| Logistic Regression | Random Forest | Gradient Boosting | XGBoost | LightGBM | CatBoost | Feed-Forward NN | SVM |
---|---|---|---|---|---|---|---|---|
 | (‘Feature’, ‘Score’) | (‘Feature’, ‘Score’) | (‘Feature’, ‘Score’) | (‘Feature’, ‘Score’) | (‘Feature’, ‘Score’) | (‘Feature’, ‘Score’) | (‘Feature’, ‘Score’) | (‘Feature’, ‘Score’) |
1 | (‘3,589,009’, 0.47) | (‘1,008,149’, 0.002) | (‘2,189,699’, 0.05) | (‘4,374,394’, 0.04) | (‘4,040,529’, 27) | (‘4,428,325’, 2.39) | (‘4,614,839’, 0.03) | (‘1,008,149’, 151.24) |
2 | (‘4,040,529’, 0.39) | (‘3,284,134’, 0.004) | (‘3,230,190’, 0.05) | (‘1,008,149’, 0.03) | (‘4,437,351’, 27) | (‘3,230,190’, 1.5) | (‘4,428,325’, 0.02) | (‘3,009,381’, 131.13) |
3 | (‘1,473,047’, 0.34) | (‘4,240,504’, 0.002) | (‘1,008,149’, 0.05) | (‘3,284,134’, 0.02) | (‘2,160,560’, 26) | (‘2,189,699’, 1.38) | (‘4,615,406’, 0.02) | (‘4,172,848’, 119.69) |
4 | (‘3,088,751’, 0.32) | (‘1,263,246’, 0.003) | (‘3,284,134’, 0.04) | (‘3,615,876’, 0.02) | (‘3,680,451’, 25) | (‘1,008,149’, 1.26) | (‘4,437,351’, 0.02) | (‘4,445,374’, 108.66) |
5 | (‘3,117,412’, 0.31) | (‘4,453,756’, 0.002) | (‘1,263,246’, 0.03) | (‘2,189,699’, 0.02) | (‘3,118,273’, 21) | (‘3,284,134’, 1.08) | (‘4,458,693’, 0.02) | (‘3,418,178’, 107.1) |
6 | (‘3,118,273’, 0.31) | (‘2,824,686’, 0.002) | (‘4,240,504’, 0.03) | (‘1,239,691’, 0.01) | (‘4,428,325’, 21) | (‘4,615,406’, 1.08) | (‘4,452,347’, 0.02) | (‘2,791,632’, 106.19) |
7 | (‘1,324,783’, 0.3) | (‘4,374,394’, 0.003) | (‘4,374,394’, 0.03) | (‘3,230,190’, 0.01) | (‘4,481,654’, 21) | (‘3,584,376’, 0.99) | (‘3,200,153’, 0.02) | (‘1,264,526’, 104.35) |
8 | (‘1,720,453’, 0.28) | (‘4,286,100’, 0.002) | (‘3,373,941’, 0.03) | (‘2,792,739’, 0.01) | (‘2,480,806’, 20) | (‘4,445,374’, 0.97) | (‘4,443,644’, 0.02) | (‘4,172,776’, 103.49) |
9 | (‘4,446,973’, 0.28) | (‘3,614,716’, 0.002) | (‘3,615,876’, 0.02) | (‘3,021,822’, 0.01) | (‘3,589,009’, 18) | (‘3,681,794’, 0.96) | (‘4,434,509’, 0.02) | (‘4,218,643’, 102.63) |
10 | (‘2,778,469’, 0.28) | (‘1,466,504’, 0.002) | (‘3,681,794’, 0.02) | (‘3,373,941’, 0.01) | (‘2,035,257’, 16) | (‘4,269,331’, 0.96) | (‘3,584,376’, 0.02) | (‘3,300,216’, 100.93) |