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added runner file for xgboost generating risk df with 0 being positiv…
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Experiments/Shallow/Experiment1/output_xgboost_poslabel0/error_metrics/testing_errors.csv
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| model,accuracy,precision,recall,f1,auc,TN,FP,FN,TP | ||
| xg_boost,0.88199,0.84444,0.93827,0.88889,0.88164,66,14,5,76 |
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Experiments/Shallow/Experiment1/output_xgboost_poslabel0/error_metrics/validation_errors.csv
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| model,accuracy,precision,recall,f1,auc | ||
| xg_boost,0.88316,0.87112,0.92543,0.89638,0.87911 |
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...ts/Shallow/Experiment1/output_xgboost_poslabel0/error_metrics/winning_hyperparameters.csv
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| model,winning hyperparameters | ||
| xg_boost,"max_depth:3, min_child_weight:3, gamma:0.2, colsample_bytree:0.6, objective:reg:squarederror, reg_alpha :0.9, " |
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Experiments/Shallow/Experiment1/output_xgboost_poslabel0/output_vector/xg_boost_test.csv
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| ,sectarian_language,quoted_sources,bias,factive_verbs,implicative_verbs,hedges,report_verbs,assertive_verbs,consistency_score,label,predicted | ||
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| 113,0.011560694,1.0,0.375722543,0.0,0.005780347,0.011560694,0.052023121,0.040462428,0.319335446,1,1 | ||
| 114,0.0,1.0,0.316546763,0.0,0.010791367,0.035971223,0.032374101,0.021582734,0.066125,1,1 | ||
| 115,0.090909091,1.0,0.257575758,0.0,0.015151515,0.045454545,0.060606061,0.060606061,0.08350249900000001,0,0 | ||
| 116,0.041958042,1.0,0.248251748,0.0,0.0,0.0,0.031468531,0.01048951,0.515906553,0,0 | ||
| 117,0.038888889,0.5,0.238888889,0.0,0.0,0.0,0.033333333,0.011111111000000002,0.21992693,0,0 | ||
| 118,0.070175439,1.0,0.245614035,0.0,0.0,0.01754386,0.052631579000000005,0.052631579000000005,0.16871140699999998,0,0 | ||
| 119,0.0,0.5,0.306451613,0.0,0.0,0.008064515999999999,0.040322581,0.016129031999999998,0.503089881,1,1 | ||
| 120,0.0078125,1.0,0.2265625,0.0,0.0,0.0,0.0625,0.0546875,0.01972135,1,1 | ||
| 121,0.010752688,0.5,0.268817204,0.0,0.0,0.0,0.043010753,0.021505376,0.106652686,1,1 | ||
| 122,0.076923077,1.0,0.355769231,0.0,0.0,0.009615385,0.057692308,0.057692308,0.043690653,0,0 | ||
| 123,0.0,1.0,0.266375546,0.0,0.0,0.021834061,0.043668122,0.03930131,0.110981022,1,1 | ||
| 124,0.009049774,0.5,0.21719457,0.004524887,0.009049774,0.0,0.040723982,0.013574661000000002,0.039186608,0,1 | ||
| 125,0.019230769,1.0,0.352564103,0.0,0.012820513,0.012820513,0.064102564,0.051282051,1.102239616,1,1 | ||
| 126,0.0,1.0,0.279329609,0.0,0.0,0.005586592,0.06424581,0.055865922,0.147942266,1,1 | ||
| 127,0.0,1.0,0.341207349,0.005249344,0.0,0.023622047,0.091863517,0.060367454,0.514052256,0,0 | ||
| 128,0.025974026,0.5,0.37012987,0.0,0.0,0.012987013,0.038961039,0.019480519,0.10893222,0,0 | ||
| 129,0.030567686,1.0,0.292576419,0.0,0.004366812,0.004366812,0.043668122,0.026200873,0.505839881,0,0 | ||
| 130,0.0,0.5,0.31972789100000004,0.0,0.0,0.006802720999999999,0.06122449,0.06122449,0.466968923,1,0 | ||
| 131,0.051546392,0.5,0.262886598,0.005154639,0.0,0.0,0.041237113,0.025773196,0.06005238900000001,0,0 | ||
| 132,0.0,0.5,0.28571428600000004,0.0,0.0,0.0,0.026455026,0.015873016,0.145317266,1,1 | ||
| 133,0.025974026,1.0,0.324675325,0.0,0.006493506,0.006493506,0.045454545,0.032467532,0.236129135,0,0 | ||
| 134,0.02359882,1.0,0.324483776,0.0,0.002949853,0.01179941,0.03539823,0.026548673,0.058,1,0 | ||
| 135,0.005586592,1.0,0.28491620100000004,0.005586592,0.003724395,0.009310987,0.040968343,0.026070764,0.617589881,1,1 | ||
| 136,0.003759398,1.0,0.265037594,0.0,0.0,0.009398496,0.05075188,0.039473684,0.073774177,1,1 | ||
| 137,0.0,1.0,0.329113924,0.0,0.0,0.0,0.037974684,0.037974684,0.354527689,0,0 | ||
| 138,0.04519774,1.0,0.322033898,0.0,0.0,0.005649718000000001,0.04519774,0.028248588,0.037443389,0,0 | ||
| 139,0.013422819,1.0,0.285234899,0.0,0.003355705,0.0,0.036912752,0.036912752,0.243096209,1,1 | ||
| 140,0.0,0.5,0.236111111,0.0,0.0,0.0,0.055555556,0.041666667,0.107765553,1,1 | ||
| 141,0.05882352900000001,0.0,0.235294118,0.0,0.0,0.0,0.0,0.0,0.033263754,0,0 | ||
| 142,0.0,1.0,0.313043478,0.0,0.0,0.0,0.060869565,0.034782609,-1.0,0,1 | ||
| 143,0.018348624,1.0,0.316513761,0.0,0.0,0.0,0.036697248,0.02293578,0.16878664899999998,1,1 | ||
| 144,0.057894737,0.5,0.3,0.0,0.005263158,0.010526316,0.036842105,0.021052632,0.090299571,0,0 | ||
| 145,0.0,1.0,0.268907563,0.0,0.004201681,0.008403361,0.06302521,0.037815126,0.17805451600000002,1,1 | ||
| 146,0.012618297,1.0,0.277602524,0.0,0.0,0.0063091480000000005,0.03785489,0.028391167,0.247796453,1,1 | ||
| 147,0.025380711,0.5,0.289340102,0.0,0.0,0.0050761420000000005,0.035532995,0.020304569,0.063296592,0,0 | ||
| 148,0.027027027,1.0,0.34054054100000003,0.0,0.0,0.016216216000000002,0.054054054,0.048648649,0.134975474,0,0 | ||
| 149,0.0,1.0,0.28571428600000004,0.0,0.002232143,0.006696429,0.024553571,0.017857143,0.354408115,1,1 | ||
| 150,0.0,0.0,0.214285714,0.0,0.0,0.0,0.0,0.0,0.097697524,0,0 | ||
| 151,0.014492753999999997,0.5,0.198067633,0.0,0.0,0.004830918,0.033816425,0.024154589,0.281422821,1,1 | ||
| 152,0.0,1.0,0.367346939,0.0,0.0,0.0,0.040816327,0.040816327,0.061690843,0,0 | ||
| 153,0.0,1.0,0.317391304,0.0,0.0,0.02173913,0.034782609,0.026086957,0.209714487,0,1 | ||
| 154,0.082474227,0.5,0.298969072,0.0,0.0,0.0,0.030927835,0.030927835,0.116506123,0,0 | ||
| 155,0.02247191,1.0,0.25842696600000004,0.0,0.0,0.0,0.02247191,0.011235955,0.02409635,1,1 | ||
| 156,0.038910506,0.5,0.284046693,0.007782101,0.007782101,0.0,0.050583658,0.031128405,0.039363232000000005,0,0 | ||
| 157,0.0,0.5,0.248407643,0.0,0.0,0.0,0.01910828,0.006369427,0.30749301100000004,1,1 | ||
| 158,0.0,1.0,0.274509804,0.0,0.0,0.019607843,0.039215686,0.039215686,0.07561798,1,1 | ||
| 159,0.009756098,1.0,0.331707317,0.004878049000000001,0.0,0.009756098,0.053658537,0.034146341000000004,0.243971183,1,1 | ||
| 160,0.0,0.5,0.25,0.0,0.0,0.0,0.045454545,0.045454545,0.225152843,1,1 |
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