├── .github └── FUNDING.yml ├── Cardiotocographic.csv ├── Deep Learning Multiclass Classification ├── DeepNetworkWithMNIST ├── Experiment.R File ├── GAN ├── GAN_Compare ├── HyperparameterTuning ├── ImageRecognitionAndClassificationWithR ├── LSTM ├── R_DeepLearning_Example ├── SentimentAnalysis └── TransferLearning /.github/FUNDING.yml: -------------------------------------------------------------------------------- 1 | # These are supported funding model platforms 2 | 3 | custom: https://www.paypal.me/BRai207?locale.x=en_US 4 | -------------------------------------------------------------------------------- /Cardiotocographic.csv: -------------------------------------------------------------------------------- 1 | LB,AC,FM,UC,DL,DS,DP,ASTV,MSTV,ALTV,MLTV,Width,Min,Max,Nmax,Nzeros,Mode,Mean,Median,Variance,Tendency,NSP 120,0,0,0,0,0,0,73,0.5,43,2.4,64,62,126,2,0,120,137,121,73,1,2 132,0.006379585,0,0.006379585,0.003189793,0,0,17,2.1,0,10.4,130,68,198,6,1,141,136,140,12,0,1 133,0.003322259,0,0.008305648,0.003322259,0,0,16,2.1,0,13.4,130,68,198,5,1,141,135,138,13,0,1 134,0.002560819,0,0.007682458,0.002560819,0,0,16,2.4,0,23,117,53,170,11,0,137,134,137,13,1,1 132,0.006514658,0,0.008143322,0,0,0,16,2.4,0,19.9,117,53,170,9,0,137,136,138,11,1,1 134,0.001049318,0,0.010493179,0.009443861,0,0.002098636,26,5.9,0,0,150,50,200,5,3,76,107,107,170,0,3 134,0.001402525,0,0.012622721,0.008415147,0,0.002805049,29,6.3,0,0,150,50,200,6,3,71,107,106,215,0,3 122,0,0,0,0,0,0,83,0.5,6,15.6,68,62,130,0,0,122,122,123,3,1,3 122,0,0,0.001517451,0,0,0,84,0.5,5,13.6,68,62,130,0,0,122,122,123,3,1,3 122,0,0,0.002967359,0,0,0,86,0.3,6,10.6,68,62,130,1,0,122,122,123,1,1,3 151,0,0,0.000834028,0.000834028,0,0,64,1.9,9,27.6,130,56,186,2,0,150,148,151,9,1,2 150,0,0,0.000983284,0.000983284,0,0,64,2,8,29.5,130,56,186,5,0,150,148,151,10,1,2 131,0.005076142,0.072335025,0.007614213,0.002538071,0,0,28,1.4,0,12.9,66,88,154,5,0,135,134,137,7,1,1 131,0.009077156,0.222390318,0.006051437,0.001512859,0,0,28,1.5,0,5.4,87,71,158,2,0,141,137,141,10,1,1 130,0.005838198,0.407839867,0.004170142,0.00500417,0,0.000834028,21,2.3,0,7.9,107,67,174,7,0,143,125,135,76,0,1 130,0.005571031,0.380222841,0.004178273,0.004178273,0,0.001392758,19,2.3,0,8.7,107,67,174,3,0,134,127,133,43,0,1 130,0.00608828,0.441400304,0.00456621,0.00456621,0,0,24,2.1,0,10.9,125,53,178,5,0,143,128,138,70,1,1 131,0.00152439,0.382621951,0.00304878,0.004573171,0,0.00152439,18,2.4,0,13.9,107,67,174,5,0,134,125,132,45,0,2 130,0.00284495,0.450924609,0.0056899,0.004267425,0,0.001422475,23,1.9,0,8.8,99,59,158,6,0,133,124,129,36,1,1 130,0.00505476,0.469250211,0.00505476,0.0042123,0,0.00084246,29,1.7,0,7.8,112,65,177,6,1,133,129,133,27,0,1 129,0,0.340044743,0.004474273,0.002237136,0,0.003355705,30,2.1,0,8.5,128,54,182,13,0,129,104,120,138,0,3 128,0.0046875,0.425,0.003125,0.003125,0,0.0015625,26,1.7,0,6.7,141,57,198,9,0,129,125,132,34,0,1 128,0,0.333841463,0.00304878,0.00304878,0,0.00304878,34,2.5,0,4,145,54,199,11,1,75,99,102,148,-1,3 128,0,0,0,0,0,0,80,0.5,0,6.8,16,114,130,0,0,126,124,125,1,1,3 128,0,0,0.003311258,0,0,0,86,0.3,79,2.9,16,114,130,0,0,128,126,129,0,1,3 124,0,0,0,0,0,0,86,0.3,72,4,12,118,130,1,0,124,124,125,0,0,3 124,0,0,0,0,0,0,86,0.4,14,4.8,24,122,146,1,0,126,126,127,0,-1,3 124,0,0,0,0,0,0,87,0.2,71,3.4,10,118,128,0,0,124,123,125,0,0,3 132,0,0.135112594,0.000834028,0.008340284,0,0.000834028,29,4.4,0,10.5,141,50,191,7,1,133,119,129,73,0,2 132,0,0.098784195,0,0.012158055,0,0,26,6,0,5,143,50,193,10,0,133,113,117,89,0,1 132,0,0.107589658,0.001668057,0.01000834,0,0,26,4.5,0,12.5,149,50,199,9,0,133,120,126,56,0,1 132,0,0.111898017,0.004249292,0.014164306,0,0,22,6.9,0,6.3,149,50,199,10,0,123,112,115,66,0,1 132,0,0.088642659,0.001385042,0.009695291,0,0,29,2.9,0,15.1,144,50,194,11,1,133,124,130,35,0,1 120,0.007506255,0.102585488,0.000834028,0.000834028,0,0,28,3.4,0,21.7,126,55,181,13,0,121,124,126,25,0,1 120,0.009104704,0.084977238,0.001517451,0.001517451,0,0,28,3.2,0,12.4,128,53,181,9,1,129,125,127,25,0,1 120,0.006060606,0.109090909,0.007272727,0,0,0,27,3.7,0,24.2,144,51,195,11,0,125,124,126,24,0,1 115,0.00500417,0.079232694,0.00500417,0.002502085,0,0,23,3.4,0,18.8,130,52,182,9,0,119,116,118,21,0,1 114,0.004559271,0,0.004559271,0.003039514,0,0,24,3.2,0,16.2,134,52,186,8,0,117,115,117,19,0,1 115,0.006242197,0.064918851,0.003745318,0.001248439,0,0,22,3.6,0,19.6,138,50,188,8,0,117,117,119,21,0,1 115,0.009109312,0.05465587,0.005060729,0,0,0,27,2.3,0,12.4,129,53,182,7,0,119,120,120,14,0,1 114,0.008340284,0.057547957,0.006672227,0.000834028,0,0,28,2.2,0,12.2,98,55,153,7,1,119,119,120,13,0,1 114,0.006069803,0.047040971,0.009104704,0,0,0,27,2.4,0,13.5,128,54,182,6,0,119,118,119,13,0,1 116,0.001517451,0.037936267,0.004552352,0,0,0,40,1.6,1,13.3,93,55,148,6,0,127,124,127,9,1,1 116,0.003861004,0.011583012,0.005148005,0,0,0,40,1.8,1,11.4,142,52,194,13,1,125,122,125,9,0,1 122,0,0.017994859,0.002570694,0.005141388,0,0,22,4.4,0,15.2,150,50,200,7,0,119,113,117,24,0,1 122,0,0.020143885,0.002877698,0.005755396,0,0,21,4.7,0,15.7,150,50,200,8,0,116,112,117,23,0,1 122,0,0.0046875,0.0078125,0.003125,0,0,17,4.9,0,22.1,145,53,198,13,0,127,122,126,25,0,1 122,0.002232143,0.003348214,0.005580357,0.002232143,0,0,20,5,0,21.1,148,50,198,11,0,127,124,127,28,0,1 122,0.003003003,0.006006006,0.006006006,0.006006006,0,0,22,7,0,16.6,149,50,199,7,0,129,118,124,75,0,1 158,0.00500417,0,0.007506255,0.000834028,0,0,27,1.7,0,14.9,120,77,197,7,0,170,168,170,14,1,1 158,0.005390836,0,0.008086253,0,0,0,29,1.3,0,12.8,55,142,197,4,0,170,171,172,9,0,1 156,0,0,0.012048193,0.00753012,0,0,43,4.1,0,22.2,150,50,200,7,1,151,142,152,72,1,1 156,0,0,0.011331445,0.008498584,0,0.001416431,34,5.4,0,3.3,150,50,200,8,0,117,131,136,108,0,2 150,0,0.000834028,0,0.000834028,0,0,61,0.5,40,6.2,31,130,161,2,0,154,152,154,1,1,2 148,0,0.002502085,0,0,0,0,70,0.3,69,5.1,18,136,154,3,0,150,148,150,0,1,3 149,0,0,0,0.001668057,0,0,57,1.2,54,12.8,126,58,184,12,1,150,148,151,8,1,2 149,0,0,0,0.000903342,0,0,58,1.3,53,13.2,126,58,184,12,1,150,148,151,8,1,2 146,0,0,0.006144393,0,0,0,39,0.8,38,5.5,18,148,166,1,0,154,155,156,1,0,1 148,0,0,0.005181347,0,0,0,41,0.8,29,6.4,20,143,163,1,0,154,153,154,0,0,1 144,0.008143322,0,0.006514658,0,0,0,33,1.1,0,6.2,100,78,178,5,0,149,152,152,8,1,1 146,0.005082592,0,0.005082592,0,0,0,39,0.9,18,5.2,44,134,178,5,0,154,154,155,4,0,1 146,0.004580153,0,0.004580153,0,0,0,39,0.8,21,5.2,28,143,171,2,0,154,153,154,1,0,1 142,0,0,0.003311258,0,0,0,25,1.3,0,11.6,26,130,156,0,0,147,145,147,2,0,1 136,0.002512563,0,0.005025126,0,0,0,24,1.5,0,11.2,111,74,185,11,0,140,140,141,2,0,1 141,0.001282051,0,0.005128205,0,0,0,25,1.5,0,13.4,103,74,177,10,0,142,143,144,4,1,1 150,0,0,0.004126547,0,0,0,40,0.8,37,5.7,18,143,161,1,0,153,153,154,0,0,1 138,0.00130719,0,0.003921569,0,0,0,44,1,20,11.9,99,81,180,9,2,162,156,159,8,1,1 140,0.00727802,0,0.004366812,0,0,0,34,1.2,0,10.3,60,119,179,2,0,156,153,155,5,0,1 140,0.00727802,0,0.004366812,0,0,0,34,1.2,0,10.3,60,119,179,2,0,156,153,155,5,0,1 144,0,0,0.004991681,0,0,0,46,0.8,1,13,37,132,169,4,0,162,158,160,5,1,1 144,0.001234568,0,0.004938272,0,0,0,45,0.8,2,11.5,30,138,168,3,0,162,157,160,5,1,1 140,0.00997009,0.005982054,0.002991027,0,0,0,52,1.6,0,16.2,104,68,172,0,0,144,147,147,14,1,1 140,0.008130081,0.005420054,0,0,0,0,53,1.5,0,12.9,104,68,172,2,0,146,147,147,12,1,1 140,0.008385744,0.004192872,0.004192872,0,0,0,52,1.9,0,17.7,108,68,176,2,0,144,147,147,18,1,1 140,0.005943536,0.003467063,0.003467063,0,0,0,56,1.5,1,15.1,108,68,176,3,0,156,150,153,15,1,1 154,0,0,0.003913894,0,0,0,65,0.9,0,13.4,92,74,166,2,0,156,158,159,2,1,2 150,0,0,0.003134796,0,0,0,61,0.9,3,8.7,28,138,166,0,0,152,153,155,3,0,2 145,0.007130125,0.008912656,0.001782531,0,0,0,36,1.4,0,13.6,119,57,176,3,1,148,150,150,12,1,1 145,0.00297619,0.00297619,0.001488095,0,0,0,34,1.7,0,22.3,117,57,174,6,1,150,147,150,11,1,1 145,0.004885993,0.009771987,0.004885993,0,0,0,35,1.9,0,21.3,140,56,196,5,0,148,150,151,12,1,1 145,0,0.001988072,0.001988072,0,0,0,34,1.7,0,25.9,109,57,166,5,1,150,147,150,10,1,1 145,0.001533742,0.007668712,0.003067485,0,0,0,40,1.4,0,18.4,140,56,196,9,1,148,148,149,7,0,1 145,0,0.007211538,0.002403846,0,0,0,41,1.2,0,15.8,136,60,196,8,1,145,148,149,6,0,1 145,0.014705882,0.008403361,0.00210084,0,0,0,43,1.5,0,0,109,63,172,5,0,156,156,158,11,1,1 145,0.012711864,0.028248588,0.001412429,0,0,0,41,1.1,0,11.4,125,62,187,4,0,167,164,166,11,1,1 145,0.014230272,0.025873221,0.001293661,0,0,0,40,1.1,0,1.2,113,73,186,4,0,165,163,165,11,1,1 145,0.008278146,0,0.001655629,0,0,0,41,1.8,0,23.4,117,50,167,4,0,154,151,154,16,1,1 139,0,0.107061503,0,0.002277904,0,0,38,1.5,0,13.3,134,53,187,5,0,133,136,138,6,0,1 139,0,0.009111617,0,0,0,0,62,0.7,27,11.5,111,73,184,4,0,148,147,148,2,1,1 139,0.001512859,0.003025719,0,0.003025719,0,0,51,2.2,0,7.1,148,52,200,12,4,147,137,145,55,0,2 139,0.00152439,0.00152439,0.00152439,0,0,0,64,0.4,29,6.5,28,135,163,1,0,161,152,157,13,1,2 148,0,0,0,0,0,0,67,0.4,67,4.9,15,139,154,4,0,150,149,151,0,1,2 148,0,0.003325942,0,0,0,0,70,0.3,68,5.3,17,136,153,2,0,150,148,150,0,1,2 148,0,0,0,0,0,0,68,0.3,75,4.5,25,128,153,3,0,150,149,151,0,1,3 148,0,0.004651163,0.001550388,0,0,0,72,0.3,74,4.6,16,136,152,0,0,150,148,150,0,1,3 148,0,0,0,0,0,0,58,0.5,7,9.5,21,135,156,1,0,150,149,151,1,1,1 148,0,0,0,0,0,0,63,0.4,30,8.8,35,121,156,3,1,150,149,151,1,1,2 148,0,0.001312336,0,0.001312336,0,0,60,0.5,49,4.8,83,78,161,3,0,154,152,154,1,1,2 148,0,0.000830565,0,0.000830565,0,0,61,0.5,39,6.3,31,130,161,2,0,154,152,154,1,1,2 125,0.009803922,0.006535948,0.001633987,0,0,0,19,1.9,0,6.8,96,101,197,8,1,133,131,133,5,-1,1 125,0.00483871,0,0.001612903,0.003225806,0,0,25,1.7,6,11.6,93,72,165,3,0,133,128,132,10,0,1 125,0.00500417,0.008340284,0.001668057,0.000834028,0,0,24,1.6,0,14.6,55,97,152,6,2,131,130,132,6,0,1 125,0.007824726,0.012519562,0.001564945,0,0,0,24,1.6,0,17.3,84,68,152,4,0,132,132,133,5,1,1 125,0.002564103,0.002564103,0,0,0,0,29,1.1,0,11,29,117,146,0,0,131,130,132,1,0,1 125,0.003164557,0.015822785,0,0,0,0,22,1.9,0,15.8,82,68,150,5,1,132,130,133,6,1,1 125,0.004170142,0.029190992,0.002502085,0.004170142,0,0,22,2.8,0,17.2,128,56,184,5,1,125,123,126,16,0,1 125,0,0.049792531,0,0.008298755,0,0,22,3.9,0,13.1,145,52,197,7,1,121,117,121,23,0,1 125,0.00742115,0.003710575,0.005565863,0.001855288,0,0,22,2.1,0,12.1,105,73,178,8,0,126,126,128,11,0,1 125,0.006038647,0.053140097,0.006038647,0.004830918,0,0,20,2.5,0,7.1,134,63,197,8,1,125,125,127,16,0,1 125,0,0.002808989,0,0,0,0,25,1.5,0,19.3,62,80,142,4,1,127,125,127,6,1,1 125,0.00676819,0.057529611,0.001692047,0.00676819,0,0,23,2.2,0,4.4,122,78,200,10,0,131,125,128,20,0,1 129,0.00500417,0.003336113,0.000834028,0,0,0,34,1.7,0,12.9,118,78,196,10,0,137,136,137,6,0,1 129,0.004942339,0.003294893,0.004942339,0,0,0,35,1.3,0,10.1,92,101,193,6,0,136,134,135,4,0,1 129,0,0.002941176,0.005882353,0,0,0,38,1.2,0,12.5,54,111,165,4,1,133,132,134,2,0,1 129,0.007215007,0.008658009,0.008658009,0.011544012,0,0,22,5.2,0,0,145,50,195,13,1,139,122,129,86,0,1 129,0,0.010989011,0.006593407,0.015384615,0,0,22,4.8,0,0,138,50,188,7,2,129,114,120,60,0,1 123,0,0,0.006993007,0.002331002,0,0.002331002,26,4.3,0,19.4,146,50,196,8,1,126,105,113,117,0,3 123,0.002502085,0,0.004170142,0.004170142,0,0,30,1.1,1,5.8,53,95,148,3,0,125,124,126,6,0,1 123,0.001438849,0,0.004316547,0.005755396,0,0,29,1.1,0,3.9,56,92,148,3,0,123,122,124,6,0,1 123,0.003508772,0,0.005263158,0.005263158,0,0,24,1.3,0,2.1,56,92,148,3,0,121,123,125,7,0,1 123,0,0,0.00500417,0.004170142,0,0,47,1.1,31,7.4,130,59,189,14,2,129,122,127,15,0,1 123,0,0,0.004709576,0.004709576,0,0,50,0.8,32,3.1,94,75,169,7,0,125,122,126,8,0,1 123,0,0,0.004587156,0.006116208,0,0,45,1,19,3.8,85,59,144,8,1,124,119,125,14,1,1 123,0.005607477,0,0.005607477,0.003738318,0,0,33,1.3,0,4.7,138,61,199,9,1,135,122,127,39,0,1 123,0,0,0.006535948,0.004901961,0,0.001633987,28,1.4,0,4.5,77,61,138,3,1,114,112,115,15,1,2 159,0,0,0.003336113,0,0,0,65,0.4,16,10.8,91,81,172,0,0,163,163,165,2,1,2 159,0,0,0.004379562,0,0,0,69,0.3,21,6.4,15,153,168,0,0,163,163,164,0,1,2 159,0,0,0.002747253,0,0,0,62,0.5,6,13.2,91,81,172,0,0,163,163,164,2,1,2 159,0,0,0.002936858,0,0,0,65,0.4,11,6.8,15,153,168,0,0,163,162,164,0,1,2 158,0,0,0,0,0,0,54,0.6,34,8,93,77,170,3,0,165,163,165,2,1,1 158,0,0,0,0,0,0,55,0.5,38,5.8,15,156,171,0,0,165,164,166,0,0,1 158,0,0,0,0,0,0,56,0.6,31,8.6,92,77,169,1,0,165,162,164,2,1,1 158,0,0,0,0,0,0,57,0.5,58,4.3,11,159,170,0,0,165,165,166,0,0,1 159,0.000834028,0,0.008340284,0,0,0,61,0.4,8,8.6,44,133,177,4,0,165,164,166,1,1,1 159,0.001589825,0,0.009538951,0,0,0,58,0.5,0,7.9,44,133,177,4,0,163,164,166,2,1,1 159,0,0,0.008064516,0,0,0,66,0.4,13,8.5,24,149,173,0,0,165,164,166,0,1,2 159,0.001587302,0,0.00952381,0,0,0,58,0.5,0,7.8,44,133,177,4,0,163,164,165,2,1,1 159,0,0,0.008517888,0,0,0,66,0.4,16,7.2,23,147,170,0,0,165,164,166,0,1,2 159,0.000834028,0,0.007506255,0,0,0,57,0.5,8,9.1,40,148,188,0,0,167,169,170,5,0,2 159,0.001545595,0,0.00927357,0,0,0,58,0.5,13,8,42,146,188,2,0,167,172,174,8,0,2 159,0,0,0.005681818,0,0,0,57,0.5,0,8.1,22,155,177,1,0,170,167,168,2,0,1 154,0.002502085,0,0.001668057,0.000834028,0,0,44,2,0,26.3,147,50,197,10,10,153,158,162,27,1,1 154,0,0,0.00173913,0,0,0,48,0.9,0,12.7,90,93,183,4,0,167,161,163,8,1,2 154,0.002945508,0,0.002945508,0,0,0,44,2,0,35.7,147,50,197,8,5,153,155,157,23,1,1 143,0.00500417,0,0.002502085,0,0,0,50,1.2,7,16.9,121,57,178,10,0,146,147,148,10,1,1 143,0.007824726,0,0.001564945,0,0,0,50,0.9,0,4.4,106,72,178,5,0,147,150,149,6,1,1 143,0.00143472,0,0.00143472,0,0,0,51,1.1,10,18,100,72,172,8,1,147,146,147,4,1,1 149,0.001668057,0,0.002502085,0,0,0,51,1,8,18.8,99,71,170,4,0,151,153,154,7,1,1 149,0.002985075,0,0,0,0,0,51,0.9,9,10.6,94,77,171,4,1,153,154,154,5,1,1 148,0.002364066,0,0.005910165,0,0,0,54,0.7,15,9,52,115,167,7,1,153,152,154,3,1,1 148,0,0,0.003395586,0,0,0,57,0.5,20,9.6,48,115,163,5,0,153,152,153,1,1,1 148,0,0,0.004065041,0,0,0,55,0.6,13,10.4,46,115,161,5,0,151,152,153,1,1,1 140,0.00605449,0.001009082,0.004036327,0.001009082,0,0,41,1.7,0,8.3,121,52,173,12,1,159,149,154,30,1,1 125,0.0041841,0,0.005578801,0,0,0,31,1.3,0,11.3,85,114,199,3,0,126,131,132,9,-1,1 125,0,0,0.007518797,0,0,0,34,1.1,0,14.6,85,114,199,4,0,126,127,128,3,-1,1 123,0.00219539,0,0.005488474,0,0,0,38,0.9,14,8.8,39,113,152,2,0,126,128,128,4,0,1 123,0.001455604,0,0.005822416,0,0,0,39,0.8,12,8.9,28,113,141,2,0,126,126,127,1,0,1 123,0.0016,0,0.0064,0,0,0,38,0.9,13,8,24,117,141,1,0,126,127,128,1,0,1 123,0.006672227,0,0.005838198,0,0,0,34,0.9,11,3.3,31,116,147,1,0,126,128,128,3,-1,1 123,0.007032349,0,0.005625879,0,0,0,33,0.9,6,3.4,33,116,149,2,0,126,128,128,3,0,1 123,0.005649718,0,0.005649718,0,0,0,36,0.9,16,3.7,34,115,149,1,0,126,127,127,3,-1,1 123,0.005235602,0,0.006980803,0,0,0,35,0.9,13,3.2,33,116,149,1,0,126,128,127,3,-1,1 122,0.003968254,0,0.005952381,0.000992063,0,0,32,1.2,10,8.9,81,67,148,2,0,125,124,126,8,1,1 122,0.004597701,0,0.005747126,0,0,0,32,1.1,12,8.4,65,83,148,2,1,125,125,126,4,0,1 122,0.004322767,0,0.004322767,0,0,0,31,1.2,10,8.2,57,86,143,4,0,125,125,126,3,1,1 134,0.002502085,0.007506255,0.000834028,0.000834028,0,0,56,3.2,0,41.8,130,54,184,1,0,138,135,139,25,0,1 134,0.00281294,0.007032349,0.00140647,0,0,0,53,3.7,0,50.7,130,54,184,1,0,136,135,139,25,0,1 134,0.001668057,0.004170142,0.001668057,0,0,0,67,1.5,3,25.8,138,54,192,2,0,136,136,137,7,0,1 134,0.002898551,0.007246377,0.001449275,0,0,0,67,1.2,0,15.9,124,68,192,6,0,138,136,137,6,0,1 116,0.001367989,0,0.002735978,0,0,0,46,0.7,39,5.5,44,91,135,4,0,120,120,122,1,1,1 116,0,0,0.004178273,0.001392758,0,0,43,0.8,25,5.6,72,56,128,6,0,120,118,121,3,1,1 116,0,0,0.004878049,0,0,0,48,0.6,26,5.5,12,114,126,1,0,120,120,122,0,0,1 119,0.001404494,0,0.004213483,0.001404494,0,0,29,1.3,2,10.6,89,77,166,3,1,121,121,123,4,0,1 119,0.001636661,0,0.003273322,0,0,0,30,1.3,2,11.6,89,77,166,3,2,121,122,123,3,0,1 119,0.001893939,0,0.003787879,0,0,0,31,1.3,3,11.3,89,77,166,6,0,121,122,123,2,0,1 119,0.004934211,0,0.004934211,0,0,0,31,1.4,0,10.7,134,58,192,7,0,127,127,127,7,0,1 119,0,0,0.003460208,0,0,0,34,1.1,0,14,92,58,150,4,0,127,125,128,3,1,1 119,0.007744434,0,0.004840271,0.000968054,0,0,30,1.8,0,10,129,69,198,9,0,132,132,135,20,0,1 119,0.00255102,0,0.007653061,0.00255102,0,0,26,1.5,0,14.1,56,88,144,3,0,127,122,125,8,0,1 121,0.011217949,0,0.003205128,0,0,0,33,1.9,0,6.5,139,59,198,11,0,142,137,140,18,0,1 120,0.009433962,0,0.007075472,0,0,0,27,2,0,14.3,127,71,198,10,1,127,130,132,12,0,1 138,0.017241379,0,0.00530504,0,0,0,35,5.3,0,4.5,148,52,200,11,2,146,157,161,72,1,1 131,0,0,0,0.007518797,0,0,37,1.9,0,3.2,90,58,148,4,1,127,121,126,21,1,1 132,0,0,0.006116208,0.00764526,0,0,38,2.6,0,10.6,128,51,179,7,1,133,125,130,25,0,1 132,0.012562814,0,0.002512563,0.002512563,0,0,31,4.8,0,5.4,147,52,199,9,1,133,154,163,137,1,1 132,0.004170142,0,0.007506255,0.005838198,0,0,36,3.4,0,15.3,145,53,198,6,2,133,136,134,65,0,1 132,0,0,0.005263158,0,0,0,49,2,0,23.3,89,62,151,5,0,133,133,135,8,1,1 138,0.00127551,0,0.003826531,0,0,0,43,1.1,20,11.3,44,129,173,8,2,162,155,159,8,1,2 138,0.002209945,0,0.005524862,0,0,0,43,1,19,11.6,44,129,173,8,2,162,155,159,9,0,2 138,0.006134969,0,0.00408998,0,0,0,32,1.3,0,9,60,119,179,2,0,158,152,155,8,0,1 138,0,0,0.003963012,0,0,0,45,1,20,12.3,99,81,180,8,2,162,156,159,8,1,2 144,0.001084599,0,0.004338395,0,0,0,44,0.8,2,11.9,33,135,168,4,0,162,157,160,5,1,2 144,0.001730104,0,0.003460208,0,0,0,49,0.7,3,9.8,44,140,184,3,0,162,158,162,4,0,2 144,0.001215067,0,0.004860267,0,0,0,46,0.8,2,11.5,31,138,169,3,0,162,158,161,5,1,2 150,0,0,0.006355932,0,0,0,56,0.5,19,7.9,19,148,167,2,0,153,157,158,3,0,2 150,0,0,0.007042254,0,0,0,54,0.5,13,7.7,16,147,163,2,0,153,155,157,2,0,1 150,0,0,0.004893964,0,0,0,57,0.5,19,7.7,20,147,167,3,0,165,157,159,7,0,2 145,0,0,0.002347418,0,0,0,49,0.6,3,11.6,27,140,167,0,0,159,156,158,3,1,2 145,0.003305785,0,0.001652893,0,0,0,49,0.6,0,7,26,145,171,1,0,154,157,158,4,0,1 120,0,0.013344454,0,0.000834028,0,0,53,0.7,7,12.2,77,56,133,6,0,123,121,123,3,1,1 120,0,0.012704174,0,0,0,0,51,0.8,0,14.8,77,56,133,5,0,123,122,124,2,1,1 120,0,0.016393443,0,0,0,0,56,0.5,12,8.5,30,103,133,2,0,120,121,122,1,0,1 120,0,0.007707129,0,0,0,0,54,0.6,12,8.6,24,109,133,0,1,123,122,124,1,0,1 120,0,0.014814815,0,0,0,0,57,0.6,0,9.5,21,112,133,0,0,125,123,124,1,0,1 120,0,0.007556675,0,0,0,0,51,0.7,15,7.4,21,109,130,1,1,123,121,123,0,0,1 120,0,0.01026694,0,0,0,0,56,0.5,12,7.6,18,115,133,0,0,123,122,123,1,0,1 120,0,0.022284123,0,0,0,0,55,0.9,0,15.1,77,58,135,5,0,123,123,124,5,1,1 120,0,0.026315789,0,0,0,0,53,0.8,0,15.3,69,62,131,3,0,125,121,124,5,1,1 124,0.004545455,0.015151515,0.001515152,0,0,0,46,0.8,0,7.5,52,90,142,4,0,129,130,131,2,1,1 124,0,0.006968641,0,0,0,0,59,0.6,0,7.6,25,111,136,0,0,129,129,130,0,1,1 125,0.007506255,0.01501251,0.000834028,0,0,0,48,0.8,0,4.9,63,82,145,9,0,133,132,133,3,1,1 125,0.003194888,0.009584665,0,0,0,0,51,0.6,0,4.9,16,125,141,1,0,133,132,134,0,0,1 125,0.00990099,0.00990099,0.001650165,0,0,0,50,0.9,0,2.5,118,57,175,8,0,133,132,133,4,0,1 125,0.005263158,0.021052632,0,0,0,0,47,0.8,0,6.1,75,68,143,3,0,133,132,133,2,1,1 127,0.001668057,0.005838198,0.000834028,0,0,0,61,0.5,3,10.6,83,62,145,4,0,129,131,132,4,1,1 127,0.00331675,0.004975124,0.001658375,0,0,0,58,0.5,0,8.3,38,113,151,3,0,129,134,136,6,0,1 127,0,0.005434783,0,0,0,0,63,0.5,4,11.3,89,62,151,4,0,129,128,130,1,1,2 127,0,0.005424955,0,0,0,0,61,0.6,4,11.5,89,62,151,4,0,131,129,131,2,1,2 127,0.00500417,0.007506255,0.000834028,0.000834028,0,0,54,1,5,15.6,83,63,146,9,1,140,135,138,14,1,1 127,0.005905512,0.003937008,0,0,0,0,53,0.8,0,17.9,104,64,168,3,0,136,134,136,5,1,1 129,0.002502085,0.015846539,0,0,0,0,52,0.7,0,11.5,80,68,148,10,0,133,134,134,3,1,1 129,0,0.017716535,0,0,0,0,55,0.5,1,7.5,23,120,143,3,0,133,133,134,1,0,1 129,0.002132196,0.012793177,0,0,0,0,47,0.9,0,17.3,104,52,156,6,0,133,133,134,4,1,1 129,0.005586592,0.016759777,0,0,0,0,44,1,0,4.8,36,120,156,2,0,133,133,133,3,0,1 129,0.002232143,0.015625,0,0,0,0,53,0.6,1,5.3,34,122,156,3,0,133,134,135,1,0,1 129,0,0.018907563,0,0,0,0,56,0.5,1,7.4,23,120,143,3,0,133,133,134,1,0,1 127,0.006672227,0.00500417,0,0,0,0,48,1.1,2,14,84,64,148,2,0,133,132,134,7,1,1 127,0.005873715,0.004405286,0,0,0,0,48,1.1,0,14.9,84,64,148,2,0,127,132,134,11,1,1 127,0.006379585,0.003189793,0,0,0,0,47,1.1,0,12.6,83,64,147,2,0,129,131,132,7,1,1 123,0.002502085,0.003336113,0,0,0,0,52,0.8,2,15.4,90,50,140,7,0,129,128,130,4,1,1 123,0.003478261,0.005217391,0,0,0,0,55,0.7,0,8.9,71,81,152,4,0,129,129,130,3,1,1 123,0,0,0,0,0,0,50,0.8,7,13.8,74,63,137,2,0,129,127,129,2,1,1 123,0.003649635,0.005474453,0,0,0,0,55,0.7,0,8.6,71,81,152,4,0,129,129,130,3,1,1 123,0,0,0,0,0,0,49,0.8,7,13.8,74,63,137,2,0,129,127,129,2,1,1 123,0,0,0,0,0,0,49,0.8,7,13.8,74,63,137,2,0,129,127,129,2,1,1 121,0.003336113,0.005838198,0,0,0,0,56,0.6,2,10.5,77,62,139,3,0,127,128,129,3,1,1 121,0.002666667,0.008,0,0,0,0,52,0.6,2,8,21,117,138,0,0,125,127,128,2,0,1 121,0.004942339,0.003294893,0,0,0,0,58,0.5,4,7.4,22,117,139,0,0,125,128,129,3,0,1 125,0,0.00500417,0.000834028,0,0,0,66,0.3,46,5.8,21,112,133,0,0,125,124,126,0,0,2 125,0,0.005228758,0.00130719,0,0,0,67,0.3,57,4.9,14,115,129,1,0,125,124,126,0,1,2 125,0,0.008908686,0,0,0,0,68,0.3,75,3.5,8,120,128,0,0,125,125,126,0,0,3 125,0,0.005020921,0.00083682,0.00083682,0,0,70,0.4,29,7.1,81,52,133,5,0,125,123,125,2,1,2 125,0,0.00443459,0.002217295,0,0,0,66,0.4,20,6.7,22,109,131,1,0,120,121,122,1,0,2 123,0,0,0.001410437,0,0,0,67,0.6,27,12.6,110,50,160,7,0,125,123,125,2,1,2 123,0,0,0,0,0,0,70,0.5,33,8.3,71,89,160,5,0,123,124,126,1,0,2 128,0.007670182,0.005752637,0.003835091,0,0,0,43,1.9,0,18.7,124,60,184,10,0,133,137,138,16,0,1 128,0.00661157,0,0.008264463,0,0,0,48,1,0,11.7,99,60,159,3,0,138,137,139,6,1,1 151,0.005838198,0.006672227,0.001668057,0,0,0,56,0.5,23,3.8,37,141,178,3,0,157,160,160,4,0,1 151,0.010115607,0.00867052,0.002890173,0,0,0,50,0.7,0,0.9,37,141,178,2,0,161,162,163,4,0,1 151,0.001919386,0.003838772,0,0,0,0,64,0.4,40,4.6,27,141,168,2,0,157,156,158,1,0,2 148,0.002597403,0.01038961,0.002597403,0,0,0,61,0.5,26,7.4,26,139,165,2,0,153,152,154,2,0,2 130,0,0.009163803,0.005727377,0,0,0,67,0.5,22,14.3,84,72,156,12,0,143,140,143,4,1,2 130,0.001668057,0.008340284,0.003336113,0,0,0,57,0.6,26,14.3,91,65,156,7,0,129,131,133,10,1,1 130,0,0,0,0,0,0,53,0.6,51,5,19,114,133,2,0,120,122,122,3,-1,1 130,0,0.008561644,0.001712329,0,0,0,51,0.6,37,9.1,30,114,144,3,0,120,125,126,8,-1,1 127,0.00677392,0,0.00677392,0.00508044,0,0,14,3.3,0,6.3,124,67,191,8,0,129,125,130,45,0,1 127,0.00623053,0,0.007788162,0.004672897,0,0,12,3.4,0,5.7,130,58,188,8,0,129,122,129,41,0,1 127,0.006535948,0,0.004901961,0.006535948,0,0,16,3.4,0,0,138,53,191,11,0,153,124,130,136,0,1 127,0.011560694,0,0.007707129,0.003853565,0,0,13,3.8,0,1.3,138,53,191,12,1,133,126,131,41,0,1 127,0.004329004,0,0.012987013,0.004329004,0,0,13,3.2,0,10.1,98,61,159,3,2,129,124,129,35,1,1 127,0,0,0.004573171,0,0,0,22,1.5,0,12.3,91,107,198,5,1,135,132,134,3,-1,1 127,0,0,0.006038647,0,0,0,23,1.5,0,13.2,91,107,198,6,0,135,134,135,4,-1,1 127,0,0,0.00625,0,0,0,24,1.7,0,15.8,91,107,198,9,0,135,136,138,7,-1,1 127,0,0,0.006349206,0,0,0,22,1.7,0,15.5,91,107,198,6,0,135,134,137,6,-1,1 127,0,0,0.005479452,0,0,0,21,1.7,0,12.4,37,114,151,4,0,128,130,131,2,0,1 128,0,0,0.005838198,0,0,0,30,1.2,0,14.2,77,119,196,3,0,148,154,155,13,0,2 124,0.008050089,0,0.004472272,0,0,0,46,1,0,9.3,92,63,155,6,0,133,133,134,7,1,1 124,0.006420546,0,0.006420546,0,0,0,45,0.9,0,9.2,91,60,151,5,0,133,132,134,5,1,1 126,0.006802721,0,0.003401361,0,0,0,48,0.7,0,6.4,37,118,155,2,0,133,135,135,6,0,1 126,0.005235602,0,0.003490401,0,0,0,49,0.7,0,9.7,90,63,153,2,0,133,133,134,4,1,1 124,0.01000834,0,0.006672227,0.000834028,0,0,34,1,0,3.1,42,106,148,1,0,126,130,130,7,0,1 124,0.012658228,0,0.006329114,0,0,0,34,1,0,0.9,39,110,149,3,0,129,130,131,5,0,1 123,0.001668057,0,0.000834028,0,0,0,41,1.1,14,13.4,87,58,145,11,1,127,126,127,4,1,1 123,0,0,0,0,0,0,32,1.1,0,16.9,76,66,142,3,0,125,125,125,4,1,1 123,0,0,0,0,0,0,44,0.8,34,6.3,82,59,141,4,0,127,126,128,0,1,1 123,0.003490401,0,0.001745201,0,0,0,37,0.9,0,12.8,79,66,145,2,0,125,127,127,4,1,1 123,0,0,0,0,0,0,41,0.9,23,10.6,83,59,142,4,0,127,125,127,2,1,1 123,0.000834028,0,0.004170142,0,0,0,54,0.5,9,8.4,29,116,145,4,0,126,128,129,3,0,1 123,0,0,0.002766252,0,0,0,50,0.5,8,7.6,21,116,137,1,0,126,126,127,1,0,1 120,0.004170142,0,0.009174312,0.001668057,0,0,50,1.6,7,8.1,118,53,171,7,2,125,126,127,14,0,1 120,0.004754358,0,0.009508716,0,0,0,56,0.9,13,8.7,130,55,185,10,0,125,128,130,8,0,1 118,0.004784689,0,0.009569378,0.003189793,0,0,41,2.5,0,5.8,119,52,171,6,0,123,122,124,19,0,1 133,0.001689189,0.010135135,0.002533784,0.001689189,0,0,46,1.1,0,15.4,69,95,164,5,0,139,135,138,9,0,1 133,0,0.003367003,0,0,0,0,45,0.9,0,17.9,38,121,159,3,0,133,135,136,5,0,1 128,0.006884682,0.003442341,0.003442341,0,0,0,44,1.1,0,7.6,58,112,170,6,0,137,136,137,5,0,1 143,0,0.004170142,0,0,0,0,67,0.4,34,7.5,27,129,156,3,0,151,146,149,3,1,2 143,0,0.001666667,0,0,0,0,74,0.3,54,4.9,23,131,154,3,0,151,150,151,0,1,2 144,0,0.006525285,0,0,0,0,61,0.5,7,9.5,39,125,164,3,0,144,143,144,1,0,2 144,0,0.009070295,0,0,0,0,58,0.6,1,8.8,39,125,164,3,0,143,142,144,1,0,1 144,0,0.002252252,0,0,0,0,75,0.3,58,4,10,144,154,2,0,151,150,152,0,1,2 144,0,0.005370569,0,0,0,0,65,0.4,21,8.6,27,129,156,2,0,150,146,148,3,1,2 142,0,0.005838198,0,0,0,0,61,0.7,52,12.2,79,71,150,12,0,143,142,144,3,1,2 142,0,0.012552301,0,0,0,0,51,1.2,5,19.7,119,56,175,12,0,141,141,143,5,1,1 142,0,0.005128205,0,0,0,0,57,0.8,32,14.5,100,56,156,10,0,144,142,144,3,1,1 146,0,0.013344454,0,0,0,0,66,0.5,38,12.8,114,74,188,6,0,147,146,148,2,0,2 146,0,0.018255578,0,0,0,0,74,0.5,59,13.4,111,74,185,4,0,147,147,148,2,0,2 148,0,0.01501251,0,0,0,0,74,0.2,78,3.6,14,139,153,0,0,148,148,149,0,0,3 148,0,0.012091898,0,0,0,0,75,0.2,84,2.9,7,145,152,1,0,148,148,149,0,0,3 148,0,0.019117647,0,0,0,0,70,0.3,71,3.8,14,139,153,1,0,150,148,150,0,1,3 148,0,0.025104603,0,0,0,0,72,0.3,59,4.3,14,139,153,1,0,150,148,150,0,1,2 144,0,0.011676397,0,0,0,0,75,0.2,52,5.6,16,136,152,1,0,145,144,146,0,0,2 144,0,0.006493506,0,0,0,0,77,0.2,62,3.8,12,138,150,2,0,144,144,146,0,0,2 144,0,0.020408163,0,0,0,0,71,0.3,24,6.8,19,133,152,1,0,145,144,146,0,0,2 145,0,0.018348624,0,0,0,0,75,0.3,39,7.8,54,131,185,3,0,145,144,146,0,-1,2 145,0,0.020249221,0,0,0,0,77,0.2,45,5.8,21,129,150,1,0,146,145,147,0,1,2 145,0,0.020618557,0,0,0,0,74,0.3,30,8.5,54,131,185,2,0,145,144,146,1,-1,2 145,0,0.020249221,0,0,0,0,77,0.2,45,5.8,21,129,150,1,0,146,145,147,0,1,2 132,0,0.005136986,0,0,0,0,61,0.4,35,5.7,18,126,144,1,0,134,135,136,0,0,2 141,0,0.006972112,0,0,0,0,71,0.4,67,10.8,78,69,147,2,0,144,142,144,2,1,2 141,0,0.002597403,0,0,0,0,77,0.3,72,3.2,9,138,147,1,0,144,143,145,0,1,3 146,0,0.005591799,0,0,0,0,69,0.5,45,11,42,117,159,6,0,153,150,152,3,1,2 146,0,0.004366812,0,0,0,0,76,0.3,58,4.4,18,135,153,2,0,150,149,151,0,1,2 146,0,0.006726457,0,0,0,0,65,0.5,32,9.5,33,133,166,4,0,153,151,154,1,0,2 146,0,0.014178482,0,0,0,0,72,0.3,41,6.9,35,120,155,4,0,147,146,148,0,1,2 146,0,0.006012024,0,0,0,0,77,0.3,61,5.7,29,120,149,4,0,147,146,147,0,1,2 146,0,0.020558003,0,0,0,0,68,0.3,23,7.2,20,136,156,1,0,147,147,148,1,0,2 150,0,0.021684737,0,0,0,0,74,0.3,56,6.4,25,131,156,4,0,150,150,151,0,1,2 150,0,0.024509804,0,0,0,0,79,0.2,84,2.8,5,147,152,1,0,150,149,151,0,0,3 144,0,0.021684737,0,0,0,0,74,0.3,56,6.4,25,131,156,4,0,150,150,151,0,1,2 150,0,0.024096386,0,0,0,0,79,0.2,84,2.8,5,147,152,1,0,150,149,151,0,0,3 150,0,0.028301887,0,0,0,0,71,0.4,18,7.9,17,139,156,0,0,151,151,152,0,1,3 150,0,0.015625,0,0,0,0,73,0.3,44,7.3,26,128,154,3,0,150,149,151,0,1,2 135,0,0.000834028,0,0,0,0,56,1,39,16.4,89,67,156,8,0,143,140,142,6,1,2 135,0,0,0,0,0,0,62,0.5,71,6.9,97,71,168,3,0,143,142,144,1,1,3 135,0,0,0,0,0,0,62,0.5,71,6.9,97,71,168,3,0,143,142,144,1,1,3 135,0.001668057,0.01501251,0,0,0,0,54,1,10,16.7,132,66,198,10,0,150,143,146,12,0,2 144,0,0.018541409,0,0,0,0,76,0.4,61,10.6,81,71,152,3,0,145,144,146,2,1,2 144,0,0.024213075,0,0,0,0,75,0.3,67,4.2,16,136,152,2,0,145,146,147,0,0,2 146,0,0,0,0,0,0,84,0.2,81,2.9,10,140,150,1,0,146,145,147,0,0,3 146,0,0.005802708,0,0,0,0,77,0.2,42,4.6,12,137,149,1,0,142,142,143,0,0,2 146,0,0.003541913,0,0,0,0,78,0.2,57,4.3,12,137,149,1,0,144,143,145,0,0,2 146,0,0.003921569,0,0,0,0,79,0.2,56,4.3,12,137,149,1,0,144,143,145,0,0,2 146,0,0.009036145,0,0,0,0,77,0.3,20,4.8,12,137,149,0,0,142,143,145,0,0,2 144,0,0.018541409,0,0,0,0,76,0.4,61,10.6,81,71,152,3,0,145,144,146,2,1,2 144,0,0.010619469,0,0,0,0,79,0.3,77,7.9,80,71,151,2,0,145,144,146,1,1,3 146,0,0.002502085,0,0,0,0,81,0.2,67,3.9,13,137,150,1,0,146,144,146,1,0,3 137,0,0.015846539,0,0,0,0,64,0.5,12,10.9,85,68,153,2,0,143,142,143,3,1,2 137,0,0.019157088,0,0,0,0,64,0.4,12,8.6,22,131,153,1,0,145,143,145,1,0,2 137,0,0.021276596,0,0,0,0,65,0.4,11,8.1,20,133,153,1,0,145,144,146,1,0,2 133,0,0,0,0,0,0,73,0.2,88,3.3,8,131,139,1,0,133,134,135,0,0,3 133,0,0,0,0,0,0,75,0.2,91,2.9,7,131,138,1,0,133,134,135,0,0,3 133,0,0,0,0,0,0,73,0.3,78,3.6,8,131,139,1,0,134,134,135,0,0,3 133,0,0,0,0,0,0,73,0.3,84,3.5,8,131,139,1,0,134,134,135,0,0,3 139,0,0.00500417,0,0,0,0,75,0.4,47,9.2,79,66,145,6,0,140,139,141,2,1,2 139,0,0.001672241,0,0,0,0,77,0.2,41,5.3,17,128,145,1,1,142,141,143,0,1,2 139,0,0.006593407,0,0,0,0,78,0.2,59,4.2,11,133,144,1,0,140,139,141,0,0,2 139,0,0.007211538,0,0,0,0,77,0.2,55,4.3,11,133,144,1,0,140,139,141,0,0,2 139,0,0.002785515,0,0,0,0,76,0.3,12,6.1,17,128,145,1,1,140,140,141,0,1,2 141,0,0.01000834,0.000834028,0,0,0,78,0.2,61,4.7,13,133,146,1,0,143,141,143,0,1,2 141,0,0.018828452,0.00209205,0,0,0,78,0.2,49,4.8,10,136,146,1,0,142,141,143,0,0,2 141,0,0.007843137,0,0,0,0,75,0.3,49,4.6,9,136,145,1,0,143,141,143,0,1,2 140,0,0.019448947,0,0,0,0,77,0.2,82,3.7,8,136,144,1,0,141,140,142,0,0,3 140,0,0.022044088,0,0,0,0,78,0.2,86,3.4,8,136,144,1,0,141,140,141,0,0,3 140,0,0.00177305,0,0,0,0,69,0.3,21,8.3,22,129,151,2,0,141,141,142,1,0,2 140,0,0.005830904,0,0.002915452,0,0,67,0.4,25,7.1,25,122,147,1,0,142,138,141,4,1,2 140,0,0.007029877,0,0.005272408,0,0,61,0.9,16,12.4,129,64,193,9,1,142,138,141,11,0,2 130,0,0.009009009,0,0,0,0,59,0.5,15,9.8,53,95,148,4,0,142,138,142,4,1,2 130,0.002132196,0.008528785,0,0,0,0,46,1.2,0,16.2,95,60,155,8,0,136,133,135,8,1,1 133,0,0.009174312,0.002502085,0,0,0,60,0.5,14,11.4,80,68,148,4,0,137,136,138,2,1,2 133,0,0.008908686,0.002227171,0,0,0,54,0.6,0,13.6,80,68,148,2,0,137,138,139,2,1,1 133,0,0.00887574,0.00295858,0,0,0,64,0.4,25,6.4,15,129,144,2,0,136,135,137,0,0,2 133,0,0.011428571,0.003809524,0,0,0,69,0.3,29,5.6,12,129,141,1,0,137,135,137,0,0,2 135,0,0.012510425,0.001668057,0,0,0,67,0.3,67,5.5,28,116,144,4,0,136,135,137,0,1,2 135,0,0.013303769,0.001108647,0,0,0,69,0.3,78,3.9,9,132,141,1,0,136,136,137,0,0,3 135,0,0.015544041,0.001727116,0,0,0,70,0.3,84,3.5,9,132,141,1,0,136,136,137,0,0,3 135,0,0.006430868,0.003215434,0,0,0,61,0.5,21,9.5,36,108,144,5,0,138,135,137,3,1,2 135,0,0.018648019,0.002331002,0,0,0,63,0.4,60,4,8,133,141,1,0,136,136,137,0,0,2 135,0,0.012605042,0.00210084,0,0,0,65,0.4,68,5,25,116,141,3,0,136,135,137,0,1,2 133,0,0.008241758,0.002747253,0,0,0,61,0.5,4,7.8,16,128,144,1,0,135,135,136,0,0,2 138,0,0.007506255,0.000834028,0.001668057,0,0,64,0.4,30,7,41,118,159,2,0,144,143,145,5,0,2 138,0,0.001612903,0,0,0,0,68,0.3,21,7.2,22,128,150,1,0,144,142,144,1,1,2 138,0,0.009324009,0.002331002,0.002331002,0,0,55,0.7,0,9.3,48,103,151,4,0,144,140,143,5,1,1 138,0,0.012012012,0.001501502,0.001501502,0,0,60,0.5,32,6.8,56,103,159,4,0,151,144,145,9,1,2 138,0,0.001412429,0,0.001412429,0,0,66,0.4,20,6.8,33,117,150,2,0,144,141,144,2,1,2 138,0,0.009310987,0.001862197,0.001862197,0,0,60,0.5,9,8.7,47,103,150,3,0,144,140,144,4,1,2 141,0,0.0171875,0.0015625,0.0015625,0,0,60,0.4,41,5.6,38,121,159,3,0,154,149,154,8,1,2 141,0.00500417,0.023352794,0.001668057,0.000834028,0,0,53,1,28,5.2,123,57,180,13,0,154,149,154,10,1,2 141,0.009469697,0.022727273,0,0,0,0,46,1.1,2,2.9,114,58,172,7,0,154,149,152,8,1,1 141,0.001340483,0.020107239,0.001340483,0.001340483,0,0,59,0.5,38,6.1,38,121,159,3,0,154,149,154,8,1,2 141,0.001246883,0.019950125,0.001246883,0.001246883,0,0,56,0.5,17,7.4,51,121,172,4,0,154,148,152,7,0,2 141,0.008,0.024,0.0016,0.0016,0,0,50,0.9,1,4.3,114,58,172,7,0,148,147,151,7,1,1 129,0.009174312,0.035029191,0.002502085,0,0,0,41,1.1,0,2.9,135,65,200,4,1,133,147,142,60,0,1 131,0.012195122,0.054200542,0.002710027,0,0,0,37,1.4,0,3.7,135,65,200,5,1,139,154,148,70,0,1 131,0.005934718,0.029673591,0,0,0,0,44,0.8,0,4.6,65,125,190,1,0,137,146,140,38,-1,1 133,0.004504505,0.004504505,0,0,0,0,48,0.7,0,6.3,28,125,153,1,0,135,137,137,2,0,1 129,0.008653846,0.048076923,0.002884615,0.000961538,0,0,36,1.5,0,17.9,134,61,195,11,2,186,154,147,157,0,1 129,0.011312217,0.088235294,0.004524887,0,0,0,36,1.5,0,0,99,99,198,3,1,186,163,169,106,1,1 129,0.010989011,0.03021978,0.002747253,0,0,0,37,1.2,0,8.6,102,93,195,8,0,187,157,153,137,0,1 129,0.006060606,0.006060606,0,0,0,0,39,1.1,0,11.7,105,55,160,3,2,127,136,137,21,1,1 129,0.008264463,0.053719008,0.002066116,0,0,0,37,1.3,0,12.1,140,55,195,7,4,186,151,144,177,0,1 129,0.009819967,0.042553191,0.003273322,0,0,0,36,1.4,0,9.4,140,55,195,5,3,143,148,143,52,0,1 143,0,0,0.000834028,0,0,0,59,0.5,29,9.8,37,120,157,5,1,146,146,147,2,1,1 143,0,0,0,0,0,0,70,0.3,49,5.3,13,137,150,1,0,146,144,146,0,0,2 143,0,0,0.001841621,0,0,0,46,0.9,0,11.8,116,68,184,5,1,150,147,149,4,1,1 143,0,0,0.001342282,0,0,0,56,0.6,12,12.2,116,68,184,5,1,145,145,147,3,1,1 143,0,0,0.001068376,0,0,0,63,0.5,35,9.9,37,120,157,5,1,146,145,146,2,1,2 143,0,0,0.001540832,0,0,0,51,0.8,9,13.1,116,68,184,6,1,145,147,148,3,1,1 148,0,0,0,0,0,0,65,0.4,20,6.7,21,141,162,1,0,157,155,157,1,1,2 148,0,0,0,0,0,0,65,0.4,21,6.5,17,145,162,0,0,156,155,157,0,0,2 150,0.001550388,0,0,0.003100775,0,0,47,1.4,10,12.1,145,52,197,8,0,159,154,157,13,1,2 150,0,0,0,0,0,0,53,0.5,62,4.5,14,151,165,0,0,161,159,161,1,0,2 150,0,0,0,0.002673797,0,0,47,1.1,15,7.1,136,61,197,5,0,159,154,157,8,1,1 151,0,0,0,0,0,0,48,0.6,68,4,8,154,162,0,0,159,158,160,0,0,2 151,0,0,0,0,0,0,47,0.7,70,3.9,8,154,162,0,0,159,158,160,0,0,3 150,0,0,0,0.002502085,0,0,73,0.9,47,4.8,148,51,199,8,0,154,150,155,29,1,2 150,0,0,0,0.004716981,0,0,70,1.4,48,4.4,149,51,200,10,0,154,147,155,54,1,2 150,0,0,0,0,0,0,78,0.2,51,4.8,11,146,157,1,0,154,153,155,0,1,2 150,0,0,0,0,0,0,76,0.3,31,5.4,11,146,157,1,0,154,153,155,0,1,2 150,0,0,0,0.001215067,0,0,76,0.2,43,5.2,35,123,158,1,0,154,153,155,1,1,2 150,0,0,0,0,0,0,78,0.2,50,4.8,12,146,158,0,0,154,154,155,0,1,2 147,0,0,0.000834028,0,0,0,66,0.4,16,7.4,80,74,154,1,0,148,146,148,1,1,2 147,0,0,0.001594896,0.001594896,0,0,71,0.3,17,5.8,15,139,154,0,0,143,145,146,1,0,2 147,0,0,0,0,0,0,60,0.4,12,5.5,10,144,154,0,0,150,149,150,0,0,2 147,0,0,0,0,0,0,63,0.4,12,8.1,80,74,154,1,0,148,147,149,1,1,1 135,0.001890359,0,0.00094518,0,0,0,59,0.6,4,9.3,118,70,188,3,0,140,140,141,3,0,1 135,0,0,0,0,0,0,55,0.6,0,7.4,21,131,152,2,0,135,139,141,4,0,1 135,0.002415459,0,0,0,0,0,63,0.5,8,5.4,33,133,166,1,0,141,142,143,1,-1,2 137,0.000834028,0,0.000834028,0,0,0,68,0.4,47,5.8,65,135,200,3,0,143,143,144,1,-1,2 137,0,0,0,0,0,0,74,0.3,71,4,13,135,148,1,0,140,141,142,1,0,3 137,0.001572327,0,0.001572327,0,0,0,63,0.5,9,7.8,75,125,200,4,0,146,144,146,2,-1,2 137,0.00120048,0,0,0,0,0,70,0.4,48,4.7,66,134,200,3,0,140,142,143,3,-1,2 143,0,0,0.003336113,0,0,0,65,0.6,14,13.3,38,120,158,5,0,145,145,146,2,0,2 143,0,0,0.003159558,0,0,0,64,0.6,26,11.6,85,73,158,7,1,146,145,147,2,1,2 143,0,0,0.002487562,0,0,0,65,0.5,0,9.2,23,129,152,2,1,143,143,145,1,0,2 143,0,0,0.00212766,0,0,0,65,0.6,7,12.9,29,129,158,4,1,150,145,146,5,0,2 156,0,0.002252252,0.004504505,0,0,0,53,0.6,6,10.8,27,141,168,2,1,163,159,161,2,1,1 156,0,0.00128866,0.005154639,0,0,0,53,0.8,3,19.7,91,102,193,3,0,161,159,161,3,0,1 120,0.012510425,0.005838198,0.002502085,0,0,0,40,1.3,0,7.1,89,68,157,5,1,133,134,136,9,1,1 121,0.011695906,0.00877193,0.001461988,0,0,0,39,1.3,0,6.6,98,102,200,7,1,133,131,132,8,-1,1 121,0.011312217,0.00678733,0.001131222,0,0,0,39,1.3,0,6.9,132,68,200,8,1,133,132,134,8,0,1 121,0.011387164,0.005175983,0.002070393,0,0,0,39,1.2,0,7.5,86,68,154,7,1,133,133,135,8,1,1 125,0.008340284,0,0,0,0,0,41,1.2,0,11.4,63,98,161,4,0,138,135,137,6,0,1 125,0.011188811,0,0,0,0,0,37,1.6,0,12.2,126,68,194,3,1,127,133,134,12,0,1 125,0.006973501,0,0,0,0,0,44,0.9,0,7.7,38,118,156,3,0,138,137,139,3,0,1 151,0,0,0.005838198,0.005838198,0,0,63,1.3,21,8.2,150,50,200,8,3,156,149,156,44,1,2 151,0,0,0.007692308,0.005128205,0,0,60,0.9,17,3.4,124,50,174,8,0,156,148,155,37,1,2 151,0,0,0.005540166,0.005540166,0,0,64,1.1,26,3,150,50,200,11,2,156,150,156,38,1,2 151,0,0,0.007822686,0.005215124,0,0,61,1.3,15,10.5,150,50,200,8,1,156,148,155,42,1,2 151,0,0,0.006417112,0.004278075,0,0,57,2.6,16,28.4,149,51,200,12,8,156,150,157,56,1,2 151,0,0,0.00618238,0.00618238,0,0,53,2.9,3,21.4,149,51,200,11,7,156,147,155,75,1,2 142,0.000834028,0.002502085,0.000834028,0.001668057,0,0,55,1.3,10,15.5,115,52,167,12,3,148,143,147,17,1,1 142,0.001136364,0.003409091,0.001136364,0.002272727,0,0,55,1.3,10,10,115,52,167,15,3,148,142,147,20,1,1 144,0,0.003336113,0,0.000834028,0,0,60,0.6,7,8.5,110,57,167,3,0,144,149,149,10,1,2 144,0,0.002624672,0,0,0,0,61,0.4,8,6.7,16,140,156,0,0,148,147,149,0,0,2 144,0,0.002824859,0,0,0,0,58,0.5,5,7.8,26,141,167,1,0,147,151,151,6,-1,2 142,0,0.003821656,0,0,0,0,68,0.3,39,6.7,15,136,151,1,0,142,142,143,0,0,2 142,0,0.005859375,0,0,0,0,69,0.3,39,6.5,14,137,151,1,0,142,142,143,0,0,2 142,0,0.004225352,0,0,0,0,68,0.3,38,6.7,15,136,151,1,0,142,142,143,0,0,2 135,0.004170142,0.003336113,0,0,0,0,59,0.5,13,6.6,95,70,165,5,0,142,141,143,2,1,1 135,0.001233046,0.002466091,0,0,0,0,58,0.6,15,8,95,70,165,5,0,139,140,141,2,1,1 135,0,0.002967359,0,0,0,0,59,0.5,16,8.5,40,113,153,4,0,139,139,140,1,0,1 135,0.007462687,0.002985075,0,0,0,0,58,0.6,3,3.9,95,70,165,5,0,142,143,144,2,1,1 127,0.009587728,0.005752637,0.003835091,0,0,0,43,1.9,0,18.5,124,60,184,10,0,133,137,138,16,0,1 133,0,0.002502085,0.001668057,0,0,0,55,0.5,16,9.2,22,125,147,1,0,137,136,137,1,0,1 133,0,0.002554278,0.002554278,0,0,0,58,0.5,17,8.9,22,125,147,2,0,136,136,137,1,0,1 133,0,0.004431315,0.001477105,0,0,0,53,0.6,13,9.9,22,125,147,2,0,137,136,137,1,0,1 131,0.007017544,0.05380117,0.004678363,0.001169591,0,0,34,2.2,0,19,107,52,159,2,0,133,135,137,22,1,1 141,0.005838198,0,0.000834028,0,0,0,42,1.8,0,15.5,116,70,186,8,1,153,151,152,14,1,1 141,0.003821656,0,0,0,0,0,45,1.1,0,16.1,100,70,170,1,0,153,151,152,7,1,1 141,0.007532957,0,0.001883239,0,0,0,46,0.8,4,10.2,98,69,167,3,0,143,146,146,6,1,1 120,0.002502085,0.001668057,0.001668057,0,0,0,62,0.4,13,7.9,35,106,141,2,0,120,122,122,3,0,1 120,0,0.0016,0,0,0,0,69,0.3,21,7,19,114,133,2,0,120,120,121,0,-1,2 120,0.004477612,0.001492537,0.002985075,0,0,0,56,0.5,0,8.8,35,106,141,1,0,125,125,126,3,0,1 120,0.005838198,0.000834028,0.000834028,0,0,0,51,1.3,3,11.1,113,59,172,16,1,117,127,129,23,0,1 120,0.003003003,0,0.001501502,0,0,0,53,0.8,3,10.1,93,71,164,7,0,117,127,128,21,0,1 144,0,0.001668057,0.000834028,0.000834028,0,0,78,0.6,23,11,126,74,200,5,0,146,145,147,3,0,2 144,0,0.001464129,0.001464129,0,0,0,83,0.3,31,5.8,38,132,170,2,0,144,144,145,0,-1,3 144,0,0.001724138,0.001724138,0,0,0,84,0.3,31,5.7,38,132,170,2,0,144,143,145,0,-1,3 144,0,0.001642036,0.001642036,0,0,0,84,0.3,34,5.5,38,132,170,2,0,144,143,145,0,-1,3 151,0,0.001668057,0,0,0,0,81,0.4,28,6.6,34,130,164,2,0,152,152,153,1,0,3 151,0,0.002047083,0,0,0,0,81,0.4,29,6.4,30,130,160,2,0,152,151,153,1,1,3 150,0,0.003577818,0,0,0,0,82,0.4,38,5.2,12,148,160,0,0,152,154,155,1,0,3 150,0,0,0.001390821,0,0,0,81,0.4,17,7.1,44,130,174,2,0,152,150,151,1,0,3 150,0,0.003336113,0,0,0,0,80,0.4,24,8.5,52,124,176,1,0,150,152,153,2,0,3 150,0,0.001340483,0,0,0,0,84,0.3,32,6.2,20,136,156,0,0,150,150,151,1,1,3 150,0,0.002040816,0,0,0,0,84,0.3,37,5.2,16,140,156,0,0,150,150,151,0,0,3 145,0,0,0.000834028,0.000834028,0,0,62,0.5,8,10.1,87,70,157,1,1,148,145,148,4,1,2 145,0,0,0,0,0,0,66,0.4,9,7.7,22,135,157,1,0,148,148,149,0,0,2 145,0,0,0.001142857,0.001142857,0,0,60,0.5,5,7.5,46,111,157,1,1,148,146,148,4,1,2 145,0,0,0,0.001686341,0,0,57,0.5,0,7.3,46,111,157,1,1,150,146,149,6,1,1 140,0,0,0.001488095,0,0,0,60,0.8,32,11.2,120,79,199,9,0,141,141,142,3,0,2 140,0,0,0,0,0,0,64,0.5,37,7.6,76,84,160,5,0,141,140,142,1,1,2 139,0.001841621,0.007366483,0,0,0,0,55,0.8,8,8.9,63,127,190,7,1,144,146,147,4,-1,2 139,0.00140647,0.011251758,0,0,0,0,54,0.9,3,9.4,121,55,176,6,1,154,147,148,9,1,2 143,0,0.001668057,0.000834028,0,0,0,61,0.6,17,14.4,84,74,158,10,1,145,144,146,3,1,2 143,0,0.001438849,0,0,0,0,64,0.4,19,6.5,17,137,154,2,0,144,144,145,0,0,2 127,0.008340284,0.003336113,0,0.000834028,0,0,35,1.2,0,5.1,119,62,181,6,0,133,138,134,27,0,1 127,0.009077156,0.004538578,0,0,0,0,35,1.2,0,3.1,120,62,182,6,0,133,139,135,26,0,1 127,0.00621118,0,0,0.001552795,0,0,33,1.3,0,6.9,96,79,175,4,0,129,135,133,27,0,1 127,0.010067114,0.003355705,0,0,0,0,34,1.2,0,3.6,119,62,181,6,0,133,139,135,26,0,1 120,0.010842369,0.058381985,0.000834028,0,0,0,35,2.4,0,11.4,121,55,176,10,0,167,149,157,72,1,1 120,0.011235955,0.052434457,0,0,0,0,33,2.7,0,10.4,142,51,193,9,0,167,148,156,76,1,1 120,0.012379642,0.085281981,0.001375516,0,0,0,36,2.1,0,0.9,140,53,193,13,0,167,151,158,56,1,1 120,0.009104704,0.091047041,0.001517451,0,0,0,36,1.8,0,10.9,124,53,177,6,0,163,152,160,42,1,1 127,0.013745704,0.026345934,0.002290951,0,0,0,35,2.2,0,5.7,113,61,174,13,1,133,143,143,39,1,1 127,0.011041009,0.033123028,0.001577287,0,0,0,38,1.4,0,7.2,113,61,174,6,1,129,144,141,45,1,1 130,0.014178482,0.091743119,0.000834028,0,0,0,32,2.4,0,9.5,120,50,170,10,0,159,150,155,27,1,1 130,0.0155521,0.083981337,0.00155521,0,0,0,34,2.1,0,3,132,50,182,8,0,159,151,155,25,1,1 130,0.015258216,0.115023474,0,0,0,0,31,2.6,0,14,120,50,170,12,0,157,151,156,24,1,1 130,0.013819095,0.084170854,0.001256281,0,0,0,34,2.1,0,5.6,132,50,182,10,0,159,150,155,26,1,1 131,0.014178482,0.01501251,0.000834028,0,0,0,29,3.7,0,4.8,120,51,171,11,1,150,144,151,33,1,1 131,0.014725569,0.017402945,0.001338688,0,0,0,31,3.2,0,7.1,133,53,186,10,1,150,144,149,25,1,1 130,0.008340284,0.013344454,0.004170142,0,0,0,36,1.9,0,20.5,118,54,172,6,0,154,148,154,26,1,1 130,0.008287293,0.013812155,0.005524862,0,0,0,34,2.1,0,17.2,118,52,170,5,0,159,146,151,39,1,1 128,0.008253095,0.013755158,0.004126547,0,0,0,40,1.1,0,12.7,123,59,182,7,0,129,139,136,25,0,1 128,0.005970149,0.014925373,0.004477612,0,0,0,39,1.2,0,12.8,123,59,182,8,0,129,138,135,25,0,1 157,0.007506255,0.003336113,0.001668057,0,0,0,49,0.7,0,4.9,39,153,192,0,0,163,166,166,6,-1,1 157,0.006382979,0.004255319,0.00212766,0,0,0,50,0.6,0,5.6,39,153,192,1,0,165,166,166,4,-1,1 157,0.008978676,0.004489338,0.001122334,0,0,0,48,0.7,0,5.3,39,153,192,1,0,163,167,166,6,-1,1 157,0.007886435,0,0.003154574,0,0,0,49,0.7,0,3.3,38,154,192,2,0,161,167,166,9,-1,1 154,0.005838198,0.001668057,0.002502085,0,0,0,48,0.7,0,7.4,66,123,189,3,2,161,164,164,8,0,1 154,0.00747198,0.00124533,0.00249066,0,0,0,45,0.8,0,3.5,47,142,189,2,1,161,166,165,10,0,1 154,0.00257732,0.00257732,0.00257732,0,0,0,56,0.6,1,9.2,31,140,171,1,0,161,160,162,2,1,1 154,0.002923977,0,0,0,0,0,56,0.6,0,5.4,26,153,179,1,1,161,161,162,1,-1,2 130,0.008340284,0.035029191,0.00500417,0,0,0,43,1,0,5.1,88,71,159,5,1,133,142,142,17,1,1 130,0.005738881,0.032998565,0.004304161,0,0,0,46,0.8,0,6.9,88,71,159,3,0,133,141,139,15,1,1 130,0.008665511,0.029462738,0.005199307,0,0,0,42,1,0,3.7,105,76,181,3,0,133,141,140,15,0,1 130,0.009150327,0.040522876,0.003921569,0,0,0,43,1,0,4.1,110,71,181,3,0,153,143,146,17,1,1 126,0.00500417,0.024186822,0.004170142,0,0,0,41,1.3,2,10.7,127,66,193,9,0,129,133,133,11,0,1 126,0.00764526,0.039755352,0.004587156,0,0,0,42,1.5,0,7.8,147,51,198,9,0,133,136,134,13,0,1 126,0.001620746,0.004862237,0.003241491,0,0,0,40,1.1,4,12.5,86,66,152,3,0,129,129,131,3,1,1 126,0,0,0,0,0,0,40,1.1,5,10.1,27,120,147,1,1,129,129,130,1,0,1 158,0.007506255,0.026688907,0.001668057,0,0,0,41,0.9,0,13.2,47,151,198,4,0,186,178,180,15,0,1 158,0.009668508,0.029005525,0.002762431,0,0,0,41,0.8,0,0,45,153,198,2,0,186,180,183,11,1,1 158,0.009677419,0.030645161,0.003225806,0,0,0,40,0.9,0,0,40,158,198,1,0,186,182,186,9,1,1 158,0.011655012,0.025641026,0,0,0,0,42,0.9,0,2.8,43,151,194,2,0,180,175,178,10,0,1 142,0.01501251,0.062552127,0.001668057,0.000834028,0,0,36,1.9,0,2.5,148,51,199,12,0,180,164,171,53,1,1 142,0.014064698,0.0604782,0.00281294,0,0,0,38,1.3,0,0,62,127,189,8,0,180,171,176,22,1,1 142,0.012605042,0.050420168,0.00210084,0,0,0,38,1.1,0,0,76,112,188,2,0,176,173,176,11,1,1 142,0.019283747,0.085399449,0,0,0,0,32,2.3,0,0,144,56,200,10,0,170,158,162,37,1,1 142,0.0155902,0.071269488,0,0.002227171,0,0,32,3.1,0,1.6,149,51,200,10,0,167,154,160,55,1,1 142,0.016423358,0.060218978,0.003649635,0,0,0,38,1.3,0,0,130,68,198,5,0,180,173,177,14,1,1 137,0.00292113,0.00194742,0,0,0,0,59,0.8,24,13.4,97,70,167,8,0,143,144,145,5,1,1 137,0,0.001282051,0,0,0,0,60,0.6,22,13.1,96,71,167,3,0,143,144,144,3,1,2 137,0,0,0,0,0,0,63,0.5,36,7.5,96,71,167,3,0,143,141,143,1,1,2 138,0.000834028,0.000834028,0,0,0,0,52,1,18,14.8,102,74,176,8,1,142,141,143,3,1,1 138,0.001228501,0.001228501,0,0,0,0,55,0.7,22,6.7,102,74,176,4,0,142,141,142,1,0,1 143,0,0.000834028,0,0,0,0,65,0.6,28,14.9,93,72,165,4,0,144,144,146,3,1,2 143,0,0,0,0,0,0,66,0.5,28,13.5,93,72,165,4,0,144,144,146,2,1,2 143,0,0,0,0,0,0,65,0.5,24,10.4,111,56,167,4,0,143,144,145,1,1,2 145,0.00716479,0.001023541,0.001023541,0,0,0,51,0.8,0,8.7,92,74,166,4,0,159,155,157,5,1,1 145,0.002824859,0.002824859,0,0,0,0,54,0.6,0,6.6,21,145,166,0,0,157,156,158,1,0,2 140,0.00094518,0,0.00094518,0,0,0,52,0.8,0,16.2,108,57,165,7,0,146,145,147,4,1,1 140,0,0,0.001795332,0,0,0,53,0.7,0,14.8,84,72,156,4,0,143,145,146,3,1,1 145,0,0,0,0.000883392,0,0,66,0.4,31,7.4,30,124,154,4,0,146,145,147,1,1,2 145,0,0,0.002061856,0,0,0,70,0.3,40,5.3,14,139,153,1,0,146,146,147,0,0,2 145,0,0,0,0,0,0,63,0.4,23,10.4,31,123,154,4,0,146,144,147,1,1,2 138,0,0.028708134,0.004784689,0.001594896,0,0,59,0.5,26,4.9,54,100,154,5,0,147,145,148,3,1,2 141,0,0.001668057,0.003336113,0,0,0,58,0.5,15,8.1,23,130,153,1,0,144,143,145,1,0,1 141,0,0,0.002554278,0,0,0,61,0.4,22,6.9,19,133,152,1,0,144,143,145,0,0,2 141,0,0.002894356,0.004341534,0,0,0,60,0.5,22,7.8,25,128,153,1,0,146,144,146,1,1,2 136,0.01000834,0,0.005838198,0,0,0,35,5.7,0,29.6,148,52,200,5,3,146,150,151,62,1,1 136,0.015781923,0,0.004304161,0,0,0,35,4.9,0,5.2,148,52,200,11,2,146,159,162,74,1,1 140,0.003336113,0,0.008340284,0.003336113,0,0,35,5,0,29.3,126,50,176,10,1,148,143,148,43,1,1 140,0,0,0.00777605,0.00622084,0,0,35,4,0,23.1,127,50,177,9,1,143,137,143,27,1,1 140,0.006430868,0,0.008038585,0,0,0,38,5.4,0,34.7,149,50,199,8,1,148,148,151,43,1,1 140,0.002754821,0,0.008264463,0.004132231,0,0,38,3.5,0,21.7,127,50,177,5,0,143,141,145,25,1,1 130,0.003336113,0,0.002502085,0.001668057,0,0,40,2.9,0,27.3,144,51,195,6,2,133,134,138,27,0,1 130,0.004950495,0,0.004950495,0.00330033,0,0,36,2.5,0,8.7,144,51,195,7,2,133,134,134,38,0,1 130,0.004347826,0,0.004347826,0.004347826,0,0,35,2.8,0,11.6,144,51,195,8,1,127,133,131,53,0,1 130,0,0,0,0.007434944,0,0,37,1.8,0,3,90,58,148,4,1,127,121,126,21,1,1 128,0.000834028,0,0.01000834,0.002502085,0,0,37,2.8,0,16,136,55,191,9,1,129,130,129,37,0,1 128,0,0,0.010238908,0.005119454,0,0,46,2.1,0,11.6,114,50,164,8,1,129,123,128,17,1,1 128,0.001658375,0,0.011608624,0.00331675,0,0,30,3.1,0,14.9,141,50,191,10,0,125,133,128,69,0,1 128,0.002109705,0,0.010548523,0.002109705,0,0,28,3.4,0,20,137,54,191,9,1,125,137,130,79,0,1 128,0.006672227,0,0.00500417,0.003336113,0,0,45,2.8,2,10.4,128,51,179,9,1,133,132,135,24,0,1 128,0.006858711,0,0.004115226,0.005486968,0,0,43,2.5,0,3.9,149,50,199,11,1,133,130,133,21,0,1 128,0.006906077,0,0.006906077,0.002762431,0,0,50,1.9,4,5.9,141,51,192,8,0,133,133,136,15,0,1 128,0.007518797,0,0.007518797,0.006015038,0,0,42,2.4,0,4.5,149,50,199,12,2,133,130,133,24,0,1 128,0.006672227,0,0.007506255,0.00500417,0,0,36,3.4,0,15.2,145,53,198,6,2,133,136,134,65,0,1 128,0.001449275,0,0.007246377,0.005797101,0,0,39,2.7,0,18.9,128,51,179,6,0,133,125,130,24,0,1 128,0.007317073,0,0.006097561,0.003658537,0,0,36,3.8,0,20.5,148,51,199,7,1,133,141,136,83,0,1 128,0.006507592,0,0.006507592,0.004338395,0,0,36,3.8,0,18.5,145,53,198,7,2,133,139,135,79,0,1 128,0.008741259,0,0.006993007,0.001748252,0,0,37,4.1,0,26.3,147,52,199,7,1,133,147,140,100,0,1 128,0.01305483,0,0.002610966,0.002610966,0,0,34,4.9,0,16,147,52,199,7,2,133,155,163,137,1,1 128,0,0,0.008223684,0.006578947,0,0,38,2.6,0,14.8,128,51,179,5,1,133,124,129,25,0,1 128,0.002624672,0,0.00656168,0.005249344,0,0,39,2.6,0,17.1,128,51,179,7,0,133,126,132,22,0,1 136,0.004048583,0.001349528,0,0.001349528,0,0,69,0.8,0,17.2,126,54,180,5,0,140,139,141,7,1,1 120,0.003336113,0.008340284,0.004170142,0,0,0,41,1.1,0,9.2,71,105,176,6,0,123,131,127,30,-1,1 120,0,0,0.003278689,0,0,0,45,0.8,0,11.2,27,109,136,2,0,123,124,126,2,0,1 120,0.003144654,0,0.003144654,0,0,0,37,1.1,0,9.6,25,112,137,1,0,127,127,129,2,0,1 120,0.002967359,0.007912957,0.003956479,0,0,0,41,1.1,0,9.9,67,105,172,4,0,123,127,126,16,-1,1 120,0.00304878,0.00304878,0.00304878,0,0,0,40,1,0,8.7,64,112,176,4,0,123,132,128,31,-1,1 120,0.003036437,0.006072874,0.004048583,0,0,0,42,1,0,9.4,67,109,176,7,0,123,131,127,31,-1,1 120,0.000834028,0.007506255,0.002502085,0.000834028,0,0,42,1.1,0,12.9,116,54,170,10,0,115,118,117,14,0,1 120,0,0.00618238,0.00309119,0.001545595,0,0,45,0.9,0,9.9,39,102,141,3,0,115,114,116,1,0,1 120,0,0.005509642,0.005509642,0,0,0,40,1.1,0,14,29,106,135,1,0,121,119,121,3,0,1 120,0.003407155,0.019591141,0.004258944,0,0,0,36,1.5,0,13.5,112,62,174,6,0,119,129,125,42,0,1 120,0,0.010162602,0.004065041,0,0,0,38,1.3,0,15.8,59,103,162,6,0,119,118,120,4,-1,1 120,0,0.005347594,0.002673797,0,0,0,38,1.3,0,16,59,103,162,4,0,119,120,121,4,-1,1 120,0.005988024,0.026946108,0.005988024,0,0,0,35,1.7,0,9.6,127,62,189,7,0,125,136,132,49,0,1 120,0.005763689,0.017291066,0.008645533,0,0,0,35,1.5,0,14.9,78,96,174,5,1,161,142,139,70,0,1 120,0.007915567,0.018469657,0.007915567,0,0,0,35,1.6,0,2.1,96,78,174,7,0,161,141,138,75,0,1 120,0.004304161,0.010043042,0.004304161,0,0,0,37,1.5,0,11.3,96,78,174,4,0,119,132,128,51,0,1 148,0.001668057,0.004170142,0.003336113,0,0,0,77,0.5,3,9.6,32,140,172,2,0,150,152,153,2,0,1 148,0,0.003225806,0.004301075,0,0,0,79,0.4,4,10,20,140,160,1,0,150,151,153,1,0,2 148,0,0.001672241,0.005016722,0,0,0,82,0.4,5,8.4,18,142,160,0,0,150,151,151,0,0,3 148,0,0.00308642,0.00462963,0,0,0,77,0.5,4,10.2,32,140,172,1,0,150,150,151,1,-1,3 148,0,0.003952569,0.005270092,0,0,0,78,0.5,4,10,32,140,172,1,0,150,150,151,1,-1,2 148,0,0.003831418,0.003831418,0,0,0,75,0.6,0,10.7,32,140,172,1,0,150,150,151,0,-1,2 144,0.005838198,0.008340284,0.001668057,0.000834028,0,0,73,0.6,0,9.3,94,82,176,4,0,156,154,155,5,1,1 144,0.001686341,0.010118044,0.001686341,0,0,0,76,0.6,0,11.8,54,126,180,2,0,156,153,155,5,0,2 144,0.010416667,0.007440476,0.001488095,0.001488095,0,0,71,0.8,0,2.7,94,82,176,3,0,156,154,155,6,1,1 144,0.007822686,0.006518905,0.001303781,0.001303781,0,0,73,0.7,0,5.2,98,82,180,3,0,156,154,157,5,1,1 144,0.005063291,0.001265823,0,0,0,0,67,0.9,0,9.7,98,72,170,4,0,146,147,149,4,1,1 147,0.007506255,0.009174312,0.002502085,0,0,0,71,0.7,0,9.5,82,116,198,2,0,156,158,159,10,0,1 147,0.005479452,0.01369863,0.002739726,0,0,0,67,0.8,0,10.9,72,120,192,1,0,156,157,157,11,0,1 148,0.008323424,0.004756243,0.003567182,0,0,0,73,0.7,0,9.9,82,116,198,2,0,158,159,159,11,0,1 144,0.005838198,0.005838198,0.002502085,0,0,0,34,1.6,0,19.8,104,71,175,4,1,148,149,151,11,1,1 144,0.009746589,0.009746589,0.001949318,0,0,0,36,1.4,0,11.5,119,57,176,2,1,148,150,150,12,1,1 144,0.002469136,0.002469136,0.002469136,0,0,0,35,1.8,0,24.7,118,56,174,6,1,151,148,151,12,1,1 144,0.005656109,0.004524887,0.002262443,0,0,0,33,1.7,0,21.5,103,71,174,5,1,150,149,151,10,1,1 143,0.005181347,0.012953368,0.002590674,0,0,0,39,1.6,0,10,136,60,196,9,1,148,149,150,8,0,1 146,0.009166667,0.003333333,0.000833333,0,0,0,41,1.9,0,27.3,130,50,180,7,0,154,152,155,18,1,1 146,0.010512484,0.00131406,0.00131406,0,0,0,40,1.9,0,25.6,122,50,172,4,0,154,151,155,16,1,1 146,0.009230769,0.006153846,0.001538462,0,0,0,40,2,0,26.1,133,50,183,8,0,156,154,157,20,1,1 146,0.014806378,0.025056948,0.002277904,0,0,0,41,1,0,1.4,113,73,186,3,0,157,162,164,13,1,1 142,0,0.000834725,0.001669449,0,0,0,30,2.9,5,36.9,108,50,158,1,0,141,140,144,9,1,1 142,0,0.002840909,0,0,0,0,40,1.1,12,10.8,97,57,154,2,0,148,144,147,4,1,1 142,0.008340284,0.009174312,0.003336113,0,0,0,45,1.1,2,8.7,131,51,182,5,0,146,153,152,19,1,1 142,0.013422819,0.013422819,0.004026846,0,0,0,45,1.2,0,4.5,134,51,185,5,0,156,158,158,14,1,1 142,0,0.002012072,0.002012072,0,0,0,43,0.8,3,9.4,27,137,164,2,0,146,145,146,1,-1,1 133,0.007506255,0.016680567,0.004170142,0,0,0,36,3.1,0,27.6,105,54,159,4,0,143,137,142,28,1,1 133,0.0078125,0.016927083,0.002604167,0,0,0,38,2.5,0,19.4,113,54,167,3,0,143,137,141,22,1,1 130,0.006672227,0.020850709,0.002502085,0,0,0,45,2.8,0,29,114,52,166,2,0,134,135,137,24,1,1 130,0.008588957,0.024539877,0.003680982,0,0,0,46,2.5,0,28,114,52,166,2,0,134,138,139,23,1,1 132,0.011086475,0,0,0.002217295,0,0,37,2.4,0,17,115,52,167,10,0,141,140,143,33,1,1 120,0.003336113,0,0.001668057,0.000834028,0,0,46,1.5,11,19,132,57,189,9,0,125,123,126,15,0,1 120,0,0,0.002857143,0,0,0,50,0.7,26,6,20,116,136,0,0,125,123,125,1,0,1 134,0.013344454,0.005838198,0.003336113,0.002502085,0,0,47,2.7,0,0,110,60,170,5,0,150,147,153,31,1,1 134,0.017391304,0.002484472,0.003726708,0,0,0,48,2.2,0,0,120,50,170,5,0,160,150,155,28,1,1 144,0,0.000834028,0,0,0,0,51,1.1,10,21.7,115,71,186,9,0,153,151,153,6,1,2 144,0,0.001879699,0,0,0,0,47,0.8,11,13.6,90,74,164,5,1,153,151,152,3,1,2 144,0,0,0,0,0,0,62,0.5,5,6.1,11,148,159,1,0,153,154,155,0,0,2 143,0.003336113,0.006672227,0,0.000834028,0,0,50,1.1,3,12.2,126,74,200,8,0,148,147,149,4,0,1 143,0,0.001408451,0,0,0,0,57,0.6,5,10.4,98,74,172,2,0,150,148,150,1,1,1 143,0,0.001855288,0,0,0,0,56,0.6,0,8.9,59,106,165,3,0,148,149,150,1,1,1 143,0.00660793,0.017621145,0,0,0,0,44,1.3,0,11.4,101,80,181,6,0,146,147,148,5,0,1 138,0.004170142,0.012510425,0,0,0,0,45,1,0,12.8,115,71,186,7,0,144,144,145,6,0,1 138,0.004444444,0.016666667,0,0,0,0,42,1,0,13.6,115,71,186,5,0,144,143,144,6,0,1 138,0,0.004484305,0,0,0,0,38,1.2,0,16.5,84,71,155,4,0,144,140,142,5,1,1 138,0,0.009868421,0,0,0,0,38,1.2,0,19.7,90,71,161,3,0,144,141,142,5,1,1 136,0.007506255,0.006672227,0,0,0,0,40,2.3,0,19.4,139,51,190,5,5,144,142,145,17,1,1 136,0.009202454,0.007668712,0,0,0,0,46,1.3,0,6.9,149,51,200,12,0,144,145,147,8,0,1 123,0,0,0.000834028,0,0,0,73,0.3,72,5.2,28,108,136,3,0,123,124,125,1,0,3 123,0,0,0,0,0,0,76,0.2,85,3.3,11,118,129,1,0,123,122,124,0,0,3 123,0,0,0.003984064,0,0,0,60,0.6,0,10.4,52,84,136,4,0,125,124,126,2,1,2 123,0,0,0.001154734,0,0,0,74,0.3,64,5.9,52,84,136,3,0,123,124,126,1,1,2 123,0,0,0.001367989,0,0,0,72,0.3,58,6.5,52,84,136,3,0,123,123,124,1,1,2 123,0,0.000834028,0,0,0,0,70,0.3,66,5.9,30,101,131,1,0,123,123,124,1,1,2 123,0,0,0,0,0,0,73,0.3,91,2.9,9,120,129,2,0,123,124,125,0,0,3 123,0,0,0,0,0,0,74,0.3,90,2.8,9,120,129,2,0,123,124,125,0,0,3 123,0,0.00172117,0,0,0,0,70,0.3,54,6.8,31,100,131,0,0,123,121,123,1,1,3 123,0,0,0,0,0,0,70,0.3,70,4.4,19,110,129,2,0,123,124,125,1,1,3 123,0,0,0,0,0,0,71,0.3,77,4.1,19,110,129,1,0,123,123,124,0,1,3 130,0.002502085,0,0.00500417,0,0,0,22,1.6,11,8.8,95,62,157,7,0,134,133,134,4,1,1 130,0.004026846,0,0.005369128,0,0,0,23,1.6,8,9.6,115,62,177,9,0,134,134,135,5,0,1 130,0.001373626,0,0.005494505,0,0,0,22,1.4,11,7.2,32,120,152,2,0,133,132,134,1,0,1 130,0.001305483,0,0.003916449,0,0,0,24,1.2,12,7.6,35,120,155,1,0,134,133,135,1,0,1 130,0.0015625,0,0.0046875,0,0,0,21,1.4,11,7.3,33,119,152,1,0,133,131,133,2,0,1 130,0.001650165,0,0.004950495,0,0,0,23,1.3,10,5.7,32,120,152,2,0,133,133,134,1,0,1 128,0,0,0.005540166,0.013850416,0,0.002770083,23,6.3,0,0,144,52,196,10,2,90,98,91,95,-1,2 138,0,0.001160093,0.004640371,0.001160093,0,0.002320186,57,1.4,10,8.9,132,60,192,9,1,142,127,138,75,0,2 138,0,0,0.005025126,0.001256281,0,0.002512563,57,1.3,11,10.2,132,60,192,11,1,140,126,137,75,0,2 138,0,0.003294893,0.003294893,0,0,0.001647446,60,1,8,7.5,118,69,187,10,1,142,130,140,61,0,2 138,0,0,0.0048,0,0,0.0016,61,1,12,10,118,69,187,12,1,140,130,140,55,0,2 138,0,0.005089059,0.002544529,0,0,0,62,0.5,9,8.1,27,121,148,1,0,142,140,142,1,1,2 138,0,0,0.005221932,0,0,0,65,0.4,14,7,20,129,149,3,0,141,140,142,1,0,2 138,0,0,0.00589391,0.001964637,0,0.001964637,58,1.1,15,6.9,132,60,192,8,2,141,132,141,47,0,2 141,0.000834028,0,0.000834028,0.002502085,0,0,54,0.9,7,9.5,124,60,184,12,2,150,139,147,49,1,1 141,0.001184834,0,0.001184834,0.003554502,0,0,56,0.9,12,8.5,136,60,196,8,2,150,137,147,68,0,1 141,0,0,0,0.003436426,0,0,47,0.8,0,9.7,54,103,157,6,1,154,144,147,15,1,1 141,0.001838235,0,0.001838235,0,0,0,62,0.5,14,7.8,34,125,159,1,0,150,146,149,2,1,2 140,0.011676397,0.001668057,0.001668057,0,0,0,57,1.3,0,3.4,138,50,188,5,0,176,163,167,35,1,1 140,0.010044643,0,0.001116071,0,0,0,57,1.3,0,9.9,138,50,188,4,0,176,164,169,31,1,1 140,0.013623978,0.002724796,0,0,0,0,55,1.4,0,0,138,50,188,3,0,150,164,167,40,1,1 140,0.010398614,0,0,0,0,0,59,1.1,0,0,62,120,182,1,0,176,163,169,30,1,1 140,0.013392857,0,0,0,0,0,56,1.4,0,0,138,50,188,3,0,176,163,167,35,1,1 140,0.010086455,0,0,0,0,0,58,1.2,0,4.2,126,62,188,4,0,176,164,169,27,1,1 142,0.000834028,0.000834028,0.004170142,0,0,0,50,1.2,0,23.8,104,58,162,8,0,148,144,147,8,1,1 142,0.001355014,0.001355014,0.002710027,0,0,0,54,0.6,0,11,52,120,172,3,0,148,145,147,2,0,1 140,0.003191489,0.003191489,0.004255319,0,0,0,34,2.9,0,40.8,114,66,180,9,2,147,145,148,22,1,1 132,0,0.305755396,0.003597122,0.003597122,0,0.003597122,35,2.7,0,0,145,54,199,9,2,75,90,78,104,-1,3 132,0,0.297959184,0.002040816,0.002040816,0,0.004081633,37,2.3,0,0,111,54,165,5,1,75,87,77,86,-1,3 133,0.003336113,0.139282736,0.006672227,0.001668057,0,0,27,1.5,0,14.8,70,88,158,1,0,140,135,138,10,1,1 133,0.004854369,0.189320388,0.007281553,0.002427184,0,0,26,1.6,0,12.9,87,71,158,2,0,141,135,139,13,1,1 133,0,0.013661202,0.005464481,0,0,0,29,1.3,0,15.6,34,113,147,1,0,134,134,136,3,0,1 133,0.004524887,0.156862745,0.007541478,0.003016591,0,0,26,1.6,0,14.2,70,88,158,2,0,140,135,139,12,1,1 133,0.006633499,0.235489221,0.006633499,0.001658375,0,0,28,1.6,0,9.7,87,71,158,2,0,141,137,141,11,1,1 133,0.004170142,0.407839867,0.004170142,0.003336113,0,0.000834028,21,2.3,0,15.7,107,67,174,7,0,143,125,135,76,0,2 133,0,0.360416667,0.004166667,0.002083333,0,0.002083333,18,2.7,0,21.5,107,67,174,4,0,115,120,121,48,0,3 133,0.006872852,0.45532646,0.003436426,0.003436426,0,0,25,1.7,0,13.3,106,68,174,7,1,143,132,138,41,0,1 133,0.007739938,0.442724458,0.004643963,0.004643963,0,0,24,2.1,0,13.4,125,53,178,6,0,143,128,138,69,1,1 133,0.004170142,0.470391993,0.00500417,0.003336113,0,0.000834028,29,1.7,0,9.5,118,59,177,7,1,133,129,133,27,0,1 133,0.006079027,0.477203647,0.004559271,0.003039514,0,0,35,1.3,0,5.4,88,68,156,7,0,133,133,136,18,1,1 133,0.002751032,0.445667125,0.005502063,0.004126547,0,0.001375516,24,1.9,0,5.7,99,59,158,5,0,133,124,130,35,1,1 133,0.007042254,0.480633803,0.00528169,0.001760563,0,0,32,1.6,0,8.4,90,68,158,4,0,133,133,135,18,1,1 131,0.000834028,0.369474562,0.003336113,0.003336113,0,0.001668057,29,2,0,8.1,111,54,165,14,0,129,112,128,103,1,3 131,0,0.334898279,0.00312989,0.00312989,0,0.001564945,34,2.2,0,3.8,128,54,182,10,1,75,99,102,148,-1,3 130,0.001322751,0.42989418,0.003968254,0.005291005,0,0.001322751,25,1.9,0,8.3,141,57,198,16,0,129,125,131,35,0,2 130,0,0.346112886,0.003194888,0.003194888,0,0.003194888,29,2.2,0,7.8,136,54,190,13,0,129,106,122,129,0,3 131,0,0.322742475,0.001672241,0.001672241,0,0.001672241,61,1.9,0,12.3,128,56,184,11,0,134,120,131,57,0,3 131,0,0.375438596,0,0,0,0.003508772,80,0.3,0,7.6,49,96,145,3,0,108,125,128,45,1,3 130,0,0.34591195,0,0,0,0.003144654,80,0.3,0,7.4,49,96,145,3,0,108,123,122,39,1,3 130,0,0.352941176,0,0,0,0.005347594,80,0.3,0,0,29,107,136,1,0,108,120,120,23,-1,3 133,0,0,0.006672227,0,0,0,60,0.7,58,9.9,128,72,200,8,1,133,132,134,2,0,2 133,0,0,0.007109005,0,0,0,64,0.4,81,3.7,12,126,138,1,0,133,132,134,0,0,3 130,0.000834028,0,0.007506255,0,0,0,54,0.6,6,8.7,30,116,146,2,0,133,133,134,1,0,1 130,0,0,0.006858711,0,0,0,55,0.5,11,7.6,20,124,144,1,0,133,132,134,0,0,1 126,0,0,0.00500417,0,0,0,56,0.5,29,7.5,26,116,142,2,0,129,128,130,1,0,1 126,0,0,0.002670227,0,0,0,56,0.5,40,6.7,27,116,143,2,0,129,127,129,1,0,1 126,0.003336113,0.00500417,0.004170142,0.001668057,0,0,41,2.1,0,25.8,120,50,170,8,1,129,129,132,19,1,1 126,0.005172414,0.003448276,0.005172414,0,0,0,41,1.7,0,21.4,100,50,150,4,0,133,130,132,10,1,1 120,0.007832898,0,0.005221932,0,0,0,43,1.4,5,18.4,106,50,156,8,0,129,129,130,11,1,1 132,0.005838198,0.005838198,0.005838198,0,0,0,55,0.6,16,8.3,42,115,157,2,0,133,138,139,7,0,1 132,0.007668712,0.004601227,0.006134969,0,0,0,52,0.6,0,8.2,42,115,157,2,0,142,141,142,3,0,1 132,0.003120125,0.004680187,0.00624025,0,0,0,58,0.5,23,7.8,36,120,156,2,0,133,135,134,3,0,1 132,0,0,0.005434783,0,0,0,64,0.4,38,6.3,22,121,143,2,0,133,132,133,0,0,2 132,0.002409639,0.007228916,0.004819277,0,0,0,51,0.7,0,12.3,41,115,156,2,1,136,137,139,2,0,1 129,0,0.009557945,0.004778973,0,0,0,64,0.4,54,5.3,23,118,141,1,0,131,130,132,0,0,2 129,0,0.007490637,0.003745318,0,0,0,65,0.4,73,3.9,7,127,134,1,0,131,130,132,0,0,3 143,0,0.021111111,0,0,0,0,65,0.3,43,6.5,24,131,155,2,0,147,145,147,1,0,2 143,0,0.016722408,0,0,0,0,70,0.3,50,5.1,13,142,155,1,0,147,146,148,0,0,2 142,0,0.045150502,0,0,0,0,55,0.6,5,12.2,44,116,160,4,0,145,145,147,2,1,1 128,0.005838198,0.015846539,0.002502085,0,0,0,52,0.6,0,6.7,36,121,157,4,0,140,138,139,5,0,1 128,0.004371585,0.010928962,0.003278689,0,0,0,54,0.6,0,6.5,36,121,157,3,0,140,138,139,5,0,1 129,0,0.007984032,0.001996008,0,0,0,55,0.6,0,10.3,58,101,159,3,0,140,138,140,2,0,2 129,0.006479482,0.017278618,0.004319654,0,0,0,52,0.6,0,3.8,36,121,157,0,0,133,138,138,11,0,1 120,0.003325942,0.016629712,0.00443459,0,0,0,50,0.7,6,7.2,94,60,154,2,0,123,126,125,7,1,1 120,0.00462963,0.020061728,0.00462963,0,0,0,50,0.7,7,6.1,94,60,154,2,0,123,126,125,10,1,1 120,0,0.004385965,0.004385965,0,0,0,53,0.6,3,8.1,19,116,135,1,0,125,123,125,1,0,1 120,0.008196721,0.030054645,0.005464481,0,0,0,45,0.8,0,8.7,44,116,160,2,0,153,142,147,27,1,1 120,0.001517451,0.012139605,0.004552352,0,0,0,51,0.6,3,7.5,38,116,154,3,0,123,125,125,5,-1,1 124,0.007653061,0.042517007,0.007653061,0,0,0,41,1.3,0,9.3,73,115,188,9,1,150,145,151,12,0,1 129,0.009493671,0.034810127,0.003164557,0,0,0,44,1,0,5.2,113,75,188,6,0,150,141,146,18,0,1 129,0.009922822,0.03969129,0.004410143,0,0,0,40,1.4,0,7.5,73,115,188,10,1,150,145,150,12,0,1 129,0.008168028,0.047841307,0.007001167,0,0,0,40,1.4,0,8.5,73,115,188,9,1,150,147,151,9,0,1 123,0.008340284,0,0.004170142,0,0,0,39,2.1,0,21.3,88,58,146,7,0,127,127,129,14,1,1 123,0.008368201,0,0.0027894,0,0,0,39,1.5,0,16,95,51,146,6,1,129,128,130,9,1,1 120,0.00500417,0,0.001668057,0,0,0,41,2.2,4,25.2,107,58,165,4,1,121,124,126,16,0,1 120,0.009230769,0,0,0,0,0,39,1.9,0,17.7,105,60,165,5,0,129,127,129,12,0,1 139,0.003994674,0.005326232,0.002663116,0,0,0,54,0.7,5,7.3,101,65,166,2,0,147,145,147,5,1,1 139,0.002202643,0.002202643,0.004405286,0,0,0,61,0.4,8,6.4,17,138,155,1,0,147,146,148,0,0,2 142,0.000966184,0,0.004830918,0.010628019,0,0,28,3.1,0,4.2,135,53,188,8,2,143,130,139,57,0,1 142,0,0,0.002724796,0.013623978,0,0,14,4.5,0,0,125,53,178,14,3,97,115,115,85,0,1 142,0.001295337,0,0.005181347,0.011658031,0,0,23,3.6,0,1.9,144,50,194,12,1,143,127,135,72,0,1 142,0.001166861,0,0.004667445,0.009334889,0,0,29,2.7,0,2.8,144,50,194,8,0,143,132,139,42,0,1 142,0.001345895,0,0.006729475,0.01076716,0,0,25,3.1,0,2.5,144,50,194,7,0,143,129,137,56,0,1 134,0,0.003336113,0,0,0,0,79,0.2,42,5.5,17,128,145,2,0,135,135,136,1,0,2 134,0,0.002583979,0,0,0,0,81,0.2,53,4.9,16,129,145,2,0,135,135,136,1,0,3 134,0,0,0,0,0,0,83,0.2,64,3.5,11,130,141,1,0,135,134,136,0,0,3 134,0,0.003490401,0,0,0,0,79,0.2,41,5.5,17,128,145,2,0,135,135,136,1,0,3 130,0.000834028,0.001668057,0,0,0,0,56,0.5,34,7.2,55,125,180,4,0,129,132,132,3,-1,1 130,0,0.00093633,0,0,0,0,56,0.5,33,7.5,19,125,144,2,0,129,131,132,2,-1,1 130,0,0.00137931,0,0,0,0,59,0.4,34,6.8,21,125,146,1,0,129,132,133,3,-1,1 130,0,0.001512859,0,0,0,0,59,0.4,37,6.6,21,125,146,2,0,129,132,132,2,-1,1 129,0,0.003336113,0,0,0,0,47,1.1,6,21.9,91,52,143,3,0,131,130,132,7,1,1 129,0,0.002463054,0,0,0,0,48,0.9,13,11.2,71,66,137,1,0,131,130,132,2,1,1 129,0.002502085,0.002502085,0,0,0,0,61,0.6,2,10.8,122,65,187,7,1,129,132,133,5,0,1 129,0,0,0,0,0,0,66,0.4,2,9.1,20,122,142,0,0,132,132,133,1,0,2 129,0.003336113,0.00500417,0,0,0,0,61,0.4,7,6.7,67,111,178,4,0,143,138,140,7,0,1 129,0.003842459,0.005763689,0,0,0,0,61,0.4,5,5.8,29,121,150,2,0,143,137,139,7,0,1 129,0,0.002079002,0,0,0,0,69,0.3,14,7.6,25,127,152,0,0,139,135,136,4,-1,2 129,0.002502085,0.000834028,0,0,0,0,59,0.9,21,19.4,118,66,184,18,0,133,135,137,7,0,1 141,0,0.001668057,0,0,0,0,67,0.4,44,9.2,78,70,148,2,0,143,141,143,1,1,2 141,0,0.003424658,0,0,0,0,76,0.2,62,4.3,12,134,146,1,0,142,140,142,0,0,2 141,0,0,0,0,0,0,61,0.4,29,5.3,13,135,148,1,0,144,143,145,0,1,2 135,0,0,0,0,0,0,67,0.4,69,4.6,76,67,143,2,0,137,136,138,0,1,3 135,0,0,0,0,0,0,68,0.3,72,3.9,10,133,143,1,0,137,136,138,0,0,3 134,0,0,0,0,0,0,81,0.2,91,1.3,3,133,136,1,0,135,134,136,0,1,3 134,0,0,0,0,0,0,80,0.2,90,1.3,3,133,136,1,0,135,134,136,0,1,3 130,0,0.000834028,0,0.000834028,0,0,78,0.2,84,2,28,105,133,6,0,131,130,132,1,1,3 130,0,0.002717391,0,0.002717391,0,0,74,0.4,42,2.5,60,105,165,6,0,131,128,131,3,0,2 130,0,0,0,0,0,0,79,0.2,91,1.7,6,127,133,1,0,130,130,131,0,1,3 130,0,0.001686341,0,0.001686341,0,0,75,0.3,66,2.1,60,105,165,6,0,130,129,131,1,0,2 137,0,0.002502085,0.000834028,0,0,0,77,0.2,40,6.6,29,127,156,2,0,138,141,141,3,0,2 137,0,0.003468208,0.001156069,0,0,0,75,0.2,34,6.9,24,127,151,2,0,138,139,140,1,0,2 137,0,0.003807107,0.001269036,0,0,0,75,0.2,32,7,24,127,151,2,0,138,139,140,1,0,2 137,0,0.004491018,0.001497006,0,0,0,75,0.2,30,7.1,24,127,151,2,0,138,139,139,1,0,2 128,0,0.004170142,0,0,0,0,73,0.2,32,7.3,22,122,144,1,0,129,132,133,3,0,2 128,0,0.005324814,0,0,0,0,73,0.3,38,7.1,22,122,144,1,0,129,130,131,1,0,2 128,0,0.001680672,0,0,0,0,78,0.2,32,6.8,17,127,144,2,0,133,135,135,2,0,2 128,0,0.005050505,0,0,0,0,74,0.2,45,6.9,22,122,144,1,0,133,130,132,1,0,2 133,0,0.011676397,0,0,0,0,69,0.4,25,10,58,127,185,5,0,133,136,137,4,-1,2 133,0,0.013888889,0,0,0,0,72,0.3,20,8.8,32,115,147,2,0,133,136,136,3,0,2 117,0.000834028,0.013344454,0,0,0,0,53,0.7,8,12,77,56,133,6,0,123,121,123,3,1,1 117,0,0.0109375,0,0,0,0,51,0.8,9,13.3,77,56,133,5,0,123,122,124,2,1,1 123,0.002502085,0.003336113,0,0,0,0,52,0.8,2,15.4,90,50,140,7,0,129,128,130,4,1,1 123,0.003188098,0.003188098,0,0,0,0,52,0.8,3,14.3,77,63,140,7,0,127,128,130,5,1,1 123,0.00443459,0.006651885,0,0,0,0,56,0.7,0,7.4,71,81,152,4,0,127,129,131,4,1,1 123,0.002659574,0.003989362,0,0,0,0,50,0.9,4,14.8,82,58,140,7,0,129,128,130,5,1,1 123,0.002659574,0.003989362,0,0,0,0,50,0.9,4,14.8,82,58,140,7,0,129,128,130,5,1,1 146,0.000277855,0,0.004723534,0.001389275,0,0,55,0.7,32,8.2,72,93,165,4,0,150,147,150,6,1,1 146,0.000388048,0,0.005044626,0.001940241,0,0,52,0.8,32,8.6,72,93,165,3,0,152,147,151,9,1,1 146,0.000470367,0,0.005644403,0.002351834,0,0,49,0.9,32,8.7,80,86,166,3,0,152,147,151,11,1,1 146,0,0,0.004347826,0,0,0,64,0.4,31,7.2,19,137,156,2,0,150,147,150,1,0,2 146,0,0,0.003430532,0,0,0,66,0.4,33,7,19,138,157,1,0,150,147,150,1,0,2 146,0,0,0.002859185,0,0,0,65,0.4,39,7,19,137,156,1,0,150,149,151,1,1,2 146,0,0,0.002859185,0,0,0,65,0.4,39,7,19,137,156,1,0,150,149,151,1,1,2 146,0,0,0.004691165,0,0,0,65,0.4,44,6.6,22,134,156,3,0,152,150,152,1,1,2 146,0,0,0.004895961,0,0,0,69,0.3,55,4.6,11,145,156,0,0,152,150,152,0,0,2 146,0,0,0.004975124,0.000710732,0,0,65,0.4,41,7,28,134,162,4,0,152,150,152,1,0,2 146,0,0,0.006369427,0,0,0,65,0.4,33,7.4,30,134,164,1,0,150,149,151,1,0,2 146,0,0,0.004862237,0.008103728,0,0,27,1.9,15,6.4,81,86,167,5,0,151,140,145,31,1,1 146,0.001078749,0,0.005393743,0.005393743,0,0,28,1.7,9,12.3,80,86,166,3,0,151,142,146,22,1,1 146,0,0,0.001103753,0,0,0,50,0.6,31,9.1,43,120,163,3,0,160,155,157,5,1,1 146,0,0,0.001165501,0,0,0,53,0.5,32,8.2,27,136,163,2,1,160,156,158,2,1,1 146,0,0,0.001165501,0,0,0,53,0.5,32,8.2,27,136,163,2,1,160,156,158,2,1,2 146,0.001318102,0,0.002636204,0.002196837,0,0,42,1,35,7.5,88,84,172,2,1,157,151,156,17,1,1 146,0,0,0.001579779,0,0,0,61,0.4,53,6.8,45,118,163,5,0,157,154,157,2,1,2 146,0,0,0.001813237,0.000906618,0,0,53,0.7,44,8.1,70,93,163,4,1,157,152,156,8,1,2 146,0.002548853,0,0.003398471,0.002548853,0,0,37,1.3,31,7.2,79,93,172,2,2,162,152,156,23,1,1 146,0.003051882,0,0.004069176,0.002034588,0,0,38,1.2,33,6.9,78,94,172,2,3,162,154,158,19,1,1 146,0.003663004,0,0.003663004,0.003663004,0,0,31,1.5,22,6.5,88,84,172,1,1,162,150,156,36,1,1 146,0.003361345,0,0.003361345,0.003361345,0,0,28,1.6,0,6.4,93,80,173,4,0,148,148,151,28,1,1 146,0,0,0.003724395,0.003724395,0,0,28,1.4,15,6.7,83,80,163,4,0,148,145,151,24,1,1 146,0.001869159,0,0.003738318,0.003738318,0,0,28,1.4,16,6.7,85,80,165,5,0,148,146,151,25,1,1 152,0,0,0.002002002,0,0,0,60,0.4,57,8,36,128,164,2,0,160,157,160,2,1,2 152,0,0,0.00240096,0,0,0,59,0.5,50,9.1,36,128,164,2,0,160,157,160,2,1,1 152,0,0,0.003432494,0,0,0,61,0.4,64,6.1,34,129,163,3,1,160,157,160,1,1,2 152,0,0,0.001879699,0,0,0,60,0.4,59,7.1,34,129,163,3,1,160,157,160,1,1,2 152,0,0,0.003537736,0,0,0,62,0.4,67,3.9,10,152,162,1,0,160,158,160,0,1,2 152,0,0,0.004601227,0,0,0,60,0.4,62,4,13,150,163,1,0,160,158,160,0,1,2 152,0,0,0.003121748,0,0,0,61,0.4,71,5.8,30,134,164,4,0,160,158,160,1,1,3 152,0,0,0.00166113,0,0,0,61,0.4,74,6.7,41,123,164,4,0,160,158,160,1,1,3 152,0,0,0.004842615,0,0,0,62,0.4,59,5.6,25,136,161,0,0,159,156,158,1,1,2 152,0,0,0.004930966,0.000986193,0,0,58,0.5,48,7.1,53,110,163,4,3,159,154,157,4,1,1 152,0,0,0.004724409,0.001574803,0,0,55,0.6,45,6.7,64,99,163,4,3,159,154,158,5,1,1 152,0,0,0.003807107,0,0,0,59,0.5,62,9.5,38,126,164,3,1,160,157,159,2,1,2 152,0,0,0.003853565,0.000963391,0,0,58,0.5,59,7.5,54,110,164,3,2,159,155,158,4,1,1 152,0,0,0.004459309,0.001114827,0,0,57,0.6,50,6.8,53,110,163,4,3,159,154,158,5,1,1 152,0,0,0.001533742,0.001533742,0,0,61,0.5,61,3.4,61,99,160,4,3,159,155,158,4,1,2 152,0,0,0.007326007,0.001831502,0,0,56,0.6,39,6.8,61,99,160,3,2,157,153,156,5,1,1 152,0,0,0.004576659,0,0,0,57,0.5,43,8.7,41,123,164,4,0,160,158,161,1,1,1 128,0.007216495,0,0.003092784,0.005154639,0,0,23,2.4,0,4.6,101,70,171,7,1,155,140,144,46,1,1 128,0.006,0,0.002,0.01,0,0,16,3.3,0,3.7,114,57,171,6,1,136,130,136,26,1,1 128,0.003508772,0,0.001754386,0.007017544,0,0,20,2.6,0,13.2,92,79,171,2,1,151,137,142,39,1,1 128,0.008230453,0,0.002743484,0.005486968,0,0,26,2.2,0,5.7,95,79,174,2,1,157,142,146,43,1,1 138,0,0,0.005149331,0,0,0,45,0.7,56,6.5,39,113,152,3,0,141,139,141,1,1,1 138,0,0,0.005291005,0,0,0,45,0.7,62,6.7,39,113,152,3,0,141,139,141,1,1,2 138,0,0,0.003773585,0,0,0,46,0.7,53,7.8,39,113,152,4,0,141,138,141,2,1,1 138,0,0,0.003311258,0,0,0,42,0.8,44,7.8,39,113,152,3,0,141,139,142,1,1,1 138,0,0,0.004273504,0,0,0,42,0.7,48,7.2,39,113,152,2,0,141,139,142,1,1,1 138,0,0,0.00295858,0,0,0,44,0.6,61,5.1,19,130,149,1,0,141,140,142,0,0,2 138,0,0,0.003464203,0,0,0,43,0.6,54,5.4,19,130,149,1,0,141,140,142,0,0,1 138,0.000942507,0,0.002827521,0,0,0,39,0.8,12,10.5,49,105,154,5,0,141,141,142,1,1,1 138,0.001083424,0,0.004333694,0,0,0,39,0.8,9,10.9,49,105,154,5,0,142,141,143,1,1,1 138,0.00081367,0,0.003254679,0,0,0,40,0.8,7,10.8,49,105,154,5,0,142,141,143,1,1,1 138,0.001848429,0,0.003696858,0,0,0,41,0.8,8,10.3,51,105,156,4,0,142,142,143,2,1,1 138,0.001858736,0,0.003717472,0,0,0,41,0.8,8,10.3,51,105,156,4,0,142,142,143,2,1,1 138,0.001182033,0,0.003546099,0,0,0,43,0.7,9,8.3,25,131,156,0,0,142,142,144,1,0,1 138,0.00234192,0,0.004683841,0,0,0,45,0.7,13,6.5,25,131,156,0,0,147,145,146,2,0,1 138,0,0,0.003649635,0,0,0,39,0.8,10,9.1,23,131,154,2,0,142,141,143,1,0,1 138,0,0,0.001392758,0,0,0,41,0.7,37,7.8,25,129,154,2,0,140,140,141,1,0,1 138,0,0,0.001519757,0,0,0,44,0.7,58,5,16,129,145,1,0,141,140,142,0,1,1 142,0,0,0.004092769,0,0,0,45,0.7,21,8.9,25,132,157,1,0,145,144,146,1,0,1 142,0,0,0.003802281,0,0,0,43,0.8,3,9.6,25,132,157,1,0,145,144,146,1,0,1 142,0,0,0.004060914,0,0,0,44,0.8,1,11.1,32,126,158,1,0,145,146,147,2,0,1 142,0,0,0.004716981,0,0,0,41,0.8,0,12.6,32,126,158,0,0,151,146,148,5,1,1 142,0,0,0.004291845,0,0,0,41,0.9,0,11.7,35,123,158,0,0,151,146,149,7,1,1 142,0.001470588,0,0.004411765,0,0,0,39,0.9,0,12,32,127,159,1,0,151,147,149,4,1,1 142,0.002985075,0,0.004477612,0,0,0,46,0.7,27,5.9,26,133,159,1,0,150,148,150,1,0,1 142,0.00295421,0,0.004431315,0,0,0,36,1,13,12,95,71,166,5,0,145,145,146,2,1,1 142,0.001088139,0,0.005440696,0,0,0,44,0.7,40,7.1,28,130,158,3,0,147,146,148,0,0,1 142,0.00154321,0,0.00308642,0,0,0,45,0.7,16,8.4,24,135,159,0,0,150,149,150,1,0,1 142,0.001718213,0,0.003436426,0,0,0,38,0.9,0,11.4,32,127,159,1,0,151,146,149,5,0,1 142,0,0,0.004264392,0,0,0,49,0.6,30,7.1,17,140,157,1,0,150,148,150,0,0,1 142,0.001169591,0,0.005847953,0,0,0,43,0.7,37,7.2,28,130,158,3,0,147,146,148,0,0,1 142,0.001631321,0,0.006525285,0,0,0,44,0.7,42,7.3,39,119,158,4,0,147,146,148,1,1,1 136,0.007187781,0,0.005390836,0,0,0,42,0.7,20,4,38,120,158,2,0,141,143,144,3,0,1 136,0.007802341,0,0.006501951,0,0,0,42,0.7,20,4.3,38,120,158,2,1,141,143,144,3,0,1 136,0.005420054,0,0.004065041,0,0,0,42,0.7,18,4.5,38,120,158,2,0,141,142,143,2,0,1 136,0.004092769,0,0.005457026,0,0,0,42,0.7,22,4.5,37,120,157,3,0,141,141,142,1,0,1 136,0.00331675,0,0.004975124,0,0,0,44,0.7,18,4.1,24,133,157,1,0,140,141,142,1,0,1 136,0.001718213,0,0.005154639,0,0,0,44,0.7,14,7.1,27,126,153,2,0,142,140,142,1,0,1 135,0.00238379,0,0.00476758,0,0,0,42,0.8,7,8.5,34,119,153,3,0,142,140,142,1,0,1 135,0.001492537,0,0.005970149,0,0,0,41,0.8,6,9.5,34,119,153,3,0,142,140,142,2,0,1 136,0.00240096,0,0.004801921,0,0,0,40,0.8,7,10.3,35,119,154,2,0,138,139,140,2,0,1 136,0.001526718,0,0.00610687,0,0,0,39,0.9,8,11.2,47,107,154,1,0,138,139,139,2,0,1 136,0.00128866,0,0.005154639,0,0,0,37,0.9,0,12.1,36,118,154,2,0,138,139,141,2,0,1 136,0.0013947,0,0.0041841,0,0,0,37,0.9,0,11.7,47,107,154,2,0,138,139,140,2,1,1 136,0,0,0.006887052,0,0,0,39,0.9,0,12.6,41,110,151,3,0,139,139,140,1,1,1 136,0.001149425,0,0.004597701,0,0,0,36,0.9,2,10.4,29,124,153,2,0,139,139,140,1,0,1 136,0.001295337,0,0.005181347,0,0,0,37,0.9,12,8.8,33,124,157,3,0,139,139,140,1,0,1 136,0.001228501,0,0.003685504,0,0,0,39,0.8,28,6.6,33,124,157,4,0,141,139,141,1,0,1 136,0,0,0.001569859,0,0,0,44,0.7,47,5.3,12,135,147,1,0,141,140,142,0,0,1 136,0.001506024,0,0.006024096,0,0,0,45,0.6,48,4.3,19,135,154,2,0,141,141,142,0,-1,1 136,0,0,0.005488474,0,0,0,51,0.5,25,6.2,15,135,150,1,0,144,143,144,0,0,1 136,0,0,0.003605769,0,0,0,52,0.5,28,6.1,14,136,150,1,0,144,143,145,0,0,1 136,0.001123596,0,0.003370787,0,0,0,46,0.6,43,4.7,18,136,154,1,0,141,141,142,0,-1,1 136,0.00102145,0,0.005107252,0,0,0,47,0.6,38,5.3,18,136,154,1,0,141,141,142,0,-1,1 136,0,0,0.003968254,0,0,0,51,0.6,28,6.2,12,136,148,1,0,144,142,144,0,0,1 136,0.001782531,0,0.004456328,0,0,0,43,0.7,39,5.2,23,131,154,3,0,141,140,142,0,0,1 144,0,0,0.005952381,0,0,0,38,0.8,6,8.7,27,134,161,1,0,148,147,149,1,0,1 144,0,0,0.006756757,0,0,0,36,0.8,2,10.4,27,134,161,0,0,147,147,148,1,0,1 144,0,0,0.006389776,0,0,0,37,0.9,3,11.5,27,134,161,0,0,148,148,149,1,0,1 144,0.0008285,0,0.005799503,0,0,0,35,0.9,2,10.8,36,125,161,0,0,150,148,150,2,1,1 144,0,0,0.005787037,0,0,0,32,1,0,13.2,38,122,160,1,0,150,147,149,2,1,1 144,0.001184834,0,0.004739336,0,0,0,30,1.1,0,13.5,43,122,165,0,0,148,147,149,3,0,1 144,0.003669725,0,0.005504587,0,0,0,32,1.2,0,12.6,58,117,175,4,0,148,150,150,8,0,1 144,0.003125,0,0.0046875,0,0,0,29,1.4,0,18.1,58,117,175,3,0,150,149,150,9,0,1 144,0.002283105,0,0.006849315,0.002283105,0,0,26,1.6,0,20.8,76,99,175,3,1,150,148,150,12,0,1 144,0,0,0.006956522,0.003478261,0,0,22,1.8,0,21.3,76,96,172,3,2,148,144,147,11,1,1 146,0,0,0.008284024,0.001183432,0,0,28,1.5,11,22.3,82,92,174,6,1,150,147,150,8,1,1 146,0,0,0.006965174,0.00199005,0,0,30,1.3,4,17.6,75,93,168,5,0,147,145,148,6,1,1 146,0,0,0.007092199,0.005319149,0,0,30,1.1,0,4.7,59,99,158,3,0,147,143,147,5,1,1 146,0.004171011,0,0.005213764,0.003128259,0,0,29,1.2,1,7,62,107,169,2,2,150,147,149,7,0,1 146,0.005263158,0,0.005263158,0.002631579,0,0,29,1.3,2,7.5,70,99,169,2,1,150,148,150,7,1,1 146,0.008419083,0,0.00748363,0,0,0,28,1.3,1,6.9,65,120,185,7,1,153,154,155,6,0,1 146,0.006379585,0,0.007974482,0,0,0,27,1.3,0,9.4,62,126,188,4,0,157,156,157,5,0,1 146,0.001628664,0,0,0.008143322,0,0,19,3.4,0,15,150,50,200,8,1,148,139,146,36,0,1 146,0.003099174,0,0.002066116,0.005165289,0,0,25,2.5,0,11.2,92,80,172,8,1,155,145,152,32,1,1 146,0.00462963,0,0.00462963,0.001157407,0,0,27,1.5,0,14.4,55,119,174,5,0,155,152,155,8,0,1 122,0,0,0.001193317,0,0,0,40,0.7,12,8,23,106,129,1,0,125,121,124,3,1,1 122,0,0,0.001152074,0,0,0,37,0.8,2,9.4,33,99,132,2,0,123,122,124,1,1,1 122,0.0027894,0,0.0027894,0,0,0,32,1.2,0,8.7,52,95,147,3,1,123,122,124,4,0,1 122,0.00408998,0,0.00204499,0,0,0.00204499,27,1.6,0,3.2,60,87,147,1,1,123,118,123,18,0,1 122,0,0,0.005119454,0,0,0.001706485,33,1.1,8,7.2,60,87,147,4,2,120,115,120,11,0,1 122,0,0,0.003058104,0.001529052,0,0,36,1,12,7.7,42,87,129,2,0,123,117,121,10,1,1 122,0,0,0.004392387,0,0,0,39,0.8,10,8.4,23,106,129,1,0,123,119,121,2,0,1 122,0,0,0.004926108,0,0,0,37,0.8,11,10,26,109,135,2,0,123,125,126,2,0,1 122,0,0,0.006648936,0.002659574,0,0,31,1,7,9.5,32,101,133,2,0,123,122,124,3,1,1 122,0.002072539,0,0.002072539,0,0,0.001036269,31,1.2,1,8.3,60,87,147,2,1,120,119,123,9,0,1 122,0.003759398,0,0.001879699,0,0,0,31,1.3,0,8.8,52,95,147,2,1,120,123,124,5,0,1 122,0.005037783,0,0.003778338,0.002518892,0,0,31,1.2,0,6.7,57,93,150,2,0,133,130,134,12,1,1 122,0.002469136,0,0.004938272,0.002469136,0,0,23,1.7,3,9.3,73,84,157,3,0,126,121,122,14,0,1 122,0,0,0.006276151,0.00209205,0,0,27,1.4,4,12.3,53,91,144,4,0,126,120,122,6,0,1 122,0.002024291,0,0.005060729,0.003036437,0,0,26,1.5,0,7.7,68,89,157,2,0,125,122,124,11,0,1 122,0.001145475,0,0.004581901,0.003436426,0,0,28,1.4,0,8.5,52,89,141,3,0,125,120,123,9,0,1 122,0.005121639,0,0.003841229,0.002560819,0,0,32,1.2,0,6.5,57,93,150,2,0,133,130,134,12,1,1 122,0.004744958,0,0.005931198,0,0,0,34,1,0,8.3,53,97,150,3,1,133,132,134,3,1,1 122,0,0,0.006550218,0.003275109,0,0,30,1.3,0,11.6,51,89,140,1,0,127,121,125,8,1,1 122,0,0,0.008168028,0,0,0,34,0.9,0,12.1,30,108,138,1,0,127,125,128,2,0,1 122,0.001831502,0,0.004578755,0.001831502,0,0,26,1.5,4,10,66,91,157,3,0,126,121,123,11,0,1 126,0.003289474,0,0.006578947,0.003289474,0,0,25,1.8,0,14.6,102,52,154,3,0,136,130,134,12,1,1 126,0.002747253,0,0.005494505,0.001373626,0,0,30,1.2,0,10.8,52,95,147,3,1,136,131,134,7,1,1 126,0,0,0.007802341,0,0,0,33,1,0,13.7,32,109,141,1,0,131,131,133,2,1,1 126,0,0,0.00716479,0,0,0,34,0.9,0,14.8,31,111,142,1,0,133,132,134,2,1,1 126,0,0,0.008083141,0,0,0,34,1,0,15.2,33,109,142,1,0,134,131,134,3,1,1 136,0,0,0.005797101,0.002898551,0,0,56,1.1,32,7.4,95,74,169,4,3,140,137,140,12,1,1 136,0,0,0.002252252,0,0,0,66,0.4,61,5.6,24,127,151,1,0,142,140,142,0,0,2 136,0.000927644,0,0.004638219,0,0,0,61,0.5,48,8,31,124,155,9,0,142,140,141,2,0,2 136,0.003416856,0,0.004555809,0,0,0,54,0.7,15,10.5,43,118,161,7,0,136,141,141,8,0,1 136,0.002497918,0,0.001665279,0,0,0,54,0.5,8,9.5,49,118,167,1,0,151,149,151,7,1,1 136,0.001190476,0,0.002380952,0.004761905,0,0.002380952,24,2.3,0,0,116,51,167,6,2,126,115,122,57,0,3 138,0.004010695,0,0,0.002673797,0,0,46,1,16,3.9,116,51,167,6,3,151,144,151,30,1,1 142,0,0,0.00477327,0.003579952,0,0,32,1.3,4,14.6,82,76,158,4,0,147,141,144,12,1,1 142,0.003058104,0,0.007135576,0.003058104,0,0,30,1.4,0,17.2,83,76,159,4,1,144,142,145,10,1,1 142,0.005649718,0,0.001129944,0,0,0,45,0.8,1,11.1,47,113,160,4,2,150,148,151,4,1,1 142,0.00511509,0,0.001278772,0,0,0,39,0.8,0,10.2,53,106,159,7,0,150,149,151,2,1,1 142,0.002766252,0,0.004149378,0,0,0,34,1.1,0,19.6,67,94,161,5,1,151,146,149,8,1,1 142,0,0,0.002403846,0,0,0,31,1.2,0,24.1,67,94,161,2,0,151,145,148,10,1,1 136,0.009505703,0,0.005703422,0.002851711,0,0,35,1.2,0,7.6,94,65,159,5,0,144,140,144,19,1,1 136,0.005181347,0,0.003108808,0.004145078,0,0,37,1.2,0,8.6,94,64,158,2,0,139,137,141,21,1,1 136,0,0,0.007035176,0.004020101,0,0,35,1.1,0,11.5,86,69,155,3,0,136,133,137,14,1,1 136,0,0,0.008454106,0.004830918,0,0,32,1.3,0,17.5,102,61,163,7,0,136,133,137,17,1,1 136,0,0,0.008206331,0.007033998,0,0,32,1.3,0,12.9,92,71,163,4,0,133,133,137,19,1,1 136,0,0,0.007874016,0.007874016,0,0,33,1.3,0,8,81,73,154,4,1,133,132,135,17,1,1 136,0,0,0.008116883,0.00487013,0,0,33,1.2,0,14.4,91,61,152,5,0,136,132,137,17,1,1 133,0,0,0.008010681,0.008010681,0,0,20,2.6,0,22.5,98,63,161,7,0,136,126,135,54,1,1 133,0,0,0.006134969,0.009202454,0,0,20,2.7,0,18.5,98,63,161,7,0,136,124,134,61,1,1 133,0,0,0.006772009,0.003386005,0,0,35,1.3,4,27,90,67,157,7,0,139,135,139,16,1,1 133,0.000846024,0,0.001692047,0.007614213,0,0,33,1.4,3,12.8,87,65,152,6,0,136,130,137,26,1,1 133,0,0,0.00128866,0.007731959,0,0,37,1.3,4,14.6,81,71,152,4,0,136,130,136,24,1,1 133,0.004616805,0,0.004616805,0.003693444,0,0,27,1.8,0,17.8,92,61,153,5,1,142,134,140,29,1,1 133,0.00286944,0,0.004304161,0.004304161,0,0,28,1.6,0,15.2,96,57,153,5,2,141,135,140,26,1,1 133,0.005427408,0,0.004070556,0.001356852,0,0,29,1.7,0,23.4,89,64,153,9,2,142,135,141,22,1,1 133,0.005,0,0.003333333,0.001666667,0,0,27,1.7,0,20.4,89,64,153,9,2,142,135,140,21,1,1 133,0,0,0.00672043,0.001344086,0,0,37,1.1,0,29.1,90,67,157,9,1,140,136,140,12,1,1 133,0,0,0.00754717,0,0,0,41,1,5,28.9,73,84,157,8,2,140,136,140,8,1,1 133,0,0,0.001430615,0.001430615,0,0,44,0.8,13,17.8,65,82,147,2,0,140,136,139,8,1,1 131,0,0,0.00591716,0.00887574,0,0,29,2.1,4,3.6,108,59,167,7,1,135,120,132,72,1,1 131,0,0,0.007509387,0.008760951,0,0,25,2.4,3,3.9,108,59,167,7,1,136,120,134,82,1,1 131,0,0,0.005464481,0.008196721,0,0,32,1.8,6,2.3,97,59,156,3,1,135,120,133,70,1,1 131,0,0,0.004158004,0.008316008,0,0,39,1,6,2.5,68,73,141,5,0,135,124,134,39,1,1 131,0,0,0.005263158,0.006578947,0,0,32,2.2,12,6.1,108,59,167,6,1,143,125,137,91,1,1 131,0.002275313,0,0.004550626,0.004550626,0,0,42,1,11,4.6,102,51,153,6,0,143,134,141,34,1,1 131,0,0,0.006993007,0.005244755,0,0,40,1.1,13,4.9,100,51,151,7,0,143,132,139,43,1,1 131,0.004219409,0,0.005274262,0.007383966,0,0.001054852,33,1.9,0,2.4,127,51,178,7,0,142,126,139,90,1,1 131,0.00617284,0,0.00308642,0.00462963,0,0.00154321,35,1.7,0,0,126,52,178,6,1,143,128,142,92,1,1 131,0.006097561,0,0.004573171,0.006097561,0,0,38,1.3,0,2.9,95,58,153,5,0,143,131,142,64,1,1 131,0.006756757,0,0.006756757,0.004504505,0,0,42,0.9,0,3.2,79,74,153,2,0,142,136,142,24,1,1 131,0,0,0.004210526,0,0,0,29,1,0,13,31,117,148,0,0,129,133,134,5,0,1 131,0,0,0.004784689,0,0,0,29,1,0,12.9,31,115,146,0,0,129,131,132,3,0,1 131,0.001398601,0,0.002797203,0,0,0,29,1,0,12.4,27,122,149,0,0,136,136,138,2,0,1 131,0.008321775,0,0.00554785,0,0,0,25,1.3,0,6.8,42,117,159,1,0,136,138,139,5,0,1 131,0.007751938,0,0.007751938,0,0,0,24,1.3,0,7.3,42,117,159,2,0,136,138,139,5,0,1 131,0.012232416,0,0.006116208,0,0,0,28,1.4,0,4.3,52,118,170,8,0,143,145,145,8,0,1 131,0.010738255,0,0.005369128,0,0,0,29,1.3,0,4.5,89,82,171,8,0,143,145,145,9,1,1 131,0.010648596,0,0.004840271,0,0,0,23,1.5,0,6.6,52,124,176,3,0,148,148,149,7,0,1 131,0.009497965,0,0.002713704,0,0,0,25,1.4,0,6.5,91,87,178,6,0,136,144,144,17,0,1 131,0.010309278,0,0.001718213,0,0,0,25,1.3,0,6.8,82,87,169,5,0,136,141,141,9,0,1 131,0.010706638,0,0.004282655,0,0,0,27,1.4,0,8.7,52,118,170,7,0,148,146,147,7,0,1 131,0.013245033,0,0.005298013,0,0,0,28,1.3,0,4,89,82,171,7,0,143,146,146,8,1,1 129,0.003811944,0,0.001270648,0,0,0,27,1.2,1,7.9,60,98,158,3,0,133,133,134,4,0,1 129,0.003062787,0,0,0,0,0,28,1.1,1,7.1,30,122,152,1,0,133,133,134,2,0,1 129,0.006147541,0,0.004098361,0.00102459,0,0,25,1.5,0,11.3,59,103,162,4,0,129,132,131,14,0,1 129,0.006872852,0,0.005727377,0,0,0,23,1.5,0,12.6,44,115,159,1,0,133,139,141,11,0,1 129,0.008746356,0,0.004373178,0,0,0,24,1.5,0,13.4,45,114,159,1,0,133,138,138,9,0,1 129,0.014023732,0,0.007551241,0,0,0,23,1.5,0,0.5,53,109,162,5,0,144,143,145,8,0,1 129,0.014906832,0,0.00621118,0,0,0,22,1.6,0,0.5,58,108,166,4,0,141,143,144,9,0,1 129,0.008006405,0,0.008006405,0,0,0,22,1.5,0,10.6,53,109,162,4,0,147,143,146,7,1,1 129,0.010989011,0,0.008241758,0,0,0,21,1.5,0,4.5,54,108,162,4,0,144,142,144,8,1,1 129,0.012430939,0,0.008287293,0,0,0,22,1.6,0,0,58,108,166,4,0,141,142,144,11,0,1 129,0.011986301,0,0.008561644,0,0,0,23,1.6,0,0,54,112,166,4,0,138,143,144,13,0,1 122,0.003329634,0,0.001109878,0.004439512,0,0,15,2.7,0,19.6,129,51,180,6,1,122,122,123,43,0,1 122,0.004137931,0,0.00137931,0.005517241,0,0,13,3,0,21.1,129,51,180,6,1,122,122,123,54,0,1 122,0.001851852,0,0,0.007407407,0,0,13,3.2,0,20.8,129,51,180,5,1,119,119,121,62,0,1 122,0.004424779,0,0.002212389,0.002212389,0,0,17,2.1,0,15.4,71,95,166,2,0,122,124,123,18,0,1 122,0.00243309,0,0,0.00729927,0,0,12,3.6,0,25.3,129,51,180,7,1,122,119,122,79,0,1 139,0.00408998,0,0.005112474,0,0,0,33,1.1,0,12.8,40,131,171,1,0,144,144,145,3,-1,1 139,0.00373599,0,0.00498132,0,0,0,34,1.1,0,14.1,36,129,165,2,0,144,143,144,2,0,1 139,0.0067659,0,0.00270636,0,0,0,41,0.8,0,8.2,42,131,173,2,0,144,144,145,3,-1,1 139,0.007722008,0,0.003861004,0,0,0,34,1,0,8.1,42,131,173,4,0,144,145,146,3,-1,1 139,0.006311993,0,0.004508566,0,0,0,39,0.8,0,7.6,34,136,170,1,0,144,146,146,3,-1,1 139,0.006810443,0,0.004540295,0,0,0,38,0.9,0,7.1,34,136,170,1,0,144,146,146,4,-1,1 139,0.004531722,0,0.004531722,0.001510574,0,0,37,1.3,0,7.8,106,68,174,7,1,141,143,145,13,1,1 139,0.003076923,0,0.003076923,0,0,0,38,1,0,11.7,47,114,161,2,0,142,141,142,3,0,1 139,0.002493766,0,0.004987531,0,0,0,35,1,0,11.6,28,131,159,0,0,144,143,145,1,0,1 135,0.003393665,0,0.00678733,0,0,0,29,1.3,0,10.4,37,123,160,3,0,138,139,140,3,0,1 135,0.002773925,0,0.006934813,0,0,0,28,1.4,0,9.7,40,120,160,2,0,138,139,140,2,0,1 135,0.007734807,0,0.007734807,0.001104972,0,0,27,1.4,0,8.5,106,64,170,4,2,138,140,141,8,1,1 135,0.001869159,0,0.005607477,0,0,0,26,1.3,0,10.1,37,123,160,1,1,137,138,139,2,0,1 135,0.008324662,0,0.007284079,0.004162331,0,0,26,1.6,0,6,106,64,170,4,2,141,138,141,16,1,1 135,0.006745363,0,0.008431703,0.005059022,0,0,23,1.8,0,8.8,112,60,172,6,2,139,137,140,20,1,1 135,0.005889282,0,0.005889282,0.004711425,0,0,27,1.5,0,5.8,96,69,165,5,2,143,139,142,17,1,1 135,0.002020202,0,0.006060606,0.006060606,0,0,23,1.7,0,8.4,88,69,157,6,2,139,134,139,17,1,1 135,0.009485095,0,0.005420054,0.002710027,0,0,24,2.5,0,3.9,98,80,178,4,2,143,143,146,15,0,1 135,0.011235955,0,0.004815409,0.001605136,0,0,25,2.5,0,4.6,89,89,178,5,2,143,145,147,10,0,1 135,0.003314917,0,0.003314917,0.003314917,0,0,24,1.5,0,13.1,55,102,157,4,0,136,134,136,9,0,1 135,0.0032,0,0.0032,0.0048,0,0,23,1.6,0,9.1,67,90,157,3,0,133,133,135,10,1,1 136,0.013861386,0,0.004950495,0,0,0,23,2.4,0,5.9,52,117,169,2,0,143,145,146,7,0,1 136,0.01344086,0,0.005376344,0,0,0,22,2.3,0,7.2,64,114,178,3,1,145,144,145,6,0,1 135,0.004126547,0,0.002751032,0.004126547,0,0,25,1.5,0,8.9,68,90,158,3,0,136,134,136,10,0,1 135,0.006849315,0,0.00456621,0.002283105,0,0,26,1.5,0,3.4,68,90,158,4,0,139,137,139,10,1,1 125,0,0,0.004040404,0.002020202,0,0,32,1,15,6,33,97,130,1,0,123,121,124,2,1,1 125,0.000847458,0,0.004237288,0.000847458,0,0,35,0.9,20,6.9,43,101,144,4,0,126,125,127,2,0,1 125,0,0,0.003984064,0,0,0,37,0.8,20,7.1,22,116,138,2,0,126,125,127,1,0,1 125,0.000953289,0,0.003813155,0,0,0,38,0.8,25,6.2,28,116,144,1,0,131,129,131,1,0,1 125,0,0,0.005217391,0,0,0,38,0.8,18,6.7,25,118,143,1,0,131,129,131,0,0,1 125,0.001113586,0,0.003340757,0,0,0,37,0.8,12,8.7,42,103,145,2,0,131,129,132,1,1,1 125,0,0,0.003640777,0,0,0,38,0.8,11,9,35,103,138,2,0,131,129,131,1,1,1 125,0,0,0.003992016,0,0,0,37,0.8,15,8,34,103,137,1,0,131,129,131,1,1,1 125,0.001122334,0,0.003367003,0,0,0,38,0.8,12,8.8,42,103,145,2,0,131,129,132,1,1,1 125,0,0,0.004304161,0,0,0,38,0.8,11,9.5,35,103,138,2,0,131,129,131,1,1,1 125,0.003500583,0,0.005834306,0,0,0,36,0.9,4,6.5,45,115,160,2,0,131,131,131,3,0,1 125,0.002967359,0,0.004451039,0,0,0,37,0.8,5,6.7,30,115,145,2,0,131,130,132,1,0,1 125,0.004357298,0,0.006535948,0,0,0,33,0.9,2,6.6,48,116,164,2,0,127,131,131,6,-1,1 125,0.004201681,0,0.004201681,0,0,0,32,1,0,6.3,50,114,164,2,0,127,131,130,9,-1,1 125,0.004790419,0,0.003592814,0,0,0,28,1.2,0,7.9,87,79,166,4,0,131,132,132,8,0,1 125,0.006504065,0,0.004878049,0,0,0,26,1.3,0,8,87,79,166,4,0,131,133,132,11,0,1 127,0.006090134,0,0.006090134,0,0,0,33,1,0,6.7,54,114,168,3,0,131,135,133,12,-1,1 127,0.006589786,0,0.006589786,0,0,0,34,1,0,6.1,54,114,168,1,0,131,136,134,15,-1,1 127,0.009888752,0,0.007416564,0.001236094,0,0,30,1.4,0,6.7,119,63,182,9,0,134,138,137,18,0,1 127,0.005119454,0,0.008532423,0,0,0,32,1.1,0,7,57,114,171,2,0,127,137,135,23,-1,1 127,0.008108108,0,0.006756757,0.002702703,0,0,22,2.1,0,22.7,119,63,182,6,0,131,133,135,32,0,1 127,0.006825939,0,0.006825939,0.003412969,0,0,21,2.2,0,24.9,101,81,182,5,0,131,131,133,26,0,1 127,0,0,0.00751073,0.00751073,0,0,18,2.5,0,19.1,83,76,159,5,0,120,118,121,20,0,1 127,0,0,0.006925208,0.005540166,0,0,20,2.2,0,19.3,78,81,159,4,0,131,122,124,23,0,1 127,0,0,0.008714597,0.010893246,0,0,17,2.8,0,3.7,81,76,157,3,0,114,112,115,16,0,1 127,0,0,0.007389163,0.012315271,0,0,17,2.8,0,3.7,81,76,157,5,0,114,113,116,16,0,1 127,0.00408998,0,0.008179959,0,0,0,32,1,0,7.5,57,114,171,1,0,131,135,134,14,-1,1 127,0.00255102,0,0.007653061,0,0,0,33,1,0,7.6,32,114,146,0,0,129,130,132,3,0,1 127,0,0,0.004555809,0.004555809,0,0,19,2.3,0,25.1,78,81,159,2,0,131,123,125,23,0,1 127,0,0,0.005154639,0.005154639,0,0,19,2.3,0,25.4,78,81,159,4,0,131,125,128,19,0,1 133,0.010277492,0,0.007194245,0,0,0,32,1.4,0,6.3,83,96,179,5,0,163,149,149,37,0,1 133,0.014302741,0,0.005959476,0,0,0,31,1.4,0,1.3,83,96,179,7,1,163,151,154,31,1,1 133,0.013812155,0,0.004143646,0.001381215,0,0,28,1.6,0,0,89,91,180,7,1,163,152,158,34,1,1 133,0.009578544,0,0.005747126,0,0,0,33,1.2,0,4.4,82,97,179,7,0,163,156,161,19,1,1 133,0.007246377,0,0.005797101,0.005797101,0,0,17,2.4,0,2.1,98,82,180,4,0,126,137,138,61,0,1 133,0.008130081,0,0.004065041,0.006097561,0,0,16,2.6,0,0,98,82,180,5,0,131,138,136,54,0,1 133,0.001109878,0,0.006659267,0.004439512,0,0,27,1.7,13,11.4,95,82,177,4,0,147,133,138,43,0,1 133,0,0,0.006535948,0.003267974,0,0,31,1.4,16,13,82,82,164,5,0,147,135,140,31,1,1 136,0.005847953,0,0.005847953,0.002923977,0,0,36,1.2,12,5.8,79,88,167,2,0,147,140,145,16,1,1 136,0.006718925,0,0.006718925,0.002239642,0,0,31,1.4,0,8,79,88,167,2,0,144,140,144,14,1,1 137,0.002244669,0,0.006734007,0.005611672,0,0,27,1.6,0,10.1,81,86,167,2,0,144,136,141,23,1,1 137,0.00228833,0,0,0.011441648,0,0,20,2,0,0,74,86,160,1,0,126,128,130,23,0,1 134,0.002473207,0,0.009892828,0.004946414,0,0,26,1.8,10,15.1,82,82,164,5,0,147,133,137,40,1,1 134,0,0,0.005110733,0.003407155,0,0,31,1.4,17,14.6,82,82,164,4,0,147,135,139,30,1,1 134,0.002795899,0,0.006523765,0.004659832,0,0,25,1.9,11,9.8,96,82,178,5,0,147,135,138,43,0,1 134,0.002824859,0,0.005649718,0.008474576,0,0,14,3,0,0,98,82,180,3,0,126,129,129,46,0,1 141,0.001851852,0,0.005555556,0.002777778,0,0,36,1.3,9,9.8,79,92,171,6,0,145,143,146,10,1,1 141,0.001426534,0,0.007132668,0.004279601,0,0,28,1.7,2,11.7,86,85,171,9,0,144,141,144,15,1,1 141,0.001779359,0,0.007117438,0.005338078,0,0,25,1.8,1,12.6,86,85,171,9,0,145,141,145,17,1,1 122,0.001913876,0,0.002870813,0,0,0,21,1.8,0,16.3,44,108,152,1,0,125,127,127,5,0,1 122,0.001251564,0,0.003754693,0,0,0,21,1.7,0,16.1,48,104,152,2,0,125,126,126,4,0,1 122,0,0,0.003565062,0,0,0,23,1.6,1,16.9,41,111,152,2,0,125,127,127,4,0,1 122,0.006289308,0,0.003144654,0,0,0,20,2,0,9.9,43,108,151,0,0,131,129,130,4,0,1 122,0.004484305,0,0.002989537,0,0,0,20,2,0,10.2,42,104,146,0,0,131,128,130,4,0,1 122,0.000937207,0,0.001874414,0,0,0,27,1.3,0,9.3,27,113,140,1,0,125,125,126,1,0,1 122,0,0,0,0,0,0,29,1.3,0,10.2,27,110,137,0,1,127,126,127,1,0,1 122,0.00191022,0,0.007640879,0,0,0,26,1.4,1,8.2,36,114,150,2,0,122,126,126,6,-1,1 122,0,0,0.004081633,0,0,0,23,1.5,1,9.2,28,113,141,1,0,122,124,124,2,0,1 122,0.015642458,0,0.001117318,0,0,0,22,2.2,0,1.9,52,100,152,1,0,131,133,134,5,0,1 122,0.017667845,0,0.001766784,0,0,0,22,2.5,0,2.2,52,100,152,1,0,136,132,134,6,0,1 123,0.011571842,0,0.00192864,0,0,0,22,2.2,0,6.7,52,100,152,2,0,131,132,133,4,0,1 123,0.01734104,0,0.001926782,0,0,0,24,2.2,0,1.7,52,100,152,1,0,136,133,135,5,0,1 122,0.001118568,0,0.003355705,0,0,0,21,1.8,2,14.9,54,100,154,3,0,126,125,127,4,0,1 122,0,0,0.002515723,0,0,0,22,1.8,2,15.7,36,104,140,2,0,126,125,127,2,0,1 122,0.003051882,0,0.004069176,0,0,0,22,1.8,0,14.7,50,103,153,4,0,126,127,128,4,0,1 122,0,0,0.004065041,0,0,0,22,1.8,0,15.7,34,106,140,2,1,126,125,127,2,0,1 122,0.004333694,0,0.003250271,0,0,0,21,1.7,0,14.9,55,104,159,1,1,126,127,128,6,0,1 122,0.002398082,0,0,0,0,0,23,1.6,0,16.2,33,109,142,2,1,126,127,128,3,0,1 122,0.006972112,0,0.002988048,0,0,0,19,2.3,0,12.1,53,104,157,2,1,125,127,128,8,0,1 122,0,0,0.002785515,0,0,0,21,2.2,0,17.4,39,104,143,4,2,129,126,128,4,0,1 122,0.002798507,0,0.001865672,0.000932836,0,0,19,2,0,17.7,46,102,148,3,0,125,124,126,6,0,1 122,0,0,0.002873563,0,0,0,21,2.2,0,17.1,34,104,138,3,2,129,126,128,3,1,1 122,0.001564945,0,0,0.001564945,0,0,17,2,0,18.8,46,102,148,2,0,119,123,123,8,0,1 122,0.002079002,0,0,0,0,0,18,1.9,0,19.4,40,108,148,3,0,119,125,125,9,0,1 122,0.003018109,0,0.004024145,0,0,0,21,2,0,12.6,49,107,156,3,0,126,125,126,5,0,1 122,0.004724409,0,0,0,0,0,20,2.1,0,9.8,55,101,156,4,1,127,126,127,7,0,1 122,0,0,0,0.001019368,0,0,20,1.8,0,13.8,39,103,142,1,0,120,119,121,3,0,1 122,0,0,0,0,0,0,19,1.9,0,15.1,39,103,142,1,0,120,120,122,3,0,1 122,0,0,0,0,0,0,19,1.9,0,15.1,39,103,142,1,0,120,120,122,3,0,1 122,0,0,0,0,0,0,19,1.9,0,15.1,39,103,142,1,0,120,120,122,3,0,1 122,0,0,0,0,0,0,19,1.9,0,15.1,39,103,142,1,0,120,120,122,3,0,1 122,0,0,0.000974659,0.000974659,0,0,25,1.4,3,9.3,31,105,136,1,0,126,122,124,5,0,1 122,0,0,0.0013947,0,0,0,26,1.3,4,9.8,30,106,136,1,0,126,122,125,3,0,1 122,0.000746269,0,0.005970149,0.000746269,0,0,21,1.7,0,14.3,37,105,142,1,0,125,123,125,3,0,1 122,0.001199041,0,0.005995204,0,0,0,22,1.7,0,13.9,37,105,142,0,0,125,124,126,3,0,1 122,0,0,0.001003009,0.001003009,0,0,23,1.5,3,9.5,33,103,136,0,0,125,120,122,5,0,1 122,0,0,0.001472754,0,0,0,25,1.3,4,9.5,30,106,136,1,0,125,122,124,3,0,1 122,0.000957854,0,0.004789272,0.000957854,0,0,21,1.7,0,14,37,105,142,1,0,125,123,125,3,0,1 122,0.002079002,0,0.002079002,0,0,0,20,1.8,0,15,37,105,142,0,0,125,123,125,4,0,1 122,0.003699137,0,0.004932182,0,0,0,25,1.4,0,8,44,104,148,4,0,126,125,127,3,0,1 122,0.004016064,0,0.002008032,0,0,0,25,1.5,0,8.3,44,104,148,5,0,126,125,126,4,0,1 122,0.001718213,0,0.003436426,0,0,0,27,1.3,0,8.1,39,104,143,3,0,126,124,126,2,0,1 122,0,0,0,0,0,0,29,1.2,0,8.5,26,107,133,1,0,126,124,126,1,1,1 122,0.006067961,0,0.003640777,0.001213592,0,0,22,1.8,0,11.5,52,96,148,1,0,131,128,130,7,0,1 122,0.0063593,0,0.004769475,0,0,0,22,1.7,0,13.5,45,103,148,1,0,131,129,131,4,0,1 122,0.00477327,0,0.003579952,0.00477327,0,0,20,2.6,0,17.7,98,60,158,6,0,131,121,126,31,0,1 122,0.00308642,0,0.007716049,0.007716049,0,0,18,3,0,16.2,98,60,158,7,0,127,120,124,28,0,1 122,0.002304147,0,0.00921659,0.00921659,0,0,16,3.5,0,23.1,98,60,158,5,0,107,115,115,34,0,1 122,0,0,0.010638298,0.010638298,0,0,13,3.8,0,23.6,98,60,158,6,1,127,113,115,41,0,1 122,0.002283105,0,0.006849315,0.006849315,0,0,16,3.4,0,19.8,96,62,158,6,0,125,120,124,25,0,1 122,0.00265252,0,0.01061008,0.00795756,0,0,17,3.4,0,18.4,96,62,158,9,0,125,122,126,26,0,1 122,0,0,0.005514706,0.001838235,0,0,27,1.1,0,10.7,35,101,136,1,0,125,122,124,3,0,1 122,0,0,0.005988024,0.003992016,0,0,30,1.1,0,7.6,39,93,132,2,0,126,122,125,4,1,1 122,0,0,0.004385965,0.001461988,0,0,27,1.2,0,10.1,43,93,136,2,0,125,122,124,3,1,1 122,0,0,0.003883495,0,0,0,25,1.2,0,11,31,105,136,0,0,125,122,124,2,0,1 122,0,0,0.004985045,0.002991027,0,0,27,1.2,0,10.3,40,92,132,3,2,120,120,123,4,1,1 122,0,0,0.004950495,0.004950495,0,0,26,1.3,0,9.8,47,85,132,3,2,126,119,123,10,1,1 122,0.004110997,0,0.005138746,0.004110997,0,0,22,1.7,0,7.4,69,74,143,3,0,133,122,127,26,1,1 122,0.004261364,0,0.005681818,0.005681818,0,0,21,1.7,0,6.7,69,74,143,4,0,133,121,126,32,1,1 122,0,0,0.005144033,0.00308642,0,0,24,1.5,0,10.6,73,77,150,1,2,124,119,123,12,0,1 122,0,0,0.006666667,0.006666667,0,0,21,1.9,0,5.6,73,77,150,3,2,127,115,117,30,0,1 122,0,0,0.006868132,0.008241758,0,0,21,1.7,0,8,55,81,136,2,1,126,115,118,22,1,1 122,0,0,0.005847953,0.00877193,0,0,18,1.9,0,8.8,44,91,135,4,0,126,117,121,19,1,1 122,0,0,0,0.005649718,0,0,21,1.9,0,9.5,57,82,139,4,0,133,119,124,38,1,1 122,0.006980803,0,0,0.001745201,0,0,26,1.4,0,5.6,61,85,146,5,0,140,129,134,28,1,1 122,0.008438819,0,0,0.002109705,0,0,24,1.6,0,8.4,78,79,157,3,0,136,127,131,21,1,1 122,0.008928571,0,0,0,0,0,25,1.5,0,10.9,72,85,157,6,2,136,129,133,14,1,1 122,0.003433476,0,0,0.00944206,0,0,18,2.4,0,4.9,74,69,143,1,1,131,117,120,40,1,1 122,0.001048218,0,0.003144654,0.011530398,0,0,16,2.7,0,5.5,96,56,152,1,2,112,113,116,21,0,1 122,0,0,0.003144654,0.014150943,0,0,13,3,0,0.4,96,56,152,3,2,109,110,112,20,0,1 122,0,0,0.002457002,0.014742015,0,0,13,3,0,0.7,83,69,152,3,0,110,110,113,16,0,1 122,0.006749156,0,0,0.003374578,0,0,23,1.7,0,9.7,78,79,157,6,0,131,125,130,18,0,1 122,0.010351967,0,0,0.002070393,0,0,25,1.6,0,9.1,72,85,157,6,2,136,129,133,15,1,1 127,0.008547009,0,0.007326007,0.002442002,0,0.001221001,22,1.7,0,0,129,52,181,8,0,140,136,142,63,1,1 127,0.009584665,0,0.00798722,0.001597444,0,0,22,1.6,0,0,90,91,181,4,1,140,144,146,25,0,1 127,0.010989011,0,0.01007326,0.000915751,0,0,24,1.5,0,1.7,67,109,176,3,0,155,148,152,19,0,1 127,0.010014306,0,0.008583691,0.001430615,0,0,24,1.5,0,0,72,109,181,4,0,153,150,154,16,0,1 131,0.006243496,0,0.009365245,0,0,0,27,1.4,0,19.2,70,110,180,2,0,155,155,156,14,0,1 131,0.011312217,0,0.011312217,0,0,0,23,1.7,0,6.9,84,110,194,6,0,160,158,161,23,0,1 131,0.010660981,0,0.014925373,0,0,0,26,1.5,0,3,61,109,170,2,1,155,151,154,11,1,1 126,0.008791209,0,0.005494505,0,0,0,24,1.5,0,9.4,33,122,155,1,1,136,137,138,3,0,1 126,0.009118541,0,0.007598784,0,0,0,23,1.5,0,10.3,33,122,155,2,0,136,137,139,3,0,1 126,0,0,0.003521127,0,0,0,35,1,5,7.8,21,121,142,1,0,136,133,135,2,0,1 126,0,0,0.003058104,0,0,0,36,0.9,4,7.3,21,121,142,1,0,136,133,135,1,1,1 126,0.002469136,0,0.008641975,0,0,0,26,1.3,0,9,51,114,165,1,0,129,132,131,10,-1,1 126,0,0,0.00990099,0,0,0,21,1.5,0,10.4,23,114,137,1,0,129,128,130,1,0,1 126,0,0,0.004081633,0,0,0,34,1,4,8.3,24,118,142,2,0,136,132,134,2,0,1 126,0.003924647,0,0.003139717,0,0,0,28,1.2,0,10.3,43,118,161,3,1,131,134,133,9,-1,1 126,0,0,0.005464481,0,0,0,23,1.4,0,12.2,42,101,143,3,0,126,128,129,2,0,1 126,0.002735978,0,0.004103967,0,0,0,25,1.3,0,11.9,56,101,157,2,0,126,131,130,9,0,1 126,0.003504673,0,0.005841121,0,0,0,29,1.3,0,9.2,65,103,168,2,0,127,134,133,18,0,1 126,0,0,0.005464481,0,0,0,28,1.3,0,10.8,34,107,141,1,0,127,128,128,3,0,1 126,0.006067961,0,0.004854369,0,0,0,27,1.3,0,5.6,58,103,161,2,0,133,135,135,10,0,1 126,0.00625,0,0.00625,0,0,0,25,1.4,0,6.3,48,107,155,2,0,133,135,135,9,0,1 126,0.006060606,0,0.00952381,0,0,0,27,1.3,0,6.3,43,113,156,3,0,129,134,134,10,0,1 126,0.007005254,0,0.007005254,0,0,0,30,1.2,0,4.3,49,107,156,3,0,127,134,134,11,0,1 126,0.006956522,0,0.006956522,0,0,0,30,1.2,0,4.2,49,107,156,3,0,127,134,134,11,0,1 126,0.005221932,0,0.010443864,0,0,0,29,1.2,0,4.8,36,108,144,3,0,127,131,131,4,0,1 120,0,0,0.008810573,0,0,0,49,0.9,4,15.2,39,95,134,5,0,122,120,122,3,1,1 120,0,0,0.011688312,0,0,0,51,0.7,4,11.4,26,103,129,1,0,122,119,121,2,1,1 120,0,0,0.011709602,0,0,0,53,0.7,2,10.4,20,107,127,2,0,122,119,121,2,1,1 120,0.00094697,0,0.007575758,0.00094697,0,0,47,1,2,9.8,67,73,140,9,0,116,121,121,9,1,1 120,0,0,0.006507592,0,0,0,49,0.8,2,10.5,32,104,136,4,0,116,120,121,4,0,1 120,0,0,0.007342144,0,0,0,50,0.8,2,10.2,29,104,133,2,0,116,119,120,3,0,1 133,0.001869159,0,0.005607477,0,0,0,50,0.9,1,10.8,46,115,161,2,1,135,136,137,3,0,1 133,0.001592357,0,0.006369427,0,0,0,49,1,1,11.4,60,101,161,4,1,135,136,137,4,0,1 133,0.003464203,0,0.006928406,0,0,0,52,0.7,1,9.2,67,94,161,4,0,136,137,138,2,0,1 133,0.002169197,0,0.006507592,0,0,0,52,0.7,2,8.6,38,113,151,1,1,136,136,137,1,0,1 133,0.003663004,0,0.005128205,0,0,0,41,1.1,9,13,82,86,168,4,1,139,143,144,9,1,1 133,0.002638522,0,0.005277045,0,0,0,38,1.1,0,12.5,58,113,171,5,1,150,147,149,5,0,1 138,0.011752137,0,0.00534188,0,0,0,37,1.2,0,4.1,48,120,168,0,1,146,147,148,4,0,1 138,0.008156607,0,0.004893964,0,0,0,37,1.2,0,5.2,52,116,168,2,0,146,146,147,4,0,1 133,0.001477105,0,0.005908419,0,0,0,50,0.8,5,11.3,57,94,151,3,0,136,136,137,1,1,1 133,0,0,0.005617978,0,0,0,53,0.7,2,9.8,34,113,147,4,1,136,136,138,1,1,1 143,0.004578755,0,0.004578755,0,0,0,44,1.1,5,12.2,45,128,173,4,0,147,148,149,4,0,1 143,0.005076142,0,0.005076142,0,0,0,37,1,0,9.5,44,130,174,4,0,147,148,149,5,0,1 143,0.004232804,0,0.005291005,0,0,0,44,0.9,6,9.4,43,130,173,7,0,147,148,148,4,0,1 143,0.005649718,0,0.005649718,0,0,0,43,0.9,12,5.9,34,132,166,2,0,147,148,149,2,0,1 143,0.003080082,0,0.008213552,0,0,0,47,0.7,0,10.9,33,137,170,2,1,155,154,156,3,0,1 143,0.00405954,0,0.00811908,0,0,0,48,0.7,0,10.6,38,136,174,2,1,155,155,157,2,0,1 143,0,0,0.006423983,0,0,0,63,0.5,35,6.5,33,128,161,4,0,147,146,148,0,0,2 136,0.004962779,0,0.006203474,0,0,0,46,0.8,1,7.4,39,119,158,1,1,144,143,145,1,0,1 136,0.005825243,0,0.00776699,0,0,0,45,0.8,2,6.4,29,129,158,2,0,144,143,145,1,0,1 136,0.00289296,0,0.005785921,0,0,0,48,0.7,2,9.4,42,121,163,1,1,144,144,145,2,0,1 136,0,0,0.002518892,0,0,0,47,0.9,2,10.6,39,119,158,2,1,144,143,145,1,0,1 137,0.000956938,0,0.004784689,0,0,0,59,0.5,25,7.1,31,132,163,2,1,142,141,142,2,-1,1 137,0,0,0.004273504,0,0,0,61,0.4,34,5.9,15,132,147,1,0,142,140,142,0,0,2 137,0.000906618,0,0.00543971,0,0,0,61,0.4,45,5.1,22,133,155,2,0,142,140,142,0,0,2 137,0.001111111,0,0.005555556,0,0,0,63,0.4,49,4.8,22,133,155,2,0,142,141,142,0,0,2 137,0.000823723,0,0.004942339,0,0,0,62,0.4,42,5.4,22,133,155,2,0,142,140,142,0,0,2 137,0.00110011,0,0.00660066,0,0,0,60,0.4,33,5.8,22,133,155,2,0,142,140,142,1,0,2 135,0,0,0.007220217,0.000902527,0,0,58,0.5,32,6.1,31,117,148,4,0,140,139,141,1,1,1 135,0,0,0.006822612,0,0,0,59,0.5,32,6.1,16,132,148,1,0,140,140,142,0,0,1 135,0,0,0.006866953,0.000858369,0,0,54,0.5,12,9,32,117,149,2,0,140,137,140,2,1,1 135,0,0,0.00536193,0.002680965,0,0,51,0.6,2,8.9,30,116,146,1,0,138,134,137,3,1,1 135,0,0,0.007326007,0.000915751,0,0,52,0.6,7,9.8,32,117,149,1,0,140,137,139,2,0,1 135,0,0,0.007173601,0,0,0,50,0.6,0,12.2,34,118,152,0,0,137,136,138,1,0,1 135,0.00625,0,0.007291667,0,0,0,48,0.7,1,8.1,42,120,162,5,0,139,141,142,4,0,1 135,0.009724473,0,0.006482982,0,0,0,50,0.7,2,1.8,46,122,168,3,0,139,142,143,4,0,1 135,0.006633499,0,0.006633499,0,0,0,47,0.8,2,10,39,120,159,1,0,139,139,141,3,0,1 135,0.002469136,0,0.007407407,0,0,0,47,0.8,2,13.3,36,120,156,1,0,139,138,139,2,0,1 125,0.001044932,0,0.004179728,0,0,0,43,0.7,31,7.8,21,120,141,0,0,131,130,132,1,0,1 125,0,0,0.004830918,0,0,0,45,0.7,33,7.7,19,122,141,0,0,131,130,131,1,0,1 125,0.001885014,0,0.004712535,0,0,0,40,0.7,9,8.1,29,122,151,1,0,131,132,132,2,-1,1 125,0,0,0.003590664,0,0,0,44,0.7,15,8.7,21,120,141,0,0,131,130,131,1,0,1 126,0.000929368,0,0.00464684,0,0,0,34,0.9,3,10.2,41,110,151,2,0,126,128,129,4,0,1 126,0,0,0.004373178,0,0,0,32,0.9,4,11.2,31,110,141,1,0,126,125,127,2,0,1 125,0.000933707,0,0.004668534,0,0,0,31,1.1,1,12.5,38,109,147,4,0,125,125,127,3,0,1 125,0,0,0.008,0,0,0,32,1.1,3,13,51,96,147,4,0,126,125,127,2,0,1 125,0.002427184,0,0.004045307,0.000809061,0,0,30,1.1,3,11,45,102,147,1,0,126,127,128,3,0,1 125,0.003307607,0,0.004410143,0,0,0,32,1,5,10.7,47,100,147,1,0,126,127,128,3,0,1 125,0.002915452,0,0.004373178,0.001457726,0,0,32,1,7,8.4,54,93,147,2,0,126,126,128,3,0,1 125,0.002178649,0,0.004357298,0.002178649,0,0,36,1,10,9.6,54,93,147,1,0,126,127,128,3,0,1 115,0.001869159,0,0.005607477,0.001869159,0,0,19,1.7,0,14.2,59,89,148,1,1,120,118,121,5,0,1 115,0.004179728,0,0.007314525,0.001044932,0,0,20,1.7,0,9.9,78,79,157,4,2,120,121,123,7,0,1 115,0.006688963,0,0.008361204,0,0,0,20,1.7,0,3.5,78,79,157,6,3,123,124,125,7,0,1 115,0.005240175,0,0.006113537,0.000873362,0,0,23,1.5,0,10.8,57,94,151,2,0,120,121,122,6,0,1 115,0,0,0.005385996,0.001795332,0,0,20,1.7,0,14,59,89,148,1,1,120,118,121,4,0,1 115,0.005656109,0,0.00678733,0,0,0,24,1.4,0,13,51,102,153,0,0,112,120,121,16,0,1 115,0.004518072,0,0.004518072,0,0,0,22,1.5,0,13.2,51,102,153,2,0,112,118,117,11,-1,1 112,0.004642526,0,0.00371402,0,0,0,24,1.3,5,10.5,40,103,143,1,0,114,114,115,4,-1,1 112,0,0,0.003745318,0,0,0,23,1.3,10,12.5,40,104,144,0,0,112,113,113,2,-1,1 112,0.010224949,0,0.005112474,0,0,0,24,1.3,5,6,39,105,144,0,0,114,116,116,5,-1,1 112,0.017857143,0,0.007142857,0,0,0,25,1.4,0,0.6,35,109,144,0,0,116,120,119,6,-1,1 112,0.008595989,0,0.005730659,0,0,0,24,1.3,6,6.4,37,105,142,1,0,114,116,115,4,-1,1 112,0.007662835,0,0.005747126,0,0,0,25,1.3,0,7.3,37,105,142,1,0,114,115,115,4,-1,1 112,0.002923977,0,0.004385965,0,0,0,24,1.3,8,10.4,40,104,144,0,1,114,114,114,3,-1,1 112,0,0,0.003976143,0,0,0,23,1.3,11,13,40,104,144,1,0,112,113,114,2,-1,1 120,0.008264463,0,0.002754821,0,0,0,20,1.7,0,5.8,42,109,151,2,0,122,126,125,8,0,1 118,0.000923361,0,0.002770083,0.000923361,0,0,26,1.4,0,11,56,94,150,3,0,120,118,119,6,0,1 118,0.002604167,0,0,0.002604167,0,0,24,1.7,0,7.1,62,88,150,4,1,114,116,116,12,0,1 118,0.000998004,0,0.006986028,0.000998004,0,0,25,1.3,0,10.9,61,89,150,5,0,120,119,120,6,0,1 118,0,0,0.007072136,0,0,0,26,1.2,0,11.1,44,100,144,3,0,120,119,120,2,0,1 118,0.001710864,0,0.005132592,0.001710864,0,0,25,1.4,22,7.9,88,72,160,2,2,126,120,123,11,0,1 118,0.002463054,0,0.003694581,0.002463054,0,0,25,1.5,35,6.5,90,70,160,2,2,126,120,124,13,0,1 118,0,0,0.007974482,0.001594896,0,0,21,1.5,0,10.3,55,89,144,1,1,123,118,121,6,0,1 118,0,0,0.002066116,0.002066116,0,0,24,1.5,0,9.7,55,89,144,1,1,125,118,121,10,0,1 119,0.003475239,0,0.004344049,0.00086881,0,0,26,1.4,23,6.3,88,72,160,1,1,126,123,126,7,0,1 119,0.004444444,0,0.007407407,0.001481481,0,0,23,1.5,5,7.9,75,70,145,1,1,126,122,125,9,1,1 119,0.003820439,0,0.006685769,0,0,0,24,1.4,2,11.1,42,103,145,1,0,125,124,126,4,0,1 119,0,0,0.002320186,0,0,0,25,1.3,9,9.3,40,103,143,3,0,126,122,124,4,0,1 119,0.002884615,0,0.005769231,0,0,0,25,1.3,0,13.8,39,106,145,0,0,120,123,123,5,0,1 119,0,0,0.00257732,0,0,0,23,1.5,0,16.1,39,106,145,3,1,125,124,126,3,0,1 119,0.000977517,0,0.005865103,0,0,0,26,1.2,0,13.8,39,106,145,1,0,120,122,122,3,0,1 119,0,0,0.006134969,0,0,0,24,1.4,0,15.5,39,106,145,3,0,125,124,126,3,0,1 119,0,0,0.007309942,0,0,0,27,1.2,0,13,37,109,146,1,0,120,120,121,1,-1,1 119,0,0,0.008960573,0,0,0,27,1.2,0,13.4,36,110,146,1,0,120,120,121,1,-1,1 115,0.005194805,0,0.006060606,0.000865801,0,0,20,1.6,0,10.7,86,71,157,5,0,116,119,118,11,0,1 115,0.007032349,0,0.005625879,0,0,0,20,1.6,0,9.4,82,75,157,3,0,120,121,121,8,0,1 115,0.005934718,0,0.005934718,0.00098912,0,0,20,1.7,0,10.8,88,69,157,5,0,114,118,118,13,0,1 115,0.005190311,0,0.005190311,0.001730104,0,0,20,1.7,0,10.6,84,69,153,5,0,114,117,116,13,0,1 115,0.00750469,0,0.006566604,0,0,0,20,1.7,0,9.6,56,101,157,2,0,114,118,118,10,-1,1 115,0,0,0.005154639,0,0,0,21,1.6,0,13.1,41,100,141,1,0,114,113,114,2,-1,1 115,0.006944444,0,0.006076389,0,0,0.000868056,17,2,0,13.9,73,84,157,0,1,120,117,119,13,0,1 115,0.012684989,0,0.002114165,0,0,0,19,1.8,0,6.7,56,101,157,1,1,120,121,121,9,0,1 112,0.004882813,0,0.006835938,0.001953125,0,0,17,2,1,9,66,78,144,0,1,112,112,113,9,0,1 112,0.001550388,0,0.00620155,0.003100775,0,0,17,2,0,11.6,66,78,144,3,1,112,109,111,9,0,1 112,0.002531646,0,0.006751055,0.001687764,0,0,21,1.7,2,9.9,60,84,144,1,1,114,113,115,7,0,1 112,0,0,0.006772009,0.004514673,0,0,16,2.2,3,10.4,62,78,140,3,1,112,108,110,10,0,1 112,0.002487562,0,0.006633499,0.000829187,0,0,23,1.5,1,9.2,55,89,144,5,0,114,114,116,4,0,1 112,0,0,0.004750594,0,0,0,26,1.3,0,10.1,37,90,127,2,1,114,114,116,2,1,1 112,0.002945508,0,0.004418262,0,0,0,26,1.2,1,8.4,54,90,144,4,2,120,116,117,4,0,1 112,0,0,0.005952381,0,0,0,25,1.3,0,9.3,34,104,138,4,1,119,116,118,2,0,1 115,0.004664179,0,0.009328358,0.001865672,0,0.000932836,17,2,0,6.8,89,80,169,3,1,121,115,119,25,0,1 115,0.001851852,0,0.009259259,0.003703704,0,0.001851852,15,2.3,0,5.6,92,77,169,4,1,114,109,110,33,-1,1 115,0.002888087,0,0.009386282,0.001444043,0,0,21,1.7,0,10.7,83,85,168,2,0,129,122,125,19,0,1 115,0,0,0.007672634,0.00511509,0,0,15,2.2,0,6.8,55,84,139,4,0,119,111,115,19,0,1 115,0.004436557,0,0.009760426,0.000887311,0,0,22,1.7,0,10.2,102,76,178,3,2,129,124,128,17,0,1 115,0.006339144,0,0.00792393,0,0,0,19,1.7,0,7.9,55,89,144,2,1,126,121,123,9,0,1 115,0.003024194,0,0.008064516,0.002016129,0,0.001008065,24,1.6,0,10.1,108,71,179,3,2,133,122,129,45,0,1 115,0.001455604,0,0.008733624,0.001455604,0,0.001455604,25,1.7,0,10.3,108,71,179,3,2,129,122,130,42,0,1 115,0.004198153,0,0.008396306,0.001679261,0,0.000839631,23,1.9,0,8.5,123,71,194,4,0,131,129,132,59,0,1 115,0.005633803,0,0.007042254,0.002816901,0,0.001408451,21,2.3,0,1.7,125,71,196,3,0,145,127,130,127,0,1 114,0.006688963,0,0.010033445,0.002229654,0,0.001114827,19,2.8,0,12.2,127,71,198,5,0,145,133,136,114,0,1 114,0.01056338,0,0.01056338,0,0,0,18,3,0,14.9,122,76,198,4,1,145,146,147,65,0,1 136,0.001733102,0,0.005199307,0.006065858,0,0.000866551,24,1.6,0,3.9,115,60,175,8,0,136,128,135,35,0,1 136,0,0,0.004672897,0.006542056,0,0.000934579,25,1.6,0,4,98,60,158,6,0,136,126,134,34,1,1 136,0.006445672,0,0.004604052,0.00092081,0,0,39,0.8,0,4.5,63,115,178,5,0,148,152,152,12,0,1 137,0.004694836,0,0.004694836,0.001564945,0,0,36,0.9,0,5,63,115,178,4,0,148,148,149,9,0,1 138,0,0,0.006696429,0.002232143,0,0,34,1,6,10.5,56,99,155,5,0,148,142,146,9,1,1 138,0,0,0.007371007,0.002457002,0,0,34,1,7,9.6,62,93,155,5,0,148,142,146,10,1,1 138,0.001707942,0,0.006831768,0.005123826,0,0,32,1.1,16,6.6,78,97,175,5,0,145,139,144,16,0,1 138,0,0,0.005730659,0.004775549,0,0,33,1,18,6.7,67,97,164,2,0,145,139,144,12,1,1 138,0.003393665,0,0.007918552,0.005656109,0,0,28,1.3,9,3.5,90,85,175,6,0,144,134,138,31,0,1 138,0.006578947,0,0.006578947,0.006578947,0,0,28,1.4,16,1.6,90,85,175,8,0,143,136,141,32,0,1 126,0.006791171,0.007640068,0.005093379,0.006791171,0,0.000848896,21,2.3,0,4.2,107,67,174,6,0,143,125,133,78,0,1 125,0.014319809,0.009546539,0.00477327,0.00477327,0,0,22,2.2,0,0,107,67,174,7,1,134,134,138,21,0,1 125,0.01511335,0.010075567,0.005037783,0.002518892,0,0,22,2.1,0,0,107,67,174,4,0,134,136,138,16,0,1 125,0.007048458,0.007048458,0.005286344,0.007048458,0,0.000881057,21,2.3,0,4.3,107,67,174,7,0,143,125,134,79,0,1 125,0.008032129,0.00669344,0.00669344,0.005354752,0,0,23,2.1,0,5.5,125,53,178,8,0,143,128,137,65,1,1 125,0.003550296,0.01183432,0.004733728,0.00591716,0,0,23,2.2,0,7.4,125,53,178,8,0,143,122,131,92,0,1 125,0.002936858,0.01174743,0.004405286,0.005873715,0,0,22,2.2,0,8.5,125,53,178,9,0,143,123,131,84,0,1 125,0,0.011532125,0.004942339,0.006589786,0,0,22,2.3,0,8.5,125,53,178,8,0,143,122,130,94,0,1 125,0.002061856,0.01443299,0.006185567,0.008247423,0,0,18,2.7,0,6.3,125,53,178,10,0,131,115,121,72,0,1 128,0.008421053,0.007368421,0.004210526,0.004210526,0,0.001052632,20,2.2,0,1.9,107,67,174,4,0,134,126,133,47,0,1 128,0.006518905,0.007822686,0.005215124,0.005215124,0,0.001303781,19,2.4,0,1.9,107,67,174,7,0,134,123,129,57,0,1 128,0.006060606,0.01038961,0.004329004,0.005194805,0,0.000865801,22,2.2,0,6.3,109,65,174,7,0,143,126,134,70,0,1 128,0,0.012068966,0.005172414,0.006896552,0,0.001724138,22,2.3,0,8.4,125,53,178,9,0,143,121,130,97,0,1 128,0.00280112,0.009337068,0.006535948,0.004668534,0,0.000933707,24,2,0,9,91,65,156,6,0,133,125,131,42,1,1 128,0.001355014,0.010840108,0.005420054,0.004065041,0,0.001355014,22,2.2,0,9.4,125,53,178,7,0,143,123,130,80,0,1 128,0.003505697,0.009640666,0.005258545,0.005258545,0,0.000876424,25,2,0,7.3,91,65,156,8,0,133,125,131,41,1,1 128,0,0.013618677,0.007782101,0.005836576,0,0.001945525,17,2.7,0,8.7,125,53,178,9,0,133,114,122,73,0,1 128,0.005267779,0.010535558,0.004389816,0.005267779,0,0,30,1.7,0,7,118,59,177,7,1,133,128,133,30,0,1 128,0.006105006,0.006105006,0.004884005,0.003663004,0,0,32,1.5,0,5.4,90,68,158,6,0,133,133,135,16,1,1 128,0.006776379,0.009680542,0.003872217,0.005808325,0,0,31,1.7,0,3.7,109,68,177,11,0,137,128,135,40,0,1 128,0.008464329,0.009673519,0.00362757,0.004836759,0,0,31,1.7,0,2.9,141,57,198,11,0,137,130,137,41,0,1 128,0.008103728,0.009724473,0.003241491,0.004862237,0,0,30,1.9,0,3.8,141,57,198,12,0,137,127,136,49,0,1 128,0.007653061,0.010204082,0.00255102,0.005102041,0,0,27,1.9,0,1.1,141,57,198,12,0,135,125,135,59,0,1 128,0.006751055,0.006751055,0.004219409,0.005907173,0,0.000843882,21,2.3,0,5.2,107,67,174,7,0,143,126,135,76,0,1 128,0.00280112,0.005602241,0.00280112,0.005602241,0,0.00280112,14,2.7,0,0,89,67,156,4,0,115,115,116,44,0,1 128,0.006386861,0.010036496,0.004562044,0.004562044,0,0.000912409,22,2.2,0,6.6,109,65,174,6,0,143,127,135,71,0,1 128,0,0.011450382,0.003816794,0.005725191,0,0.001908397,22,2.4,0,9.2,125,53,178,11,0,143,121,131,101,0,1 128,0.004504505,0.00990991,0.004504505,0.004504505,0,0.000900901,26,2,0,8.2,91,65,156,8,0,133,126,132,41,1,1 128,0,0.015533981,0.009708738,0.00776699,0,0.001941748,16,2.9,0,7.8,125,53,178,9,0,133,114,121,74,0,1 128,0.004409171,0.009700176,0.005291005,0.003527337,0,0.000881834,29,1.6,0,6.4,91,65,156,8,0,133,129,133,27,1,1 128,0.005277045,0.007915567,0.003957784,0.005277045,0,0,29,1.6,0,7.1,90,68,158,6,0,133,131,133,19,1,1 128,0.00681431,0.008517888,0.003407155,0.005110733,0,0,32,1.6,0,3.5,109,68,177,11,0,137,129,135,35,0,1 128,0.008274232,0.008274232,0.003546099,0.004728132,0,0,33,1.5,0,3.9,141,57,198,8,0,137,132,136,21,0,1 128,0.006161972,0.01056338,0.003521127,0.004401408,0,0.000880282,29,1.7,0,5.8,115,62,177,11,0,137,128,133,37,0,1 128,0.010781671,0.010781671,0.005390836,0.002695418,0,0,36,1.6,0,4.9,124,59,183,5,0,137,135,139,18,0,1 128,0.002529511,0.016863406,0.003372681,0.003372681,0,0.002529511,30,2,0,6,111,54,165,14,0,129,112,129,103,1,2 128,0,0.01928934,0.003045685,0.003045685,0,0.003045685,29,2.2,0,7.2,145,54,199,14,0,129,107,124,126,0,3 128,0,0.018518519,0.003472222,0.002314815,0,0.003472222,30,2.1,0,8.6,128,54,182,12,0,129,104,120,134,0,3 128,0,0.02484472,0.00310559,0.00310559,0,0.00310559,34,2.4,0,3.6,145,54,199,11,1,75,98,86,144,-1,3 128,0,0.027932961,0.003724395,0.003724395,0,0.003724395,36,2.6,0,0,120,54,174,8,2,75,91,79,108,-1,3 131,0.00088574,0,0.005314438,0.002657219,0,0,27,1.4,0,12.2,84,71,155,2,0,136,132,137,15,1,1 131,0,0,0.006423983,0.004282655,0,0,19,1.9,0,12.3,81,70,151,3,1,127,126,130,21,1,1 132,0.00084674,0,0.00508044,0.00169348,0,0,28,1.3,0,13.3,79,76,155,3,2,140,135,138,11,1,1 132,0,0,0.004769475,0,0,0,33,1,0,13.3,35,120,155,1,0,138,138,139,2,0,1 132,0.005050505,0,0.001683502,0.002525253,0,0,25,1.5,0,11,92,76,168,4,2,141,138,140,16,1,1 132,0.001236094,0,0.003708282,0.003708282,0,0,24,1.5,0,12,77,76,153,5,2,140,133,137,17,1,1 132,0.010282776,0,0.002570694,0.005141388,0,0,20,2.1,0,2.9,99,76,175,5,0,141,138,142,29,1,1 132,0.00877193,0,0.002506266,0.006265664,0,0,19,2.3,0,4,100,76,176,6,1,145,138,143,36,1,1 132,0.010092515,0,0.002523129,0.004205214,0,0,21,2,0,6.3,95,80,175,6,2,143,139,142,23,0,1 132,0.009925558,0,0,0,0,0,26,1.4,0,4,58,110,168,2,1,145,146,147,11,0,1 132,0.008014248,0,0.001780944,0.003561888,0,0,22,1.9,0,7.8,95,80,175,7,2,143,140,143,22,0,1 132,0.007918552,0,0.002262443,0.004524887,0,0,20,2.1,0,8,102,74,176,9,2,141,136,140,24,0,1 132,0.005106383,0,0.001702128,0.002553191,0,0,26,1.5,0,7.5,94,68,162,9,1,143,137,142,26,1,1 132,0.002234637,0,0.002234637,0.003351955,0,0,29,1.5,0,8.6,102,67,169,11,1,143,136,141,33,1,1 132,0.001877934,0,0.002816901,0.002816901,0,0,28,1.4,0,8.4,94,68,162,11,1,143,137,142,26,1,1 132,0,0,0.003968254,0,0,0,23,1.5,0,13.1,42,106,148,5,0,138,136,138,3,1,1 133,0.002560819,0,0.003841229,0.003841229,0,0,30,1.5,0,5.3,102,67,169,9,1,147,137,144,40,1,1 134,0.001485884,0,0.002971768,0.004457652,0,0,29,1.6,0,5.2,102,67,169,10,1,147,136,143,45,1,1 134,0,0,0.004158004,0.006237006,0,0,28,1.9,0,5.5,102,67,169,11,2,148,133,140,66,1,1 134,0,0,0.002380952,0.004761905,0,0,30,1.6,0,4.8,102,67,169,10,2,148,135,142,50,1,1 144,0,0,0.008226691,0.000914077,0,0,60,0.4,8,7.2,33,123,156,0,0,147,145,148,2,1,2 144,0,0,0.007847534,0,0,0,61,0.4,10,7.6,20,136,156,2,0,148,146,148,1,0,2 121,0.008223684,0,0.004934211,0,0,0,32,1,0,2.6,47,110,157,1,0,131,131,131,8,0,1 121,0.008324662,0,0.006243496,0.001040583,0,0,27,1.2,0,3.3,67,90,157,4,0,129,129,129,12,0,1 121,0.004347826,0,0.008695652,0.002173913,0,0,24,1.5,0,4.9,67,90,157,2,0,120,125,123,16,0,1 121,0.006822612,0,0.009746589,0.003898635,0,0,21,1.9,0,2.9,83,74,157,2,0,125,123,126,19,0,1 121,0.005859375,0,0.0078125,0.00390625,0,0,24,1.7,0,4.1,72,74,146,4,0,129,121,126,25,1,1 121,0.003389831,0,0.006779661,0.005649718,0,0,25,1.6,0,3.8,73,71,144,2,0,120,114,119,29,1,1 121,0.002828854,0,0.005657709,0.005657709,0,0,25,1.5,0,4.4,73,71,144,4,0,122,112,117,34,0,1 121,0.002932551,0,0.00684262,0.004887586,0,0.000977517,26,1.4,0,1.1,73,71,144,6,0,123,112,117,36,0,1 121,0,0,0.003478261,0.005217391,0,0.00173913,24,1.5,0,0,68,71,139,2,0,123,106,108,53,0,2 121,0,0,0.003478261,0.005217391,0,0.00173913,24,1.5,0,0,68,71,139,2,0,123,106,108,53,0,1 121,0.000904977,0,0.008144796,0.006334842,0,0.000904977,27,1.4,0,4.4,69,70,139,4,0,114,110,114,24,0,1 121,0,0,0.007936508,0.007936508,0,0,28,1.4,0,5.7,67,70,137,2,1,114,112,116,21,1,1 121,0.003542958,0,0.008857396,0.004428698,0,0,34,1.1,0,6.3,83,70,153,5,1,127,123,126,29,1,1 121,0,0,0.007473842,0.007473842,0,0,28,1.3,0,5.6,67,70,137,3,1,114,113,117,20,1,1 121,0.004054054,0,0.009459459,0.002702703,0,0,37,1,0,6.6,71,82,153,6,0,136,126,129,35,1,1 121,0.005576208,0,0.00929368,0,0,0,39,0.9,0,8.6,58,95,153,4,0,150,131,132,47,0,1 121,0.004934211,0,0.008223684,0.001644737,0,0,37,0.9,0,7.5,71,82,153,5,0,150,128,130,68,1,1 121,0.00729927,0,0.00973236,0,0,0,41,0.8,0,6.6,48,105,153,3,0,150,135,137,32,1,1 142,0,0,0.007383966,0,0,0,60,0.4,8,7.7,20,136,156,0,0,147,146,148,1,0,2 142,0,0,0.006896552,0,0,0,58,0.4,9,7.9,20,136,156,0,0,148,147,149,1,0,1 142,0,0,0.007462687,0,0,0,60,0.4,17,6.8,21,142,163,0,0,153,152,153,1,0,2 142,0,0,0.008498584,0,0,0,58,0.4,22,6.3,13,145,158,0,0,153,151,153,0,0,1 142,0,0,0.005922166,0,0,0,59,0.4,32,6.3,22,141,163,1,0,155,153,155,1,0,2 142,0,0,0.005896226,0,0,0,58,0.4,31,6.1,22,141,163,2,0,155,153,155,1,0,2 142,0.00087184,0,0.006974717,0.004359198,0,0,49,0.9,28,5.8,114,68,182,2,0,153,146,154,37,1,1 142,0.001371742,0,0.008230453,0.006858711,0,0,41,1.2,22,5.3,115,67,182,1,0,157,140,149,73,1,1 142,0.001658375,0,0.008291874,0.006633499,0,0,41,1.4,27,4.6,115,67,182,4,0,157,140,150,80,1,1 142,0,0,0.008888889,0.006666667,0,0,44,1.5,33,5.7,115,67,182,2,1,157,141,153,87,1,1 142,0.004201681,0,0.006302521,0.010504202,0,0,32,1.8,0,0,115,67,182,2,0,157,133,142,115,1,1 142,0.002518892,0,0.005037783,0.012594458,0,0,25,2.1,0,0,115,67,182,2,0,143,128,133,83,0,1 145,0,0,0.000898473,0,0,0,50,0.7,17,7.3,42,125,167,8,0,153,154,155,2,1,2 145,0.001697793,0,0.001697793,0,0,0,50,0.7,12,6.5,65,103,168,8,0,153,155,156,3,1,2 145,0,0,0.00257732,0,0,0,51,0.6,13,8.3,24,141,165,1,0,153,152,153,1,0,2 145,0,0,0.002770083,0,0,0,51,0.7,7,8.4,24,141,165,1,0,153,152,153,1,0,2 145,0.005067568,0,0.001689189,0,0,0,46,0.8,0,8.6,67,104,171,4,0,155,153,154,4,1,1 145,0.004909984,0,0.003273322,0,0,0,46,0.8,0,8.4,31,140,171,2,0,153,152,152,3,0,1 145,0.005123826,0,0.004269855,0,0,0,51,0.7,5,7.7,67,104,171,5,0,149,153,154,5,1,1 145,0.003671971,0,0.007343941,0,0,0,55,0.6,8,5.9,27,138,165,5,0,149,150,151,2,0,1 145,0.003896104,0,0.006493506,0,0,0,55,0.6,8,6.6,73,93,166,5,0,149,150,151,1,1,1 145,0,0,0.007662835,0,0,0,57,0.6,10,8.2,66,93,159,4,0,149,149,150,1,1,1 142,0.001806685,0,0.004516712,0,0,0,51,0.8,9,9.5,50,112,162,8,0,153,149,151,4,1,2 142,0,0,0.002717391,0,0,0,52,0.8,10,11,71,89,160,6,0,153,149,153,5,1,2 142,0.009259259,0,0.007407407,0,0,0,43,0.9,0,6.1,46,127,173,3,0,149,149,150,4,0,1 142,0.013207547,0,0.00754717,0,0,0,41,1,0,0.7,44,134,178,4,0,149,152,152,5,0,1 142,0.008196721,0,0.007025761,0,0,0,44,0.9,0,7,46,127,173,2,0,149,149,150,4,0,1 142,0.002016129,0,0.008064516,0,0,0,48,0.7,0,8.8,39,123,162,3,0,149,147,149,2,0,1 142,0.008754864,0,0.008754864,0,0,0,41,1,0,7.2,41,132,173,3,0,150,150,151,3,0,1 142,0.007656968,0,0.006125574,0,0,0,42,1,0,8.5,61,106,167,2,0,150,149,151,3,1,1 142,0.005862647,0,0.006700168,0,0,0,42,1,0,11.4,97,74,171,6,0,148,148,149,5,1,1 142,0.002398082,0,0.007194245,0,0,0,42,1,0,12.2,61,130,191,4,0,148,147,149,2,-1,1 142,0.005938242,0,0.005938242,0,0,0,41,1,0,10.2,57,111,168,5,0,147,147,149,4,0,1 142,0.00973236,0,0.00729927,0,0,0,40,1,0,2.1,57,111,168,6,0,147,148,149,6,0,1 144,0.005263158,0,0.005263158,0.000877193,0,0,41,0.9,6,4.9,63,116,179,6,1,155,153,154,5,0,1 144,0.003957784,0,0.001319261,0.001319261,0,0,40,0.9,5,8.3,97,82,179,7,1,152,153,154,7,1,1 144,0.004230118,0,0.005076142,0.000846024,0,0,38,1,3,7,63,116,179,3,0,155,153,155,6,0,1 144,0.006097561,0,0.004065041,0,0,0,39,1,5,2.8,43,136,179,1,0,157,157,157,4,0,1 144,0.000843882,0,0.005063291,0,0,0,43,0.8,1,10.2,45,129,174,0,0,155,154,156,2,0,1 144,0,0,0.00463392,0,0,0,43,0.7,1,10.2,40,129,169,1,0,157,154,156,3,0,2 144,0.001679261,0,0.005037783,0,0,0,42,0.7,0,10,37,136,173,1,0,155,154,156,2,0,1 144,0,0,0.005813953,0,0,0,45,0.7,0,9.8,30,139,169,2,0,157,155,157,2,0,2 144,0.008896797,0,0.006227758,0,0,0,34,1,0,8.7,48,126,174,1,0,153,153,154,5,0,1 144,0.010339734,0,0.005908419,0,0,0,33,1.1,0,5.3,54,120,174,1,0,155,154,155,5,0,1 144,0.010298661,0,0.006179197,0,0,0,38,0.9,0,6,48,126,174,1,0,155,154,155,4,0,1 144,0.010548523,0,0.006329114,0,0,0,43,0.8,0,4.6,40,134,174,2,0,155,154,156,3,0,1 146,0.006255585,0,0.004468275,0,0,0,38,0.9,0,8.4,49,126,175,2,0,157,152,154,6,0,1 146,0.007692308,0,0.006153846,0,0,0,39,0.9,0,4.4,49,126,175,4,0,157,154,156,5,0,1 146,0.005847953,0,0.005012531,0,0,0,37,0.9,0,7.9,49,126,175,2,0,155,152,154,4,0,1 146,0.006493506,0,0.003246753,0,0,0,38,1,0,8.8,49,126,175,3,0,150,152,153,5,0,1 146,0.007079646,0,0.003539823,0,0,0,37,0.9,0,6.9,52,126,178,0,0,155,153,155,4,0,1 146,0.00997151,0,0.004273504,0,0,0,35,1,0,3.4,52,126,178,2,0,155,154,155,4,0,1 147,0.006024096,0,0.004302926,0,0,0,44,0.7,36,3.6,35,143,178,0,0,157,158,159,1,0,1 147,0.007716049,0,0.00308642,0,0,0,41,0.8,15,1.8,35,140,175,0,0,157,157,158,1,0,1 147,0.001819836,0,0.006369427,0,0,0,46,0.6,49,4.8,24,143,167,1,0,160,157,159,1,0,1 147,0,0,0.00529661,0,0,0,48,0.6,52,5.2,18,149,167,2,0,160,158,159,0,0,2 147,0.00252738,0,0.0042123,0,0,0,46,0.7,46,5.2,29,144,173,2,0,157,157,159,1,0,1 147,0.00124533,0,0.00249066,0,0,0,46,0.7,41,5.3,23,144,167,1,0,157,157,159,0,0,1 147,0.005610098,0,0.005610098,0,0,0,42,0.9,37,4.9,42,132,174,1,0,157,157,159,1,0,1 147,0.012722646,0,0.010178117,0,0,0,36,1.2,0,4.8,42,132,174,2,0,157,157,158,2,0,1 148,0.003350084,0,0.004187605,0,0,0,44,0.7,6,8.2,28,142,170,1,0,155,155,156,1,0,1 148,0,0,0.005385996,0,0,0,49,0.6,1,9.6,21,143,164,0,0,155,154,156,0,0,1 148,0.003505697,0,0.005258545,0,0,0,44,0.8,8,9.4,31,142,173,4,0,157,156,158,1,0,1 148,0.001972387,0,0.007889546,0,0,0,44,0.9,15,9.6,60,135,195,5,0,157,158,158,1,0,2 148,0.003710575,0,0.004638219,0,0,0,40,0.9,8,11.8,47,126,173,5,0,157,156,158,3,0,1 148,0,0,0.006818182,0,0,0,41,1,5,13.4,60,135,195,4,1,157,155,158,2,0,2 148,0.002881844,0,0.003842459,0,0,0,42,0.8,20,9.3,45,126,171,2,0,157,155,158,3,1,1 148,0.004716981,0,0.002358491,0,0,0,40,0.9,0,10.6,35,136,171,1,0,153,155,156,4,0,1 148,0.004716981,0,0.002358491,0,0,0,40,0.9,0,10.6,35,136,171,1,0,153,155,156,4,0,1 148,0.00084317,0,0.004215852,0,0,0,46,0.7,54,7.1,45,126,171,3,0,160,158,160,2,1,1 148,0,0,0.007326007,0,0,0,37,1.1,3,13,42,126,168,2,0,157,153,156,5,1,1 148,0,0,0.005076142,0,0,0,50,0.5,60,4.9,12,151,163,1,0,160,159,160,0,1,1 148,0,0,0.004816956,0,0,0,50,0.5,62,4.7,10,153,163,1,0,160,159,161,0,1,2 148,0,0,0.005952381,0,0,0,51,0.5,59,4.8,11,152,163,1,0,160,159,161,0,1,1 148,0,0,0.006024096,0,0,0,51,0.5,62,4.5,8,155,163,1,0,160,159,161,0,0,2 148,0,0,0.006980803,0,0,0,51,0.6,56,4.4,13,152,165,2,0,160,159,161,0,0,1 148,0,0,0.007334963,0,0,0,51,0.6,49,4.3,13,152,165,1,0,160,159,160,0,0,1 148,0.004537205,0,0.005444646,0,0,0,27,1.5,8,13,50,129,179,3,0,157,154,157,6,0,1 148,0.005970149,0,0.008955224,0,0,0,21,1.8,0,15.5,56,129,185,2,0,157,155,156,7,0,1 148,0.003633061,0,0.005449591,0,0,0,36,0.8,8,9.4,45,135,180,3,0,157,157,158,3,0,1 148,0,0,0.002506266,0,0,0,38,0.9,17,12.2,34,135,169,3,0,157,155,158,3,0,2 148,0.001833181,0,0.007332722,0,0,0,42,0.7,12,7.1,36,144,180,1,0,163,159,161,3,0,1 148,0.003565062,0,0.005347594,0,0,0,37,0.8,0,7.1,39,142,181,1,0,157,157,159,3,0,1 148,0,0,0.007575758,0,0,0,44,0.6,16,7.3,20,150,170,2,0,163,161,163,0,0,2 148,0,0,0.007679181,0,0,0,44,0.6,19,6.9,19,150,169,1,0,163,161,163,0,0,2 149,0.00170503,0,0.009377664,0.000852515,0,0,37,1.1,10,6.6,71,104,175,6,0,163,159,163,7,1,2 149,0.001472754,0,0.00736377,0.001472754,0,0,36,1.4,10,6.7,121,58,179,6,0,163,158,163,11,1,2 149,0.006295908,0,0.009443861,0.001049318,0,0,34,1.3,1,5.3,75,104,179,8,0,163,161,164,10,1,1 149,0.009983361,0,0.009983361,0.001663894,0,0,29,1.7,0,1.8,121,58,179,7,0,169,161,166,22,1,1 149,0.009009009,0,0.010810811,0.001801802,0,0,30,1.5,0,1.8,57,122,179,3,0,169,161,167,19,1,1 149,0.01,0,0.0075,0,0,0,35,1,0,0.5,34,145,179,3,0,169,166,169,5,1,1 132,0.001737619,0,0.007819288,0.00086881,0,0,43,0.8,0,12.1,55,109,164,3,0,136,135,137,4,0,1 132,0,0,0.006888634,0.001148106,0,0,47,0.7,1,11.2,31,114,145,1,0,136,134,136,2,1,1 132,0,0,0.007692308,0,0,0,51,0.6,2,9.6,25,116,141,1,0,136,135,137,1,1,1 132,0.008637236,0,0.008637236,0,0,0,35,1.2,0,12.6,55,109,164,3,0,136,139,140,9,0,1 132,0.012912482,0,0.010043042,0,0,0,30,1.3,0,11.2,69,97,166,2,0,145,142,144,8,1,1 132,0.006227758,0,0.008007117,0.00088968,0,0.00088968,30,1.5,0,7.9,102,61,163,4,0,145,124,131,96,1,1 132,0.013384321,0,0.011472275,0,0,0.001912046,28,1.7,0,0,104,62,166,7,1,145,134,145,76,1,1 132,0.001780944,0,0.008014248,0,0.000890472,0.000890472,31,1.4,0,11.5,102,61,163,5,0,99,121,129,94,1,1 132,0,0,0.006472492,0,0.001078749,0.001078749,32,1.3,0,13.6,91,60,151,1,1,99,116,125,72,1,3 132,0.001733102,0,0.008665511,0.000866551,0,0.000866551,34,1.2,0,12.4,106,61,167,3,1,99,124,131,116,1,2 132,0,0,0.008278146,0.001655629,0,0.001655629,30,1.7,0,0,90,60,150,3,0,99,104,102,33,0,3 132,0,0,0.011267606,0.001408451,0,0,32,1.3,0,14.2,90,60,150,2,3,99,117,125,61,1,3 132,0,0,0.01,0,0,0,32,1.1,0,15.5,39,111,150,1,0,133,131,132,3,0,1 132,0.006535948,0,0.009803922,0,0,0,33,1.2,0,14,64,103,167,5,0,150,141,141,18,0,1 132,0,0,0.008595989,0,0,0,33,1,0,14.5,39,111,150,2,1,133,132,134,3,0,1 132,0.006124234,0,0.009623797,0.000874891,0,0,32,1.2,0,13.5,72,95,167,4,1,155,142,144,27,1,1 132,0.008557457,0,0.011002445,0,0,0,32,1.3,0,12.3,87,95,182,5,0,155,146,149,15,0,1 132,0.001814882,0,0.00907441,0,0,0.001814882,30,1.2,0,14.7,58,95,153,3,0,133,128,132,16,0,1 132,0,0,0.008908686,0.002227171,0,0,30,1.2,0,14.6,55,95,150,1,1,133,128,132,12,0,1 132,0.009933775,0,0.009933775,0,0,0,27,1.7,0,11.3,122,54,176,8,0,150,146,149,18,1,1 132,0.007853403,0,0.010471204,0,0,0,29,1.6,0,7.4,92,84,176,3,0,155,147,150,17,1,1 130,0.004385965,0,0.007894737,0.000877193,0,0,40,0.9,17,6.5,45,110,155,6,0,136,133,135,4,0,1 130,0.002150538,0,0.008602151,0,0,0,51,0.6,38,4.8,23,125,148,1,0,134,135,136,1,0,1 130,0.006189213,0,0.006189213,0,0,0,38,1,0,8.1,53,102,155,6,1,136,135,137,4,0,1 130,0.007017544,0,0.007017544,0,0,0,36,1.1,0,8.9,66,90,156,6,1,136,135,137,5,1,1 130,0.003679853,0,0.006439742,0,0,0,48,0.7,32,6.7,53,102,155,5,0,137,136,138,2,0,1 130,0,0,0.005309735,0,0,0,53,0.5,45,5.9,20,123,143,2,0,137,136,138,0,1,1 130,0.004448399,0,0.007117438,0,0,0,40,0.9,1,9.1,53,102,155,6,1,136,135,137,3,0,1 130,0.002105263,0,0.006315789,0,0,0,47,0.7,30,6.8,39,114,153,4,0,137,136,138,2,0,1 130,0,0,0.005208333,0,0,0,52,0.6,44,5.9,30,123,153,2,1,137,136,138,0,0,1 130,0.002608696,0,0.006956522,0,0,0,37,0.9,0,13.4,43,112,155,3,0,136,134,135,3,0,1 130,0.002906977,0,0.007267442,0,0,0,33,1.1,0,16.4,53,103,156,3,0,133,133,134,4,0,1 130,0.001577287,0,0.006309148,0,0,0,39,0.9,8,12.3,43,112,155,3,0,136,134,136,3,0,1 130,0,0,0.005347594,0,0,0,31,1.1,0,17.6,47,103,150,3,1,131,132,133,2,0,1 130,0,0,0.004545455,0,0,0,31,1.1,0,14.3,36,114,150,1,2,131,132,133,1,0,1 130,0,0,0.003846154,0,0,0,28,1.2,0,15,36,114,150,2,2,131,132,133,2,0,1 130,0.00122399,0,0.006119951,0,0,0,41,0.8,13,9.9,42,114,156,2,1,136,135,137,2,0,1 130,0,0,0.004938272,0,0,0,49,0.6,25,5.4,14,129,143,1,0,137,136,138,0,0,1 133,0.002803738,0,0.007476636,0.001869159,0,0,28,1.4,0,15.9,54,109,163,3,0,140,138,139,9,0,1 133,0.00536193,0,0.008042895,0.002680965,0,0,31,1.3,0,12.8,60,103,163,2,0,140,139,140,10,0,1 133,0.008032129,0,0.008032129,0.004016064,0,0,34,1.2,0,7.1,60,103,163,2,0,136,140,141,14,0,1 133,0,0,0.007490637,0.007490637,0,0,32,1.4,0,9.8,43,103,146,1,0,136,132,136,7,1,1 133,0,0,0.007042254,0.000782473,0,0,27,1.4,1,18.8,56,96,152,5,0,136,134,137,4,1,1 133,0,0,0.006504065,0,0,0,22,1.6,0,21.3,47,105,152,1,0,138,135,138,5,1,1 133,0.00245098,0,0.007352941,0.00245098,0,0,34,1.1,7,14.3,69,91,160,4,0,136,135,137,5,0,1 133,0,0,0.007042254,0,0,0,36,1,8,16.4,59,91,150,3,0,136,134,137,3,1,1 133,0,0,0.006628788,0,0,0,43,0.8,30,11.2,48,106,154,4,0,145,140,143,4,1,2 133,0,0,0.007633588,0,0,0,48,0.6,46,6.8,25,125,150,2,0,145,142,144,1,1,2 133,0.00170068,0,0.005952381,0,0,0,40,0.9,21,11.2,50,106,156,3,0,142,140,142,3,1,1 133,0.003076923,0,0.006153846,0,0,0,34,1.1,6,14.5,58,101,159,4,0,142,139,142,4,1,1 133,0.002684564,0,0.005369128,0.001342282,0,0,33,1.2,5,13.7,58,101,159,4,0,142,138,141,5,1,1 133,0.004123711,0,0.006185567,0.002061856,0,0,35,1.1,8,7.4,48,109,157,2,1,142,138,141,4,0,1 136,0.000892857,0,0.007142857,0,0,0,42,0.8,9,12.7,45,117,162,2,0,139,138,140,2,0,1 136,0,0,0.008080808,0,0,0,36,1,0,16.1,37,117,154,2,0,139,137,138,3,0,1 136,0,0,0.006717045,0,0,0,47,0.7,22,10,36,117,153,2,1,144,141,143,2,1,1 136,0,0,0.007518797,0,0,0,37,1,0,15.7,37,117,154,2,1,138,137,139,2,0,1 136,0,0,0.006071119,0,0,0,53,0.5,37,5.9,17,134,151,2,0,144,142,144,0,0,1 136,0,0,0.007001167,0,0,0,54,0.5,40,5.6,17,134,151,2,0,144,143,145,0,0,1 136,0.006926407,0,0.006926407,0.000865801,0,0,42,0.7,3,4.2,47,112,159,0,0,145,143,145,3,1,1 136,0.00591716,0,0.00591716,0,0,0,43,0.7,1,4.6,39,120,159,0,1,145,144,146,2,0,1 136,0.005857741,0,0.006694561,0.00083682,0,0,43,0.7,4,5.1,46,112,158,1,0,144,142,144,3,1,1 144,0.002777778,0,0.008333333,0,0,0,48,0.7,6,10.2,47,120,167,3,0,148,149,150,3,0,1 144,0,0,0.007561437,0,0,0,48,0.6,6,11.4,31,129,160,1,0,148,147,149,1,0,1 149,0,0,0.008974359,0.007692308,0,0,42,2.5,23,8.2,162,51,213,4,0,156,142,154,87,0,1 149,0,0,0.008865248,0.008865248,0,0,39,2.5,25,5.6,137,51,188,4,1,155,139,153,97,1,1 149,0,0,0.005631537,0,0,0,61,0.4,54,5.2,13,146,159,1,0,154,153,155,0,0,2 149,0,0,0.005376344,0,0,0,63,0.4,65,4.6,12,146,158,1,0,153,153,155,0,1,2 149,0,0,0.006617039,0,0,0,62,0.4,46,5.5,14,146,160,1,0,154,153,155,0,0,2 149,0,0,0.005896226,0,0,0,61,0.4,34,5.6,12,148,160,1,0,154,153,155,0,0,2 149,0.001256281,0,0.007537688,0,0,0,55,0.5,19,6.4,23,147,170,2,0,155,155,156,0,0,1 149,0,0,0.007797271,0,0,0,59,0.5,27,5.5,15,148,163,1,0,155,154,156,0,0,1 144,0.001838235,0,0.005514706,0.000919118,0,0,51,0.6,16,6,44,125,169,3,0,157,156,158,3,1,1 144,0.001737619,0,0.004344049,0.001737619,0,0,45,0.7,13,8.8,54,122,176,2,0,157,155,156,5,0,1 144,0.002853067,0,0.005706134,0,0,0,50,0.6,21,5.3,27,142,169,2,0,157,157,158,2,0,1 144,0.004711425,0,0.008244994,0.002355713,0,0,32,1.2,0,8.8,65,115,180,3,0,153,152,154,12,0,1 144,0.005277045,0,0.006596306,0.002638522,0,0,33,1.1,0,7.7,68,113,181,3,0,153,154,155,12,0,1 143,0.006042296,0,0.008056395,0.002014099,0,0,28,1.4,0,8.3,80,102,182,3,0,155,152,154,23,0,1 143,0.003590664,0,0.005385996,0.001795332,0,0,22,1.8,0,11.5,85,99,184,5,0,151,149,152,29,0,1 144,0.001980198,0,0.004950495,0.000990099,0,0,34,1.2,5,10.2,80,102,182,4,0,157,152,155,17,0,1 144,0,0,0.004140787,0.002070393,0,0,33,1.2,2,10.4,61,99,160,2,0,153,147,152,19,1,1 144,0.002970297,0,0.005940594,0,0,0,40,0.8,5,11.1,56,112,168,2,0,157,153,155,5,1,1 144,0.002967359,0,0.007418398,0,0,0,38,0.9,5,13.4,56,112,168,3,0,157,153,156,6,1,1 144,0.004449388,0,0.005561735,0,0,0,40,0.8,0,9.9,59,112,171,3,0,160,154,157,8,1,1 144,0,0,0.008196721,0,0,0,26,1.3,0,17,52,112,164,2,0,150,146,148,6,1,1 145,0.004016064,0,0.004016064,0,0,0,45,0.7,1,7.4,38,133,171,2,0,160,158,159,2,0,1 145,0.002793296,0,0.005586592,0,0,0,48,0.7,2,6.3,38,133,171,2,0,160,159,160,2,1,1 130,0.00856531,0,0.010706638,0.004282655,0,0,24,1.6,0,0,106,76,182,3,1,155,140,148,84,1,1 130,0.012072435,0,0.012072435,0,0,0,24,1.4,0,0,74,117,191,3,1,155,154,157,14,0,1 130,0.004319654,0,0.008639309,0.008639309,0,0,25,1.7,0,0,94,76,170,6,0,133,119,121,73,0,1 133,0.002293578,0,0.009174312,0.009174312,0,0,25,1.7,0,0,94,76,170,6,0,133,117,117,77,0,1 132,0.007802341,0,0.011703511,0.00520156,0,0,25,1.5,0,0,115,76,191,3,1,160,138,149,119,1,1 132,0,0,0.004484305,0.00896861,0,0,26,2.1,0,0,81,76,157,4,0,86,109,106,110,-1,1 132,0.000952381,0,0.006666667,0.003809524,0,0,28,1.6,4,13.5,92,68,160,6,3,136,132,136,13,1,1 132,0.001689189,0,0.008445946,0.003378378,0,0,22,2.1,0,18.5,105,55,160,4,1,131,131,134,15,1,1 132,0,0,0.002622378,0.003496503,0,0,34,1,7,9.4,66,83,149,7,1,136,133,137,7,1,1 132,0,0,0.004484305,0.006726457,0,0,35,1.2,10,4.8,72,71,143,7,1,136,131,136,11,1,1 132,0.000897666,0,0.00448833,0.003590664,0,0,28,1.6,4,17.9,97,56,153,9,3,136,130,135,25,1,1 132,0,0,0.002994012,0,0,0,30,1.1,0,13.7,52,97,149,4,1,133,133,135,3,1,1 132,0.000861326,0,0.005167959,0.004306632,0,0,25,1.9,0,19.7,99,54,153,6,0,133,127,133,34,1,1 132,0,0,0.01,0,0,0,16,2.5,0,33.5,105,54,159,9,1,136,131,134,15,1,1 132,0.000847458,0,0.005084746,0.004237288,0,0,29,1.5,1,16,92,61,153,4,1,133,129,134,23,1,1 132,0,0,0.006451613,0.006451613,0,0,26,1.8,0,15,97,53,150,3,3,133,126,132,35,1,1 132,0.00095511,0,0.004775549,0.004775549,0,0,30,1.8,5,19.9,99,52,151,7,0,139,130,137,31,1,1 132,0,0,0.006134969,0,0,0,35,1.3,0,27.4,71,79,150,4,0,133,135,137,9,1,1 132,0.001432665,0,0.005730659,0.005730659,0,0,28,2.1,6,16.2,101,50,151,11,1,143,129,136,42,1,1 132,0,0,0.005649718,0.008474576,0,0,15,3.2,0,16.9,100,50,150,10,2,133,122,130,41,1,1 134,0,0,0.004541326,0.006357856,0,0,32,1.2,20,6.4,102,53,155,5,1,136,128,135,30,1,1 134,0,0,0.003629764,0.005444646,0,0,27,1.4,18,9.1,89,66,155,6,1,136,128,135,31,1,1 134,0,0,0.005128205,0.005128205,0,0,33,1.4,20,9.9,110,53,163,3,1,136,129,136,27,1,1 134,0,0,0.003521127,0.007042254,0,0,37,1.1,22,2.9,93,50,143,5,0,138,129,136,31,1,1 134,0,0,0.007391763,0.007391763,0,0,20,2.2,3,15.1,113,50,163,7,1,126,120,127,51,1,1 134,0,0,0.009852217,0,0,0,27,2.8,8,26.1,74,89,163,7,1,138,134,138,13,0,1 134,0,0,0.006738544,0.008086253,0,0,20,2.1,0,8.2,115,50,165,7,2,126,117,126,63,0,1 134,0,0,0.004576659,0.006864989,0,0,21,1.9,0,8.6,104,50,154,9,2,126,117,127,64,1,1 134,0,0,0.005181347,0.007772021,0,0,22,2.1,0,8,111,54,165,5,2,126,118,127,59,0,1 138,0.005338078,0,0.002669039,0.003558719,0,0,33,3.1,0,7.9,59,110,169,3,0,136,145,146,22,0,1 138,0,0,0.002695418,0.002695418,0,0,31,3.8,0,6.6,45,107,152,5,1,138,137,139,3,1,1 138,0.008631319,0,0.007398274,0,0,0,37,1.5,0,12.3,55,114,169,3,0,150,150,152,8,1,1 138,0.010434783,0,0.008695652,0,0,0,42,1.4,0,0,51,120,171,0,1,157,153,155,8,1,1 138,0,0,0.005420054,0,0,0,36,2.4,0,16,78,114,192,6,1,160,157,160,14,0,2 138,0,0,0.003937008,0,0,0,19,2.2,0,17.8,45,110,155,3,0,144,141,143,6,1,1 138,0.000869565,0,0.002608696,0,0,0,32,3.2,0,15.2,68,124,192,4,1,160,158,159,11,0,2 138,0.00477327,0,0.002386635,0,0,0,18,4.2,0,17.2,62,114,176,4,0,157,149,151,13,0,1 140,0,0,0.005540166,0,0,0,42,1.4,16,11.1,48,124,172,1,0,151,150,151,4,0,2 140,0,0,0.003680982,0,0,0,48,0.9,21,9.5,37,135,172,2,1,151,152,152,3,0,2 137,0.002406739,0.048134777,0.003610108,0.003610108,0,0,62,2.6,0,3.2,91,81,172,7,0,140,122,142,8,0,1 133,0.005870841,0.043052838,0.002935421,0.000978474,0,0,64,2,0,4.5,64,96,160,3,0,142,130,142,3,1,1 134,0.003948667,0.031589339,0.003948667,0.000987167,0,0,65,2.3,0,1.3,34,127,161,1,0,138,129,140,3,-1,1 144,0,0.04,0.00137931,0.006896552,0,0,65,3.3,0,2.7,89,74,163,3,0,147,109,149,17,1,1 136,0.003898635,0.050682261,0.003898635,0.001949318,0,0,63,1.8,0,6.4,76,96,172,8,0,142,132,143,5,0,1 133,0.005006258,0.036295369,0.003754693,0.001251564,0,0,65,2.5,0,1.6,34,127,161,1,0,138,127,140,3,-1,1 135,0.001610306,0.037037037,0.003220612,0.000805153,0,0,65,2,0,5.2,65,96,161,3,0,138,130,141,3,1,1 137,0.002219756,0.049944506,0.001109878,0.002219756,0,0,64,1.9,0,6.9,76,96,172,4,0,142,130,143,5,0,1 133,0.005813953,0.034883721,0.003322259,0.000830565,0,0,65,2.7,0,1.1,35,126,161,2,0,138,126,140,3,0,1 144,0.000726216,0.0486565,0.001452433,0.008714597,0,0,65,3.6,0,1.7,143,67,210,7,1,145,108,149,38,0,1 144,0.003169572,0.049128368,0.002377179,0.006339144,0,0.000792393,66,3.4,0,0.3,113,67,180,7,0,141,110,147,89,1,1 142,0.003816794,0.040712468,0.002544529,0.003816794,0,0.001272265,66,3.2,0,0.5,106,69,175,10,0,138,112,146,98,1,1 142,0.003174603,0.05,0.002380952,0.005555556,0,0.000793651,66,3.3,0,0.3,113,67,180,7,0,141,111,147,90,1,1 142,0.002787456,0.048083624,0.002787456,0.006271777,0,0.000696864,66,3.5,0,0.3,143,67,210,7,0,142,108,147,85,0,1 142,0.002469136,0.054320988,0.001234568,0.007407407,0,0,64,4,0,0.4,143,67,210,9,2,142,109,150,54,0,1 143,0.002109705,0.051687764,0.001054852,0.008438819,0,0,64,3.8,0,1.3,143,67,210,10,2,145,111,149,49,0,1 134,0.00140056,0.00210084,0.005602241,0.006302521,0,0,65,1.5,5,6.9,95,65,160,5,0,135,128,137,33,1,1 126,0.012743125,0.002012072,0.006706908,0.000670691,0,0,53,2.5,0,0.3,85,84,169,3,0,135,133,140,13,0,1 126,0.012313675,0.001944264,0.00712897,0.000648088,0,0,53,2.6,0,0.2,86,84,170,5,0,135,134,140,12,0,1 127,0.008614977,0,0.006626905,0.001325381,0,0,53,2.7,0,4.3,111,71,182,6,1,139,124,139,15,0,1 123,0.011963406,0.002814919,0.006333568,0,0,0,55,2.2,0,2.4,75,85,160,8,0,135,132,136,8,1,1 123,0.010586319,0.001628664,0.003257329,0,0,0,55,2.1,0,1.1,75,85,160,6,0,133,133,136,8,1,1 123,0.009745127,0.00149925,0.003748126,0,0,0,55,2.1,0,0,77,85,162,4,0,140,134,139,10,1,1 123,0.010011123,0.002224694,0.006674082,0,0,0,53,3.4,0,0,109,84,193,6,1,146,129,146,15,0,1 123,0.010231924,0.001364256,0.003410641,0,0,0,55,2,0,1.1,75,85,160,6,0,140,134,138,10,1,1 130,0.003799392,0,0.010638298,0.002279635,0,0,52,2.7,0,2.2,89,76,165,5,0,139,129,135,20,0,1 130,0.002335085,0.001167542,0.008756567,0.001167542,0,0,52,2.7,0,4.6,88,77,165,6,0,139,130,136,15,0,1 130,0.000807754,0.002423263,0.008077544,0.001615509,0,0,53,2.8,0,7.1,62,95,157,5,0,138,131,136,9,0,1 130,0.002311248,0.00385208,0.006933744,0.003081664,0,0,52,3,0,5.6,69,87,156,4,0,139,129,135,15,1,1 130,0.00254022,0.00508044,0.00592718,0.00254022,0,0,52,3,0,3.3,76,87,163,6,0,139,130,136,15,0,1 130,0.003766478,0.005649718,0.004708098,0.001883239,0,0,51,2.8,0,4.2,76,87,163,5,0,135,131,136,11,0,1 130,0.011538462,0,0.006730769,0,0,0,50,1.4,0,2.8,68,104,172,4,1,144,142,144,10,0,1 130,0.00890472,0.000890472,0.003561888,0.000890472,0,0,52,1.3,0,2.4,99,73,172,6,0,144,141,144,16,1,1 130,0.006559767,0.001457726,0.002186589,0.003644315,0,0,52,1.6,0,4.2,106,73,179,7,0,144,138,143,29,0,1 130,0.00648824,0.00162206,0.00243309,0.00405515,0,0,53,1.7,0,2,106,73,179,7,0,144,137,141,31,0,1 130,0.007092199,0.001576044,0.002364066,0.004728132,0,0,51,1.9,0,5.8,125,73,198,5,0,131,137,140,51,0,1 130,0.005025126,0.001005025,0.003015075,0.006030151,0,0,51,1.9,0,4.9,125,73,198,6,0,131,137,140,56,0,1 130,0.008423586,0.001203369,0.001805054,0.004211793,0,0,51,1.8,0,6.5,118,77,195,7,0,131,137,141,47,0,1 130,0.009633911,0,0.00867052,0.003853565,0,0,49,1.5,0,10.3,114,84,198,7,0,150,141,145,50,0,1 130,0.009027081,0,0.005015045,0.005015045,0,0,51,1.5,0,5,101,77,178,7,0,130,135,137,39,0,1 130,0.008040201,0.001005025,0.006030151,0.005025126,0,0,52,1.7,0,0.3,101,77,178,3,0,135,134,137,48,0,1 130,0.008039579,0.000927644,0.00401979,0.003710575,0,0,51,1.6,0,4.2,109,77,186,4,0,144,138,143,38,0,1 132,0.007874016,0,0.008748906,0.012248469,0,0,55,2.7,0,0,123,60,183,5,0,144,118,142,100,1,1 132,0.006749156,0,0.010123735,0.012373453,0,0,56,2.9,0,0,126,60,186,7,0,144,114,139,103,0,1 132,0.008421053,0,0.008421053,0.012631579,0,0,55,2.7,0,0,116,70,186,3,0,144,116,137,103,0,1 132,0.007462687,0,0.009950249,0.01119403,0,0,56,2.8,0,0,116,70,186,5,0,106,115,133,113,-1,1 132,0.004830918,0,0.010628019,0.01352657,0,0,58,2.9,0,0,115,63,178,4,0,112,110,121,64,0,1 114,0,0,0.008474576,0,0,0,65,0.4,0,11.5,22,104,126,1,0,115,115,116,0,0,1 114,0,0,0.009053498,0,0,0,65,0.5,0,12,24,102,126,1,0,115,115,116,1,0,1 114,0,0,0.008,0,0,0,64,0.5,0,12.2,25,100,125,1,0,115,114,116,1,0,1 114,0,0,0.008301887,0,0,0,64,0.5,0,12.4,26,100,126,1,0,115,114,116,1,0,1 114,0,0,0.008333333,0,0,0,65,0.5,0,11.6,23,102,125,1,0,115,115,116,0,0,1 114,0.002717391,0,0.006793478,0,0,0,61,1.3,0,16.2,57,91,148,2,0,113,113,114,10,0,1 106,0.010600707,0,0.00942285,0,0,0,62,1.4,0,12.7,54,94,148,5,0,107,117,116,32,-1,1 106,0,0,0.010088272,0,0,0,63,0.6,0,14.1,28,95,123,1,0,110,109,111,2,0,1 106,0,0,0.010351967,0,0,0,63,0.6,0,13.5,28,95,123,1,0,112,109,111,2,0,1 106,0.00110011,0,0.0110011,0,0,0,63,0.6,0,11.5,30,95,125,1,0,112,110,112,1,0,1 106,0,0,0.010297483,0,0,0,63,0.6,0,12.4,27,95,122,1,0,112,110,112,1,0,1 106,0,0,0.00947226,0,0,0,64,0.6,0,10.4,20,102,122,1,0,111,111,112,0,0,1 106,0.00630517,0,0.00630517,0,0,0,64,0.7,0,12.6,54,100,154,3,0,112,116,114,14,-1,1 110,0.001962067,0,0.007194245,0.000654022,0,0,62,0.9,0,11.8,64,92,156,5,0,112,113,113,12,-1,1 110,0.002777778,0,0.006481481,0.000925926,0,0,61,0.9,0,10.8,64,92,156,3,0,112,112,111,16,-1,1 110,0.00232378,0,0.00697134,0.000774593,0,0,63,0.8,0,10.9,64,92,156,3,0,112,113,113,14,-1,1 110,0.002910361,0.000582072,0.00523865,0.000582072,0,0,64,0.9,0,10.6,65,92,157,6,0,110,114,113,21,-1,1 110,0,0,0.00541028,0,0,0,64,0.6,0,12,30,98,128,1,0,110,111,112,1,0,1 110,0.003799392,0.000759878,0.002279635,0.000759878,0,0,65,1.1,0,9.3,88,90,178,5,0,109,113,112,24,-1,1 110,0.005102041,0.00085034,0.007653061,0.00085034,0,0,63,1.6,0,8.5,88,90,178,3,0,109,114,112,34,-1,1 110,0.006674082,0.001112347,0.008898776,0.001112347,0,0,63,1.9,0,7.2,88,90,178,4,0,107,115,114,48,-1,1 110,0.002629273,0,0.006134969,0.003505697,0,0,64,1.7,0,6.3,176,62,238,13,1,107,103,107,35,-1,1 110,0.003389831,0,0.003389831,0.001129944,0,0,64,1.6,0,6.8,116,62,178,12,1,107,105,108,37,0,1 110,0.003264418,0,0.006528836,0.004352557,0,0,63,2.4,0,1.8,176,62,238,10,1,98,101,105,59,-1,1 110,0.003787879,0,0.009469697,0.004734848,0,0,63,2.7,0,1.8,176,62,238,9,0,95,98,106,61,-1,1 110,0.00275672,0,0.007580979,0.004135079,0,0,64,2.1,0,5.6,176,62,238,10,0,107,101,108,33,-1,1 110,0.004342432,0.000620347,0.008684864,0.003722084,0,0,64,2.2,0,5.3,176,62,238,7,0,107,103,109,42,-1,1 110,0.003537736,0.000589623,0.009433962,0.002948113,0,0,64,1.8,0,6.8,176,62,238,7,0,110,106,110,36,-1,1 110,0.003215434,0.001607717,0.006430868,0.007234727,0,0.001607717,68,3.1,0,0,133,60,193,8,0,91,83,95,42,-1,3 110,0.004444444,0,0.008888889,0.006666667,0,0.002222222,68,3,0,0,133,60,193,7,0,91,87,95,41,-1,3 110,0.003466205,0.001733102,0.006932409,0.006932409,0,0.001733102,68,3,0,0,133,60,193,6,0,91,84,94,45,-1,3 110,0.001706485,0.003412969,0.001706485,0.008532423,0,0.001706485,68,3.2,0,0,124,63,187,6,1,91,78,94,39,-1,3 110,0.004145078,0.002072539,0.005181347,0.008290155,0,0.001036269,67,3.3,0,0,130,63,193,5,0,88,85,97,59,-1,3 110,0.003202562,0.001601281,0.006405124,0.006405124,0,0.001601281,68,3.1,0,0,133,60,193,8,0,91,82,95,42,-1,3 137,0.0144,0,0.0072,0.0032,0,0,53,2.7,0,0.3,136,52,188,9,2,160,142,163,42,1,1 137,0.012631579,0,0.007368421,0.003157895,0,0,54,2.8,0,4.8,136,52,188,9,2,164,141,165,48,1,1 137,0.012917933,0,0.006079027,0.003799392,0,0,56,2.4,0,0.4,136,52,188,5,0,160,141,161,51,1,1 137,0.012206573,0,0.002816901,0.003755869,0,0,56,2.1,0,0.2,136,52,188,3,0,160,144,161,39,1,1 137,0.01372549,0,0.002941176,0.003921569,0,0,57,1.8,0,0.2,136,52,188,7,0,146,145,161,46,1,1 137,0.013844515,0,0.003194888,0.005324814,0,0,57,1.8,0,0.4,136,52,188,7,1,146,142,157,53,1,1 137,0.01213419,0,0.002855103,0.004282655,0,0,56,2.2,0,0.4,136,52,188,4,0,160,141,159,59,1,1 137,0.011715481,0,0.00251046,0.0041841,0,0,58,1.7,0,1.7,136,52,188,7,1,149,145,158,44,1,1 137,0.011111111,0,0.005555556,0.003968254,0,0,57,1.6,0,7.6,136,52,188,5,1,148,146,158,42,1,1 137,0.009893993,0,0.00565371,0.004240283,0,0,56,1.6,0,7.1,136,52,188,5,0,148,143,157,59,1,1 137,0.008716323,0.000792393,0.004754358,0.003169572,0,0,58,1.5,0,5.4,109,69,178,2,0,146,143,150,52,1,1 137,0.008279669,0.000919963,0.004599816,0.00275989,0,0,58,1.6,0,5.6,109,69,178,5,0,148,143,151,55,1,1 137,0.006416132,0.001833181,0.004582951,0.002749771,0,0,58,1.5,0,5.2,109,69,178,5,1,148,143,150,49,1,1 137,0.007607192,0.001383126,0.004840941,0.003457815,0,0,58,1.4,0,4.7,109,69,178,2,0,146,143,150,47,1,1 137,0.006934813,0.001386963,0.004160888,0.002773925,0,0,57,1.4,0,6.2,109,69,178,4,0,146,143,149,43,1,1 137,0.006369427,0.001592357,0.00477707,0.002388535,0,0,57,1.4,0,6.8,109,69,178,3,1,148,143,149,43,1,1 137,0.005988024,0.004790419,0.004790419,0.001197605,0,0,59,1.4,0,7,48,122,170,2,0,146,141,143,8,0,1 137,0.008613264,0.003445306,0.004306632,0.000861326,0,0,58,1.2,0,6.4,48,122,170,1,0,146,144,146,8,0,1 137,0.01051709,0.003505697,0.004382121,0.000876424,0,0,56,1.1,0,5.2,48,122,170,1,0,146,144,146,8,0,1 137,0.009285714,0.002857143,0.004285714,0.000714286,0,0,57,1.2,0,5.9,48,122,170,1,0,146,144,145,8,0,1 137,0.012387387,0.002252252,0.004504505,0,0,0,56,0.9,0,4.1,48,122,170,3,0,147,146,147,7,0,1 131,0,0.002702703,0.002702703,0.008108108,0,0.002702703,67,1.7,0,0,68,78,146,7,0,121,116,120,15,0,3 131,0.0042337,0.00254022,0.0042337,0.00508044,0,0.00084674,60,2.1,0,0.9,90,78,168,8,0,133,127,132,21,0,1 131,0.006345178,0.002538071,0.003807107,0.003807107,0,0,57,2,0,1.2,69,100,169,6,1,133,133,134,15,0,1 131,0.008008008,0.003003003,0.002002002,0,0,0,53,1.8,0,3.2,60,109,169,7,0,150,143,147,14,0,1 131,0.00727802,0.004366812,0.002911208,0,0,0,53,2.4,0,0,56,109,165,4,0,131,140,143,25,0,1 131,0.007566204,0.003783102,0.003783102,0.001261034,0,0,55,2.3,0,0,56,109,165,3,0,130,138,141,25,0,1 131,0.007727975,0.002318393,0.003863988,0.001545595,0,0,55,1.9,0,2.4,85,84,169,6,0,150,139,144,25,1,1 131,0.007964602,0.002654867,0.003539823,0.000884956,0,0,55,1.9,0,2.8,85,84,169,6,0,150,140,145,22,1,1 131,0.008818342,0.000881834,0.003527337,0.000881834,0,0,55,2,0,2.7,85,84,169,6,0,132,140,145,26,1,1 131,0.009856631,0,0.002688172,0.000896057,0,0,54,1.4,0,3.3,85,84,169,7,0,151,143,147,20,1,1 131,0.008421053,0,0.002105263,0.001052632,0,0,54,1.5,0,5.3,86,83,169,7,0,151,142,147,22,1,1 131,0.009107468,0,0.003642987,0.000910747,0,0,54,1.5,0,4,85,84,169,6,0,151,141,144,22,1,1 131,0.007912957,0,0.004945598,0.00098912,0,0,54,1.6,0,2.7,56,111,167,2,0,138,139,141,8,0,1 131,0.009596929,0,0.005758157,0.000959693,0,0,52,1.3,0,2.8,56,111,167,2,0,138,140,142,8,0,1 131,0.006822612,0,0.006822612,0.001949318,0,0,52,1.4,0,2.4,68,99,167,3,0,140,139,141,8,0,1 134,0.004916421,0.000983284,0.005899705,0.003933137,0,0,53,1.8,0,0.9,83,83,166,5,0,143,133,140,29,1,1 134,0.005040323,0.001008065,0.006048387,0.005040323,0,0,56,1.6,0,1,83,83,166,7,0,135,133,138,23,0,1 134,0.003584229,0.000896057,0.006272401,0.006272401,0,0,57,1.5,0,1.8,78,83,161,5,0,137,132,138,21,1,1 134,0.002629273,0.000876424,0.007011394,0.005258545,0,0.000876424,59,1.4,0,2.7,72,83,155,7,1,137,127,136,35,1,1 134,0,0,0.009302326,0.00620155,0,0.001550388,64,1.5,0,3.8,70,83,153,5,0,137,119,124,50,1,3 134,0.007782101,0,0.011673152,0.006485084,0,0,60,1.3,0,0,109,80,189,7,0,156,138,151,101,1,1 134,0.007682458,0,0.010243278,0.005121639,0,0,60,1.1,0,9.3,109,80,189,8,0,156,145,154,70,1,1 134,0.009302326,0.001162791,0.010465116,0.005813953,0,0,60,1.2,0,0,109,80,189,8,0,156,145,154,69,1,1 134,0.008403361,0.000933707,0.010270775,0.005602241,0,0,61,1.1,0,3.7,109,80,189,10,0,156,144,151,61,0,1 134,0.007285974,0.000910747,0.010928962,0.005464481,0,0,62,1.2,0,4.5,109,80,189,9,0,156,145,152,49,0,1 134,0.007922535,0.000880282,0.008802817,0.004401408,0,0,60,1.2,0,4.9,109,80,189,4,1,156,147,151,40,0,1 134,0.007646559,0.000849618,0.006796941,0.004248088,0,0,59,1.2,0,5.2,109,80,189,6,0,150,146,150,33,0,1 134,0.005235602,0,0,0,0,0,55,1.2,0,1.8,83,90,173,4,0,150,147,151,22,1,1 134,0.005482456,0.001096491,0.006578947,0.004385965,0,0,61,1.2,0,5.9,83,90,173,4,0,150,143,148,19,1,1 134,0.005405405,0.000900901,0.007207207,0.004504505,0,0,61,1.1,0,6,83,90,173,5,0,142,143,147,17,1,1 134,0.006120888,0.000765111,0.006885998,0.003825555,0,0,62,1.1,0,4.9,83,90,173,5,0,148,142,147,17,1,1 134,0.00528169,0,0.006161972,0.003521127,0,0,62,1.1,0,4.9,83,90,173,5,0,142,142,146,15,0,1 134,0.007425743,0,0.006188119,0.002475248,0,0,63,1,0,3.8,83,90,173,3,0,149,144,147,15,1,1 134,0.007551241,0.002157497,0.003236246,0.005393743,0,0,63,0.9,0,2.5,100,88,188,8,0,151,140,146,36,0,1 134,0.009090909,0.001298701,0.006493506,0.004545455,0,0,60,1.1,0,0.5,99,88,187,6,0,151,145,151,38,0,1 134,0.009352518,0.001438849,0.00647482,0.005035971,0,0,59,1.2,0,0.6,99,88,187,5,0,151,145,151,42,0,1 134,0.008467401,0.00169348,0.008467401,0.00508044,0,0,59,1.1,0,0,99,88,187,5,0,151,145,152,44,0,1 134,0.008247423,0.001030928,0.009278351,0.005154639,0,0,57,1.2,0,0,95,92,187,4,0,151,147,154,44,0,1 134,0.009404389,0,0.010449321,0.00522466,0,0,57,1.2,0,0,101,86,187,3,0,151,148,155,47,1,1 134,0.011065007,0,0.009681881,0.004149378,0,0,56,1.4,0,0,101,86,187,5,0,151,152,160,44,1,1 134,0.010869565,0.001207729,0.008454106,0.004830918,0,0,55,1.5,0,0,101,86,187,5,0,151,149,157,49,1,1 134,0.001953125,0.001953125,0,0.001953125,0,0.00390625,63,1.5,0,0,100,71,171,4,1,89,105,105,72,-1,3 134,0.0048,0.0016,0.0016,0.0032,0,0.0032,62,1.5,0,0,113,71,184,4,0,89,113,110,148,-1,3 134,0.004213483,0.001404494,0.001404494,0.004213483,0,0.002808989,60,1.6,0,0,113,71,184,7,0,89,118,113,195,-1,3 134,0.004385965,0.001096491,0.001096491,0.003289474,0,0.003289474,61,1.8,0,0,118,66,184,6,0,88,112,111,182,-1,3 134,0.003773585,0.001257862,0.001257862,0.002515723,0,0.003773585,62,1.8,0,0,118,66,184,5,0,88,106,107,128,-1,3 134,0.003016591,0,0,0,0,0.004524887,64,1.7,0,0,114,66,180,6,1,88,101,102,88,-1,3 134,0.003039514,0,0,0,0,0.004559271,65,1.8,0,0,114,66,180,8,1,88,100,101,83,-1,3 134,0.003870968,0,0,0.001290323,0,0.003870968,64,1.9,0,0,120,66,186,9,0,88,104,106,109,-1,3 160,0.009868421,0,0.008223684,0,0,0,58,0.8,0,8.2,74,131,205,7,0,179,170,174,14,0,1 120,0.002301496,0,0.001150748,0.009205984,0,0,57,1.3,0,7.5,78,79,157,4,0,113,115,119,25,0,1 120,0.002587322,0,0.001293661,0.010349288,0,0,58,1.2,0,7.3,78,79,157,3,0,128,114,118,39,0,1 120,0.002673797,0,0.001336898,0.009358289,0,0,57,1.5,0,8,78,79,157,5,1,113,115,119,28,0,1 120,0,0,0.003348214,0.012276786,0,0,59,1.6,0,9.8,85,69,154,4,1,91,107,107,62,0,3 120,0,0,0.003562945,0.013064133,0,0,59,1.6,0,11.1,83,69,152,4,1,91,106,106,56,0,3 120,0,0,0.004424779,0.01179941,0,0,59,1.6,0,10.8,83,69,152,4,1,105,106,107,31,0,3 120,0,0,0.004700353,0.010575793,0,0,60,1.6,0,9,85,69,154,4,1,86,105,105,75,0,3 120,0,0,0.004807692,0.008653846,0,0.000961538,62,1.5,0,8.8,85,69,154,5,1,86,102,101,64,-1,3 120,0,0,0.005399568,0.006479482,0,0.001079914,62,1.5,0,9.3,85,69,154,4,1,86,101,98,64,-1,3 120,0,0,0.004451039,0.007418398,0,0.00148368,64,1.3,0,8.4,85,69,154,3,1,86,97,93,48,-1,3 120,0,0,0.004555809,0.005694761,0,0.002277904,64,1.1,0,8.1,85,69,154,2,1,86,98,95,44,-1,3 120,0,0,0.003297609,0.005770816,0,0.001648805,62,1.3,0,9.4,83,69,152,6,1,86,101,101,56,0,3 120,0,0,0.001148106,0.006888634,0,0.002296211,64,1.1,0,0,80,74,154,3,0,86,99,99,40,-1,3 120,0,0,0.001749781,0.009623797,0,0.001749781,63,1.3,0,0,83,69,152,6,0,107,100,101,26,0,3 120,0,0,0.002085506,0.008342023,0,0.002085506,64,1.3,0,0,77,69,146,8,0,86,98,100,38,0,3 120,0,0,0.004621072,0.010166359,0,0.001848429,64,1.7,0,0,111,63,174,10,1,86,92,102,43,-1,3 120,0,0,0.004454343,0.008908686,0,0.001484781,63,2,0,0,128,63,191,12,2,107,93,106,36,-1,3 120,0,0,0.004095963,0.0093622,0,0.001170275,62,1.9,0,3.9,128,63,191,10,1,107,95,105,37,-1,3 120,0,0,0.004734848,0.009469697,0,0.001893939,64,1.7,0,0,111,63,174,10,1,86,93,101,42,-1,3 121,0.002970297,0.001980198,0.002970297,0.004950495,0,0,58,1.5,0,8.9,96,67,163,7,1,122,116,120,25,0,1 121,0.003712871,0.002475248,0.003712871,0.006188119,0,0,58,1.7,0,8.4,96,67,163,6,1,122,115,120,31,0,1 121,0.003014318,0.001507159,0.002260739,0.003767898,0,0,57,1.6,0,13.6,99,67,166,7,1,122,119,123,24,0,1 121,0.005519779,0.001839926,0.003679853,0.001839926,0,0,57,1.3,0,14.1,76,90,166,3,0,124,126,126,17,0,1 121,0.005050505,0.002020202,0.001010101,0,0,0,55,1.4,0,13.7,73,96,169,6,0,124,127,127,19,0,1 121,0.006784261,0.002713704,0.001356852,0,0,0,54,1.7,0,9.9,73,96,169,7,0,124,129,130,24,0,1 121,0.00625,0.0015625,0.00390625,0.0015625,0,0,56,1.4,0,12.3,79,90,169,3,0,124,126,127,19,0,1 121,0.004095004,0.001638002,0.002457002,0.003276003,0,0,56,1.4,0,14,88,81,169,4,0,124,123,125,23,0,1 121,0.003767898,0.002260739,0.002260739,0.004521477,0,0,56,1.6,0,13.6,99,70,169,5,1,124,121,124,28,0,1 121,0.004757374,0.002854424,0.004757374,0.003805899,0,0,55,1.8,0,10.6,99,70,169,9,1,124,122,126,33,0,1 121,0.005532503,0.004149378,0.004149378,0.005532503,0,0,56,1.9,0,3,99,70,169,5,1,124,121,127,38,0,1 121,0.004813478,0.003610108,0.004813478,0.006016847,0,0,56,1.8,0,2.6,99,70,169,6,0,124,120,125,37,0,1 121,0.003872217,0.002904163,0.005808325,0.008712488,0,0,58,1.8,0,2.4,107,62,169,8,0,114,113,120,55,0,1 121,0,0.001631321,0.001631321,0.014681892,0,0,61,2,0,4.9,98,62,160,8,0,114,100,106,59,0,3 121,0,0.000947867,0.003791469,0.01042654,0.000947867,0,66,2.1,0,6.4,105,55,160,7,0,67,85,92,109,-1,3 121,0,0.001028807,0.00308642,0.011316872,0.001028807,0,67,2.1,0,0,102,55,157,4,1,67,81,87,89,-1,3 121,0,0.001177856,0.004711425,0.011778563,0.001177856,0,66,2.1,0,0,102,55,157,5,1,67,83,90,98,-1,3 121,0,0.001144165,0.003432494,0.010297483,0.001144165,0,68,2.1,0,0,102,55,157,3,1,67,79,82,83,-1,3 121,0,0,0.00405954,0.00947226,0.00135318,0,70,1.9,0,0,102,55,157,6,2,67,76,79,68,-1,3 143,0.01026393,0,0.001466276,0,0,0,59,0.8,0,7.2,72,96,168,3,0,152,146,150,8,1,1 143,0.008223684,0,0.003289474,0.001644737,0,0,60,2,0,3.6,79,101,180,9,0,146,144,151,18,0,1 143,0.008156607,0,0.001631321,0,0,0,60,2.2,0,3.9,79,101,180,8,0,150,132,153,14,0,1 143,0,0,0.003857281,0,0,0,66,0.4,4,10.2,22,132,154,1,0,144,143,145,1,0,1 143,0,0,0.003717472,0,0,0,66,0.4,5,10,24,134,158,1,0,144,144,145,1,0,1 143,0,0,0.004232804,0,0,0,66,0.4,4,9.9,22,132,154,0,0,144,143,145,1,0,1 143,0,0,0.002988048,0,0,0,67,0.4,6,9.6,26,133,159,1,0,144,144,145,1,0,1 143,0,0,0.002597403,0,0,0,67,0.3,6,9.6,24,134,158,1,0,144,144,146,1,0,1 143,0,0,0.001886792,0,0,0,68,0.3,5,9.4,23,135,158,1,0,144,144,145,1,0,1 143,0,0,0.001008065,0,0,0,68,0.3,5,9.4,26,133,159,1,0,144,144,145,1,0,1 143,0,0,0.001029866,0,0,0,68,0.3,6,9.6,27,132,159,1,0,144,144,146,1,0,1 143,0,0,0.000865801,0,0,0,69,0.3,6,9.7,25,133,158,1,0,145,144,146,1,0,1 143,0,0,0.00097371,0,0,0,69,0.3,6,9.4,27,132,159,1,0,145,144,146,1,0,1 143,0,0,0.000992063,0,0,0,69,0.3,8,9.9,27,132,159,1,0,146,145,146,1,0,1 143,0,0,0.002714932,0,0,0,67,0.3,4,10.5,25,133,158,1,0,146,145,147,1,0,1 143,0,0,0.006233304,0,0,0,67,0.4,4,13.3,56,106,162,3,1,146,145,147,2,1,1 143,0,0,0.003134796,0,0,0,68,0.3,5,10.3,27,132,159,1,0,146,145,147,1,0,1 143,0,0,0.006849315,0,0,0,66,0.4,4,13.6,56,106,162,4,1,146,145,147,2,1,1 143,0,0,0.002906977,0,0,0,66,0.4,4,12.4,56,106,162,4,1,145,144,146,1,1,1 139,0.011965812,0.000854701,0.005982906,0,0,0,53,1.4,0,18.1,108,96,204,5,0,144,153,152,47,0,1 139,0.00862069,0,0.007389163,0,0,0,54,1,0,18.1,85,96,181,5,0,148,147,148,12,0,1 139,0.008946322,0,0.005964215,0,0,0,54,1,0,18.9,93,96,189,6,0,144,150,150,25,0,1 139,0.011077543,0.001007049,0.007049345,0,0,0,53,1.5,0,21,107,97,204,7,0,152,155,153,39,0,1 139,0.010764263,0.001076426,0.005382131,0,0,0,52,1.6,0,20,107,97,204,8,0,138,155,153,77,0,1 141,0.00625,0,0.00625,0,0,0,58,1.3,0,5.7,78,94,172,6,1,142,142,147,8,0,1 141,0.00140056,0,0.007002801,0,0,0,65,0.5,1,11.7,24,133,157,1,0,150,147,149,2,1,1 141,0.000994036,0,0.007952286,0,0,0,67,0.4,0,11.2,24,133,157,0,0,150,147,149,1,1,1 133,0.002277904,0.001138952,0.009111617,0.003416856,0,0,56,2.2,0,7.2,90,71,161,2,1,139,120,139,19,1,1 133,0.002516779,0.000838926,0.010067114,0.004194631,0,0,57,1.9,0,6.2,90,71,161,7,1,140,124,140,20,1,1 140,0,0.002358491,0.003537736,0.008254717,0,0,62,1.4,0,4.9,93,66,159,5,1,142,134,144,30,1,1 140,0,0.00141844,0.002836879,0.007092199,0,0,62,1.2,0,3.9,93,66,159,5,2,142,136,144,26,1,1 140,0,0.001096491,0.002192982,0.007675439,0,0,61,1.3,0,3.9,93,66,159,7,1,142,135,144,24,1,1 140,0,0.001014199,0.003042596,0.00811359,0,0,61,1.3,0,4,94,65,159,6,1,142,134,143,25,1,1 140,0,0.001970443,0.001970443,0.007881773,0,0,61,1.4,0,4.8,96,63,159,6,0,142,133,143,29,1,1 140,0,0.001207729,0.002415459,0.008454106,0,0,60,1.3,0,3.9,94,65,159,7,1,142,134,143,27,1,1 140,0,0.002339181,0.002339181,0.008187135,0,0,60,1.4,0,4.7,96,63,159,8,1,142,133,143,29,1,1 140,0,0.001984127,0.00297619,0.007936508,0,0,60,1.5,0,6.2,105,63,168,8,1,142,125,143,26,1,1 140,0,0.001138952,0.003416856,0.007972665,0,0,60,1.5,0,6.5,105,63,168,8,0,142,124,142,25,1,1 140,0,0.001042753,0.003128259,0.00729927,0,0,61,1.4,0,10,105,63,168,8,0,142,125,143,23,1,1 140,0,0.00334728,0.00251046,0.007531381,0,0,60,1.8,0,8.4,107,52,159,7,0,142,124,141,34,1,1 140,0,0.003693444,0.001846722,0.007386888,0,0,59,1.8,0,8.8,102,52,154,5,0,142,122,141,34,1,1 137,0,0.004268943,0.002134472,0.006403415,0,0,59,2,0,9.8,116,52,168,6,1,142,121,141,34,1,1 137,0,0.003533569,0.001766784,0.007067138,0,0,59,1.8,0,8.6,102,52,154,10,1,142,123,141,35,1,1 137,0.002306805,0.00461361,0.003460208,0.005767013,0,0,58,1.9,0,7.8,116,52,168,9,2,142,130,139,38,1,1 137,0.001915709,0.003831418,0.009578544,0.006704981,0,0,58,1.8,0,5.5,116,52,168,7,1,139,130,139,32,1,1 137,0.002018163,0.004036327,0.007063572,0.00605449,0,0,58,1.9,0,3.9,109,52,161,8,2,139,132,140,28,1,1 137,0.001906578,0.001906578,0.006673022,0.005719733,0,0,58,1.8,0,5.9,106,60,166,6,0,139,133,141,22,1,1 137,0,0.00120048,0.006002401,0.003601441,0,0,59,1.9,0,6.5,102,64,166,5,1,139,133,140,14,1,1 137,0,0.001028807,0.007201646,0.004115226,0,0,59,1.8,0,6.4,102,64,166,5,1,139,133,140,13,1,1 137,0,0,0.008474576,0.004842615,0,0,59,1.8,0,7.2,102,64,166,7,1,142,133,140,18,1,1 137,0,0,0.007238883,0.004136505,0,0,59,1.8,0,6.6,102,64,166,8,2,142,134,140,16,1,1 137,0,0,0.007470651,0.003201708,0,0,58,1.9,0,6.5,102,64,166,10,2,142,134,141,14,1,1 137,0,0.000805153,0.006441224,0.003220612,0,0,59,1.8,0,6.5,102,64,166,5,2,142,134,140,14,1,1 138,0.009846827,0,0.004376368,0.001094092,0,0,51,1.2,0,1.8,98,73,171,9,0,148,145,147,14,1,1 138,0.008939974,0,0.002554278,0.001277139,0,0,51,1.3,0,2,98,73,171,8,0,148,145,147,16,1,1 138,0.009424084,0,0.008376963,0.00104712,0,0,51,1.2,0,3.1,98,73,171,9,0,148,145,148,14,1,1 138,0.011857708,0,0.007114625,0.000790514,0,0,50,1.2,0,1.4,98,73,171,7,0,148,146,148,11,1,1 138,0.011433597,0,0.00703606,0.000879507,0,0,50,1.2,0,1.6,98,73,171,7,0,148,146,148,12,1,1 138,0.011942675,0,0.006369427,0.000796178,0,0,51,1.2,0,1.6,98,73,171,8,0,148,147,149,12,1,1 138,0.012589928,0,0.007194245,0.000899281,0,0,51,1.2,0,1.7,98,73,171,7,0,148,147,149,12,1,1 138,0.01371308,0,0.004219409,0,0,0,51,1.1,0,2.1,49,122,171,3,0,148,148,149,6,0,1 138,0.014067995,0,0.005861665,0,0,0,51,0.9,0,0.6,49,122,171,2,0,147,149,149,5,0,1 138,0.015906681,0,0.005302227,0,0,0,51,0.9,0,0.1,49,122,171,3,0,147,149,150,6,0,1 138,0.017073171,0,0.003658537,0,0,0,51,0.9,0,0.2,49,122,171,4,0,147,149,150,5,0,1 138,0.015165877,0,0.003791469,0,0,0,51,0.9,0,1.9,49,122,171,2,0,147,148,149,5,0,1 138,0.014444444,0,0.004444444,0,0,0,51,0.9,0,2.2,49,122,171,3,0,147,148,149,5,0,1 138,0.016,0,0,0,0,0,51,1,0,2.4,64,107,171,2,3,147,148,149,7,0,1 138,0.013843648,0,0.003257329,0,0,0,51,1,0,2.7,64,107,171,3,1,147,148,149,6,0,1 138,0.012772352,0,0.003005259,0.000751315,0,0,50,1.1,0,2.9,87,84,171,4,1,147,147,148,10,1,1 138,0.013757524,0,0.002579536,0.000859845,0,0,50,1.3,0,1.9,87,84,171,5,1,147,146,148,11,1,1 138,0.014842301,0,0.002782931,0,0,0,50,1,0,2.2,72,99,171,5,1,147,147,148,7,1,1 138,0.007926024,0,0,0.002642008,0,0,49,1.6,0,4.7,92,80,172,4,1,142,142,145,21,1,1 138,0.007142857,0,0.002380952,0.003571429,0,0,49,1.6,0,6,92,80,172,5,1,142,141,145,23,1,1 138,0.006128703,0,0.003064351,0.004085802,0,0,49,1.6,0,5.7,92,80,172,5,0,142,140,144,22,1,1 138,0.006375228,0.001821494,0.001821494,0.004553734,0,0,50,1.7,0,5.6,102,70,172,6,0,142,139,144,26,1,1 138,0.003579952,0.002386635,0.003579952,0.005966587,0,0,50,1.9,0,5.6,102,70,172,8,0,142,137,142,32,1,1 138,0.002854424,0.00190295,0.005708849,0.006660324,0,0,50,2.3,0,4.6,102,70,172,7,0,138,135,140,26,1,1 138,0.002544529,0.001696353,0.006785411,0.007633588,0,0,51,2.3,0,4.5,112,60,172,6,0,138,131,139,41,1,1 138,0.002034588,0.002034588,0.004069176,0.009155646,0,0,51,2.5,0,5.2,112,60,172,4,0,138,129,138,46,1,1 138,0.00241838,0.00241838,0.00362757,0.008464329,0,0,51,2.4,0,5.8,102,70,172,9,1,135,132,138,32,1,1 138,0.002515723,0.002515723,0.005031447,0.008805031,0,0,50,2.4,0,6,102,70,172,6,0,138,132,138,30,1,1 138,0.001494768,0.002989537,0.005979073,0.010463378,0,0,52,2.6,0,2.4,104,60,164,4,0,135,124,135,48,1,1 138,0,0.002267574,0.009070295,0.013605442,0,0.002267574,60,2.6,0,0,106,55,161,8,2,117,99,117,80,0,3 138,0,0.00177305,0.008865248,0.010638298,0,0.00177305,57,2.6,0,0.7,106,55,161,6,1,135,107,122,121,1,3 138,0,0,0.009310987,0.013035382,0,0,57,2.5,0,0.7,106,55,161,6,1,135,109,123,113,1,3 138,0,0.001968504,0.00984252,0.011811024,0,0.001968504,58,2.5,0,1.2,106,55,161,8,1,117,103,119,76,0,3 139,0.001834862,0,0.006422018,0,0,0,58,0.7,2,11.5,51,112,163,3,0,150,147,150,4,1,1 139,0.004016064,0,0.00669344,0,0,0,58,0.5,0,8.1,61,107,168,3,0,153,152,154,3,1,1 139,0.003636364,0,0.005454545,0,0,0,58,0.6,0,8.5,56,112,168,2,0,153,152,154,3,1,1 141,0.005719733,0,0.006673022,0,0,0,58,0.6,0,8.1,39,132,171,0,0,153,153,155,3,0,1 141,0.00498008,0,0.005976096,0,0,0,58,0.5,0,7.8,37,131,168,0,0,153,153,154,2,0,1 141,0.004232804,0,0.008465608,0,0,0,58,0.6,0,7.9,63,108,171,3,1,153,153,155,4,1,1 141,0.003606853,0,0.008115419,0,0,0,58,0.6,1,8.5,60,111,171,3,1,153,154,156,4,1,1 141,0.004945598,0,0.006923838,0,0,0,58,0.6,3,9.6,63,108,171,3,1,156,154,157,5,1,1 141,0.004535147,0,0.007936508,0,0,0,58,0.6,1,9.1,63,108,171,3,1,160,154,157,9,1,1 141,0.004232804,0,0.008465608,0.001058201,0,0,57,0.7,1,8.5,75,96,171,3,0,160,152,156,14,1,1 141,0.004699248,0,0.008458647,0.00093985,0,0,57,0.7,1,8.1,69,102,171,4,0,160,152,156,13,1,1 139,0.006550218,0.002183406,0.010917031,0.006550218,0,0,55,1.4,0,3.6,71,95,166,5,0,161,140,147,72,1,1 139,0.0064,0.0016,0.0096,0.0064,0,0,54,1.6,0,2.2,96,76,172,4,1,161,139,145,78,1,1 139,0.009,0.001,0.009,0.005,0,0,52,1.5,4,10.2,96,76,172,5,0,158,140,145,57,1,1 139,0.008588957,0.001226994,0.008588957,0.006134969,0,0,53,1.6,6,7,96,76,172,4,0,158,140,146,61,1,1 139,0.011308562,0.001615509,0.009693053,0.008077544,0,0,51,1.9,0,0,96,76,172,5,0,147,136,141,42,1,1 139,0.010596026,0.001324503,0.00794702,0.006622517,0,0,50,1.5,0,10,99,76,175,6,0,147,138,143,37,1,1 139,0.009060023,0.001132503,0.00792752,0.005662514,0,0,50,1.4,0,14.5,102,76,178,8,0,162,142,147,71,1,1 139,0.010471204,0.001308901,0.007853403,0.003926702,0,0,50,1.4,0,15,102,76,178,10,0,162,144,149,57,1,1 139,0.012578616,0,0.009433962,0,0,0,50,0.9,0,13.4,71,107,178,4,0,162,153,158,25,1,1 130,0.005940594,0,0.013861386,0.011881188,0,0,57,2,0,0,125,54,179,4,2,121,115,122,94,0,1 130,0.002053388,0,0.014373717,0.014373717,0,0,59,2.1,0,0,127,50,177,8,2,121,101,115,79,0,3 130,0.001675042,0,0.011725293,0.013400335,0,0,61,2,0,0,127,50,177,5,0,121,98,115,94,0,3 130,0.001459854,0,0.011678832,0.013138686,0,0,62,2,0,0,127,50,177,7,0,60,95,112,269,0,3 130,0.00130719,0.00130719,0.011764706,0.010457516,0,0.00130719,62,2.2,0,0,161,50,211,9,0,60,89,113,250,0,3 130,0.001547988,0.001547988,0.009287926,0.009287926,0,0.001547988,63,2.3,0,0,161,50,211,5,0,60,88,113,254,-1,3 130,0.001694915,0.001694915,0.008474576,0.008474576,0,0.001694915,64,2.4,0,0,161,50,211,8,0,60,85,112,243,-1,3 130,0.001930502,0.001930502,0.007722008,0.007722008,0,0.001930502,64,2.5,0,0,161,50,211,7,0,60,83,114,241,-1,3 130,0,0.002369668,0.007109005,0.007109005,0,0.002369668,66,2.4,0,0,161,50,211,7,0,60,75,108,190,-1,3 140,0.00258565,0.001292825,0.007110537,0.003878474,0,0,64,1.2,0,5.9,74,95,169,6,0,142,137,142,18,0,1 140,0.003554502,0.001184834,0.007109005,0.004739336,0,0,64,1.1,0,3.8,73,96,169,5,0,146,140,144,16,0,1 140,0.00362757,0,0.006045949,0.00362757,0,0,65,0.9,0,5.5,73,96,169,4,0,145,141,145,13,0,1 140,0.004241782,0.001060445,0.007423118,0.004241782,0,0,64,1,0,5.7,69,96,165,4,0,145,139,144,17,1,1 140,0.00379867,0.000949668,0.007597341,0.004748338,0,0,63,1.2,0,6.2,70,95,165,6,0,147,137,143,25,1,1 140,0.003092784,0.001030928,0.007216495,0.004123711,0,0,63,1.2,0,5.3,68,93,161,4,0,143,136,143,19,1,1 140,0.002105263,0.001052632,0.007368421,0.004210526,0,0,64,1.2,0,5.9,68,93,161,2,0,143,135,142,19,1,1 140,0.001813237,0.000906618,0.007252947,0.004533092,0,0,64,1.2,0,6.5,66,95,161,5,0,143,134,141,21,1,1 140,0.002145923,0.001072961,0.00751073,0.004291845,0,0,63,1.4,0,6.6,70,93,163,7,0,142,134,141,22,1,1 140,0.00261324,0.00087108,0.006968641,0.005226481,0,0,63,1.5,0,7.2,153,75,228,9,0,142,120,142,22,0,1 140,0.001923077,0.002884615,0.005769231,0.005769231,0,0,62,1.6,0,9.1,153,75,228,9,0,142,118,142,20,0,1 140,0.001763668,0.001763668,0.004409171,0.005291005,0,0,63,1.3,1,9.1,153,75,228,7,0,142,121,143,17,0,1 140,0.000922509,0.001845018,0.005535055,0.005535055,0,0,63,1.5,1,9.5,163,65,228,5,1,142,118,141,27,0,1 140,0.000924214,0.002772643,0.004621072,0.005545287,0,0,62,1.5,1,7.5,163,65,228,5,1,142,118,142,27,0,1 140,0,0.003211991,0.005353319,0.004282655,0,0,63,1.2,3,8.1,94,65,159,3,2,140,131,139,28,1,1 140,0,0.003525264,0.004700353,0.003525264,0,0,63,1.2,3,8.1,94,65,159,2,2,140,133,140,22,1,1 140,0,0.007668712,0.006134969,0.001533742,0,0.003067485,62,2.4,2,0.3,56,85,141,3,0,131,123,130,11,1,3 140,0,0.00297619,0.004960317,0.00297619,0,0.000992063,63,1.7,5,4,83,65,148,4,1,140,127,133,32,1,1 140,0,0.004160888,0.008321775,0.004160888,0,0.001386963,64,1.3,0,6.4,60,91,151,4,0,139,128,133,21,1,1 133,0.001342282,0.001342282,0.005369128,0.005369128,0,0,57,2.6,0,1.5,81,83,164,6,0,132,125,132,21,0,1 133,0,0.001090513,0.0087241,0.005452563,0,0,58,2.6,0,1.2,66,83,149,4,0,135,123,132,21,1,1 133,0,0.002047083,0.00716479,0.004094166,0,0,60,2.2,0,1.1,65,83,148,1,0,135,124,132,19,1,1 133,0,0.004110997,0.006166495,0.004110997,0,0,60,2.5,0,0,65,83,148,2,0,131,122,130,14,1,1 133,0,0.00304878,0.009146341,0.003810976,0,0,61,2.5,0,0.1,62,86,148,2,0,133,123,130,14,1,1 133,0,0.003948667,0.007897335,0.0029615,0,0,61,2.9,0,0.1,49,93,142,3,0,133,124,132,9,1,1 133,0,0.003188098,0.008501594,0.003188098,0,0,63,2.4,0,0.1,39,103,142,2,0,133,125,131,8,1,1 133,0,0.003211991,0.00856531,0.003211991,0,0,63,2.3,0,0.5,36,103,139,2,0,133,124,130,8,1,1 133,0,0.003198294,0.008528785,0.003198294,0,0,63,2.2,0,0.5,36,103,139,1,0,133,124,130,8,1,1 133,0,0.003536693,0.00795756,0.003536693,0,0,62,2.2,0,0.5,48,97,145,2,0,133,123,129,11,1,1 133,0,0.003330558,0.007493755,0.003330558,0,0,62,2.1,0,2.3,74,88,162,4,0,133,124,130,12,0,1 133,0,0.003561888,0.006233304,0.003561888,0,0,62,2.1,0,1.6,98,64,162,2,0,133,122,129,25,0,1 133,0,0.003267974,0.004901961,0.004084967,0,0,62,2,0,1.6,100,62,162,3,0,133,119,128,44,0,1 133,0,0.004040404,0.005050505,0.004040404,0,0,62,2.2,0,2,103,62,165,3,0,129,117,128,44,0,1 133,0,0.001488095,0.005952381,0.00297619,0,0.00297619,60,2.2,0,5,105,60,165,5,0,100,104,108,52,0,3 133,0,0.001158749,0.005793743,0.003476246,0,0.002317497,62,1.9,0,4.2,105,60,165,4,0,128,108,116,71,0,3 133,0,0.001009082,0.005045409,0.003027245,0,0.002018163,61,2.3,0,5,105,60,165,4,0,128,103,116,70,0,3 133,0,0.001287001,0.005148005,0.002574003,0,0.002574003,60,2.8,0,8.1,105,60,165,5,0,100,98,107,45,0,3 133,0,0.001148106,0.005740528,0.002296211,0,0.002296211,60,2.7,0,8.2,105,60,165,5,0,119,100,112,53,0,3 133,0,0.001026694,0.006160164,0.002053388,0,0.002053388,60,2.8,0,7.7,105,60,165,5,0,119,100,111,53,0,3 133,0,0.001187648,0.005938242,0.001187648,0,0.002375297,60,3.1,0,9.5,105,60,165,7,0,93,98,107,57,0,3 133,0,0,0.006684492,0.001336898,0,0.002673797,60,3.2,0,0,105,60,165,6,0,93,94,102,42,0,3 133,0,0,0.010089686,0.002242152,0,0.002242152,60,3,0,0,105,60,165,5,0,125,97,105,80,0,3 133,0,0,0.011969532,0.001088139,0,0.002176279,60,3,0,0,97,58,155,4,0,125,96,105,79,0,3 133,0,0,0.010044643,0.003348214,0,0.001116071,60,3.3,0,0,81,58,139,2,0,125,96,111,75,1,3 133,0,0,0.01025641,0.003418803,0,0.001709402,60,3,0,0,104,58,162,5,0,125,95,103,90,0,3 133,0,0,0.009863429,0.003034901,0,0.002276176,61,2.8,0,0,105,57,162,6,0,125,96,103,95,0,3 133,0.000717875,0,0.009332376,0.003589375,0,0.002153625,60,2.8,0,0,127,57,184,8,0,125,98,104,95,0,3 133,0.000650195,0,0.009102731,0.003250975,0,0.00260078,61,2.6,0,0,132,52,184,7,0,125,96,102,108,0,3 133,0,0,0.003703704,0.003703704,0,0.003703704,63,1.9,0,0,104,62,166,5,0,77,93,92,74,-1,3 133,0.001440922,0,0.008645533,0.004322767,0,0.004322767,63,2.1,0,0,133,52,185,4,0,125,94,97,147,-1,3 133,0.001038422,0,0.008307373,0.004153686,0,0.003115265,62,2.2,0,0,133,52,185,5,0,125,100,108,114,0,3 133,0.000868056,0,0.010416667,0.004340278,0,0.001736111,61,2.7,0,0,132,52,184,5,0,125,96,110,103,0,3 133,0,0,0.009946442,0.003060444,0,0.002295333,61,2.8,0,0,98,57,155,4,0,125,95,103,95,0,3 138,0.006622517,0,0.005676443,0,0,0,58,0.6,0,14.4,50,133,183,1,0,152,157,155,17,0,1 138,0.004907975,0,0.004907975,0,0,0,58,0.6,0,19.3,46,137,183,3,0,149,160,161,27,1,1 138,0.01119403,0,0.004975124,0,0,0,57,0.7,0,3.7,48,135,183,3,0,152,160,161,21,1,1 138,0.010404624,0,0.005780347,0,0,0,57,0.8,0,3.8,51,127,178,3,0,149,150,150,10,0,1 138,0.009456265,0,0.004728132,0,0,0,57,0.8,0,7.3,41,127,168,2,0,148,145,148,6,0,1 138,0.006718925,0,0.004479283,0,0,0,59,0.7,0,8.5,43,125,168,1,0,148,145,147,6,0,1 138,0.004667445,0,0.004667445,0,0,0,59,0.8,0,8,43,125,168,2,0,148,143,145,7,0,1 138,0.005994006,0,0.004995005,0,0,0,59,0.8,0,7.7,43,125,168,3,0,148,144,146,6,0,1 138,0.006361323,0,0.003816794,0,0,0,60,0.7,0,7.7,43,125,168,1,0,148,145,146,6,0,1 138,0.005624297,0.002249719,0.003374578,0,0,0,60,0.8,0,7.4,43,125,168,1,0,148,144,147,6,0,1 135,0.011664899,0.002120891,0.004241782,0,0,0,60,0.9,0,0.5,44,124,168,3,0,148,144,147,6,0,1 135,0.011363636,0.001893939,0.003787879,0,0,0,60,0.9,0,0.4,44,124,168,3,0,148,144,146,6,0,1 135,0.012035011,0.002188184,0.002188184,0,0,0,59,1,0,0.5,39,124,163,1,0,148,143,146,6,0,1 135,0.010964912,0.002192982,0.004385965,0,0,0,60,0.9,0,0.5,39,124,163,1,0,148,143,146,6,0,1 135,0.009009009,0.002252252,0.005630631,0,0,0,60,0.9,0,3.8,39,124,163,2,0,148,143,146,6,0,1 135,0.00742115,0.001855288,0.006493506,0,0,0,60,1,0,5.2,40,123,163,0,0,148,142,145,7,0,1 135,0.007462687,0.002132196,0.006396588,0,0,0,62,0.9,1,8.2,41,119,160,1,0,148,142,146,8,0,1 135,0.006200177,0.001771479,0.007971656,0,0,0,63,0.8,0,9.5,40,120,160,1,0,147,141,145,6,0,1 135,0.005393743,0,0.002157497,0,0,0,63,0.8,0,9.9,41,119,160,1,0,147,141,143,7,0,1 135,0.003225806,0,0.002150538,0,0,0,64,0.7,0,9.5,41,119,160,2,0,147,141,143,7,0,1 135,0.002134472,0,0.003201708,0,0,0,64,0.6,0,10.2,41,119,160,3,0,147,141,143,7,0,1 135,0.001067236,0,0.003201708,0,0,0,65,0.6,0,10.3,38,119,157,4,0,147,141,143,6,0,1 135,0.008238525,0.000784621,0.003923107,0,0,0,61,0.8,0,6.7,48,120,168,2,0,148,143,145,6,0,1 135,0.007256894,0,0.004354136,0,0,0,58,0.8,0,7.5,50,121,171,3,0,147,146,147,8,0,1 135,0.007407407,0,0.004938272,0,0,0,58,0.8,0,6.9,50,121,171,2,0,148,146,147,8,0,1 135,0.006426735,0,0.003856041,0,0,0,58,1,0,5.6,43,121,164,3,0,147,144,146,6,0,1 135,0.006127451,0,0.00122549,0,0,0,58,1.1,0,4.3,53,111,164,3,0,141,143,145,8,0,1 135,0.006345178,0,0,0,0,0,58,1.2,0,5.2,51,111,162,2,0,141,141,143,6,0,1 135,0.007860262,0,0.005240175,0,0,0,58,1,0,4.7,58,113,171,3,0,141,144,146,10,0,1 125,0,0,0.007256894,0.008708273,0,0,62,1.6,0,1.5,73,68,141,7,0,129,117,125,32,1,1 125,0,0,0.007202881,0.008403361,0,0,62,1.7,0,1.2,73,68,141,9,0,128,117,126,29,1,1 125,0,0,0.006830601,0.008196721,0,0,62,1.4,0,1.4,73,68,141,8,0,128,117,125,30,1,1 125,0,0,0.007722008,0.009009009,0,0,62,1.3,0,1.3,70,68,138,6,0,128,117,124,25,1,1 125,0,0.00122549,0.007352941,0.007352941,0,0,62,1.9,0,1.6,70,68,138,6,0,130,118,127,25,1,1 125,0,0.001088139,0.008705114,0.008705114,0,0,63,1.6,0,1.7,70,68,138,4,0,130,116,124,32,1,1 125,0,0.001144165,0.009153318,0.008009153,0,0,62,1.7,0,1.1,72,68,140,5,0,130,116,125,29,1,1 125,0,0.000729927,0.008029197,0.008029197,0,0,62,1.7,0,1.3,69,71,140,8,0,130,117,125,30,1,1 125,0.000925926,0.000925926,0.008333333,0.007407407,0,0,62,1.6,0,4.8,82,71,153,5,0,130,118,125,30,0,1 125,0,0.001240695,0.007444169,0.007444169,0,0,61,1.8,0,5.1,73,74,147,4,0,130,117,125,26,1,1 125,0.005617978,0.001872659,0.009363296,0.003745318,0,0,59,2.1,0,7.8,90,74,164,8,1,131,122,126,27,0,1 125,0.004724409,0.001574803,0.006299213,0.006299213,0,0,60,1.9,0,6.7,90,74,164,6,1,130,121,124,26,0,1 125,0.004643963,0.001547988,0.00619195,0.009287926,0,0,60,1.3,0,7.5,96,68,164,6,1,110,120,120,34,0,1 125,0.003875969,0.00129199,0.006459948,0.009043928,0,0,61,1.2,0,6.9,96,68,164,5,1,110,118,119,30,0,1 125,0.001572327,0.001572327,0.009433962,0.009433962,0,0,63,1.2,0,0.8,100,64,164,8,1,114,114,117,15,0,1 125,0.001196172,0.001196172,0.008373206,0.009569378,0,0,63,1.1,0,4.1,100,64,164,5,2,116,114,117,13,0,1 125,0,0.001254705,0.007528231,0.011292346,0,0,65,1.1,0,5.5,76,64,140,5,1,116,111,115,9,1,1 125,0,0.001116071,0.0078125,0.008928571,0,0.001116071,65,1,0,5.2,76,64,140,4,1,116,111,115,10,0,1 125,0,0.001127396,0.009019166,0.00789177,0,0.001127396,64,1.1,0,5,82,64,146,5,2,116,110,115,10,0,1 125,0,0,0.008588957,0.006134969,0,0.001226994,65,1,0,5.6,82,64,146,6,2,116,110,115,9,0,1 125,0,0,0.008,0.006666667,0,0.001333333,65,1,0,5.8,82,64,146,7,2,117,111,116,9,0,1 125,0,0,0.008827238,0.00630517,0,0.001261034,65,1.1,0,7.3,82,64,146,5,1,116,111,116,9,0,1 125,0,0,0.00913242,0.006849315,0,0.001141553,65,1.3,0,6.5,82,64,146,5,1,116,111,116,8,0,1 125,0,0,0.009750813,0.005417118,0,0.001083424,65,1.2,0,6.3,70,76,146,3,0,116,111,114,8,0,1 125,0,0,0.006188119,0.006188119,0,0.001237624,65,1.3,0,3,77,78,155,4,0,110,111,113,8,0,1 125,0,0,0.008438819,0.007383966,0,0.001054852,64,1.3,0,2.6,77,78,155,4,0,114,111,114,7,0,1 125,0,0,0.008158508,0.006993007,0,0.001165501,64,1.4,0,2.7,77,78,155,4,0,107,111,113,11,0,1 125,0,0,0.007185629,0.008383234,0,0,64,1.4,0,2.4,90,65,155,6,0,111,111,114,8,0,1 125,0,0,0.007263923,0.010895884,0,0,64,1.3,0,1.9,90,65,155,5,0,111,111,113,7,0,1 125,0,0,0.007641921,0.010917031,0,0,65,1.3,0,1.7,90,65,155,5,0,111,111,113,7,0,1 129,0,0.001811594,0.005434783,0.012681159,0,0,58,4.3,0,0,158,72,230,10,1,111,88,126,33,-1,1 129,0,0.001669449,0.005008347,0.013355593,0,0,58,3.9,0,0,158,72,230,10,1,113,90,124,28,-1,1 129,0,0,0.00630517,0.010088272,0,0.001261034,65,2.6,0,0,101,50,151,9,2,105,91,113,13,0,3 129,0,0.001010101,0.006060606,0.009090909,0,0.001010101,65,2.8,0,0,101,50,151,7,2,105,88,112,13,0,3 129,0,0.000921659,0.005529954,0.008294931,0,0.001843318,65,2.8,0,0,101,50,151,7,2,105,86,112,13,0,3 129,0,0.00084674,0.00508044,0.00762066,0,0.00169348,65,2.9,0,0,101,50,151,6,2,105,84,111,12,0,3 129,0,0.000749625,0.006746627,0.006746627,0,0.002248876,65,3.1,0,0,180,50,230,10,1,105,83,112,14,-1,3 129,0,0.000884173,0.006189213,0.006189213,0,0.00265252,66,2.9,0,0,94,50,144,8,0,105,85,109,11,0,3 129,0,0.00091659,0.006416132,0.005499542,0,0.002749771,66,2.8,0,0,94,50,144,6,0,105,85,110,11,0,3 129,0,0.001038422,0.00623053,0.00623053,0,0.002076843,66,3.2,0,0,96,50,146,8,0,105,82,108,10,0,3 129,0,0.001122334,0.006734007,0.005611672,0,0.002244669,67,3.2,0,0,80,66,146,7,0,105,80,107,9,0,3 129,0,0.001072961,0.006437768,0.005364807,0,0.002145923,67,3.3,0,0,129,63,192,7,0,105,80,107,14,-1,3 128,0,0.001094092,0.007658643,0.00547046,0,0.002188184,66,2.9,0,0,129,63,192,6,1,103,84,110,20,-1,3 128,0,0.002014099,0.007049345,0.005035247,0,0.002014099,65,2.6,0,0,129,63,192,6,0,103,92,114,28,0,3 128,0,0.001545595,0.006955178,0.004636785,0,0.002318393,66,2.7,0,0,129,63,192,4,0,105,89,112,21,0,3 128,0,0.001850139,0.007400555,0.005550416,0,0.001850139,65,2.5,0,0,129,63,192,6,0,104,94,115,28,0,3 128,0,0.0025,0.006666667,0.005833333,0,0.001666667,65,2.5,0,0,129,63,192,5,0,114,97,116,25,0,3 128,0,0.003541913,0.008264463,0.008264463,0,0,64,2,0,0,100,71,171,4,2,122,112,123,20,0,1 128,0,0.007117438,0.007117438,0.007117438,0,0,64,2.2,0,0,84,87,171,5,1,129,118,125,13,0,1 128,0,0.006564551,0.006564551,0.006564551,0,0,65,2,0,1.1,84,87,171,3,1,129,119,127,13,0,1 128,0,0.005343511,0.007633588,0.009160305,0,0,63,2.4,0,1.1,107,64,171,6,0,129,114,127,18,0,1 128,0,0.006183746,0.008833922,0.008833922,0,0,63,2.5,0,1.2,107,64,171,4,1,129,115,128,17,0,1 128,0,0.006222222,0.008888889,0.009777778,0,0,63,2.7,0,1.3,96,64,160,6,1,129,111,128,21,0,1 128,0,0.006603774,0.008490566,0.009433962,0,0,63,3,0,1.5,96,64,160,5,2,127,109,128,24,0,1 128,0,0.007675439,0.006578947,0.009868421,0,0,63,2.8,0,1.4,96,64,160,3,0,127,114,129,16,0,1 128,0,0,0.008032129,0.010040161,0,0,63,4.2,0,0,90,66,156,5,0,69,73,118,128,0,3 125,0.00476758,0.015494636,0.007151371,0,0,0,66,4.1,5,0.3,23,123,146,0,0,133,126,134,1,0,1 128,0,0.001912046,0.001912046,0,0,0,70,1.9,16,4.1,20,119,139,2,0,130,127,131,1,0,1 127,0.002587322,0.016817594,0.005174644,0,0,0,66,4.2,5,0.3,23,123,146,0,0,133,126,134,0,0,1 127,0.002902758,0.002902758,0.007256894,0,0,0,65,1.2,44,3,26,120,146,2,0,126,126,128,1,-1,1 127,0.002793296,0.002793296,0.00698324,0,0,0,65,1.2,46,3,26,120,146,2,0,126,126,128,1,-1,1 127,0,0,0.00528169,0,0,0,65,0.7,55,3.5,13,120,133,1,0,126,126,127,0,0,1 127,0,0.000789889,0.004739336,0,0,0,62,0.7,58,4.1,20,120,140,1,0,126,125,126,0,-1,1 127,0,0.001023541,0.005117707,0,0,0,63,0.7,59,4,20,120,140,2,0,126,125,127,0,-1,1 127,0,0.001113586,0.005567929,0,0,0,62,0.7,64,4.1,20,120,140,1,0,124,125,126,1,-1,1 127,0,0.001282051,0.006410256,0,0,0,60,0.7,60,4.1,20,120,140,2,0,122,124,125,1,-1,1 127,0,0.001121076,0.005605381,0,0,0,60,0.6,61,4.2,20,120,140,2,0,123,124,125,0,-1,1 127,0,0,0.005662514,0,0,0,62,0.5,73,4,12,119,131,1,0,123,124,125,0,0,1 127,0,0,0.004700353,0,0,0,63,0.5,71,4,12,119,131,1,0,123,123,124,0,0,1 127,0,0,0.005660377,0,0,0,65,0.4,67,4.3,12,119,131,1,0,123,124,125,0,0,1 127,0,0,0.005870841,0,0,0,70,0.4,63,4.1,18,119,137,2,0,123,125,126,1,0,1 127,0,0.000974659,0.005847953,0,0,0,71,0.9,52,3.8,18,119,137,2,0,129,125,128,1,0,1 127,0,0.000884173,0.00530504,0,0,0,66,0.8,58,4.1,19,120,139,1,0,123,125,127,1,-1,1 130,0.009090909,0.002597403,0.007792208,0,0,0,65,1.7,0,1.3,45,112,157,4,0,136,135,138,3,0,1 130,0.009400705,0,0.003525264,0,0,0,67,1.1,0,1,45,112,157,5,0,137,136,138,2,0,1 130,0.00877193,0.001096491,0.002192982,0,0,0,66,1.2,0,1,45,112,157,6,0,137,136,138,2,0,1 130,0.007865169,0.001123596,0,0,0,0,67,0.9,0,1.2,45,112,157,4,0,137,137,139,3,0,1 130,0.007099391,0.001014199,0,0,0,0,67,0.9,0,2.8,46,112,158,4,0,137,138,139,4,0,1 130,0.006746627,0.000749625,0.005247376,0,0,0,69,0.7,5,4.2,46,112,158,4,0,139,139,140,3,0,1 130,0.007487521,0.000831947,0.000831947,0,0,0,70,0.7,6,4.4,31,127,158,1,0,139,140,141,3,0,1 130,0.007320644,0.000732064,0.000732064,0,0,0,71,0.7,5,3.8,31,127,158,1,0,139,139,140,3,0,1 130,0.007575758,0.000841751,0.005050505,0,0,0,70,0.7,6,4.3,31,127,158,1,0,139,140,141,3,0,1 130,0.007011394,0.000876424,0.000876424,0,0,0,71,0.7,10,4,31,127,158,1,0,139,140,141,3,0,1 130,0.005474453,0.000912409,0.000912409,0,0,0,72,0.9,9,4.8,31,127,158,1,0,139,139,141,3,0,1 130,0.005110733,0.000851789,0.000851789,0,0,0,72,0.9,8,4.4,31,127,158,2,0,139,139,140,3,0,1 130,0.004789272,0,0.000957854,0,0,0,73,0.6,9,5,32,126,158,2,0,139,140,141,3,0,1 130,0.003525264,0,0.001175088,0,0,0,75,0.6,10,5.4,32,126,158,3,0,139,139,140,3,0,1 130,0.003003003,0.002002002,0.001001001,0,0,0,74,1.3,8,5,32,126,158,3,0,139,137,140,3,0,1 130,0,0.008196721,0.005464481,0,0,0,73,2.9,0,2.2,27,124,151,2,0,132,127,133,1,-1,1 130,0,0.009433962,0.005896226,0,0,0,72,2.6,5,1.5,27,124,151,1,0,130,127,131,1,-1,1 130,0,0.008860759,0.007594937,0,0,0,73,2.1,12,1.4,27,124,151,2,0,128,127,130,1,-1,1 128,0.000896057,0.006272401,0.006272401,0,0,0,76,1.7,25,1.9,22,124,146,2,0,128,127,130,1,-1,1 128,0.000978474,0.002935421,0.005870841,0,0,0,78,1.2,35,2.4,27,124,151,2,0,128,127,130,1,-1,1 133,0,0.00277855,0.006390664,0,0,0,74,1.3,28,3.9,31,119,150,7,0,136,134,137,1,0,2 133,0,0.001154734,0.005773672,0,0,0,78,0.3,73,3.5,22,132,154,2,0,136,136,138,0,-1,1 133,0,0.001236094,0.00618047,0,0,0,79,0.5,70,3.1,10,131,141,1,0,136,135,137,0,0,1 133,0,0.00120919,0.004836759,0,0,0,78,0.8,59,2.6,13,131,144,1,0,136,134,136,0,-1,1 133,0,0.001156069,0.004624277,0,0,0,78,0.8,44,3.6,14,130,144,1,0,136,134,137,0,0,1 133,0,0.001206273,0.00482509,0,0,0,77,0.9,34,4.4,17,130,147,1,0,136,135,137,0,0,1 133,0,0.001027749,0.004110997,0,0,0,76,0.8,29,5.3,17,130,147,1,0,136,135,137,0,0,1 133,0,0.001141553,0.003424658,0,0,0,77,0.8,16,5.8,17,130,147,1,0,135,135,137,1,0,1 133,0,0.001226994,0.003680982,0,0,0,76,0.6,12,6.8,17,130,147,0,0,136,136,138,1,0,1 133,0,0,0.004032258,0,0,0,75,0.4,13,7.2,26,129,155,1,0,136,137,139,1,0,1 133,0,0,0.006711409,0,0,0,75,0.4,15,6.7,26,129,155,2,0,136,137,139,1,0,1 133,0,0,0.005312085,0,0,0,75,0.6,20,4.7,26,129,155,2,0,136,136,138,0,-1,1 133,0,0.004201681,0.005602241,0,0,0,73,1.6,14,3.2,32,123,155,3,0,136,133,137,1,0,1 133,0,0.008652658,0.004944376,0,0,0,72,2.1,11,2.5,60,91,151,10,0,136,132,136,1,1,1 133,0,0.009840098,0.004920049,0,0,0,70,2.7,4,1.5,60,91,151,8,1,134,130,135,1,1,1 133,0,0.009356725,0.008187135,0,0,0,69,3,1,1.2,57,91,148,8,0,134,128,134,2,1,1 133,0,0.006031363,0.007237636,0,0,0,68,3,1,1.3,57,91,148,8,0,133,129,134,2,1,1 133,0,0.001261034,0.007566204,0,0,0,70,2,6,2.5,68,91,159,7,1,133,132,135,3,0,1 136,0,0,0.009370817,0,0,0,78,0.4,27,4.6,43,112,155,4,0,138,137,139,0,0,1 136,0,0,0.009324009,0,0,0,79,0.2,40,5.1,20,129,149,2,0,138,138,139,0,0,1 136,0,0.001096491,0.007675439,0,0,0,78,0.4,36,7.1,36,113,149,3,0,139,137,139,1,1,1 136,0,0.001293661,0.006468305,0,0,0,74,1,21,7,42,107,149,2,0,137,135,138,1,1,1 136,0,0.002567394,0.007702182,0.001283697,0,0,67,2.2,0,4.4,45,100,145,3,0,133,131,136,2,1,1 136,0,0.00128041,0.007682458,0.00128041,0,0,67,1.9,0,5.3,45,100,145,2,0,135,132,136,2,1,1 136,0,0.004109589,0.008219178,0.006849315,0,0.001369863,64,2.2,0,3,85,67,152,5,0,134,119,131,45,1,1 136,0,0.004347826,0.008695652,0.008695652,0,0.002173913,63,2.2,0,1.9,86,67,153,6,0,134,112,123,71,1,1 136,0,0.004823151,0.006430868,0.008038585,0,0.001607717,63,2.2,0,5,85,67,152,6,0,134,116,128,53,1,1 136,0,0.002070393,0.008281573,0,0,0,67,1.5,11,4.7,38,115,153,4,0,140,133,138,4,0,1 137,0,0,0.007009346,0,0,0,81,0.4,33,6.3,31,121,152,2,0,146,143,145,1,1,1 140,0,0,0.006423983,0,0,0,83,0.2,48,5.4,20,132,152,2,0,145,145,146,0,0,1 140,0.003968254,0,0.003968254,0,0,0,80,0.2,36,2.2,18,140,158,1,0,147,148,149,1,0,1 140,0,0,0.0078125,0,0,0,79,0.3,20,8.5,26,124,150,1,0,144,143,145,1,1,1 140,0,0,0.006469501,0.000924214,0,0,79,0.5,26,7,21,129,150,1,0,145,142,145,2,1,1 140,0,0,0.006764374,0.001127396,0,0,79,0.6,27,6.4,26,124,150,1,0,144,141,145,1,1,1 140,0,0,0.004975124,0.001243781,0,0,77,0.7,17,6,31,124,155,2,0,145,143,145,2,0,1 140,0,0,0.007425743,0,0,0,79,0.2,25,7.2,40,137,177,4,0,153,150,152,2,0,2 140,0.000774593,0,0.00697134,0,0,0,78,0.4,22,7.1,66,103,169,6,0,152,148,151,3,1,2 140,0.000980392,0,0.006862745,0,0,0,79,0.4,20,6.1,67,103,170,5,0,153,148,152,4,1,2 140,0.000678887,0,0.00610998,0,0,0,78,0.4,27,7,66,103,169,6,0,152,147,151,4,1,2 142,0.001615509,0.001615509,0.008077544,0,0,0,74,0.4,36,5,42,117,159,2,1,145,143,145,1,0,1 -------------------------------------------------------------------------------- /Deep Learning Multiclass Classification: -------------------------------------------------------------------------------- 1 | # Install packages 2 | library(---) 3 | install_keras() 4 | 5 | # Read data 6 | data <- read.csv(---, header = T) 7 | str(data) 8 | 9 | # Change to matrix 10 | data <- as.matrix(data) 11 | dimnames(data) <- NULL 12 | 13 | # Normalize 14 | data[, 1:21] <- normalize(---) 15 | data[,22] <- as.numeric(data[,22]) -1 16 | summary(data) 17 | 18 | # Data partition 19 | set.seed(1234) 20 | ind <- sample(2, nrow(data), replace = T, prob = c(---, ---)) 21 | training <- data[---] 22 | test <- data[---] 23 | trainingtarget <- data[ind==1, 22] 24 | testtarget <- data[ind==2, 22] 25 | 26 | # One Hot Encoding 27 | trainLabels <- to_categorical(trainingtarget) 28 | testLabels <- ---(testtarget) 29 | print(testLabels) 30 | 31 | # Create sequential model 32 | model <- keras_model_sequential() 33 | model %>% 34 | layer_dense(units=8, activation = ---, input_shape = ---) %>% 35 | ---(units = 3, activation = ---) 36 | summary(model) 37 | 38 | # Compile 39 | model %>% 40 | compile(loss = ---, 41 | optimizer = ---, 42 | metrics = ---) 43 | 44 | # Fit model 45 | history <- model %>% 46 | fit(training, 47 | trainLabels, 48 | epoch = 200, 49 | batch_size = 32, 50 | validation_split = 0.2) 51 | plot(history) 52 | 53 | # Evaluate model with test data 54 | model1 <- model %>% 55 | evaluate(test, testLabels) 56 | 57 | # Prediction & confusion matrix - test data 58 | prob <- model %>% 59 | ---(test) 60 | 61 | pred <- model %>% 62 | ---(test) 63 | table1 <- table(Predicted = pred, Actual = testtarget) 64 | 65 | cbind(prob, pred, testtarget) 66 | 67 | # Fine-tune model 68 | -------------------------------------------------------------------------------- /DeepNetworkWithMNIST: -------------------------------------------------------------------------------- 1 | #Youtube link https://www.youtube.com/watch?v=5bso_5X7Zu4&t=785s 2 | # MNIST data 3 | library(keras) 4 | mnist <- dataset_mnist() 5 | trainx <- mnist$train$x 6 | trainy <- mnist$train$y 7 | testx <- mnist$test$x 8 | testy <- mnist$test$y 9 | 10 | # Plot images 11 | par(mfrow = c(3,3)) 12 | for (i in 1:9) plot(as.raster(trainx[i,,], max = 255)) 13 | par(mfrow= c(1,1)) 14 | 15 | # Five 16 | a <- c(1, 12, 36, 48, 66, 101, 133, 139, 146) 17 | par(mfrow = c(3,3)) 18 | for (i in a) plot(as.raster(trainx[i,,], max = 255)) 19 | par(mfrow= c(1,1)) 20 | 21 | # Reshape & rescale 22 | trainx <- array_reshape(trainx, c(nrow(trainx), 784)) 23 | testx <- array_reshape(testx, c(nrow(testx), 784)) 24 | trainx <- trainx / 255 25 | testx <- testx /255 26 | 27 | # One hot encoding 28 | trainy <- to_categorical(trainy, 10) 29 | testy <- to_categorical(testy, 10) 30 | 31 | # Model 32 | model <- keras_model_sequential() 33 | model %>% 34 | layer_dense(units = 512, activation = 'relu', input_shape = c(784)) %>% 35 | layer_dropout(rate = 0.4) %>% 36 | layer_dense(units= 256, activation = 'relu') %>% 37 | layer_dropout(rate = 0.3) %>% 38 | layer_dense(units = 10, activation = 'softmax') 39 | 40 | # Compile 41 | model %>% 42 | compile(loss = 'categorical_crossentropy', 43 | optimizer = optimizer_rmsprop(), 44 | metrics = 'accuracy') 45 | 46 | # Fit model 47 | history <- model %>% 48 | fit(trainx, 49 | trainy, 50 | epochs = 30, 51 | batch_size = 32, 52 | validation_split = 0.2) 53 | 54 | # Evaluation and Prediction - Test data 55 | model %>% evaluate(testx, testy) 56 | pred <- model %>% predict_classes(testx) 57 | table(Predicted = pred, Actual = mnist$test$y) 58 | 59 | prob <- model %>% predict_proba(testx) 60 | cbind(prob, Predicted_class = pred, Actual = mnist$test$y)[1:5,] 61 | 62 | # New data 63 | library(EBImage) 64 | setwd("~/Desktop/numbers") 65 | temp = list.files(pattern = "*.jpg") 66 | mypic <- list() 67 | for (i in 1:length(temp)) {mypic[[i]] <- readImage(temp[[i]])} 68 | 69 | par(mfrow = c(3,2)) 70 | for (i in 1:length(temp)) plot(mypic[[i]]) 71 | par(mfrow = c(1,1)) 72 | 73 | for (i in 1:length(temp)) {colorMode(mypic[[i]]) <- Grayscale} 74 | for (i in 1:length(temp)) {mypic[[i]] <- 1-mypic[[i]]} 75 | for (i in 1:length(temp)) {mypic[[i]] <- resize(mypic[[i]], 28, 28)} 76 | for (i in 1:length(temp)) {mypic[[i]] <- array_reshape(mypic[[i]], c(28,28,3))} 77 | new <- NULL 78 | for (i in 1:length(temp)) {new <- rbind(new, mypic[[i]])} 79 | newx <- new[,1:784] 80 | newy <- c(7, 5,2,0, 5, 3) 81 | 82 | # Prediction 83 | pred <- model %>% predict_classes(newx) 84 | table(Predicted = pred, Actual = newy) 85 | 86 | prob <- model %>% predict_proba(newx) 87 | cbind(prob, Predicted = pred, Actual = newy) 88 | -------------------------------------------------------------------------------- /Experiment.R File: -------------------------------------------------------------------------------- 1 | # Flags 2 | FLAGS <- flags(flag_integer('dense_units', 32)) 3 | 4 | # Model 5 | model <- keras_model_sequential() %>% 6 | layer_dense(units = FLAGS$dense_units, 7 | activation = 'relu', 8 | input_shape = c(21)) %>% 9 | layer_dropout(rate = 0.1) %>% 10 | layer_dense(units = 16, 11 | activation = 'relu') %>% 12 | layer_dropout(rate = 0.1) %>% 13 | layer_dense(units = 3, activation = 'softmax') 14 | # Compile 15 | model %>% compile(loss = 'categorical_crossentropy', 16 | optimizer = 'adam', 17 | metrics = 'accuracy') 18 | # Fit 19 | history <- model %>% 20 | fit(training, 21 | trainLabels, 22 | epochs = 50, 23 | batch_size = 32, 24 | validation_split = 0.2) 25 | -------------------------------------------------------------------------------- /GAN: -------------------------------------------------------------------------------- 1 | # Libraries 2 | library(keras) 3 | library(EBImage) 4 | 5 | #To install EBimage package, you can run following 2 lines; 6 | #install.packages("BiocManager") 7 | #BiocManager::install("EBImage") 8 | 9 | # MNIST data 10 | mnist <- dataset_mnist() 11 | c(c(trainx, trainy), c(testx, testy)) %<-% mnist 12 | trainx <- trainx[trainy == 5,,] 13 | par(mfrow = c(8, 8), mar = rep(0, 4)) 14 | for (i in 1:64) plot(as.raster(trainx[i,,], max = 255)) 15 | trainx <- array_reshape(trainx, c(nrow(trainx), 28, 28, 1)) 16 | trainx <- trainx/255 17 | 18 | # Generator network 19 | h <- 28; w <- 28; c <- 1; l <- 28 20 | gi <- layer_input(shape = l) 21 | go <- gi %>% layer_dense(units = 32 * 14 * 14) %>% 22 | layer_activation_leaky_relu() %>% 23 | layer_reshape(target_shape = c(14, 14, 32)) %>% 24 | layer_conv_2d(filters = 32, 25 | kernel_size = 5, 26 | padding = "same") %>% 27 | layer_activation_leaky_relu() %>% 28 | layer_conv_2d_transpose(filter = 32, 29 | kernel_size = 4, 30 | strides = 2, 31 | padding = "same") %>% 32 | layer_activation_leaky_relu() %>% 33 | layer_conv_2d(filters = 1, 34 | kernel_size = 5, 35 | activation = "tanh", 36 | padding = "same") 37 | g <- keras_model(gi, go) 38 | 39 | # Discriminator 40 | di <- layer_input(shape = c(h, w, c)) 41 | do <- di %>% 42 | layer_conv_2d(filters = 64, 43 | kernel_size = 4) %>% 44 | layer_activation_leaky_relu() %>% 45 | layer_flatten() %>% 46 | layer_dropout(rate = 0.3) %>% 47 | layer_dense(units = 1, 48 | activation = "sigmoid") 49 | d <- keras_model(di, do) 50 | 51 | # Compile 52 | d %>% compile(optimizer = 'rmsprop', loss = 'binary_crossentropy') 53 | 54 | # Freeze weights and compile 55 | freeze_weights(d) 56 | gani <- layer_input(shape = l) 57 | gano <- gani %>% g %>% d 58 | gan <- keras_model(gani, gano) 59 | gan %>% compile(optimizer = 'rmsprop', 60 | loss = "binary_crossentropy") 61 | 62 | # Training 63 | b <- 50 64 | setwd("~/Desktop/") 65 | dir <- "gan_img" 66 | dir.create(dir) 67 | start <- 1; dloss <- NULL; gloss <- NULL 68 | 69 | #1. Generate 50 fake images 70 | for (i in 1:100) {noise <- matrix(rnorm(b*l), 71 | nrow = b, 72 | ncol = l) 73 | fake <- g %>% predict(noise) 74 | 75 | #2. Combine real & fake 76 | stop <- start + b - 1 77 | real <- trainx[start:stop,,,] 78 | real <- array_reshape(real, c(nrow(real), 28, 28, 1 )) 79 | rows <- nrow(real) 80 | both <- array(0, dim = c(rows*2, dim(real)[-1])) 81 | both[1:rows,,,] <- fake 82 | both[(rows+1): (rows*2),,,] <- real 83 | labels <- rbind(matrix(runif(b, 0.9, 1), 84 | nrow = b, 85 | ncol = 1), 86 | matrix(runif(b, 0, 0.1), 87 | nrow = b, 88 | ncol = 1)) 89 | start <- start + b 90 | 91 | #3. Train discriminator 92 | dloss[i] <- d %>% train_on_batch(both, labels) 93 | 94 | #4. Train generator using gan 95 | fakeAsReal <- array(runif(b, 0, 0.1), dim = c(b, 1)) 96 | gloss[i] <- gan %>% train_on_batch(noise, fakeAsReal) 97 | 98 | #5. Save fake images 99 | f <- fake[1,,,] 100 | dim(f) <- c(28, 28, 1) 101 | image_array_save(f, path = file.path(dir, 102 | paste0("f", i, ".png")))} 103 | 104 | # Plot loss 105 | x <- 1:100 106 | plot(x, dloss, col = 'red', type = 'l', 107 | ylim = c(0, 3), 108 | xlab = 'Iterations', 109 | ylab = 'Loss') 110 | lines(x, gloss, col = 'black', type = 'l') 111 | legend('topright', 112 | legend = c("Discriminator Loss", "GAN Loss"), 113 | col = c("red", 'black'), lty = 1:2, cex = 1) 114 | 115 | # 100 fake images 116 | setwd("~/Desktop/gan_img") 117 | temp = list.files(pattern = "*.png") 118 | mypic <- list() 119 | for (i in 1:length(temp)) {mypic[[i]] <- readImage(temp[[i]])} 120 | par(mfrow = c(10,10)) 121 | for (i in 1:length(temp)) plot(mypic[[i]]) 122 | -------------------------------------------------------------------------------- /GAN_Compare: -------------------------------------------------------------------------------- 1 | # GAN 2 | begin <- Sys.time() 3 | #setwd("~/Desktop") 4 | 5 | library(keras) 6 | 7 | # MNIST data 8 | mnist <- dataset_mnist() 9 | c(c(trainx, trainy), c(testx, testy)) %<-% mnist 10 | trainx <- trainx[trainy==5,,] 11 | trainx <- array_reshape(trainx, c(nrow(trainx), 28, 28, 1)) 12 | trainx <- trainx / 255 13 | 14 | # Generator network 15 | h <- 28; w <- 28; c <- 1; l <- 28 16 | gi <- layer_input(shape = l) 17 | go <- gi %>% layer_dense(units = 32 * 14 * 14) %>% 18 | layer_activation_leaky_relu() %>% 19 | layer_reshape(target_shape = c(14, 14, 32)) %>% 20 | layer_conv_2d(filters = 32, 21 | kernel_size = 5, 22 | padding = "same") %>% 23 | layer_activation_leaky_relu() %>% 24 | layer_conv_2d_transpose(filters = 32, 25 | kernel_size = 4, 26 | strides = 2, 27 | padding = "same") %>% 28 | layer_activation_leaky_relu() %>% 29 | layer_conv_2d(filters = 1, 30 | kernel_size = 5, 31 | activation = "tanh", 32 | padding = "same") 33 | g <- keras_model(gi, go) 34 | 35 | # Discriminator 36 | di <- layer_input(shape = c(h, w, c)) 37 | do <- di %>% 38 | layer_conv_2d(filters = 64, kernel_size = 4) %>% 39 | layer_activation_leaky_relu() %>% 40 | layer_flatten() %>% 41 | layer_dropout(rate = 0.3) %>% 42 | layer_dense(units = 1, activation = "sigmoid") 43 | d <- keras_model(di, do) 44 | d %>% compile(optimizer = 'rmsprop', 45 | loss = "binary_crossentropy") 46 | 47 | # Adversarial network 48 | freeze_weights(d) 49 | gani <- layer_input(shape = l) 50 | gano <- gani %>% g %>% d 51 | gan <- keras_model(gani, gano) 52 | gan %>% compile(optimizer = 'rmsprop', 53 | loss = "binary_crossentropy") 54 | 55 | # Train 56 | b <- 50 57 | dir <- "images" 58 | dir.create(dir) 59 | # Start 60 | start <- 1; dloss <- NULL; gloss <- NULL 61 | for (i in 1:500) {noise <- matrix(rnorm(b*l), nrow = b, ncol= l) 62 | fake <- g %>% predict(noise) 63 | 64 | stop <- start + b - 1 65 | real <- trainx[start:stop,,,] 66 | real <- array_reshape(real, c(nrow(real), 28, 28, 1)) 67 | rows <- nrow(real) 68 | both <- array(0, dim = c(rows * 2, dim(real)[-1])) 69 | both[1:rows,,,] <- fake 70 | both[(rows+1):(rows*2),,,] <- real 71 | 72 | labels <- rbind(matrix(runif(b, 0.9,1), nrow = b, ncol = 1), 73 | matrix(runif(b, 0, 0.1), nrow = b, ncol = 1)) 74 | 75 | dloss[i] <- d %>% train_on_batch(both, labels) 76 | fakeAsReal <- array(runif(b, 0, 0.1), dim = c(b, 1)) 77 | gloss[i] <- gan %>% train_on_batch(noise, fakeAsReal) 78 | start <- start + b 79 | if (start > (nrow(trainx) - b)) start <- 1 80 | 81 | cat("Discriminator Loss:", dloss[i], "\n") 82 | cat("Gan Loss:", gloss[i], "\n") 83 | # Saves 84 | f <- fake[1,,,] 85 | dim(f) <- c(28,28,1) 86 | image_array_save(f, path = file.path(dir, paste0("f", i+100, ".png")))} 87 | 88 | #Time 89 | end <- Sys.time() 90 | begin 91 | end 92 | end - begin 93 | -------------------------------------------------------------------------------- /HyperparameterTuning: -------------------------------------------------------------------------------- 1 | # Libraries 2 | library(keras) 3 | library(tensorflow) 4 | library(tfruns) 5 | 6 | # Data 7 | data <- read.csv('CTG.csv', header = T) 8 | 9 | # Matrix 10 | data <- as.matrix(data) 11 | dimnames(data) <- NULL 12 | 13 | # Normalize 14 | data[, 1:21] <- normalize(data[,1:21]) 15 | data[,22] <- as.numeric(data[,22]) -1 16 | 17 | # Partition 18 | set.seed(1234) 19 | ind <- sample(2, nrow(data), replace = T, prob = c(0.7, 0.3)) 20 | training <- data[ind == 1, 1:21] 21 | test <- data[ind == 2, 1:21] 22 | trainingtarget <- data[ind == 1, 22] 23 | testtarget <- data[ind == 2, 22] 24 | 25 | # One-hot encoding 26 | trainLabels <- to_categorical(trainingtarget) 27 | testLabels <- to_categorical(testtarget) 28 | 29 | # Hyperparameter tuning 30 | runs <- tuning_run("experiment.R", 31 | flags = list(dense_units = c(32, 64))) 32 | 33 | # Best hyperparameter values 34 | head(runs) 35 | results <- runs[,c(5,6)] 36 | -------------------------------------------------------------------------------- /ImageRecognitionAndClassificationWithR: -------------------------------------------------------------------------------- 1 | # Load Packages 2 | library(EBImage) 3 | library(keras) 4 | 5 | # To install EBimage package, you can run following 2 lines; 6 | # install.packages("BiocManager") 7 | # BiocManager::install("EBImage") 8 | 9 | # Read images 10 | setwd('---') 11 | pics <- c('p1.jpg', 'p2.jpg', 'p3.jpg', 'p4.jpg', 'p5.jpg', 'p6.jpg', 12 | 'c1.jpg', 'c2.jpg', 'c3.jpg', 'c4.jpg', 'c5.jpg', 'c6.jpg') 13 | mypic <- list() 14 | for (i in 1:12) {mypic[[i]] <- readImage(pics[i])} 15 | 16 | # Explore 17 | print(mypic[[1]]) 18 | display(mypic[[8]]) 19 | summary(mypic[[1]]) 20 | hist(mypic[[2]]) 21 | str(mypic) 22 | 23 | # Resize 24 | for (i in 1:12) {mypic[[i]] <- resize(mypic[[i]], ---, ---)} 25 | 26 | # Reshape 27 | for (i in 1:12) {mypic[[i]] <- array_reshape(mypic[[i]], c(---, ---,---))} 28 | 29 | # Row Bind 30 | trainx <- NULL 31 | for (i in 7:11) {trainx <- rbind(trainx, mypic[[i]])} 32 | str(trainx) 33 | testx <- ---(mypic[[6]], mypic[[12]]) 34 | trainy <- c(0,0,0,0,0,1,1,1,1,1 ) 35 | testy <- c(---, ---) 36 | 37 | # One Hot Encoding 38 | trainLabels <- ---(trainy) 39 | testLabels <- ---(testy) 40 | 41 | # Model 42 | model <- keras_model_sequential() 43 | model %>% 44 | layer_dense(units = 256, activation = ---, input_shape = c(2352)) %>% 45 | layer_dense(units = 128, activation = 'relu') %>% 46 | layer_dense(units = 2, activation = ---) 47 | summary(model) 48 | 49 | # Compile 50 | model %>% 51 | compile(loss = ---, 52 | optimizer = optimizer_rmsprop(), 53 | metrics = c('accuracy')) 54 | 55 | # Fit Model 56 | history <- model %>% 57 | fit(trainx, 58 | ---, 59 | epochs = 30, 60 | batch_size = 32, 61 | validation_split = 0.2) 62 | 63 | # Evaluation & Prediction - train data 64 | model %>% evaluate(---, ---) 65 | pred <- model %>% predict_classes(trainx) 66 | table(Predicted = pred, Actual = trainy) 67 | prob <- model %>% predict_proba(trainx) 68 | cbind(prob, Prected = pred, Actual= trainy) 69 | -------------------------------------------------------------------------------- /LSTM: -------------------------------------------------------------------------------- 1 | # Libraries required 2 | library(keras) 3 | 4 | #imdb data 5 | imdb <- dataset_imdb(num_words = 500) 6 | c(c(train_x, train_y), c(test_x, test_y)) %<-% imdb 7 | length(train_x); length(test_x) 8 | 9 | table(train_y) 10 | table(test_y) 11 | 12 | # Padding sequences 13 | train_x <- pad_sequences(train_x, maxlen = 100) 14 | test_x <- pad_sequences(test_x, maxlen = 100) 15 | 16 | # Model 17 | model <- keras_model_sequential() 18 | model %>% 19 | layer_embedding(input_dim = 500, output_dim = 32) %>% 20 | layer_simple_rnn(units = 32) %>% 21 | layer_dense(units = 1, activation = "sigmoid") 22 | 23 | # Compile 24 | model %>% compile(optimizer = "rmsprop", 25 | loss = "binary_crossentropy", 26 | metrics = c("acc")) 27 | 28 | # Fit model 29 | history <- model %>% fit(train_x, train_y, 30 | epochs = 25, 31 | batch_size = 128, 32 | validation_split = 0.2) 33 | plot(history) 34 | 35 | # Prediction 36 | model %>% evaluate(train_x, train_y) 37 | pred <- model %>% predict(train_x) 38 | pred <- ifelse(pred <0.5, 0, 1) 39 | table(Predicted=pred, Actual=imdb$train$y) 40 | 41 | model %>% evaluate(test_x, test_y) 42 | pred1 <- model %>% predict(test_x) 43 | pred1 <- ifelse(pred1 <0.5, 0, 1) 44 | table(Predicted=pred1, Actual=imdb$test$y) 45 | -------------------------------------------------------------------------------- /R_DeepLearning_Example: -------------------------------------------------------------------------------- 1 | # YouTube link: https://youtu.be/XVfn6IpoUPU 2 | #install.packages("keras") 3 | library(keras) 4 | 5 | # Data 6 | data <- read.csv('https://raw.githubusercontent.com/bkrai/DeepLearningR/master/Cardiotocographic.csv', header=T) 7 | data$NSP <- data$NSP -1 8 | barplot(prop.table(table(data$NSP)), 9 | col = rainbow(3), 10 | ylim = c(0, 0.8), 11 | ylab = 'Proportion', 12 | xlab = 'NSP', 13 | cex.names = 1.5) 14 | 15 | # Matrix 16 | data <- as.matrix(data) 17 | dimnames(data) <- NULL 18 | 19 | # Normalize 20 | data[,1:21] <- normalize(data[,1:21]) 21 | 22 | # Partition 23 | set.seed(1234) 24 | ind <- sample(2, nrow(data), replace = T, prob=c(.7, .3)) 25 | training <- data[ind==1, 1:21] 26 | test <- data[ind==2, 1:21] 27 | trainingtarget <- data[ind==1, 22] 28 | testtarget <- data[ind==2, 22] 29 | 30 | # One hot encoding 31 | trainLabels <- to_categorical(trainingtarget) 32 | testLabels <- to_categorical(testtarget) 33 | 34 | # Creat sequential model and add layers 35 | model <- keras_model_sequential() 36 | model %>% layer_dense(units = 8, activation = 'relu', input_shape = c(21)) %>% 37 | layer_dense(units = 3, activation = 'softmax') 38 | summary(model) 39 | 40 | # Compile 41 | model %>% compile(loss = 'categorical_crossentropy', 42 | optimizer = 'adam', 43 | metrics = 'accuracy') 44 | 45 | # Fit 46 | fit <- model %>% 47 | fit(training, 48 | trainLabels, 49 | epochs = 25, 50 | batch_size = 8, 51 | validation_split = 0.2) 52 | plot(fit) 53 | 54 | # Evaluate 55 | model %>% evaluate(test, testLabels) 56 | 57 | # Prediction 58 | pred <- model %>% 59 | predict(test) %>% 60 | k_argmax() %>% 61 | as.integer() 62 | table(Predicted=pred, Actual=testtarget) 63 | -------------------------------------------------------------------------------- /SentimentAnalysis: -------------------------------------------------------------------------------- 1 | # Read file 2 | apple <- read.csv(file.choose(), header = T) 3 | str(apple) 4 | 5 | # Build corpus 6 | library(tm) 7 | corpus <- iconv(apple$text, to = "utf-8-mac") 8 | corpus <- Corpus(VectorSource(corpus)) 9 | inspect(corpus[1:5]) 10 | 11 | # Clean text 12 | corpus <- tm_map(corpus, tolower) 13 | inspect(corpus[1:5]) 14 | 15 | corpus <- tm_map(corpus, removePunctuation) 16 | inspect(corpus[1:5]) 17 | 18 | corpus <- tm_map(corpus, removeNumbers) 19 | inspect(corpus[1:5]) 20 | 21 | cleanset <- tm_map(corpus, removeWords, stopwords('english')) 22 | inspect(cleanset[1:5]) 23 | 24 | removeURL <- function(x) gsub('http[[:alnum:]]*', '', x) 25 | cleanset <- tm_map(cleanset, content_transformer(removeURL)) 26 | inspect(cleanset[1:5]) 27 | 28 | cleanset <- tm_map(cleanset, removeWords, c('aapl', 'apple')) 29 | cleanset <- tm_map(cleanset, gsub, 30 | pattern = 'stocks', 31 | replacement = 'stock') 32 | 33 | cleanset <- tm_map(cleanset, stripWhitespace) 34 | inspect(cleanset[1:5]) 35 | 36 | # Term document matrix 37 | tdm <- TermDocumentMatrix(cleanset) 38 | tdm 39 | tdm <- as.matrix(tdm) 40 | tdm[1:10, 1:20] 41 | 42 | # Bar plot 43 | w <- rowSums(tdm) 44 | w <- subset(w, w>=25) 45 | barplot(w, 46 | las = 2, 47 | col = rainbow(50)) 48 | 49 | # Word cloud 50 | library(wordcloud) 51 | w <- sort(rowSums(tdm), decreasing = TRUE) 52 | set.seed(222) 53 | wordcloud(words = names(w), 54 | freq = w, 55 | max.words = 150, 56 | random.order = F, 57 | min.freq = 5, 58 | colors = brewer.pal(8, 'Dark2'), 59 | scale = c(5, 0.3), 60 | rot.per = 0.7) 61 | 62 | library(wordcloud2) 63 | w <- data.frame(names(w), w) 64 | colnames(w) <- c('word', 'freq') 65 | wordcloud2(w, 66 | size = 0.7, 67 | shape = 'triangle', 68 | rotateRatio = 0.5, 69 | minSize = 1) 70 | 71 | letterCloud(w, 72 | word = "apple", 73 | size=1) 74 | 75 | # Sentiment analysis 76 | library(syuzhet) 77 | library(lubridate) 78 | library(ggplot2) 79 | library(scales) 80 | library(reshape2) 81 | library(dplyr) 82 | 83 | # Read file 84 | apple <- read.csv(file.choose(), header = T) 85 | tweets <- iconv(apple$text, to = 'utf-8-mac') 86 | 87 | # Obtain sentiment scores 88 | s <- get_nrc_sentiment(tweets) 89 | head(s) 90 | tweets[4] 91 | get_nrc_sentiment('delay') 92 | 93 | # Bar plot 94 | barplot(colSums(s), 95 | las = 2, 96 | col = rainbow(10), 97 | ylab = 'Count', 98 | main = 'Sentiment Scores for Apple Tweets') 99 | -------------------------------------------------------------------------------- /TransferLearning: -------------------------------------------------------------------------------- 1 | # Libraries used 2 | library(keras) 3 | library(EBImage) 4 | library(tensorflow) 5 | 6 | # Identify image 7 | pretrained <- application_resnet50(weights = 'imagenet') 8 | setwd("~/Desktop") 9 | img <- image_load("dog.jpg", target_size = c(224,224)) 10 | x <- image_to_array(img) 11 | x <- array_reshape(x, c(1, dim(x))) 12 | x <- imagenet_preprocess_input(x) 13 | preds <- pretrained %>% predict(x) 14 | imagenet_decode_predictions(preds, top = 5)[[1]] 15 | 16 | # CIFAR10 data 17 | data <- dataset_cifar10() 18 | trainx <- data$train$x[1:2000,,,] 19 | testx <- data$test$x[1:2000,,,] 20 | trainy <- to_categorical(data$train$y[1:2000,], num_classes = 10) 21 | testy <- to_categorical(data$test$y[1:2000,], num_classes = 10) 22 | 23 | # Data preprocessing 24 | x <- array(rep(0, 2000*224*224*3), dim = c(2000, 224, 224, 3)) 25 | for (i in 1:2000) {x[i,,,] <- resize(trainx[i,,,], 224, 224)} 26 | trainx <- imagenet_preprocess_input(x) 27 | 28 | x <- array(rep(0, 2000*224*224*3), dim = c(2000, 224, 224, 3)) 29 | for (i in 1:2000) {x[i,,,] <- resize(testx[i,,,], 224, 224)} 30 | testx <- imagenet_preprocess_input(x) 31 | 32 | # Model with RESNET50 33 | pretrained <- application_resnet50(weights = 'imagenet', 34 | include_top = FALSE, 35 | input_shape = c(224, 224, 3)) 36 | 37 | model <- keras_model_sequential() %>% 38 | pretrained %>% 39 | layer_flatten() %>% 40 | layer_dense(units = 256, activation = 'relu') %>% 41 | layer_dense(units = 10, activation = 'softmax') 42 | freeze_weights(pretrained) 43 | 44 | # Compile 45 | model %>% compile(loss = "categorical_crossentropy", 46 | optimizer = 'adam', 47 | metrics = 'accuracy') 48 | 49 | # Fit model 50 | history <- model %>% fit(trainx, 51 | trainy, 52 | epochs = 10, 53 | batch_size = 10, 54 | validation_split = 0.2) 55 | 56 | # Evaluation & prediction 57 | model %>% evaluate(testx, testy) 58 | pred <- model %>% predict_classes(testx) 59 | table(Predicted = pred, Actual = data$test$y[1:2000,]) 60 | --------------------------------------------------------------------------------