.809999,15.660000,16.950001,13.572476,10353500 154 | 2002-08-01,16.950001,17.020000,15.090000,15.490000,12.403398,8763400 155 | 2002-09-01,15.600000,18.240000,14.430000,17.760000,14.253536,13485700 156 | 2002-10-01,17.809999,18.650000,15.510000,18.049999,14.486277,14195200 157 | 2002-11-01,18.040001,20.000000,17.690001,19.940001,16.003115,7206800 158 | 2002-12-01,19.799999,20.290001,17.799999,18.400000,14.794563,7224000 159 | 2003-01-01,18.430000,19.290001,16.850000,17.889999,14.384489,5684400 160 | 2003-02-01,18.010000,18.020000,15.300000,15.630000,12.567332,7397400 161 | 2003-03-01,15.500000,16.510000,15.170000,16.100000,12.975164,9148200 162 | 2003-04-01,16.010000,17.719999,15.800000,17.459999,14.071201,7045800 163 | 2003-05-01,17.469999,19.389999,17.059999,19.340000,15.586314,5932200 164 | 2003-06-01,19.400000,21.190001,19.170000,20.059999,16.199587,7465500 165 | 2003-07-01,20.209999,22.459999,19.870001,22.200001,17.927759,5825200 166 | 2003-08-01,22.200001,23.650000,21.100000,23.379999,18.880674,4672000 167 | 2003-09-01,23.350000,24.910000,22.500000,22.770000,18.416924,4342200 168 | 2003-10-01,22.790001,23.910000,22.500000,23.040001,18.635300,4328800 169 | 2003-11-01,22.980000,26.170000,22.799999,26.049999,21.069853,5277600 170 | 2003-12-01,25.920000,27.100000,23.930000,24.250000,19.641796,5723700 171 | 2004-01-01,23.629999,25.230000,23.240000,24.190001,19.593199,6202200 172 | 2004-02-01,24.270000,28.860001,23.750000,28.040001,22.711592,8650100 173 | 2004-03-01,28.180000,29.740000,24.750000,26.600000,21.573999,11778400 174 | 2004-04-01,26.830000,27.990000,26.010000,26.190001,21.241463,5932800 175 | 2004-05-01,26.309999,26.350000,23.110001,24.080000,19.530142,6681600 176 | 2004-06-01,23.910000,29.000000,23.910000,28.940001,23.544565,8631100 177 | 2004-07-01,29.000000,29.000000,25.290001,26.799999,21.803534,8107800 178 | 2004-08-01,26.860001,27.510000,24.500000,25.190001,20.493696,5238100 179 | 2004-09-01,25.389999,25.990000,23.260000,24.650000,20.111776,8620300 180 | 2004-10-01,24.750000,25.040001,21.950001,23.100000,18.847145,6334700 181 | 2004-11-01,23.010000,25.809999,22.790001,24.559999,20.038353,5147500 182 | 2004-12-01,24.559999,28.000000,23.480000,27.629999,22.607643,9004500 183 | 2005-01-01,27.280001,27.750000,25.760000,26.719999,21.863052,4722800 184 | 2005-02-01,26.480000,29.049999,26.320000,28.980000,23.712250,5651300 185 | 2005-03-01,29.000000,31.350000,28.450001,30.120001,24.710386,8691600 186 | 2005-04-01,30.370001,32.000000,28.090000,28.600000,23.463387,8890500 187 | 2005-05-01,28.570000,30.200001,27.360001,29.110001,23.881792,6224100 188 | 2005-06-01,29.360001,31.500000,28.400000,30.840000,25.362284,7816700 189 | 2005-07-01,30.900000,32.580002,30.070000,31.930000,26.258688,6399200 190 | 2005-08-01,31.940001,32.970001,29.430000,29.900000,24.589247,7331400 191 | 2005-09-01,29.770000,30.660000,25.930000,30.299999,24.979137,9394200 192 | 2005-10-01,30.430000,31.280001,26.260000,27.410000,22.596636,8479600 193 | 2005-11-01,27.330000,30.969999,27.150000,30.590000,25.218214,6828000 194 | 2005-12-01,30.590000,31.070000,27.049999,28.190001,23.295046,10675800 195 | 2006-01-01,28.559999,30.850000,28.549999,30.299999,25.038662,7705400 196 | 2006-02-01,30.299999,31.719999,29.510000,30.190001,24.947758,5978300 197 | 2006-03-01,30.309999,32.410000,29.879999,32.400002,26.774010,6162700 198 | 2006-04-01,32.349998,32.389999,30.299999,30.790001,25.511173,5096700 199 | 2006-05-01,30.889999,32.650002,28.860001,29.219999,24.210342,7718200 200 | 2006-06-01,29.330000,30.670000,25.770000,25.770000,21.410553,15487600 201 | 2006-07-01,26.260000,28.799999,26.180000,28.410000,23.603952,11240800 202 | 2006-08-01,28.150000,29.330000,26.360001,28.240000,23.462708,7382800 203 | 2006-09-01,28.440001,35.599998,27.389999,34.209999,28.505276,12399200 204 | 2006-10-01,34.080002,35.619999,32.730000,34.279999,28.563608,11262500 205 | 2006-11-01,34.340000,36.900002,33.560001,35.160000,29.296864,8641700 206 | 2006-12-01,35.189999,38.299999,33.860001,36.360001,30.366655,8894100 207 | 2007-01-01,36.750000,38.450001,36.080002,37.599998,31.402243,9151900 208 | 2007-02-01,37.630001,40.790001,37.439999,38.470001,32.128853,8525800 209 | 2007-03-01,37.630001,39.130001,32.849998,33.490002,28.028339,18379700 210 | 2007-04-01,33.500000,36.080002,32.959999,34.410000,28.798302,12966300 211 | 2007-05-01,34.419998,37.560001,34.189999,36.000000,30.129005,11209400 212 | 2007-06-01,36.250000,36.849998,31.360001,31.600000,26.511839,15292300 213 | 2007-07-01,32.419998,33.869999,30.389999,30.530001,25.614138,16658800 214 | 2007-08-01,30.549999,31.059999,25.830000,29.020000,24.347271,14626300 215 | 2007-09-01,28.990000,29.740000,26.180000,27.139999,22.843399,10841200 216 | 2007-10-01,27.139999,32.250000,25.559999,27.219999,22.910740,12039400 217 | 2007-11-01,26.850000,28.590000,23.070000,27.450001,23.104322,17172600 218 | 2007-12-01,27.340000,33.889999,27.129999,32.389999,27.364559,14066300 219 | 2008-01-01,32.320000,32.939999,26.540001,31.780001,26.849207,25583500 220 | 2008-02-01,32.029999,33.740002,28.700001,29.830000,25.201750,15727500 221 | 2008-03-01,29.950001,32.070000,24.400000,24.570000,20.813267,21377300 222 | 2008-04-01,24.559999,25.290001,22.250000,23.330000,19.762863,18208900 223 | 2008-05-01,23.260000,25.129999,23.260000,24.799999,21.008097,12308000 224 | 2008-06-01,24.790001,26.549999,23.549999,24.889999,21.161322,15928000 225 | 2008-07-01,24.570000,26.600000,23.340000,26.139999,22.224058,16883900 226 | 2008-08-01,26.320000,29.430000,25.540001,28.139999,23.924452,10565000 227 | 2008-09-01,28.639999,30.540001,23.020000,24.469999,20.871689,19168400 228 | 2008-10-01,24.270000,25.230000,16.700001,22.000000,18.764902,17718600 229 | 2008-11-01,22.030001,22.840000,11.140000,14.710000,12.546898,14343900 230 | 2008-12-01,14.150000,15.500000,12.070000,13.030000,11.187741,15294800 231 | 2009-01-01,13.200000,14.810000,10.930000,10.990000,9.436171,8387900 232 | 2009-02-01,10.770000,12.520000,9.790000,10.080000,8.654830,7428400 233 | 2009-03-01,9.800000,12.320000,7.910000,10.660000,9.228724,11659600 234 | 2009-04-01,10.410000,15.490000,10.210000,14.870000,12.873466,10579900 235 | 2009-05-01,14.700000,15.100000,12.320000,14.230000,12.319399,7319700 236 | 2009-06-01,14.510000,16.219999,13.710000,15.340000,13.300726,9992100 237 | 2009-07-01,15.500000,17.660000,13.320000,16.610001,14.401891,10877400 238 | 2009-08-01,16.770000,17.250000,14.620000,16.219999,14.063740,6953200 239 | 2009-09-01,16.000000,19.250000,15.500000,16.910000,14.682100,13333700 240 | 2009-10-01,16.910000,17.070000,15.090000,15.450000,13.414457,12015600 241 | 2009-11-01,15.490000,16.480000,14.710000,15.190000,13.188709,6247500 242 | 2009-12-01,15.340000,17.209999,15.210000,15.990000,13.902918,6423700 243 | 2010-01-01,16.209999,17.200001,15.930000,16.889999,14.685444,7725500 244 | 2010-02-01,16.990000,18.420000,16.549999,18.200001,15.824453,6964500 245 | 2010-03-01,18.260000,20.590000,17.600000,18.059999,15.722112,10425700 246 | 2010-04-01,18.129999,22.500000,18.000000,21.180000,18.438221,8776500 247 | 2010-05-01,21.370001,21.700001,18.059999,19.230000,16.740652,8972300 248 | 2010-06-01,19.150000,20.690001,17.680000,18.870001,16.446375,8637100 249 | 2010-07-01,18.950001,19.410000,16.809999,17.200001,14.990871,9056000 250 | 2010-08-01,17.450001,19.100000,16.230000,16.389999,14.284900,7087600 251 | 2010-09-01,16.730000,20.100000,16.490000,19.680000,17.174902,6481200 252 | 2010-10-01,19.930000,20.240000,18.990000,19.230000,16.782185,5375300 253 | 2010-11-01,19.290001,21.809999,18.790001,21.540001,18.798141,4461400 254 | 2010-12-01,21.959999,26.170000,21.889999,25.299999,22.102430,9318700 255 | 2011-01-01,25.590000,26.870001,23.209999,24.129999,21.080297,5821600 256 | 2011-02-01,24.209999,27.440001,23.440001,26.940001,23.535151,7271000 257 | 2011-03-01,27.150000,27.770000,23.219999,27.490000,24.035479,9798800 258 | 2011-04-01,27.540001,28.139999,24.320000,26.020000,22.750204,6336800 259 | 2011-05-01,26.040001,26.350000,22.299999,25.100000,21.945824,4702900 260 | 2011-06-01,24.950001,27.629999,21.090000,27.219999,23.822525,10262100 261 | 2011-07-01,27.389999,28.940001,22.629999,23.010000,20.137999,7591500 262 | 2011-08-01,23.230000,23.559999,16.530001,19.870001,17.389923,11238800 263 | 2011-09-01,19.930000,20.440001,15.630000,17.860001,15.648057,12557900 264 | 2011-10-01,17.629999,23.540001,16.580000,20.650000,18.092522,10011500 265 | 2011-11-01,19.719999,22.070000,18.090000,21.590000,18.916100,6528400 266 | 2011-12-01,21.430000,22.090000,18.000000,18.450001,16.182949,7997900 267 | 2012-01-01,18.900000,21.719999,18.010000,21.100000,18.507332,7469200 268 | 2012-02-01,21.440001,23.059999,20.820000,21.000000,18.419615,7152600 269 | 2012-03-01,21.059999,23.420000,20.280001,22.959999,20.159445,9597200 270 | 2012-04-01,22.809999,23.000000,19.490000,19.530001,17.147825,5527500 271 | 2012-05-01,19.480000,20.430000,17.700001,18.480000,16.225895,5918600 272 | 2012-06-01,17.930000,18.590000,16.030001,18.520000,16.279846,9089100 273 | 2012-07-01,18.480000,19.530001,16.809999,18.299999,16.086454,4856400 274 | 2012-08-01,18.330000,20.400000,17.230000,19.559999,17.194052,5083900 275 | 2012-09-01,19.530001,21.930000,18.010000,19.440001,17.166159,7825300 276 | 2012-10-01,19.559999,20.270000,18.950001,19.389999,17.122011,4802200 277 | 2012-11-01,19.350000,21.709999,18.230000,21.120001,18.649658,4235900 278 | 2012-12-01,21.330000,21.600000,19.299999,21.459999,19.034357,6571900 279 | 2013-01-01,22.000000,24.980000,21.740000,24.700001,21.908140,6591200 280 | 2013-02-01,24.900000,24.990000,23.139999,24.000000,21.287262,5409000 281 | 2013-03-01,23.790001,27.860001,23.719999,27.670000,24.671257,8109200 282 | 2013-04-01,27.530001,27.700001,23.280001,25.090000,22.370863,5670600 283 | 2013-05-01,25.059999,28.660000,23.610001,28.110001,25.063578,5939500 284 | 2013-06-01,28.120001,28.920000,24.770000,27.070000,24.243860,5870600 285 | 2013-07-01,27.040001,29.000000,27.040001,28.110001,25.175283,4912800 286 | 2013-08-01,28.500000,29.700001,25.350000,25.469999,22.810902,3961700 287 | 2013-09-01,25.910000,29.530001,25.080000,29.180000,26.257811,6709200 288 | 2013-10-01,29.090000,31.129999,26.920000,30.340000,27.301641,5976000 289 | 2013-11-01,30.309999,32.310001,29.219999,31.910000,28.714415,3814000 290 | 2013-12-01,31.780001,32.279999,28.139999,29.520000,26.669220,8244500 291 | 2014-01-01,29.490000,30.620001,27.129999,28.030001,25.323112,5827600 292 | 2014-02-01,27.969999,28.760000,26.250000,28.180000,25.458628,4483500 293 | 2014-03-01,27.920000,32.340000,27.240000,32.130001,29.172359,5803900 294 | 2014-04-01,32.299999,32.639999,29.200001,30.830000,27.992027,5793500 295 | 2014-05-01,30.840000,32.009998,29.799999,31.270000,28.391523,5128900 296 | 2014-06-01,31.280001,32.720001,29.000000,30.240000,27.578323,7972900 297 | 2014-07-01,30.430000,31.379999,28.860001,29.240000,26.666344,6055100 298 | 2014-08-01,29.280001,30.879999,28.240000,29.719999,27.104099,4318900 299 | 2014-09-01,29.860001,32.220001,29.600000,29.850000,27.348351,7433900 300 | 2014-10-01,29.750000,32.160000,27.830000,32.000000,29.318165,10133600 301 | 2014-11-01,32.099998,32.349998,30.250000,30.389999,27.843094,5630600 302 | 2014-12-01,30.200001,31.320000,28.559999,29.430000,27.083960,9846700 303 | 2015-01-01,29.650000,29.940001,27.559999,29.049999,26.734255,6308600 304 | 2015-02-01,29.209999,32.000000,28.709999,30.969999,28.501200,5564200 305 | 2015-03-01,31.030001,31.290001,27.270000,27.760000,25.661722,9917100 306 | 2015-04-01,27.520000,29.270000,27.219999,27.410000,25.338173,6311200 307 | 2015-05-01,27.469999,28.330000,26.740000,27.700001,25.606260,3903500 308 | 2015-06-01,27.830000,31.980000,27.580000,28.930000,26.882061,10191300 309 | 2015-07-01,29.110001,29.639999,27.410000,28.040001,26.055059,6902600 310 | 2015-08-01,28.030001,29.740000,26.280001,27.110001,25.190893,7818400 311 | 2015-09-01,26.690001,30.680000,26.270000,28.840000,26.947014,11480100 312 | 2015-10-01,28.920000,32.709999,28.309999,31.730000,29.647320,11703400 313 | 2015-11-01,31.700001,32.520000,29.920000,31.709999,29.628632,7771000 314 | 2015-12-01,31.889999,32.220001,27.860001,28.700001,26.943661,9694000 315 | 2016-01-01,28.379999,28.379999,23.799999,25.620001,24.052149,9105500 316 | 2016-02-01,25.400000,26.469999,22.600000,26.090000,24.493391,8998200 317 | 2016-03-01,26.330000,31.440001,26.200001,30.889999,29.167698,8994600 318 | 2016-04-01,30.600000,31.320000,28.379999,30.170000,28.487843,7173900 319 | 2016-05-01,30.219999,31.900000,29.389999,31.660000,29.894766,4869200 320 | 2016-06-01,31.559999,34.070000,27.870001,29.889999,28.357620,9761400 321 | 2016-07-01,29.870001,33.119999,29.600000,32.770000,31.089968,6120600 322 | 2016-08-01,32.830002,36.459999,31.020000,36.070000,34.220787,6751600 323 | 2016-09-01,36.209999,36.349998,28.360001,28.600000,27.262711,11745200 324 | 2016-10-01,28.610001,29.000000,26.990000,27.799999,26.500116,9939800 325 | 2016-11-01,28.000000,34.500000,27.030001,32.500000,30.980352,7815500 326 | 2016-12-01,32.750000,36.450001,32.250000,34.200001,32.766155,9447200 327 | 2017-01-01,33.349998,33.669998,30.150000,31.200001,29.891933,6822800 328 | 2017-02-01,31.549999,32.200001,29.750000,29.799999,28.550627,7584000 329 | 2017-03-01,30.049999,32.299999,28.549999,31.549999,30.227255,10262900 330 | 2017-04-01,31.549999,33.549999,30.850000,33.099998,31.894215,7100200 331 | 2017-05-01,33.349998,34.049999,30.309999,31.549999,30.400681,6464900 332 | 2017-06-01,31.700001,33.750000,29.250000,30.400000,29.450764,8412100 333 | 2017-07-01,30.500000,35.299999,29.900000,33.669998,32.618656,12015200 334 | 2017-08-01,33.799999,34.049999,32.450001,33.650002,32.599285,8087200 335 | 2017-09-01,33.799999,36.349998,32.650002,35.900002,34.965229,9934000 336 | 2017-10-01,36.099998,37.000000,32.959999,33.599998,32.725121,6846500 337 | 2017-11-01,33.900002,36.250000,32.049999,35.750000,34.819138,5838900 338 | 2017-12-01,35.799999,40.400002,33.650002,40.049999,39.203739,9534800 339 | 2018-01-01,40.099998,41.849998,38.450001,40.500000,39.644230,7520600 340 | 2018-02-01,40.349998,40.650002,35.400002,35.900002,35.141430,6032700 341 | 2018-03-01,35.900002,39.200001,29.950001,31.950001,31.274897,11470100 342 | 2018-04-01,31.950001,33.400002,30.600000,30.700001,30.202742,9697800 343 | 2018-05-01,30.600000,33.900002,30.350000,32.750000,32.219536,5740300 344 | 2018-06-01,32.950001,36.849998,32.750000,33.900002,33.530807,6727800 345 | 2018-07-01,33.900002,40.099998,33.250000,37.849998,37.437786,12076300 346 | 2018-08-01,37.849998,38.980000,36.360001,38.299999,37.882889,6005300 347 | 2018-09-01,38.250000,40.650002,36.150002,38.400002,38.176376,8359000 348 | -------------------------------------------------------------------------------- /data/honda: -------------------------------------------------------------------------------- 1 | 1989-11-01,6.500000,6.562500,6.125000,6.406250,3.184962,1734000 2 | 1989-12-01,6.406250,6.531250,6.250000,6.281250,3.122818,1609600 3 | 1990-01-01,6.343750,6.500000,6.156250,6.312500,3.138355,3239600 4 | 1990-02-01,6.312500,6.312500,5.218750,5.593750,2.781018,1378800 5 | 1990-03-01,5.562500,5.718750,5.093750,5.531250,2.749945,2341600 6 | 1990-04-01,5.343750,6.031250,5.312500,5.562500,2.814509,2892400 7 | 1990-05-01,5.531250,6.000000,5.531250,5.906250,2.988438,1859600 8 | 1990-06-01,5.968750,5.968750,5.500000,5.812500,2.941004,1725600 9 | 1990-07-01,5.843750,6.000000,5.500000,5.718750,2.893569,1056800 10 | 1990-08-01,5.656250,5.656250,4.812500,5.500000,2.782887,1368800 11 | 1990-09-01,5.406250,5.531250,4.625000,4.718750,2.387589,1148400 12 | 1990-10-01,4.625000,5.812500,4.625000,5.312500,2.741458,1754800 13 | 1990-11-01,5.250000,5.437500,5.000000,5.125000,2.644701,1116800 14 | 1990-12-01,4.968750,5.156250,4.687500,4.843750,2.499565,1219200 15 | 1991-01-01,4.812500,4.875000,4.343750,4.375000,2.257671,2606400 16 | 1991-02-01,4.406250,5.687500,4.375000,5.312500,2.741458,4116800 17 | 1991-03-01,5.250000,5.687500,5.218750,5.281250,2.725332,1661600 18 | 1991-04-01,5.218750,5.562500,4.937500,5.125000,2.692680,1178800 19 | 1991-05-01,5.156250,5.156250,4.656250,4.937500,2.594166,3689600 20 | 1991-06-01,5.093750,5.437500,5.000000,5.375000,2.824028,3039200 21 | 1991-07-01,5.437500,5.718750,5.218750,5.500000,2.889705,1844400 22 | 1991-08-01,5.468750,5.500000,4.625000,5.500000,2.889705,1544400 23 | 1991-09-01,5.343750,6.000000,5.343750,5.968750,3.135986,1706400 24 | 1991-10-01,5.968750,6.187500,5.687500,5.750000,3.080981,2621200 25 | 1991-11-01,5.843750,6.000000,5.500000,5.562500,2.980514,1251200 26 | 1991-12-01,5.500000,6.000000,5.375000,5.937500,3.181446,1206800 27 | 1992-01-01,5.968750,6.375000,5.312500,6.031250,3.231679,2103600 28 | 1992-02-01,5.937500,6.062500,5.406250,5.718750,3.064235,1282800 29 | 1992-03-01,5.625000,5.843750,5.343750,5.718750,3.064235,1197600 30 | 1992-04-01,5.687500,6.343750,5.562500,5.937500,3.244416,1648800 31 | 1992-05-01,5.812500,6.062500,5.687500,5.937500,3.244416,766800 32 | 1992-06-01,5.968750,5.968750,5.312500,5.500000,3.005356,1172800 33 | 1992-07-01,5.531250,5.593750,4.437500,4.968750,2.715064,2006800 34 | 1992-08-01,4.937500,5.250000,4.750000,5.093750,2.783368,1520000 35 | 1992-09-01,5.031250,5.718750,4.937500,5.187500,2.834595,2111600 36 | 1992-10-01,5.187500,5.406250,4.937500,5.156250,2.875059,1968400 37 | 1992-11-01,5.156250,5.500000,4.875000,5.500000,3.066730,1016800 38 | 1992-12-01,5.500000,5.656250,5.156250,5.187500,2.892484,2320400 39 | 1993-01-01,5.250000,5.406250,4.968750,5.312500,2.962182,802800 40 | 1993-02-01,5.343750,5.593750,5.281250,5.531250,3.084154,684000 41 | 1993-03-01,5.531250,6.375000,5.406250,6.375000,3.554620,1582000 42 | 1993-04-01,6.312500,6.656250,6.125000,6.593750,3.756988,1588400 43 | 1993-05-01,6.593750,6.593750,6.156250,6.281250,3.578931,600800 44 | 1993-06-01,6.187500,6.500000,5.781250,5.781250,3.294040,889600 45 | 1993-07-01,6.000000,6.531250,5.750000,6.500000,3.703569,651600 46 | 1993-08-01,6.531250,7.031250,6.468750,7.000000,3.988459,1355200 47 | 1993-09-01,6.968750,7.343750,6.843750,7.156250,4.077488,716000 48 | 1993-10-01,7.156250,7.843750,7.062500,7.375000,4.281116,967200 49 | 1993-11-01,7.343750,7.593750,6.062500,6.281250,3.646204,505200 50 | 1993-12-01,6.593750,7.062500,6.156250,6.812500,3.954590,812400 51 | 1994-01-01,6.812500,8.187500,6.781250,8.156250,4.734623,1364000 52 | 1994-02-01,7.843750,8.500000,7.125000,8.437500,4.897885,1579200 53 | 1994-03-01,8.437500,8.468750,8.000000,8.093750,4.698341,741600 54 | 1994-04-01,8.062500,8.625000,8.000000,8.250000,4.873002,688800 55 | 1994-05-01,8.250000,9.062500,8.156250,9.031250,5.334460,970800 56 | 1994-06-01,9.125000,9.437500,8.781250,8.781250,5.186793,1857200 57 | 1994-07-01,8.718750,9.250000,8.531250,8.687500,5.131417,1124400 58 | 1994-08-01,8.687500,8.750000,8.156250,8.218750,4.854543,782000 59 | 1994-09-01,8.281250,8.437500,7.906250,8.343750,4.928375,967600 60 | 1994-10-01,8.343750,8.937500,8.312500,8.718750,5.236920,1267600 61 | 1994-11-01,8.687500,8.750000,8.250000,8.312500,4.992904,513200 62 | 1994-12-01,8.406250,8.937500,8.312500,8.875000,5.330770,486000 63 | 1995-01-01,8.812500,8.968750,7.937500,7.937500,4.767659,680800 64 | 1995-02-01,7.750000,8.031250,7.625000,7.718750,4.636270,468400 65 | 1995-03-01,7.718750,8.312500,7.468750,8.218750,4.936593,990400 66 | 1995-04-01,8.156250,8.531250,7.843750,8.187500,5.026374,602800 67 | 1995-05-01,8.250000,8.500000,7.312500,7.593750,4.661867,1094400 68 | 1995-06-01,7.406250,7.843750,6.875000,7.687500,4.719422,1458000 69 | 1995-07-01,7.687500,8.312500,7.593750,8.093750,4.968822,777600 70 | 1995-08-01,8.093750,8.781250,7.968750,8.718750,5.352514,1130000 71 | 1995-09-01,8.781250,8.968750,7.843750,8.906250,5.467621,842400 72 | 1995-10-01,8.656250,9.312500,8.656250,8.875000,5.541399,1024800 73 | 1995-11-01,8.687500,9.312500,8.625000,9.031250,5.638959,956800 74 | 1995-12-01,9.093750,10.625000,9.093750,10.437500,6.517000,992000 75 | 1996-01-01,10.437500,11.562500,10.250000,11.062500,6.907234,2151200 76 | 1996-02-01,11.125000,11.500000,10.468750,10.625000,6.634071,2774400 77 | 1996-03-01,10.468750,11.187500,10.093750,10.750000,6.712118,1599200 78 | 1996-04-01,10.656250,11.375000,10.500000,11.312500,7.145287,1352400 79 | 1996-05-01,11.250000,12.187500,10.875000,11.937500,7.540053,1345200 80 | 1996-06-01,11.906250,13.750000,11.875000,12.750000,8.053254,2135200 81 | 1996-07-01,12.843750,13.000000,11.500000,12.000000,7.579532,1462000 82 | 1996-08-01,12.031250,12.312500,11.500000,11.531250,7.283452,1357600 83 | 1996-09-01,11.468750,12.781250,11.375000,12.656250,7.994040,1076800 84 | 1996-10-01,12.687500,12.937500,11.812500,11.906250,7.594426,1970000 85 | 1996-11-01,11.875000,15.312500,11.812500,14.843750,9.468113,1507200 86 | 1996-12-01,14.593750,14.812500,13.656250,14.156250,9.029593,1358800 87 | 1997-01-01,14.156250,14.312500,13.000000,13.500000,8.611005,2583200 88 | 1997-02-01,13.375000,16.093750,12.812500,15.625000,9.966434,9160800 89 | 1997-03-01,15.437500,16.281250,14.187500,14.625000,9.328584,10248400 90 | 1997-04-01,14.750000,15.656250,14.531250,15.625000,10.056269,2144400 91 | 1997-05-01,15.375000,16.718750,14.468750,15.125000,9.734468,8138000 92 | 1997-06-01,15.343750,15.500000,14.250000,15.046875,9.684187,5569600 93 | 1997-07-01,14.750000,16.687500,14.437500,16.515625,10.629474,5539600 94 | 1997-08-01,16.281250,16.375000,15.062500,15.125000,9.734468,2205600 95 | 1997-09-01,15.125000,18.062500,15.125000,17.437500,11.222798,2700800 96 | 1997-10-01,17.859375,18.781250,15.500000,16.718750,10.844021,2344800 97 | 1997-11-01,16.875000,17.765625,15.828125,17.750000,11.512901,1628800 98 | 1997-12-01,18.234375,19.140625,17.375000,18.468750,11.979093,1818400 99 | 1998-01-01,18.250000,19.125000,17.250000,18.484375,11.989232,1293600 100 | 1998-02-01,18.484375,18.671875,16.937500,17.593750,11.411559,1700800 101 | 1998-03-01,17.500000,18.359375,16.703125,17.750000,11.512901,1626000 102 | 1998-04-01,17.750000,18.312500,16.953125,18.203125,11.891705,1915600 103 | 1998-05-01,18.140625,18.250000,16.562500,16.625000,10.860748,1360400 104 | 1998-06-01,16.562500,17.906250,16.390625,17.859375,11.667137,1167200 105 | 1998-07-01,18.093750,20.000000,17.890625,18.500000,12.085643,2144000 106 | 1998-08-01,18.125000,18.187500,16.343750,16.750000,10.942408,1485200 107 | 1998-09-01,17.140625,18.625000,14.828125,15.171875,9.911452,1410800 108 | 1998-10-01,15.109375,16.375000,12.828125,15.343750,10.090046,1462000 109 | 1998-11-01,16.156250,19.968750,15.906250,18.109375,11.908722,1362400 110 | 1998-12-01,18.015625,18.500000,15.734375,16.687500,10.973697,1144000 111 | 1999-01-01,16.062500,18.593750,16.015625,18.593750,12.227247,2338400 112 | 1999-02-01,18.468750,19.156250,17.718750,18.968750,12.473843,1043200 113 | 1999-03-01,19.031250,23.187500,18.406250,22.281250,14.652144,2713600 114 | 1999-04-01,23.218750,23.500000,20.531250,22.093750,14.635228,2176000 115 | 1999-05-01,22.218750,22.468750,20.281250,20.531250,13.600201,1081600 116 | 1999-06-01,21.406250,22.718750,20.937500,21.687500,14.366120,2056400 117 | 1999-07-01,21.531250,22.531250,21.203125,21.515625,14.252265,1284000 118 | 1999-08-01,21.500000,22.687500,20.125000,20.265625,13.424253,1757600 119 | 1999-09-01,20.343750,21.750000,20.265625,20.453125,13.548452,1194400 120 | 1999-10-01,20.703125,21.078125,18.859375,21.031250,14.075488,1404000 121 | 1999-11-01,21.031250,21.796875,19.375000,20.671875,13.834974,1884000 122 | 1999-12-01,20.937500,21.781250,17.562500,19.125000,12.799695,2133600 123 | 2000-01-01,19.062500,19.062500,16.250000,16.406250,10.980137,2241200 124 | 2000-02-01,16.781250,19.000000,16.500000,16.875000,11.293854,1634800 125 | 2000-03-01,16.781250,20.312500,16.625000,20.312500,13.594453,2239600 126 | 2000-04-01,20.250000,22.250000,19.750000,22.125000,14.982928,1664800 127 | 2000-05-01,22.343750,22.687500,16.765625,16.953125,11.480567,2528400 128 | 2000-06-01,17.625000,18.031250,16.125000,17.187500,11.639281,1422800 129 | 2000-07-01,16.750000,18.609375,16.718750,18.343750,12.422288,953600 130 | 2000-08-01,17.937500,20.031250,16.859375,18.125000,12.274153,1432000 131 | 2000-09-01,18.625000,19.468750,17.250000,18.296875,12.390545,1053200 132 | 2000-10-01,18.031250,18.375000,16.250000,17.296875,11.824949,943200 133 | 2000-11-01,17.687500,18.578125,16.562500,17.281250,11.814263,788000 134 | 2000-12-01,17.562500,18.531250,16.875000,18.468750,12.626092,1947600 135 | 2001-01-01,18.531250,20.093750,17.953125,19.137501,13.083283,2170000 136 | 2001-02-01,19.375000,20.500000,19.375000,19.750000,13.502015,1688400 137 | 2001-03-01,19.012501,21.400000,18.275000,20.525000,14.031839,3603200 138 | 2001-04-01,20.000000,20.799999,19.075001,20.577499,14.195373,2979600 139 | 2001-05-01,21.900000,22.837500,20.787500,20.912500,14.426480,2693200 140 | 2001-06-01,20.912500,22.400000,20.424999,21.997499,15.174959,1670400 141 | 2001-07-01,22.437500,22.980000,21.107500,22.975000,15.849290,2051600 142 | 2001-08-01,22.740000,23.087500,18.037500,18.250000,12.589752,2058400 143 | 2001-09-01,17.787500,20.174999,13.647500,16.062500,11.080707,4012800 144 | 2001-10-01,16.650000,18.947500,16.510000,18.150000,12.673636,3451600 145 | 2001-11-01,18.400000,19.897499,17.812500,19.000000,13.267163,3183600 146 | 2001-12-01,19.250000,20.562500,18.562500,20.377501,14.229035,2200800 147 | 2002-01-01,20.410000,20.950001,18.799999,20.240000,14.133027,4209500 148 | 2002-02-01,20.100000,20.240000,18.120001,19.910000,13.902595,2279200 149 | 2002-03-01,20.150000,22.830000,20.000000,21.170000,14.782415,3051700 150 | 2002-04-01,20.690001,22.910000,20.000000,22.690001,15.876702,3121300 151 | 2002-05-01,23.200001,23.850000,21.549999,21.719999,15.197973,5130900 152 | 2002-06-01,21.969999,21.990000,19.200001,20.709999,14.491251,4107700 153 | 2002-07-01,20.780001,23.100000,20.200001,21.000000,14.694172,4751500 154 | 2002-08-01,20.590000,22.190001,19.700001,21.200001,14.834115,3177200 155 | 2002-09-01,20.719999,21.500000,19.650000,19.870001,13.903484,3872800 156 | 2002-10-01,19.900000,20.990000,17.510000,18.080000,12.685946,5322100 157 | 2002-11-01,18.100000,19.200001,17.010000,19.010000,13.338492,4098900 158 | 2002-12-01,18.990000,19.139999,17.770000,18.059999,12.671913,3070600 159 | 2003-01-01,18.150000,18.750000,16.400000,16.700001,11.717662,4287800 160 | 2003-02-01,17.500000,18.620001,16.850000,18.370001,12.889425,2754800 161 | 2003-03-01,18.780001,18.799999,16.590000,16.600000,11.647499,6314800 162 | 2003-04-01,16.700001,17.500000,15.470000,16.680000,11.742075,10984600 163 | 2003-05-01,16.680000,17.980000,16.420000,17.959999,12.643145,6921800 164 | 2003-06-01,18.059999,19.950001,17.840000,19.049999,13.410460,6152400 165 | 2003-07-01,18.799999,21.450001,18.540001,19.760000,13.910284,13670400 166 | 2003-08-01,19.750000,21.100000,19.170000,20.360001,14.332656,6819300 167 | 2003-09-01,20.400000,23.590000,20.000000,20.160000,14.191856,8292000 168 | 2003-10-01,19.959999,21.150000,19.299999,20.049999,14.163711,12112300 169 | 2003-11-01,20.150000,20.860001,18.809999,20.230000,14.290874,7565600 170 | 2003-12-01,20.320000,22.530001,20.110001,22.500000,15.894444,7563200 171 | 2004-01-01,22.500000,23.400000,20.549999,21.340000,15.074990,11419800 172 | 2004-02-01,21.340000,22.150000,20.660000,21.809999,15.407009,7234400 173 | 2004-03-01,21.950001,23.400000,21.500000,23.139999,16.346554,9050400 174 | 2004-04-01,22.690001,23.150000,20.110001,20.150000,14.297258,13019200 175 | 2004-05-01,19.750000,21.790001,19.250000,21.600000,15.326087,10492300 176 | 2004-06-01,21.750000,24.850000,21.360001,24.320000,17.256037,6794000 177 | 2004-07-01,24.450001,24.480000,22.559999,24.270000,17.220566,5275900 178 | 2004-08-01,24.200001,24.980000,22.650000,24.980000,17.724335,4189400 179 | 2004-09-01,24.799999,25.400000,23.660000,24.360001,17.284414,5686300 180 | 2004-10-01,24.750000,24.950001,23.549999,24.290001,17.323154,4616700 181 | 2004-11-01,24.200001,25.500000,23.900000,23.950001,17.080675,6885800 182 | 2004-12-01,23.820000,26.100000,23.820000,26.059999,18.585482,5740800 183 | 2005-01-01,26.190001,26.740000,25.230000,26.250000,18.720995,5417900 184 | 2005-02-01,26.250000,26.990000,25.700001,26.850000,19.148901,5923000 185 | 2005-03-01,26.850000,27.299999,24.920000,25.040001,17.858046,6875900 186 | 2005-04-01,25.200001,26.000000,23.750000,24.100000,17.279497,4734800 187 | 2005-05-01,23.980000,24.950001,23.799999,24.719999,17.724035,5634000 188 | 2005-06-01,24.670000,25.400000,24.450001,24.610001,17.645168,4714300 189 | 2005-07-01,24.750000,25.770000,24.059999,25.770000,18.476877,7037200 190 | 2005-08-01,25.900000,26.920000,25.379999,26.920000,19.301414,6027100 191 | 2005-09-01,26.639999,29.080000,26.350000,28.400000,20.362566,7272600 192 | 2005-10-01,28.510000,29.590000,27.100000,27.809999,20.064621,7269900 193 | 2005-11-01,27.700001,28.700001,26.500000,27.959999,20.172846,9462000 194 | 2005-12-01,28.400000,29.700001,28.200001,28.969999,20.901541,9519700 195 | 2006-01-01,29.139999,30.360001,27.100000,28.450001,20.526375,13793800 196 | 2006-02-01,28.709999,30.240000,28.440001,29.379999,21.197355,9238800 197 | 2006-03-01,29.980000,31.740000,28.570000,30.959999,22.337309,9741900 198 | 2006-04-01,31.100000,35.939999,31.100000,35.430000,25.773525,10268800 199 | 2006-05-01,35.619999,37.950001,32.590000,33.029999,24.027645,11666200 200 | 2006-06-01,32.959999,33.770000,29.129999,31.820000,23.147430,14249400 201 | 2006-07-01,32.200001,33.570000,29.430000,32.950001,23.969456,7486100 202 | 2006-08-01,32.950001,35.000000,32.570000,33.880001,24.645983,8718500 203 | 2006-09-01,33.950001,34.250000,32.020000,33.630001,24.464115,11742700 204 | 2006-10-01,34.450001,36.200001,33.490002,35.330002,25.903633,8231800 205 | 2006-11-01,35.939999,36.590000,34.009998,35.290001,25.874304,8556700 206 | 2006-12-01,35.049999,39.869999,34.560001,39.540001,28.990370,8890400 207 | 2007-01-01,39.810001,40.700001,37.619999,39.330002,28.940758,13957300 208 | 2007-02-01,39.470001,40.820000,36.369999,37.150002,27.336613,14766300 209 | 2007-03-01,35.500000,37.360001,34.639999,34.869999,25.658884,13221900 210 | 2007-04-01,34.590000,36.189999,33.619999,34.430000,25.449871,17524400 211 | 2007-05-01,34.009998,35.389999,33.299999,35.330002,26.115135,16278300 212 | 2007-06-01,35.470001,36.590000,34.150002,36.290001,26.824747,13902000 213 | 2007-07-01,37.000000,37.799999,35.020000,36.020000,26.754599,17296600 214 | 2007-08-01,35.900002,36.049999,31.290001,32.919998,24.452009,22184400 215 | 2007-09-01,33.299999,33.939999,32.340000,33.360001,24.778835,11931900 216 | 2007-10-01,33.500000,37.639999,32.450001,37.430000,27.948595,12353600 217 | 2007-11-01,37.419998,37.540001,32.660000,34.410000,25.693584,12111800 218 | 2007-12-01,34.400002,35.200001,32.139999,33.139999,24.745296,7819400 219 | 2008-01-01,33.029999,33.610001,27.350000,31.540001,23.693821,20258600 220 | 2008-02-01,31.830000,32.480000,29.120001,30.600000,22.987663,11253200 221 | 2008-03-01,29.950001,30.870001,27.010000,28.809999,21.642962,13431500 222 | 2008-04-01,29.590000,32.880001,27.690001,31.750000,24.010733,14617400 223 | 2008-05-01,31.959999,33.500000,30.549999,33.230000,25.129974,10470100 224 | 2008-06-01,33.799999,36.400002,33.150002,34.029999,25.734970,24311400 225 | 2008-07-01,33.700001,35.669998,31.900000,31.990000,24.332319,29430600 226 | 2008-08-01,32.770000,33.990002,30.070000,32.560001,24.765875,14146700 227 | 2008-09-01,31.469999,34.290001,28.200001,30.110001,22.902346,24265400 228 | 2008-10-01,29.950001,30.080000,18.940001,24.770000,18.977108,35164800 229 | 2008-11-01,24.850000,27.620001,18.910000,22.080000,16.916212,21824700 230 | 2008-12-01,21.309999,23.770000,17.350000,21.340000,16.349272,43978100 231 | 2009-01-01,21.410000,25.150000,20.280001,22.660000,17.459270,30414300 232 | 2009-02-01,22.190001,25.580000,21.950001,23.629999,18.206638,31980700 233 | 2009-03-01,23.219999,25.030001,20.719999,23.700001,18.260574,32149400 234 | 2009-04-01,24.889999,29.590000,24.830000,29.059999,22.488539,27028800 235 | 2009-05-01,28.719999,31.000000,27.450001,29.030001,22.465322,20042400 236 | 2009-06-01,29.250000,29.959999,26.270000,27.370001,21.180702,17572200 237 | 2009-07-01,27.309999,32.490002,25.000000,32.130001,24.963131,15470000 238 | 2009-08-01,32.500000,32.990002,31.219999,31.330000,24.341574,11520000 239 | 2009-09-01,31.600000,32.169998,29.830000,30.309999,23.549091,11188900 240 | 2009-10-01,30.420000,32.840000,28.820000,30.969999,24.152397,16028500 241 | 2009-11-01,31.190001,32.669998,30.049999,30.990000,24.167995,10840200 242 | 2009-12-01,32.029999,34.520000,31.940001,33.900002,26.437401,9662200 243 | 2010-01-01,34.250000,37.230000,33.290001,33.910000,26.532661,10288700 244 | 2010-02-01,33.810001,36.639999,33.270000,34.610001,27.080366,14426900 245 | 2010-03-01,34.560001,36.700001,34.509998,35.290001,27.612431,9312600 246 | 2010-04-01,35.369999,36.160000,33.730000,33.790001,26.564766,11084800 247 | 2010-05-01,33.849998,34.000000,30.160000,30.389999,23.891781,17180900 248 | 2010-06-01,30.110001,30.930000,28.330000,28.750000,22.602459,18331400 249 | 2010-07-01,28.850000,31.920000,28.430000,31.770000,25.128008,11128000 250 | 2010-08-01,32.439999,33.959999,31.770000,32.930000,26.045488,14421600 251 | 2010-09-01,33.279999,35.889999,32.820000,35.590000,28.149382,8556400 252 | 2010-10-01,35.950001,37.029999,35.500000,36.029999,28.643406,8744500 253 | 2010-11-01,34.919998,38.090000,33.820000,36.230000,28.802412,13607800 254 | 2010-12-01,37.049999,39.689999,36.860001,39.500000,31.402020,7466700 255 | 2011-01-01,39.840000,43.610001,38.669998,43.540001,34.816620,12222300 256 | 2011-02-01,43.660000,44.560001,42.200001,43.689999,34.936569,11695400 257 | 2011-03-01,44.009998,44.009998,36.509998,37.509998,29.994749,25671900 258 | 2011-04-01,36.849998,38.900002,33.759998,38.349998,30.822628,26244100 259 | 2011-05-01,39.299999,39.590000,36.630001,38.000000,30.541325,14199600 260 | 2011-06-01,38.220001,38.740002,35.750000,38.610001,31.031607,11735100 261 | 2011-07-01,38.540001,41.230000,38.540001,39.779999,32.164471,11065800 262 | 2011-08-01,40.610001,40.720001,30.350000,32.470001,26.253910,25304100 263 | 2011-09-01,32.980000,33.259998,28.900000,29.150000,23.569492,13264800 264 | 2011-10-01,29.320000,32.650002,28.040001,29.900000,24.333014,19190800 265 | 2011-11-01,30.059999,31.760000,27.520000,31.650000,25.757183,11900200 266 | 2011-12-01,31.629999,32.000000,28.600000,30.549999,24.861988,18779400 267 | 2012-01-01,31.180000,35.590000,31.110001,34.049999,27.925446,11265800 268 | 2012-02-01,35.240002,38.880001,34.980000,38.119999,31.263374,10337100 269 | 2012-03-01,38.119999,39.349998,36.230000,38.430000,31.517616,12667700 270 | 2012-04-01,38.439999,38.959999,34.669998,36.040001,29.738455,7991900 271 | 2012-05-01,35.070000,35.380001,31.639999,31.790001,26.231567,24758600 272 | 2012-06-01,31.049999,34.669998,30.299999,34.660000,28.599751,8528100 273 | 2012-07-01,34.470001,34.660000,30.290001,31.500000,26.184944,5936500 274 | 2012-08-01,30.920000,33.759998,28.500000,31.889999,26.509144,13316700 275 | 2012-09-01,31.540001,34.810001,30.760000,30.900000,25.686190,8854300 276 | 2012-10-01,30.820000,32.830002,29.559999,30.160000,25.249189,9831000 277 | 2012-11-01,29.980000,33.610001,29.260000,33.299999,27.877918,11040000 278 | 2012-12-01,32.830002,37.000000,32.549999,36.939999,30.925228,9847900 279 | 2013-01-01,37.689999,38.750000,36.180000,37.689999,31.733732,18041800 280 | 2013-02-01,38.009998,38.660000,36.279999,37.439999,31.523251,11749000 281 | 2013-03-01,37.340000,40.000000,37.139999,38.259998,32.213657,7290500 282 | 2013-04-01,37.070000,41.029999,36.369999,39.980000,33.832096,15023100 283 | 2013-05-01,39.389999,42.130001,37.570000,37.570000,31.792685,14405800 284 | 2013-06-01,37.320000,37.900002,35.150002,37.250000,31.521893,11632100 285 | 2013-07-01,37.349998,39.439999,37.000000,37.139999,31.609745,8992300 286 | 2013-08-01,37.060001,39.090000,35.860001,35.939999,30.588430,6862700 287 | 2013-09-01,37.040001,39.860001,36.320000,38.139999,32.887283,9313700 288 | 2013-10-01,38.400002,40.590000,37.709999,39.959999,34.630089,6464900 289 | 2013-11-01,39.970001,42.959999,39.090000,42.360001,36.709969,5438200 290 | 2013-12-01,42.349998,42.470001,39.810001,41.349998,35.834690,5439600 291 | 2014-01-01,41.099998,41.380001,37.369999,37.509998,32.662846,8304700 292 | 2014-02-01,37.160000,37.369999,35.419998,36.049999,31.391508,11528900 293 | 2014-03-01,36.459999,37.400002,34.240002,35.340000,30.773256,15640700 294 | 2014-04-01,35.270000,35.700001,32.419998,33.299999,29.178663,24970900 295 | 2014-05-01,33.560001,35.230000,32.680000,35.180000,30.825993,19037900 296 | 2014-06-01,35.279999,35.919998,34.459999,34.990002,30.659508,10801500 297 | 2014-07-01,35.060001,36.020000,34.650002,34.880001,30.749544,12366300 298 | 2014-08-01,34.930000,34.980000,33.549999,34.049999,30.017839,15111800 299 | 2014-09-01,33.820000,34.849998,33.680000,34.279999,30.220608,14444600 300 | 2014-10-01,34.139999,34.160000,29.299999,32.119999,28.468088,38953400 301 | 2014-11-01,32.110001,32.430000,30.250000,30.320000,26.872738,21958600 302 | 2014-12-01,30.389999,31.250000,28.830000,29.520000,26.163698,33897100 303 | 2015-01-01,29.670000,31.400000,28.610001,30.219999,26.947460,24416300 304 | 2015-02-01,31.350000,33.720001,30.910000,33.139999,29.551256,17296100 305 | 2015-03-01,33.080002,34.619999,32.599998,32.759998,29.212406,18895900 306 | 2015-04-01,32.689999,36.439999,32.419998,33.529999,30.057350,17554600 307 | 2015-05-01,34.099998,35.400002,33.599998,34.220001,30.675901,16429800 308 | 2015-06-01,34.340000,34.610001,32.000000,32.400002,29.044390,11551700 309 | 2015-07-01,32.070000,34.419998,30.889999,33.959999,30.442825,11631900 310 | 2015-08-01,34.799999,35.990002,29.000000,31.480000,28.382753,17805100 311 | 2015-09-01,30.230000,32.310001,29.280001,29.900000,26.958208,9753200 312 | 2015-10-01,30.000000,33.869999,29.750000,33.130001,30.044981,10056800 313 | 2015-11-01,33.029999,33.470001,32.020000,32.680000,29.636883,9307400 314 | 2015-12-01,33.180000,33.419998,31.180000,31.930000,28.956722,10742600 315 | 2016-01-01,30.860001,31.000000,26.410000,27.020000,24.650772,17342400 316 | 2016-02-01,27.620001,27.930000,24.559999,25.709999,23.455639,15791300 317 | 2016-03-01,26.040001,28.260000,25.990000,27.340000,24.942717,12785900 318 | 2016-04-01,26.340000,28.740000,25.530001,26.959999,24.791868,15621900 319 | 2016-05-01,27.100000,28.260000,26.230000,27.980000,25.729841,19333500 320 | 2016-06-01,27.809999,27.809999,24.520000,25.330000,23.292953,20263100 321 | 2016-07-01,25.110001,27.360001,24.030001,27.120001,25.382217,17499800 322 | 2016-08-01,27.120001,31.059999,27.120001,30.809999,28.835770,14544400 323 | 2016-09-01,30.969999,31.180000,28.620001,28.920000,27.066874,16753900 324 | 2016-10-01,28.959999,30.500000,28.900000,29.830000,28.106846,14955100 325 | 2016-11-01,29.400000,29.799999,27.510000,29.740000,28.022045,13474500 326 | 2016-12-01,29.610001,30.660000,29.090000,29.190001,27.503815,13246500 327 | 2017-01-01,29.480000,30.969999,29.420000,29.719999,28.202267,14255500 328 | 2017-02-01,30.230000,32.169998,29.889999,30.969999,29.388432,18722500 329 | 2017-03-01,31.260000,31.440001,30.180000,30.260000,28.714691,11365800 330 | 2017-04-01,30.200001,30.209999,28.160000,29.100000,27.613928,15320900 331 | 2017-05-01,28.980000,29.170000,27.360001,27.930000,26.503679,20997500 332 | 2017-06-01,28.040001,28.730000,27.070000,27.389999,25.991255,16937900 333 | 2017-07-01,27.480000,28.129999,27.049999,28.020000,26.799810,10190400 334 | 2017-08-01,28.799999,28.950001,27.360001,28.100000,26.876326,11269100 335 | 2017-09-01,28.190001,30.040001,27.910000,29.559999,28.272743,7893100 336 | 2017-10-01,29.559999,31.150000,29.559999,31.090000,30.162165,9730200 337 | 2017-11-01,31.709999,33.750000,31.580000,33.340000,32.345013,18351600 338 | 2017-12-01,33.400002,34.450001,33.040001,34.080002,33.062935,8991200 339 | 2018-01-01,34.310001,36.520000,34.090000,35.290001,34.471100,11352200 340 | 2018-02-01,35.099998,37.290001,33.849998,36.090000,35.252537,20936900 341 | 2018-03-01,35.939999,36.009998,32.860001,34.730000,33.924095,15582600 342 | 2018-04-01,34.380001,35.439999,33.779999,34.360001,33.810822,12147900 343 | 2018-05-01,34.000000,34.049999,31.370001,31.760000,31.252377,13869900 344 | 2018-06-01,31.889999,32.759998,29.110001,29.270000,28.802176,10025400 345 | 2018-07-01,28.860001,30.889999,28.770000,30.660000,30.415031,10811400 346 | 2018-08-01,30.850000,30.950001,29.200001,29.629999,29.393261,12231400 347 | 2018-09-01,29.100000,31.040001,28.000000,30.080000,29.839666,10456200 348 | -------------------------------------------------------------------------------- /data/inflation: -------------------------------------------------------------------------------- 1 | 1.03% 0.47% 0.55% 0.16% 0.23% 0.54% 0.38% 0.92% 0.84% 0.60% 0.22% 0.00% 2 | 0.60% 0.15% 0.15% 0.15% 0.30% 0.29% 0.15% 0.29% 0.44% 0.15% 0.29% 0.07% 3 | 0.15% 0.36% 0.51% 0.14% 0.14% 0.36% 0.21% 0.28% 0.28% 0.35% 0.14% 0.07% 4 | 0.49% 0.35% 0.35% 0.28% 0.14% 0.14% 0.00% 0.28% 0.21% 0.41% 0.07% 0.00% 5 | 0.27% 0.34% 0.34% 0.14% 0.07% 0.34% 0.27% 0.40% 0.27% 0.07% 0.13% 0.00% 6 | 0.40% 0.40% 0.33% 0.33% 0.20% 0.20% 0.00% 0.26% 0.20% 0.33% 0.07% 0.07% 7 | 0.59% 0.32% 0.52% 0.39% 0.19% 0.06% 0.19% 0.19% 0.32% 0.32% 0.19% 0.00% 8 | 0.32% 0.31% 0.25% 0.12% 0.06% 0.12% 0.12% 0.19% 0.25% 0.25% 0.06% 0.12% 9 | 0.19% 0.19% 0.19% 0.18% 0.18% 0.12% 0.12% 0.12% 0.12% 0.24% 0.00% 0.06% 10 | 0.24% 0.12% 0.30% 0.73% 0.00% 0.00% 0.30% 0.24% 0.48% 0.18% 0.06% 0.00% 11 | 0.30% 0.59% 0.82% 0.06% 0.12% 0.52% 0.23% 0.00% 0.52% 0.17% 0.06% 0.06% 12 | 0.63% 0.40% 0.23% 0.40% 0.45% 0.17% 0.28% 0.00% 0.45% 0.34% 0.17% 0.39% 13 | 0.23% 0.40% 0.56% 0.56% 0.00% 0.06% 0.11% 0.33% 0.17% 0.17% 0.00% 0.22% 14 | 0.44% 0.77% 0.60% 0.22% 0.16% 0.11% 0.11% 0.38% 0.33% 0.11% 0.27% 0.11% 15 | 0.49% 0.54% 0.64% 0.32% 0.59% 0.32% 0.16% 0.05% 0.21% 0.53% 0.05% 0.37% 16 | 0.21% 0.58% 0.78% 0.67% 0.10% 0.05% 0.46% 0.51% 1.22% 0.20% 0.80% 0.40% 17 | 0.76% 0.20% 0.55% 0.85% 0.50% 0.20% 0.30% 0.20% 0.49% 0.54% 0.15% 0.15% 18 | 0.31% 0.54% 0.91% 0.65% 0.61% 0.19% 0.03% 0.18% 0.28% 0.21% 0.59% 0.07% 19 | 0.50% 0.29% 0.87% 0.61% 0.84% 1.01% 0.53% 0.40% 0.14% 1.01% 1.92% 1.03% 20 | 0.44% 0.50% 0.24% 0.25% 0.29% 0.86% 0.16% 0.22% 0.06% 0.10% 0.07% 0.18% 21 | 0.34% 0.02% 0.41% 0.17% 0.08% 0.10% 0.02% 0.14% 0.06% 0.12% 0.04% 0.17% 22 | 0.48% 0.49% 0.98% 0.64% 0.47% 0.11% 0.09% 0.28% 0.15% 0.21% 0.08% 0.25% 23 | 0.44% 0.44% 0.76% 0.30% 0.12% 0.15% 0.16% 0.56% 0.45% 0.04% 0.47% 0.27% 24 | 0.30% 0.82% 0.26% 0.10% 0.18% 0.24% 0.04% 0.12% 0.12% 0.26% 0.20% 0.01% 25 | 0.37% 0.37% 0.64% 0.33% 0.35% 0.19% 0.04% 0.17% 0.08% 0.25% 0.54% 0.57% 26 | 0.47% 0.43% 0.60% 0.20% 0.51% 0.35% 0.01% 0.14% 0.16% 0.04% 0.21% 0.34% 27 | 0.17% 0.08% 0.43% 0.47% 0.41% 0.33% 0.16% 0.09% 0.24% 0.12% 0.16% 0.03% 28 | 0.58% 0.31% 0.08% 0.30% 0.09% 0.09% 0.07% 0.30% 0.53% 0.06% 0.00% 0.06% 29 | 0.54% 0.45% 0.23% 0.40% 0.42% 0.16% 0.01% 0.06% 30 | -------------------------------------------------------------------------------- /data/morganStanley: -------------------------------------------------------------------------------- 1 | 1993-02-01,8.000000,8.281250,7.656250,8.281250,3.673820,58011600 2 | 1993-03-01,8.187500,9.812500,8.000000,9.593750,4.256087,48999600 3 | 1993-04-01,9.468750,9.812500,8.156250,9.687500,4.297677,24175200 4 | 1993-05-01,9.500000,9.500000,8.437500,8.593750,3.812457,13800000 5 | 1993-06-01,8.593750,9.750000,8.187500,9.375000,4.207651,26317600 6 | 1993-07-01,9.375000,9.812500,8.656250,9.312500,4.179602,100472400 7 | 1993-08-01,9.281250,10.062500,9.125000,9.718750,4.361927,66206000 8 | 1993-09-01,9.625000,11.500000,9.375000,11.000000,4.987971,74820000 9 | 1993-10-01,10.937500,11.625000,9.843750,10.281250,4.662054,56697600 10 | 1993-11-01,10.250000,10.250000,8.750000,9.500000,4.307794,50953600 11 | 1993-12-01,9.562500,9.843750,8.656250,8.656250,3.967514,40874400 12 | 1994-01-01,8.687500,9.937500,8.562500,9.593750,4.397209,50306400 13 | 1994-02-01,9.625000,9.718750,8.468750,9.000000,4.125067,51058800 14 | 1994-03-01,9.000000,9.250000,7.906250,8.156250,3.793007,53925200 15 | 1994-04-01,7.906250,9.562500,7.875000,9.406250,4.374309,43671200 16 | 1994-05-01,9.406250,10.218750,9.281250,9.750000,4.534168,35054800 17 | 1994-06-01,9.718750,10.250000,8.843750,9.375000,4.471613,33462400 18 | 1994-07-01,9.500000,10.218750,9.000000,10.031250,4.784625,29660400 19 | 1994-08-01,10.031250,10.781250,9.781250,10.656250,5.082734,32022000 20 | 1994-09-01,10.593750,10.687500,9.406250,9.406250,4.543221,29034800 21 | 1994-10-01,9.437500,9.906250,8.656250,9.656250,4.663972,44293200 22 | 1994-11-01,9.625000,9.656250,8.375000,8.750000,4.226252,27305600 23 | 1994-12-01,8.750000,8.875000,7.906250,8.468750,4.150883,33439600 24 | 1995-01-01,8.468750,9.562500,8.375000,9.343750,4.579754,52341200 25 | 1995-02-01,9.375000,10.406250,9.312500,10.031250,4.916727,50907200 26 | 1995-03-01,10.031250,10.843750,9.781250,10.187500,5.056027,51526000 27 | 1995-04-01,10.187500,11.250000,10.000000,10.593750,5.257648,28441200 28 | 1995-05-01,10.625000,12.031250,10.625000,11.875000,5.893528,41436000 29 | 1995-06-01,11.812500,12.187500,11.312500,11.750000,5.910294,33290800 30 | 1995-07-01,11.718750,12.718750,11.593750,12.625000,6.350423,30278400 31 | 1995-08-01,12.656250,12.812500,11.843750,12.812500,6.444736,25605600 32 | 1995-09-01,13.062500,14.562500,12.984375,14.062500,7.190257,49972400 33 | 1995-10-01,14.000000,14.031250,12.218750,12.437500,6.359382,47682800 34 | 1995-11-01,12.468750,13.187500,12.281250,12.750000,6.519166,28928400 35 | 1995-12-01,12.718750,13.125000,11.625000,11.750000,6.085168,54648800 36 | 1996-01-01,11.687500,13.531250,11.250000,13.531250,7.007655,63748400 37 | 1996-02-01,13.500000,14.312500,12.968750,13.437500,6.959102,38933600 38 | 1996-03-01,13.406250,14.500000,12.593750,14.312500,7.533337,42178400 39 | 1996-04-01,14.343750,14.843750,12.781250,13.625000,7.171475,35897600 40 | 1996-05-01,13.625000,15.531250,13.312500,14.812500,7.796512,37522000 41 | 1996-06-01,14.781250,15.312500,13.687500,14.281250,7.656384,31283200 42 | 1996-07-01,14.312500,14.437500,12.062500,12.718750,6.818706,41924800 43 | 1996-08-01,12.718750,14.062500,12.500000,12.500000,6.701427,46279600 44 | 1996-09-01,12.468750,13.906250,12.406250,13.750000,7.501649,37716000 45 | 1996-10-01,13.781250,15.218750,13.781250,14.718750,8.030179,37215600 46 | 1996-11-01,14.843750,17.156250,14.781250,17.093750,9.325917,27875200 47 | 1996-12-01,17.031250,17.187500,15.968750,16.562500,9.274796,28420400 48 | 1997-01-01,16.593750,19.437500,16.375000,19.062500,10.674761,30465400 49 | 1997-02-01,19.187500,22.000000,18.937500,19.187500,10.744761,73207800 50 | 1997-03-01,19.187500,20.437500,17.312500,17.437500,9.833406,33993600 51 | 1997-04-01,17.437500,19.500000,17.062500,19.125000,10.785022,35692600 52 | 1997-05-01,19.062500,20.812500,18.937500,20.750000,11.701404,20186800 53 | 1997-06-01,20.875000,23.375000,20.437500,21.531250,12.227291,53917200 54 | 1997-07-01,21.875000,26.562500,21.812500,26.218750,14.889255,62899000 55 | 1997-08-01,26.250000,27.187500,23.937500,24.062500,13.749012,56038200 56 | 1997-09-01,24.125000,29.062500,24.093750,27.031250,15.445325,46297000 57 | 1997-10-01,27.062500,29.375000,22.000000,24.500000,13.998992,56550800 58 | 1997-11-01,25.468750,28.375000,23.875000,27.156250,15.592842,43425400 59 | 1997-12-01,27.437500,29.750000,25.812500,29.562500,16.974480,46185800 60 | 1998-01-01,29.250000,30.687500,26.500000,29.187500,16.759161,64063200 61 | 1998-02-01,29.718750,35.718750,29.687500,34.906250,20.185558,51763000 62 | 1998-03-01,34.843750,38.937500,34.343750,36.437500,21.071049,54848800 63 | 1998-04-01,36.312500,42.437500,36.250000,39.437500,22.805889,72232200 64 | 1998-05-01,39.375000,40.562500,36.781250,39.031250,22.681179,39962600 65 | 1998-06-01,39.062500,45.687500,37.500000,45.687500,26.549145,55128400 66 | 1998-07-01,45.000000,48.750000,43.125000,43.531250,25.296143,52888000 67 | 1998-08-01,43.406250,43.968750,28.437500,29.031250,16.942343,79702600 68 | 1998-09-01,29.156250,31.125000,20.750000,21.562500,12.583652,183488400 69 | 1998-10-01,20.656250,33.093750,18.250000,32.500000,18.966663,198653800 70 | 1998-11-01,32.375000,38.375000,28.750000,34.812500,20.493700,93659600 71 | 1998-12-01,33.500000,39.656250,31.156250,35.500000,20.898424,76843800 72 | 1999-01-01,35.406250,44.437500,35.406250,43.312500,25.497547,99592000 73 | 1999-02-01,43.187500,48.937500,42.125000,45.250000,26.794373,88745000 74 | 1999-03-01,44.875000,53.093750,44.781250,49.968750,29.588539,102453000 75 | 1999-04-01,49.875000,58.468750,47.781250,49.593750,29.366503,88725000 76 | 1999-05-01,48.906250,54.812500,44.281250,48.250000,28.691416,111348000 77 | 1999-06-01,47.750000,51.875000,41.875000,51.312500,30.512506,110666600 78 | 1999-07-01,49.937500,52.593750,45.062500,45.125000,26.833158,66572800 79 | 1999-08-01,45.500000,49.250000,40.500000,42.906250,25.634430,86806000 80 | 1999-09-01,43.531250,47.062500,42.000000,44.593750,26.642626,86338800 81 | 1999-10-01,44.656250,57.625000,43.281250,55.156250,32.953247,103423400 82 | 1999-11-01,55.000000,63.750000,53.843750,60.312500,36.218403,79492200 83 | 1999-12-01,59.750000,71.437500,59.625000,71.375000,42.861580,74803000 84 | 2000-01-01,68.625000,69.375000,58.625000,66.250000,39.783978,90297500 85 | 2000-02-01,65.625000,71.187500,60.125000,70.437500,42.567646,63990900 86 | 2000-03-01,71.875000,97.375000,71.500000,82.875000,50.084049,96506300 87 | 2000-04-01,83.437500,90.187500,64.750000,76.750000,46.382523,91956700 88 | 2000-05-01,76.500000,82.625000,62.375000,71.500000,43.310417,81575700 89 | 2000-06-01,72.000000,87.937500,70.125000,83.250000,50.427856,67563400 90 | 2000-07-01,83.750000,97.000000,83.500000,91.250000,55.273796,55496700 91 | 2000-08-01,92.125000,108.500000,90.437500,107.578102,65.318092,61403500 92 | 2000-09-01,107.562500,110.000000,85.500000,91.437500,55.518009,78678100 93 | 2000-10-01,90.125000,93.500000,68.250000,80.312500,48.763237,118919000 94 | 2000-11-01,77.625000,84.250000,60.625000,63.375000,38.563278,94156800 95 | 2000-12-01,63.250000,80.750000,61.625000,79.250000,48.223087,106375100 96 | 2001-01-01,78.250000,89.187500,69.000000,84.800003,51.600258,136549800 97 | 2001-02-01,85.050003,90.489998,63.500000,65.129997,39.741989,119104600 98 | 2001-03-01,62.500000,68.849998,49.700001,53.500000,32.645405,172595400 99 | 2001-04-01,53.150002,68.849998,44.099998,62.790001,38.314110,144320400 100 | 2001-05-01,62.000000,75.230003,60.770000,65.010002,39.854542,109171300 101 | 2001-06-01,64.800003,66.400002,55.820000,64.230003,39.376366,98334400 102 | 2001-07-01,64.050003,64.830002,55.369999,59.820000,36.672791,80901200 103 | 2001-08-01,60.500000,63.849998,50.099998,53.349998,32.824768,92439700 104 | 2001-09-01,53.770000,54.400002,35.750000,46.349998,28.517864,104867300 105 | 2001-10-01,45.500000,54.349998,45.150002,48.919998,30.099106,119185800 106 | 2001-11-01,48.950001,59.599998,48.060001,55.500000,34.315346,90346900 107 | 2001-12-01,53.549999,57.650002,51.349998,55.939999,34.587402,86601200 108 | 2002-01-01,55.919998,60.020000,50.200001,55.000000,34.006207,106193700 109 | 2002-02-01,54.119999,54.200001,45.900002,49.119999,30.491650,116867300 110 | 2002-03-01,49.200001,58.270000,48.500000,57.310001,35.575653,98788800 111 | 2002-04-01,57.060001,57.290001,46.549999,47.720001,29.622585,122271000 112 | 2002-05-01,47.500000,50.680000,43.919998,45.459999,28.358030,115530600 113 | 2002-06-01,45.400002,45.939999,39.799999,43.080002,26.873388,107100800 114 | 2002-07-01,43.590000,44.090000,33.500000,40.349998,25.170399,146020400 115 | 2002-08-01,39.770000,46.500000,36.310001,42.720001,26.797544,107538300 116 | 2002-09-01,41.619999,43.709999,32.700001,33.880001,21.252363,112682700 117 | 2002-10-01,34.020000,39.410000,28.799999,38.919998,24.413868,151581000 118 | 2002-11-01,38.599998,46.830002,37.950001,45.240002,28.561804,108333100 119 | 2002-12-01,46.000000,46.700001,39.389999,39.919998,25.203075,97055800 120 | 2003-01-01,40.160000,44.389999,36.750000,37.900002,23.927767,101396500 121 | 2003-02-01,37.910000,38.799999,34.320000,36.849998,23.389339,92408500 122 | 2003-03-01,37.250000,41.730000,32.459999,38.349998,24.341400,133061100 123 | 2003-04-01,38.680000,48.029999,38.400002,44.750000,28.403601,127882300 124 | 2003-05-01,44.750000,46.099998,41.779999,45.750000,29.196623,105023000 125 | 2003-06-01,46.549999,50.490002,42.680000,42.750000,27.282078,129789500 126 | 2003-07-01,42.639999,49.400002,42.419998,47.439999,30.275131,118608200 127 | 2003-08-01,47.189999,49.950001,44.779999,48.790001,31.288557,81762800 128 | 2003-09-01,48.790001,53.099998,47.810001,50.459999,32.359516,120396800 129 | 2003-10-01,50.799999,55.230000,50.720001,54.869999,35.187618,93330300 130 | 2003-11-01,55.169998,58.070000,52.540001,55.279999,35.602184,85832500 131 | 2003-12-01,55.529999,58.779999,54.400002,57.869999,37.270226,74578700 132 | 2004-01-01,57.889999,60.900002,56.750000,58.209999,37.489208,83420400 133 | 2004-02-01,58.070000,62.160000,55.919998,59.759998,38.689144,81538500 134 | 2004-03-01,60.750000,62.830002,55.689999,57.299999,37.096523,113844200 135 | 2004-04-01,57.480000,58.500000,51.070000,51.389999,33.270336,126777200 136 | 2004-05-01,51.500000,54.799999,50.220001,53.509998,34.796520,102956100 137 | 2004-06-01,53.669998,54.740002,50.520000,52.770000,34.315315,82495200 138 | 2004-07-01,52.650002,53.080002,46.919998,49.330002,32.078358,107081200 139 | 2004-08-01,48.700001,52.099998,46.540001,50.730000,33.184788,78685500 140 | 2004-09-01,50.770000,53.189999,48.049999,49.299999,32.249363,100543100 141 | 2004-10-01,49.450001,52.340000,47.270000,51.090000,33.420296,91058800 142 | 2004-11-01,51.299999,54.000000,50.430000,50.750000,33.366325,90566200 143 | 2004-12-01,51.000000,55.959999,51.000000,55.520000,36.502422,102079800 144 | 2005-01-01,55.970001,56.900002,53.529999,55.959999,36.791718,93525600 145 | 2005-02-01,56.450001,60.509998,56.150002,56.470001,37.308685,88314100 146 | 2005-03-01,56.470001,60.400002,53.580002,57.250000,37.824017,154288400 147 | 2005-04-01,57.480000,60.099998,49.770000,52.619999,34.765068,207843800 148 | 2005-05-01,50.299999,50.860001,47.660000,48.959999,32.507263,158369500 149 | 2005-06-01,49.200001,53.759998,48.610001,52.470001,34.837761,167708000 150 | 2005-07-01,52.750000,54.610001,52.419998,53.049999,35.222862,93451800 151 | 2005-08-01,53.160000,54.500000,50.180000,50.869999,33.946728,97778500 152 | 2005-09-01,50.869999,54.009998,50.610001,53.939999,35.995384,103545900 153 | 2005-10-01,53.930000,55.080002,50.730000,54.410000,36.309036,102029100 154 | 2005-11-01,54.099998,57.980000,51.900002,56.029999,37.581409,112677500 155 | 2005-12-01,56.400002,58.669998,55.889999,56.740002,38.057640,91064600 156 | 2006-01-01,57.169998,61.910000,56.740002,61.450001,41.216812,93261600 157 | 2006-02-01,61.099998,62.150002,59.209999,59.660000,40.199467,63383200 158 | 2006-03-01,59.700001,64.230003,58.410000,62.820000,42.328709,103760100 159 | 2006-04-01,62.820000,65.790001,62.450001,64.300003,43.325958,72187300 160 | 2006-05-01,64.650002,66.000000,57.580002,59.619999,40.342209,84910800 161 | 2006-06-01,59.349998,63.490002,54.520000,63.209999,42.771400,115983600 162 | 2006-07-01,63.389999,66.660004,60.180000,66.500000,44.997597,85767400 163 | 2006-08-01,66.000000,69.500000,63.799999,65.790001,44.705982,100760100 164 | 2006-09-01,66.150002,73.650002,65.260002,72.910004,49.544197,95916500 165 | 2006-10-01,72.250000,78.199997,72.250000,76.430000,51.936134,78895600 166 | 2006-11-01,76.599998,80.000000,73.300003,76.160004,51.939648,83709800 167 | 2006-12-01,76.300003,83.400002,74.510002,81.430000,55.533688,78998400 168 | 2007-01-01,81.930000,84.660004,79.599998,82.790001,56.461178,91958100 169 | 2007-02-01,83.459999,84.389999,73.040001,74.919998,51.264515,101179000 170 | 2007-03-01,72.669998,82.000000,70.300003,78.760002,53.892090,190208500 171 | 2007-04-01,78.699997,85.169998,77.260002,84.010002,57.484428,109550200 172 | 2007-05-01,84.309998,87.440002,82.510002,85.040001,58.385582,89771900 173 | 2007-06-01,85.139999,90.949997,82.730003,83.879997,57.589161,190019100 174 | 2007-07-01,70.940002,73.639999,61.500000,63.869999,43.850975,240312700 175 | 2007-08-01,62.939999,66.800003,54.900002,62.369999,51.783039,345192300 176 | 2007-09-01,62.540001,69.870003,60.500000,63.000000,52.306103,207491400 177 | 2007-10-01,62.599998,69.230003,60.000000,67.260002,55.842983,222344300 178 | 2007-11-01,65.019997,65.019997,47.560001,52.720001,43.942795,392256700 179 | 2007-12-01,51.790001,55.389999,47.250000,53.110001,44.267864,329729200 180 | 2008-01-01,52.980000,53.400002,42.570000,49.340000,41.125526,382160500 181 | 2008-02-01,49.040001,49.450001,40.759998,42.119999,35.313049,325832100 182 | 2008-03-01,42.150002,51.799999,33.560001,45.700001,38.314480,489216800 183 | 2008-04-01,48.029999,51.549999,42.490002,48.599998,40.745834,295489300 184 | 2008-05-01,48.860001,51.419998,41.119999,44.230000,37.293495,238358800 185 | 2008-06-01,44.200001,44.810001,35.720001,36.070000,30.413210,470457000 186 | 2008-07-01,35.500000,40.349998,29.600000,39.480000,33.288425,538883900 187 | 2008-08-01,39.669998,46.580002,36.200001,40.830002,34.683346,352754400 188 | 2008-09-01,41.959999,44.500000,11.700000,23.000000,19.537521,1353630300 189 | 2008-10-01,22.719999,26.730000,6.710000,17.469999,14.840024,1596904700 190 | 2008-11-01,17.879999,19.260000,8.800000,14.750000,12.685606,714062900 191 | 2008-12-01,13.930000,17.930000,10.850000,16.040001,13.795066,622291500 192 | 2009-01-01,16.010000,23.420000,13.100000,20.230000,17.398638,749151800 193 | 2009-02-01,19.600000,24.440001,18.110001,19.540001,17.037659,819625500 194 | 2009-03-01,18.860001,27.270000,16.120001,22.770000,19.854023,1269247700 195 | 2009-04-01,22.190001,27.350000,20.690001,23.639999,20.612598,1048608400 196 | 2009-05-01,23.740000,30.350000,23.690001,30.320000,26.499460,821979100 197 | 2009-06-01,30.670000,31.990000,26.129999,28.510000,24.917532,620787100 198 | 2009-07-01,28.580000,29.330000,24.850000,28.500000,24.908794,520044000 199 | 2009-08-01,28.930000,32.000000,28.100000,28.959999,25.357052,367115200 200 | 2009-09-01,28.830000,33.330002,27.010000,30.879999,27.038191,457542200 201 | 2009-10-01,30.670000,35.779999,28.750000,32.119999,28.123915,453506300 202 | 2009-11-01,32.130001,34.549999,29.990000,31.580000,27.691683,277394600 203 | 2009-12-01,31.770000,31.969999,28.809999,29.600000,25.955486,266866000 204 | 2010-01-01,30.700001,33.270000,26.650000,26.780001,23.482689,455657800 205 | 2010-02-01,26.950001,28.430000,26.150000,28.180000,24.755604,341901000 206 | 2010-03-01,28.299999,30.790001,28.110001,29.290001,25.730724,387032700 207 | 2010-04-01,29.459999,32.290001,28.670000,30.219999,26.547710,484398200 208 | 2010-05-01,30.250000,30.600000,24.760000,27.110001,23.855484,480372700 209 | 2010-06-01,26.790001,27.389999,23.139999,23.209999,20.423679,368470200 210 | 2010-07-01,23.209999,27.889999,22.400000,26.990000,23.749889,357025800 211 | 2010-08-01,27.430000,28.049999,24.240000,24.690001,21.766312,228157600 212 | 2010-09-01,25.049999,27.799999,24.180000,24.680000,21.757496,298774100 213 | 2010-10-01,24.930000,26.230000,23.950001,24.870001,21.924997,338001300 214 | 2010-11-01,24.950001,27.360001,24.370001,24.459999,21.608206,321001100 215 | 2010-12-01,24.820000,27.770000,24.730000,27.209999,24.037584,248603200 216 | 2011-01-01,27.629999,30.250000,27.480000,29.400000,25.972254,345080600 217 | 2011-02-01,29.540001,31.040001,28.870001,29.680000,26.264877,205727800 218 | 2011-03-01,29.690001,29.780001,26.700001,27.320000,24.176432,262159700 219 | 2011-04-01,27.400000,28.240000,25.320000,26.150000,23.141058,250474600 220 | 2011-05-01,26.280001,26.490000,23.330000,24.160000,21.421471,248611200 221 | 2011-06-01,24.020000,24.049999,21.760000,23.010000,20.401827,374008300 222 | 2011-07-01,23.080000,24.459999,20.180000,22.250000,19.727970,434624700 223 | 2011-08-01,22.750000,22.860001,15.210000,17.500000,15.549436,706456800 224 | 2011-09-01,17.500000,17.549999,12.490000,13.510000,12.004165,620746500 225 | 2011-10-01,13.540000,19.670000,11.580000,17.639999,15.673830,890744800 226 | 2011-11-01,16.139999,17.750000,12.860000,14.790000,13.181098,709168300 227 | 2011-12-01,14.560000,17.500000,14.030000,15.130000,13.484114,646755700 228 | 2012-01-01,15.760000,18.879999,15.430000,18.650000,16.621202,518774900 229 | 2012-02-01,19.190001,20.700001,18.200001,18.540001,16.568687,474076600 230 | 2012-03-01,18.740000,21.190001,17.240000,19.639999,17.551727,602498500 231 | 2012-04-01,19.639999,20.049999,16.629999,17.280001,15.442656,531176000 232 | 2012-05-01,17.230000,17.680000,12.810000,13.360000,11.974393,699975400 233 | 2012-06-01,12.970000,14.610000,12.260000,14.590000,13.076825,602625100 234 | 2012-07-01,14.610000,15.210000,12.290000,13.660000,12.243279,515490500 235 | 2012-08-01,13.730000,15.340000,12.980000,15.000000,13.496213,388590100 236 | 2012-09-01,15.290000,18.500000,15.130000,16.740000,15.061773,510560900 237 | 2012-10-01,16.940001,18.570000,16.730000,17.379999,15.637609,441619400 238 | 2012-11-01,17.410000,18.240000,15.950000,16.870001,15.268214,383097100 239 | 2012-12-01,17.010000,19.450001,16.350000,19.120001,17.304577,345139100 240 | 2013-01-01,20.160000,23.030001,19.320000,22.850000,20.680414,553471400 241 | 2013-02-01,23.040001,24.469999,21.780001,22.549999,20.408895,378248600 242 | 2013-03-01,22.389999,23.660000,21.780001,21.980000,19.936642,374171500 243 | 2013-04-01,21.990000,22.629999,20.160000,22.150000,20.090839,469632500 244 | 2013-05-01,22.110001,26.420000,21.540001,25.900000,23.547165,366420400 245 | 2013-06-01,26.059999,27.170000,23.920000,24.430000,22.210701,436196100 246 | 2013-07-01,24.639999,27.980000,23.830000,27.209999,24.738159,365586700 247 | 2013-08-01,27.570000,28.020000,25.250000,25.760000,23.462234,225055100 248 | 2013-09-01,26.219999,29.500000,25.950001,26.950001,24.546091,288068100 249 | 2013-10-01,26.950001,29.969999,26.410000,28.730000,26.167315,313420500 250 | 2013-11-01,28.889999,31.799999,28.690001,31.299999,28.557352,223654500 251 | 2013-12-01,31.520000,31.850000,30.040001,31.360001,28.612103,219393800 252 | 2014-01-01,31.330000,33.520000,29.280001,29.510000,26.924206,304437100 253 | 2014-02-01,29.510000,30.940001,28.780001,30.799999,28.147882,258909600 254 | 2014-03-01,30.240000,33.250000,29.930000,31.170000,28.486023,257790800 255 | 2014-04-01,31.370001,31.590000,28.309999,30.930000,28.266685,279056100 256 | 2014-05-01,30.910000,31.440001,29.020000,30.860001,28.295238,222254200 257 | 2014-06-01,30.860001,32.820000,30.400000,32.330002,29.643068,184062300 258 | 2014-07-01,32.410000,33.599998,31.200001,32.340000,29.652237,198337400 259 | 2014-08-01,32.180000,34.570000,31.120001,34.310001,31.553932,148841700 260 | 2014-09-01,34.419998,36.439999,33.820000,34.570000,31.793039,219722300 261 | 2014-10-01,34.369999,35.400002,31.350000,34.950001,32.142517,267758400 262 | 2014-11-01,35.049999,36.130001,34.430000,35.180000,32.448483,140829400 263 | 2014-12-01,35.020000,39.189999,34.560001,38.799999,35.787407,201217400 264 | 2015-01-01,39.049999,39.150002,33.730000,33.810001,31.184853,265896600 265 | 2015-02-01,33.959999,37.200001,33.720001,35.790001,33.106636,182906800 266 | 2015-03-01,35.639999,37.220001,34.779999,35.689999,33.014130,223417700 267 | 2015-04-01,35.720001,37.700001,35.360001,37.310001,34.512684,191968300 268 | 2015-05-01,37.500000,38.849998,36.759998,38.200001,35.479588,166175100 269 | 2015-06-01,38.419998,40.259998,38.160000,38.790001,36.027573,178170600 270 | 2015-07-01,39.459999,41.040001,37.650002,38.840000,36.074009,199035300 271 | 2015-08-01,38.959999,39.349998,30.400000,34.450001,32.119396,260864100 272 | 2015-09-01,33.419998,35.049999,30.469999,31.500000,29.368963,263168300 273 | 2015-10-01,31.420000,34.080002,30.150000,32.970001,30.739519,334152300 274 | 2015-11-01,33.099998,35.740002,33.020000,34.299999,32.129070,199489100 275 | 2015-12-01,34.599998,35.580002,31.190001,31.809999,29.796669,251203200 276 | 2016-01-01,30.700001,31.700001,24.670000,25.879999,24.241995,377710300 277 | 2016-02-01,25.780001,25.930000,21.160000,24.700001,23.273634,379115600 278 | 2016-03-01,25.090000,26.610001,24.120001,25.010000,23.565733,354499300 279 | 2016-04-01,24.889999,27.879999,23.510000,27.059999,25.497349,338378400 280 | 2016-05-01,27.100000,28.290001,25.850000,27.370001,25.930634,271604500 281 | 2016-06-01,27.110001,27.570000,23.110001,25.980000,24.613733,359617000 282 | 2016-07-01,25.770000,29.370001,24.570000,28.730000,27.219109,298306700 283 | 2016-08-01,28.840000,32.310001,27.790001,32.060001,30.583250,258584700 284 | 2016-09-01,32.139999,32.439999,30.620001,32.060001,30.583250,243000500 285 | 2016-10-01,32.020000,34.029999,30.959999,33.570000,32.023697,225354400 286 | 2016-11-01,33.680000,41.639999,32.560001,41.360001,39.691193,303618600 287 | 2016-12-01,41.759998,44.040001,41.139999,42.250000,40.545288,237718500 288 | 2017-01-01,43.090000,44.599998,41.770000,42.490002,40.775608,223761100 289 | 2017-02-01,43.299999,46.820000,41.830002,45.669998,44.027325,209200400 290 | 2017-03-01,46.950001,47.330002,40.060001,42.840000,41.299114,277900200 291 | 2017-04-01,42.810001,44.860001,40.500000,43.369999,41.810055,221136000 292 | 2017-05-01,43.759998,44.060001,40.430000,41.740002,40.420879,187540000 293 | 2017-06-01,41.980000,45.980000,41.750000,44.560001,43.151764,214474400 294 | 2017-07-01,45.000000,48.040001,44.320000,46.900002,45.417809,177146600 295 | 2017-08-01,47.250000,48.900002,44.340000,45.500000,44.296627,177179500 296 | 2017-09-01,45.590000,48.490002,43.840000,48.169998,46.896008,157535900 297 | 2017-10-01,48.110001,51.520000,47.700001,50.000000,48.677612,181652600 298 | 2017-11-01,50.220001,52.580002,47.419998,48.599998,47.546982,211068400 299 | 2017-12-01,51.880001,54.250000,50.720001,52.470001,51.333134,156160300 300 | 2018-01-01,52.759998,58.049999,51.919998,56.549999,55.324726,196957700 301 | 2018-02-01,56.500000,57.820000,50.020000,56.020000,55.045750,193827500 302 | 2018-03-01,55.889999,59.380001,51.970001,53.959999,53.021576,204954800 303 | 2018-04-01,53.830002,55.389999,51.580002,51.619999,50.722271,222555100 304 | 2018-05-01,51.389999,55.639999,49.509998,50.139999,49.505108,196158700 305 | 2018-06-01,50.930000,52.720001,47.110001,47.400002,46.799805,207963800 306 | 2018-07-01,46.959999,51.529999,46.279999,50.560001,49.919788,187428300 307 | 2018-08-01,50.939999,51.180000,47.020000,48.830002,48.496693,188260100 308 | 2018-09-01,48.860001,50.369999,46.400002,46.570000,46.252117,172174900 309 | -------------------------------------------------------------------------------- /data/nike: -------------------------------------------------------------------------------- 1 | 1989-11-01,0.960938,0.992188,0.890625,0.921875,0.008926,598048000 2 | 1989-12-01,0.921875,0.929688,0.738281,0.832031,0.008056,660038400 3 | 1990-01-01,0.832031,0.890625,0.761719,0.789063,0.009958,425433600 4 | 1990-02-01,0.789063,0.886719,0.750000,0.886719,0.011190,363891200 5 | 1990-03-01,0.886719,1.105469,0.855469,1.058594,0.013359,532960000 6 | 1990-04-01,1.058594,1.109375,1.019531,1.074219,0.017156,404140800 7 | 1990-05-01,1.074219,1.296875,1.074219,1.226563,0.019589,663059200 8 | 1990-06-01,1.226563,1.261719,1.103516,1.199219,0.019153,682073600 9 | 1990-07-01,1.199219,1.498047,1.195313,1.343750,0.025731,890694400 10 | 1990-08-01,1.343750,1.365234,0.917969,1.023438,0.019598,1135193600 11 | 1990-09-01,1.023438,1.187500,0.902344,0.976563,0.018700,829804800 12 | 1990-10-01,0.988281,1.060547,0.812500,0.859375,0.020255,631235200 13 | 1990-11-01,0.859375,1.140625,0.851563,1.066406,0.025134,339955200 14 | 1990-12-01,1.078125,1.257813,1.078125,1.257813,0.029646,319811200 15 | 1991-01-01,1.257813,1.492188,1.101563,1.492188,0.039996,312720000 16 | 1991-02-01,1.492188,1.683594,1.359375,1.500000,0.040206,350928000 17 | 1991-03-01,1.500000,1.703125,1.367188,1.441406,0.038635,298153600 18 | 1991-04-01,1.441406,1.570313,1.332031,1.484375,0.043480,325856000 19 | 1991-05-01,1.484375,1.542969,1.191406,1.242188,0.036386,427395200 20 | 1991-06-01,1.242188,1.304688,1.097656,1.128906,0.033067,269859200 21 | 1991-07-01,1.128906,1.371094,1.109375,1.363281,0.045023,305676800 22 | 1991-08-01,1.363281,1.562500,1.320313,1.558594,0.051473,297177600 23 | 1991-09-01,1.558594,1.707031,1.480469,1.691406,0.055859,233571200 24 | 1991-10-01,1.691406,1.765625,1.546875,1.726563,0.062774,245801600 25 | 1991-11-01,1.734375,1.960938,1.707031,1.839844,0.066893,212531200 26 | 1991-12-01,1.824219,2.367188,1.789063,2.261719,0.082232,190147200 27 | 1992-01-01,2.218750,2.421875,2.171875,2.300781,0.091204,217632000 28 | 1992-02-01,2.308594,2.417969,2.113281,2.281250,0.090429,133628800 29 | 1992-03-01,2.289063,2.339844,2.039063,2.105469,0.083461,187872000 30 | 1992-04-01,2.093750,2.242188,1.835938,1.957031,0.083197,254089600 31 | 1992-05-01,1.964844,2.062500,1.773438,1.812500,0.077053,213974400 32 | 1992-06-01,1.816406,1.960938,1.718750,1.941406,0.082533,173193600 33 | 1992-07-01,1.945313,2.257813,1.867188,2.242188,0.104174,199916800 34 | 1992-08-01,2.234375,2.289063,2.140625,2.261719,0.105081,115926400 35 | 1992-09-01,2.261719,2.511719,2.238281,2.484375,0.115426,185708800 36 | 1992-10-01,2.476563,2.484375,2.316406,2.433594,0.121077,165008000 37 | 1992-11-01,2.441406,2.820313,2.441406,2.695313,0.134098,158806400 38 | 1992-12-01,2.691406,2.812500,2.593750,2.593750,0.129045,187875200 39 | 1993-01-01,2.601563,2.734375,2.457031,2.550781,0.137273,163939200 40 | 1993-02-01,2.574219,2.789063,2.015625,2.253906,0.121297,242966400 41 | 1993-03-01,2.253906,2.484375,2.203125,2.394531,0.128865,201008000 42 | 1993-04-01,2.390625,2.394531,2.117188,2.132813,0.126240,189539200 43 | 1993-05-01,2.140625,2.414063,2.132813,2.265625,0.134101,178752000 44 | 1993-06-01,2.273438,2.335938,1.691406,1.722656,0.101963,351235200 45 | 1993-07-01,1.718750,1.812500,1.679688,1.757813,0.114352,269683200 46 | 1993-08-01,1.765625,1.796875,1.542969,1.683594,0.109523,224012800 47 | 1993-09-01,1.679688,1.699219,1.351563,1.406250,0.091481,355510400 48 | 1993-10-01,1.406250,1.546875,1.398438,1.511719,0.111635,244019200 49 | 1993-11-01,1.511719,1.699219,1.492188,1.496094,0.110481,234256000 50 | 1993-12-01,1.507813,1.519531,1.347656,1.445313,0.106731,334928000 51 | 1994-01-01,1.449219,1.652344,1.445313,1.562500,0.133136,267929600 52 | 1994-02-01,1.570313,1.625000,1.527344,1.617188,0.137796,167766400 53 | 1994-03-01,1.609375,1.824219,1.578125,1.656250,0.141124,292531200 54 | 1994-04-01,1.640625,1.835938,1.632813,1.675781,0.162884,163840000 55 | 1994-05-01,1.683594,1.933594,1.656250,1.843750,0.179210,189664000 56 | 1994-06-01,1.835938,1.898438,1.757813,1.867188,0.181489,165734400 57 | 1994-07-01,1.871094,1.996094,1.820313,1.921875,0.210030,186275200 58 | 1994-08-01,1.929688,2.082031,1.921875,2.011719,0.219848,192784000 59 | 1994-09-01,2.019531,2.074219,1.816406,1.851563,0.202346,171948800 60 | 1994-10-01,1.851563,1.964844,1.816406,1.902344,0.230698,86121600 61 | 1994-11-01,1.898438,2.041016,1.855469,1.996094,0.242067,119628800 62 | 1994-12-01,2.000000,2.390625,1.988281,2.332031,0.282806,218908800 63 | 1995-01-01,2.312500,2.312500,2.179688,2.218750,0.307252,171318400 64 | 1995-02-01,2.203125,2.312500,2.148438,2.246094,0.311038,154931200 65 | 1995-03-01,2.246094,2.437500,2.238281,2.343750,0.324561,248832000 66 | 1995-04-01,2.335938,2.402344,2.214844,2.394531,0.371560,208822400 67 | 1995-05-01,2.386719,2.519531,2.378906,2.464844,0.382470,161600000 68 | 1995-06-01,2.460938,2.675781,2.441406,2.625000,0.407321,160800000 69 | 1995-07-01,2.617188,2.898438,2.601563,2.824219,0.541605,168070400 70 | 1995-08-01,2.832031,3.023438,2.789063,2.894531,0.555088,179542400 71 | 1995-09-01,2.894531,3.546875,2.832031,3.472656,0.665956,277667200 72 | 1995-10-01,3.476563,3.648438,3.363281,3.539063,0.742851,173388800 73 | 1995-11-01,3.531250,3.914063,3.500000,3.625000,0.760889,139150400 74 | 1995-12-01,3.625000,4.398438,3.617188,4.351563,0.913395,152985600 75 | 1996-01-01,4.296875,4.460938,3.976563,4.359375,0.952672,166953600 76 | 1996-02-01,4.171875,4.312500,3.968750,4.062500,0.887795,193336000 77 | 1996-03-01,4.085938,5.367188,4.085938,5.078125,1.109743,240600000 78 | 1996-04-01,5.078125,5.914063,4.859375,5.468750,1.237854,219643200 79 | 1996-05-01,5.476563,6.507813,5.468750,6.273438,1.419995,207619200 80 | 1996-06-01,6.265625,6.742188,6.078125,6.421875,1.453594,137120000 81 | 1996-07-01,6.429688,6.906250,5.984375,6.429688,1.491334,263596800 82 | 1996-08-01,6.445313,6.953125,6.445313,6.750000,1.565629,132184000 83 | 1996-09-01,6.648438,7.843750,6.617188,7.609375,1.764957,207443200 84 | 1996-10-01,7.625000,8.000000,7.187500,7.390625,1.753317,195209600 85 | 1996-11-01,7.421875,7.484375,6.453125,7.109375,1.686595,360784000 86 | 1996-12-01,7.125000,7.843750,6.437500,7.500000,1.779265,241409600 87 | 1997-01-01,7.468750,8.671875,7.234375,8.546875,2.058183,235096000 88 | 1997-02-01,8.515625,9.546875,7.890625,8.984375,2.163538,197195200 89 | 1997-03-01,8.843750,9.140625,7.671875,7.734375,1.862524,330716800 90 | 1997-04-01,7.718750,7.906250,6.406250,7.031250,1.714099,590005600 91 | 1997-05-01,7.078125,8.312500,6.718750,7.187500,1.752191,652409600 92 | 1997-06-01,7.218750,7.765625,6.859375,7.296875,1.778854,346074400 93 | 1997-07-01,7.265625,8.015625,6.953125,7.828125,1.934482,323491200 94 | 1997-08-01,7.757813,7.875000,6.585938,6.671875,1.648752,313789600 95 | 1997-09-01,6.804688,7.062500,6.546875,6.625000,1.637168,335854400 96 | 1997-10-01,6.664063,6.718750,5.625000,5.890625,1.478160,332632000 97 | 1997-11-01,5.992188,6.414063,5.781250,6.085938,1.527170,186445600 98 | 1997-12-01,6.117188,6.257813,4.718750,4.882813,1.225265,402532800 99 | 1998-01-01,4.906250,5.414063,4.859375,5.007813,1.285033,246700000 100 | 1998-02-01,5.039063,5.937500,4.968750,5.484375,1.407320,384157600 101 | 1998-03-01,5.484375,5.953125,5.343750,5.531250,1.419350,264640800 102 | 1998-04-01,5.531250,6.093750,5.359375,5.968750,1.565385,209955200 103 | 1998-05-01,5.984375,6.093750,5.656250,5.750000,1.508014,125297600 104 | 1998-06-01,5.718750,6.242188,5.421875,6.085938,1.596118,132468000 105 | 1998-07-01,6.343750,6.585938,5.492188,5.562500,1.491237,221866400 106 | 1998-08-01,5.546875,5.656250,4.328125,4.335938,1.162411,206505600 107 | 1998-09-01,4.320313,5.250000,3.875000,4.601563,1.233622,218813600 108 | 1998-10-01,4.531250,5.609375,4.437500,5.421875,1.493149,139511200 109 | 1998-11-01,5.437500,5.953125,4.914063,5.000000,1.376967,171960000 110 | 1998-12-01,4.937500,5.296875,4.359375,5.070313,1.396330,229710400 111 | 1999-01-01,5.070313,5.734375,4.843750,5.687500,1.602939,190421600 112 | 1999-02-01,6.000000,6.875000,5.710938,6.679688,1.882573,190380800 113 | 1999-03-01,6.593750,7.937500,6.250000,7.210938,2.032298,309294400 114 | 1999-04-01,7.210938,8.093750,6.835938,7.773438,2.228028,177753600 115 | 1999-05-01,7.757813,8.367188,7.265625,7.617188,2.183243,157863200 116 | 1999-06-01,7.585938,8.125000,6.789063,7.921875,2.270573,188289600 117 | 1999-07-01,7.640625,7.703125,6.468750,6.500000,1.895827,227159200 118 | 1999-08-01,6.484375,6.820313,5.773438,5.843750,1.704422,160040000 119 | 1999-09-01,5.781250,7.226563,5.781250,7.109375,2.073562,221071200 120 | 1999-10-01,7.078125,7.406250,6.664063,7.000000,2.078397,148224000 121 | 1999-11-01,6.968750,7.046875,5.507813,5.750000,1.707255,237304800 122 | 1999-12-01,5.718750,6.984375,4.976563,6.195313,1.839473,235860800 123 | 2000-01-01,6.164063,6.687500,5.671875,5.687500,1.728320,142004800 124 | 2000-02-01,5.679688,6.062500,3.312500,3.554688,1.080200,397492800 125 | 2000-03-01,3.554688,5.000000,3.226563,4.953125,1.505158,325264000 126 | 2000-04-01,5.125000,5.734375,4.546875,5.429688,1.699413,187183200 127 | 2000-05-01,5.429688,5.890625,4.734375,5.359375,1.677407,145275200 128 | 2000-06-01,5.390625,5.609375,4.351563,4.976563,1.557591,148908800 129 | 2000-07-01,5.125000,5.968750,4.968750,5.468750,1.754835,118205600 130 | 2000-08-01,5.468750,6.062500,4.945313,4.947262,1.587497,187812000 131 | 2000-09-01,5.046875,5.250000,4.437500,5.007813,1.606928,229575200 132 | 2000-10-01,5.007813,5.437500,4.367188,4.992188,1.642743,181374400 133 | 2000-11-01,4.960938,5.617188,4.890625,5.328125,1.753288,135044000 134 | 2000-12-01,5.343750,7.125000,5.031250,6.976563,2.295727,242557600 135 | 2001-01-01,6.843750,7.507813,6.343750,6.876250,2.311972,307727200 136 | 2001-02-01,6.875000,7.165000,4.661250,4.878750,1.640360,310156800 137 | 2001-03-01,4.882500,5.156250,4.415000,5.043750,1.695839,227849600 138 | 2001-04-01,5.040000,5.256250,4.537500,5.226250,1.804638,198206400 139 | 2001-05-01,5.150000,5.717500,4.781250,5.137500,1.773992,202687200 140 | 2001-06-01,5.150000,5.625000,5.062500,5.248750,1.812407,221994400 141 | 2001-07-01,5.225000,6.012500,5.041250,5.943750,2.100554,198777600 142 | 2001-08-01,5.908750,6.475000,5.807500,6.250000,2.208785,186447200 143 | 2001-09-01,6.281250,6.500000,5.093750,5.851250,2.067865,242140800 144 | 2001-10-01,5.847500,6.370000,5.768750,6.170000,2.246571,247352800 145 | 2001-11-01,6.075000,6.803750,5.956250,6.623750,2.411788,179064000 146 | 2001-12-01,6.622500,7.303750,6.250000,7.030000,2.559708,308527200 147 | 2002-01-01,7.040000,7.631250,6.825000,7.488750,2.775636,256148800 148 | 2002-02-01,7.481250,7.580000,7.091250,7.357500,2.726989,171968000 149 | 2002-03-01,7.350000,8.035000,7.131250,7.501250,2.780269,258675200 150 | 2002-04-01,7.450000,7.450000,6.600000,6.666250,2.510489,276537600 151 | 2002-05-01,6.612500,7.052500,6.500000,6.718750,2.530261,227011200 152 | 2002-06-01,6.708750,7.037500,6.027500,6.706250,2.525552,284765600 153 | 2002-07-01,6.793750,7.231250,5.637500,6.161250,2.365361,339646400 154 | 2002-08-01,6.062500,6.062500,5.062500,5.397500,2.072151,407546400 155 | 2002-09-01,5.350000,5.715000,5.043750,5.397500,2.072151,274517600 156 | 2002-10-01,5.398750,6.028750,4.816250,5.898750,2.316298,302560000 157 | 2002-11-01,5.893750,6.025000,5.353750,5.597500,2.198005,245716800 158 | 2002-12-01,5.750000,5.891250,5.148750,5.558750,2.182789,267160800 159 | 2003-01-01,5.571250,6.053750,5.315000,5.567500,2.244468,209041600 160 | 2003-02-01,5.581250,5.872500,5.297500,5.796250,2.336685,197583200 161 | 2003-03-01,5.812500,6.675000,5.688750,6.427500,2.591166,328340800 162 | 2003-04-01,6.437500,6.957500,6.282500,6.691250,2.761734,218646400 163 | 2003-05-01,6.716250,7.070000,6.437500,6.998750,2.888650,230232000 164 | 2003-06-01,7.006250,7.187500,6.575000,6.686250,2.759669,327230400 165 | 2003-07-01,6.686250,6.807500,6.282500,6.467500,2.723951,224850400 166 | 2003-08-01,6.437500,7.133750,6.200000,7.122500,2.999821,184159200 167 | 2003-09-01,7.132500,7.781250,6.883750,7.602500,3.201984,261538400 168 | 2003-10-01,7.600000,8.116250,7.587500,7.987500,3.433563,238666400 169 | 2003-11-01,7.987500,8.435000,7.586250,8.406250,3.613571,239918400 170 | 2003-12-01,8.431250,8.567500,7.902500,8.557500,3.678588,265883200 171 | 2004-01-01,8.587500,8.827500,8.288750,8.707500,3.838953,184354400 172 | 2004-02-01,8.700000,9.325000,8.690000,9.156250,4.036796,171486400 173 | 2004-03-01,9.212500,9.820000,9.027500,9.733750,4.291404,291142400 174 | 2004-04-01,9.727500,9.820000,8.913750,8.993750,4.049687,200372800 175 | 2004-05-01,8.972500,8.987500,8.226250,8.893750,4.004659,256339200 176 | 2004-06-01,8.897500,9.667500,8.660000,9.468750,4.263569,200580800 177 | 2004-07-01,9.473750,9.515000,8.662500,9.088750,4.187498,199154400 178 | 2004-08-01,9.090000,9.612500,8.576250,9.413750,4.337238,163166400 179 | 2004-09-01,9.375000,10.002500,9.315000,9.850000,4.538232,223154400 180 | 2004-10-01,9.875000,10.243750,9.577500,10.163750,4.781699,202959200 181 | 2004-11-01,10.132500,10.975000,10.087500,10.582500,4.978707,222089600 182 | 2004-12-01,10.600000,11.553750,10.600000,11.336250,5.333322,196408800 183 | 2005-01-01,11.325000,11.417500,10.587500,10.828750,5.214856,154428800 184 | 2005-02-01,10.828750,10.986250,10.325000,10.868750,5.234116,209337600 185 | 2005-03-01,10.878750,11.065000,10.180000,10.413750,5.015001,312577600 186 | 2005-04-01,10.485000,10.530000,9.387500,9.601250,4.733458,249906400 187 | 2005-05-01,9.601250,10.465000,9.475000,10.275000,5.065621,235928000 188 | 2005-06-01,10.287500,11.366250,10.261250,10.825000,5.336773,326050400 189 | 2005-07-01,10.771250,11.062500,10.428750,10.475000,5.288778,238440000 190 | 2005-08-01,10.476250,11.125000,9.670000,9.863750,4.980163,356301600 191 | 2005-09-01,9.863750,10.656250,9.566250,10.210000,5.154981,495809600 192 | 2005-10-01,10.260000,10.540000,9.992500,10.506250,5.445879,261707200 193 | 2005-11-01,10.500000,11.068750,10.428750,10.662500,5.526873,213472000 194 | 2005-12-01,10.718750,11.442500,10.468750,10.848750,5.623415,354718400 195 | 2006-01-01,10.848750,11.020000,10.075000,10.118750,5.399470,347512800 196 | 2006-02-01,10.156250,10.978750,10.151250,10.847500,5.788338,252378400 197 | 2006-03-01,10.831250,11.005000,10.503750,10.637500,5.676280,318510400 198 | 2006-04-01,10.637500,10.732500,10.045000,10.230000,5.622890,206466400 199 | 2006-05-01,10.253750,10.387500,9.673750,10.038750,5.517772,267000000 200 | 2006-06-01,10.051250,10.621250,9.862500,10.125000,5.565178,326280000 201 | 2006-07-01,10.131250,10.218750,9.750000,9.875000,5.599768,315201600 202 | 2006-08-01,9.875000,10.118750,9.440000,10.095000,5.724522,421105600 203 | 2006-09-01,10.095000,11.113750,9.982500,10.952500,6.210779,450955200 204 | 2006-10-01,10.871250,11.758750,10.863750,11.485000,6.718520,259665600 205 | 2006-11-01,11.512500,12.412500,11.322500,12.368750,7.235501,213671200 206 | 2006-12-01,12.337500,12.650000,11.848750,12.378750,7.241346,258766400 207 | 2007-01-01,12.250000,12.543750,11.865000,12.351250,7.449818,273166400 208 | 2007-02-01,12.327500,13.612500,12.305000,13.058750,7.876559,283613600 209 | 2007-03-01,12.887500,13.762500,12.771250,13.282500,8.011516,329332800 210 | 2007-04-01,13.350000,13.775000,13.200000,13.465000,8.358138,203464800 211 | 2007-05-01,13.465000,14.280000,13.085000,14.187500,8.806612,259559600 212 | 2007-06-01,14.187500,14.815000,12.967500,14.572500,9.045595,389084000 213 | 2007-07-01,14.675000,15.087500,13.860000,14.112500,8.877985,319975200 214 | 2007-08-01,14.302500,14.657500,13.000000,14.085000,8.860687,346503200 215 | 2007-09-01,14.010000,15.247500,13.537500,14.665000,9.225554,291098800 216 | 2007-10-01,14.697500,16.642500,14.650000,16.565001,10.561721,353234800 217 | 2007-11-01,16.485001,16.547501,15.227500,16.412500,10.464486,233026000 218 | 2007-12-01,16.237499,16.982500,15.560000,16.059999,10.239735,233625200 219 | 2008-01-01,16.080000,16.174999,12.875000,15.332500,9.914211,419696000 220 | 2008-02-01,15.410000,15.750000,14.877500,15.050000,9.731542,240372800 221 | 2008-03-01,15.060000,17.650000,14.175000,17.000000,10.992437,388726800 222 | 2008-04-01,17.150000,17.500000,16.297501,16.700001,10.964339,292848000 223 | 2008-05-01,16.700001,17.219999,16.020000,17.092501,11.222034,262823600 224 | 2008-06-01,17.067499,17.570000,14.407500,14.902500,9.784192,380941200 225 | 2008-07-01,14.900000,15.107500,13.660000,14.670000,9.763760,398798800 226 | 2008-08-01,14.605000,16.200001,14.437500,15.152500,10.084894,239295600 227 | 2008-09-01,15.390000,17.000000,14.617500,16.725000,11.131485,429137200 228 | 2008-10-01,16.549999,16.754999,11.617500,14.407500,9.733696,580011200 229 | 2008-11-01,14.337500,14.625000,10.670000,13.312500,8.993914,379518400 230 | 2008-12-01,13.067500,14.332500,11.770000,12.750000,8.613891,364402400 231 | 2009-01-01,12.737500,13.500000,10.885000,11.312500,7.792542,280087600 232 | 2009-02-01,11.142500,12.280000,10.020000,10.382500,7.151920,289726800 233 | 2009-03-01,10.207500,12.072500,9.560000,11.722500,8.074971,412890800 234 | 2009-04-01,11.545000,14.075000,11.410000,13.117500,9.253376,287046000 235 | 2009-05-01,13.217500,14.285000,12.190000,14.262500,10.061086,309504000 236 | 2009-06-01,14.465000,14.987500,12.540000,12.945000,9.131692,379703200 237 | 2009-07-01,13.035000,14.442500,12.647500,14.160000,10.163499,297748000 238 | 2009-08-01,14.245000,14.567500,13.700000,13.847500,9.939200,269588000 239 | 2009-09-01,13.725000,16.237499,13.305000,16.174999,11.609789,426029200 240 | 2009-10-01,16.000000,16.587500,15.270000,15.545000,11.370896,302178800 241 | 2009-11-01,15.585000,16.584999,15.450000,16.222500,11.866477,175682400 242 | 2009-12-01,16.317499,16.655001,15.437500,16.517500,12.082267,214435200 243 | 2010-01-01,16.514999,16.517500,15.737500,15.937500,11.853906,183847600 244 | 2010-02-01,15.992500,16.962500,15.222500,16.900000,12.569787,196404000 245 | 2010-03-01,16.977501,18.837500,16.815001,18.375000,13.666853,245335600 246 | 2010-04-01,18.490000,19.632500,18.264999,18.977501,14.344013,199108000 247 | 2010-05-01,19.002501,19.637501,16.747499,18.094999,13.676977,370556400 248 | 2010-06-01,17.860001,18.980000,16.825001,16.887501,12.764299,306146800 249 | 2010-07-01,16.972500,18.527500,16.584999,18.410000,14.124029,268348800 250 | 2010-08-01,18.597500,18.750000,17.080000,17.500000,13.425882,221693200 251 | 2010-09-01,17.782499,20.424999,17.705000,20.035000,15.370717,283139600 252 | 2010-10-01,20.240000,20.850000,19.760000,20.360001,15.857490,222612800 253 | 2010-11-01,20.469999,21.742500,20.065001,21.532499,16.770695,189888800 254 | 2010-12-01,21.870001,23.122499,21.280001,21.355000,16.632446,212482800 255 | 2011-01-01,21.457500,21.645000,20.252501,20.620001,16.290483,181603600 256 | 2011-02-01,20.687500,22.290001,20.655001,22.257500,17.584158,177180400 257 | 2011-03-01,22.412500,22.780001,17.357500,18.924999,14.951370,425141200 258 | 2011-04-01,18.985001,20.682501,18.955000,20.580000,16.490379,223100800 259 | 2011-05-01,20.695000,21.632500,20.352501,21.112499,16.917055,197235200 260 | 2011-06-01,21.084999,22.645000,19.860001,22.495001,18.024830,337338800 261 | 2011-07-01,22.412500,23.557501,22.137501,22.537500,18.335653,241526400 262 | 2011-08-01,22.605000,22.615000,19.245001,21.662500,17.623774,346141200 263 | 2011-09-01,21.587500,23.139999,20.049999,21.377501,17.391916,327130000 264 | 2011-10-01,21.237499,24.420000,20.252501,24.087500,19.881174,232694800 265 | 2011-11-01,23.377501,24.375000,22.447500,24.045000,19.846098,196018400 266 | 2011-12-01,23.840000,24.562500,23.222500,24.092501,19.885303,221889600 267 | 2012-01-01,24.342501,26.235001,24.127501,25.997499,21.783785,193462000 268 | 2012-02-01,26.102501,27.070000,25.642500,26.980000,22.607040,148473600 269 | 2012-03-01,27.222500,28.242500,26.517500,27.110001,22.715971,230840400 270 | 2012-04-01,27.105000,28.000000,26.482500,27.967501,23.751400,178009200 271 | 2012-05-01,27.977501,28.702499,26.067499,27.045000,22.967972,205013600 272 | 2012-06-01,26.572500,27.477501,21.275000,21.945000,18.887209,339438800 273 | 2012-07-01,22.097500,24.437500,22.007500,23.337500,20.085684,277826000 274 | 2012-08-01,23.377501,24.822500,22.760000,24.340000,20.948498,212740400 275 | 2012-09-01,24.297501,25.230000,23.197500,23.727501,20.723726,252478000 276 | 2012-10-01,23.727501,24.525000,22.580000,22.844999,19.952940,198277200 277 | 2012-11-01,22.975000,25.082500,22.412500,24.370001,21.284885,188968400 278 | 2012-12-01,24.415001,26.557501,24.152500,25.799999,22.533854,187460200 279 | 2013-01-01,26.200001,27.785000,25.700001,27.025000,24.016844,149268200 280 | 2013-02-01,27.230000,27.950001,26.750000,27.230000,24.199024,123347800 281 | 2013-03-01,27.209999,30.125000,26.635000,29.504999,26.425041,197793600 282 | 2013-04-01,29.500000,31.885000,28.990000,31.799999,28.480467,147312200 283 | 2013-05-01,31.780001,33.035000,30.780001,30.830000,27.611723,143206000 284 | 2013-06-01,30.799999,32.035000,29.555000,31.840000,28.707891,179310200 285 | 2013-07-01,31.969999,32.330002,30.950001,31.459999,28.365269,139193800 286 | 2013-08-01,31.620001,33.424999,31.299999,31.410000,28.320192,136639400 287 | 2013-09-01,31.805000,37.625000,31.750000,36.320000,32.965683,226198200 288 | 2013-10-01,36.520000,38.445000,34.980000,37.880001,34.381607,178418000 289 | 2013-11-01,37.900002,39.935001,37.790001,39.570000,35.915524,102247600 290 | 2013-12-01,39.735001,40.130001,37.709999,39.320000,35.688614,162278800 291 | 2014-01-01,39.075001,39.415001,35.755001,36.424999,33.268806,167970600 292 | 2014-02-01,36.380001,39.529999,34.924999,39.150002,35.757679,136880200 293 | 2014-03-01,38.814999,40.044998,36.505001,36.930000,33.937782,178531800 294 | 2014-04-01,37.009998,37.590000,35.299999,36.474998,33.519642,166126400 295 | 2014-05-01,36.404999,38.465000,35.764999,38.455002,35.339211,113444000 296 | 2014-06-01,38.494999,39.575001,36.570000,38.775002,35.858967,165319600 297 | 2014-07-01,38.865002,39.970001,38.150002,38.564999,35.664764,134401800 298 | 2014-08-01,38.270000,40.150002,37.950001,39.275002,36.321362,115312800 299 | 2014-09-01,39.174999,45.145000,39.174999,44.599998,41.749992,217202400 300 | 2014-10-01,44.455002,47.070000,41.924999,46.485001,43.514545,183619800 301 | 2014-11-01,46.674999,49.880001,46.310001,49.645000,46.472610,99490000 302 | 2014-12-01,49.330002,49.750000,46.415001,48.075001,45.002937,166357300 303 | 2015-01-01,48.275002,48.724998,46.014999,46.125000,43.426559,65078600 304 | 2015-02-01,46.340000,48.705002,45.345001,48.560001,45.719112,69169400 305 | 2015-03-01,48.445000,51.895000,47.590000,50.165001,47.504978,94241100 306 | 2015-04-01,50.000000,51.000000,49.070000,49.419998,46.799477,61647000 307 | 2015-05-01,49.939999,52.750000,49.705002,50.834999,48.139446,57032200 308 | 2015-06-01,50.884998,55.169998,50.389999,54.009998,51.426128,70939300 309 | 2015-07-01,54.474998,57.970001,54.294998,57.610001,54.853905,63468900 310 | 2015-08-01,57.755001,112.690002,47.250000,112.620003,107.232193,102499000 311 | 2015-09-01,54.490002,62.974998,54.014999,61.485001,58.543514,129835300 312 | 2015-10-01,61.580002,66.760002,60.500000,65.514999,62.697884,155220000 313 | 2015-11-01,65.864998,67.650002,60.209999,66.139999,63.296013,157813300 314 | 2015-12-01,66.059998,68.195000,62.150002,62.500000,59.812531,176476500 315 | 2016-01-01,61.110001,62.590000,56.590000,62.009998,59.632000,201089300 316 | 2016-02-01,61.750000,63.500000,53.639999,61.590000,59.228119,210777400 317 | 2016-03-01,61.970001,65.440002,57.950001,61.470001,59.112709,230046500 318 | 2016-04-01,61.220001,61.849998,56.889999,58.939999,56.825859,178008400 319 | 2016-05-01,59.090000,59.990002,55.169998,55.220001,53.239296,192223100 320 | 2016-06-01,53.330002,55.639999,51.480000,55.200001,53.220016,316652300 321 | 2016-07-01,55.070000,58.869999,54.820000,55.500000,53.665573,166759400 322 | 2016-08-01,55.730000,60.330002,54.279999,57.639999,55.734840,180845100 323 | 2016-09-01,57.669998,59.180000,52.119999,52.650002,50.909779,230891200 324 | 2016-10-01,52.540001,53.060001,50.000000,50.180000,48.789829,190211200 325 | 2016-11-01,50.500000,51.889999,49.009998,50.070000,48.682880,165972900 326 | 2016-12-01,50.110001,53.349998,50.060001,51.720001,50.287163,229408200 327 | 2017-01-01,51.990002,54.119999,51.630001,52.900002,51.620049,175817200 328 | 2017-02-01,52.980000,58.419998,52.049999,57.160000,55.776974,178338300 329 | 2017-03-01,57.860001,59.000000,53.759998,55.730000,54.381580,249512200 330 | 2017-04-01,55.740002,56.689999,54.500000,55.410000,54.237789,137900400 331 | 2017-05-01,55.430000,55.450001,50.810001,52.990002,51.868988,223428200 332 | 2017-06-01,53.060001,59.709999,50.790001,59.000000,57.751842,275319700 333 | 2017-07-01,58.369999,60.000000,57.000000,59.049999,57.997791,158127000 334 | 2017-08-01,59.000000,60.529999,52.070000,52.810001,51.868984,174889500 335 | 2017-09-01,53.000000,54.160000,51.029999,51.849998,51.101089,211929400 336 | 2017-10-01,52.160000,57.250000,50.349998,54.990002,54.195740,247775300 337 | 2017-11-01,55.419998,61.209999,54.590000,60.419998,59.547302,182957400 338 | 2017-12-01,60.419998,65.190002,59.240002,62.549999,61.646542,198525200 339 | 2018-01-01,62.849998,68.830002,62.549999,68.220001,67.457939,157725500 340 | 2018-02-01,67.669998,70.250000,62.090000,67.029999,66.281235,160317000 341 | 2018-03-01,67.239998,67.690002,63.889999,66.440002,65.697830,174066700 342 | 2018-04-01,65.970001,70.000000,63.209999,68.389999,67.830605,158981900 343 | 2018-05-01,67.980003,73.489998,66.639999,71.800003,71.212708,128998700 344 | 2018-06-01,72.120003,81.000000,71.150002,79.680000,79.028259,156468800 345 | 2018-07-01,78.580002,79.480003,75.059998,76.910004,76.493988,122265700 346 | 2018-08-01,76.500000,83.680000,76.500000,82.199997,81.755371,123635500 347 | 2018-09-01,79.389999,86.040001,79.000000,84.720001,84.469284,165674100 348 | -------------------------------------------------------------------------------- /data/nissan: -------------------------------------------------------------------------------- 1 | 1989-11-01,21.375000,21.750000,20.000000,21.500000,11.768826,11600 2 | 1989-12-01,21.500000,21.875000,20.375000,20.375000,11.153014,153900 3 | 1990-01-01,20.375000,20.875000,18.375000,18.750000,10.263512,59200 4 | 1990-02-01,18.875000,19.125000,16.125000,16.625000,9.100312,112200 5 | 1990-03-01,16.500000,16.500000,12.625000,13.000000,7.116034,120300 6 | 1990-04-01,13.000000,14.875000,12.375000,13.625000,7.497752,89300 7 | 1990-05-01,13.625000,16.000000,13.625000,15.625000,8.598340,80100 8 | 1990-06-01,15.750000,16.000000,13.625000,14.125000,7.772898,51600 9 | 1990-07-01,14.375000,15.500000,13.875000,14.125000,7.772898,61900 10 | 1990-08-01,14.125000,14.125000,11.125000,12.250000,6.741099,44100 11 | 1990-09-01,12.250000,13.125000,10.125000,10.125000,5.571722,48800 12 | 1990-10-01,10.750000,13.250000,10.750000,12.250000,6.785671,54800 13 | 1990-11-01,11.750000,12.500000,10.250000,10.250000,5.677805,39300 14 | 1990-12-01,10.375000,11.375000,10.000000,10.000000,5.539321,64900 15 | 1991-01-01,10.000000,11.625000,9.875000,10.750000,5.954770,16600 16 | 1991-02-01,10.750000,12.500000,10.750000,12.000000,6.647186,100400 17 | 1991-03-01,11.875000,12.250000,10.625000,10.625000,5.885529,45600 18 | 1991-04-01,10.625000,11.875000,10.625000,11.125000,6.202947,47300 19 | 1991-05-01,11.375000,11.625000,10.500000,10.750000,5.993859,15800 20 | 1991-06-01,10.750000,11.000000,10.000000,10.375000,5.784773,26000 21 | 1991-07-01,10.500000,11.000000,10.125000,10.625000,5.924163,19500 22 | 1991-08-01,10.625000,10.875000,9.250000,9.750000,5.436291,35400 23 | 1991-09-01,10.000000,10.750000,9.625000,10.375000,5.784773,16800 24 | 1991-10-01,10.375000,11.125000,10.375000,10.500000,5.902888,11100 25 | 1991-11-01,10.500000,11.000000,9.875000,10.000000,5.621796,84700 26 | 1991-12-01,10.000000,10.875000,9.875000,10.250000,5.762342,54600 27 | 1992-01-01,10.250000,11.125000,9.875000,10.250000,5.762342,60600 28 | 1992-02-01,10.250000,10.625000,9.625000,9.625000,5.410980,19100 29 | 1992-03-01,9.625000,10.000000,8.375000,9.125000,5.129889,102200 30 | 1992-04-01,9.125000,9.375000,8.375000,9.125000,5.183571,114100 31 | 1992-05-01,9.125000,10.000000,9.000000,9.625000,5.467603,71500 32 | 1992-06-01,9.625000,10.000000,8.375000,8.875000,5.041555,136700 33 | 1992-07-01,9.250000,10.000000,8.500000,9.125000,5.183571,43500 34 | 1992-08-01,9.125000,9.750000,8.375000,9.375000,5.325586,80500 35 | 1992-09-01,9.250000,10.125000,9.125000,10.000000,5.680626,38800 36 | 1992-10-01,9.750000,10.000000,9.000000,9.250000,5.254580,143000 37 | 1992-11-01,8.875000,9.500000,8.250000,9.125000,5.183571,42500 38 | 1992-12-01,9.125000,9.625000,8.750000,9.250000,5.254580,20100 39 | 1993-01-01,9.250000,10.000000,8.750000,10.000000,5.680626,481200 40 | 1993-02-01,10.000000,10.750000,9.750000,10.375000,5.893650,27700 41 | 1993-03-01,10.375000,13.500000,10.375000,13.000000,7.384815,344500 42 | 1993-04-01,13.375000,15.250000,13.000000,15.250000,8.742415,304100 43 | 1993-05-01,15.000000,15.375000,13.500000,14.250000,8.169138,82000 44 | 1993-06-01,14.000000,14.375000,11.875000,12.625000,7.237572,146700 45 | 1993-07-01,12.625000,14.000000,12.500000,13.875000,7.954164,65700 46 | 1993-08-01,13.875000,14.375000,13.250000,14.250000,8.169138,98500 47 | 1993-09-01,13.750000,14.375000,13.250000,13.375000,7.667526,110800 48 | 1993-10-01,13.375000,14.500000,13.375000,13.875000,7.954164,63300 49 | 1993-11-01,13.750000,14.375000,12.250000,13.000000,7.452546,57600 50 | 1993-12-01,13.125000,13.500000,12.500000,13.250000,7.595866,34200 51 | 1994-01-01,13.250000,14.875000,13.000000,14.875000,8.527434,44900 52 | 1994-02-01,15.000000,16.500000,15.000000,16.500000,9.459005,668800 53 | 1994-03-01,16.625000,17.500000,15.750000,16.000000,9.172370,235500 54 | 1994-04-01,16.000000,17.500000,15.750000,16.625000,9.599958,75600 55 | 1994-05-01,17.000000,17.375000,16.375000,17.125000,9.888676,260600 56 | 1994-06-01,17.250000,17.750000,16.375000,17.750000,10.249576,489200 57 | 1994-07-01,17.625000,18.000000,15.000000,15.250000,8.805977,123000 58 | 1994-08-01,15.500000,16.250000,15.250000,15.250000,8.805977,115600 59 | 1994-09-01,15.375000,16.625000,14.875000,16.000000,9.239058,106700 60 | 1994-10-01,16.375000,17.500000,16.000000,17.125000,9.907107,161400 61 | 1994-11-01,17.000000,17.000000,15.750000,16.750000,9.690165,157800 62 | 1994-12-01,16.750000,16.875000,15.750000,16.500000,9.545536,314100 63 | 1995-01-01,16.500000,16.500000,14.125000,14.375000,8.316186,1424900 64 | 1995-02-01,14.250000,15.000000,13.375000,13.500000,7.809985,99500 65 | 1995-03-01,13.375000,15.437500,13.000000,14.750000,8.533129,88700 66 | 1995-04-01,15.000000,15.375000,14.250000,14.875000,8.689339,52000 67 | 1995-05-01,14.500000,14.750000,12.750000,12.750000,7.448006,292800 68 | 1995-06-01,13.000000,13.500000,11.250000,13.000000,7.594045,217100 69 | 1995-07-01,13.125000,14.750000,12.750000,14.000000,8.178206,154000 70 | 1995-08-01,13.500000,16.250000,13.125000,15.125000,8.835381,169900 71 | 1995-09-01,15.000000,15.750000,13.625000,14.250000,8.324244,173600 72 | 1995-10-01,14.250000,15.250000,13.375000,13.750000,8.114036,125000 73 | 1995-11-01,13.375000,14.875000,13.375000,14.875000,8.777909,222100 74 | 1995-12-01,14.500000,15.625000,14.250000,15.250000,8.999204,105700 75 | 1996-01-01,15.250000,16.250000,15.250000,15.625000,9.220497,95100 76 | 1996-02-01,16.000000,16.125000,15.250000,15.625000,9.220497,376300 77 | 1996-03-01,15.375000,15.625000,14.875000,15.375000,9.072968,153100 78 | 1996-04-01,15.875000,16.875000,15.500000,16.625000,9.894011,77100 79 | 1996-05-01,16.250000,16.875000,15.875000,16.500000,9.819622,170200 80 | 1996-06-01,16.625000,18.375000,16.125000,17.750000,10.563529,101500 81 | 1996-07-01,17.875000,17.875000,15.500000,16.125000,9.596448,122200 82 | 1996-08-01,16.500000,16.875000,14.875000,14.875000,8.852535,132800 83 | 1996-09-01,14.750000,16.500000,14.750000,16.125000,9.596448,68100 84 | 1996-10-01,16.500000,16.500000,14.875000,15.000000,8.942454,286700 85 | 1996-11-01,14.875000,15.250000,13.875000,14.250000,8.495332,200300 86 | 1996-12-01,13.750000,14.375000,11.500000,11.875000,7.079444,327500 87 | 1997-01-01,11.750000,12.500000,10.625000,12.500000,7.452048,359000 88 | 1997-02-01,12.375000,13.250000,11.750000,11.750000,7.004923,902200 89 | 1997-03-01,12.125000,12.250000,11.359300,11.875000,7.079444,574500 90 | 1997-04-01,11.750000,12.750000,11.500000,11.750000,7.152997,554100 91 | 1997-05-01,11.875000,13.875000,11.875000,13.375000,8.142243,365400 92 | 1997-06-01,13.875000,15.750000,13.625000,15.750000,9.588061,370200 93 | 1997-07-01,15.125000,15.500000,13.625000,14.000000,8.522719,219500 94 | 1997-08-01,13.625000,13.625000,12.250000,12.750000,7.761765,281000 95 | 1997-09-01,12.250000,12.875000,11.250000,12.125000,7.381283,572800 96 | 1997-10-01,12.125000,12.250000,9.375000,10.500000,6.416543,1021100 97 | 1997-11-01,10.500000,11.250000,8.875000,9.062500,5.538087,643900 98 | 1997-12-01,9.000000,9.000000,7.375000,8.250000,5.041569,2390100 99 | 1998-01-01,8.000000,9.875000,7.500000,9.000000,5.499894,658500 100 | 1998-02-01,8.625000,9.750000,8.625000,8.875000,5.423505,1040800 101 | 1998-03-01,8.750000,8.937500,7.500000,7.937500,4.850600,2923300 102 | 1998-04-01,7.562500,8.000000,6.187500,6.750000,4.181557,6454700 103 | 1998-05-01,6.500000,7.625000,5.937500,6.250000,3.871811,11400300 104 | 1998-06-01,6.062500,6.468700,5.468700,6.375000,3.949247,4932700 105 | 1998-07-01,6.625000,7.000000,6.250000,6.437500,3.987966,4443400 106 | 1998-08-01,6.375000,6.718700,4.812500,4.937500,3.058731,2842400 107 | 1998-09-01,5.375000,6.500000,5.312500,5.375000,3.329757,1610000 108 | 1998-10-01,4.750000,6.375000,4.500000,5.437500,3.379981,2916400 109 | 1998-11-01,5.500000,6.937500,5.312500,5.875000,3.651934,2787300 110 | 1998-12-01,6.187500,6.750000,5.625000,5.937500,3.690785,2378900 111 | 1999-01-01,6.187500,8.125000,6.125000,7.312500,4.545494,9471800 112 | 1999-02-01,7.375000,7.812500,6.687500,7.656200,4.759139,3790800 113 | 1999-03-01,7.656200,8.000000,6.343700,7.500000,4.662042,10116100 114 | 1999-04-01,7.500000,7.812500,7.031200,7.500000,4.677569,3881100 115 | 1999-05-01,7.406200,8.875000,7.375000,8.593700,5.359685,2367600 116 | 1999-06-01,8.750000,9.812500,8.375000,9.625000,6.002884,1499900 117 | 1999-07-01,9.718700,12.312500,9.000000,11.625000,7.250236,2342200 118 | 1999-08-01,11.250000,12.062500,10.812500,11.437500,7.133297,1287000 119 | 1999-09-01,11.687500,13.375000,11.687500,11.812500,7.367173,1888500 120 | 1999-10-01,12.281200,13.375000,10.687500,11.937500,7.460841,1596200 121 | 1999-11-01,12.062500,12.125000,9.000000,9.437500,5.898361,1331400 122 | 1999-12-01,9.718700,10.500000,7.625000,8.062500,5.038997,1628200 123 | 2000-01-01,8.125000,9.875000,7.250000,9.375000,5.859297,1520000 124 | 2000-02-01,9.125000,9.250000,6.656200,7.812500,4.882749,2310500 125 | 2000-03-01,7.812500,8.375000,7.312500,8.125000,5.078060,1179500 126 | 2000-04-01,8.000000,9.375000,7.687500,9.000000,5.721815,1176200 127 | 2000-05-01,9.031200,10.687500,8.781200,10.687500,6.794657,1108900 128 | 2000-06-01,10.187500,11.750000,9.562500,11.500000,7.311210,955700 129 | 2000-07-01,11.625000,11.687500,9.625000,10.031200,6.377408,543900 130 | 2000-08-01,9.906200,10.750000,8.500000,9.875000,6.278104,970800 131 | 2000-09-01,9.781200,11.250000,9.500000,11.187500,7.112535,1041600 132 | 2000-10-01,11.000000,14.000000,10.750000,14.000000,8.998902,1463800 133 | 2000-11-01,13.625000,14.375000,11.625000,11.750000,7.552649,974300 134 | 2000-12-01,12.625000,12.937500,10.625000,11.000000,7.070565,822800 135 | 2001-01-01,11.000000,12.437500,10.500000,12.187500,7.833865,629800 136 | 2001-02-01,12.062500,12.937500,11.437500,12.750000,8.195427,819900 137 | 2001-03-01,12.687500,13.937500,12.125000,12.687500,8.155254,2046000 138 | 2001-04-01,12.875000,14.500000,12.650000,13.950000,9.031690,1119400 139 | 2001-05-01,14.000000,14.700000,13.330000,13.500000,8.740346,1307000 140 | 2001-06-01,13.250000,13.950000,12.340000,13.850000,8.966950,885300 141 | 2001-07-01,13.890000,14.000000,13.300000,13.800000,8.934576,411300 142 | 2001-08-01,13.750000,13.750000,11.450000,11.600000,7.510224,1173200 143 | 2001-09-01,11.450000,11.500000,7.010000,8.580000,5.554975,1825900 144 | 2001-10-01,8.700000,10.000000,8.280000,9.050000,5.859269,813700 145 | 2001-11-01,9.140000,10.150000,8.900000,10.000000,6.474331,1674800 146 | 2001-12-01,9.750000,10.930000,9.300000,10.860000,7.031124,1240900 147 | 2002-01-01,10.800000,11.590000,10.510000,10.890000,7.050546,1871300 148 | 2002-02-01,10.740000,13.180000,10.210000,12.830000,8.306566,2381600 149 | 2002-03-01,13.000000,14.700000,12.900000,14.360000,9.297137,3984300 150 | 2002-04-01,14.400000,15.600000,13.400000,15.580000,10.153359,6856700 151 | 2002-05-01,15.540000,16.700001,14.250000,14.500000,9.449529,4395100 152 | 2002-06-01,14.730000,14.900000,13.100000,14.010000,9.130201,3130100 153 | 2002-07-01,13.870000,14.530000,13.420000,14.120000,9.201887,4893100 154 | 2002-08-01,14.130000,15.350000,13.850000,14.750000,9.612454,3497600 155 | 2002-09-01,14.480000,15.850000,13.950000,14.680000,9.566833,10526900 156 | 2002-10-01,14.700000,16.150000,12.760000,15.300000,10.009756,5216800 157 | 2002-11-01,15.900000,16.410000,15.050000,16.049999,10.500432,4091400 158 | 2002-12-01,15.900000,16.180000,14.950000,15.380000,10.062097,3347000 159 | 2003-01-01,15.500000,16.680000,15.090000,15.300000,10.009756,5281900 160 | 2003-02-01,15.530000,15.770000,14.860000,15.130000,9.898537,3379400 161 | 2003-03-01,15.300000,15.300000,13.150000,13.310000,8.707837,5108000 162 | 2003-04-01,13.500000,15.580000,13.400000,15.330000,10.132558,6075600 163 | 2003-05-01,15.310000,16.250000,14.800000,15.850000,10.476260,5074000 164 | 2003-06-01,16.010000,19.200001,15.800000,18.850000,12.459148,5263900 165 | 2003-07-01,18.850000,21.580000,18.650000,19.840000,13.113503,7011700 166 | 2003-08-01,19.650000,22.250000,19.040001,21.760000,14.382552,4052600 167 | 2003-09-01,21.950001,24.760000,21.400000,21.730000,14.362723,7289800 168 | 2003-10-01,21.620001,24.190001,21.510000,22.610001,15.028748,6688000 169 | 2003-11-01,22.510000,24.240000,21.559999,22.780001,15.141747,4788200 170 | 2003-12-01,23.680000,23.940001,22.020000,22.459999,14.929049,3829700 171 | 2004-01-01,22.600000,24.000000,21.010000,21.309999,14.164646,5618100 172 | 2004-02-01,21.600000,22.170000,20.190001,22.090000,14.683110,7201100 173 | 2004-03-01,22.080000,22.889999,21.049999,22.010000,14.629938,6265100 174 | 2004-04-01,22.000000,23.490000,21.389999,21.910000,14.691141,7963400 175 | 2004-05-01,21.910000,22.389999,19.250000,20.320000,13.625010,6004400 176 | 2004-06-01,20.129999,22.719999,19.400000,22.360001,14.992874,4751600 177 | 2004-07-01,22.500000,22.500000,20.799999,21.440001,14.375998,3855700 178 | 2004-08-01,21.170000,21.830000,20.170000,21.799999,14.617383,2428400 179 | 2004-09-01,21.459999,22.469999,21.000000,21.660000,14.523507,2456600 180 | 2004-10-01,21.670000,22.510000,21.200001,22.510000,15.245630,1826300 181 | 2004-11-01,22.000000,22.170000,20.629999,21.000000,14.222929,3254700 182 | 2004-12-01,20.910000,22.000000,20.400000,21.920000,14.846033,2657700 183 | 2005-01-01,21.620001,22.400000,21.120001,21.180000,14.344844,2933400 184 | 2005-02-01,21.180000,21.719999,20.799999,21.430000,14.514165,2466900 185 | 2005-03-01,21.400000,21.790001,19.980000,20.469999,13.863976,3726000 186 | 2005-04-01,20.440001,21.129999,19.250000,19.650000,13.433673,2524600 187 | 2005-05-01,19.860001,20.490000,19.299999,19.660000,13.440513,2600000 188 | 2005-06-01,19.700001,20.469999,19.700001,19.879999,13.590913,2637100 189 | 2005-07-01,20.070000,20.900000,19.680000,20.809999,14.226707,2909400 190 | 2005-08-01,20.879999,21.600000,20.360001,21.090000,14.418128,3354600 191 | 2005-09-01,21.080000,23.160000,20.790001,22.980000,15.710221,6812600 192 | 2005-10-01,22.940001,23.440001,20.610001,20.950001,14.460402,4941100 193 | 2005-11-01,20.900000,21.450001,19.580000,20.510000,14.156701,6465100 194 | 2005-12-01,20.430000,20.690001,19.670000,20.440001,14.108385,5306000 195 | 2006-01-01,20.600000,22.670000,20.430000,22.350000,15.426728,6063600 196 | 2006-02-01,21.940001,23.750000,21.490000,23.010000,15.882284,4563100 197 | 2006-03-01,23.000000,24.400000,22.549999,23.780001,16.413763,4961900 198 | 2006-04-01,23.570000,26.389999,23.299999,26.330000,18.337408,5233600 199 | 2006-05-01,26.500000,27.709999,23.049999,24.250000,16.888802,4822700 200 | 2006-06-01,24.160000,24.770000,20.400000,21.980000,15.307869,5391000 201 | 2006-07-01,22.000000,22.209999,19.670000,21.549999,15.008394,4435900 202 | 2006-08-01,21.360001,22.870001,20.629999,22.770000,15.858067,3635600 203 | 2006-09-01,22.879999,23.090000,21.900000,22.459999,15.642163,4334900 204 | 2006-10-01,22.790001,24.139999,22.400000,23.940001,16.859318,6296500 205 | 2006-11-01,24.639999,25.129999,23.610001,24.290001,17.105795,4850200 206 | 2006-12-01,24.260000,24.379999,23.309999,24.270000,17.091711,4393000 207 | 2007-01-01,24.379999,25.680000,23.809999,24.990000,17.598761,6203900 208 | 2007-02-01,25.500000,25.680000,22.139999,22.990000,16.190292,7411500 209 | 2007-03-01,22.850000,23.160000,21.370001,21.400000,15.070563,5813100 210 | 2007-04-01,21.320000,21.900000,20.160000,20.160000,14.346927,6269300 211 | 2007-05-01,20.360001,22.480000,19.950001,22.320000,15.884099,14127900 212 | 2007-06-01,21.879999,22.490000,20.889999,21.440001,15.257845,10983700 213 | 2007-07-01,21.740000,22.070000,20.170000,21.309999,15.165329,7122100 214 | 2007-08-01,21.010000,21.340000,18.549999,19.100000,13.592580,8241100 215 | 2007-09-01,18.940001,20.389999,18.680000,20.010000,14.240178,5960400 216 | 2007-10-01,20.020000,23.190001,18.900000,23.030001,16.657431,9080400 217 | 2007-11-01,23.500000,23.750000,20.090000,22.900000,16.563396,9047700 218 | 2007-12-01,22.580000,23.200001,20.180000,21.719999,15.709919,7359900 219 | 2008-01-01,21.719999,21.830000,17.430000,19.160000,13.858285,13861700 220 | 2008-02-01,19.219999,19.559999,16.879999,18.000000,13.019265,16879100 221 | 2008-03-01,18.080000,18.170000,16.000000,16.680000,12.064523,13315400 222 | 2008-04-01,16.740000,17.980000,15.880000,17.730000,13.057693,16915900 223 | 2008-05-01,17.730000,18.920000,16.910000,17.750000,13.072424,13280200 224 | 2008-06-01,17.780001,18.709999,16.120001,16.450001,12.115006,17175200 225 | 2008-07-01,16.200001,16.629999,15.000000,15.310000,11.275428,18743800 226 | 2008-08-01,14.650000,16.070000,14.210000,15.150000,11.157589,9045000 227 | 2008-09-01,14.910000,15.640000,12.730000,13.590000,10.008689,19519100 228 | 2008-10-01,13.260000,13.340000,8.040000,9.610000,7.171009,18794100 229 | 2008-11-01,9.580000,9.990000,6.480000,6.680000,4.984635,19376600 230 | 2008-12-01,6.660000,7.590000,6.070000,7.280000,5.432356,17801100 231 | 2009-01-01,7.220000,7.920000,5.920000,5.980000,4.462293,14993400 232 | 2009-02-01,5.860000,6.430000,5.590000,6.060000,4.521989,17555800 233 | 2009-03-01,5.920000,8.050000,5.780000,7.250000,5.409970,17230400 234 | 2009-04-01,7.780000,10.750000,7.670000,10.400000,7.760510,12303000 235 | 2009-05-01,10.550000,12.090000,10.240000,12.010000,8.961896,10535400 236 | 2009-06-01,12.140000,13.000000,11.560000,12.080000,9.014130,5885600 237 | 2009-07-01,12.000000,14.880000,11.000000,14.490000,10.812478,5575800 238 | 2009-08-01,15.350000,15.650000,13.830000,13.950000,10.409528,6351300 239 | 2009-09-01,14.000000,14.250000,12.670000,13.330000,9.946886,4852300 240 | 2009-10-01,13.250000,15.400000,12.910000,14.500000,10.819941,4350000 241 | 2009-11-01,14.350000,14.950000,13.660000,14.430000,10.767707,1707300 242 | 2009-12-01,14.700000,17.879999,14.700000,17.629999,13.155554,4265300 243 | 2010-01-01,17.650000,17.950001,15.750000,16.340000,12.192955,3349300 244 | 2010-02-01,15.950000,17.100000,15.690000,15.780000,11.775082,3847900 245 | 2010-03-01,15.750000,17.299999,15.550000,17.200001,12.834692,2250700 246 | 2010-04-01,17.200001,17.680000,16.700001,17.330000,12.931693,3627700 247 | 2010-05-01,17.250000,17.500000,14.000000,14.440000,10.775170,3121700 248 | 2010-06-01,14.300000,15.350000,13.460000,13.860000,10.342371,2330800 249 | 2010-07-01,13.700000,16.000000,13.550000,15.170000,11.319897,3338800 250 | 2010-08-01,15.250000,15.720000,14.560000,15.230000,11.364669,2642300 251 | 2010-09-01,15.300000,17.719999,15.260000,17.480000,13.043627,2595900 252 | 2010-10-01,17.700001,18.580000,17.410000,17.469999,13.123534,2435600 253 | 2010-11-01,17.150000,19.450001,16.950001,18.760000,14.092588,5168300 254 | 2010-12-01,19.030001,19.889999,18.770000,18.959999,14.242828,3557700 255 | 2011-01-01,19.000000,20.700001,19.000000,20.350000,15.287004,2681100 256 | 2011-02-01,20.360001,21.799999,20.139999,20.400000,15.324560,5629400 257 | 2011-03-01,20.750000,20.850000,16.650000,17.650000,13.258751,6121200 258 | 2011-04-01,17.459999,19.270000,16.200001,19.170000,14.499718,6625200 259 | 2011-05-01,19.389999,20.400000,18.820000,19.990000,15.119948,3801300 260 | 2011-06-01,19.830000,21.240000,18.940001,21.049999,15.921705,3638500 261 | 2011-07-01,21.000000,22.230000,20.889999,21.240000,16.065420,2369500 262 | 2011-08-01,21.540001,21.570000,16.299999,18.389999,13.909747,2447800 263 | 2011-09-01,18.719999,18.719999,16.180000,17.549999,13.274393,2206000 264 | 2011-10-01,17.770000,19.290001,17.049999,18.620001,14.307199,1949900 265 | 2011-11-01,18.230000,18.790001,16.540001,18.260000,14.030580,1847800 266 | 2011-12-01,17.879999,18.350000,17.100000,17.780001,13.661760,2064600 267 | 2012-01-01,18.290001,19.180000,17.350000,18.799999,14.445503,1744600 268 | 2012-02-01,19.150000,20.809999,19.040001,20.500000,15.751748,2055100 269 | 2012-03-01,20.280001,21.500000,19.280001,21.469999,16.497074,2607900 270 | 2012-04-01,21.700001,21.809999,19.860001,20.700001,16.145584,1856800 271 | 2012-05-01,20.040001,20.250000,18.580000,19.120001,14.913214,2407100 272 | 2012-06-01,18.500000,19.450001,18.000000,19.000000,14.819618,1358100 273 | 2012-07-01,18.790001,19.040001,17.549999,18.790001,14.655822,1151900 274 | 2012-08-01,18.709999,20.160000,18.559999,18.670000,14.562224,1182500 275 | 2012-09-01,18.920000,19.330000,16.709999,17.030001,13.283059,2031100 276 | 2012-10-01,16.799999,17.920000,16.440001,16.719999,13.334707,2592000 277 | 2012-11-01,16.709999,19.559999,16.709999,19.559999,15.599694,4624400 278 | 2012-12-01,19.549999,19.990000,18.100000,19.090000,15.224856,1870700 279 | 2013-01-01,19.090000,20.590000,19.000000,20.440001,16.301519,4530800 280 | 2013-02-01,20.200001,21.170000,19.450001,20.290001,16.181889,2162600 281 | 2013-03-01,20.240000,20.980000,19.170000,19.200001,15.312583,1570800 282 | 2013-04-01,19.000000,21.459999,18.360001,20.850000,16.846935,1900500 283 | 2013-05-01,20.500000,24.150000,20.000000,21.740000,17.566059,3811800 284 | 2013-06-01,21.780001,22.260000,19.850000,20.330000,16.426767,2707700 285 | 2013-07-01,20.530001,22.549999,20.450001,20.900000,16.887331,1495200 286 | 2013-08-01,21.180000,21.840000,19.830000,19.830000,16.022766,2094800 287 | 2013-09-01,20.440001,21.100000,19.950001,20.209999,16.329805,7816400 288 | 2013-10-01,20.219999,21.100000,19.629999,20.129999,16.501837,5401000 289 | 2013-11-01,18.990000,18.990000,17.570000,18.260000,14.968879,10591000 290 | 2013-12-01,18.230000,18.270000,16.660000,16.799999,13.772026,3694400 291 | 2014-01-01,16.780001,18.850000,16.629999,17.190001,14.091734,5781500 292 | 2014-02-01,17.180000,18.340000,16.450001,17.910000,14.681964,2656000 293 | 2014-03-01,17.889999,17.950001,16.660000,17.870001,14.649176,2216400 294 | 2014-04-01,17.719999,18.340000,17.040001,17.280001,14.408534,1499100 295 | 2014-05-01,17.299999,18.270000,16.950001,18.100000,15.092272,2157100 296 | 2014-06-01,18.250000,19.820000,18.120001,18.969999,15.817702,1891900 297 | 2014-07-01,19.150000,20.270000,18.889999,19.660000,16.393044,2518800 298 | 2014-08-01,19.730000,19.740000,18.850000,19.209999,16.017820,1023100 299 | 2014-09-01,19.209999,19.879999,19.209999,19.360001,16.142893,1623900 300 | 2014-10-01,19.160000,19.180000,17.410000,18.450001,15.604216,3996100 301 | 2014-11-01,18.110001,19.000000,17.990000,18.610001,15.739539,1457500 302 | 2014-12-01,18.600000,18.920000,17.160000,17.469999,14.775374,3122100 303 | 2015-01-01,17.570000,17.860001,16.650000,17.020000,14.394783,3152400 304 | 2015-02-01,17.389999,21.260000,17.200001,21.030001,17.786270,1903500 305 | 2015-03-01,20.840000,21.459999,20.280001,20.330000,17.194239,1381400 306 | 2015-04-01,20.090000,21.750000,20.049999,20.750000,17.771767,2337800 307 | 2015-05-01,20.580000,21.540001,20.309999,20.780001,17.797461,1823900 308 | 2015-06-01,20.900000,21.459999,19.799999,20.910000,17.908796,1572000 309 | 2015-07-01,20.990000,21.500000,19.040001,19.340000,16.564138,1366500 310 | 2015-08-01,19.160000,19.410000,16.650000,18.010000,15.425035,1520400 311 | 2015-09-01,17.100000,19.480000,17.100000,18.570000,15.904658,2520100 312 | 2015-10-01,19.190001,21.150000,18.820000,20.730000,18.090128,1538400 313 | 2015-11-01,21.110001,21.920000,20.379999,21.680000,18.919149,4414000 314 | 2015-12-01,21.100000,21.309999,20.110001,20.990000,18.317017,1761700 315 | 2016-01-01,20.370001,20.650000,17.690001,19.780001,17.261105,1621400 316 | 2016-02-01,19.750000,20.000000,16.570000,18.090000,15.786321,2813800 317 | 2016-03-01,18.059999,19.799999,18.059999,18.510000,16.152834,1290000 318 | 2016-04-01,17.959999,19.590000,16.799999,17.780001,15.851499,2708300 319 | 2016-05-01,17.709999,20.180000,17.530001,20.080000,17.902029,2126200 320 | 2016-06-01,20.110001,20.129999,17.670000,17.959999,16.011972,1306800 321 | 2016-07-01,18.000000,20.180000,17.900000,19.360001,17.260122,1254100 322 | 2016-08-01,19.559999,20.000000,18.889999,19.600000,17.474092,2325400 323 | 2016-09-01,19.799999,20.500000,19.330000,19.639999,17.509752,1777700 324 | 2016-10-01,19.360001,20.400000,18.870001,20.309999,18.497393,1370900 325 | 2016-11-01,20.190001,20.290001,18.059999,18.969999,17.276983,2867200 326 | 2016-12-01,18.959999,20.660000,18.650000,20.000000,18.215059,2607100 327 | 2017-01-01,20.250000,20.760000,19.629999,19.830000,18.060232,2421300 328 | 2017-02-01,19.799999,20.230000,19.520000,19.680000,17.923618,2629700 329 | 2017-03-01,19.700001,20.450001,19.200001,19.260000,17.541101,1370100 330 | 2017-04-01,19.190001,19.400000,18.180000,19.049999,17.721125,1594800 331 | 2017-05-01,19.059999,19.850000,18.700001,19.160000,17.823452,1774300 332 | 2017-06-01,19.299999,20.000000,19.059999,19.990000,18.595552,3849100 333 | 2017-07-01,19.900000,20.549999,19.700001,19.910000,18.521133,1110500 334 | 2017-08-01,19.900000,20.360001,19.520000,19.990000,18.595552,887100 335 | 2017-09-01,20.000000,20.910000,19.450001,19.490000,18.130430,1417100 336 | 2017-10-01,19.360001,19.750000,18.809999,19.440001,18.504013,2760000 337 | 2017-11-01,19.350000,19.719999,18.740000,19.459999,18.523046,1317100 338 | 2017-12-01,19.270000,19.990000,19.080000,19.900000,18.941862,1606800 339 | 2018-01-01,19.660000,22.139999,19.660000,21.500000,20.464827,1377500 340 | 2018-02-01,20.870001,21.780001,20.260000,20.959999,19.950825,1101800 341 | 2018-03-01,20.879999,21.500000,20.500000,20.680000,19.684307,1440600 342 | 2018-04-01,20.650000,21.260000,20.400000,21.049999,20.506544,1948300 343 | 2018-05-01,21.080000,21.090000,19.799999,19.840000,19.327784,1313100 344 | 2018-06-01,19.750000,20.209999,19.299999,19.430000,18.928370,1262500 345 | 2018-07-01,19.000000,19.080000,18.110001,18.910000,18.421795,2160700 346 | 2018-08-01,18.980000,19.219999,18.500000,18.770000,18.285410,1563500 347 | 2018-09-01,18.740000,19.680000,18.410000,18.700001,18.217216,1383300 348 | -------------------------------------------------------------------------------- /data/tiffany: -------------------------------------------------------------------------------- 1 | 1989-11-01,6.125000,6.906250,5.968750,6.593750,3.012956,4916800 2 | 1989-12-01,6.609375,6.687500,5.343750,5.843750,2.670250,6132000 3 | 1990-01-01,5.875000,6.468750,5.078125,5.187500,2.390152,8586400 4 | 1990-02-01,5.203125,5.500000,4.000000,4.593750,2.116579,17286400 5 | 1990-03-01,4.562500,5.656250,4.562500,5.625000,2.591728,13039200 6 | 1990-04-01,5.437500,5.750000,5.156250,5.250000,2.442972,8760800 7 | 1990-05-01,5.265625,5.828125,4.890625,5.765625,2.682907,17836000 8 | 1990-06-01,5.796875,6.000000,5.421875,5.640625,2.624741,8777600 9 | 1990-07-01,5.640625,6.718750,5.625000,5.687500,2.679176,9920800 10 | 1990-08-01,5.656250,5.703125,4.000000,4.437500,2.090348,12058400 11 | 1990-09-01,4.406250,4.468750,3.437500,3.734375,1.759131,7440800 12 | 1990-10-01,3.734375,4.296875,3.687500,4.062500,1.946177,11162400 13 | 1990-11-01,4.031250,4.906250,4.015625,4.906250,2.350381,7808800 14 | 1990-12-01,4.906250,5.250000,4.296875,4.421875,2.118337,15295200 15 | 1991-01-01,4.375000,4.937500,4.078125,4.906250,2.384161,10125600 16 | 1991-02-01,4.906250,6.000000,4.828125,5.609375,2.725841,15047200 17 | 1991-03-01,5.578125,6.046875,5.500000,6.031250,2.930847,13138400 18 | 1991-04-01,6.015625,6.890625,6.000000,6.531250,3.213269,16616000 19 | 1991-05-01,6.531250,7.078125,6.437500,6.828125,3.359325,17660800 20 | 1991-06-01,6.812500,6.906250,6.500000,6.625000,3.259393,8497600 21 | 1991-07-01,6.625000,6.843750,5.750000,6.046875,3.006917,13244800 22 | 1991-08-01,6.093750,7.187500,5.875000,6.593750,3.278861,15748000 23 | 1991-09-01,6.562500,6.578125,5.937500,6.000000,2.983608,10941600 24 | 1991-10-01,6.000000,6.031250,5.390625,5.609375,2.820128,13831200 25 | 1991-11-01,5.625000,6.046875,5.312500,5.718750,2.875116,8619200 26 | 1991-12-01,5.703125,6.125000,5.156250,5.656250,2.843694,14439200 27 | 1992-01-01,5.625000,5.656250,5.250000,5.328125,2.712116,11889600 28 | 1992-02-01,5.328125,5.828125,5.328125,5.718750,2.910951,7084800 29 | 1992-03-01,5.687500,6.609375,5.687500,6.437500,3.276808,11625600 30 | 1992-04-01,6.406250,6.406250,5.250000,5.343750,2.751860,9720000 31 | 1992-05-01,5.312500,5.515625,4.359375,4.375000,2.252986,9113600 32 | 1992-06-01,4.375000,4.468750,3.843750,4.109375,2.116197,12600800 33 | 1992-07-01,4.078125,4.093750,2.906250,3.359375,1.760125,21124800 34 | 1992-08-01,3.390625,3.421875,2.984375,3.265625,1.711006,12675200 35 | 1992-09-01,3.281250,3.656250,2.906250,3.031250,1.588206,20636000 36 | 1992-10-01,3.015625,3.375000,2.828125,3.125000,1.669896,16956000 37 | 1992-11-01,3.125000,3.796875,3.125000,3.750000,2.003875,27237600 38 | 1992-12-01,3.750000,4.359375,3.328125,4.328125,2.312805,20228800 39 | 1993-01-01,4.296875,4.421875,3.984375,4.046875,2.206705,15164800 40 | 1993-02-01,4.062500,4.078125,3.250000,3.390625,1.848861,11062400 41 | 1993-03-01,3.421875,3.671875,3.343750,3.390625,1.848861,11008000 42 | 1993-04-01,3.437500,3.453125,3.015625,3.296875,1.834981,11489600 43 | 1993-05-01,3.296875,3.750000,3.296875,3.703125,2.061094,13441600 44 | 1993-06-01,3.703125,4.062500,3.546875,4.031250,2.243722,16428000 45 | 1993-07-01,4.031250,4.187500,3.812500,3.812500,2.164747,7318400 46 | 1993-08-01,3.812500,3.906250,3.281250,3.843750,2.182492,12635200 47 | 1993-09-01,3.828125,3.890625,3.484375,3.687500,2.093773,7324800 48 | 1993-10-01,3.671875,4.156250,3.531250,4.078125,2.361431,6179200 49 | 1993-11-01,4.093750,4.125000,3.828125,3.906250,2.261908,14224000 50 | 1993-12-01,3.921875,4.750000,3.906250,3.984375,2.307146,20589600 51 | 1994-01-01,3.984375,3.984375,3.640625,3.656250,2.152940,8991200 52 | 1994-02-01,3.656250,3.921875,3.562500,3.859375,2.272548,8122400 53 | 1994-03-01,3.828125,4.312500,3.750000,3.812500,2.244946,8769600 54 | 1994-04-01,3.781250,3.968750,3.562500,3.796875,2.276122,2724800 55 | 1994-05-01,3.796875,4.343750,3.562500,4.343750,2.603957,9263200 56 | 1994-06-01,4.328125,4.468750,4.140625,4.328125,2.594590,10067200 57 | 1994-07-01,4.312500,4.687500,4.312500,4.578125,2.788701,9031200 58 | 1994-08-01,4.578125,4.765625,4.406250,4.703125,2.864842,9280800 59 | 1994-09-01,4.718750,4.750000,4.281250,4.625000,2.817253,4839200 60 | 1994-10-01,4.562500,4.968750,4.203125,4.875000,3.015124,8733600 61 | 1994-11-01,4.859375,5.453125,4.812500,5.171875,3.198737,16920000 62 | 1994-12-01,5.156250,5.171875,4.750000,4.875000,3.015124,10201600 63 | 1995-01-01,4.906250,5.031250,3.625000,3.640625,2.283433,29548800 64 | 1995-02-01,3.640625,4.000000,3.625000,3.937500,2.469637,9695200 65 | 1995-03-01,3.906250,4.000000,3.671875,3.875000,2.430436,15851200 66 | 1995-04-01,3.906250,4.312500,3.843750,4.015625,2.565433,6072000 67 | 1995-05-01,4.031250,4.296875,3.921875,4.031250,2.575416,9666400 68 | 1995-06-01,4.031250,4.484375,4.000000,4.250000,2.715168,8486400 69 | 1995-07-01,4.203125,4.859375,4.156250,4.781250,3.152844,8232000 70 | 1995-08-01,4.812500,5.437500,4.781250,5.343750,3.523766,15342400 71 | 1995-09-01,5.312500,5.750000,5.125000,5.234375,3.451643,13361600 72 | 1995-10-01,5.203125,5.750000,4.875000,5.453125,3.689207,13383200 73 | 1995-11-01,5.484375,6.562500,5.484375,6.453125,4.365736,15444000 74 | 1995-12-01,6.468750,6.859375,6.250000,6.296875,4.260029,10336000 75 | 1996-01-01,6.265625,6.968750,6.171875,6.921875,4.732563,18534400 76 | 1996-02-01,6.937500,7.156250,6.312500,6.718750,4.593684,14724800 77 | 1996-03-01,6.750000,7.359375,6.500000,7.093750,4.850076,21436000 78 | 1996-04-01,7.062500,8.281250,6.843750,8.156250,5.635570,17708800 79 | 1996-05-01,8.156250,9.781250,7.609375,9.484375,6.553238,28464800 80 | 1996-06-01,9.453125,9.484375,8.671875,9.125000,6.304930,14821600 81 | 1996-07-01,9.109375,9.359375,7.562500,8.218750,5.743701,20068000 82 | 1996-08-01,8.250000,9.625000,8.250000,8.718750,6.093131,11195600 83 | 1996-09-01,8.718750,10.562500,8.437500,10.000000,6.988534,15609200 84 | 1996-10-01,10.000000,10.562500,8.750000,9.250000,6.497083,10272000 85 | 1996-11-01,9.375000,9.625000,8.593750,9.218750,6.475134,19840800 86 | 1996-12-01,9.218750,9.593750,8.375000,9.156250,6.431236,18823200 87 | 1997-01-01,9.218750,9.750000,8.468750,9.343750,6.601621,16390000 88 | 1997-02-01,9.343750,9.375000,8.562500,8.687500,6.137960,11589600 89 | 1997-03-01,8.781250,10.656250,8.718750,9.500000,6.712018,21082800 90 | 1997-04-01,9.531250,10.281250,9.031250,9.906250,7.033566,11432800 91 | 1997-05-01,9.937500,11.718750,9.625000,11.593750,8.231714,19016400 92 | 1997-06-01,11.750000,12.156250,11.343750,11.546875,8.198427,10825200 93 | 1997-07-01,11.609375,11.796875,10.531250,11.296875,8.067992,14356000 94 | 1997-08-01,11.250000,11.515625,9.500000,11.312500,8.079153,20717600 95 | 1997-09-01,11.328125,11.828125,10.500000,10.625000,7.588149,16843200 96 | 1997-10-01,10.687500,12.156250,9.203125,9.875000,7.095303,31596400 97 | 1997-11-01,10.031250,10.312500,8.531250,9.531250,6.848312,35327200 98 | 1997-12-01,9.593750,10.234375,8.437500,9.015625,6.477828,27495600 99 | 1998-01-01,9.078125,10.375000,8.625000,9.687500,7.011487,22885600 100 | 1998-02-01,9.937500,11.843750,9.937500,11.750000,8.504257,14650400 101 | 1998-03-01,11.750000,13.000000,11.000000,12.171875,8.809598,21227200 102 | 1998-04-01,12.203125,12.593750,10.687500,11.375000,8.279502,13177600 103 | 1998-05-01,11.437500,12.187500,11.093750,11.968750,8.711671,13927600 104 | 1998-06-01,11.906250,12.140625,10.046875,12.000000,8.734419,20860400 105 | 1998-07-01,12.156250,12.218750,10.718750,10.734375,7.880257,9808800 106 | 1998-08-01,10.656250,11.375000,9.109375,9.296875,6.824969,24044800 107 | 1998-09-01,9.296875,10.468750,7.687500,7.843750,5.758207,34739600 108 | 1998-10-01,7.687500,8.953125,6.750000,8.093750,5.998755,40713600 109 | 1998-11-01,8.437500,11.062500,8.375000,10.921875,8.094846,16482800 110 | 1998-12-01,10.859375,13.000000,9.531250,12.968750,9.611906,18475600 111 | 1999-01-01,12.968750,16.250000,12.625000,14.406250,10.770609,44023200 112 | 1999-02-01,14.453125,14.953125,13.187500,14.296875,10.688836,16444000 113 | 1999-03-01,14.328125,19.484375,14.078125,18.687500,13.971423,27126400 114 | 1999-04-01,19.000000,21.859375,18.796875,21.000000,15.782291,17113600 115 | 1999-05-01,21.062500,22.062500,19.468750,20.718750,15.570931,19295600 116 | 1999-06-01,20.765625,24.375000,20.265625,24.125000,18.130854,17211200 117 | 1999-07-01,24.125000,26.500000,23.500000,25.156250,19.011066,23611600 118 | 1999-08-01,25.062500,27.843750,20.906250,26.750000,20.215494,21752800 119 | 1999-09-01,26.500000,31.968750,25.250000,29.968750,22.647968,20370600 120 | 1999-10-01,29.656250,33.500000,25.531250,29.750000,22.525734,22207000 121 | 1999-11-01,29.875000,39.343750,29.187500,38.750000,29.340242,29561400 122 | 1999-12-01,38.500000,45.000000,37.875000,44.625000,33.788605,18944200 123 | 2000-01-01,44.500000,44.500000,35.156250,37.000000,28.057348,24591800 124 | 2000-02-01,36.187500,37.000000,27.250000,32.000000,24.265816,27518200 125 | 2000-03-01,32.500000,42.750000,30.312500,41.812500,31.706705,29571600 126 | 2000-04-01,42.062500,42.500000,30.281250,36.343750,27.607208,19506600 127 | 2000-05-01,36.437500,38.343750,27.093750,30.468750,23.144478,30224800 128 | 2000-06-01,30.593750,34.843750,28.156250,33.750000,25.636957,37848000 129 | 2000-07-01,33.750000,38.750000,32.500000,34.250000,26.082745,18091000 130 | 2000-08-01,35.250000,45.375000,34.875000,41.625000,31.699102,20712400 131 | 2000-09-01,42.250000,44.562500,37.875000,38.562500,29.366873,15884500 132 | 2000-10-01,38.125000,43.375000,32.000000,42.687500,32.539474,20674500 133 | 2000-11-01,42.750000,43.562500,33.125000,34.187500,26.060154,22042500 134 | 2000-12-01,34.187500,35.687500,27.687500,31.625000,24.106833,30186500 135 | 2001-01-01,31.875000,37.799999,26.750000,37.480000,28.604727,43323200 136 | 2001-02-01,37.000000,37.160000,29.450001,31.110001,23.743147,18993800 137 | 2001-03-01,31.799999,34.759998,26.000000,27.250000,20.797199,22843600 138 | 2001-04-01,27.250000,32.730000,25.120001,32.419998,24.776247,20898900 139 | 2001-05-01,32.419998,37.400002,31.549999,34.580002,26.426985,22987100 140 | 2001-06-01,34.700001,37.200001,32.299999,36.220001,27.680304,19113700 141 | 2001-07-01,36.549999,38.250000,33.700001,35.299999,27.010525,19804200 142 | 2001-08-01,35.400002,36.599998,30.600000,31.150000,23.835060,16850400 143 | 2001-09-01,31.150000,32.000000,19.900000,21.650000,16.565950,34248600 144 | 2001-10-01,21.660000,26.010000,20.000000,23.389999,17.930012,29984700 145 | 2001-11-01,23.500000,30.000000,22.860001,28.799999,22.077129,21013800 146 | 2001-12-01,28.299999,32.299999,27.090000,31.469999,24.123863,15794200 147 | 2002-01-01,31.549999,36.590000,30.850000,35.700001,27.405630,22632000 148 | 2002-02-01,35.779999,35.790001,31.750000,32.810001,25.187063,15833900 149 | 2002-03-01,33.250000,39.009998,32.830002,35.549999,27.290466,17013900 150 | 2002-04-01,35.200001,41.000000,34.119999,39.750000,30.547068,14249500 151 | 2002-05-01,39.799999,40.500000,36.139999,37.500000,28.817989,14888600 152 | 2002-06-01,37.480000,37.950001,33.000000,35.200001,27.050486,17895700 153 | 2002-07-01,35.099998,35.279999,21.070000,24.639999,18.955980,37274500 154 | 2002-08-01,24.629999,26.990000,20.809999,24.799999,19.079075,28632300 155 | 2002-09-01,24.100000,26.420000,20.700001,21.430000,16.486471,16872500 156 | 2002-10-01,22.000000,28.000000,19.400000,26.180000,20.172935,30685300 157 | 2002-11-01,26.120001,29.090000,24.200001,28.379999,21.868143,28225000 158 | 2002-12-01,30.700001,30.700001,23.500000,23.910000,18.423794,22782900 159 | 2003-01-01,24.100000,26.500000,22.549999,23.250000,17.942728,26128800 160 | 2003-02-01,23.400000,24.420000,21.600000,23.969999,18.498373,16418900 161 | 2003-03-01,23.959999,27.180000,22.000000,25.000000,19.293257,21460500 162 | 2003-04-01,25.000000,28.980000,24.500000,27.740000,21.440821,24181900 163 | 2003-05-01,27.840000,32.759998,27.190001,32.759998,25.320881,26659700 164 | 2003-06-01,32.950001,35.090000,31.370001,32.680000,25.259048,15572300 165 | 2003-07-01,32.400002,35.500000,31.889999,34.360001,26.597296,15410000 166 | 2003-08-01,34.000000,39.599998,32.790001,38.919998,30.127081,26235300 167 | 2003-09-01,38.669998,40.009998,37.189999,37.330002,28.896297,19820100 168 | 2003-10-01,37.450001,47.549999,37.410000,47.450001,36.776749,26103700 169 | 2003-11-01,47.450001,49.450001,41.549999,45.349998,35.149113,30769300 170 | 2003-12-01,45.509998,45.810001,41.330002,45.200001,35.032860,17332100 171 | 2004-01-01,45.189999,45.220001,39.000000,39.639999,30.760117,25323300 172 | 2004-02-01,39.639999,42.919998,36.590000,42.049999,32.630230,23577700 173 | 2004-03-01,42.150002,43.259998,35.439999,38.169998,29.619411,22133900 174 | 2004-04-01,38.200001,41.630001,36.939999,39.000000,30.303068,18247000 175 | 2004-05-01,39.009998,39.779999,32.380001,35.369999,27.482559,31567500 176 | 2004-06-01,35.369999,38.200001,35.029999,36.849998,28.632521,21149400 177 | 2004-07-01,36.750000,36.820000,33.540001,35.750000,27.822735,17325800 178 | 2004-08-01,35.770000,35.939999,27.000000,30.950001,24.087101,47663000 179 | 2004-09-01,30.980000,32.490002,29.690001,30.740000,23.923658,20534100 180 | 2004-10-01,30.940001,31.770000,27.889999,29.330000,22.868723,27030800 181 | 2004-11-01,29.840000,32.759998,29.469999,30.600000,23.858955,48715100 182 | 2004-12-01,30.850000,32.310001,29.780001,31.969999,24.927145,36892900 183 | 2005-01-01,32.220001,32.650002,30.209999,31.430000,24.553852,31295100 184 | 2005-02-01,30.750000,31.490000,29.850000,30.150000,23.553890,22110300 185 | 2005-03-01,30.030001,35.250000,30.030001,34.520000,26.967836,33587700 186 | 2005-04-01,34.520000,34.840000,29.530001,30.150000,23.599112,23604500 187 | 2005-05-01,30.120001,31.639999,28.600000,31.129999,24.366180,26743900 188 | 2005-06-01,31.100000,33.740002,31.049999,32.759998,25.642023,21724800 189 | 2005-07-01,32.730000,34.840000,32.369999,34.029999,26.701029,13756500 190 | 2005-08-01,34.250000,37.799999,33.110001,37.419998,29.360929,29518100 191 | 2005-09-01,37.680000,40.080002,35.919998,39.770000,31.204823,36637200 192 | 2005-10-01,39.779999,41.470001,36.270000,39.400002,30.980867,32998500 193 | 2005-11-01,39.150002,43.799999,38.000000,40.700001,32.003059,43197800 194 | 2005-12-01,40.250000,41.880001,38.139999,38.290001,30.108042,28826900 195 | 2006-01-01,38.509998,41.290001,37.470001,37.700001,29.703865,30346000 196 | 2006-02-01,37.349998,37.770000,35.180000,37.130001,29.254766,26282400 197 | 2006-03-01,37.070000,39.500000,35.889999,37.540001,29.577801,33228900 198 | 2006-04-01,38.000000,38.000000,34.770000,34.889999,27.546728,27301100 199 | 2006-05-01,34.970001,35.310001,32.000000,34.189999,26.994053,37262900 200 | 2006-06-01,34.139999,35.080002,31.650000,33.020000,26.070311,34736900 201 | 2006-07-01,33.270000,33.470001,30.110001,31.590000,25.016180,20498100 202 | 2006-08-01,31.400000,34.750000,29.629999,31.600000,25.024097,30867200 203 | 2006-09-01,31.850000,35.029999,31.080000,33.200001,26.291140,29942800 204 | 2006-10-01,33.200001,36.950001,32.820000,35.720001,28.367903,24018800 205 | 2006-11-01,35.970001,38.770000,34.709999,38.430000,30.520107,26419100 206 | 2006-12-01,38.470001,40.799999,37.450001,39.240002,31.163399,25161900 207 | 2007-01-01,39.599998,40.500000,38.169998,39.259998,31.260162,30133600 208 | 2007-02-01,39.500000,45.980000,39.130001,43.529999,34.660099,30423500 209 | 2007-03-01,42.450001,46.160000,41.240002,45.480000,36.212746,36765900 210 | 2007-04-01,45.660000,50.000000,45.330002,47.689999,38.061054,31702600 211 | 2007-05-01,47.689999,54.750000,46.560001,52.570000,41.955738,38850100 212 | 2007-06-01,51.869999,54.099998,48.529999,53.060001,42.346813,41351200 213 | 2007-07-01,53.009998,56.790001,46.779999,48.250000,38.601940,49756300 214 | 2007-08-01,48.250000,51.939999,39.529999,51.330002,41.066063,75837000 215 | 2007-09-01,50.560001,54.740002,48.270000,52.349998,41.882107,40552600 216 | 2007-10-01,52.349998,57.340000,50.529999,54.180000,43.471558,49659000 217 | 2007-11-01,53.660000,53.660000,43.790001,46.430000,37.253323,69577700 218 | 2007-12-01,47.000000,48.680000,44.110001,46.029999,36.932365,41175800 219 | 2008-01-01,46.009998,46.139999,32.840000,39.790001,32.031624,92883300 220 | 2008-02-01,40.360001,42.740002,36.259998,37.639999,30.300838,58973700 221 | 2008-03-01,37.509998,44.950001,35.029999,41.840000,33.681904,68700400 222 | 2008-04-01,42.400002,45.689999,40.480000,43.540001,35.195473,37768500 223 | 2008-05-01,43.250000,49.980000,41.520000,49.029999,39.633293,47869100 224 | 2008-06-01,48.990002,49.029999,40.259998,40.750000,32.940189,45339100 225 | 2008-07-01,40.330002,42.439999,35.439999,37.790001,30.657614,59408300 226 | 2008-08-01,37.730000,44.750000,36.310001,44.169998,35.833469,53608200 227 | 2008-09-01,44.799999,45.799999,33.660000,35.520000,28.816046,69161000 228 | 2008-10-01,35.070000,35.799999,21.680000,27.450001,22.373137,90831900 229 | 2008-11-01,27.400000,27.709999,16.750000,19.790001,16.129847,76102000 230 | 2008-12-01,19.190001,26.150000,17.690001,23.629999,19.259640,64142000 231 | 2009-01-01,23.930000,26.200001,20.260000,20.750000,17.024738,71720400 232 | 2009-02-01,20.459999,23.379999,18.549999,19.040001,15.621737,65474700 233 | 2009-03-01,18.590000,23.889999,16.700001,21.559999,17.689312,78825400 234 | 2009-04-01,21.400000,30.170000,20.910000,28.940001,23.945402,75904300 235 | 2009-05-01,29.030001,29.969999,24.639999,28.370001,23.473776,50311800 236 | 2009-06-01,28.850000,31.309999,24.570000,25.360001,20.983259,59571300 237 | 2009-07-01,25.740000,30.420000,23.850000,29.830000,24.845579,61587400 238 | 2009-08-01,30.510000,37.660000,29.059999,36.380001,30.301105,55164900 239 | 2009-09-01,35.900002,39.400002,34.700001,38.529999,32.091866,56664000 240 | 2009-10-01,38.270000,42.619999,37.259998,39.290001,32.869514,47138200 241 | 2009-11-01,39.549999,44.040001,39.009998,42.680000,35.705536,50673000 242 | 2009-12-01,42.869999,44.490002,40.070000,43.000000,35.973251,36692800 243 | 2010-01-01,43.660000,47.020000,40.540001,40.610001,34.109200,62364200 244 | 2010-02-01,40.610001,44.549999,38.889999,44.389999,37.284100,35300900 245 | 2010-03-01,44.500000,48.380001,44.330002,47.490002,39.887852,46532300 246 | 2010-04-01,47.849998,52.189999,47.779999,48.480000,40.891953,31582400 247 | 2010-05-01,48.840000,49.740002,40.610001,45.430000,38.319328,69196300 248 | 2010-06-01,45.000000,45.990002,37.730000,37.910000,31.976368,66330200 249 | 2010-07-01,37.709999,42.709999,35.810001,42.070000,35.686405,60068600 250 | 2010-08-01,42.750000,44.570000,39.430000,39.630001,33.616638,71783400 251 | 2010-09-01,40.070000,47.200001,40.060001,46.990002,39.859859,45288400 252 | 2010-10-01,47.720001,53.000000,45.919998,53.000000,45.215580,37555700 253 | 2010-11-01,53.119999,62.669998,52.959999,62.099998,52.979008,52339000 254 | 2010-12-01,62.950001,65.760002,62.110001,62.270000,53.124039,31236300 255 | 2011-01-01,62.279999,62.810001,57.200001,58.130001,49.788563,34144000 256 | 2011-02-01,58.790001,65.589996,57.959999,61.549999,52.717796,28968600 257 | 2011-03-01,61.770000,65.190002,54.580002,61.439999,52.623592,57042300 258 | 2011-04-01,61.750000,69.720001,61.119999,69.440002,59.741043,32490600 259 | 2011-05-01,69.709999,77.019997,66.480003,75.660004,65.092270,39189500 260 | 2011-06-01,73.809998,79.000000,70.959999,78.519997,67.552780,38975200 261 | 2011-07-01,78.800003,84.489998,77.919998,79.589996,68.746315,32310500 262 | 2011-08-01,80.720001,80.809998,57.209999,71.959999,62.155842,86064900 263 | 2011-09-01,71.949997,77.839996,60.200001,60.820000,52.533611,52973400 264 | 2011-10-01,59.799999,80.989998,56.209999,79.730003,69.134155,52796400 265 | 2011-11-01,76.269997,79.000000,63.980000,67.040001,58.130604,56584100 266 | 2011-12-01,66.260002,69.889999,62.220001,66.260002,57.454266,45026400 267 | 2012-01-01,67.570000,67.949997,58.610001,63.799999,55.573250,63220800 268 | 2012-02-01,64.199997,66.959999,63.290001,65.010002,56.627228,30749400 269 | 2012-03-01,65.029999,74.199997,64.750000,69.129997,60.215969,58566200 270 | 2012-04-01,69.000000,70.470001,65.529999,68.459999,59.884232,36719700 271 | 2012-05-01,68.440002,69.410004,54.919998,55.389999,48.451469,58939400 272 | 2012-06-01,54.290001,57.290001,49.720001,52.950001,46.317116,57097100 273 | 2012-07-01,53.490002,58.110001,50.520000,54.930000,48.337715,44482800 274 | 2012-08-01,55.250000,63.220001,52.759998,61.950001,54.515240,52480000 275 | 2012-09-01,61.730000,65.919998,59.009998,61.880001,54.453636,42405300 276 | 2012-10-01,62.349998,65.019997,61.070000,63.220001,55.906796,26464200 277 | 2012-11-01,63.160000,66.779999,57.869999,58.980000,52.157265,48197500 278 | 2012-12-01,58.959999,60.340000,55.830002,57.340000,50.706974,36861700 279 | 2013-01-01,58.110001,66.000000,57.110001,65.750000,58.462124,65405000 280 | 2013-02-01,66.089996,67.500000,61.419998,67.160004,59.715839,35919600 281 | 2013-03-01,66.940002,71.080002,66.769997,69.540001,61.832035,43481800 282 | 2013-04-01,69.690002,74.199997,68.910004,73.680000,65.816536,27989800 283 | 2013-05-01,73.570000,81.250000,73.339996,77.779999,69.478958,26681800 284 | 2013-06-01,77.739998,79.559998,70.699997,72.839996,65.066193,24175700 285 | 2013-07-01,73.290001,80.320000,72.059998,79.510002,71.344513,21289800 286 | 2013-08-01,80.150002,83.330002,76.650002,77.110001,69.190987,28889500 287 | 2013-09-01,77.750000,81.080002,76.150002,76.620003,68.751305,17830200 288 | 2013-10-01,76.690002,80.459999,73.629997,79.169998,71.343178,20308200 289 | 2013-11-01,79.230003,89.720001,78.150002,89.139999,80.327522,22061200 290 | 2013-12-01,89.139999,93.019997,87.629997,92.779999,83.607689,18279500 291 | 2014-01-01,92.199997,93.639999,81.639999,83.190002,75.249031,25982500 292 | 2014-02-01,82.980003,93.970001,80.379997,93.250000,84.348732,20191900 293 | 2014-03-01,92.160004,94.879997,84.470001,86.150002,77.926483,32235000 294 | 2014-04-01,86.510002,89.120003,84.120003,87.489998,79.431122,22715000 295 | 2014-05-01,87.449997,99.680000,85.750000,99.410004,90.253166,25824400 296 | 2014-06-01,99.650002,100.949997,98.400002,100.250000,91.015762,15743900 297 | 2014-07-01,100.419998,103.379997,97.470001,97.610001,88.957642,16333300 298 | 2014-08-01,97.430000,105.660004,95.379997,100.940002,91.992470,21543600 299 | 2014-09-01,101.330002,103.580002,95.650002,96.309998,87.772850,20625600 300 | 2014-10-01,96.209999,96.970001,85.690002,96.120003,87.933090,27303400 301 | 2014-11-01,96.279999,110.599998,94.000000,107.919998,98.728035,22669800 302 | 2014-12-01,107.279999,109.000000,101.180000,106.860001,97.758324,22835100 303 | 2015-01-01,106.629997,107.879997,85.150002,86.639999,79.550667,39895100 304 | 2015-02-01,86.620003,90.650002,85.599998,88.220001,81.001404,21324700 305 | 2015-03-01,88.449997,90.830002,82.639999,88.010002,80.808586,53439000 306 | 2015-04-01,87.599998,90.519997,83.629997,87.480003,80.682747,24104600 307 | 2015-05-01,87.660004,96.330002,84.830002,93.730003,86.447098,32257700 308 | 2015-06-01,94.000000,94.599998,90.949997,91.800003,84.667068,19337200 309 | 2015-07-01,92.529999,95.989998,90.059998,95.699997,88.646996,22846000 310 | 2015-08-01,95.910004,96.430000,81.500000,82.250000,76.188255,33603900 311 | 2015-09-01,81.000000,83.449997,74.279999,77.220001,71.528961,23512300 312 | 2015-10-01,77.339996,82.830002,75.000000,82.440002,76.741158,25291200 313 | 2015-11-01,82.580002,84.190002,73.089996,79.680000,74.171967,45122900 314 | 2015-12-01,79.760002,80.080002,71.800003,76.290001,71.016289,32269400 315 | 2016-01-01,76.290001,76.290001,59.730000,63.840000,59.743412,57262100 316 | 2016-02-01,63.040001,66.250000,59.750000,64.980003,60.810265,48423000 317 | 2016-03-01,65.690002,73.889999,65.059998,73.379997,68.671234,40011600 318 | 2016-04-01,73.059998,74.059998,69.669998,71.349998,67.153702,29519600 319 | 2016-05-01,71.489998,72.180000,61.680000,61.959999,58.315952,55097400 320 | 2016-06-01,61.849998,64.669998,56.990002,60.639999,57.073586,51111900 321 | 2016-07-01,60.400002,64.589996,58.560001,64.519997,61.171398,32566300 322 | 2016-08-01,64.250000,74.809998,58.770000,71.370003,67.665886,50348800 323 | 2016-09-01,71.110001,73.400002,66.349998,72.629997,68.860481,36850100 324 | 2016-10-01,72.440002,74.800003,70.860001,73.419998,70.043274,21003300 325 | 2016-11-01,73.330002,84.919998,71.860001,82.480003,78.686600,47918300 326 | 2016-12-01,82.419998,85.440002,76.769997,77.430000,73.868851,32383200 327 | 2017-01-01,77.889999,83.279999,76.080002,78.720001,75.518921,37981700 328 | 2017-02-01,78.690002,92.629997,77.519997,91.870003,88.134186,36839400 329 | 2017-03-01,92.650002,97.290001,88.010002,95.300003,91.424706,53862700 330 | 2017-04-01,95.410004,95.629997,90.330002,91.650002,88.362656,24381000 331 | 2017-05-01,91.830002,94.400002,84.150002,86.959999,83.840866,37922300 332 | 2017-06-01,87.160004,94.750000,87.010002,93.870003,90.503014,37065600 333 | 2017-07-01,94.389999,96.940002,90.239998,95.510002,92.592834,22013100 334 | 2017-08-01,95.690002,96.139999,86.309998,91.400002,88.608368,37727100 335 | 2017-09-01,91.400002,97.099998,86.150002,91.779999,88.976753,39482200 336 | 2017-10-01,92.400002,95.389999,91.500000,93.620003,91.270615,26653300 337 | 2017-11-01,94.300003,95.440002,90.459999,94.500000,92.128540,32103700 338 | 2017-12-01,95.129997,105.699997,93.949997,103.949997,101.341385,27872300 339 | 2018-01-01,104.570000,111.440002,104.540001,106.650002,104.492928,32616000 340 | 2018-02-01,106.089996,107.209999,98.110001,101.040001,98.996391,24907100 341 | 2018-03-01,101.019997,103.349998,95.000000,97.660004,95.684753,39519000 342 | 2018-04-01,98.059998,104.360001,92.769997,102.830002,101.269470,39529300 343 | 2018-05-01,102.199997,132.029999,100.269997,130.779999,128.795303,44896700 344 | 2018-06-01,131.759995,137.970001,130.389999,131.600006,129.602859,34372300 345 | 2018-07-01,130.850006,141.639999,129.830002,137.559998,136.014923,23476600 346 | 2018-08-01,136.289993,138.410004,122.269997,122.650002,121.272392,46156100 347 | 2018-09-01,122.000000,130.619995,120.650002,128.970001,127.521408,31059100 348 | -------------------------------------------------------------------------------- /data/unemployment: -------------------------------------------------------------------------------- 1 | 5.4 5.3 5.2 5.4 5.4 5.2 5.5 5.7 5.9 5.9 6.2 6.3 2 | 6.4 6.6 6.8 6.7 6.9 6.9 6.8 6.9 6.9 7.0 7.0 7.3 3 | 7.3 7.4 7.4 7.4 7.6 7.8 7.7 7.6 7.6 7.3 7.4 7.4 4 | 7.3 7.1 7.0 7.1 7.1 7.0 6.9 6.8 6.7 6.8 6.6 6.5 5 | 6.6 6.6 6.5 6.4 6.1 6.1 6.1 6.0 5.9 5.8 5.6 5.5 6 | 5.6 5.4 5.4 5.8 5.6 5.6 5.7 5.7 5.6 5.5 5.6 5.6 7 | 5.6 5.5 5.5 5.6 5.6 5.3 5.5 5.1 5.2 5.2 5.4 5.4 8 | 5.3 5.2 5.2 5.1 4.9 5.0 4.9 4.8 4.9 4.7 4.6 4.7 9 | 4.6 4.6 4.7 4.3 4.4 4.5 4.5 4.5 4.6 4.5 4.4 4.4 10 | 4.3 4.4 4.2 4.3 4.2 4.3 4.3 4.2 4.2 4.1 4.1 4.0 11 | 4.0 4.1 4.0 3.8 4.0 4.0 4.0 4.1 3.9 3.9 3.9 3.9 12 | 4.2 4.2 4.3 4.4 4.3 4.5 4.6 4.9 5.0 5.3 5.5 5.7 13 | 5.7 5.7 5.7 5.9 5.8 5.8 5.8 5.7 5.7 5.7 5.9 6.0 14 | 5.8 5.9 5.9 6.0 6.1 6.3 6.2 6.1 6.1 6.0 5.8 5.7 15 | 5.7 5.6 5.8 5.6 5.6 5.6 5.5 5.4 5.4 5.5 5.4 5.4 16 | 5.3 5.4 5.2 5.2 5.1 5.0 5.0 4.9 5.0 5.0 5.0 4.9 17 | 4.7 4.8 4.7 4.7 4.6 4.6 4.7 4.7 4.5 4.4 4.5 4.4 18 | 4.6 4.5 4.4 4.5 4.4 4.6 4.7 4.6 4.7 4.7 4.7 5.0 19 | 5.0 4.9 5.1 5.0 5.4 5.6 5.8 6.1 6.1 6.5 6.8 7.3 20 | 7.8 8.3 8.7 9.0 9.4 9.5 9.5 9.6 9.8 10.0 9.9 9.9 21 | 9.8 9.8 9.9 9.9 9.6 9.4 9.4 9.5 9.5 9.4 9.8 9.3 22 | 9.1 9.0 9.0 9.1 9.0 9.1 9.0 9.0 9.0 8.8 8.6 8.5 23 | 8.3 8.3 8.2 8.2 8.2 8.2 8.2 8.1 7.8 7.8 7.7 7.9 24 | 8.0 7.7 7.5 7.6 7.5 7.5 7.3 7.2 7.2 7.2 6.9 6.7 25 | 6.6 6.7 6.7 6.3 6.3 6.1 6.2 6.2 5.9 5.7 5.8 5.6 26 | 5.7 5.5 5.5 5.4 5.5 5.3 5.2 5.1 5.0 5.0 5.0 5.0 27 | 4.9 4.9 5.0 5.0 4.7 4.9 4.9 4.9 5.0 4.9 4.6 4.7 28 | 4.8 4.7 4.5 4.4 4.3 4.3 4.3 4.4 4.2 4.1 4.1 4.1 29 | 4.1 4.1 4.1 3.9 3.8 4.0 3.9 3.9 30 | -------------------------------------------------------------------------------- /dataIncubator.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Csun1992/SVM-stock-return-prediction/6cba873ec5c751423e8b1d2a8ad8d605d254a33f/dataIncubator.pdf -------------------------------------------------------------------------------- /getData.py: -------------------------------------------------------------------------------- 1 | from sklearn import preprocessing, cluster, model_selection, svm 2 | import numpy as np 3 | import sys 4 | 5 | def getStockPrice(fileName): 6 | price = [] 7 | size = [] 8 | with open(fileName) as f: 9 | for line in f: 10 | item = line.rstrip().split(',') 11 | price.append(float(item[-2])) 12 | size.append(float(item[-1]) / 1000000) 13 | return price, size[2:-1] 14 | 15 | def getInputData(fileName): 16 | fileName = 'data/' + fileName 17 | price, size = getStockPrice(fileName) 18 | threeMonthMA = [(i+j+k)/3 for i,j,k in zip(price, price[1: ], price[2: ])] 19 | del threeMonthMA[-1] 20 | twoMonthMA = [(i+j)/2 for i,j in zip(price[1: ], price[2: ])] 21 | del twoMonthMA[-1] 22 | stockReturn = [(j-i)/i for i,j in zip(price[2: ], price[3: ])] 23 | # del stockReturn[-1] 24 | classification = np.array(map(int, [i > 0.005 for i in stockReturn])).reshape(-1, 1) 25 | inputData = np.array([price[2:-1], twoMonthMA, threeMonthMA]).T 26 | # inputData = preprocessing.scale(inputData) 27 | inputData = np.concatenate((inputData, classification), axis = 1) 28 | # inputData = np.array([price[2:-1], twoMonthMA, threeMonthMA, classification]).T 29 | fileName = fileName + 'TrainData.txt' 30 | np.savetxt(fileName, inputData) 31 | return inputData 32 | 33 | 34 | if __name__ == '__main__': 35 | capacity = [] 36 | with open("data/capacity", 'r') as f: 37 | for line in f: 38 | capacity.append(line.rstrip().rstrip('\n').split(',')[1]) 39 | capacity = [float(i) for i in capacity] 40 | 41 | unemployment = [] 42 | with open("data/unemployment", 'r') as f: 43 | for line in f: 44 | unemployment.append(map(float, line.rstrip().rstrip('\n').split(' '))) 45 | unemployment = [item for sublist in unemployment for item in sublist] 46 | 47 | cpi = [] 48 | with open("data/cpi", 'r') as f: 49 | for line in f: 50 | cpi.append(line.rstrip().rstrip('\n').split(',')[1]) 51 | cpi = map(float, cpi) 52 | inflation = [(j - i) / i for i, j in zip(cpi[:-1], cpi[1:])] 53 | 54 | djia = [] 55 | with open("data/djia", 'r') as f: 56 | for line in f: 57 | djia.append(float(line.rstrip())) 58 | djia = [(j-i)/i for i,j in zip(djia, djia[1:])] 59 | 60 | sp = [] 61 | with open('data/sp', 'r') as f: 62 | for line in f: 63 | item = line.rstrip().split(',') 64 | sp.append(float(item[-2])) 65 | sp = [(j-i)/i for i,j in zip(sp, sp[1:])] 66 | 67 | clusterData = np.array([unemployment, inflation, capacity]).T 68 | clusterData = np.array([unemployment, inflation, capacity]).T 69 | np.savetxt('data/clusterData.txt', clusterData) 70 | 71 | fileName = ['microsoft', 'apple', 'att', 'ford', 'sony', 'gap', 'fedex', 'mcdonalds', 'nike', 72 | 'tiffany', 'homeDepot', 'walmart', 'cocaCola', 'avon', 'oracle', 'ibm', 'intel', 73 | 'harley-davidson', 'toyota', 'honda', 'boeing', 'jpmorgan', 'boa', 'amgen', 'hermanMiller', 74 | 'nissan', 'generalElectric', 'nextEra', 'conocoPhillips', 'bakerHughes', 'dukeEnergy', 'chevron'] 75 | for i in fileName: 76 | getInputData(i) 77 | -------------------------------------------------------------------------------- /svm.py: -------------------------------------------------------------------------------- 1 | import numpy as np 2 | from sys import exit 3 | import matplotlib.pyplot as plt 4 | from collections import Counter 5 | from sklearn.decomposition import KernelPCA as pca 6 | from sklearn import preprocessing, cluster, model_selection, svm 7 | from sklearn.metrics import f1_score, precision_score, recall_score, precision_recall_curve 8 | from classifier import Classifier 9 | 10 | def f1Score(precision, recall): 11 | return 1.0/(1.0 / precision + 1.0 / recall) 12 | 13 | def plotPrecisionRecall(precision, recall, thresholds): 14 | plt.plot(thresholds, precision[:-1], "b--", label="Precision") 15 | plt.plot(thresholds, recall[:-1], "g--", label="Recall") 16 | plt.xlabel("Thresholds") 17 | plt.legend(loc="upper left") 18 | plt.ylim([0, 1]) 19 | 20 | 21 | 22 | 23 | # Object that for svm with clustering 24 | class svmStockPred(Classifier): 25 | def __init__(self, microDataLoc, clusterNum = 3, macroDataLoc="data/clusterData.txt"): 26 | Classifier.__init__(self, microDataLoc, clusterNum, macroDataLoc) 27 | 28 | def train(self): 29 | # cvForDiffClusters = [] 30 | # for clusterNum in range(1, 5): 31 | # train, test, trainLabel, testLabel = self.trainTestSplit(clusterNum) 32 | # clf = svm.SVC(C=1000, kernel='rbf') 33 | # yScores = model_selection.cross_val_predict(clf, train[0], trainLabel[0], cv=3, 34 | # method='decision_function') 35 | # precision, recall, thresholds = precision_recall_curve(trainLabel[0], yScores) 36 | # plotPrecisionRecall(precision, recall, thresholds) 37 | # plt.show() 38 | # plt.plot(precision[:-1], recall[:-1], 'b--', label='precision_vs_recall') 39 | # plt.xlim([0,1]) 40 | # plt.ylim([0,1]) 41 | # plt.xlabel("precision") 42 | # plt.ylabel("recall") 43 | # plt.show() 44 | # exit() 45 | # cvScore = [] 46 | # clf = svm.SVC(C=1, kernel='rbf') 47 | # for i in range(clusterNum): 48 | # score = model_selection.cross_validate(clf, train[i], trainLabel[i], cv = 5, scoring 49 | # = 'precision', return_train_score = True) 50 | # cvScore.append(score['test_score'].mean()) 51 | # cvForDiffClusters.append(sum(cvScore)/float(len(cvScore))) 52 | # clusterNum = cvForDiffClusters.index(max(cvForDiffClusters)) + 1 53 | train, test, trainLabel, testLabel = self.trainTestSplit() 54 | clf = [svm.SVC(C=5, kernel='rbf') for i in range(self.clusterNum)] 55 | for i in range(self.clusterNum): 56 | clf[i].fit(train[i], trainLabel[i]) 57 | return (clf, test, testLabel) # return test and testLabel to self.test() so no need to 58 | 59 | 60 | # StockPredNoClassification class is a class to classify the stock price direction 61 | # without using clustering. The macro data used for clustering now was combined with 62 | # micro data for classification 63 | class svmNoCluster(svmStockPred): 64 | def __init__(self, microDataLoc): 65 | svmStockPred.__init__(self, microDataLoc) 66 | 67 | def prepareData(self): 68 | microData = np.loadtxt(self.microDataLoc) 69 | macroData = np.loadtxt(self.macroDataLoc) 70 | # macroData = preprocessing.scale(macroData) 71 | data = np.concatenate((macroData, microData), axis=1) 72 | label = data[:, -1] 73 | data = data[:, :-1] 74 | """ 75 | nComponents = min(max(np.size(data, 0)/ 30, 1), np.size(data, 1)) # each feature needs 30 samples 76 | data = pca(n_components = nComponents, kernel = 'linear').fit_transform(data[:, :-1]) 77 | """ 78 | return (data, label) 79 | 80 | def trainTestSplit(self): 81 | data, label = self.prepareData() 82 | train, test, trainLabel, testLabel= model_selection.train_test_split(data, label, test_size=0.3, random_state=11) 83 | return (train, test, trainLabel, testLabel) 84 | 85 | def train(self): 86 | train, test, trainLabel, testLabel = self.trainTestSplit() 87 | clf = svm.SVC(C=5, kernel='rbf') 88 | clf.fit(train, trainLabel) 89 | return (clf, test, testLabel) # return test and testLabel to self.test() so no need to 90 | 91 | def test(self): 92 | clf, test, testLabel = self.train() 93 | pred = clf.predict(test) 94 | # print pred 95 | # print testLabel 96 | f1 = f1_score(testLabel, pred) 97 | return f1 98 | 99 | def reportResult(self): 100 | f1 = self.test() 101 | print "Without Clustering, the f1 score is" 102 | print f1 103 | print '\n' 104 | return f1 105 | 106 | 107 | if __name__ == "__main__": 108 | companies = ['microsoft', 'apple', 'att', 'sony', 'gap', 'fedex', 'mcdonalds', 'nike', 109 | 'tiffany', 'homeDepot', 'walmart', 'cocaCola', 'avon', 'oracle', 'ibm', 'intel', 110 | 'harley-davidson', 'toyota', 'boeing', 'jpmorgan', 'boa', 'amgen', 'hermanMiller', 111 | 'nissan', 'generalElectric', 'nextEra', 'conocoPhillips', 'bakerHughes', 'dukeEnergy', 'chevron'] 112 | # companies = ['microsoft', 'boeing', 'toyota', 'walmart'] 113 | # companies = ['toyota'] 114 | for companyName in companies: 115 | print "The stock we are considering now is " + companyName 116 | name = "data/" + companyName + "TrainData.txt" 117 | # without clustering 118 | stock = svmNoCluster(name) 119 | stock.reportResult() 120 | print '\n' 121 | 122 | # for the case when cluster = 3 123 | stock = svmStockPred(name) 124 | stock.reportResult() 125 | # Case when 2 clusters 126 | stock = svmStockPred(name, clusterNum=2) 127 | stock.reportResult() 128 | 129 | # Case when 1 cluster 130 | stock = svmStockPred(name, clusterNum=1) 131 | stock.reportResult() 132 | print '\n' 133 | --------------------------------------------------------------------------------