Final commit for the exercise 8

This commit is contained in:
Dominik Strzako 2021-05-16 15:12:06 +02:00
parent 3cfbb7e703
commit b2447b18df
95 changed files with 1550 additions and 193 deletions

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@ -14,11 +14,11 @@ import mlflow
with mlflow.start_run():
batch_param = int(sys.argv[1]) if len(sys.argv) > 1 else 16
epoch_param = int(sys.argv[2]) if len(sys.argv) > 2 else 5
batch_param = 16 #int(sys.argv[1]) if len(sys.argv) > 1 else 16
epoch_param = 15 #int(sys.argv[2]) if len(sys.argv) > 2 else 15
#mlflow.log_param("batch_size: ", batch_param)
#mlflow.log_param("epochs: ", epoch_param)
mlflow.log_param("batch_size", batch_param)
mlflow.log_param("epochs", epoch_param)
wine=pd.read_csv('train.csv')
@ -66,4 +66,4 @@ with mlflow.start_run():
results = accuracy_score(yenc,y_pred)
#mlflow.log_metric("Accuracy: ", results)
mlflow.log_metric("Accuracy", results)

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LOCAL

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test.csv Normal file
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fixed acidity,volatile acidity,citric acid,residual sugar,chlorides,free sulfur dioxide,total sulfur dioxide,density,pH,sulphates,alcohol,quality
8.8,0.41,0.64,2.2,0.09300000000000001,9.0,42.0,0.9986,3.54,0.66,10.5,5
6.9,0.54,0.3,2.2,0.08800000000000001,9.0,105.0,0.99725,3.25,1.18,10.5,6
7.8,0.76,0.04,2.3,0.092,15.0,54.0,0.997,3.26,0.65,9.8,5
10.1,0.31,0.35,1.6,0.075,9.0,28.0,0.99672,3.24,0.83,11.2,7
8.7,0.82,0.02,1.2,0.07,36.0,48.0,0.9952,3.2,0.58,9.8,5
9.0,0.785,0.24,1.7,0.078,10.0,21.0,0.99692,3.29,0.67,10.0,5
10.3,0.27,0.24,2.1,0.07200000000000001,15.0,33.0,0.9956,3.22,0.66,12.8,6
8.2,0.24,0.34,5.1,0.062,8.0,22.0,0.9974,3.22,0.94,10.9,6
6.8,0.775,0.0,3.0,0.102,8.0,23.0,0.9965,3.45,0.56,10.7,5
10.2,0.33,0.46,1.9,0.081,6.0,9.0,0.9962799999999999,3.1,0.48,10.4,6
7.7,0.41,0.76,1.8,0.611,8.0,45.0,0.9968,3.06,1.26,9.4,5
11.3,0.36,0.66,2.4,0.12300000000000001,3.0,8.0,0.9964200000000001,3.2,0.53,11.9,6
7.2,0.695,0.13,2.0,0.076,12.0,20.0,0.99546,3.29,0.54,10.1,5
10.5,0.36,0.47,2.2,0.07400000000000001,9.0,23.0,0.9963799999999999,3.23,0.76,12.0,6
9.2,0.92,0.24,2.6,0.087,12.0,93.0,0.9998,3.48,0.54,9.8,5
8.0,0.83,0.27,2.0,0.08,11.0,63.0,0.9965200000000001,3.29,0.48,9.8,4
7.2,0.73,0.02,2.5,0.076,16.0,42.0,0.9972,3.44,0.52,9.3,5
7.4,0.635,0.1,2.4,0.08,16.0,33.0,0.99736,3.58,0.69,10.8,7
7.6,0.43,0.4,2.7,0.08199999999999999,6.0,11.0,0.9953799999999999,3.44,0.54,12.2,6
8.7,0.31,0.46,1.4,0.059000000000000004,11.0,25.0,0.9966,3.36,0.76,10.1,6
8.2,0.4,0.31,1.9,0.08199999999999999,8.0,24.0,0.996,3.24,0.69,10.6,6
8.4,0.29,0.4,1.7,0.067,8.0,20.0,0.99603,3.39,0.6,10.5,5
5.9,0.395,0.13,2.4,0.055999999999999994,14.0,28.0,0.9936200000000001,3.62,0.67,12.4,6
9.3,0.37,0.44,1.6,0.038,21.0,42.0,0.99526,3.24,0.81,10.8,7
7.9,0.43,0.21,1.6,0.106,10.0,37.0,0.9966,3.17,0.91,9.5,5
10.6,0.31,0.49,2.2,0.063,18.0,40.0,0.9976,3.14,0.51,9.8,6
8.7,0.41,0.41,6.2,0.078,25.0,42.0,0.9953,3.24,0.77,12.6,7
8.8,0.52,0.34,2.7,0.087,24.0,122.0,0.9982,3.26,0.61,9.5,5
6.9,0.685,0.0,2.5,0.105,22.0,37.0,0.9966,3.46,0.57,10.6,6
9.6,0.77,0.12,2.9,0.08199999999999999,30.0,74.0,0.99865,3.3,0.64,10.4,6
8.9,0.595,0.41,7.9,0.086,30.0,109.0,0.9998,3.27,0.57,9.3,5
7.3,0.67,0.05,3.6,0.107,6.0,20.0,0.9972,3.4,0.63,10.1,5
7.2,0.725,0.05,4.65,0.086,4.0,11.0,0.9962,3.41,0.39,10.9,5
9.0,0.6,0.29,2.0,0.069,32.0,73.0,0.99654,3.34,0.57,10.0,5
8.2,0.64,0.27,2.0,0.095,5.0,77.0,0.9974700000000001,3.13,0.62,9.1,6
6.4,0.37,0.25,1.9,0.07400000000000001,21.0,49.0,0.9974,3.57,0.62,9.8,6
7.7,0.61,0.18,2.4,0.083,6.0,20.0,0.9963,3.29,0.6,10.2,6
8.3,0.33,0.42,2.3,0.07,9.0,20.0,0.99426,3.38,0.77,12.7,7
6.2,0.46,0.29,2.1,0.07400000000000001,32.0,98.0,0.9957799999999999,3.33,0.62,9.8,5
6.7,0.56,0.09,2.9,0.079,7.0,22.0,0.99669,3.46,0.61,10.2,5
6.8,0.59,0.1,1.7,0.063,34.0,53.0,0.9958,3.41,0.67,9.7,5
11.8,0.26,0.52,1.8,0.071,6.0,10.0,0.9968,3.2,0.72,10.2,7
7.7,0.96,0.2,2.0,0.047,15.0,60.0,0.9955,3.36,0.44,10.9,5
9.0,0.54,0.49,2.9,0.094,41.0,110.0,0.9982,3.08,0.61,9.2,5
12.0,0.28,0.49,1.9,0.07400000000000001,10.0,21.0,0.9976,2.98,0.66,9.9,7
8.3,0.58,0.13,2.9,0.096,14.0,63.0,0.9984,3.17,0.62,9.1,6
7.0,0.78,0.08,2.0,0.09300000000000001,10.0,19.0,0.9956,3.4,0.47,10.0,5
15.6,0.645,0.49,4.2,0.095,10.0,23.0,1.00315,2.92,0.74,11.1,5
10.6,0.83,0.37,2.6,0.086,26.0,70.0,0.9981,3.16,0.52,9.9,5
10.3,0.59,0.42,2.8,0.09,35.0,73.0,0.9990000000000001,3.28,0.7,9.5,6
8.6,0.22,0.36,1.9,0.064,53.0,77.0,0.9960399999999999,3.47,0.87,11.0,7
11.9,0.58,0.58,1.9,0.071,5.0,18.0,0.998,3.09,0.63,10.0,6
7.2,0.57,0.06,1.6,0.076,9.0,27.0,0.9972,3.36,0.7,9.6,6
10.2,0.36,0.64,2.9,0.122,10.0,41.0,0.998,3.23,0.66,12.5,6
6.9,0.765,0.02,2.3,0.063,35.0,63.0,0.9975,3.57,0.78,9.9,5
11.1,0.31,0.53,2.2,0.06,3.0,10.0,0.99572,3.02,0.83,10.9,7
6.8,0.64,0.03,2.3,0.075,14.0,31.0,0.99545,3.36,0.58,10.4,6
10.4,0.55,0.23,2.7,0.091,18.0,48.0,0.9994,3.22,0.64,10.3,6
7.4,0.785,0.19,5.2,0.094,19.0,98.0,0.99713,3.16,0.52,9.6,6
6.7,0.48,0.02,2.2,0.08,36.0,111.0,0.99524,3.1,0.53,9.7,5
9.4,0.33,0.59,2.8,0.079,9.0,30.0,0.9976,3.12,0.54,12.0,6
7.1,0.69,0.04,2.1,0.068,19.0,27.0,0.9971200000000001,3.44,0.67,9.8,5
10.4,0.33,0.63,2.8,0.084,5.0,22.0,0.9998,3.26,0.74,11.2,7
7.1,0.31,0.3,2.2,0.053,36.0,127.0,0.9965,2.94,1.62,9.5,5
8.3,0.845,0.01,2.2,0.07,5.0,14.0,0.9967,3.32,0.58,11.0,4
7.1,0.56,0.14,1.6,0.078,7.0,18.0,0.99592,3.27,0.62,9.3,5
8.2,0.28,0.6,3.0,0.10400000000000001,10.0,22.0,0.99828,3.39,0.68,10.6,5
6.1,0.715,0.1,2.6,0.053,13.0,27.0,0.9936200000000001,3.57,0.5,11.9,5
7.9,0.885,0.03,1.8,0.057999999999999996,4.0,8.0,0.9972,3.36,0.33,9.1,4
6.1,0.4,0.16,1.8,0.069,11.0,25.0,0.9955,3.42,0.74,10.1,7
9.7,0.69,0.32,2.5,0.08800000000000001,22.0,91.0,0.9979,3.29,0.62,10.1,5
7.1,0.59,0.01,2.5,0.077,20.0,85.0,0.99746,3.55,0.59,9.8,5
6.2,0.57,0.1,2.1,0.048,4.0,11.0,0.9944799999999999,3.44,0.76,10.8,6
7.2,0.695,0.13,2.0,0.076,12.0,20.0,0.99546,3.29,0.54,10.1,5
9.0,0.43,0.34,2.5,0.08,26.0,86.0,0.9987,3.38,0.62,9.5,6
6.5,0.46,0.14,2.4,0.114,9.0,37.0,0.9973200000000001,3.66,0.65,9.8,5
6.4,0.795,0.0,2.2,0.065,28.0,52.0,0.9937799999999999,3.49,0.52,11.6,5
6.9,0.605,0.12,10.7,0.073,40.0,83.0,0.9993,3.45,0.52,9.4,6
7.7,0.58,0.01,1.8,0.08800000000000001,12.0,18.0,0.9956799999999999,3.32,0.56,10.5,7
7.7,0.915,0.12,2.2,0.14300000000000002,7.0,23.0,0.9964,3.35,0.65,10.2,7
10.4,0.24,0.49,1.8,0.075,6.0,20.0,0.9977,3.18,1.06,11.0,6
7.3,0.91,0.1,1.8,0.07400000000000001,20.0,56.0,0.99672,3.35,0.56,9.2,5
12.7,0.6,0.49,2.8,0.075,5.0,19.0,0.9994,3.14,0.57,11.4,5
10.0,0.29,0.4,2.9,0.098,10.0,26.0,1.0006,3.48,0.91,9.7,5
9.8,0.88,0.25,2.5,0.10400000000000001,35.0,155.0,1.001,3.41,0.67,11.2,5
8.9,0.28,0.45,1.7,0.067,7.0,12.0,0.99354,3.25,0.55,12.3,7
7.8,0.54,0.26,2.0,0.08800000000000001,23.0,48.0,0.9981,3.41,0.74,9.2,6
7.0,0.55,0.13,2.2,0.075,15.0,35.0,0.9959,3.36,0.59,9.7,6
7.6,0.54,0.13,2.5,0.09699999999999999,24.0,66.0,0.99785,3.39,0.61,9.4,5
7.7,1.005,0.15,2.1,0.102,11.0,32.0,0.9960399999999999,3.23,0.48,10.0,5
9.9,0.5,0.5,13.8,0.205,48.0,82.0,1.00242,3.16,0.75,8.8,5
7.6,0.55,0.21,2.2,0.071,7.0,28.0,0.9964,3.28,0.55,9.7,5
6.8,0.63,0.07,2.1,0.08900000000000001,11.0,44.0,0.9953,3.47,0.55,10.4,6
7.4,0.785,0.19,5.2,0.094,19.0,98.0,0.99713,3.16,0.52,9.56666666666667,6
11.7,0.45,0.63,2.2,0.073,7.0,23.0,0.99974,3.21,0.69,10.9,6
8.3,0.715,0.15,1.8,0.08900000000000001,10.0,52.0,0.9968,3.23,0.77,9.5,5
10.7,0.4,0.48,2.1,0.125,15.0,49.0,0.998,3.03,0.81,9.7,6
9.1,0.28,0.48,1.8,0.067,26.0,46.0,0.9967,3.32,1.04,10.6,6
7.2,0.34,0.32,2.5,0.09,43.0,113.0,0.9966,3.32,0.79,11.1,5
9.6,0.42,0.35,2.1,0.083,17.0,38.0,0.9962200000000001,3.23,0.66,11.1,6
7.2,0.62,0.01,2.3,0.065,8.0,46.0,0.9933200000000001,3.32,0.51,11.8,6
7.0,0.62,0.1,1.4,0.071,27.0,63.0,0.996,3.28,0.61,9.2,5
7.5,0.77,0.2,8.1,0.098,30.0,92.0,0.99892,3.2,0.58,9.2,5
8.5,0.34,0.4,4.7,0.055,3.0,9.0,0.9973799999999999,3.38,0.66,11.6,7
8.7,0.78,0.51,1.7,0.415,12.0,66.0,0.99623,3.0,1.17,9.2,5
7.8,0.59,0.33,2.0,0.07400000000000001,24.0,120.0,0.9968,3.25,0.54,9.4,5
7.2,0.33,0.33,1.7,0.061,3.0,13.0,0.996,3.23,1.1,10.0,8
9.0,0.785,0.24,1.7,0.078,10.0,21.0,0.99692,3.29,0.67,10.0,5
7.1,0.72,0.0,1.8,0.12300000000000001,6.0,14.0,0.9962700000000001,3.45,0.58,9.8,5
10.0,0.32,0.59,2.2,0.077,3.0,15.0,0.9994,3.2,0.78,9.6,5
10.9,0.53,0.49,4.6,0.11800000000000001,10.0,17.0,1.0002,3.07,0.56,11.7,6
13.0,0.47,0.49,4.3,0.085,6.0,47.0,1.0021,3.3,0.68,12.7,6
9.2,0.58,0.2,3.0,0.081,15.0,115.0,0.998,3.23,0.59,9.5,5
5.6,0.66,0.0,2.2,0.087,3.0,11.0,0.9937799999999999,3.71,0.63,12.8,7
8.1,0.575,0.22,2.1,0.077,12.0,65.0,0.9967,3.29,0.51,9.2,5
7.3,0.58,0.3,2.4,0.07400000000000001,15.0,55.0,0.9968,3.46,0.59,10.2,5
8.1,0.38,0.48,1.8,0.157,5.0,17.0,0.9976,3.3,1.05,9.4,5
9.4,0.27,0.53,2.4,0.07400000000000001,6.0,18.0,0.9962,3.2,1.13,12.0,7
9.4,0.5,0.34,3.6,0.08199999999999999,5.0,14.0,0.9987,3.29,0.52,10.7,6
11.7,0.28,0.47,1.7,0.054000000000000006,17.0,32.0,0.9968600000000001,3.15,0.67,10.6,7
5.2,0.49,0.26,2.3,0.09,23.0,74.0,0.9953,3.71,0.62,12.2,6
8.3,0.3,0.49,3.8,0.09,11.0,24.0,0.99498,3.27,0.64,12.1,7
6.4,0.31,0.09,1.4,0.066,15.0,28.0,0.99459,3.42,0.7,10.0,7
8.0,0.62,0.33,2.7,0.08800000000000001,16.0,37.0,0.9972,3.31,0.58,10.7,6
10.2,0.36,0.64,2.9,0.122,10.0,41.0,0.998,3.23,0.66,12.5,6
8.4,0.37,0.53,1.8,0.413,9.0,26.0,0.9979,3.06,1.06,9.1,6
7.8,0.55,0.35,2.2,0.07400000000000001,21.0,66.0,0.9974,3.25,0.56,9.2,5
7.2,0.45,0.15,2.0,0.078,10.0,28.0,0.9960899999999999,3.29,0.51,9.9,6
7.7,0.58,0.1,1.8,0.102,28.0,109.0,0.99565,3.08,0.49,9.8,6
10.1,0.37,0.34,2.4,0.085,5.0,17.0,0.9968299999999999,3.17,0.65,10.6,7
7.0,0.43,0.02,1.9,0.08,15.0,28.0,0.99492,3.35,0.81,10.6,6
6.7,0.28,0.28,2.4,0.012,36.0,100.0,0.99064,3.26,0.39,11.7,7
7.2,0.65,0.02,2.3,0.094,5.0,31.0,0.9993,3.67,0.8,9.7,5
7.8,0.5,0.12,1.8,0.17800000000000002,6.0,21.0,0.996,3.28,0.87,9.8,6
9.1,0.21,0.37,1.6,0.067,6.0,10.0,0.9955200000000001,3.23,0.58,11.1,7
7.7,0.96,0.2,2.0,0.047,15.0,60.0,0.9955,3.36,0.44,10.9,5
10.5,0.51,0.64,2.4,0.107,6.0,15.0,0.9973,3.09,0.66,11.8,7
11.9,0.57,0.5,2.6,0.08199999999999999,6.0,32.0,1.0006,3.12,0.78,10.7,6
8.8,0.4,0.4,2.2,0.079,19.0,52.0,0.998,3.44,0.64,9.2,5
7.5,0.63,0.12,5.1,0.111,50.0,110.0,0.9983,3.26,0.77,9.4,5
8.0,0.59,0.16,1.8,0.065,3.0,16.0,0.9962,3.42,0.92,10.5,7
9.6,0.38,0.42,1.9,0.071,5.0,13.0,0.99659,3.15,0.75,10.5,6
7.0,0.43,0.3,2.0,0.085,6.0,39.0,0.99346,3.33,0.46,11.9,6
8.6,0.635,0.68,1.8,0.40299999999999997,19.0,56.0,0.9963200000000001,3.02,1.15,9.3,5
8.6,0.52,0.38,1.5,0.096,5.0,18.0,0.99666,3.2,0.52,9.4,5
6.9,0.74,0.03,2.3,0.054000000000000006,7.0,16.0,0.99508,3.45,0.63,11.5,6
8.0,0.38,0.44,1.9,0.098,6.0,15.0,0.9956,3.3,0.64,11.4,6
6.4,0.36,0.53,2.2,0.23,19.0,35.0,0.9934,3.37,0.93,12.4,6
7.9,0.34,0.42,2.0,0.086,8.0,19.0,0.99546,3.35,0.6,11.4,6
9.4,0.615,0.28,3.2,0.087,18.0,72.0,1.0001,3.31,0.53,9.7,5
7.2,0.63,0.03,2.2,0.08,17.0,88.0,0.99745,3.53,0.58,9.8,6
11.9,0.38,0.49,2.7,0.098,12.0,42.0,1.0004,3.16,0.61,10.3,5
11.3,0.37,0.5,1.8,0.09,20.0,47.0,0.99734,3.15,0.57,10.5,5
8.5,0.4,0.4,6.3,0.05,3.0,10.0,0.99566,3.28,0.56,12.0,4
6.4,0.64,0.21,1.8,0.081,14.0,31.0,0.9968899999999999,3.59,0.66,9.8,5
11.4,0.26,0.44,3.6,0.071,6.0,19.0,0.9986,3.12,0.82,9.3,6
7.1,0.53,0.07,1.7,0.071,15.0,24.0,0.9951,3.29,0.66,10.8,6
12.3,0.39,0.63,2.3,0.091,6.0,18.0,1.0004,3.16,0.49,9.5,5
7.9,1.04,0.05,2.2,0.084,13.0,29.0,0.9959,3.22,0.55,9.9,6
7.7,0.665,0.0,2.4,0.09,8.0,19.0,0.9974,3.27,0.73,9.3,5
6.8,0.56,0.03,1.7,0.084,18.0,35.0,0.9968,3.44,0.63,10.0,6
7.5,0.4,0.18,1.6,0.079,24.0,58.0,0.9965,3.34,0.58,9.4,5
6.9,0.63,0.02,1.9,0.078,18.0,30.0,0.9971200000000001,3.4,0.75,9.8,5
7.1,0.71,0.0,1.9,0.08,14.0,35.0,0.9972,3.47,0.55,9.4,5
6.5,0.53,0.06,2.0,0.063,29.0,44.0,0.9948899999999999,3.38,0.83,10.3,6
7.2,0.57,0.05,2.3,0.081,16.0,36.0,0.99564,3.38,0.6,10.3,6
7.5,0.4,0.12,3.0,0.092,29.0,53.0,0.9967,3.37,0.7,10.3,6
7.8,0.6,0.26,2.0,0.08,31.0,131.0,0.9962200000000001,3.21,0.52,9.9,5
11.2,0.28,0.56,1.9,0.075,17.0,60.0,0.998,3.16,0.58,9.8,6
7.6,0.4,0.29,1.9,0.078,29.0,66.0,0.9971,3.45,0.59,9.5,6
7.2,0.66,0.03,2.3,0.078,16.0,86.0,0.9974299999999999,3.53,0.57,9.7,5
10.3,0.5,0.42,2.0,0.069,21.0,51.0,0.9982,3.16,0.72,11.5,6
9.8,0.5,0.34,2.3,0.094,10.0,45.0,0.99864,3.24,0.6,9.7,7
12.5,0.46,0.49,4.5,0.07,26.0,49.0,0.9981,3.05,0.57,9.6,4
10.4,0.52,0.45,2.0,0.08,6.0,13.0,0.99774,3.22,0.76,11.4,6
12.7,0.6,0.49,2.8,0.075,5.0,19.0,0.9994,3.14,0.57,11.4,5
6.8,0.41,0.31,8.8,0.084,26.0,45.0,0.99824,3.38,0.64,10.1,6
7.2,0.63,0.0,1.9,0.09699999999999999,14.0,38.0,0.99675,3.37,0.58,9.0,6
9.4,0.685,0.11,2.7,0.077,6.0,31.0,0.9984,3.19,0.7,10.1,6
7.7,0.965,0.1,2.1,0.11199999999999999,11.0,22.0,0.9963,3.26,0.5,9.5,5
13.7,0.415,0.68,2.9,0.085,17.0,43.0,1.0014,3.06,0.8,10.0,6
8.6,0.53,0.22,2.0,0.1,7.0,27.0,0.9967,3.2,0.56,10.2,6
7.6,1.58,0.0,2.1,0.13699999999999998,5.0,9.0,0.9947600000000001,3.5,0.4,10.9,3
7.1,0.59,0.0,2.2,0.078,26.0,44.0,0.9952200000000001,3.42,0.68,10.8,6
9.5,0.46,0.49,6.3,0.064,5.0,17.0,0.9988,3.21,0.73,11.0,6
10.4,0.52,0.45,2.0,0.08,6.0,13.0,0.99774,3.22,0.76,11.4,6
8.2,0.23,0.42,1.9,0.069,9.0,17.0,0.9937600000000001,3.21,0.54,12.3,6
7.1,0.59,0.02,2.3,0.08199999999999999,24.0,94.0,0.99744,3.55,0.53,9.7,6
8.8,0.64,0.17,2.9,0.084,25.0,130.0,0.99818,3.23,0.54,9.6,5
9.1,0.775,0.22,2.2,0.079,12.0,48.0,0.9976,3.18,0.51,9.6,5
12.7,0.6,0.65,2.3,0.063,6.0,25.0,0.9997,3.03,0.57,9.9,5
10.4,0.41,0.55,3.2,0.076,22.0,54.0,0.9996,3.15,0.89,9.9,6
10.8,0.89,0.3,2.6,0.132,7.0,60.0,0.9978600000000001,2.99,1.18,10.2,5
6.8,0.48,0.25,2.0,0.076,29.0,61.0,0.9953,3.34,0.6,10.4,5
7.3,0.835,0.03,2.1,0.092,10.0,19.0,0.9966,3.39,0.47,9.6,5
11.9,0.39,0.69,2.8,0.095,17.0,35.0,0.9994,3.1,0.61,10.8,6
7.2,0.605,0.02,1.9,0.096,10.0,31.0,0.995,3.46,0.53,11.8,6
9.9,0.59,0.07,3.4,0.102,32.0,71.0,1.00015,3.31,0.71,9.8,5
7.4,0.6,0.26,2.1,0.083,17.0,91.0,0.99616,3.29,0.56,9.8,6
9.4,0.395,0.46,4.6,0.094,3.0,10.0,0.99639,3.27,0.64,12.2,7
5.1,0.585,0.0,1.7,0.044000000000000004,14.0,86.0,0.99264,3.56,0.94,12.9,7
6.8,0.36,0.32,1.8,0.067,4.0,8.0,0.9928,3.36,0.55,12.8,7
12.2,0.48,0.54,2.6,0.085,19.0,64.0,1.0,3.1,0.61,10.5,6
6.0,0.33,0.32,12.9,0.054000000000000006,6.0,113.0,0.99572,3.3,0.56,11.5,4
7.4,0.29,0.38,1.7,0.062,9.0,30.0,0.9968,3.41,0.53,9.5,6
9.3,0.27,0.41,2.0,0.091,6.0,16.0,0.998,3.28,0.7,9.7,5
6.6,0.61,0.01,1.9,0.08,8.0,25.0,0.99746,3.69,0.73,10.5,5
8.1,0.78,0.1,3.3,0.09,4.0,13.0,0.99855,3.36,0.49,9.5,5
8.9,0.43,0.45,1.9,0.052000000000000005,6.0,16.0,0.9948,3.35,0.7,12.5,6
8.2,0.28,0.4,2.4,0.052000000000000005,4.0,10.0,0.99356,3.33,0.7,12.8,7
7.3,0.32,0.23,2.3,0.066,35.0,70.0,0.9958799999999999,3.43,0.62,10.1,5
5.6,0.605,0.05,2.4,0.073,19.0,25.0,0.9925799999999999,3.56,0.55,12.9,5
7.0,0.69,0.07,2.5,0.091,15.0,21.0,0.99572,3.38,0.6,11.3,6
6.7,0.28,0.28,2.4,0.012,36.0,100.0,0.99064,3.26,0.39,11.7,7
10.4,0.44,0.73,6.55,0.07400000000000001,38.0,76.0,0.9990000000000001,3.17,0.85,12.0,7
6.4,0.38,0.14,2.2,0.038,15.0,25.0,0.9951399999999999,3.44,0.65,11.1,6
6.9,0.63,0.02,1.9,0.078,18.0,30.0,0.9971200000000001,3.4,0.75,9.8,5
6.6,0.66,0.0,3.0,0.115,21.0,31.0,0.99629,3.45,0.63,10.3,5
7.9,0.53,0.24,2.0,0.07200000000000001,15.0,105.0,0.996,3.27,0.54,9.4,6
9.7,0.42,0.46,2.1,0.07400000000000001,5.0,16.0,0.99649,3.27,0.74,12.3,6
6.1,0.705,0.1,2.8,0.081,13.0,28.0,0.99631,3.6,0.66,10.2,5
7.5,0.42,0.31,1.6,0.08,15.0,42.0,0.9978,3.31,0.64,9.0,5
7.0,0.42,0.35,1.6,0.08800000000000001,16.0,39.0,0.9961,3.34,0.55,9.2,5
6.3,0.3,0.48,1.8,0.069,18.0,61.0,0.9959,3.44,0.78,10.3,6
7.5,0.57,0.08,2.6,0.08900000000000001,14.0,27.0,0.99592,3.3,0.59,10.4,6
10.4,0.26,0.48,1.9,0.066,6.0,10.0,0.99724,3.33,0.87,10.9,6
7.7,0.64,0.21,2.2,0.077,32.0,133.0,0.9956,3.27,0.45,9.9,5
10.0,0.35,0.47,2.0,0.061,6.0,11.0,0.99585,3.23,0.52,12.0,6
7.1,0.43,0.42,5.5,0.07,29.0,129.0,0.9973,3.42,0.72,10.5,5
7.1,0.6,0.0,1.8,0.07400000000000001,16.0,34.0,0.9972,3.47,0.7,9.9,6
6.2,0.6,0.08,2.0,0.09,32.0,44.0,0.9949,3.45,0.58,10.5,5
10.4,0.575,0.61,2.6,0.076,11.0,24.0,1.0,3.16,0.69,9.0,5
6.1,0.59,0.01,2.1,0.055999999999999994,5.0,13.0,0.99472,3.52,0.56,11.4,5
8.2,0.35,0.33,2.4,0.076,11.0,47.0,0.9959899999999999,3.27,0.81,11.0,6
12.6,0.31,0.72,2.2,0.07200000000000001,6.0,29.0,0.9987,2.88,0.82,9.8,8
6.7,0.76,0.02,1.8,0.078,6.0,12.0,0.996,3.55,0.63,9.95,3
8.9,0.59,0.39,2.3,0.095,5.0,22.0,0.9986,3.37,0.58,10.3,5
7.9,0.58,0.23,2.3,0.076,23.0,94.0,0.9968600000000001,3.21,0.58,9.5,6
6.4,0.56,0.15,1.8,0.078,17.0,65.0,0.9929399999999999,3.33,0.6,10.5,6
9.0,0.47,0.31,2.7,0.084,24.0,125.0,0.9984,3.31,0.61,9.4,5
6.0,0.51,0.0,2.1,0.064,40.0,54.0,0.995,3.54,0.93,10.7,6
7.6,0.48,0.31,2.8,0.07,4.0,15.0,0.9969299999999999,3.22,0.55,10.3,6
8.3,1.02,0.02,3.4,0.084,6.0,11.0,0.99892,3.48,0.49,11.0,3
8.4,0.34,0.42,2.1,0.07200000000000001,23.0,36.0,0.99392,3.11,0.78,12.4,6
7.9,0.72,0.17,2.6,0.096,20.0,38.0,0.9978,3.4,0.53,9.5,5
8.0,0.77,0.32,2.1,0.079,16.0,74.0,0.99656,3.27,0.5,9.8,6
6.6,0.705,0.07,1.6,0.076,6.0,15.0,0.9962,3.44,0.58,10.7,5
7.7,0.69,0.49,1.8,0.115,20.0,112.0,0.9968,3.21,0.71,9.3,5
7.8,0.6,0.26,2.0,0.08,31.0,131.0,0.9962200000000001,3.21,0.52,9.9,5
6.4,0.42,0.09,2.3,0.054000000000000006,34.0,64.0,0.99724,3.41,0.68,10.4,6
9.3,0.36,0.39,1.5,0.08,41.0,55.0,0.9965200000000001,3.47,0.73,10.9,6
6.2,0.65,0.06,1.6,0.05,6.0,18.0,0.9934799999999999,3.57,0.54,11.95,5
6.0,0.51,0.0,2.1,0.064,40.0,54.0,0.995,3.54,0.93,10.7,6
8.5,0.34,0.44,1.7,0.079,6.0,12.0,0.99605,3.52,0.63,10.7,5
8.8,0.61,0.19,4.0,0.094,30.0,69.0,0.99787,3.22,0.5,10.0,6
5.8,0.29,0.26,1.7,0.063,3.0,11.0,0.9915,3.39,0.54,13.5,6
9.7,0.55,0.17,2.9,0.087,20.0,53.0,1.0004,3.14,0.61,9.4,5
10.3,0.34,0.52,2.8,0.159,15.0,75.0,0.9998,3.18,0.64,9.4,5
6.6,0.84,0.03,2.3,0.059000000000000004,32.0,48.0,0.9952,3.52,0.56,12.3,7
8.3,0.61,0.3,2.1,0.084,11.0,50.0,0.9972,3.4,0.61,10.2,6
6.1,0.64,0.02,2.4,0.069,26.0,46.0,0.9935799999999999,3.47,0.45,11.0,5
7.1,0.43,0.17,1.8,0.08199999999999999,27.0,51.0,0.99634,3.49,0.64,10.4,5
8.0,0.6,0.08,2.6,0.055999999999999994,3.0,7.0,0.9928600000000001,3.22,0.37,13.0,5
13.3,0.34,0.52,3.2,0.094,17.0,53.0,1.0014,3.05,0.81,9.5,6
7.2,0.56,0.26,2.0,0.083,13.0,100.0,0.9958600000000001,3.26,0.52,9.9,5
7.3,0.49,0.1,2.6,0.068,4.0,14.0,0.9956200000000001,3.3,0.47,10.5,5
1 fixed acidity volatile acidity citric acid residual sugar chlorides free sulfur dioxide total sulfur dioxide density pH sulphates alcohol quality
2 8.8 0.41 0.64 2.2 0.09300000000000001 9.0 42.0 0.9986 3.54 0.66 10.5 5
3 6.9 0.54 0.3 2.2 0.08800000000000001 9.0 105.0 0.99725 3.25 1.18 10.5 6
4 7.8 0.76 0.04 2.3 0.092 15.0 54.0 0.997 3.26 0.65 9.8 5
5 10.1 0.31 0.35 1.6 0.075 9.0 28.0 0.99672 3.24 0.83 11.2 7
6 8.7 0.82 0.02 1.2 0.07 36.0 48.0 0.9952 3.2 0.58 9.8 5
7 9.0 0.785 0.24 1.7 0.078 10.0 21.0 0.99692 3.29 0.67 10.0 5
8 10.3 0.27 0.24 2.1 0.07200000000000001 15.0 33.0 0.9956 3.22 0.66 12.8 6
9 8.2 0.24 0.34 5.1 0.062 8.0 22.0 0.9974 3.22 0.94 10.9 6
10 6.8 0.775 0.0 3.0 0.102 8.0 23.0 0.9965 3.45 0.56 10.7 5
11 10.2 0.33 0.46 1.9 0.081 6.0 9.0 0.9962799999999999 3.1 0.48 10.4 6
12 7.7 0.41 0.76 1.8 0.611 8.0 45.0 0.9968 3.06 1.26 9.4 5
13 11.3 0.36 0.66 2.4 0.12300000000000001 3.0 8.0 0.9964200000000001 3.2 0.53 11.9 6
14 7.2 0.695 0.13 2.0 0.076 12.0 20.0 0.99546 3.29 0.54 10.1 5
15 10.5 0.36 0.47 2.2 0.07400000000000001 9.0 23.0 0.9963799999999999 3.23 0.76 12.0 6
16 9.2 0.92 0.24 2.6 0.087 12.0 93.0 0.9998 3.48 0.54 9.8 5
17 8.0 0.83 0.27 2.0 0.08 11.0 63.0 0.9965200000000001 3.29 0.48 9.8 4
18 7.2 0.73 0.02 2.5 0.076 16.0 42.0 0.9972 3.44 0.52 9.3 5
19 7.4 0.635 0.1 2.4 0.08 16.0 33.0 0.99736 3.58 0.69 10.8 7
20 7.6 0.43 0.4 2.7 0.08199999999999999 6.0 11.0 0.9953799999999999 3.44 0.54 12.2 6
21 8.7 0.31 0.46 1.4 0.059000000000000004 11.0 25.0 0.9966 3.36 0.76 10.1 6
22 8.2 0.4 0.31 1.9 0.08199999999999999 8.0 24.0 0.996 3.24 0.69 10.6 6
23 8.4 0.29 0.4 1.7 0.067 8.0 20.0 0.99603 3.39 0.6 10.5 5
24 5.9 0.395 0.13 2.4 0.055999999999999994 14.0 28.0 0.9936200000000001 3.62 0.67 12.4 6
25 9.3 0.37 0.44 1.6 0.038 21.0 42.0 0.99526 3.24 0.81 10.8 7
26 7.9 0.43 0.21 1.6 0.106 10.0 37.0 0.9966 3.17 0.91 9.5 5
27 10.6 0.31 0.49 2.2 0.063 18.0 40.0 0.9976 3.14 0.51 9.8 6
28 8.7 0.41 0.41 6.2 0.078 25.0 42.0 0.9953 3.24 0.77 12.6 7
29 8.8 0.52 0.34 2.7 0.087 24.0 122.0 0.9982 3.26 0.61 9.5 5
30 6.9 0.685 0.0 2.5 0.105 22.0 37.0 0.9966 3.46 0.57 10.6 6
31 9.6 0.77 0.12 2.9 0.08199999999999999 30.0 74.0 0.99865 3.3 0.64 10.4 6
32 8.9 0.595 0.41 7.9 0.086 30.0 109.0 0.9998 3.27 0.57 9.3 5
33 7.3 0.67 0.05 3.6 0.107 6.0 20.0 0.9972 3.4 0.63 10.1 5
34 7.2 0.725 0.05 4.65 0.086 4.0 11.0 0.9962 3.41 0.39 10.9 5
35 9.0 0.6 0.29 2.0 0.069 32.0 73.0 0.99654 3.34 0.57 10.0 5
36 8.2 0.64 0.27 2.0 0.095 5.0 77.0 0.9974700000000001 3.13 0.62 9.1 6
37 6.4 0.37 0.25 1.9 0.07400000000000001 21.0 49.0 0.9974 3.57 0.62 9.8 6
38 7.7 0.61 0.18 2.4 0.083 6.0 20.0 0.9963 3.29 0.6 10.2 6
39 8.3 0.33 0.42 2.3 0.07 9.0 20.0 0.99426 3.38 0.77 12.7 7
40 6.2 0.46 0.29 2.1 0.07400000000000001 32.0 98.0 0.9957799999999999 3.33 0.62 9.8 5
41 6.7 0.56 0.09 2.9 0.079 7.0 22.0 0.99669 3.46 0.61 10.2 5
42 6.8 0.59 0.1 1.7 0.063 34.0 53.0 0.9958 3.41 0.67 9.7 5
43 11.8 0.26 0.52 1.8 0.071 6.0 10.0 0.9968 3.2 0.72 10.2 7
44 7.7 0.96 0.2 2.0 0.047 15.0 60.0 0.9955 3.36 0.44 10.9 5
45 9.0 0.54 0.49 2.9 0.094 41.0 110.0 0.9982 3.08 0.61 9.2 5
46 12.0 0.28 0.49 1.9 0.07400000000000001 10.0 21.0 0.9976 2.98 0.66 9.9 7
47 8.3 0.58 0.13 2.9 0.096 14.0 63.0 0.9984 3.17 0.62 9.1 6
48 7.0 0.78 0.08 2.0 0.09300000000000001 10.0 19.0 0.9956 3.4 0.47 10.0 5
49 15.6 0.645 0.49 4.2 0.095 10.0 23.0 1.00315 2.92 0.74 11.1 5
50 10.6 0.83 0.37 2.6 0.086 26.0 70.0 0.9981 3.16 0.52 9.9 5
51 10.3 0.59 0.42 2.8 0.09 35.0 73.0 0.9990000000000001 3.28 0.7 9.5 6
52 8.6 0.22 0.36 1.9 0.064 53.0 77.0 0.9960399999999999 3.47 0.87 11.0 7
53 11.9 0.58 0.58 1.9 0.071 5.0 18.0 0.998 3.09 0.63 10.0 6
54 7.2 0.57 0.06 1.6 0.076 9.0 27.0 0.9972 3.36 0.7 9.6 6
55 10.2 0.36 0.64 2.9 0.122 10.0 41.0 0.998 3.23 0.66 12.5 6
56 6.9 0.765 0.02 2.3 0.063 35.0 63.0 0.9975 3.57 0.78 9.9 5
57 11.1 0.31 0.53 2.2 0.06 3.0 10.0 0.99572 3.02 0.83 10.9 7
58 6.8 0.64 0.03 2.3 0.075 14.0 31.0 0.99545 3.36 0.58 10.4 6
59 10.4 0.55 0.23 2.7 0.091 18.0 48.0 0.9994 3.22 0.64 10.3 6
60 7.4 0.785 0.19 5.2 0.094 19.0 98.0 0.99713 3.16 0.52 9.6 6
61 6.7 0.48 0.02 2.2 0.08 36.0 111.0 0.99524 3.1 0.53 9.7 5
62 9.4 0.33 0.59 2.8 0.079 9.0 30.0 0.9976 3.12 0.54 12.0 6
63 7.1 0.69 0.04 2.1 0.068 19.0 27.0 0.9971200000000001 3.44 0.67 9.8 5
64 10.4 0.33 0.63 2.8 0.084 5.0 22.0 0.9998 3.26 0.74 11.2 7
65 7.1 0.31 0.3 2.2 0.053 36.0 127.0 0.9965 2.94 1.62 9.5 5
66 8.3 0.845 0.01 2.2 0.07 5.0 14.0 0.9967 3.32 0.58 11.0 4
67 7.1 0.56 0.14 1.6 0.078 7.0 18.0 0.99592 3.27 0.62 9.3 5
68 8.2 0.28 0.6 3.0 0.10400000000000001 10.0 22.0 0.99828 3.39 0.68 10.6 5
69 6.1 0.715 0.1 2.6 0.053 13.0 27.0 0.9936200000000001 3.57 0.5 11.9 5
70 7.9 0.885 0.03 1.8 0.057999999999999996 4.0 8.0 0.9972 3.36 0.33 9.1 4
71 6.1 0.4 0.16 1.8 0.069 11.0 25.0 0.9955 3.42 0.74 10.1 7
72 9.7 0.69 0.32 2.5 0.08800000000000001 22.0 91.0 0.9979 3.29 0.62 10.1 5
73 7.1 0.59 0.01 2.5 0.077 20.0 85.0 0.99746 3.55 0.59 9.8 5
74 6.2 0.57 0.1 2.1 0.048 4.0 11.0 0.9944799999999999 3.44 0.76 10.8 6
75 7.2 0.695 0.13 2.0 0.076 12.0 20.0 0.99546 3.29 0.54 10.1 5
76 9.0 0.43 0.34 2.5 0.08 26.0 86.0 0.9987 3.38 0.62 9.5 6
77 6.5 0.46 0.14 2.4 0.114 9.0 37.0 0.9973200000000001 3.66 0.65 9.8 5
78 6.4 0.795 0.0 2.2 0.065 28.0 52.0 0.9937799999999999 3.49 0.52 11.6 5
79 6.9 0.605 0.12 10.7 0.073 40.0 83.0 0.9993 3.45 0.52 9.4 6
80 7.7 0.58 0.01 1.8 0.08800000000000001 12.0 18.0 0.9956799999999999 3.32 0.56 10.5 7
81 7.7 0.915 0.12 2.2 0.14300000000000002 7.0 23.0 0.9964 3.35 0.65 10.2 7
82 10.4 0.24 0.49 1.8 0.075 6.0 20.0 0.9977 3.18 1.06 11.0 6
83 7.3 0.91 0.1 1.8 0.07400000000000001 20.0 56.0 0.99672 3.35 0.56 9.2 5
84 12.7 0.6 0.49 2.8 0.075 5.0 19.0 0.9994 3.14 0.57 11.4 5
85 10.0 0.29 0.4 2.9 0.098 10.0 26.0 1.0006 3.48 0.91 9.7 5
86 9.8 0.88 0.25 2.5 0.10400000000000001 35.0 155.0 1.001 3.41 0.67 11.2 5
87 8.9 0.28 0.45 1.7 0.067 7.0 12.0 0.99354 3.25 0.55 12.3 7
88 7.8 0.54 0.26 2.0 0.08800000000000001 23.0 48.0 0.9981 3.41 0.74 9.2 6
89 7.0 0.55 0.13 2.2 0.075 15.0 35.0 0.9959 3.36 0.59 9.7 6
90 7.6 0.54 0.13 2.5 0.09699999999999999 24.0 66.0 0.99785 3.39 0.61 9.4 5
91 7.7 1.005 0.15 2.1 0.102 11.0 32.0 0.9960399999999999 3.23 0.48 10.0 5
92 9.9 0.5 0.5 13.8 0.205 48.0 82.0 1.00242 3.16 0.75 8.8 5
93 7.6 0.55 0.21 2.2 0.071 7.0 28.0 0.9964 3.28 0.55 9.7 5
94 6.8 0.63 0.07 2.1 0.08900000000000001 11.0 44.0 0.9953 3.47 0.55 10.4 6
95 7.4 0.785 0.19 5.2 0.094 19.0 98.0 0.99713 3.16 0.52 9.56666666666667 6
96 11.7 0.45 0.63 2.2 0.073 7.0 23.0 0.99974 3.21 0.69 10.9 6
97 8.3 0.715 0.15 1.8 0.08900000000000001 10.0 52.0 0.9968 3.23 0.77 9.5 5
98 10.7 0.4 0.48 2.1 0.125 15.0 49.0 0.998 3.03 0.81 9.7 6
99 9.1 0.28 0.48 1.8 0.067 26.0 46.0 0.9967 3.32 1.04 10.6 6
100 7.2 0.34 0.32 2.5 0.09 43.0 113.0 0.9966 3.32 0.79 11.1 5
101 9.6 0.42 0.35 2.1 0.083 17.0 38.0 0.9962200000000001 3.23 0.66 11.1 6
102 7.2 0.62 0.01 2.3 0.065 8.0 46.0 0.9933200000000001 3.32 0.51 11.8 6
103 7.0 0.62 0.1 1.4 0.071 27.0 63.0 0.996 3.28 0.61 9.2 5
104 7.5 0.77 0.2 8.1 0.098 30.0 92.0 0.99892 3.2 0.58 9.2 5
105 8.5 0.34 0.4 4.7 0.055 3.0 9.0 0.9973799999999999 3.38 0.66 11.6 7
106 8.7 0.78 0.51 1.7 0.415 12.0 66.0 0.99623 3.0 1.17 9.2 5
107 7.8 0.59 0.33 2.0 0.07400000000000001 24.0 120.0 0.9968 3.25 0.54 9.4 5
108 7.2 0.33 0.33 1.7 0.061 3.0 13.0 0.996 3.23 1.1 10.0 8
109 9.0 0.785 0.24 1.7 0.078 10.0 21.0 0.99692 3.29 0.67 10.0 5
110 7.1 0.72 0.0 1.8 0.12300000000000001 6.0 14.0 0.9962700000000001 3.45 0.58 9.8 5
111 10.0 0.32 0.59 2.2 0.077 3.0 15.0 0.9994 3.2 0.78 9.6 5
112 10.9 0.53 0.49 4.6 0.11800000000000001 10.0 17.0 1.0002 3.07 0.56 11.7 6
113 13.0 0.47 0.49 4.3 0.085 6.0 47.0 1.0021 3.3 0.68 12.7 6
114 9.2 0.58 0.2 3.0 0.081 15.0 115.0 0.998 3.23 0.59 9.5 5
115 5.6 0.66 0.0 2.2 0.087 3.0 11.0 0.9937799999999999 3.71 0.63 12.8 7
116 8.1 0.575 0.22 2.1 0.077 12.0 65.0 0.9967 3.29 0.51 9.2 5
117 7.3 0.58 0.3 2.4 0.07400000000000001 15.0 55.0 0.9968 3.46 0.59 10.2 5
118 8.1 0.38 0.48 1.8 0.157 5.0 17.0 0.9976 3.3 1.05 9.4 5
119 9.4 0.27 0.53 2.4 0.07400000000000001 6.0 18.0 0.9962 3.2 1.13 12.0 7
120 9.4 0.5 0.34 3.6 0.08199999999999999 5.0 14.0 0.9987 3.29 0.52 10.7 6
121 11.7 0.28 0.47 1.7 0.054000000000000006 17.0 32.0 0.9968600000000001 3.15 0.67 10.6 7
122 5.2 0.49 0.26 2.3 0.09 23.0 74.0 0.9953 3.71 0.62 12.2 6
123 8.3 0.3 0.49 3.8 0.09 11.0 24.0 0.99498 3.27 0.64 12.1 7
124 6.4 0.31 0.09 1.4 0.066 15.0 28.0 0.99459 3.42 0.7 10.0 7
125 8.0 0.62 0.33 2.7 0.08800000000000001 16.0 37.0 0.9972 3.31 0.58 10.7 6
126 10.2 0.36 0.64 2.9 0.122 10.0 41.0 0.998 3.23 0.66 12.5 6
127 8.4 0.37 0.53 1.8 0.413 9.0 26.0 0.9979 3.06 1.06 9.1 6
128 7.8 0.55 0.35 2.2 0.07400000000000001 21.0 66.0 0.9974 3.25 0.56 9.2 5
129 7.2 0.45 0.15 2.0 0.078 10.0 28.0 0.9960899999999999 3.29 0.51 9.9 6
130 7.7 0.58 0.1 1.8 0.102 28.0 109.0 0.99565 3.08 0.49 9.8 6
131 10.1 0.37 0.34 2.4 0.085 5.0 17.0 0.9968299999999999 3.17 0.65 10.6 7
132 7.0 0.43 0.02 1.9 0.08 15.0 28.0 0.99492 3.35 0.81 10.6 6
133 6.7 0.28 0.28 2.4 0.012 36.0 100.0 0.99064 3.26 0.39 11.7 7
134 7.2 0.65 0.02 2.3 0.094 5.0 31.0 0.9993 3.67 0.8 9.7 5
135 7.8 0.5 0.12 1.8 0.17800000000000002 6.0 21.0 0.996 3.28 0.87 9.8 6
136 9.1 0.21 0.37 1.6 0.067 6.0 10.0 0.9955200000000001 3.23 0.58 11.1 7
137 7.7 0.96 0.2 2.0 0.047 15.0 60.0 0.9955 3.36 0.44 10.9 5
138 10.5 0.51 0.64 2.4 0.107 6.0 15.0 0.9973 3.09 0.66 11.8 7
139 11.9 0.57 0.5 2.6 0.08199999999999999 6.0 32.0 1.0006 3.12 0.78 10.7 6
140 8.8 0.4 0.4 2.2 0.079 19.0 52.0 0.998 3.44 0.64 9.2 5
141 7.5 0.63 0.12 5.1 0.111 50.0 110.0 0.9983 3.26 0.77 9.4 5
142 8.0 0.59 0.16 1.8 0.065 3.0 16.0 0.9962 3.42 0.92 10.5 7
143 9.6 0.38 0.42 1.9 0.071 5.0 13.0 0.99659 3.15 0.75 10.5 6
144 7.0 0.43 0.3 2.0 0.085 6.0 39.0 0.99346 3.33 0.46 11.9 6
145 8.6 0.635 0.68 1.8 0.40299999999999997 19.0 56.0 0.9963200000000001 3.02 1.15 9.3 5
146 8.6 0.52 0.38 1.5 0.096 5.0 18.0 0.99666 3.2 0.52 9.4 5
147 6.9 0.74 0.03 2.3 0.054000000000000006 7.0 16.0 0.99508 3.45 0.63 11.5 6
148 8.0 0.38 0.44 1.9 0.098 6.0 15.0 0.9956 3.3 0.64 11.4 6
149 6.4 0.36 0.53 2.2 0.23 19.0 35.0 0.9934 3.37 0.93 12.4 6
150 7.9 0.34 0.42 2.0 0.086 8.0 19.0 0.99546 3.35 0.6 11.4 6
151 9.4 0.615 0.28 3.2 0.087 18.0 72.0 1.0001 3.31 0.53 9.7 5
152 7.2 0.63 0.03 2.2 0.08 17.0 88.0 0.99745 3.53 0.58 9.8 6
153 11.9 0.38 0.49 2.7 0.098 12.0 42.0 1.0004 3.16 0.61 10.3 5
154 11.3 0.37 0.5 1.8 0.09 20.0 47.0 0.99734 3.15 0.57 10.5 5
155 8.5 0.4 0.4 6.3 0.05 3.0 10.0 0.99566 3.28 0.56 12.0 4
156 6.4 0.64 0.21 1.8 0.081 14.0 31.0 0.9968899999999999 3.59 0.66 9.8 5
157 11.4 0.26 0.44 3.6 0.071 6.0 19.0 0.9986 3.12 0.82 9.3 6
158 7.1 0.53 0.07 1.7 0.071 15.0 24.0 0.9951 3.29 0.66 10.8 6
159 12.3 0.39 0.63 2.3 0.091 6.0 18.0 1.0004 3.16 0.49 9.5 5
160 7.9 1.04 0.05 2.2 0.084 13.0 29.0 0.9959 3.22 0.55 9.9 6
161 7.7 0.665 0.0 2.4 0.09 8.0 19.0 0.9974 3.27 0.73 9.3 5
162 6.8 0.56 0.03 1.7 0.084 18.0 35.0 0.9968 3.44 0.63 10.0 6
163 7.5 0.4 0.18 1.6 0.079 24.0 58.0 0.9965 3.34 0.58 9.4 5
164 6.9 0.63 0.02 1.9 0.078 18.0 30.0 0.9971200000000001 3.4 0.75 9.8 5
165 7.1 0.71 0.0 1.9 0.08 14.0 35.0 0.9972 3.47 0.55 9.4 5
166 6.5 0.53 0.06 2.0 0.063 29.0 44.0 0.9948899999999999 3.38 0.83 10.3 6
167 7.2 0.57 0.05 2.3 0.081 16.0 36.0 0.99564 3.38 0.6 10.3 6
168 7.5 0.4 0.12 3.0 0.092 29.0 53.0 0.9967 3.37 0.7 10.3 6
169 7.8 0.6 0.26 2.0 0.08 31.0 131.0 0.9962200000000001 3.21 0.52 9.9 5
170 11.2 0.28 0.56 1.9 0.075 17.0 60.0 0.998 3.16 0.58 9.8 6
171 7.6 0.4 0.29 1.9 0.078 29.0 66.0 0.9971 3.45 0.59 9.5 6
172 7.2 0.66 0.03 2.3 0.078 16.0 86.0 0.9974299999999999 3.53 0.57 9.7 5
173 10.3 0.5 0.42 2.0 0.069 21.0 51.0 0.9982 3.16 0.72 11.5 6
174 9.8 0.5 0.34 2.3 0.094 10.0 45.0 0.99864 3.24 0.6 9.7 7
175 12.5 0.46 0.49 4.5 0.07 26.0 49.0 0.9981 3.05 0.57 9.6 4
176 10.4 0.52 0.45 2.0 0.08 6.0 13.0 0.99774 3.22 0.76 11.4 6
177 12.7 0.6 0.49 2.8 0.075 5.0 19.0 0.9994 3.14 0.57 11.4 5
178 6.8 0.41 0.31 8.8 0.084 26.0 45.0 0.99824 3.38 0.64 10.1 6
179 7.2 0.63 0.0 1.9 0.09699999999999999 14.0 38.0 0.99675 3.37 0.58 9.0 6
180 9.4 0.685 0.11 2.7 0.077 6.0 31.0 0.9984 3.19 0.7 10.1 6
181 7.7 0.965 0.1 2.1 0.11199999999999999 11.0 22.0 0.9963 3.26 0.5 9.5 5
182 13.7 0.415 0.68 2.9 0.085 17.0 43.0 1.0014 3.06 0.8 10.0 6
183 8.6 0.53 0.22 2.0 0.1 7.0 27.0 0.9967 3.2 0.56 10.2 6
184 7.6 1.58 0.0 2.1 0.13699999999999998 5.0 9.0 0.9947600000000001 3.5 0.4 10.9 3
185 7.1 0.59 0.0 2.2 0.078 26.0 44.0 0.9952200000000001 3.42 0.68 10.8 6
186 9.5 0.46 0.49 6.3 0.064 5.0 17.0 0.9988 3.21 0.73 11.0 6
187 10.4 0.52 0.45 2.0 0.08 6.0 13.0 0.99774 3.22 0.76 11.4 6
188 8.2 0.23 0.42 1.9 0.069 9.0 17.0 0.9937600000000001 3.21 0.54 12.3 6
189 7.1 0.59 0.02 2.3 0.08199999999999999 24.0 94.0 0.99744 3.55 0.53 9.7 6
190 8.8 0.64 0.17 2.9 0.084 25.0 130.0 0.99818 3.23 0.54 9.6 5
191 9.1 0.775 0.22 2.2 0.079 12.0 48.0 0.9976 3.18 0.51 9.6 5
192 12.7 0.6 0.65 2.3 0.063 6.0 25.0 0.9997 3.03 0.57 9.9 5
193 10.4 0.41 0.55 3.2 0.076 22.0 54.0 0.9996 3.15 0.89 9.9 6
194 10.8 0.89 0.3 2.6 0.132 7.0 60.0 0.9978600000000001 2.99 1.18 10.2 5
195 6.8 0.48 0.25 2.0 0.076 29.0 61.0 0.9953 3.34 0.6 10.4 5
196 7.3 0.835 0.03 2.1 0.092 10.0 19.0 0.9966 3.39 0.47 9.6 5
197 11.9 0.39 0.69 2.8 0.095 17.0 35.0 0.9994 3.1 0.61 10.8 6
198 7.2 0.605 0.02 1.9 0.096 10.0 31.0 0.995 3.46 0.53 11.8 6
199 9.9 0.59 0.07 3.4 0.102 32.0 71.0 1.00015 3.31 0.71 9.8 5
200 7.4 0.6 0.26 2.1 0.083 17.0 91.0 0.99616 3.29 0.56 9.8 6
201 9.4 0.395 0.46 4.6 0.094 3.0 10.0 0.99639 3.27 0.64 12.2 7
202 5.1 0.585 0.0 1.7 0.044000000000000004 14.0 86.0 0.99264 3.56 0.94 12.9 7
203 6.8 0.36 0.32 1.8 0.067 4.0 8.0 0.9928 3.36 0.55 12.8 7
204 12.2 0.48 0.54 2.6 0.085 19.0 64.0 1.0 3.1 0.61 10.5 6
205 6.0 0.33 0.32 12.9 0.054000000000000006 6.0 113.0 0.99572 3.3 0.56 11.5 4
206 7.4 0.29 0.38 1.7 0.062 9.0 30.0 0.9968 3.41 0.53 9.5 6
207 9.3 0.27 0.41 2.0 0.091 6.0 16.0 0.998 3.28 0.7 9.7 5
208 6.6 0.61 0.01 1.9 0.08 8.0 25.0 0.99746 3.69 0.73 10.5 5
209 8.1 0.78 0.1 3.3 0.09 4.0 13.0 0.99855 3.36 0.49 9.5 5
210 8.9 0.43 0.45 1.9 0.052000000000000005 6.0 16.0 0.9948 3.35 0.7 12.5 6
211 8.2 0.28 0.4 2.4 0.052000000000000005 4.0 10.0 0.99356 3.33 0.7 12.8 7
212 7.3 0.32 0.23 2.3 0.066 35.0 70.0 0.9958799999999999 3.43 0.62 10.1 5
213 5.6 0.605 0.05 2.4 0.073 19.0 25.0 0.9925799999999999 3.56 0.55 12.9 5
214 7.0 0.69 0.07 2.5 0.091 15.0 21.0 0.99572 3.38 0.6 11.3 6
215 6.7 0.28 0.28 2.4 0.012 36.0 100.0 0.99064 3.26 0.39 11.7 7
216 10.4 0.44 0.73 6.55 0.07400000000000001 38.0 76.0 0.9990000000000001 3.17 0.85 12.0 7
217 6.4 0.38 0.14 2.2 0.038 15.0 25.0 0.9951399999999999 3.44 0.65 11.1 6
218 6.9 0.63 0.02 1.9 0.078 18.0 30.0 0.9971200000000001 3.4 0.75 9.8 5
219 6.6 0.66 0.0 3.0 0.115 21.0 31.0 0.99629 3.45 0.63 10.3 5
220 7.9 0.53 0.24 2.0 0.07200000000000001 15.0 105.0 0.996 3.27 0.54 9.4 6
221 9.7 0.42 0.46 2.1 0.07400000000000001 5.0 16.0 0.99649 3.27 0.74 12.3 6
222 6.1 0.705 0.1 2.8 0.081 13.0 28.0 0.99631 3.6 0.66 10.2 5
223 7.5 0.42 0.31 1.6 0.08 15.0 42.0 0.9978 3.31 0.64 9.0 5
224 7.0 0.42 0.35 1.6 0.08800000000000001 16.0 39.0 0.9961 3.34 0.55 9.2 5
225 6.3 0.3 0.48 1.8 0.069 18.0 61.0 0.9959 3.44 0.78 10.3 6
226 7.5 0.57 0.08 2.6 0.08900000000000001 14.0 27.0 0.99592 3.3 0.59 10.4 6
227 10.4 0.26 0.48 1.9 0.066 6.0 10.0 0.99724 3.33 0.87 10.9 6
228 7.7 0.64 0.21 2.2 0.077 32.0 133.0 0.9956 3.27 0.45 9.9 5
229 10.0 0.35 0.47 2.0 0.061 6.0 11.0 0.99585 3.23 0.52 12.0 6
230 7.1 0.43 0.42 5.5 0.07 29.0 129.0 0.9973 3.42 0.72 10.5 5
231 7.1 0.6 0.0 1.8 0.07400000000000001 16.0 34.0 0.9972 3.47 0.7 9.9 6
232 6.2 0.6 0.08 2.0 0.09 32.0 44.0 0.9949 3.45 0.58 10.5 5
233 10.4 0.575 0.61 2.6 0.076 11.0 24.0 1.0 3.16 0.69 9.0 5
234 6.1 0.59 0.01 2.1 0.055999999999999994 5.0 13.0 0.99472 3.52 0.56 11.4 5
235 8.2 0.35 0.33 2.4 0.076 11.0 47.0 0.9959899999999999 3.27 0.81 11.0 6
236 12.6 0.31 0.72 2.2 0.07200000000000001 6.0 29.0 0.9987 2.88 0.82 9.8 8
237 6.7 0.76 0.02 1.8 0.078 6.0 12.0 0.996 3.55 0.63 9.95 3
238 8.9 0.59 0.39 2.3 0.095 5.0 22.0 0.9986 3.37 0.58 10.3 5
239 7.9 0.58 0.23 2.3 0.076 23.0 94.0 0.9968600000000001 3.21 0.58 9.5 6
240 6.4 0.56 0.15 1.8 0.078 17.0 65.0 0.9929399999999999 3.33 0.6 10.5 6
241 9.0 0.47 0.31 2.7 0.084 24.0 125.0 0.9984 3.31 0.61 9.4 5
242 6.0 0.51 0.0 2.1 0.064 40.0 54.0 0.995 3.54 0.93 10.7 6
243 7.6 0.48 0.31 2.8 0.07 4.0 15.0 0.9969299999999999 3.22 0.55 10.3 6
244 8.3 1.02 0.02 3.4 0.084 6.0 11.0 0.99892 3.48 0.49 11.0 3
245 8.4 0.34 0.42 2.1 0.07200000000000001 23.0 36.0 0.99392 3.11 0.78 12.4 6
246 7.9 0.72 0.17 2.6 0.096 20.0 38.0 0.9978 3.4 0.53 9.5 5
247 8.0 0.77 0.32 2.1 0.079 16.0 74.0 0.99656 3.27 0.5 9.8 6
248 6.6 0.705 0.07 1.6 0.076 6.0 15.0 0.9962 3.44 0.58 10.7 5
249 7.7 0.69 0.49 1.8 0.115 20.0 112.0 0.9968 3.21 0.71 9.3 5
250 7.8 0.6 0.26 2.0 0.08 31.0 131.0 0.9962200000000001 3.21 0.52 9.9 5
251 6.4 0.42 0.09 2.3 0.054000000000000006 34.0 64.0 0.99724 3.41 0.68 10.4 6
252 9.3 0.36 0.39 1.5 0.08 41.0 55.0 0.9965200000000001 3.47 0.73 10.9 6
253 6.2 0.65 0.06 1.6 0.05 6.0 18.0 0.9934799999999999 3.57 0.54 11.95 5
254 6.0 0.51 0.0 2.1 0.064 40.0 54.0 0.995 3.54 0.93 10.7 6
255 8.5 0.34 0.44 1.7 0.079 6.0 12.0 0.99605 3.52 0.63 10.7 5
256 8.8 0.61 0.19 4.0 0.094 30.0 69.0 0.99787 3.22 0.5 10.0 6
257 5.8 0.29 0.26 1.7 0.063 3.0 11.0 0.9915 3.39 0.54 13.5 6
258 9.7 0.55 0.17 2.9 0.087 20.0 53.0 1.0004 3.14 0.61 9.4 5
259 10.3 0.34 0.52 2.8 0.159 15.0 75.0 0.9998 3.18 0.64 9.4 5
260 6.6 0.84 0.03 2.3 0.059000000000000004 32.0 48.0 0.9952 3.52 0.56 12.3 7
261 8.3 0.61 0.3 2.1 0.084 11.0 50.0 0.9972 3.4 0.61 10.2 6
262 6.1 0.64 0.02 2.4 0.069 26.0 46.0 0.9935799999999999 3.47 0.45 11.0 5
263 7.1 0.43 0.17 1.8 0.08199999999999999 27.0 51.0 0.99634 3.49 0.64 10.4 5
264 8.0 0.6 0.08 2.6 0.055999999999999994 3.0 7.0 0.9928600000000001 3.22 0.37 13.0 5
265 13.3 0.34 0.52 3.2 0.094 17.0 53.0 1.0014 3.05 0.81 9.5 6
266 7.2 0.56 0.26 2.0 0.083 13.0 100.0 0.9958600000000001 3.26 0.52 9.9 5
267 7.3 0.49 0.1 2.6 0.068 4.0 14.0 0.9956200000000001 3.3 0.47 10.5 5

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