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| # Load libraries | |
| import pandas | |
| #from pandas.tools.plotting import scatte | |
| import matplotlib.pyplot as plt | |
| from sklearn import model_selection | |
| from sklearn.metrics import classification_report | |
| from sklearn.metrics import confusion_matrix | |
| from sklearn.metrics import accuracy_score | |
| from sklearn.linear_model import LogisticRegression | |
| from sklearn.tree import DecisionTreeClassifier | |
| from sklearn.neighbors import KNeighborsClassifier | |
| from sklearn.discriminant_analysis import LinearDiscriminantAnalysis | |
| from sklearn.naive_bayes import GaussianNB | |
| from sklearn.svm import SVC | |
| # Load dataset | |
| url = 'D:/JetBrains/PyCharm 2017.1.1/AllProjects/FinalTrader/AllTimeETH/training/set_a_csv_classes.csv' | |
| names = ['Volume', 'MarketCap', 'Open', 'High', 'Low','Close'] | |
| dataset = pandas.read_csv(url,names=names) | |
| # print(dataset.head(20)) | |
| # print(dataset.describe()) | |
| # print(dataset.groupby('Close').size()) | |
| # Split-out validation dataset | |
| array = dataset.values | |
| X = array[:,2:5] | |
| Y = array[:,5] | |
| validation_size = 0.20 | |
| seed = 7 | |
| scoring = 'accuracy' | |
| X_train, X_validation, Y_train, Y_validation =model_selection.train_test_split(X, Y, test_size=validation_size, random_state=seed) | |
| # Spot Check Algorithms | |
| models = [] | |
| models.append(('LR', LogisticRegression())) | |
| models.append(('LDA', LinearDiscriminantAnalysis())) | |
| models.append(('KNN', KNeighborsClassifier())) | |
| models.append(('CART', DecisionTreeClassifier())) | |
| models.append(('NB', GaussianNB())) | |
| models.append(('SVM', SVC())) | |
| # evaluate each model in turn | |
| results = [] | |
| names = [] | |
| for name, model in models: | |
| kfold = model_selection.KFold(n_splits=10, random_state=seed) | |
| cv_results = model_selection.cross_val_score(model, X_train, Y_train, cv=kfold, scoring=scoring) | |
| results.append(cv_results) | |
| names.append(name) | |
| msg = "%s: %f (%f)" % (name, cv_results.mean(), cv_results.std()) | |
| print(msg) | |
| # Compare Algorithms | |
| fig = plt.figure() | |
| fig.suptitle('Algorithm Comparison') | |
| ax = fig.add_subplot(111) | |
| plt.boxplot(results) | |
| ax.set_xticklabels(names) | |
| plt.show() | |
| # Make predictions on validation dataset | |
| _lr = LogisticRegression() | |
| _lr.fit(X_train, Y_train) | |
| predictions = _lr.predict(X_validation) | |
| print(accuracy_score(Y_validation, predictions)) | |
| print(confusion_matrix(Y_validation, predictions)) | |
| print(classification_report(Y_validation, predictions)) |
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| 698326000 | 27797200000 | 294.06 | 294.76 | 268.97 | negative | |
|---|---|---|---|---|---|---|
| 528621000 | 27990500000 | 296.17 | 299.89 | 287.22 | negative | |
| 1098780000 | 31147200000 | 329.64 | 329.64 | 285.16 | negative | |
| 718624000 | 31507500000 | 333.52 | 333.52 | 319.94 | negative | |
| 1058830000 | 29639100000 | 313.8 | 334.66 | 313.49 | positive | |
| 1551050000 | 28100000000 | 297.57 | 318.57 | 268.29 | positive | |
| 1801690000 | 32774000000 | 347.13 | 347.13 | 279.94 | negative | |
| 986266000 | 33059800000 | 350.23 | 366.49 | 332.23 | negative | |
| 1483600000 | 36601200000 | 387.82 | 389.35 | 328.1 | negative | |
| 874222000 | 36182900000 | 383.47 | 390.04 | 383.47 | positive | |
| 706254000 | 35701500000 | 378.44 | 386.14 | 376.35 | positive | |
| 1333320000 | 34848400000 | 369.47 | 388.75 | 361.97 | positive | |
| 1220030000 | 32813200000 | 347.96 | 373.76 | 347.79 | positive | |
| 854319000 | 33002700000 | 350.04 | 352.05 | 338.41 | negative | |
| 633370000 | 31517500000 | 334.36 | 347.89 | 334.36 | positive | |
| 514181000 | 31288300000 | 331.99 | 334.99 | 327.92 | positive | |
| 760329000 | 30727900000 | 326.11 | 336.4 | 325.8 | positive | |
| 697665000 | 29904600000 | 317.45 | 327.96 | 317.08 | positive | |
| 811990000 | 29691900000 | 315.27 | 324.21 | 314.54 | positive | |
| 1336400000 | 30229900000 | 321.06 | 327.36 | 297.91 | negative | |
| 2448970000 | 28285500000 | 300.48 | 347.05 | 297.23 | positive | |
| 571947000 | 27918100000 | 296.64 | 301.43 | 291.58 | positive | |
| 860202000 | 27867900000 | 296.18 | 301.67 | 286.18 | positive | |
| 936160000 | 28380200000 | 301.7 | 307.96 | 292.5 | negative | |
| 909494000 | 28477500000 | 302.81 | 311.03 | 300.25 | negative | |
| 967643000 | 27249700000 | 289.82 | 303.41 | 285.38 | positive | |
| 1051800000 | 28195800000 | 299.95 | 300.41 | 279.33 | negative | |
| 864391000 | 28008700000 | 298.03 | 306.81 | 296.41 | positive | |
| 1369370000 | 29161100000 | 310.37 | 310.82 | 289.31 | negative | |
| 1111650000 | 28998700000 | 308.71 | 317.56 | 307.9 | positive | |
| 953576000 | 27657000000 | 294.5 | 309.21 | 294.5 | positive | |
| 1076820000 | 27882200000 | 296.96 | 306.59 | 289.93 | negative | |
| 2638580000 | 27938700000 | 297.63 | 318.72 | 276.69 | negative | |
| 1502410000 | 25254600000 | 269.1 | 298.91 | 266.8 | positive | |
| 935727000 | 24511000000 | 261.24 | 271.96 | 256.69 | positive | |
| 1482980000 | 24053500000 | 256.42 | 271.05 | 252.85 | positive | |
| 1333000000 | 20900000000 | 222.85 | 256.51 | 221.95 | positive | |
| 539783000 | 21125600000 | 225.31 | 227.62 | 222.06 | negative | |
| 557217000 | 20640100000 | 220.18 | 228.29 | 219.89 | positive | |
| 632606000 | 21275200000 | 227.01 | 229.51 | 218.12 | negative | |
| 1585330000 | 19179100000 | 204.69 | 227.74 | 204.69 | positive | |
| 569414000 | 18492000000 | 197.41 | 203.87 | 193.41 | positive | |
| 596234000 | 19360900000 | 206.74 | 208.54 | 196.15 | negative | |
| 824355000 | 18101800000 | 193.34 | 208.68 | 179.65 | positive | |
| 562571000 | 19125100000 | 204.32 | 204.9 | 192.3 | negative | |
| 393283000 | 19169800000 | 204.86 | 206.44 | 201.26 | negative | |
| 717692000 | 19373400000 | 207.09 | 210.77 | 194.78 | negative | |
| 1095760000 | 20985200000 | 224.37 | 225.32 | 195.84 | negative | |
| 431691000 | 21158500000 | 226.28 | 227.54 | 222.45 | negative | |
| 649615000 | 21418300000 | 229.12 | 231.68 | 217.72 | negative | |
| 618260000 | 20360100000 | 217.86 | 232.7 | 216.87 | positive | |
| 1006130000 | 21121100000 | 226.06 | 235.12 | 213.01 | negative | |
| 2225000000 | 19187800000 | 205.42 | 233.9 | 203.22 | positive | |
| 2328790000 | 21939300000 | 234.94 | 245.65 | 191.75 | negative | |
| 2709260000 | 18207400000 | 195.03 | 267.99 | 182.06 | positive | |
| 1669500000 | 14932700000 | 159.99 | 194.75 | 158.04 | positive | |
| 1516890000 | 15823100000 | 169.57 | 172.01 | 133.72 | negative | |
| 810452000 | 18630200000 | 199.71 | 200.16 | 170.66 | negative | |
| 749382000 | 19541300000 | 209.53 | 211.1 | 187.37 | negative | |
| 828489000 | 21613900000 | 231.81 | 231.81 | 200.06 | negative | |
| 1241190000 | 18377600000 | 197.15 | 230.77 | 189.59 | positive | |
| 1440950000 | 19712300000 | 211.53 | 220.29 | 183.39 | negative | |
| 937219000 | 22640500000 | 243.01 | 243.07 | 196.97 | negative | |
| 505118000 | 23454700000 | 251.82 | 255.1 | 242.14 | negative | |
| 754958000 | 22890700000 | 245.89 | 273.48 | 236.55 | positive | |
| 687252000 | 25160800000 | 270.35 | 273.94 | 244.17 | negative | |
| 623080000 | 25019500000 | 268.86 | 278.48 | 265.51 | positive | |
| 790256000 | 25406900000 | 273.1 | 275.13 | 261.45 | negative | |
| 687691000 | 26245000000 | 282.19 | 287.39 | 273.11 | negative | |
| 851408000 | 26815900000 | 288.41 | 291.1 | 281.18 | negative | |
| 1123330000 | 25572800000 | 275.12 | 295.51 | 262.52 | positive | |
| 1089200000 | 27259400000 | 293.35 | 293.75 | 268.62 | negative | |
| 1011800000 | 28161900000 | 303.15 | 315.17 | 288.44 | negative | |
| 1508580000 | 30495300000 | 328.37 | 330.71 | 297.37 | negative | |
| 2056550000 | 27207000000 | 293.04 | 333.1 | 276.41 | positive | |
| 1973870000 | 25309700000 | 272.69 | 293.09 | 227.14 | positive | |
| 2081810000 | 28111200000 | 302.95 | 311.46 | 238.65 | negative | |
| 1186880000 | 30005900000 | 323.47 | 332.79 | 284.65 | negative | |
| 673585000 | 31681300000 | 341.63 | 343.62 | 322.09 | negative | |
| 593207000 | 31195900000 | 336.49 | 348.01 | 334.99 | positive | |
| 925767000 | 31302600000 | 337.73 | 342.03 | 330.62 | negative | |
| 1420130000 | 33310500000 | 359.54 | 361.34 | 319.48 | negative | |
| 1020390000 | 34304000000 | 370.33 | 377.97 | 350.94 | negative | |
| 685172000 | 34435700000 | 371.86 | 377.12 | 369.76 | negative | |
| 904703000 | 35133800000 | 379.52 | 390.58 | 368.84 | negative | |
| 904653000 | 34231300000 | 369.88 | 379.41 | 364.0 | positive | |
| 1096280000 | 33415800000 | 361.18 | 373.06 | 341.42 | positive | |
| 2463450000 | 33158200000 | 358.51 | 364.44 | 300.7 | positive | |
| 1272580000 | 36761600000 | 397.59 | 399.32 | 342.21 | negative | |
| 1717380000 | 36574500000 | 395.69 | 411.18 | 370.06 | positive | |
| 2882650000 | 31525300000 | 341.16 | 414.76 | 341.16 | positive | |
| 1373220000 | 31296800000 | 338.79 | 353.01 | 318.17 | positive | |
| 1611630000 | 26043700000 | 282.01 | 350.26 | 282.01 | positive | |
| 557986000 | 24165000000 | 261.75 | 282.76 | 261.75 | positive | |
| 385494000 | 23810900000 | 257.99 | 262.25 | 253.97 | positive | |
| 461649000 | 24382200000 | 264.26 | 264.67 | 254.04 | negative | |
| 741553000 | 22930400000 | 248.6 | 267.51 | 246.84 | positive | |
| 435660000 | 22615800000 | 245.26 | 249.47 | 243.05 | positive | |
| 753820000 | 20659800000 | 224.12 | 250.41 | 223.98 | positive | |
| 427896000 | 20593500000 | 223.46 | 225.97 | 219.42 | positive | |
| 469532000 | 20479000000 | 222.29 | 229.41 | 219.58 | positive | |
| 812924000 | 21264800000 | 230.89 | 236.22 | 214.48 | negative | |
| 1271600000 | 21321900000 | 231.58 | 236.97 | 215.57 | negative | |
| 1586670000 | 18004700000 | 195.61 | 233.71 | 189.29 | positive | |
| 718828000 | 15654600000 | 170.13 | 197.13 | 164.53 | positive | |
| 717971000 | 14608600000 | 158.82 | 179.94 | 157.6 | positive | |
| 1217060000 | 14696000000 | 159.82 | 166.95 | 120.44 | negative | |
| 792458000 | 16107000000 | 175.22 | 193.69 | 150.28 | negative | |
| 943637000 | 17446600000 | 189.85 | 210.98 | 170.51 | negative | |
| 561014000 | 16779700000 | 182.65 | 228.37 | 182.45 | positive | |
| 530709000 | 15688000000 | 170.82 | 183.55 | 169.93 | positive | |
| 1188910000 | 14522100000 | 158.17 | 201.75 | 152.47 | positive | |
| 570361000 | 11705700000 | 127.54 | 159.03 | 125.89 | positive | |
| 331455000 | 11856600000 | 129.22 | 133.64 | 124.7 | negative | |
| 626945000 | 8902240000 | 97.05 | 133.56 | 97.05 | positive | |
| 196237000 | 8238110000 | 89.84 | 97.37 | 89.84 | positive | |
| 183031000 | 8181520000 | 89.25 | 91.27 | 84.43 | positive | |
| 152285000 | 8466470000 | 92.39 | 93.56 | 89.12 | negative | |
| 170999000 | 8316930000 | 90.78 | 95.43 | 86.83 | positive | |
| 66046600 | 8322380000 | 90.87 | 91.25 | 89.61 | negative | |
| 88742200 | 8120390000 | 88.69 | 93.81 | 86.66 | positive | |
| 145825000 | 8184930000 | 89.43 | 93.12 | 88.66 | negative | |
| 132722000 | 8213570000 | 89.77 | 102.55 | 88.48 | positive | |
| 145602000 | 8337180000 | 91.15 | 92.85 | 85.29 | negative | |
| 363434000 | 8341490000 | 91.23 | 93.06 | 80.39 | negative | |
| 231344000 | 8569060000 | 93.75 | 95.14 | 89.51 | negative | |
| 183295000 | 8942950000 | 97.87 | 98.24 | 89.87 | negative | |
| 151462000 | 8669910000 | 94.91 | 97.88 | 90.95 | positive | |
| 331928000 | 8833520000 | 96.73 | 103.23 | 92.22 | negative | |
| 366847000 | 7277480000 | 79.72 | 97.56 | 79.43 | positive | |
| 141922000 | 7050050000 | 77.25 | 80.1 | 75.76 | positive | |
| 193773000 | 6992980000 | 76.65 | 79.35 | 74.38 | positive | |
| 376842000 | 7234070000 | 79.32 | 82.52 | 73.09 | negative | |
| 229945000 | 6248840000 | 68.54 | 79.02 | 68.35 | positive | |
| 165448000 | 6506490000 | 71.39 | 71.9 | 66.78 | negative | |
| 346546000 | 5669550000 | 62.23 | 70.85 | 62.13 | positive | |
| 246775000 | 4809630000 | 52.81 | 62.17 | 52.29 | positive | |
| 104884000 | 4544370000 | 49.91 | 53.44 | 49.91 | positive | |
| 38264600 | 4557870000 | 50.07 | 50.3 | 49.81 | negative | |
| 55580600 | 4446470000 | 48.87 | 50.18 | 48.87 | positive | |
| 36234000 | 4420040000 | 48.59 | 48.89 | 48.17 | negative | |
| 37357600 | 4381290000 | 48.18 | 48.74 | 48.17 | positive | |
| 45048300 | 4512610000 | 49.64 | 49.66 | 48.14 | negative | |
| 79600900 | 4373800000 | 48.13 | 49.99 | 48.13 | positive | |
| 76281000 | 4608260000 | 50.73 | 50.95 | 47.26 | negative | |
| 78748500 | 4387860000 | 48.32 | 51.03 | 48.3 | positive | |
| 44013300 | 4417310000 | 48.66 | 48.75 | 48.05 | negative | |
| 31343800 | 4450140000 | 49.04 | 49.14 | 48.19 | negative | |
| 66207800 | 4323100000 | 47.65 | 49.57 | 47.18 | positive | |
| 91674400 | 4531810000 | 49.97 | 50.05 | 46.76 | negative | |
| 157200000 | 4198420000 | 46.31 | 50.91 | 46.31 | positive | |
| 88045700 | 3938930000 | 43.46 | 47.23 | 43.11 | positive | |
| 38303300 | 3941100000 | 43.5 | 44.25 | 43.3 | negative | |
| 44061500 | 3919520000 | 43.28 | 44.14 | 42.42 | positive | |
| 55143000 | 4009010000 | 44.28 | 44.49 | 42.89 | negative | |
| 74138800 | 3783000000 | 41.8 | 45.21 | 41.73 | positive | |
| 81474700 | 3878210000 | 42.87 | 44.04 | 41.65 | negative | |
| 147120000 | 4089930000 | 45.22 | 45.64 | 40.9 | negative | |
| 119733000 | 4037940000 | 44.66 | 47.84 | 44.54 | positive | |
| 157568000 | 3969730000 | 43.92 | 45.74 | 41.72 | positive | |
| 190513000 | 4411030000 | 48.82 | 48.82 | 43.41 | negative | |
| 134604000 | 4582700000 | 50.74 | 51.27 | 45.43 | negative | |
| 92461900 | 4517510000 | 50.03 | 51.93 | 48.88 | positive | |
| 151416000 | 4671190000 | 51.75 | 51.77 | 47.38 | negative | |
| 86885700 | 4793280000 | 53.12 | 53.31 | 51.87 | negative | |
| 144998000 | 4561150000 | 50.57 | 53.87 | 50.55 | positive | |
| 97745300 | 4482160000 | 49.71 | 50.96 | 49.15 | positive | |
| 118978000 | 4624990000 | 51.31 | 52.46 | 48.93 | negative | |
| 106859000 | 4574540000 | 50.77 | 51.8 | 49.28 | negative | |
| 223059000 | 4825700000 | 53.58 | 53.58 | 48.31 | negative | |
| 297046000 | 3929230000 | 43.64 | 54.14 | 43.21 | positive | |
| 100724000 | 3831310000 | 42.57 | 44.75 | 41.3 | positive | |
| 113952000 | 3880120000 | 43.12 | 43.52 | 39.69 | negative | |
| 91265400 | 3913620000 | 43.51 | 44.26 | 42.37 | negative | |
| 154701000 | 4031270000 | 44.83 | 46.23 | 42.44 | negative | |
| 239430000 | 3193600000 | 35.53 | 47.0 | 35.34 | positive | |
| 262180000 | 4211830000 | 46.87 | 46.87 | 31.7 | negative | |
| 497534000 | 4125480000 | 45.93 | 55.11 | 38.21 | positive | |
| 454418000 | 3174750000 | 35.36 | 47.17 | 35.36 | positive | |
| 170344000 | 2571160000 | 28.65 | 35.06 | 28.43 | positive | |
| 101797000 | 2563700000 | 28.57 | 29.93 | 27.32 | positive | |
| 255488000 | 2108300000 | 23.5 | 30.6 | 23.5 | positive | |
| 74628900 | 1924660000 | 21.46 | 23.44 | 21.38 | positive | |
| 69150100 | 1736630000 | 19.37 | 21.59 | 19.01 | positive | |
| 87506800 | 1589640000 | 17.74 | 19.66 | 17.68 | positive | |
| 31418400 | 1490500000 | 16.64 | 17.87 | 16.37 | positive | |
| 44304600 | 1690760000 | 18.88 | 18.88 | 16.65 | negative | |
| 37972200 | 1752530000 | 19.58 | 19.63 | 18.64 | negative | |
| 32432700 | 1725360000 | 19.28 | 20.1 | 19.11 | positive | |
| 26816300 | 1655030000 | 18.5 | 19.42 | 18.23 | positive | |
| 27341900 | 1745140000 | 19.52 | 20.05 | 18.62 | negative | |
| 95863400 | 1702140000 | 19.04 | 20.67 | 18.41 | positive | |
| 83627100 | 1550750000 | 17.36 | 19.35 | 16.95 | positive | |
| 44927500 | 1415510000 | 15.85 | 17.37 | 15.56 | positive | |
| 65478900 | 1379600000 | 15.45 | 16.06 | 15.12 | positive | |
| 31667000 | 1294770000 | 14.51 | 15.68 | 14.27 | positive | |
| 20307500 | 1206150000 | 13.52 | 14.54 | 13.4 | positive | |
| 18533900 | 1165230000 | 13.06 | 13.72 | 12.98 | positive | |
| 19574400 | 1171110000 | 13.13 | 13.23 | 12.88 | negative | |
| 14522300 | 1122910000 | 12.6 | 13.21 | 12.56 | positive | |
| 10360900 | 1130460000 | 12.69 | 12.76 | 12.55 | negative | |
| 15183300 | 1099330000 | 12.34 | 12.77 | 12.21 | positive | |
| 12994400 | 1136610000 | 12.77 | 12.9 | 12.43 | negative | |
| 7799740 | 1140870000 | 12.82 | 12.87 | 12.71 | negative | |
| 9370010 | 1130750000 | 12.71 | 12.83 | 12.68 | positive | |
| 11636500 | 1147260000 | 12.9 | 12.91 | 12.66 | negative | |
| 38002600 | 1148860000 | 12.92 | 12.92 | 12.54 | negative | |
| 18464700 | 1159000000 | 13.04 | 13.04 | 12.64 | negative | |
| 42911500 | 1002810000 | 11.29 | 13.33 | 11.29 | positive | |
| 7216520 | 1011080000 | 11.38 | 11.39 | 11.17 | negative | |
| 6264900 | 1008030000 | 11.35 | 11.4 | 11.3 | positive | |
| 7544520 | 1002130000 | 11.29 | 11.43 | 11.24 | positive | |
| 11914200 | 979961000 | 11.04 | 11.34 | 10.78 | positive | |
| 18400300 | 1014280000 | 11.44 | 11.6 | 10.67 | negative | |
| 9688630 | 1023170000 | 11.54 | 11.63 | 11.24 | negative | |
| 7629640 | 1012620000 | 11.43 | 11.61 | 11.41 | positive | |
| 5695440 | 1005930000 | 11.35 | 11.48 | 11.34 | positive | |
| 5942960 | 1013400000 | 11.44 | 11.49 | 11.32 | negative | |
| 14139500 | 985277000 | 11.13 | 11.5 | 11.13 | positive | |
| 12897800 | 956944000 | 10.81 | 11.11 | 10.76 | positive | |
| 10172500 | 949793000 | 10.74 | 10.89 | 10.55 | positive | |
| 12852200 | 949969000 | 10.74 | 10.85 | 10.56 | negative | |
| 11648700 | 933975000 | 10.56 | 10.75 | 10.54 | positive | |
| 8042180 | 927415000 | 10.49 | 10.71 | 10.47 | positive | |
| 4689950 | 933087000 | 10.56 | 10.57 | 10.45 | negative | |
| 6580700 | 930688000 | 10.54 | 10.58 | 10.43 | positive | |
| 7189170 | 934404000 | 10.58 | 10.61 | 10.44 | negative | |
| 8465020 | 932575000 | 10.57 | 10.67 | 10.51 | positive | |
| 6751450 | 936769000 | 10.62 | 10.62 | 10.48 | negative | |
| 8327330 | 946083000 | 10.73 | 10.77 | 10.57 | negative | |
| 7267210 | 944159000 | 10.71 | 10.84 | 10.67 | positive | |
| 8678620 | 961463000 | 10.91 | 10.97 | 10.58 | negative | |
| 11937600 | 933405000 | 10.6 | 10.98 | 10.58 | positive | |
| 10992800 | 914696000 | 10.39 | 10.76 | 10.35 | positive | |
| 8347550 | 901484000 | 10.24 | 10.44 | 10.18 | positive | |
| 10788200 | 906079000 | 10.3 | 10.52 | 9.94 | negative | |
| 18391900 | 847981000 | 9.64 | 10.61 | 9.54 | positive | |
| 14937400 | 869126000 | 9.88 | 9.93 | 9.58 | negative | |
| 14837900 | 864037000 | 9.83 | 10.0 | 9.6 | positive | |
| 20085800 | 859971000 | 9.79 | 9.89 | 9.44 | negative | |
| 25066600 | 863241000 | 9.83 | 9.85 | 9.51 | negative | |
| 30453800 | 853638000 | 9.72 | 10.08 | 9.18 | positive | |
| 26823500 | 925320000 | 10.54 | 10.66 | 9.46 | negative | |
| 10879700 | 909897000 | 10.37 | 10.69 | 10.29 | positive | |
| 25718300 | 904682000 | 10.31 | 10.78 | 10.14 | positive | |
| 16676600 | 865667000 | 9.87 | 10.39 | 9.83 | positive | |
| 23153600 | 897636000 | 10.24 | 10.28 | 9.59 | negative | |
| 29471800 | 901249000 | 10.29 | 10.63 | 9.63 | negative | |
| 41557400 | 988599000 | 11.29 | 11.89 | 9.4 | negative | |
| 41051200 | 850115000 | 9.71 | 11.28 | 9.56 | positive | |
| 33625200 | 732988000 | 8.37 | 10.0 | 8.32 | positive | |
| 14579600 | 714900000 | 8.17 | 8.44 | 8.05 | positive | |
| 14731700 | 698149000 | 7.98 | 8.47 | 7.98 | positive | |
| 9066800 | 712662000 | 8.15 | 8.16 | 7.91 | negative | |
| 13909900 | 724528000 | 8.29 | 8.47 | 8.05 | negative | |
| 27543800 | 658674000 | 7.54 | 8.53 | 7.54 | positive | |
| 17453300 | 624359000 | 7.15 | 7.62 | 7.08 | positive | |
| 8778610 | 635260000 | 7.28 | 7.32 | 7.09 | negative | |
| 5836810 | 622439000 | 7.13 | 7.33 | 7.05 | positive | |
| 8671840 | 633792000 | 7.26 | 7.34 | 7.14 | negative | |
| 7626020 | 623759000 | 7.15 | 7.41 | 7.15 | positive | |
| 19613100 | 660546000 | 7.58 | 7.69 | 7.16 | negative | |
| 16376700 | 688380000 | 7.9 | 7.91 | 7.5 | negative | |
| 9393550 | 667625000 | 7.66 | 7.94 | 7.66 | positive | |
| 6313550 | 664772000 | 7.63 | 7.75 | 7.57 | positive | |
| 5894760 | 685054000 | 7.87 | 7.87 | 7.63 | negative | |
| 5890020 | 684028000 | 7.86 | 7.93 | 7.72 | positive | |
| 8502620 | 683357000 | 7.86 | 7.9 | 7.52 | positive | |
| 5178610 | 683399000 | 7.86 | 7.93 | 7.8 | negative | |
| 13184400 | 715861000 | 8.24 | 8.24 | 7.72 | negative | |
| 7337220 | 734382000 | 8.45 | 8.52 | 8.25 | negative | |
| 4486190 | 740099000 | 8.52 | 8.53 | 8.35 | negative | |
| 9119700 | 711348000 | 8.19 | 8.61 | 8.17 | positive | |
| 5545500 | 705363000 | 8.13 | 8.27 | 8.1 | positive | |
| 8108370 | 732173000 | 8.44 | 8.53 | 8.02 | negative | |
| 12916300 | 708468000 | 8.17 | 8.67 | 8.05 | positive | |
| 16042700 | 726878000 | 8.38 | 8.86 | 8.23 | negative | |
| 22229600 | 684258000 | 7.89 | 8.54 | 7.33 | positive | |
| 50671200 | 589548000 | 6.8 | 7.92 | 5.98 | positive | |
| 17344500 | 641820000 | 7.41 | 7.64 | 6.66 | negative | |
| 8450790 | 684258000 | 7.9 | 7.95 | 7.44 | negative | |
| 12112100 | 672138000 | 7.77 | 8.15 | 7.67 | positive | |
| 18579800 | 731520000 | 8.46 | 8.46 | 7.42 | negative | |
| 5882340 | 743882000 | 8.6 | 8.65 | 8.36 | negative | |
| 10626600 | 705040000 | 8.16 | 8.75 | 8.16 | positive | |
| 17000400 | 754307000 | 8.73 | 8.74 | 7.88 | negative | |
| 6046890 | 777311000 | 9.0 | 9.01 | 8.72 | negative | |
| 8707660 | 804085000 | 9.31 | 9.33 | 8.78 | negative | |
| 3505990 | 812795000 | 9.42 | 9.5 | 9.31 | negative | |
| 7669720 | 796268000 | 9.23 | 9.75 | 9.21 | positive | |
| 15987800 | 849229000 | 9.85 | 9.85 | 8.93 | negative | |
| 4812310 | 855265000 | 9.92 | 9.96 | 9.76 | negative | |
| 11284400 | 829616000 | 9.63 | 10.24 | 9.59 | positive | |
| 3663210 | 825381000 | 9.58 | 9.64 | 9.54 | positive | |
| 5173420 | 832050000 | 9.66 | 9.71 | 9.52 | negative | |
| 5186540 | 816380000 | 9.48 | 9.75 | 9.48 | positive | |
| 10816100 | 859571000 | 9.99 | 10.01 | 9.48 | negative | |
| 6984700 | 865393000 | 10.06 | 10.19 | 9.92 | negative | |
| 9533550 | 878610000 | 10.22 | 10.33 | 9.93 | negative | |
| 6557550 | 857223000 | 9.97 | 10.32 | 9.85 | positive | |
| 3573250 | 867755000 | 10.1 | 10.16 | 9.96 | negative | |
| 8227770 | 849342000 | 9.89 | 10.41 | 9.84 | positive | |
| 10052500 | 883780000 | 10.29 | 10.34 | 9.7 | negative | |
| 6056300 | 902479000 | 10.51 | 10.57 | 10.26 | negative | |
| 4253980 | 915940000 | 10.67 | 10.68 | 10.51 | negative | |
| 14606600 | 928063000 | 10.82 | 10.83 | 10.22 | negative | |
| 6258150 | 930345000 | 10.85 | 10.92 | 10.74 | negative | |
| 5992480 | 934536000 | 10.9 | 10.96 | 10.78 | negative | |
| 5688710 | 941729000 | 10.99 | 11.25 | 10.85 | negative | |
| 5502670 | 950213000 | 11.09 | 11.24 | 10.88 | negative | |
| 9958040 | 926129000 | 10.82 | 11.12 | 10.82 | positive | |
| 15228600 | 924097000 | 10.8 | 11.11 | 10.76 | negative | |
| 11691700 | 921691000 | 10.77 | 11.16 | 10.69 | negative | |
| 22901300 | 937123000 | 10.96 | 11.18 | 10.3 | negative | |
| 13393900 | 960008000 | 11.23 | 11.5 | 10.94 | negative | |
| 16694900 | 891164000 | 10.43 | 11.45 | 10.29 | positive | |
| 27070400 | 948271000 | 11.1 | 11.2 | 9.56 | negative | |
| 13971500 | 979916000 | 11.47 | 11.58 | 10.95 | negative | |
| 13255400 | 984361000 | 11.53 | 11.61 | 11.26 | negative | |
| 10221800 | 971440000 | 11.38 | 11.66 | 11.38 | positive | |
| 19316000 | 1020850000 | 11.97 | 11.99 | 11.15 | negative | |
| 5739690 | 1026400000 | 12.04 | 12.1 | 11.91 | negative | |
| 5774660 | 1033970000 | 12.13 | 12.14 | 11.94 | negative | |
| 7583820 | 1037850000 | 12.18 | 12.19 | 11.95 | negative | |
| 5676920 | 1033140000 | 12.13 | 12.21 | 12.02 | positive | |
| 8170760 | 1025620000 | 12.05 | 12.29 | 12.0 | positive | |
| 10576200 | 1071710000 | 12.59 | 12.62 | 11.91 | negative | |
| 18864200 | 1020530000 | 12.0 | 12.93 | 12.0 | positive | |
| 5724440 | 1016710000 | 11.96 | 12.03 | 11.86 | positive | |
| 3617280 | 1018540000 | 11.98 | 12.01 | 11.93 | negative | |
| 4991840 | 1014280000 | 11.94 | 12.0 | 11.78 | positive | |
| 4333510 | 1018390000 | 11.99 | 12.07 | 11.9 | negative | |
| 8665190 | 1011190000 | 11.91 | 12.13 | 11.78 | positive | |
| 9694640 | 1000220000 | 11.78 | 12.07 | 11.71 | positive | |
| 11727700 | 997949000 | 11.76 | 12.16 | 11.75 | positive | |
| 10809200 | 1022860000 | 12.06 | 12.06 | 11.62 | negative | |
| 7208480 | 1035590000 | 12.22 | 12.36 | 11.98 | negative | |
| 11611200 | 1073990000 | 12.67 | 12.69 | 12.05 | negative | |
| 8933050 | 1088570000 | 12.85 | 12.99 | 12.53 | negative | |
| 12044800 | 1102940000 | 13.03 | 13.14 | 12.69 | negative | |
| 9881370 | 1124270000 | 13.28 | 13.35 | 13.04 | negative | |
| 8348280 | 1137980000 | 13.45 | 13.53 | 13.21 | negative | |
| 7458320 | 1116600000 | 13.2 | 13.49 | 13.19 | positive | |
| 4079660 | 1114200000 | 13.18 | 13.3 | 13.14 | positive | |
| 6331160 | 1115690000 | 13.2 | 13.31 | 13.05 | negative | |
| 5950840 | 1104530000 | 13.08 | 13.34 | 13.02 | positive | |
| 5990630 | 1121060000 | 13.28 | 13.34 | 13.07 | negative | |
| 10239000 | 1106330000 | 13.11 | 13.48 | 13.08 | positive | |
| 6831070 | 1085330000 | 12.86 | 13.21 | 12.86 | positive | |
| 7213070 | 1110700000 | 13.17 | 13.17 | 12.74 | negative | |
| 5283440 | 1083510000 | 12.85 | 13.11 | 12.8 | positive | |
| 9824880 | 1122670000 | 13.32 | 13.34 | 12.68 | negative | |
| 9166430 | 1112590000 | 13.21 | 13.45 | 13.1 | positive | |
| 27382800 | 1150650000 | 13.66 | 13.66 | 12.48 | negative | |
| 28645000 | 1214950000 | 14.43 | 14.43 | 13.17 | negative | |
| 31929100 | 1111810000 | 13.21 | 14.43 | 13.12 | positive | |
| 13838800 | 1045870000 | 12.44 | 13.19 | 12.42 | positive | |
| 22433300 | 1066620000 | 12.69 | 12.99 | 12.16 | negative | |
| 7446610 | 1055440000 | 12.56 | 12.76 | 12.44 | positive | |
| 17421500 | 1004740000 | 11.96 | 12.75 | 11.9 | positive | |
| 7309090 | 1002970000 | 11.94 | 12.14 | 11.92 | negative | |
| 5694820 | 999352000 | 11.9 | 12.0 | 11.86 | positive | |
| 11704300 | 997638000 | 11.89 | 12.09 | 11.88 | positive | |
| 7478080 | 976645000 | 11.64 | 11.95 | 11.61 | positive | |
| 8791180 | 1023640000 | 12.21 | 12.21 | 11.59 | negative | |
| 7220300 | 977515000 | 11.66 | 12.22 | 11.54 | positive | |
| 6109200 | 956210000 | 11.41 | 11.68 | 11.39 | positive | |
| 11535000 | 967010000 | 11.55 | 11.7 | 11.25 | negative | |
| 6115050 | 979087000 | 11.69 | 11.73 | 11.52 | negative | |
| 6346330 | 981303000 | 11.73 | 11.73 | 11.47 | negative | |
| 5724100 | 977169000 | 11.68 | 11.81 | 11.59 | positive | |
| 7220550 | 982952000 | 11.75 | 11.79 | 11.47 | negative | |
| 13358800 | 1012580000 | 12.11 | 12.36 | 11.35 | negative | |
| 9368300 | 999757000 | 11.96 | 12.31 | 11.88 | positive | |
| 24051500 | 974844000 | 11.67 | 12.58 | 11.65 | positive | |
| 11073700 | 938406000 | 11.24 | 11.68 | 11.18 | positive | |
| 7221260 | 917474000 | 10.99 | 11.3 | 10.96 | positive | |
| 8130540 | 910698000 | 10.92 | 11.15 | 10.79 | positive | |
| 5303040 | 929690000 | 11.15 | 11.15 | 10.92 | negative | |
| 15108400 | 941585000 | 11.29 | 11.29 | 11.14 | negative | |
| 5857850 | 946092000 | 11.35 | 11.45 | 11.21 | negative | |
| 8552380 | 918977000 | 11.03 | 11.39 | 11.02 | positive | |
| 4423420 | 918039000 | 11.02 | 11.15 | 11.01 | positive | |
| 6489380 | 927065000 | 11.14 | 11.23 | 10.9 | negative | |
| 6588920 | 930708000 | 11.19 | 11.34 | 11.07 | negative | |
| 4355660 | 936015000 | 11.25 | 11.25 | 10.99 | negative | |
| 7443540 | 893814000 | 10.75 | 11.3 | 10.75 | positive | |
| 5390850 | 893156000 | 10.75 | 10.8 | 10.73 | negative | |
| 6935800 | 892903000 | 10.75 | 11.01 | 10.74 | positive | |
| 8833760 | 924591000 | 11.13 | 11.15 | 10.75 | negative | |
| 7051510 | 932162000 | 11.23 | 11.24 | 11.0 | negative | |
| 7500840 | 929558000 | 11.2 | 11.31 | 11.0 | positive | |
| 8680160 | 960855000 | 11.58 | 11.69 | 11.1 | negative | |
| 7539490 | 975999000 | 11.77 | 11.79 | 11.51 | negative | |
| 13690100 | 968865000 | 11.69 | 12.04 | 11.64 | positive | |
| 17505000 | 1005720000 | 12.14 | 12.27 | 11.63 | negative | |
| 28096300 | 1012910000 | 12.23 | 12.46 | 11.98 | negative | |
| 36656600 | 933431000 | 11.27 | 12.45 | 11.2 | positive | |
| 14956700 | 903184000 | 10.91 | 11.33 | 10.86 | positive | |
| 16551000 | 898340000 | 10.86 | 11.09 | 10.78 | positive | |
| 16712600 | 902752000 | 10.92 | 10.94 | 10.29 | negative | |
| 15487900 | 910856000 | 11.02 | 11.18 | 10.76 | negative | |
| 38151400 | 851992000 | 10.31 | 11.29 | 10.16 | positive | |
| 53979400 | 733204000 | 8.88 | 10.42 | 8.88 | positive | |
| 88803300 | 903978000 | 10.95 | 11.14 | 8.2 | negative | |
| 23999500 | 981735000 | 11.89 | 12.01 | 10.94 | negative | |
| 25441400 | 1026310000 | 12.44 | 12.51 | 11.55 | negative | |
| 9047810 | 1055410000 | 12.8 | 12.8 | 12.46 | negative | |
| 14082300 | 1058220000 | 12.84 | 12.87 | 12.55 | negative | |
| 24603900 | 1069560000 | 12.98 | 12.99 | 12.49 | negative | |
| 58278800 | 992645000 | 12.05 | 13.31 | 11.84 | positive | |
| 94428800 | 1137660000 | 13.82 | 13.85 | 11.73 | negative | |
| 36673800 | 1048920000 | 12.74 | 13.86 | 12.68 | positive | |
| 77750800 | 1176250000 | 14.3 | 14.44 | 12.32 | negative | |
| 32489700 | 1206190000 | 14.67 | 14.9 | 14.05 | negative | |
| 74779500 | 1040640000 | 12.66 | 14.81 | 12.54 | positive | |
| 24636900 | 1024000000 | 12.46 | 12.71 | 11.99 | positive | |
| 60226100 | 952143000 | 11.59 | 12.99 | 11.57 | positive | |
| 21730000 | 907135000 | 11.05 | 12.01 | 11.01 | positive | |
| 15931900 | 917151000 | 11.17 | 11.61 | 10.95 | negative | |
| 17921600 | 953762000 | 11.62 | 11.67 | 11.01 | negative | |
| 10445700 | 977658000 | 11.92 | 11.94 | 11.59 | negative | |
| 26838900 | 942817000 | 11.5 | 12.43 | 11.49 | positive | |
| 23621900 | 868509000 | 10.6 | 11.68 | 10.6 | positive | |
| 6715660 | 860770000 | 10.51 | 10.59 | 10.4 | negative | |
| 11127700 | 855555000 | 10.45 | 10.76 | 10.43 | positive | |
| 13098000 | 895670000 | 10.94 | 11.01 | 10.26 | negative | |
| 5479240 | 896899000 | 10.96 | 11.01 | 10.78 | negative | |
| 17254800 | 933946000 | 11.42 | 11.46 | 10.73 | negative | |
| 20039800 | 827090000 | 10.12 | 11.52 | 9.96 | positive | |
| 15407200 | 861144000 | 10.54 | 10.57 | 9.8 | negative | |
| 18137300 | 864063000 | 10.58 | 11.11 | 10.28 | negative | |
| 45526900 | 935730000 | 11.46 | 11.52 | 9.58 | negative | |
| 12943500 | 954849000 | 11.7 | 11.88 | 11.39 | negative | |
| 10588700 | 989132000 | 12.12 | 12.15 | 11.59 | negative | |
| 8987070 | 996510000 | 12.22 | 12.22 | 11.95 | negative | |
| 17236500 | 1014220000 | 12.44 | 12.49 | 11.73 | negative | |
| 15801300 | 1027260000 | 12.6 | 12.74 | 12.25 | negative | |
| 26982800 | 991926000 | 12.17 | 13.04 | 11.69 | positive | |
| 43436600 | 1134340000 | 13.93 | 13.98 | 11.72 | negative | |
| 10994700 | 1124170000 | 13.81 | 14.12 | 13.75 | positive | |
| 14747600 | 1160590000 | 14.26 | 14.37 | 13.66 | negative | |
| 15383100 | 1163530000 | 14.3 | 14.58 | 14.02 | negative | |
| 33332900 | 1112590000 | 13.68 | 14.57 | 13.22 | positive | |
| 30806400 | 1074240000 | 13.22 | 13.79 | 12.56 | positive | |
| 96994100 | 1072510000 | 13.2 | 15.79 | 13.1 | negative | |
| 69245600 | 960014000 | 11.82 | 13.42 | 11.29 | positive | |
| 58143600 | 993503000 | 12.24 | 12.45 | 10.52 | negative | |
| 69783600 | 906292000 | 11.17 | 13.18 | 10.64 | positive | |
| 133937000 | 1247530000 | 15.38 | 15.38 | 9.96 | negative | |
| 199408000 | 1674540000 | 20.65 | 21.52 | 13.57 | negative | |
| 38531000 | 1488420000 | 18.36 | 20.83 | 18.36 | positive | |
| 19393400 | 1531790000 | 18.91 | 18.91 | 17.71 | negative | |
| 64412200 | 1426500000 | 17.61 | 19.27 | 17.3 | positive | |
| 38023400 | 1276930000 | 15.77 | 17.64 | 15.72 | positive | |
| 38210300 | 1148070000 | 14.19 | 15.9 | 14.19 | positive | |
| 12176500 | 1125180000 | 13.91 | 14.19 | 13.72 | positive | |
| 11312900 | 1162500000 | 14.38 | 14.43 | 13.82 | negative | |
| 8256830 | 1166450000 | 14.43 | 14.57 | 14.34 | negative | |
| 16941800 | 1172230000 | 14.51 | 14.78 | 14.28 | negative | |
| 21421600 | 1126330000 | 13.95 | 14.51 | 13.81 | positive | |
| 8720400 | 1130350000 | 14.0 | 14.06 | 13.73 | negative | |
| 11088400 | 1110690000 | 13.76 | 14.07 | 13.57 | positive | |
| 15792400 | 1118460000 | 13.86 | 13.95 | 13.42 | negative | |
| 22981500 | 1108220000 | 13.74 | 13.87 | 13.25 | positive | |
| 10477200 | 1127830000 | 13.99 | 14.05 | 13.63 | negative | |
| 22471300 | 1136900000 | 14.11 | 14.32 | 13.44 | negative | |
| 42433400 | 1026410000 | 12.74 | 14.27 | 12.64 | positive | |
| 14733800 | 992329000 | 12.33 | 12.88 | 12.27 | positive | |
| 28598400 | 974784000 | 12.11 | 12.69 | 11.78 | positive | |
| 47274800 | 911724000 | 11.33 | 12.36 | 10.37 | positive | |
| 57496400 | 996293000 | 12.39 | 12.39 | 10.5 | negative | |
| 20764000 | 1006080000 | 12.52 | 12.99 | 12.06 | negative | |
| 27444700 | 1027940000 | 12.79 | 12.9 | 11.77 | negative | |
| 41560600 | 1068670000 | 13.31 | 13.77 | 12.01 | negative | |
| 23842800 | 1146470000 | 14.28 | 14.49 | 13.19 | negative | |
| 17938900 | 1126810000 | 14.04 | 14.35 | 13.77 | positive | |
| 24648400 | 1098220000 | 13.69 | 14.05 | 13.12 | positive | |
| 50544100 | 1191080000 | 14.85 | 15.05 | 13.38 | negative | |
| 53757500 | 1085570000 | 13.54 | 14.87 | 13.34 | positive | |
| 65389900 | 975878000 | 12.18 | 14.26 | 12.18 | positive | |
| 37198700 | 896505000 | 11.19 | 12.49 | 11.15 | positive | |
| 29079900 | 798116000 | 9.97 | 11.44 | 9.97 | positive | |
| 9218400 | 819399000 | 10.24 | 10.44 | 9.93 | negative | |
| 18808000 | 840395000 | 10.51 | 10.62 | 9.81 | negative | |
| 31276900 | 804647000 | 10.06 | 11.05 | 10.02 | positive | |
| 24137700 | 798952000 | 10.0 | 10.51 | 9.86 | positive | |
| 15267500 | 753600000 | 9.43 | 10.01 | 9.39 | positive | |
| 9321790 | 741417000 | 9.28 | 9.48 | 9.26 | positive | |
| 13085300 | 758000000 | 9.49 | 9.64 | 9.2 | negative | |
| 15031000 | 748030000 | 9.37 | 9.6 | 8.93 | positive | |
| 10806500 | 743166000 | 9.32 | 9.48 | 9.21 | positive | |
| 21510600 | 782261000 | 9.81 | 9.95 | 9.04 | negative | |
| 18296200 | 749038000 | 9.4 | 10.05 | 9.29 | positive | |
| 17622400 | 747638000 | 9.38 | 10.03 | 9.27 | positive | |
| 21463900 | 809644000 | 10.17 | 10.17 | 9.28 | negative | |
| 41019200 | 708137000 | 8.89 | 10.32 | 8.85 | positive | |
| 16713800 | 698377000 | 8.78 | 9.01 | 8.43 | positive | |
| 36573300 | 592992000 | 7.45 | 9.37 | 7.45 | positive | |
| 8762080 | 573124000 | 7.21 | 7.73 | 7.17 | positive | |
| 11576000 | 615316000 | 7.74 | 7.91 | 7.17 | negative | |
| 19254500 | 587076000 | 7.39 | 7.97 | 7.32 | positive | |
| 17667300 | 597819000 | 7.53 | 7.55 | 7.06 | negative | |
| 18239900 | 635784000 | 8.01 | 8.09 | 7.24 | negative | |
| 10786400 | 658203000 | 8.29 | 8.47 | 7.96 | negative | |
| 14565200 | 618147000 | 7.79 | 8.55 | 7.74 | positive | |
| 13309300 | 646298000 | 8.15 | 8.27 | 7.67 | negative | |
| 13355400 | 670104000 | 8.45 | 8.72 | 7.96 | negative | |
| 15634700 | 688434000 | 8.69 | 8.83 | 8.31 | negative | |
| 12899100 | 718825000 | 9.08 | 9.31 | 8.6 | negative | |
| 21084100 | 738916000 | 9.33 | 9.51 | 8.5 | negative | |
| 24619600 | 682467000 | 8.62 | 9.7 | 8.56 | positive | |
| 9888460 | 651554000 | 8.24 | 8.65 | 8.11 | positive | |
| 12179000 | 663169000 | 8.39 | 8.62 | 8.1 | negative | |
| 13590700 | 638330000 | 8.08 | 8.76 | 8.02 | positive | |
| 31403300 | 587994000 | 7.44 | 8.72 | 7.07 | positive | |
| 23190100 | 682395000 | 8.64 | 8.64 | 7.15 | negative | |
| 15138100 | 706074000 | 8.94 | 8.95 | 8.0 | negative | |
| 42613400 | 722133000 | 9.15 | 9.22 | 7.46 | negative | |
| 16194800 | 764797000 | 9.69 | 10.09 | 9.07 | negative | |
| 14660600 | 794705000 | 10.08 | 10.39 | 9.66 | negative | |
| 13464500 | 843091000 | 10.7 | 10.81 | 9.95 | negative | |
| 16997100 | 823420000 | 10.45 | 10.97 | 10.28 | positive | |
| 20557300 | 883170000 | 11.21 | 11.21 | 10.13 | negative | |
| 9599070 | 914560000 | 11.62 | 11.62 | 11.02 | negative | |
| 5580550 | 915175000 | 11.63 | 11.71 | 11.51 | negative | |
| 8682620 | 914995000 | 11.63 | 11.69 | 11.4 | negative | |
| 11373100 | 896537000 | 11.4 | 11.85 | 11.4 | positive | |
| 14966700 | 936992000 | 11.92 | 12.01 | 11.32 | negative | |
| 19351200 | 911902000 | 11.61 | 12.18 | 11.47 | positive | |
| 17684200 | 923114000 | 11.75 | 11.91 | 11.35 | negative | |
| 23188300 | 819007000 | 10.43 | 11.86 | 10.41 | positive | |
| 16744800 | 862211000 | 10.99 | 11.05 | 10.11 | negative | |
| 9425480 | 844742000 | 10.77 | 11.18 | 10.59 | positive | |
| 13782000 | 883012000 | 11.26 | 11.37 | 10.53 | negative | |
| 26081800 | 975295000 | 12.44 | 12.5 | 10.8 | negative | |
| 19353200 | 887595000 | 11.33 | 12.43 | 11.24 | positive | |
| 19730300 | 929610000 | 11.88 | 12.03 | 11.18 | negative | |
| 28572600 | 805997000 | 10.3 | 12.01 | 10.16 | positive | |
| 17651100 | 822297000 | 10.52 | 10.9 | 9.57 | negative | |
| 26735700 | 875689000 | 11.2 | 11.2 | 9.78 | negative | |
| 53956800 | 867949000 | 11.11 | 11.18 | 8.52 | negative | |
| 41650600 | 977389000 | 12.56 | 12.64 | 10.44 | negative | |
| 24335500 | 1013020000 | 13.02 | 13.73 | 12.5 | negative | |
| 28404500 | 1011090000 | 13.0 | 13.2 | 12.05 | positive | |
| 58385100 | 1128180000 | 14.51 | 15.01 | 11.58 | negative | |
| 43915100 | 1049930000 | 13.51 | 15.26 | 13.47 | positive | |
| 48957300 | 864733000 | 11.13 | 13.53 | 11.09 | positive | |
| 21002700 | 871511000 | 11.22 | 11.6 | 10.39 | negative | |
| 26851500 | 922452000 | 11.88 | 12.24 | 10.99 | negative | |
| 27540500 | 760017000 | 9.79 | 12.05 | 9.67 | positive | |
| 25524300 | 743456000 | 9.58 | 10.17 | 8.82 | positive | |
| 34085100 | 886447000 | 11.43 | 11.65 | 9.31 | negative | |
| 39112000 | 868736000 | 11.2 | 11.84 | 9.99 | positive | |
| 56439600 | 803827000 | 10.37 | 12.27 | 9.97 | positive | |
| 35520100 | 716027000 | 9.24 | 10.41 | 8.48 | positive | |
| 40314900 | 653959000 | 8.44 | 10.1 | 8.33 | positive | |
| 29130200 | 591078000 | 7.63 | 8.75 | 7.37 | positive | |
| 23098100 | 489188000 | 6.32 | 7.91 | 6.31 | positive | |
| 7648020 | 499587000 | 6.46 | 6.61 | 6.05 | negative | |
| 9851660 | 495545000 | 6.41 | 6.62 | 6.24 | positive | |
| 8903210 | 461169000 | 5.96 | 6.53 | 5.92 | positive | |
| 9526860 | 466797000 | 6.04 | 6.27 | 5.74 | negative | |
| 21471800 | 478149000 | 6.19 | 6.65 | 5.55 | negative | |
| 11426500 | 432977000 | 5.6 | 6.24 | 5.51 | positive | |
| 13380600 | 439084000 | 5.68 | 5.95 | 5.39 | negative | |
| 15056200 | 360185000 | 4.66 | 5.65 | 4.64 | positive | |
| 6413550 | 336572000 | 4.36 | 4.71 | 4.23 | positive | |
| 8631090 | 361281000 | 4.68 | 4.75 | 4.13 | negative | |
| 7666320 | 338222000 | 4.38 | 4.79 | 4.27 | positive | |
| 17054000 | 291068000 | 3.77 | 4.77 | 3.42 | positive | |
| 15451000 | 330635000 | 4.29 | 4.77 | 3.5 | negative | |
| 15889100 | 410605000 | 5.33 | 5.47 | 4.03 | negative | |
| 13934200 | 410643000 | 5.33 | 5.89 | 5.02 | negative | |
| 11226500 | 416193000 | 5.4 | 5.47 | 4.45 | negative | |
| 24218800 | 437667000 | 5.69 | 5.72 | 4.19 | negative | |
| 23360800 | 457618000 | 5.95 | 6.58 | 5.07 | negative | |
| 26408200 | 345964000 | 4.5 | 6.29 | 4.34 | positive | |
| 28640400 | 307684000 | 4.0 | 4.86 | 3.78 | positive | |
| 17954000 | 244110000 | 3.17 | 4.04 | 3.17 | positive | |
| 9725690 | 228504000 | 2.97 | 3.27 | 2.88 | positive | |
| 7007060 | 194884000 | 2.54 | 3.06 | 2.54 | positive | |
| 1921240 | 194621000 | 2.53 | 2.56 | 2.47 | negative | |
| 2636700 | 197363000 | 2.57 | 2.61 | 2.47 | negative | |
| 3552320 | 194126000 | 2.53 | 2.63 | 2.44 | positive | |
| 3987750 | 186609000 | 2.43 | 2.54 | 2.34 | positive | |
| 3451270 | 169923000 | 2.22 | 2.45 | 2.16 | positive | |
| 3994100 | 177881000 | 2.32 | 2.32 | 2.12 | negative | |
| 5847500 | 187289000 | 2.44 | 2.53 | 2.19 | negative | |
| 3725080 | 192176000 | 2.51 | 2.61 | 2.4 | negative | |
| 6662340 | 194815000 | 2.54 | 2.61 | 2.3 | negative | |
| 4903850 | 184294000 | 2.41 | 2.68 | 2.34 | positive | |
| 6961080 | 172061000 | 2.25 | 2.59 | 2.19 | positive | |
| 13939200 | 193838000 | 2.53 | 2.84 | 1.99 | negative | |
| 10739300 | 164313000 | 2.15 | 2.66 | 2.06 | positive | |
| 9669770 | 145358000 | 1.9 | 2.3 | 1.9 | positive | |
| 7370980 | 115002000 | 1.5 | 2.03 | 1.5 | positive | |
| 1567240 | 118244000 | 1.55 | 1.58 | 1.47 | negative | |
| 1614960 | 117111000 | 1.53 | 1.59 | 1.49 | positive | |
| 2933220 | 104124000 | 1.36 | 1.62 | 1.35 | positive | |
| 2446740 | 108628000 | 1.42 | 1.46 | 1.31 | negative | |
| 4278930 | 101699000 | 1.33 | 1.54 | 1.32 | positive | |
| 1171150 | 93207300 | 1.22 | 1.33 | 1.21 | positive | |
| 2462630 | 93099400 | 1.22 | 1.31 | 1.17 | negative | |
| 3910550 | 90321700 | 1.18 | 1.32 | 1.14 | positive | |
| 751961 | 85539300 | 1.12 | 1.19 | 1.1 | positive | |
| 1005910 | 86530000 | 1.14 | 1.15 | 1.08 | negative | |
| 2898760 | 81217300 | 1.07 | 1.28 | 1.05 | positive | |
| 1011920 | 76096500 | 0.999216 | 1.07 | 0.999216 | positive | |
| 390888 | 75031200 | 0.985557 | 1.0 | 0.975099 | positive | |
| 226281 | 75001800 | 0.985501 | 0.992345 | 0.9736 | positive | |
| 545600 | 71724000 | 0.942752 | 0.991825 | 0.939715 | positive | |
| 647462 | 72692900 | 0.955801 | 0.974623 | 0.93583 | negative | |
| 308791 | 72229700 | 0.950028 | 0.960659 | 0.935708 | positive | |
| 219833 | 72442400 | 0.953147 | 0.970597 | 0.946543 | negative | |
| 346245 | 73853900 | 0.972045 | 0.976438 | 0.929835 | negative | |
| 407632 | 71275900 | 0.93843 | 0.991362 | 0.934313 | positive | |
| 255504 | 71933100 | 0.947401 | 0.969637 | 0.93656 | negative | |
| 206062 | 70870900 | 0.933712 | 0.954822 | 0.931442 | positive | |
| 663994 | 69207400 | 0.912098 | 0.975414 | 0.910277 | positive | |
| 604078 | 66314200 | 0.874258 | 0.941099 | 0.866647 | positive | |
| 215742 | 63985600 | 0.843835 | 0.873054 | 0.833232 | positive | |
| 235134 | 64913200 | 0.856356 | 0.872394 | 0.832932 | negative | |
| 164565 | 64650000 | 0.853166 | 0.861538 | 0.841151 | positive | |
| 425282 | 65961900 | 0.870766 | 0.897453 | 0.838314 | negative | |
| 187114 | 65275400 | 0.861993 | 0.882556 | 0.861993 | positive | |
| 354646 | 65060000 | 0.859433 | 0.882818 | 0.8476 | positive | |
| 334993 | 65215800 | 0.861782 | 0.88294 | 0.856065 | negative | |
| 454249 | 67704600 | 0.894973 | 0.909526 | 0.862059 | negative | |
| 549113 | 68521200 | 0.906065 | 0.91739 | 0.891182 | negative | |
| 472164 | 68663100 | 0.90824 | 0.943185 | 0.899441 | negative | |
| 343535 | 69644200 | 0.921524 | 0.925874 | 0.888916 | negative | |
| 300787 | 70890600 | 0.938327 | 0.939493 | 0.908081 | negative | |
| 640765 | 74999300 | 0.993043 | 0.997611 | 0.911807 | negative | |
| 320767 | 76791600 | 1.02 | 1.02 | 0.974927 | negative | |
| 578618 | 74764100 | 0.990589 | 1.03 | 0.98224 | positive | |
| 563436 | 72176400 | 0.95662 | 1.01 | 0.950178 | positive | |
| 273614 | 73276400 | 0.971538 | 0.989394 | 0.937438 | negative | |
| 1376280 | 70210000 | 0.931196 | 1.05 | 0.928546 | positive | |
| 801072 | 63312400 | 0.839995 | 0.929762 | 0.819789 | positive | |
| 369589 | 59945000 | 0.79559 | 0.86159 | 0.787291 | positive | |
| 624221 | 62098400 | 0.824454 | 0.824454 | 0.770488 | negative | |
| 445903 | 60690400 | 0.806024 | 0.823645 | 0.782328 | positive | |
| 520409 | 62950900 | 0.836322 | 0.850791 | 0.78765 | negative | |
| 443608 | 65194900 | 0.866417 | 0.882436 | 0.833115 | negative | |
| 232743 | 63276000 | 0.841195 | 0.872821 | 0.824444 | positive | |
| 241278 | 61065700 | 0.812082 | 0.859575 | 0.802373 | positive | |
| 539969 | 61530500 | 0.818546 | 0.837664 | 0.785086 | negative | |
| 506307 | 65615700 | 0.873171 | 0.878017 | 0.818924 | negative | |
| 652857 | 65980000 | 0.878316 | 0.886736 | 0.853937 | negative | |
| 784439 | 66080400 | 0.879951 | 0.895054 | 0.847696 | negative | |
| 448358 | 68625100 | 0.914144 | 0.914153 | 0.860533 | negative | |
| 462464 | 65147000 | 0.868102 | 0.929293 | 0.862122 | positive | |
| 403813 | 66174600 | 0.8821 | 0.900051 | 0.860695 | negative | |
| 947473 | 64740900 | 0.863273 | 0.903643 | 0.80436 | positive | |
| 622991 | 67010200 | 0.893827 | 0.899493 | 0.851106 | negative | |
| 524195 | 70931100 | 0.946442 | 0.948055 | 0.895931 | negative | |
| 441875 | 72484200 | 0.967493 | 0.969057 | 0.93387 | negative | |
| 372173 | 73378800 | 0.979765 | 0.984132 | 0.958982 | negative | |
| 455976 | 69535300 | 0.928758 | 0.978743 | 0.92094 | positive | |
| 614335 | 71532500 | 0.955735 | 0.955735 | 0.898576 | negative | |
| 443528 | 73976100 | 0.988713 | 1.01 | 0.937498 | negative | |
| 681104 | 74287700 | 0.993214 | 1.01 | 0.940516 | positive | |
| 1145440 | 69157900 | 0.924948 | 1.03 | 0.905794 | positive | |
| 620945 | 67730700 | 0.906166 | 0.944732 | 0.891971 | positive | |
| 411848 | 66590200 | 0.891217 | 0.921516 | 0.874957 | positive | |
| 372514 | 67631900 | 0.905469 | 0.906113 | 0.876908 | negative | |
| 543671 | 67777000 | 0.907722 | 0.917309 | 0.846023 | negative | |
| 806156 | 59448700 | 0.796455 | 0.913919 | 0.76351 | positive | |
| 1278580 | 70236200 | 0.941296 | 0.945278 | 0.729775 | negative | |
| 854581 | 74685300 | 1.0 | 1.05 | 0.920968 | negative | |
| 2045290 | 76991800 | 1.03 | 1.11 | 0.945263 | negative | |
| 1021460 | 68254300 | 0.915661 | 1.03 | 0.915661 | positive | |
| 890187 | 68833200 | 0.923732 | 0.943787 | 0.863539 | positive | |
| 913666 | 67397100 | 0.904772 | 0.989848 | 0.852929 | positive | |
| 1179840 | 67070700 | 0.900699 | 0.991259 | 0.860382 | negative | |
| 3060340 | 75232400 | 1.01 | 1.04 | 0.725665 | negative | |
| 1907690 | 74010000 | 0.994568 | 1.07 | 0.936615 | positive | |
| 1145200 | 78701400 | 1.06 | 1.1 | 0.953647 | negative | |
| 588913 | 68477200 | 0.920847 | 1.08 | 0.899082 | positive | |
| 673892 | 77800300 | 1.05 | 1.06 | 0.900171 | negative | |
| 2429200 | 89857400 | 1.21 | 1.35 | 0.96816 | negative | |
| 2279240 | 74675600 | 1.01 | 1.21 | 0.947374 | positive | |
| 2373050 | 64676600 | 0.870938 | 1.06 | 0.807857 | positive | |
| 1846370 | 52624300 | 0.70889 | 0.898172 | 0.70889 | positive | |
| 1089120 | 45991300 | 0.619743 | 0.757517 | 0.597098 | positive | |
| 635384 | 41781300 | 0.563207 | 0.688192 | 0.561383 | positive | |
| 258356 | 40022100 | 0.539681 | 0.577396 | 0.518688 | positive | |
| 878822 | 41986400 | 0.56637 | 0.611743 | 0.504284 | negative | |
| 924822 | 32977300 | 0.444988 | 0.619466 | 0.420991 | positive | |
| 609085 | 31973600 | 0.431589 | 0.482988 | 0.420897 | positive | |
| 383921 | 36261200 | 0.489629 | 0.501898 | 0.431648 | negative | |
| 243742 | 38321300 | 0.517621 | 0.521546 | 0.480994 | negative | |
| 133690 | 40550400 | 0.547913 | 0.552234 | 0.512861 | negative | |
| 313860 | 39515900 | 0.534117 | 0.56346 | 0.526961 | positive | |
| 249891 | 41608900 | 0.562593 | 0.568861 | 0.522533 | negative | |
| 371022 | 38688300 | 0.523278 | 0.572714 | 0.51473 | positive | |
| 971664 | 45250600 | 0.61224 | 0.61224 | 0.483974 | negative | |
| 303044 | 46395200 | 0.627943 | 0.63024 | 0.599214 | negative | |
| 109567 | 46864200 | 0.634515 | 0.657789 | 0.62603 | negative | |
| 102128 | 46327500 | 0.627461 | 0.639506 | 0.618335 | positive | |
| 141555 | 47325200 | 0.641187 | 0.649022 | 0.624374 | negative | |
| 386420 | 48334900 | 0.655084 | 0.692296 | 0.632116 | negative | |
| 310266 | 44955900 | 0.609501 | 0.633138 | 0.591971 | positive | |
| 218327 | 47964700 | 0.650515 | 0.656301 | 0.602423 | negative | |
| 262674 | 45863300 | 0.622218 | 0.653944 | 0.60623 | positive | |
| 234263 | 49131600 | 0.666784 | 0.674438 | 0.62445 | negative | |
| 103497 | 50556000 | 0.686343 | 0.693126 | 0.660716 | negative | |
| 163326 | 49981900 | 0.678783 | 0.709204 | 0.675482 | positive | |
| 219318 | 50328700 | 0.683732 | 0.69112 | 0.654605 | negative | |
| 596084 | 54032300 | 0.734307 | 0.734307 | 0.655906 | negative | |
| 619926 | 48636600 | 0.661192 | 0.746722 | 0.635861 | positive | |
| 913992 | 42607700 | 0.579414 | 0.67583 | 0.558346 | positive | |
| 1320890 | 53201800 | 0.723715 | 0.725677 | 0.557062 | negative | |
| 413801 | 58149600 | 0.791277 | 0.791277 | 0.719169 | negative | |
| 369620 | 54188900 | 0.73763 | 0.787544 | 0.709328 | positive | |
| 903457 | 60221400 | 0.820031 | 0.825665 | 0.712745 | negative | |
| 842505 | 65836400 | 0.896796 | 0.908571 | 0.79346 | negative | |
| 200541 | 66309600 | 0.90356 | 0.90891 | 0.885136 | negative | |
| 487914 | 67444200 | 0.919337 | 0.919337 | 0.865225 | negative | |
| 424039 | 69045900 | 0.941496 | 0.957326 | 0.878301 | negative | |
| 508314 | 64600000 | 0.881191 | 0.947741 | 0.873205 | positive | |
| 386988 | 62262700 | 0.849603 | 0.911883 | 0.833784 | positive | |
| 484622 | 64071300 | 0.874574 | 0.888102 | 0.833908 | negative | |
| 897940 | 66415200 | 0.906865 | 0.909204 | 0.831132 | negative | |
| 615593 | 68963300 | 0.941977 | 0.952698 | 0.901639 | negative | |
| 703390 | 64052400 | 0.875189 | 1.05 | 0.875189 | positive | |
| 741085 | 68814400 | 0.940566 | 0.949387 | 0.87176 | negative | |
| 644138 | 76193600 | 1.04 | 1.04 | 0.902832 | negative | |
| 772430 | 72179000 | 0.987228 | 1.11 | 0.96978 | positive | |
| 1942600 | 85144300 | 1.16 | 1.17 | 0.940675 | negative | |
| 662782 | 88230500 | 1.21 | 1.22 | 1.14 | negative | |
| 366748 | 90518300 | 1.24 | 1.26 | 1.2 | negative | |
| 427892 | 91020700 | 1.25 | 1.28 | 1.23 | negative | |
| 489014 | 94585300 | 1.3 | 1.31 | 1.24 | negative | |
| 491968 | 97625500 | 1.34 | 1.37 | 1.29 | negative | |
| 448453 | 93402300 | 1.28 | 1.34 | 1.27 | positive | |
| 474391 | 92234100 | 1.26 | 1.3 | 1.24 | positive | |
| 702991 | 94418700 | 1.3 | 1.31 | 1.21 | negative | |
| 883769 | 98504600 | 1.35 | 1.35 | 1.26 | negative | |
| 778862 | 98617200 | 1.35 | 1.39 | 1.34 | negative | |
| 1447180 | 96251000 | 1.32 | 1.4 | 1.2 | positive | |
| 1337650 | 86145900 | 1.18 | 1.37 | 1.17 | positive | |
| 375377 | 86887600 | 1.19 | 1.21 | 1.15 | negative | |
| 721872 | 83521700 | 1.15 | 1.21 | 1.12 | positive | |
| 686662 | 85106100 | 1.17 | 1.19 | 1.14 | negative | |
| 1056750 | 82384400 | 1.13 | 1.2 | 1.06 | positive | |
| 1307180 | 89321900 | 1.23 | 1.24 | 1.13 | negative | |
| 924920 | 97791600 | 1.35 | 1.36 | 1.23 | negative | |
| 1589300 | 99894500 | 1.38 | 1.41 | 1.3 | negative | |
| 948310 | 101404000 | 1.4 | 1.48 | 1.35 | negative | |
| 2020970 | 107266000 | 1.48 | 1.56 | 1.35 | negative | |
| 2843760 | 90809000 | 1.25 | 1.53 | 1.25 | positive | |
| 1486240 | 84663900 | 1.17 | 1.32 | 1.17 | positive | |
| 1485680 | 88143200 | 1.22 | 1.33 | 1.09 | negative | |
| 1942830 | 95819700 | 1.58 | 1.58 | 1.19 | negative | |
| 3550790 | 102028000 | 1.68 | 1.7 | 1.09 | negative | |
| 2554360 | 109160000 | 1.8 | 1.88 | 1.57 | negative | |
| 4637030 | 109594000 | 1.81 | 2.26 | 1.75 | positive | |
| 4068680 | 73935400 | 1.22 | 1.97 | 1.17 | positive | |
| 2150620 | 64018400 | 1.06 | 1.29 | 0.883608 | positive | |
| 1463100 | 42796500 | 0.708087 | 1.13 | 0.663235 | positive | |
| 405283 | 43130000 | 0.713989 | 0.729854 | 0.636546 | negative | |
| 532170 | 42637600 | 0.706136 | 0.87981 | 0.629191 | negative | |
| 674188 | 167911000 | 2.79 | 2.8 | 0.714725 | negative |
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