EVERYTHING: training: 0.848 testing: 0.8107416879795396 removed indices: [] PRUNING: candidate for removal: Embarked=S * CabinType=T (index 0) training: 0.846 testing: 0.8132992327365729 removed new baseline testing accuracy: 0.8132992327365729 removed indices: [0] candidate for removal: Embarked=S * CabinType=None (index 1) training: 0.854 testing: 0.8107416879795396 kept candidate for removal: Embarked=S * CabinType=G (index 2) training: 0.854 testing: 0.8107416879795396 kept candidate for removal: Embarked=S * CabinType=F (index 3) training: 0.848 testing: 0.8132992327365729 removed removed indices: [0, 3] candidate for removal: Embarked=S * CabinType=E (index 4) training: 0.85 testing: 0.8132992327365729 removed removed indices: [0, 3, 4] candidate for removal: Sex * Age (index 144) training: 0.834 testing: 0.8056265984654731 kept candidate for removal: Sex * Fare (index 145) training: 0.846 testing: 0.8132992327365729 kept candidate for removal: Sex * Pclass (index 146) training: 0.844 testing: 0.8158567774936062 kept candidate for removal: CabinType=T (index 147) training: 0.846 testing: 0.8235294117647058 removed removed indices: [0, 3, 4, 5, 7, 9, 10, 13, 14, 15, 25, 26, 27, 29, 32, 34, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 51, 52, 54, 55, 56, 75, 111, 119, 147] candidate for removal: CabinType=None (index 148) training: 0.844 testing: 0.8209718670076727 kept candidate for removal: CabinType=G (index 149) training: 0.848 testing: 0.8132992327365729 kept candidate for removal: CabinType=F (index 150) training: 0.844 testing: 0.8158567774936062 kept candidate for removal: CabinType=E (index 151) training: 0.842 testing: 0.8158567774936062 kept candidate for removal: CabinType=D (index 152) training: 0.848 testing: 0.8132992327365729 kept candidate for removal: CabinType=C (index 153) training: 0.842 testing: 0.8107416879795396 kept candidate for removal: CabinType=B (index 154) training: 0.844 testing: 0.8158567774936062 kept candidate for removal: CabinType=A (index 155) training: 0.842 testing: 0.8184143222506394 kept candidate for removal: Embarked=S (index 156) training: 0.846 testing: 0.8184143222506394 kept candidate for removal: Embarked=Q (index 157) training: 0.846 testing: 0.8158567774936062 kept candidate for removal: Embarked=None (index 158) training: 0.848 testing: 0.8209718670076727 kept candidate for removal: Embarked=C (index 159) training: 0.846 testing: 0.8158567774936062 kept candidate for removal: Parch>0 (index 160) training: 0.846 testing: 0.8107416879795396 kept candidate for removal: SibSp>0 (index 161) training: 0.844 testing: 0.8107416879795396 kept candidate for removal: SibSp (index 162) training: 0.844 testing: 0.8107416879795396 kept candidate for removal: Age (index 163) training: 0.842 testing: 0.8132992327365729 kept candidate for removal: Fare (index 164) training: 0.844 testing: 0.8158567774936062 kept candidate for removal: Pclass (index 165) training: 0.846 testing: 0.8132992327365729 kept candidate for removal: Sex (index 166) training: 0.846 testing: 0.8081841432225064 kept candidate for removal: Embarked=S * CabinType=D (index 5) training: 0.848 testing: 0.8158567774936062 removed new baseline testing accuracy: 0.8158567774936062 removed indices: [0, 3, 4, 5] candidate for removal: Embarked=S * CabinType=C (index 6) training: 0.85 testing: 0.8081841432225064 kept candidate for removal: Embarked=S * CabinType=B (index 7) training: 0.85 testing: 0.8158567774936062 removed removed indices: [0, 3, 4, 5, 7] candidate for removal: Embarked=S * CabinType=A (index 8) training: 0.85 testing: 0.8107416879795396 kept candidate for removal: Embarked=Q * CabinType=T (index 9) training: 0.846 testing: 0.8158567774936062 removed removed indices: [0, 3, 4, 5, 7, 9] candidate for removal: Embarked=Q * CabinType=None (index 10) training: 0.85 testing: 0.8158567774936062 removed removed indices: [0, 3, 4, 5, 7, 9, 10] candidate for removal: Embarked=Q * CabinType=G (index 11) training: 0.85 testing: 0.8132992327365729 kept candidate for removal: Embarked=Q * CabinType=F (index 12) training: 0.85 testing: 0.8132992327365729 kept candidate for removal: Embarked=Q * CabinType=E (index 13) training: 0.848 testing: 0.8158567774936062 removed removed indices: [0, 3, 4, 5, 7, 9, 10, 13] candidate for removal: Embarked=Q * CabinType=D (index 14) training: 0.85 testing: 0.8158567774936062 removed removed indices: [0, 3, 4, 5, 7, 9, 10, 13, 14] candidate for removal: Embarked=Q * CabinType=C (index 15) training: 0.848 testing: 0.8158567774936062 removed removed indices: [0, 3, 4, 5, 7, 9, 10, 13, 14, 15] candidate for removal: Embarked=Q * CabinType=B (index 16) training: 0.848 testing: 0.8132992327365729 kept candidate for removal: Embarked=Q * CabinType=A (index 17) training: 0.848 testing: 0.8132992327365729 kept candidate for removal: Embarked=None * CabinType=T (index 18) training: 0.848 testing: 0.8132992327365729 kept candidate for removal: Embarked=None * CabinType=None (index 19) training: 0.848 testing: 0.8132992327365729 kept candidate for removal: Embarked=None * CabinType=G (index 20) training: 0.848 testing: 0.8132992327365729 kept candidate for removal: Embarked=None * CabinType=F (index 21) training: 0.848 testing: 0.8132992327365729 kept candidate for removal: Embarked=None * CabinType=E (index 22) training: 0.848 testing: 0.8132992327365729 kept candidate for removal: Embarked=None * CabinType=D (index 23) training: 0.848 testing: 0.8132992327365729 kept candidate for removal: Embarked=None * CabinType=C (index 24) training: 0.848 testing: 0.8132992327365729 kept candidate for removal: Embarked=None * CabinType=B (index 25) training: 0.85 testing: 0.8158567774936062 removed removed indices: [0, 3, 4, 5, 7, 9, 10, 13, 14, 15, 25] candidate for removal: Embarked=None * CabinType=A (index 26) training: 0.848 testing: 0.8158567774936062 removed removed indices: [0, 3, 4, 5, 7, 9, 10, 13, 14, 15, 25, 26] candidate for removal: Embarked=C * CabinType=T (index 27) training: 0.846 testing: 0.8158567774936062 removed removed indices: [0, 3, 4, 5, 7, 9, 10, 13, 14, 15, 25, 26, 27] candidate for removal: Embarked=C * CabinType=None (index 28) training: 0.85 testing: 0.8132992327365729 kept candidate for removal: Embarked=C * CabinType=G (index 29) training: 0.85 testing: 0.8158567774936062 removed removed indices: [0, 3, 4, 5, 7, 9, 10, 13, 14, 15, 25, 26, 27, 29] candidate for removal: Embarked=C * CabinType=F (index 30) training: 0.846 testing: 0.8132992327365729 kept candidate for removal: Embarked=C * CabinType=E (index 31) training: 0.848 testing: 0.8132992327365729 kept candidate for removal: Embarked=C * CabinType=D (index 32) training: 0.844 testing: 0.8158567774936062 removed removed indices: [0, 3, 4, 5, 7, 9, 10, 13, 14, 15, 25, 26, 27, 29, 32] candidate for removal: Embarked=C * CabinType=C (index 33) training: 0.85 testing: 0.8132992327365729 kept candidate for removal: Embarked=C * CabinType=B (index 34) training: 0.848 testing: 0.8158567774936062 removed removed indices: [0, 3, 4, 5, 7, 9, 10, 13, 14, 15, 25, 26, 27, 29, 32, 34] candidate for removal: Embarked=C * CabinType=A (index 35) training: 0.846 testing: 0.8132992327365729 kept candidate for removal: Parch>0 * CabinType=T (index 36) training: 0.848 testing: 0.8132992327365729 kept candidate for removal: Parch>0 * CabinType=None (index 37) training: 0.848 testing: 0.80306905370844 kept candidate for removal: Parch>0 * CabinType=G (index 38) training: 0.848 testing: 0.8132992327365729 kept candidate for removal: Parch>0 * CabinType=F (index 39) training: 0.852 testing: 0.8107416879795396 kept candidate for removal: Parch>0 * CabinType=E (index 40) training: 0.848 testing: 0.8158567774936062 removed removed indices: [0, 3, 4, 5, 7, 9, 10, 13, 14, 15, 25, 26, 27, 29, 32, 34, 40] candidate for removal: Parch>0 * CabinType=D (index 41) training: 0.844 testing: 0.8158567774936062 removed removed indices: [0, 3, 4, 5, 7, 9, 10, 13, 14, 15, 25, 26, 27, 29, 32, 34, 40, 41] candidate for removal: Parch>0 * CabinType=C (index 42) training: 0.848 testing: 0.8158567774936062 removed removed indices: [0, 3, 4, 5, 7, 9, 10, 13, 14, 15, 25, 26, 27, 29, 32, 34, 40, 41, 42] removed indices: [0, 3, 4, 5, 7, 9, 10, 13, 14, 15, 25, 26, 27, 29, 32, 34, 40, 41, 42] candidate for removal: Parch>0 * CabinType=B (index 43) training: 0.848 testing: 0.8184143222506394 removed new baseline testing accuracy: 0.8184143222506394 removed indices: [0, 3, 4, 5, 7, 9, 10, 13, 14, 15, 25, 26, 27, 29, 32, 34, 40, 41, 42, 43] candidate for removal: Parch>0 * CabinType=A (index 44) training: 0.846 testing: 0.8184143222506394 removed removed indices: [0, 3, 4, 5, 7, 9, 10, 13, 14, 15, 25, 26, 27, 29, 32, 34, 40, 41, 42, 43, 44] candidate for removal: Parch>0 * Embarked=S (index 45) training: 0.848 testing: 0.8184143222506394 removed removed indices: [0, 3, 4, 5, 7, 9, 10, 13, 14, 15, 25, 26, 27, 29, 32, 34, 40, 41, 42, 43, 44, 45] candidate for removal: Parch>0 * Embarked=Q (index 46) training: 0.85 testing: 0.8184143222506394 removed removed indices: [0, 3, 4, 5, 7, 9, 10, 13, 14, 15, 25, 26, 27, 29, 32, 34, 40, 41, 42, 43, 44, 45, 46] candidate for removal: Parch>0 * Embarked=None (index 47) training: 0.846 testing: 0.8184143222506394 removed removed indices: [0, 3, 4, 5, 7, 9, 10, 13, 14, 15, 25, 26, 27, 29, 32, 34, 40, 41, 42, 43, 44, 45, 46, 47] candidate for removal: Parch>0 * Embarked=C (index 48) training: 0.846 testing: 0.8184143222506394 removed removed indices: [0, 3, 4, 5, 7, 9, 10, 13, 14, 15, 25, 26, 27, 29, 32, 34, 40, 41, 42, 43, 44, 45, 46, 47, 48] candidate for removal: SibSp>0 * CabinType=T (index 49) training: 0.852 testing: 0.8184143222506394 removed removed indices: [0, 3, 4, 5, 7, 9, 10, 13, 14, 15, 25, 26, 27, 29, 32, 34, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49] candidate for removal: SibSp>0 * CabinType=None (index 50) training: 0.842 testing: 0.8158567774936062 kept candidate for removal: SibSp>0 * CabinType=G (index 51) training: 0.85 testing: 0.8184143222506394 removed removed indices: [0, 3, 4, 5, 7, 9, 10, 13, 14, 15, 25, 26, 27, 29, 32, 34, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 51] candidate for removal: SibSp>0 * CabinType=F (index 52) training: 0.85 testing: 0.8184143222506394 removed removed indices: [0, 3, 4, 5, 7, 9, 10, 13, 14, 15, 25, 26, 27, 29, 32, 34, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 51, 52] candidate for removal: SibSp>0 * CabinType=E (index 53) training: 0.844 testing: 0.8158567774936062 kept candidate for removal: SibSp>0 * CabinType=D (index 54) training: 0.846 testing: 0.8184143222506394 removed removed indices: [0, 3, 4, 5, 7, 9, 10, 13, 14, 15, 25, 26, 27, 29, 32, 34, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 51, 52, 54] candidate for removal: SibSp>0 * CabinType=C (index 55) training: 0.846 testing: 0.8209718670076727 removed new baseline testing accuracy: 0.8209718670076727 removed indices: [0, 3, 4, 5, 7, 9, 10, 13, 14, 15, 25, 26, 27, 29, 32, 34, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 51, 52, 54, 55] candidate for removal: SibSp>0 * CabinType=B (index 56) training: 0.844 testing: 0.8235294117647058 removed new baseline testing accuracy: 0.8235294117647058 removed indices: [0, 3, 4, 5, 7, 9, 10, 13, 14, 15, 25, 26, 27, 29, 32, 34, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 51, 52, 54, 55, 56] candidate for removal: SibSp>0 * CabinType=A (index 57) training: 0.846 testing: 0.8209718670076727 kept candidate for removal: SibSp>0 * Embarked=S (index 58) training: 0.844 testing: 0.8158567774936062 kept candidate for removal: SibSp>0 * Embarked=Q (index 59) training: 0.846 testing: 0.8209718670076727 kept candidate for removal: SibSp>0 * Embarked=None (index 60) training: 0.844 testing: 0.8107416879795396 kept candidate for removal: SibSp>0 * Embarked=C (index 61) training: 0.846 testing: 0.8132992327365729 kept candidate for removal: SibSp>0 * Parch>0 (index 62) training: 0.842 testing: 0.8209718670076727 kept candidate for removal: SibSp * CabinType=T (index 63) training: 0.846 testing: 0.8132992327365729 kept candidate for removal: SibSp * CabinType=None (index 64) training: 0.842 testing: 0.8209718670076727 kept candidate for removal: SibSp * CabinType=G (index 65) training: 0.846 testing: 0.8209718670076727 kept candidate for removal: SibSp * CabinType=F (index 66) training: 0.844 testing: 0.8184143222506394 kept candidate for removal: SibSp * CabinType=E (index 67) training: 0.848 testing: 0.8209718670076727 kept candidate for removal: SibSp * CabinType=D (index 68) training: 0.842 testing: 0.8132992327365729 kept candidate for removal: SibSp * CabinType=C (index 69) training: 0.844 testing: 0.8209718670076727 kept candidate for removal: SibSp * CabinType=B (index 70) training: 0.848 testing: 0.8184143222506394 kept candidate for removal: SibSp * CabinType=A (index 71) training: 0.844 testing: 0.8184143222506394 kept candidate for removal: SibSp * Embarked=S (index 72) training: 0.846 testing: 0.8184143222506394 kept candidate for removal: SibSp * Embarked=Q (index 73) training: 0.846 testing: 0.8209718670076727 kept candidate for removal: SibSp * Embarked=None (index 74) training: 0.848 testing: 0.8209718670076727 kept candidate for removal: SibSp * Embarked=C (index 75) training: 0.848 testing: 0.8235294117647058 removed removed indices: [0, 3, 4, 5, 7, 9, 10, 13, 14, 15, 25, 26, 27, 29, 32, 34, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 51, 52, 54, 55, 56, 75] candidate for removal: SibSp * Parch>0 (index 76) training: 0.846 testing: 0.8158567774936062 kept candidate for removal: Age * CabinType=T (index 77) training: 0.844 testing: 0.8158567774936062 kept candidate for removal: Age * CabinType=None (index 78) training: 0.844 testing: 0.8209718670076727 kept candidate for removal: Age * CabinType=G (index 79) training: 0.848 testing: 0.8158567774936062 kept candidate for removal: Age * CabinType=F (index 80) training: 0.842 testing: 0.8158567774936062 kept candidate for removal: Age * CabinType=E (index 81) training: 0.846 testing: 0.8209718670076727 kept candidate for removal: Age * CabinType=D (index 82) training: 0.844 testing: 0.8209718670076727 kept candidate for removal: Age * CabinType=C (index 83) training: 0.846 testing: 0.8158567774936062 kept candidate for removal: Age * CabinType=B (index 84) training: 0.848 testing: 0.8132992327365729 kept candidate for removal: Age * CabinType=A (index 85) training: 0.846 testing: 0.8184143222506394 kept candidate for removal: Age * Embarked=S (index 86) training: 0.844 testing: 0.8184143222506394 kept candidate for removal: Age * Embarked=Q (index 87) training: 0.848 testing: 0.8158567774936062 kept candidate for removal: Age * Embarked=None (index 88) training: 0.844 testing: 0.8158567774936062 kept candidate for removal: Age * Embarked=C (index 89) training: 0.844 testing: 0.8209718670076727 kept candidate for removal: Age * Parch>0 (index 90) training: 0.838 testing: 0.80306905370844 kept candidate for removal: Age * SibSp>0 (index 91) training: 0.842 testing: 0.8132992327365729 kept candidate for removal: Age * SibSp (index 92) training: 0.848 testing: 0.8132992327365729 kept candidate for removal: Fare * CabinType=T (index 93) training: 0.844 testing: 0.8132992327365729 kept candidate for removal: Fare * CabinType=None (index 94) training: 0.844 testing: 0.8158567774936062 kept candidate for removal: Fare * CabinType=G (index 95) training: 0.844 testing: 0.8184143222506394 kept candidate for removal: Fare * CabinType=F (index 96) training: 0.842 testing: 0.8081841432225064 kept candidate for removal: Fare * CabinType=E (index 97) training: 0.846 testing: 0.8209718670076727 kept candidate for removal: Fare * CabinType=D (index 98) training: 0.848 testing: 0.8184143222506394 kept candidate for removal: Fare * CabinType=C (index 99) training: 0.848 testing: 0.8184143222506394 kept candidate for removal: Fare * CabinType=B (index 100) training: 0.844 testing: 0.8184143222506394 kept candidate for removal: Fare * CabinType=A (index 101) training: 0.842 testing: 0.8209718670076727 kept candidate for removal: Fare * Embarked=S (index 102) training: 0.848 testing: 0.8209718670076727 kept candidate for removal: Fare * Embarked=Q (index 103) training: 0.846 testing: 0.8184143222506394 kept candidate for removal: Fare * Embarked=None (index 104) training: 0.844 testing: 0.8158567774936062 kept candidate for removal: Fare * Embarked=C (index 105) training: 0.844 testing: 0.8209718670076727 kept candidate for removal: Fare * Parch>0 (index 106) training: 0.852 testing: 0.8209718670076727 kept candidate for removal: Fare * SibSp>0 (index 107) training: 0.846 testing: 0.8132992327365729 kept candidate for removal: Fare * SibSp (index 108) training: 0.846 testing: 0.8209718670076727 kept candidate for removal: Fare * Age (index 109) training: 0.844 testing: 0.8056265984654731 kept candidate for removal: Pclass * CabinType=T (index 110) training: 0.848 testing: 0.8132992327365729 kept candidate for removal: Pclass * CabinType=None (index 111) training: 0.848 testing: 0.8235294117647058 removed removed indices: [0, 3, 4, 5, 7, 9, 10, 13, 14, 15, 25, 26, 27, 29, 32, 34, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 51, 52, 54, 55, 56, 75, 111] candidate for removal: Pclass * CabinType=G (index 112) training: 0.844 testing: 0.8209718670076727 kept candidate for removal: Pclass * CabinType=F (index 113) training: 0.844 testing: 0.8158567774936062 kept candidate for removal: Pclass * CabinType=E (index 114) training: 0.846 testing: 0.8184143222506394 kept candidate for removal: Pclass * CabinType=D (index 115) training: 0.846 testing: 0.8158567774936062 kept candidate for removal: Pclass * CabinType=C (index 116) training: 0.846 testing: 0.8158567774936062 kept candidate for removal: Pclass * CabinType=B (index 117) training: 0.846 testing: 0.8184143222506394 kept candidate for removal: Pclass * CabinType=A (index 118) training: 0.844 testing: 0.8209718670076727 kept candidate for removal: Pclass * Embarked=S (index 119) training: 0.846 testing: 0.8235294117647058 removed removed indices: [0, 3, 4, 5, 7, 9, 10, 13, 14, 15, 25, 26, 27, 29, 32, 34, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 51, 52, 54, 55, 56, 75, 111, 119] candidate for removal: Pclass * Embarked=Q (index 120) training: 0.846 testing: 0.8158567774936062 kept candidate for removal: Pclass * Embarked=None (index 121) training: 0.844 testing: 0.8132992327365729 kept candidate for removal: Pclass * Embarked=C (index 122) training: 0.848 testing: 0.8081841432225064 kept candidate for removal: Pclass * Parch>0 (index 123) training: 0.848 testing: 0.8158567774936062 kept candidate for removal: Pclass * SibSp>0 (index 124) training: 0.848 testing: 0.8184143222506394 kept candidate for removal: Pclass * SibSp (index 125) training: 0.844 testing: 0.8107416879795396 kept candidate for removal: Pclass * Age (index 126) training: 0.844 testing: 0.8132992327365729 kept candidate for removal: Pclass * Fare (index 127) training: 0.846 testing: 0.8209718670076727 kept candidate for removal: Sex * CabinType=T (index 128) training: 0.846 testing: 0.8107416879795396 kept candidate for removal: Sex * CabinType=None (index 129) training: 0.848 testing: 0.8209718670076727 kept candidate for removal: Sex * CabinType=G (index 130) training: 0.844 testing: 0.8132992327365729 kept candidate for removal: Sex * CabinType=F (index 131) training: 0.844 testing: 0.8107416879795396 kept candidate for removal: Sex * CabinType=E (index 132) training: 0.846 testing: 0.8132992327365729 kept candidate for removal: Sex * CabinType=D (index 133) training: 0.848 testing: 0.8184143222506394 kept candidate for removal: Sex * CabinType=C (index 134) training: 0.844 testing: 0.8209718670076727 kept candidate for removal: Sex * CabinType=B (index 135) training: 0.85 testing: 0.8184143222506394 kept candidate for removal: Sex * CabinType=A (index 136) training: 0.846 testing: 0.8184143222506394 kept candidate for removal: Sex * Embarked=S (index 137) training: 0.848 testing: 0.8158567774936062 kept candidate for removal: Sex * Embarked=Q (index 138) training: 0.844 testing: 0.8132992327365729 kept candidate for removal: Sex * Embarked=None (index 139) training: 0.844 testing: 0.8209718670076727 kept candidate for removal: Sex * Embarked=C (index 140) training: 0.844 testing: 0.8132992327365729 kept candidate for removal: Sex * Parch>0 (index 141) training: 0.844 testing: 0.8081841432225064 kept candidate for removal: Sex * SibSp>0 (index 142) training: 0.844 testing: 0.8132992327365729 kept candidate for removal: Sex * SibSp (index 143) training: 0.846 testing: 0.8107416879795396 kept