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Browse files- v2_enhanced/enhanced_config.json +341 -0
v2_enhanced/enhanced_config.json
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| 1 |
+
{
|
| 2 |
+
"model_version": "v2.0-enhanced",
|
| 3 |
+
"weights": {
|
| 4 |
+
"xgboost": 0.4,
|
| 5 |
+
"lightgbm": 0.35,
|
| 6 |
+
"catboost": 0.25
|
| 7 |
+
},
|
| 8 |
+
"optimal_threshold": 0.2832649762290599,
|
| 9 |
+
"feature_columns": [
|
| 10 |
+
"dater_age",
|
| 11 |
+
"dated_age",
|
| 12 |
+
"age_difference",
|
| 13 |
+
"same_race_importance_for_dater",
|
| 14 |
+
"same_religion_importance_for_dater",
|
| 15 |
+
"attractiveness_importance_for_dated",
|
| 16 |
+
"sincerity_importance_for_dated",
|
| 17 |
+
"intelligence_importance_for_dated",
|
| 18 |
+
"humor_importance_for_dated",
|
| 19 |
+
"ambition_importance_for_dated",
|
| 20 |
+
"shared_interests_importance_for_dated",
|
| 21 |
+
"attractiveness_score_of_dater_from_dated",
|
| 22 |
+
"sincerity_score_of_dater_from_dated",
|
| 23 |
+
"intelligence_score_of_dater_from_dated",
|
| 24 |
+
"humor_score_of_dater_from_dated",
|
| 25 |
+
"ambition_score_of_dater_from_dated",
|
| 26 |
+
"shared_interests_score_of_dater_from_dated",
|
| 27 |
+
"attractiveness_importance_for_dater",
|
| 28 |
+
"sincerity_importance_for_dater",
|
| 29 |
+
"intelligence_importance_for_dater",
|
| 30 |
+
"humor_importance_for_dater",
|
| 31 |
+
"ambition_importance_for_dater",
|
| 32 |
+
"shared_interests_importance_for_dater",
|
| 33 |
+
"self_reported_attractiveness_of_dater",
|
| 34 |
+
"self_reported_sincerity_of_dater",
|
| 35 |
+
"self_reported_intelligence_of_dater",
|
| 36 |
+
"self_reported_humor_of_dater",
|
| 37 |
+
"self_reported_ambition_of_dater",
|
| 38 |
+
"reported_attractiveness_of_dated_from_dater",
|
| 39 |
+
"reported_sincerity_of_dated_from_dater",
|
| 40 |
+
"reported_intelligence_of_dated_from_dater",
|
| 41 |
+
"reported_humor_of_dated_from_dater",
|
| 42 |
+
"reported_ambition_of_dated_from_dater",
|
| 43 |
+
"reported_shared_interests_of_dated_from_dater",
|
| 44 |
+
"dater_interest_in_sports",
|
| 45 |
+
"dater_interest_in_tvsports",
|
| 46 |
+
"dater_interest_in_exercise",
|
| 47 |
+
"dater_interest_in_dining",
|
| 48 |
+
"dater_interest_in_museums",
|
| 49 |
+
"dater_interest_in_art",
|
| 50 |
+
"dater_interest_in_hiking",
|
| 51 |
+
"dater_interest_in_gaming",
|
| 52 |
+
"dater_interest_in_clubbing",
|
| 53 |
+
"dater_interest_in_reading",
|
| 54 |
+
"dater_interest_in_tv",
|
| 55 |
+
"dater_interest_in_theater",
|
| 56 |
+
"dater_interest_in_movies",
|
| 57 |
+
"dater_interest_in_concerts",
|
| 58 |
+
"dater_interest_in_music",
|
| 59 |
+
"dater_interest_in_shopping",
|
| 60 |
+
"dater_interest_in_yoga",
|
| 61 |
+
"interests_correlation",
|
| 62 |
+
"expected_satisfaction_of_dater",
|
| 63 |
+
"expected_number_of_likes_of_dater_from_20_people",
|
| 64 |
+
"expected_number_of_dates_for_dater",
|
| 65 |
+
"dater_liked_dated",
|
| 66 |
+
"probability_dated_wants_to_date",
|
| 67 |
+
"attractiveness_perception_gap",
|
| 68 |
+
"attractiveness_mutual_score",
|
| 69 |
+
"attractiveness_perception_product",
|
| 70 |
+
"sincerity_perception_gap",
|
| 71 |
+
"sincerity_mutual_score",
|
| 72 |
+
"sincerity_perception_product",
|
| 73 |
+
"intelligence_perception_gap",
|
| 74 |
+
"intelligence_mutual_score",
|
| 75 |
+
"intelligence_perception_product",
|
| 76 |
+
"humor_perception_gap",
|
| 77 |
+
"humor_mutual_score",
|
| 78 |
+
"humor_perception_product",
|
| 79 |
+
"ambition_perception_gap",
|
| 80 |
+
"ambition_mutual_score",
|
| 81 |
+
"ambition_perception_product",
|
| 82 |
+
"attractiveness_value_fulfillment_dater",
|
| 83 |
+
"sincerity_value_fulfillment_dater",
|
| 84 |
+
"intelligence_value_fulfillment_dater",
|
| 85 |
+
"humor_value_fulfillment_dater",
|
| 86 |
+
"ambition_value_fulfillment_dater",
|
| 87 |
+
"attractiveness_self_awareness_gap",
|
| 88 |
+
"sincerity_self_awareness_gap",
|
| 89 |
+
"intelligence_self_awareness_gap",
|
| 90 |
+
"humor_self_awareness_gap",
|
| 91 |
+
"ambition_self_awareness_gap",
|
| 92 |
+
"total_perception_gap",
|
| 93 |
+
"total_mutual_score",
|
| 94 |
+
"total_value_fulfillment",
|
| 95 |
+
"total_self_awareness_gap",
|
| 96 |
+
"expectation_meets_reality",
|
| 97 |
+
"confidence_calibration",
|
| 98 |
+
"age_gap_abs",
|
| 99 |
+
"age_gap_squared",
|
| 100 |
+
"dater_is_older",
|
| 101 |
+
"combined_age",
|
| 102 |
+
"interest_diversity",
|
| 103 |
+
"interest_intensity",
|
| 104 |
+
"max_interest",
|
| 105 |
+
"min_interest",
|
| 106 |
+
"interest_range",
|
| 107 |
+
"importance_concentration_dater",
|
| 108 |
+
"max_importance_dater",
|
| 109 |
+
"importance_concentration_dated",
|
| 110 |
+
"importance_alignment_0",
|
| 111 |
+
"importance_alignment_1",
|
| 112 |
+
"importance_alignment_2",
|
| 113 |
+
"importance_alignment_3",
|
| 114 |
+
"importance_alignment_4",
|
| 115 |
+
"importance_alignment_5",
|
| 116 |
+
"total_importance_alignment",
|
| 117 |
+
"dater_race_encoded",
|
| 118 |
+
"dated_race_encoded",
|
| 119 |
+
"race_match",
|
| 120 |
+
"is_dater_male_int",
|
| 121 |
+
"are_same_race_int",
|
| 122 |
+
"already_met_int",
|
| 123 |
+
"gottman_proxy_contempt",
|
| 124 |
+
"gottman_proxy_criticism",
|
| 125 |
+
"gottman_proxy_defensiveness",
|
| 126 |
+
"gottman_proxy_stonewalling",
|
| 127 |
+
"gottman_proxy_love_maps",
|
| 128 |
+
"gottman_proxy_shared_goals",
|
| 129 |
+
"gottman_proxy_horsemen",
|
| 130 |
+
"gottman_proxy_positive",
|
| 131 |
+
"gottman_proxy_ratio",
|
| 132 |
+
"gottman_proxy_contempt_x_stonewalling",
|
| 133 |
+
"gottman_proxy_criticism_x_defensiveness",
|
| 134 |
+
"gottman_proxy_love_x_goals",
|
| 135 |
+
"gottman_proxy_net_risk",
|
| 136 |
+
"survival_age_risk_dater",
|
| 137 |
+
"survival_couple_age_risk",
|
| 138 |
+
"survival_prior_relationship_risk",
|
| 139 |
+
"survival_early_risk",
|
| 140 |
+
"survival_base_divorce_rate",
|
| 141 |
+
"survival_age_gap_risk",
|
| 142 |
+
"survival_combined_risk"
|
| 143 |
+
],
|
| 144 |
+
"feature_sources": {
|
| 145 |
+
"original": [
|
| 146 |
+
"dater_age",
|
| 147 |
+
"dated_age",
|
| 148 |
+
"age_difference",
|
| 149 |
+
"same_race_importance_for_dater",
|
| 150 |
+
"same_religion_importance_for_dater",
|
| 151 |
+
"attractiveness_importance_for_dated",
|
| 152 |
+
"sincerity_importance_for_dated",
|
| 153 |
+
"intelligence_importance_for_dated",
|
| 154 |
+
"humor_importance_for_dated",
|
| 155 |
+
"ambition_importance_for_dated",
|
| 156 |
+
"shared_interests_importance_for_dated",
|
| 157 |
+
"attractiveness_score_of_dater_from_dated",
|
| 158 |
+
"sincerity_score_of_dater_from_dated",
|
| 159 |
+
"intelligence_score_of_dater_from_dated",
|
| 160 |
+
"humor_score_of_dater_from_dated",
|
| 161 |
+
"ambition_score_of_dater_from_dated",
|
| 162 |
+
"shared_interests_score_of_dater_from_dated",
|
| 163 |
+
"attractiveness_importance_for_dater",
|
| 164 |
+
"sincerity_importance_for_dater",
|
| 165 |
+
"intelligence_importance_for_dater",
|
| 166 |
+
"humor_importance_for_dater",
|
| 167 |
+
"ambition_importance_for_dater",
|
| 168 |
+
"shared_interests_importance_for_dater",
|
| 169 |
+
"self_reported_attractiveness_of_dater",
|
| 170 |
+
"self_reported_sincerity_of_dater",
|
| 171 |
+
"self_reported_intelligence_of_dater",
|
| 172 |
+
"self_reported_humor_of_dater",
|
| 173 |
+
"self_reported_ambition_of_dater",
|
| 174 |
+
"reported_attractiveness_of_dated_from_dater",
|
| 175 |
+
"reported_sincerity_of_dated_from_dater",
|
| 176 |
+
"reported_intelligence_of_dated_from_dater",
|
| 177 |
+
"reported_humor_of_dated_from_dater",
|
| 178 |
+
"reported_ambition_of_dated_from_dater",
|
| 179 |
+
"reported_shared_interests_of_dated_from_dater",
|
| 180 |
+
"dater_interest_in_sports",
|
| 181 |
+
"dater_interest_in_tvsports",
|
| 182 |
+
"dater_interest_in_exercise",
|
| 183 |
+
"dater_interest_in_dining",
|
| 184 |
+
"dater_interest_in_museums",
|
| 185 |
+
"dater_interest_in_art",
|
| 186 |
+
"dater_interest_in_hiking",
|
| 187 |
+
"dater_interest_in_gaming",
|
| 188 |
+
"dater_interest_in_clubbing",
|
| 189 |
+
"dater_interest_in_reading",
|
| 190 |
+
"dater_interest_in_tv",
|
| 191 |
+
"dater_interest_in_theater",
|
| 192 |
+
"dater_interest_in_movies",
|
| 193 |
+
"dater_interest_in_concerts",
|
| 194 |
+
"dater_interest_in_music",
|
| 195 |
+
"dater_interest_in_shopping",
|
| 196 |
+
"dater_interest_in_yoga",
|
| 197 |
+
"interests_correlation",
|
| 198 |
+
"expected_satisfaction_of_dater",
|
| 199 |
+
"expected_number_of_likes_of_dater_from_20_people",
|
| 200 |
+
"expected_number_of_dates_for_dater",
|
| 201 |
+
"dater_liked_dated",
|
| 202 |
+
"probability_dated_wants_to_date",
|
| 203 |
+
"attractiveness_perception_gap",
|
| 204 |
+
"attractiveness_mutual_score",
|
| 205 |
+
"attractiveness_perception_product",
|
| 206 |
+
"sincerity_perception_gap",
|
| 207 |
+
"sincerity_mutual_score",
|
| 208 |
+
"sincerity_perception_product",
|
| 209 |
+
"intelligence_perception_gap",
|
| 210 |
+
"intelligence_mutual_score",
|
| 211 |
+
"intelligence_perception_product",
|
| 212 |
+
"humor_perception_gap",
|
| 213 |
+
"humor_mutual_score",
|
| 214 |
+
"humor_perception_product",
|
| 215 |
+
"ambition_perception_gap",
|
| 216 |
+
"ambition_mutual_score",
|
| 217 |
+
"ambition_perception_product",
|
| 218 |
+
"attractiveness_value_fulfillment_dater",
|
| 219 |
+
"sincerity_value_fulfillment_dater",
|
| 220 |
+
"intelligence_value_fulfillment_dater",
|
| 221 |
+
"humor_value_fulfillment_dater",
|
| 222 |
+
"ambition_value_fulfillment_dater",
|
| 223 |
+
"attractiveness_self_awareness_gap",
|
| 224 |
+
"sincerity_self_awareness_gap",
|
| 225 |
+
"intelligence_self_awareness_gap",
|
| 226 |
+
"humor_self_awareness_gap",
|
| 227 |
+
"ambition_self_awareness_gap",
|
| 228 |
+
"total_perception_gap",
|
| 229 |
+
"total_mutual_score",
|
| 230 |
+
"total_value_fulfillment",
|
| 231 |
+
"total_self_awareness_gap",
|
| 232 |
+
"expectation_meets_reality",
|
| 233 |
+
"confidence_calibration",
|
| 234 |
+
"age_gap_abs",
|
| 235 |
+
"age_gap_squared",
|
| 236 |
+
"dater_is_older",
|
| 237 |
+
"combined_age",
|
| 238 |
+
"interest_diversity",
|
| 239 |
+
"interest_intensity",
|
| 240 |
+
"max_interest",
|
| 241 |
+
"min_interest",
|
| 242 |
+
"interest_range",
|
| 243 |
+
"importance_concentration_dater",
|
| 244 |
+
"max_importance_dater",
|
| 245 |
+
"importance_concentration_dated",
|
| 246 |
+
"importance_alignment_0",
|
| 247 |
+
"importance_alignment_1",
|
| 248 |
+
"importance_alignment_2",
|
| 249 |
+
"importance_alignment_3",
|
| 250 |
+
"importance_alignment_4",
|
| 251 |
+
"importance_alignment_5",
|
| 252 |
+
"total_importance_alignment",
|
| 253 |
+
"dater_race_encoded",
|
| 254 |
+
"dated_race_encoded",
|
| 255 |
+
"race_match",
|
| 256 |
+
"is_dater_male_int",
|
| 257 |
+
"are_same_race_int",
|
| 258 |
+
"already_met_int"
|
| 259 |
+
],
|
| 260 |
+
"gottman_proxy": [
|
| 261 |
+
"gottman_proxy_contempt",
|
| 262 |
+
"gottman_proxy_criticism",
|
| 263 |
+
"gottman_proxy_defensiveness",
|
| 264 |
+
"gottman_proxy_stonewalling",
|
| 265 |
+
"gottman_proxy_love_maps",
|
| 266 |
+
"gottman_proxy_shared_goals",
|
| 267 |
+
"gottman_proxy_horsemen",
|
| 268 |
+
"gottman_proxy_positive",
|
| 269 |
+
"gottman_proxy_ratio",
|
| 270 |
+
"gottman_proxy_contempt_x_stonewalling",
|
| 271 |
+
"gottman_proxy_criticism_x_defensiveness",
|
| 272 |
+
"gottman_proxy_love_x_goals",
|
| 273 |
+
"gottman_proxy_net_risk"
|
| 274 |
+
],
|
| 275 |
+
"survival_prior": [
|
| 276 |
+
"survival_age_risk_dater",
|
| 277 |
+
"survival_couple_age_risk",
|
| 278 |
+
"survival_prior_relationship_risk",
|
| 279 |
+
"survival_early_risk",
|
| 280 |
+
"survival_base_divorce_rate",
|
| 281 |
+
"survival_age_gap_risk",
|
| 282 |
+
"survival_combined_risk"
|
| 283 |
+
]
|
| 284 |
+
},
|
| 285 |
+
"metrics": {
|
| 286 |
+
"auc_roc": 0.8896227827258438,
|
| 287 |
+
"auc_pr": 0.7107996161690013,
|
| 288 |
+
"f1": 0.63,
|
| 289 |
+
"accuracy": 0.8587786259541985,
|
| 290 |
+
"brier": 0.09344870216517447
|
| 291 |
+
},
|
| 292 |
+
"improvements_over_baseline": {
|
| 293 |
+
"AUC-ROC": {
|
| 294 |
+
"baseline": 0.8841591198263603,
|
| 295 |
+
"enhanced": 0.8896227827258438,
|
| 296 |
+
"delta": 0.0054636628994835235,
|
| 297 |
+
"pct_change": 0.617950183057155
|
| 298 |
+
},
|
| 299 |
+
"AUC-PR": {
|
| 300 |
+
"baseline": 0.6933301285721436,
|
| 301 |
+
"enhanced": 0.7107996161690013,
|
| 302 |
+
"delta": 0.017469487596857736,
|
| 303 |
+
"pct_change": 2.519649280615384
|
| 304 |
+
},
|
| 305 |
+
"Brier": {
|
| 306 |
+
"baseline": 0.09600139682009662,
|
| 307 |
+
"enhanced": 0.09344870216517447,
|
| 308 |
+
"delta": -0.0025526946549221524,
|
| 309 |
+
"pct_change": -2.6590182429385023
|
| 310 |
+
},
|
| 311 |
+
"Accuracy": {
|
| 312 |
+
"baseline": 0.8349236641221374,
|
| 313 |
+
"enhanced": 0.8587786259541985,
|
| 314 |
+
"delta": 0.02385496183206115,
|
| 315 |
+
"pct_change": 2.857142857142867
|
| 316 |
+
},
|
| 317 |
+
"F1": {
|
| 318 |
+
"baseline": 0.6197802197802198,
|
| 319 |
+
"enhanced": 0.63,
|
| 320 |
+
"delta": 0.010219780219780206,
|
| 321 |
+
"pct_change": 1.6489361702127634
|
| 322 |
+
},
|
| 323 |
+
"Precision": {
|
| 324 |
+
"baseline": 0.5241635687732342,
|
| 325 |
+
"enhanced": 0.5887850467289719,
|
| 326 |
+
"delta": 0.0646214779557377,
|
| 327 |
+
"pct_change": 12.328494730562722
|
| 328 |
+
},
|
| 329 |
+
"Recall": {
|
| 330 |
+
"baseline": 0.7580645161290323,
|
| 331 |
+
"enhanced": 0.6774193548387096,
|
| 332 |
+
"delta": -0.08064516129032262,
|
| 333 |
+
"pct_change": -10.63829787234043
|
| 334 |
+
}
|
| 335 |
+
},
|
| 336 |
+
"data_sources": {
|
| 337 |
+
"primary": "mstz/speeddating (1048 encounters)",
|
| 338 |
+
"gottman_behavioral": "andrewmvd/divorce-prediction (170 couples, Kaggle)",
|
| 339 |
+
"survival_longitudinal": "vedastro-org/15000-Famous-People-Marriage-Divorce-Info (14688 marriages)"
|
| 340 |
+
}
|
| 341 |
+
}
|