Publish full Semanta dataset suite on default branch
Browse filesThis view is limited to 50 files because it contains too many changes. See raw diff
- .gitattributes +3 -60
- data/industry_vertical_suite/ai/semanta_ai_world_native_synthetic_100000x100.csv.gz +3 -0
- data/industry_vertical_suite/banks/semanta_banks_world_native_synthetic_100000x100.csv.gz +3 -0
- data/industry_vertical_suite/fmcg/semanta_fmcg_world_native_synthetic_100000x100.csv.gz +3 -0
- data/industry_vertical_suite/hedge_funds/semanta_hedge_funds_world_native_synthetic_100000x100.csv.gz +3 -0
- data/industry_vertical_suite/insurance/semanta_insurance_world_native_synthetic_100000x100.csv.gz +3 -0
- data/industry_vertical_suite/manufacturing/semanta_manufacturing_world_native_synthetic_100000x100.csv.gz +3 -0
- data/industry_vertical_suite/medicine/semanta_medicine_world_native_synthetic_100000x100.csv.gz +3 -0
- data/industry_vertical_suite/pharma/semanta_pharma_world_native_synthetic_100000x100.csv.gz +3 -0
- data/industry_vertical_suite/retail/semanta_retail_world_native_synthetic_100000x100.csv.gz +3 -0
- data/industry_vertical_suite/science/semanta_science_world_native_synthetic_100000x100.csv.gz +3 -0
- data/industry_vertical_suite/security/semanta_security_world_native_synthetic_100000x100.csv.gz +3 -0
- data/long_history_10cols/daily_history.csv.gz +3 -0
- data/long_history_10cols/schema.json +16 -0
- data/multi_industry_breadth/cybersecurity.csv.gz +3 -0
- data/multi_industry_breadth/defense.csv.gz +3 -0
- data/multi_industry_breadth/energy.csv.gz +3 -0
- data/multi_industry_breadth/finance.csv.gz +3 -0
- data/multi_industry_breadth/logistics.csv.gz +3 -0
- data/multi_industry_breadth/manufacturing.csv.gz +3 -0
- data/multi_industry_breadth/medicine.csv.gz +3 -0
- data/multi_industry_breadth/public_sector.csv.gz +3 -0
- data/multi_industry_breadth/retail.csv.gz +3 -0
- data/multi_industry_breadth/schema.json +556 -0
- data/multi_industry_breadth/telecom.csv.gz +3 -0
- data/wide_100cols_1000000rows/part-00000.csv.gz +3 -0
- data/wide_100cols_1000000rows/part-00001.csv.gz +3 -0
- data/wide_100cols_1000000rows/part-00002.csv.gz +3 -0
- data/wide_100cols_1000000rows/part-00003.csv.gz +3 -0
- data/wide_100cols_1000000rows/schema.json +23 -0
- metrics/industry_vertical_suite/ai_quality_metrics.json +302 -0
- metrics/industry_vertical_suite/banks_quality_metrics.json +302 -0
- metrics/industry_vertical_suite/fmcg_quality_metrics.json +302 -0
- metrics/industry_vertical_suite/hedge_funds_quality_metrics.json +302 -0
- metrics/industry_vertical_suite/insurance_quality_metrics.json +302 -0
- metrics/industry_vertical_suite/manufacturing_quality_metrics.json +302 -0
- metrics/industry_vertical_suite/medicine_quality_metrics.json +302 -0
- metrics/industry_vertical_suite/pharma_quality_metrics.json +302 -0
- metrics/industry_vertical_suite/retail_quality_metrics.json +302 -0
- metrics/industry_vertical_suite/science_quality_metrics.json +302 -0
- metrics/industry_vertical_suite/security_quality_metrics.json +302 -0
- metrics/industry_vertical_suite/suite_scorecard.json +52 -0
- metrics/long_history_10cols_metrics.json +47 -0
- metrics/multi_industry_breadth_metrics.json +10 -0
- metrics/quality_showcase.json +133 -0
- metrics/suite_scorecard.json +13 -0
- metrics/wide_100cols_1000000rows_metrics.json +75 -0
- schemas/industry_vertical_suite/ai_schema.json +630 -0
- schemas/industry_vertical_suite/banks_schema.json +630 -0
- schemas/industry_vertical_suite/fmcg_schema.json +630 -0
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data/multi_industry_breadth/schema.json
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| 1 |
+
{
|
| 2 |
+
"dataset": "multi_industry_breadth",
|
| 3 |
+
"rows": 250000,
|
| 4 |
+
"columns": 14,
|
| 5 |
+
"industries": [
|
| 6 |
+
"finance",
|
| 7 |
+
"retail",
|
| 8 |
+
"manufacturing",
|
| 9 |
+
"defense",
|
| 10 |
+
"medicine",
|
| 11 |
+
"cybersecurity",
|
| 12 |
+
"energy",
|
| 13 |
+
"logistics",
|
| 14 |
+
"telecom",
|
| 15 |
+
"public_sector"
|
| 16 |
+
],
|
| 17 |
+
"rows_per_domain": 25000,
|
| 18 |
+
"format": "csv.gz",
|
| 19 |
+
"files": [
|
| 20 |
+
{
|
| 21 |
+
"industry": "finance",
|
| 22 |
+
"file": "data/multi_industry_breadth/finance.csv.gz",
|
| 23 |
+
"rows": 25000,
|
| 24 |
+
"bytes": 950049,
|
| 25 |
+
"profile": {
|
| 26 |
+
"scenarios": [
|
| 27 |
+
"liquidity shock",
|
| 28 |
+
"regime transition",
|
| 29 |
+
"counterparty stress",
|
| 30 |
+
"volatility burst"
|
| 31 |
+
],
|
| 32 |
+
"demand_base": 0.35,
|
| 33 |
+
"supply_base": 0.62,
|
| 34 |
+
"risk_base": 0.09,
|
| 35 |
+
"demand_vol": 0.11,
|
| 36 |
+
"supply_vol": 0.08,
|
| 37 |
+
"risk_vol": 0.18,
|
| 38 |
+
"phase": 17,
|
| 39 |
+
"period": 31,
|
| 40 |
+
"shock_every": 251,
|
| 41 |
+
"entity_count": 1500,
|
| 42 |
+
"decision_threshold": 0.22,
|
| 43 |
+
"policy": "standard_synthetic_demo"
|
| 44 |
+
},
|
| 45 |
+
"feature_stats_sample": {
|
| 46 |
+
"demand_signal": {
|
| 47 |
+
"min": 0.240016,
|
| 48 |
+
"max": 0.474993,
|
| 49 |
+
"mean": 0.357729
|
| 50 |
+
},
|
| 51 |
+
"supply_signal": {
|
| 52 |
+
"min": 0.54,
|
| 53 |
+
"max": 0.7,
|
| 54 |
+
"mean": 0.620003
|
| 55 |
+
},
|
| 56 |
+
"risk_signal": {
|
| 57 |
+
"min": 0.090005,
|
| 58 |
+
"max": 0.27,
|
| 59 |
+
"mean": 0.204676
|
| 60 |
+
},
|
| 61 |
+
"anomaly_score": {
|
| 62 |
+
"min": 0.024301,
|
| 63 |
+
"max": 1.0,
|
| 64 |
+
"mean": 0.059041
|
| 65 |
+
},
|
| 66 |
+
"decision_target": {
|
| 67 |
+
"min": 0.030694,
|
| 68 |
+
"max": 0.290014,
|
| 69 |
+
"mean": 0.228512
|
| 70 |
+
}
|
| 71 |
+
}
|
| 72 |
+
},
|
| 73 |
+
{
|
| 74 |
+
"industry": "retail",
|
| 75 |
+
"file": "data/multi_industry_breadth/retail.csv.gz",
|
| 76 |
+
"rows": 25000,
|
| 77 |
+
"bytes": 955185,
|
| 78 |
+
"profile": {
|
| 79 |
+
"scenarios": [
|
| 80 |
+
"promotion surge",
|
| 81 |
+
"inventory stockout",
|
| 82 |
+
"seasonal demand",
|
| 83 |
+
"return-rate spike"
|
| 84 |
+
],
|
| 85 |
+
"demand_base": 0.377,
|
| 86 |
+
"supply_base": 0.602,
|
| 87 |
+
"risk_base": 0.122,
|
| 88 |
+
"demand_vol": 0.127,
|
| 89 |
+
"supply_vol": 0.091,
|
| 90 |
+
"risk_vol": 0.213,
|
| 91 |
+
"phase": 30,
|
| 92 |
+
"period": 36,
|
| 93 |
+
"shock_every": 242,
|
| 94 |
+
"entity_count": 1800,
|
| 95 |
+
"decision_threshold": 0.226,
|
| 96 |
+
"policy": "standard_synthetic_demo"
|
| 97 |
+
},
|
| 98 |
+
"feature_stats_sample": {
|
| 99 |
+
"demand_signal": {
|
| 100 |
+
"min": 0.250065,
|
| 101 |
+
"max": 0.518839,
|
| 102 |
+
"mean": 0.384687
|
| 103 |
+
},
|
| 104 |
+
"supply_signal": {
|
| 105 |
+
"min": 0.511,
|
| 106 |
+
"max": 0.693,
|
| 107 |
+
"mean": 0.601858
|
| 108 |
+
},
|
| 109 |
+
"risk_signal": {
|
| 110 |
+
"min": 0.122006,
|
| 111 |
+
"max": 0.335,
|
| 112 |
+
"mean": 0.257607
|
| 113 |
+
},
|
| 114 |
+
"anomaly_score": {
|
| 115 |
+
"min": 0.032942,
|
| 116 |
+
"max": 1.0,
|
| 117 |
+
"mean": 0.073422
|
| 118 |
+
},
|
| 119 |
+
"decision_target": {
|
| 120 |
+
"min": 0.007836,
|
| 121 |
+
"max": 0.288571,
|
| 122 |
+
"mean": 0.217346
|
| 123 |
+
}
|
| 124 |
+
}
|
| 125 |
+
},
|
| 126 |
+
{
|
| 127 |
+
"industry": "manufacturing",
|
| 128 |
+
"file": "data/multi_industry_breadth/manufacturing.csv.gz",
|
| 129 |
+
"rows": 25000,
|
| 130 |
+
"bytes": 979164,
|
| 131 |
+
"profile": {
|
| 132 |
+
"scenarios": [
|
| 133 |
+
"line downtime",
|
| 134 |
+
"quality drift",
|
| 135 |
+
"supplier delay",
|
| 136 |
+
"capacity replan"
|
| 137 |
+
],
|
| 138 |
+
"demand_base": 0.404,
|
| 139 |
+
"supply_base": 0.584,
|
| 140 |
+
"risk_base": 0.154,
|
| 141 |
+
"demand_vol": 0.144,
|
| 142 |
+
"supply_vol": 0.102,
|
| 143 |
+
"risk_vol": 0.246,
|
| 144 |
+
"phase": 43,
|
| 145 |
+
"period": 41,
|
| 146 |
+
"shock_every": 233,
|
| 147 |
+
"entity_count": 2100,
|
| 148 |
+
"decision_threshold": 0.232,
|
| 149 |
+
"policy": "standard_synthetic_demo"
|
| 150 |
+
},
|
| 151 |
+
"feature_stats_sample": {
|
| 152 |
+
"demand_signal": {
|
| 153 |
+
"min": 0.260041,
|
| 154 |
+
"max": 0.562983,
|
| 155 |
+
"mean": 0.41158
|
| 156 |
+
},
|
| 157 |
+
"supply_signal": {
|
| 158 |
+
"min": 0.482,
|
| 159 |
+
"max": 0.686,
|
| 160 |
+
"mean": 0.583616
|
| 161 |
+
},
|
| 162 |
+
"risk_signal": {
|
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ADDED
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| 1 |
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{
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"mean": 0.55797,
|
| 217 |
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"std": 0.094761
|
| 218 |
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},
|
| 219 |
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"tool_use_depth": {
|
| 220 |
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"min": 0.260701,
|
| 221 |
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"max": 0.87142,
|
| 222 |
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"mean": 0.542157,
|
| 223 |
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"std": 0.095546
|
| 224 |
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},
|
| 225 |
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"alignment_score": {
|
| 226 |
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"min": 0.252582,
|
| 227 |
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"max": 0.885634,
|
| 228 |
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"mean": 0.544721,
|
| 229 |
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"std": 0.097974
|
| 230 |
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},
|
| 231 |
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"retrieval_dependency": {
|
| 232 |
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"min": 0.282762,
|
| 233 |
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"max": 0.854729,
|
| 234 |
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"mean": 0.548179,
|
| 235 |
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"std": 0.088227
|
| 236 |
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},
|
| 237 |
+
"context_window_pressure": {
|
| 238 |
+
"min": 0.277495,
|
| 239 |
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"max": 0.846678,
|
| 240 |
+
"mean": 0.532012,
|
| 241 |
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"std": 0.088498
|
| 242 |
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},
|
| 243 |
+
"reasoning_branch_count": {
|
| 244 |
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"min": 0.268666,
|
| 245 |
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"max": 0.888788,
|
| 246 |
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"mean": 0.550764,
|
| 247 |
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"std": 0.093905
|
| 248 |
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},
|
| 249 |
+
"instruction_conflict_density": {
|
| 250 |
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"min": 0.283124,
|
| 251 |
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"max": 0.892903,
|
| 252 |
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"mean": 0.552918,
|
| 253 |
+
"std": 0.097019
|
| 254 |
+
},
|
| 255 |
+
"safety_policy_pressure": {
|
| 256 |
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"min": 0.231218,
|
| 257 |
+
"max": 0.89045,
|
| 258 |
+
"mean": 0.537547,
|
| 259 |
+
"std": 0.097009
|
| 260 |
+
},
|
| 261 |
+
"agent_loop_risk": {
|
| 262 |
+
"min": 0.269451,
|
| 263 |
+
"max": 0.861844,
|
| 264 |
+
"mean": 0.540571,
|
| 265 |
+
"std": 0.087498
|
| 266 |
+
},
|
| 267 |
+
"grounding_signal": {
|
| 268 |
+
"min": 0.290851,
|
| 269 |
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"max": 0.885089,
|
| 270 |
+
"mean": 0.558895,
|
| 271 |
+
"std": 0.092313
|
| 272 |
+
}
|
| 273 |
+
},
|
| 274 |
+
"quality_score": 0.972752,
|
| 275 |
+
"ml_readiness": {
|
| 276 |
+
"suggested_tasks": [
|
| 277 |
+
"tabular_classification",
|
| 278 |
+
"tabular_regression",
|
| 279 |
+
"risk_scoring",
|
| 280 |
+
"anomaly_detection",
|
| 281 |
+
"scenario_coverage_testing",
|
| 282 |
+
"drift_detection"
|
| 283 |
+
],
|
| 284 |
+
"split_contract": {
|
| 285 |
+
"train": 0.8,
|
| 286 |
+
"validation": 0.1,
|
| 287 |
+
"test": 0.1,
|
| 288 |
+
"split_method": "time_ordered"
|
| 289 |
+
},
|
| 290 |
+
"target_columns": [
|
| 291 |
+
"target_label",
|
| 292 |
+
"target_score",
|
| 293 |
+
"risk_score",
|
| 294 |
+
"anomaly_score"
|
| 295 |
+
]
|
| 296 |
+
},
|
| 297 |
+
"market_story": {
|
| 298 |
+
"buyer": "AI labs, model builders, evaluation teams, agent-platform teams and enterprise AI groups",
|
| 299 |
+
"primary_use_case": "prompt complexity, eval difficulty, hallucination risk and tool-use scenario generation",
|
| 300 |
+
"success_story": "An AI team can generate controlled evaluation/training substrates for agents and models while keeping customer data out of external model providers."
|
| 301 |
+
}
|
| 302 |
+
}
|
metrics/industry_vertical_suite/banks_quality_metrics.json
ADDED
|
@@ -0,0 +1,302 @@
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|
|
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|
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|
|
|
|
|
|
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|
|
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|
|
|
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|
|
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|
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|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"artifact": "semanta_industry_dataset_metrics",
|
| 3 |
+
"created_at_utc": "2026-06-18T20:46:21Z",
|
| 4 |
+
"canon": "v3.7 Final",
|
| 5 |
+
"industry": "banks",
|
| 6 |
+
"title": "Banks",
|
| 7 |
+
"rows": 100000,
|
| 8 |
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"columns": 100,
|
| 9 |
+
"feature_columns": 83,
|
| 10 |
+
"common_world_features": 33,
|
| 11 |
+
"domain_features": 50,
|
| 12 |
+
"synthetic_only": true,
|
| 13 |
+
"customer_data_sent_to_external_provider": false,
|
| 14 |
+
"external_provider_used": false,
|
| 15 |
+
"data_file": "C:\\SemantaAI\\artifacts\\hf_publications\\semanta-industry-suite\\industry-suite-20260618-01\\hf_dataset\\data\\industry_vertical_suite\\banks\\semanta_banks_world_native_synthetic_100000x100.csv.gz",
|
| 16 |
+
"data_file_sha256": "f9f171fe408f5557d5065f0321ee7865c55d74283460e2bdeaccc39c2c5264dd",
|
| 17 |
+
"content_hash_sha256": "4cd796ec9458ac0810642ddba53cd27d98a795823c3aa3e4acebf3955900f7b8",
|
| 18 |
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"missing_rate": 0.0,
|
| 19 |
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"duplicate_record_id_rate": 0.0,
|
| 20 |
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"scenario_coverage": 1.0,
|
| 21 |
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"region_coverage": 1.0,
|
| 22 |
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"label_distribution": {
|
| 23 |
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"approve": {
|
| 24 |
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"count": 24828,
|
| 25 |
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"share": 0.24828
|
| 26 |
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},
|
| 27 |
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"escalate": {
|
| 28 |
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"count": 2298,
|
| 29 |
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"share": 0.02298
|
| 30 |
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},
|
| 31 |
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"reject": {
|
| 32 |
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"count": 33330,
|
| 33 |
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"share": 0.3333
|
| 34 |
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},
|
| 35 |
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"review": {
|
| 36 |
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"count": 39544,
|
| 37 |
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"share": 0.39544
|
| 38 |
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}
|
| 39 |
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},
|
| 40 |
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"scenario_distribution": {
|
| 41 |
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"adversarial": {
|
| 42 |
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"count": 5037,
|
| 43 |
+
"share": 0.05037
|
| 44 |
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},
|
| 45 |
+
"baseline": {
|
| 46 |
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"count": 23055,
|
| 47 |
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"share": 0.23055
|
| 48 |
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},
|
| 49 |
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"drift": {
|
| 50 |
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"count": 12964,
|
| 51 |
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"share": 0.12964
|
| 52 |
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},
|
| 53 |
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"efficiency_push": {
|
| 54 |
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"count": 9962,
|
| 55 |
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"share": 0.09962
|
| 56 |
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},
|
| 57 |
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"growth": {
|
| 58 |
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"count": 13910,
|
| 59 |
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"share": 0.1391
|
| 60 |
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},
|
| 61 |
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"rare_event": {
|
| 62 |
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"count": 7966,
|
| 63 |
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"share": 0.07966
|
| 64 |
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},
|
| 65 |
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"recovery": {
|
| 66 |
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"count": 3991,
|
| 67 |
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"share": 0.03991
|
| 68 |
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},
|
| 69 |
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"shock": {
|
| 70 |
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"count": 10058,
|
| 71 |
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"share": 0.10058
|
| 72 |
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},
|
| 73 |
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"stress": {
|
| 74 |
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"count": 13057,
|
| 75 |
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"share": 0.13057
|
| 76 |
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}
|
| 77 |
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},
|
| 78 |
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"region_distribution": {
|
| 79 |
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"africa": {
|
| 80 |
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"count": 16716,
|
| 81 |
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"share": 0.16716
|
| 82 |
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},
|
| 83 |
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"asia_pacific": {
|
| 84 |
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"count": 16857,
|
| 85 |
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"share": 0.16857
|
| 86 |
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},
|
| 87 |
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"europe": {
|
| 88 |
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"count": 16646,
|
| 89 |
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"share": 0.16646
|
| 90 |
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},
|
| 91 |
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"latin_america": {
|
| 92 |
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"count": 16491,
|
| 93 |
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"share": 0.16491
|
| 94 |
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},
|
| 95 |
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"middle_east": {
|
| 96 |
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"count": 16734,
|
| 97 |
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"share": 0.16734
|
| 98 |
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},
|
| 99 |
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"north_america": {
|
| 100 |
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"count": 16556,
|
| 101 |
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"share": 0.16556
|
| 102 |
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}
|
| 103 |
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},
|
| 104 |
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"numeric_profile": {
|
| 105 |
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"target_score": {
|
| 106 |
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"min": 0.204405,
|
| 107 |
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"max": 0.782758,
|
| 108 |
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|
| 109 |
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|
| 110 |
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},
|
| 111 |
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|
| 112 |
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|
| 113 |
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|
| 114 |
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|
| 115 |
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|
| 116 |
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},
|
| 117 |
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|
| 118 |
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|
| 119 |
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|
| 120 |
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|
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|
| 122 |
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|
| 123 |
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|
| 124 |
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|
| 125 |
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|
| 126 |
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|
| 127 |
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|
| 128 |
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},
|
| 129 |
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|
| 130 |
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"min": 0.15525,
|
| 131 |
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"max": 0.802551,
|
| 132 |
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"mean": 0.502934,
|
| 133 |
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"std": 0.134546
|
| 134 |
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},
|
| 135 |
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"macro_inflation_pressure": {
|
| 136 |
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"min": 0.205397,
|
| 137 |
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"max": 0.692487,
|
| 138 |
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"mean": 0.397387,
|
| 139 |
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|
| 140 |
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},
|
| 141 |
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"liquidity_index": {
|
| 142 |
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"min": 0.338385,
|
| 143 |
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"max": 0.824049,
|
| 144 |
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"mean": 0.618454,
|
| 145 |
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|
| 146 |
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},
|
| 147 |
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|
| 148 |
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"min": 0.032837,
|
| 149 |
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"max": 0.631573,
|
| 150 |
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"mean": 0.289032,
|
| 151 |
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"std": 0.113202
|
| 152 |
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},
|
| 153 |
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"demand_pressure": {
|
| 154 |
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"min": 0.235464,
|
| 155 |
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"max": 0.900783,
|
| 156 |
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"mean": 0.576102,
|
| 157 |
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"std": 0.158362
|
| 158 |
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},
|
| 159 |
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"supply_pressure": {
|
| 160 |
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"min": 0.224673,
|
| 161 |
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"max": 0.750005,
|
| 162 |
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"mean": 0.44648,
|
| 163 |
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"std": 0.089028
|
| 164 |
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},
|
| 165 |
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"event_velocity": {
|
| 166 |
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"min": 0.069375,
|
| 167 |
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"max": 0.61112,
|
| 168 |
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"mean": 0.336619,
|
| 169 |
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"std": 0.089817
|
| 170 |
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},
|
| 171 |
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"regulatory_pressure": {
|
| 172 |
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"min": 0.138403,
|
| 173 |
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"max": 0.519555,
|
| 174 |
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"mean": 0.309559,
|
| 175 |
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"std": 0.061815
|
| 176 |
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},
|
| 177 |
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"sentiment_index": {
|
| 178 |
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"min": 0.125409,
|
| 179 |
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"max": 0.883348,
|
| 180 |
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"mean": 0.519429,
|
| 181 |
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"std": 0.164152
|
| 182 |
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},
|
| 183 |
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"infrastructure_load": {
|
| 184 |
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"min": 0.257533,
|
| 185 |
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"max": 0.702636,
|
| 186 |
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"mean": 0.494698,
|
| 187 |
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"std": 0.070775
|
| 188 |
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},
|
| 189 |
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"human_review_risk": {
|
| 190 |
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"min": 0.23359,
|
| 191 |
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"max": 0.671438,
|
| 192 |
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"mean": 0.42187,
|
| 193 |
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"std": 0.067311
|
| 194 |
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},
|
| 195 |
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"data_quality_score": {
|
| 196 |
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"min": 0.807312,
|
| 197 |
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"max": 0.951136,
|
| 198 |
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"mean": 0.888423,
|
| 199 |
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"std": 0.020139
|
| 200 |
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},
|
| 201 |
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"credit_utilization": {
|
| 202 |
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"min": 0.254829,
|
| 203 |
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"max": 0.8022,
|
| 204 |
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"mean": 0.503223,
|
| 205 |
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"std": 0.084374
|
| 206 |
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},
|
| 207 |
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"payment_delay_pressure": {
|
| 208 |
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"min": 0.255149,
|
| 209 |
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"max": 0.817766,
|
| 210 |
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"mean": 0.520759,
|
| 211 |
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"std": 0.089372
|
| 212 |
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},
|
| 213 |
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"transaction_velocity": {
|
| 214 |
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"min": 0.25529,
|
| 215 |
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"max": 0.878965,
|
| 216 |
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"mean": 0.538561,
|
| 217 |
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"std": 0.094554
|
| 218 |
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},
|
| 219 |
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"fraud_ring_density": {
|
| 220 |
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"min": 0.259802,
|
| 221 |
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"max": 0.854813,
|
| 222 |
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"mean": 0.523447,
|
| 223 |
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"std": 0.09517
|
| 224 |
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},
|
| 225 |
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"liquidity_buffer": {
|
| 226 |
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"min": 0.234538,
|
| 227 |
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"max": 0.867083,
|
| 228 |
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"mean": 0.52596,
|
| 229 |
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"std": 0.097998
|
| 230 |
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},
|
| 231 |
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"capital_adequacy_pressure": {
|
| 232 |
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"min": 0.260562,
|
| 233 |
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"max": 0.835321,
|
| 234 |
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"mean": 0.528784,
|
| 235 |
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"std": 0.087761
|
| 236 |
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},
|
| 237 |
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"kyc_complexity": {
|
| 238 |
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"min": 0.249537,
|
| 239 |
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"max": 0.82678,
|
| 240 |
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"mean": 0.513437,
|
| 241 |
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"std": 0.088409
|
| 242 |
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},
|
| 243 |
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"deposit_stability": {
|
| 244 |
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"min": 0.263615,
|
| 245 |
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"max": 0.864519,
|
| 246 |
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"mean": 0.531607,
|
| 247 |
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"std": 0.093526
|
| 248 |
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},
|
| 249 |
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"loan_to_value_pressure": {
|
| 250 |
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"min": 0.254487,
|
| 251 |
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"max": 0.868761,
|
| 252 |
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"mean": 0.533748,
|
| 253 |
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"std": 0.096619
|
| 254 |
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},
|
| 255 |
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"counterparty_concentration": {
|
| 256 |
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"min": 0.244915,
|
| 257 |
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"max": 0.853725,
|
| 258 |
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"mean": 0.51922,
|
| 259 |
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"std": 0.09675
|
| 260 |
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},
|
| 261 |
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"chargeback_signal": {
|
| 262 |
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"min": 0.258379,
|
| 263 |
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"max": 0.814501,
|
| 264 |
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"mean": 0.521433,
|
| 265 |
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"std": 0.087162
|
| 266 |
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},
|
| 267 |
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"branch_load": {
|
| 268 |
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"min": 0.265949,
|
| 269 |
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"max": 0.868009,
|
| 270 |
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"mean": 0.539353,
|
| 271 |
+
"std": 0.092101
|
| 272 |
+
}
|
| 273 |
+
},
|
| 274 |
+
"quality_score": 0.968172,
|
| 275 |
+
"ml_readiness": {
|
| 276 |
+
"suggested_tasks": [
|
| 277 |
+
"tabular_classification",
|
| 278 |
+
"tabular_regression",
|
| 279 |
+
"risk_scoring",
|
| 280 |
+
"anomaly_detection",
|
| 281 |
+
"scenario_coverage_testing",
|
| 282 |
+
"drift_detection"
|
| 283 |
+
],
|
| 284 |
+
"split_contract": {
|
| 285 |
+
"train": 0.8,
|
| 286 |
+
"validation": 0.1,
|
| 287 |
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"test": 0.1,
|
| 288 |
+
"split_method": "time_ordered"
|
| 289 |
+
},
|
| 290 |
+
"target_columns": [
|
| 291 |
+
"target_label",
|
| 292 |
+
"target_score",
|
| 293 |
+
"risk_score",
|
| 294 |
+
"anomaly_score"
|
| 295 |
+
]
|
| 296 |
+
},
|
| 297 |
+
"market_story": {
|
| 298 |
+
"buyer": "banks, fintech risk teams, credit and fraud operations",
|
| 299 |
+
"primary_use_case": "credit risk, transaction anomaly, liquidity and operational-risk simulation",
|
| 300 |
+
"success_story": "A bank can stress-test credit and fraud models against synthetic regime shifts before the same pattern appears in production."
|
| 301 |
+
}
|
| 302 |
+
}
|
metrics/industry_vertical_suite/fmcg_quality_metrics.json
ADDED
|
@@ -0,0 +1,302 @@
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|
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|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
|
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|
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|
|
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|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"artifact": "semanta_industry_dataset_metrics",
|
| 3 |
+
"created_at_utc": "2026-06-18T20:52:09Z",
|
| 4 |
+
"canon": "v3.7 Final",
|
| 5 |
+
"industry": "fmcg",
|
| 6 |
+
"title": "FMCG",
|
| 7 |
+
"rows": 100000,
|
| 8 |
+
"columns": 100,
|
| 9 |
+
"feature_columns": 83,
|
| 10 |
+
"common_world_features": 33,
|
| 11 |
+
"domain_features": 50,
|
| 12 |
+
"synthetic_only": true,
|
| 13 |
+
"customer_data_sent_to_external_provider": false,
|
| 14 |
+
"external_provider_used": false,
|
| 15 |
+
"data_file": "C:\\SemantaAI\\artifacts\\hf_publications\\semanta-industry-suite\\industry-suite-20260618-01\\hf_dataset\\data\\industry_vertical_suite\\fmcg\\semanta_fmcg_world_native_synthetic_100000x100.csv.gz",
|
| 16 |
+
"data_file_sha256": "f74a41fee72816050272f787ab4df3de5766c7c9e927b7df2d678b38a23b5c9b",
|
| 17 |
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"content_hash_sha256": "233eb549a378b5c930a21d696e9cf449b899b59051cbeb6446372e6e1b397150",
|
| 18 |
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"missing_rate": 0.0,
|
| 19 |
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"duplicate_record_id_rate": 0.0,
|
| 20 |
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"scenario_coverage": 1.0,
|
| 21 |
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"region_coverage": 1.0,
|
| 22 |
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"label_distribution": {
|
| 23 |
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"approve": {
|
| 24 |
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"count": 14929,
|
| 25 |
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"share": 0.14929
|
| 26 |
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},
|
| 27 |
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"escalate": {
|
| 28 |
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"count": 915,
|
| 29 |
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"share": 0.00915
|
| 30 |
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},
|
| 31 |
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"reject": {
|
| 32 |
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"count": 44702,
|
| 33 |
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"share": 0.44702
|
| 34 |
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},
|
| 35 |
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"review": {
|
| 36 |
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"count": 39454,
|
| 37 |
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"share": 0.39454
|
| 38 |
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}
|
| 39 |
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},
|
| 40 |
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"scenario_distribution": {
|
| 41 |
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"adversarial": {
|
| 42 |
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"count": 5029,
|
| 43 |
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"share": 0.05029
|
| 44 |
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},
|
| 45 |
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"baseline": {
|
| 46 |
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"count": 22855,
|
| 47 |
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"share": 0.22855
|
| 48 |
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},
|
| 49 |
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"drift": {
|
| 50 |
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"count": 13021,
|
| 51 |
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"share": 0.13021
|
| 52 |
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},
|
| 53 |
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"efficiency_push": {
|
| 54 |
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"count": 10081,
|
| 55 |
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"share": 0.10081
|
| 56 |
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},
|
| 57 |
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|
| 58 |
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"count": 14033,
|
| 59 |
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|
| 60 |
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},
|
| 61 |
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"rare_event": {
|
| 62 |
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"count": 7927,
|
| 63 |
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"share": 0.07927
|
| 64 |
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},
|
| 65 |
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"recovery": {
|
| 66 |
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|
| 67 |
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"share": 0.03963
|
| 68 |
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},
|
| 69 |
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"shock": {
|
| 70 |
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"count": 10054,
|
| 71 |
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"share": 0.10054
|
| 72 |
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},
|
| 73 |
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"stress": {
|
| 74 |
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"count": 13037,
|
| 75 |
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"share": 0.13037
|
| 76 |
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}
|
| 77 |
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},
|
| 78 |
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"region_distribution": {
|
| 79 |
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"africa": {
|
| 80 |
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"count": 16797,
|
| 81 |
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"share": 0.16797
|
| 82 |
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},
|
| 83 |
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"asia_pacific": {
|
| 84 |
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"count": 16799,
|
| 85 |
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"share": 0.16799
|
| 86 |
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},
|
| 87 |
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"europe": {
|
| 88 |
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"count": 16756,
|
| 89 |
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"share": 0.16756
|
| 90 |
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},
|
| 91 |
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"latin_america": {
|
| 92 |
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"count": 16626,
|
| 93 |
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"share": 0.16626
|
| 94 |
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},
|
| 95 |
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"middle_east": {
|
| 96 |
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"count": 16572,
|
| 97 |
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"share": 0.16572
|
| 98 |
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},
|
| 99 |
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"north_america": {
|
| 100 |
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"count": 16450,
|
| 101 |
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"share": 0.1645
|
| 102 |
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}
|
| 103 |
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},
|
| 104 |
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"numeric_profile": {
|
| 105 |
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"target_score": {
|
| 106 |
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"min": 0.1946,
|
| 107 |
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"max": 0.762895,
|
| 108 |
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"mean": 0.493173,
|
| 109 |
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|
| 110 |
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},
|
| 111 |
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"risk_score": {
|
| 112 |
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"min": 0.072969,
|
| 113 |
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"max": 0.808253,
|
| 114 |
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"mean": 0.403577,
|
| 115 |
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"std": 0.113828
|
| 116 |
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},
|
| 117 |
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"anomaly_score": {
|
| 118 |
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"min": 0.035614,
|
| 119 |
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"max": 0.411115,
|
| 120 |
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|
| 121 |
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|
| 122 |
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},
|
| 123 |
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|
| 124 |
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"min": 0.006305,
|
| 125 |
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|
| 126 |
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"mean": 0.223427,
|
| 127 |
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|
| 128 |
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},
|
| 129 |
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"macro_growth_index": {
|
| 130 |
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"min": 0.169182,
|
| 131 |
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"max": 0.829807,
|
| 132 |
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"mean": 0.502971,
|
| 133 |
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"std": 0.13487
|
| 134 |
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|
| 135 |
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"macro_inflation_pressure": {
|
| 136 |
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"min": 0.213514,
|
| 137 |
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"max": 0.678077,
|
| 138 |
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"mean": 0.39729,
|
| 139 |
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|
| 140 |
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},
|
| 141 |
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"liquidity_index": {
|
| 142 |
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"min": 0.326032,
|
| 143 |
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"max": 0.825165,
|
| 144 |
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"mean": 0.619911,
|
| 145 |
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|
| 146 |
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|
| 147 |
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|
| 148 |
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"min": 0.042165,
|
| 149 |
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"max": 0.640402,
|
| 150 |
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"mean": 0.288859,
|
| 151 |
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|
| 152 |
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},
|
| 153 |
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"demand_pressure": {
|
| 154 |
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"min": 0.22999,
|
| 155 |
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"max": 0.898931,
|
| 156 |
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"mean": 0.568439,
|
| 157 |
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"std": 0.158499
|
| 158 |
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|
| 159 |
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"supply_pressure": {
|
| 160 |
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"min": 0.235462,
|
| 161 |
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"max": 0.764715,
|
| 162 |
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"mean": 0.446494,
|
| 163 |
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"std": 0.089277
|
| 164 |
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| 165 |
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"event_velocity": {
|
| 166 |
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| 167 |
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|
| 168 |
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"mean": 0.336424,
|
| 169 |
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|
| 170 |
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|
| 171 |
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"regulatory_pressure": {
|
| 172 |
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"min": 0.144671,
|
| 173 |
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"max": 0.526605,
|
| 174 |
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"mean": 0.309513,
|
| 175 |
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"std": 0.061966
|
| 176 |
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|
| 177 |
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"sentiment_index": {
|
| 178 |
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"min": 0.124159,
|
| 179 |
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"max": 0.8785,
|
| 180 |
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|
| 181 |
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|
| 182 |
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|
| 183 |
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"infrastructure_load": {
|
| 184 |
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|
| 185 |
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|
| 186 |
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"mean": 0.494686,
|
| 187 |
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|
| 188 |
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|
| 189 |
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"human_review_risk": {
|
| 190 |
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"min": 0.219276,
|
| 191 |
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|
| 192 |
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|
| 193 |
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"std": 0.067375
|
| 194 |
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|
| 195 |
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"data_quality_score": {
|
| 196 |
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"min": 0.805415,
|
| 197 |
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|
| 198 |
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"mean": 0.889831,
|
| 199 |
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"std": 0.020174
|
| 200 |
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},
|
| 201 |
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"demand_elasticity": {
|
| 202 |
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"min": 0.218669,
|
| 203 |
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"max": 0.768541,
|
| 204 |
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"mean": 0.481924,
|
| 205 |
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"std": 0.084347
|
| 206 |
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},
|
| 207 |
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"promotion_lift": {
|
| 208 |
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"min": 0.23235,
|
| 209 |
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"max": 0.803393,
|
| 210 |
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"mean": 0.498178,
|
| 211 |
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"std": 0.089166
|
| 212 |
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},
|
| 213 |
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"stockout_risk": {
|
| 214 |
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"min": 0.251565,
|
| 215 |
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"max": 0.852448,
|
| 216 |
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"mean": 0.515366,
|
| 217 |
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"std": 0.094327
|
| 218 |
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|
| 219 |
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"channel_shift": {
|
| 220 |
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"min": 0.238196,
|
| 221 |
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"max": 0.843577,
|
| 222 |
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"mean": 0.501585,
|
| 223 |
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"std": 0.095357
|
| 224 |
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},
|
| 225 |
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"price_sensitivity": {
|
| 226 |
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"min": 0.23734,
|
| 227 |
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"max": 0.848384,
|
| 228 |
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"mean": 0.503808,
|
| 229 |
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"std": 0.097759
|
| 230 |
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},
|
| 231 |
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"shelf_availability": {
|
| 232 |
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"min": 0.215331,
|
| 233 |
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"max": 0.819741,
|
| 234 |
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"mean": 0.505455,
|
| 235 |
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"std": 0.087709
|
| 236 |
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},
|
| 237 |
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"trade_spend_efficiency": {
|
| 238 |
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"min": 0.232623,
|
| 239 |
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"max": 0.810434,
|
| 240 |
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"mean": 0.491688,
|
| 241 |
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"std": 0.088345
|
| 242 |
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},
|
| 243 |
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"brand_switching_pressure": {
|
| 244 |
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"min": 0.226658,
|
| 245 |
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"max": 0.827193,
|
| 246 |
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"mean": 0.508897,
|
| 247 |
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"std": 0.093629
|
| 248 |
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},
|
| 249 |
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"category_growth_signal": {
|
| 250 |
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"min": 0.226828,
|
| 251 |
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"max": 0.866257,
|
| 252 |
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"mean": 0.510891,
|
| 253 |
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"std": 0.096703
|
| 254 |
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},
|
| 255 |
+
"basket_attach_rate": {
|
| 256 |
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"min": 0.203517,
|
| 257 |
+
"max": 0.821657,
|
| 258 |
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"mean": 0.497656,
|
| 259 |
+
"std": 0.096798
|
| 260 |
+
},
|
| 261 |
+
"distribution_gap": {
|
| 262 |
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"min": 0.223387,
|
| 263 |
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"max": 0.79687,
|
| 264 |
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"mean": 0.498877,
|
| 265 |
+
"std": 0.087206
|
| 266 |
+
},
|
| 267 |
+
"seasonal_campaign_pressure": {
|
| 268 |
+
"min": 0.219988,
|
| 269 |
+
"max": 0.830252,
|
| 270 |
+
"mean": 0.515683,
|
| 271 |
+
"std": 0.092125
|
| 272 |
+
}
|
| 273 |
+
},
|
| 274 |
+
"quality_score": 0.952022,
|
| 275 |
+
"ml_readiness": {
|
| 276 |
+
"suggested_tasks": [
|
| 277 |
+
"tabular_classification",
|
| 278 |
+
"tabular_regression",
|
| 279 |
+
"risk_scoring",
|
| 280 |
+
"anomaly_detection",
|
| 281 |
+
"scenario_coverage_testing",
|
| 282 |
+
"drift_detection"
|
| 283 |
+
],
|
| 284 |
+
"split_contract": {
|
| 285 |
+
"train": 0.8,
|
| 286 |
+
"validation": 0.1,
|
| 287 |
+
"test": 0.1,
|
| 288 |
+
"split_method": "time_ordered"
|
| 289 |
+
},
|
| 290 |
+
"target_columns": [
|
| 291 |
+
"target_label",
|
| 292 |
+
"target_score",
|
| 293 |
+
"risk_score",
|
| 294 |
+
"anomaly_score"
|
| 295 |
+
]
|
| 296 |
+
},
|
| 297 |
+
"market_story": {
|
| 298 |
+
"buyer": "consumer goods manufacturers, category teams, pricing and demand planners",
|
| 299 |
+
"primary_use_case": "promotion, demand elasticity, stockout, channel-shift and pricing scenario generation",
|
| 300 |
+
"success_story": "An FMCG team can rehearse promotion and channel-mix decisions across demand shocks before committing trade-spend."
|
| 301 |
+
}
|
| 302 |
+
}
|
metrics/industry_vertical_suite/hedge_funds_quality_metrics.json
ADDED
|
@@ -0,0 +1,302 @@
|
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|
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|
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|
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|
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|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"artifact": "semanta_industry_dataset_metrics",
|
| 3 |
+
"created_at_utc": "2026-06-18T20:47:04Z",
|
| 4 |
+
"canon": "v3.7 Final",
|
| 5 |
+
"industry": "hedge_funds",
|
| 6 |
+
"title": "Hedge Funds",
|
| 7 |
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"rows": 100000,
|
| 8 |
+
"columns": 100,
|
| 9 |
+
"feature_columns": 83,
|
| 10 |
+
"common_world_features": 33,
|
| 11 |
+
"domain_features": 50,
|
| 12 |
+
"synthetic_only": true,
|
| 13 |
+
"customer_data_sent_to_external_provider": false,
|
| 14 |
+
"external_provider_used": false,
|
| 15 |
+
"data_file": "C:\\SemantaAI\\artifacts\\hf_publications\\semanta-industry-suite\\industry-suite-20260618-01\\hf_dataset\\data\\industry_vertical_suite\\hedge_funds\\semanta_hedge_funds_world_native_synthetic_100000x100.csv.gz",
|
| 16 |
+
"data_file_sha256": "a07315ddebeb116c51a797200d2bfde864d91e2e17e3a56b23415cf456689714",
|
| 17 |
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"content_hash_sha256": "663ca8c9cef1a8455348ce2429dc6e30aac282a30e19a57b31f62eb2a3683aff",
|
| 18 |
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"missing_rate": 0.0,
|
| 19 |
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"duplicate_record_id_rate": 0.0,
|
| 20 |
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"scenario_coverage": 1.0,
|
| 21 |
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"region_coverage": 1.0,
|
| 22 |
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"label_distribution": {
|
| 23 |
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"approve": {
|
| 24 |
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"count": 37396,
|
| 25 |
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"share": 0.37396
|
| 26 |
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},
|
| 27 |
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"escalate": {
|
| 28 |
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"count": 5426,
|
| 29 |
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"share": 0.05426
|
| 30 |
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},
|
| 31 |
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"reject": {
|
| 32 |
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"count": 23644,
|
| 33 |
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"share": 0.23644
|
| 34 |
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},
|
| 35 |
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"review": {
|
| 36 |
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"count": 33534,
|
| 37 |
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"share": 0.33534
|
| 38 |
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}
|
| 39 |
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},
|
| 40 |
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"scenario_distribution": {
|
| 41 |
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"adversarial": {
|
| 42 |
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"count": 4987,
|
| 43 |
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"share": 0.04987
|
| 44 |
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},
|
| 45 |
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"baseline": {
|
| 46 |
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"count": 23064,
|
| 47 |
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"share": 0.23064
|
| 48 |
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},
|
| 49 |
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"drift": {
|
| 50 |
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"count": 13045,
|
| 51 |
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"share": 0.13045
|
| 52 |
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},
|
| 53 |
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"efficiency_push": {
|
| 54 |
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"count": 9866,
|
| 55 |
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"share": 0.09866
|
| 56 |
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},
|
| 57 |
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"growth": {
|
| 58 |
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"count": 13903,
|
| 59 |
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"share": 0.13903
|
| 60 |
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},
|
| 61 |
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"rare_event": {
|
| 62 |
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"count": 8014,
|
| 63 |
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"share": 0.08014
|
| 64 |
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},
|
| 65 |
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"recovery": {
|
| 66 |
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"count": 4060,
|
| 67 |
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"share": 0.0406
|
| 68 |
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},
|
| 69 |
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"shock": {
|
| 70 |
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"count": 10095,
|
| 71 |
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"share": 0.10095
|
| 72 |
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},
|
| 73 |
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"stress": {
|
| 74 |
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"count": 12966,
|
| 75 |
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"share": 0.12966
|
| 76 |
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}
|
| 77 |
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},
|
| 78 |
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"region_distribution": {
|
| 79 |
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"africa": {
|
| 80 |
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"count": 16692,
|
| 81 |
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"share": 0.16692
|
| 82 |
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},
|
| 83 |
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"asia_pacific": {
|
| 84 |
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"count": 16612,
|
| 85 |
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"share": 0.16612
|
| 86 |
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},
|
| 87 |
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"europe": {
|
| 88 |
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"count": 16620,
|
| 89 |
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"share": 0.1662
|
| 90 |
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},
|
| 91 |
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"latin_america": {
|
| 92 |
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"count": 16774,
|
| 93 |
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"share": 0.16774
|
| 94 |
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},
|
| 95 |
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"middle_east": {
|
| 96 |
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"count": 16760,
|
| 97 |
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"share": 0.1676
|
| 98 |
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},
|
| 99 |
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"north_america": {
|
| 100 |
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"count": 16542,
|
| 101 |
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"share": 0.16542
|
| 102 |
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}
|
| 103 |
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},
|
| 104 |
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"numeric_profile": {
|
| 105 |
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"target_score": {
|
| 106 |
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"min": 0.276328,
|
| 107 |
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"max": 0.821349,
|
| 108 |
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"mean": 0.560515,
|
| 109 |
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"std": 0.079742
|
| 110 |
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},
|
| 111 |
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"risk_score": {
|
| 112 |
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"min": 0.163375,
|
| 113 |
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"max": 0.879481,
|
| 114 |
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|
| 115 |
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|
| 116 |
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},
|
| 117 |
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"anomaly_score": {
|
| 118 |
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"min": 0.054988,
|
| 119 |
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"max": 0.427587,
|
| 120 |
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|
| 121 |
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|
| 122 |
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|
| 123 |
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|
| 124 |
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|
| 125 |
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|
| 126 |
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|
| 127 |
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|
| 128 |
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|
| 129 |
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|
| 130 |
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|
| 131 |
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|
| 132 |
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| 133 |
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|
| 134 |
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| 135 |
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|
| 136 |
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| 138 |
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|
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|
| 140 |
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| 141 |
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|
| 142 |
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|
| 143 |
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|
| 144 |
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|
| 145 |
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|
| 146 |
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| 147 |
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|
| 148 |
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|
| 149 |
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|
| 150 |
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|
| 151 |
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|
| 152 |
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| 153 |
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"demand_pressure": {
|
| 154 |
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| 155 |
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|
| 156 |
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| 157 |
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|
| 158 |
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|
| 159 |
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"supply_pressure": {
|
| 160 |
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| 161 |
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|
| 162 |
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|
| 163 |
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|
| 164 |
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| 165 |
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|
| 166 |
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| 168 |
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|
| 169 |
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|
| 170 |
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| 171 |
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"regulatory_pressure": {
|
| 172 |
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| 173 |
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| 174 |
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|
| 175 |
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|
| 176 |
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| 177 |
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"sentiment_index": {
|
| 178 |
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|
| 179 |
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|
| 180 |
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| 181 |
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|
| 182 |
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| 183 |
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| 184 |
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| 188 |
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| 189 |
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|
| 190 |
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| 192 |
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| 193 |
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|
| 194 |
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| 195 |
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|
| 196 |
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| 198 |
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| 199 |
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| 200 |
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| 201 |
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"factor_momentum": {
|
| 202 |
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"min": 0.263851,
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| 203 |
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|
| 204 |
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"mean": 0.531246,
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| 205 |
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|
| 206 |
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|
| 207 |
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"factor_value_spread": {
|
| 208 |
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"min": 0.289447,
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| 210 |
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"mean": 0.549783,
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| 211 |
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| 212 |
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| 213 |
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"factor_carry": {
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| 214 |
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| 216 |
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| 217 |
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| 218 |
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| 219 |
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"factor_quality": {
|
| 220 |
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"min": 0.275103,
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| 221 |
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| 222 |
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| 223 |
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|
| 224 |
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|
| 225 |
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|
| 226 |
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|
| 227 |
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|
| 228 |
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"mean": 0.55514,
|
| 229 |
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|
| 230 |
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|
| 231 |
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"crowding_pressure": {
|
| 232 |
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|
| 233 |
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|
| 234 |
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"mean": 0.559143,
|
| 235 |
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|
| 236 |
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|
| 237 |
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"gross_leverage": {
|
| 238 |
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|
| 239 |
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|
| 240 |
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|
| 241 |
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|
| 242 |
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|
| 243 |
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"net_exposure": {
|
| 244 |
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"min": 0.286644,
|
| 245 |
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|
| 246 |
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"mean": 0.561144,
|
| 247 |
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|
| 248 |
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|
| 249 |
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"drawdown_pressure": {
|
| 250 |
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"min": 0.28478,
|
| 251 |
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"max": 0.901249,
|
| 252 |
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"mean": 0.563768,
|
| 253 |
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"std": 0.096664
|
| 254 |
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},
|
| 255 |
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"liquidity_beta": {
|
| 256 |
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"min": 0.255661,
|
| 257 |
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"max": 0.877278,
|
| 258 |
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"mean": 0.547518,
|
| 259 |
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"std": 0.097536
|
| 260 |
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},
|
| 261 |
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"slippage_pressure": {
|
| 262 |
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"min": 0.282821,
|
| 263 |
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"max": 0.857636,
|
| 264 |
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"mean": 0.550776,
|
| 265 |
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"std": 0.087071
|
| 266 |
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},
|
| 267 |
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"rebalance_urgency": {
|
| 268 |
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"min": 0.297807,
|
| 269 |
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"max": 0.906043,
|
| 270 |
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|
| 271 |
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"std": 0.09262
|
| 272 |
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}
|
| 273 |
+
},
|
| 274 |
+
"quality_score": 0.977927,
|
| 275 |
+
"ml_readiness": {
|
| 276 |
+
"suggested_tasks": [
|
| 277 |
+
"tabular_classification",
|
| 278 |
+
"tabular_regression",
|
| 279 |
+
"risk_scoring",
|
| 280 |
+
"anomaly_detection",
|
| 281 |
+
"scenario_coverage_testing",
|
| 282 |
+
"drift_detection"
|
| 283 |
+
],
|
| 284 |
+
"split_contract": {
|
| 285 |
+
"train": 0.8,
|
| 286 |
+
"validation": 0.1,
|
| 287 |
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"test": 0.1,
|
| 288 |
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"split_method": "time_ordered"
|
| 289 |
+
},
|
| 290 |
+
"target_columns": [
|
| 291 |
+
"target_label",
|
| 292 |
+
"target_score",
|
| 293 |
+
"risk_score",
|
| 294 |
+
"anomaly_score"
|
| 295 |
+
]
|
| 296 |
+
},
|
| 297 |
+
"market_story": {
|
| 298 |
+
"buyer": "hedge funds, quant teams, portfolio researchers and systematic trading groups",
|
| 299 |
+
"primary_use_case": "factor regime, drawdown, liquidity and alpha-decay scenario generation",
|
| 300 |
+
"success_story": "A quant team can evaluate strategy fragility across liquidity shocks and factor crowding without waiting for the next real drawdown."
|
| 301 |
+
}
|
| 302 |
+
}
|
metrics/industry_vertical_suite/insurance_quality_metrics.json
ADDED
|
@@ -0,0 +1,302 @@
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|
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|
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|
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|
|
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|
|
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|
|
|
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|
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|
|
|
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|
|
|
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|
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|
|
|
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|
|
|
|
|
|
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|
|
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|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"artifact": "semanta_industry_dataset_metrics",
|
| 3 |
+
"created_at_utc": "2026-06-18T20:47:48Z",
|
| 4 |
+
"canon": "v3.7 Final",
|
| 5 |
+
"industry": "insurance",
|
| 6 |
+
"title": "Insurance",
|
| 7 |
+
"rows": 100000,
|
| 8 |
+
"columns": 100,
|
| 9 |
+
"feature_columns": 83,
|
| 10 |
+
"common_world_features": 33,
|
| 11 |
+
"domain_features": 50,
|
| 12 |
+
"synthetic_only": true,
|
| 13 |
+
"customer_data_sent_to_external_provider": false,
|
| 14 |
+
"external_provider_used": false,
|
| 15 |
+
"data_file": "C:\\SemantaAI\\artifacts\\hf_publications\\semanta-industry-suite\\industry-suite-20260618-01\\hf_dataset\\data\\industry_vertical_suite\\insurance\\semanta_insurance_world_native_synthetic_100000x100.csv.gz",
|
| 16 |
+
"data_file_sha256": "5cacbd366c2bf342e9f25a2319f656ceacf4950a7204e4bb6b3381b12b563483",
|
| 17 |
+
"content_hash_sha256": "01820decf52957ef34bf9ab430ddd73f852f34be9ef7fde24f05f7afeb6d115a",
|
| 18 |
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"missing_rate": 0.0,
|
| 19 |
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"duplicate_record_id_rate": 0.0,
|
| 20 |
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"scenario_coverage": 1.0,
|
| 21 |
+
"region_coverage": 1.0,
|
| 22 |
+
"label_distribution": {
|
| 23 |
+
"approve": {
|
| 24 |
+
"count": 27857,
|
| 25 |
+
"share": 0.27857
|
| 26 |
+
},
|
| 27 |
+
"escalate": {
|
| 28 |
+
"count": 4511,
|
| 29 |
+
"share": 0.04511
|
| 30 |
+
},
|
| 31 |
+
"reject": {
|
| 32 |
+
"count": 30330,
|
| 33 |
+
"share": 0.3033
|
| 34 |
+
},
|
| 35 |
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"review": {
|
| 36 |
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"count": 37302,
|
| 37 |
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"share": 0.37302
|
| 38 |
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}
|
| 39 |
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},
|
| 40 |
+
"scenario_distribution": {
|
| 41 |
+
"adversarial": {
|
| 42 |
+
"count": 4987,
|
| 43 |
+
"share": 0.04987
|
| 44 |
+
},
|
| 45 |
+
"baseline": {
|
| 46 |
+
"count": 22836,
|
| 47 |
+
"share": 0.22836
|
| 48 |
+
},
|
| 49 |
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"drift": {
|
| 50 |
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"count": 12955,
|
| 51 |
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"share": 0.12955
|
| 52 |
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},
|
| 53 |
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"efficiency_push": {
|
| 54 |
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"count": 10093,
|
| 55 |
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"share": 0.10093
|
| 56 |
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},
|
| 57 |
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"growth": {
|
| 58 |
+
"count": 14120,
|
| 59 |
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"share": 0.1412
|
| 60 |
+
},
|
| 61 |
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"rare_event": {
|
| 62 |
+
"count": 8035,
|
| 63 |
+
"share": 0.08035
|
| 64 |
+
},
|
| 65 |
+
"recovery": {
|
| 66 |
+
"count": 4008,
|
| 67 |
+
"share": 0.04008
|
| 68 |
+
},
|
| 69 |
+
"shock": {
|
| 70 |
+
"count": 9981,
|
| 71 |
+
"share": 0.09981
|
| 72 |
+
},
|
| 73 |
+
"stress": {
|
| 74 |
+
"count": 12985,
|
| 75 |
+
"share": 0.12985
|
| 76 |
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}
|
| 77 |
+
},
|
| 78 |
+
"region_distribution": {
|
| 79 |
+
"africa": {
|
| 80 |
+
"count": 16785,
|
| 81 |
+
"share": 0.16785
|
| 82 |
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},
|
| 83 |
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"asia_pacific": {
|
| 84 |
+
"count": 16411,
|
| 85 |
+
"share": 0.16411
|
| 86 |
+
},
|
| 87 |
+
"europe": {
|
| 88 |
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"count": 16659,
|
| 89 |
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"share": 0.16659
|
| 90 |
+
},
|
| 91 |
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"latin_america": {
|
| 92 |
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"count": 16754,
|
| 93 |
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"share": 0.16754
|
| 94 |
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},
|
| 95 |
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"middle_east": {
|
| 96 |
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"count": 16697,
|
| 97 |
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"share": 0.16697
|
| 98 |
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},
|
| 99 |
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"north_america": {
|
| 100 |
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"count": 16694,
|
| 101 |
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"share": 0.16694
|
| 102 |
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}
|
| 103 |
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|
| 104 |
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"numeric_profile": {
|
| 105 |
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"target_score": {
|
| 106 |
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|
| 107 |
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|
| 108 |
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"mean": 0.533768,
|
| 109 |
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|
| 110 |
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|
| 111 |
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"risk_score": {
|
| 112 |
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"min": 0.162989,
|
| 113 |
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|
| 114 |
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|
| 115 |
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|
| 116 |
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|
| 117 |
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"anomaly_score": {
|
| 118 |
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"min": 0.047449,
|
| 119 |
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|
| 120 |
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|
| 121 |
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|
| 122 |
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|
| 123 |
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"drift_signal": {
|
| 124 |
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"min": 0.010415,
|
| 125 |
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|
| 126 |
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|
| 127 |
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|
| 128 |
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|
| 129 |
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"macro_growth_index": {
|
| 130 |
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"min": 0.161653,
|
| 131 |
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|
| 132 |
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"mean": 0.502991,
|
| 133 |
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|
| 134 |
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|
| 135 |
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"macro_inflation_pressure": {
|
| 136 |
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"min": 0.20306,
|
| 137 |
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"max": 0.67599,
|
| 138 |
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"mean": 0.397286,
|
| 139 |
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|
| 140 |
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|
| 141 |
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"liquidity_index": {
|
| 142 |
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"min": 0.336807,
|
| 143 |
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|
| 144 |
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"mean": 0.617958,
|
| 145 |
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"std": 0.091284
|
| 146 |
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|
| 147 |
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"volatility_index": {
|
| 148 |
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"min": 0.020368,
|
| 149 |
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|
| 150 |
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"mean": 0.288562,
|
| 151 |
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"std": 0.113303
|
| 152 |
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|
| 153 |
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"demand_pressure": {
|
| 154 |
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"min": 0.244191,
|
| 155 |
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"max": 0.896364,
|
| 156 |
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|
| 157 |
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"std": 0.158541
|
| 158 |
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|
| 159 |
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"supply_pressure": {
|
| 160 |
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"min": 0.244211,
|
| 161 |
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|
| 162 |
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"mean": 0.446423,
|
| 163 |
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|
| 164 |
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|
| 165 |
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"event_velocity": {
|
| 166 |
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"min": 0.082585,
|
| 167 |
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|
| 168 |
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"mean": 0.336347,
|
| 169 |
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"std": 0.089776
|
| 170 |
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|
| 171 |
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"regulatory_pressure": {
|
| 172 |
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"min": 0.145567,
|
| 173 |
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"max": 0.519646,
|
| 174 |
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"mean": 0.309454,
|
| 175 |
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"std": 0.061885
|
| 176 |
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|
| 177 |
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"sentiment_index": {
|
| 178 |
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"min": 0.106933,
|
| 179 |
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"max": 0.883463,
|
| 180 |
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|
| 181 |
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"std": 0.16426
|
| 182 |
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|
| 183 |
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"infrastructure_load": {
|
| 184 |
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"min": 0.284124,
|
| 185 |
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"max": 0.689603,
|
| 186 |
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"mean": 0.494742,
|
| 187 |
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"std": 0.070717
|
| 188 |
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|
| 189 |
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"human_review_risk": {
|
| 190 |
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"min": 0.247952,
|
| 191 |
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"max": 0.682354,
|
| 192 |
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"mean": 0.436337,
|
| 193 |
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"std": 0.067275
|
| 194 |
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|
| 195 |
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"data_quality_score": {
|
| 196 |
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"min": 0.801761,
|
| 197 |
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"max": 0.954338,
|
| 198 |
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"mean": 0.887767,
|
| 199 |
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"std": 0.020214
|
| 200 |
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},
|
| 201 |
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"claim_frequency": {
|
| 202 |
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"min": 0.276128,
|
| 203 |
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"max": 0.817401,
|
| 204 |
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"mean": 0.518895,
|
| 205 |
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"std": 0.084147
|
| 206 |
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},
|
| 207 |
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"loss_severity": {
|
| 208 |
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"min": 0.263974,
|
| 209 |
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"max": 0.878222,
|
| 210 |
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"mean": 0.537113,
|
| 211 |
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"std": 0.089765
|
| 212 |
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},
|
| 213 |
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"catastrophe_tail_pressure": {
|
| 214 |
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"min": 0.281108,
|
| 215 |
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"max": 0.88167,
|
| 216 |
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"mean": 0.555931,
|
| 217 |
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"std": 0.095238
|
| 218 |
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},
|
| 219 |
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"reserve_adequacy": {
|
| 220 |
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"min": 0.276698,
|
| 221 |
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"max": 0.871067,
|
| 222 |
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"mean": 0.539402,
|
| 223 |
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"std": 0.095264
|
| 224 |
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},
|
| 225 |
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"premium_elasticity": {
|
| 226 |
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"min": 0.262871,
|
| 227 |
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"max": 0.881508,
|
| 228 |
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"mean": 0.542441,
|
| 229 |
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"std": 0.098725
|
| 230 |
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},
|
| 231 |
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"policy_lapse_risk": {
|
| 232 |
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"min": 0.276505,
|
| 233 |
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"max": 0.857415,
|
| 234 |
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"mean": 0.546106,
|
| 235 |
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"std": 0.087971
|
| 236 |
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},
|
| 237 |
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"fraud_claim_signal": {
|
| 238 |
+
"min": 0.26759,
|
| 239 |
+
"max": 0.841753,
|
| 240 |
+
"mean": 0.529201,
|
| 241 |
+
"std": 0.088689
|
| 242 |
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},
|
| 243 |
+
"reinsurance_recovery_ratio": {
|
| 244 |
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"min": 0.272242,
|
| 245 |
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"max": 0.893308,
|
| 246 |
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"mean": 0.547944,
|
| 247 |
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"std": 0.094029
|
| 248 |
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},
|
| 249 |
+
"exposure_accumulation": {
|
| 250 |
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"min": 0.266884,
|
| 251 |
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"max": 0.894906,
|
| 252 |
+
"mean": 0.550844,
|
| 253 |
+
"std": 0.096618
|
| 254 |
+
},
|
| 255 |
+
"underwriting_drift": {
|
| 256 |
+
"min": 0.253894,
|
| 257 |
+
"max": 0.893002,
|
| 258 |
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"mean": 0.534891,
|
| 259 |
+
"std": 0.097309
|
| 260 |
+
},
|
| 261 |
+
"loss_adjustment_latency": {
|
| 262 |
+
"min": 0.264137,
|
| 263 |
+
"max": 0.848339,
|
| 264 |
+
"mean": 0.538023,
|
| 265 |
+
"std": 0.087045
|
| 266 |
+
},
|
| 267 |
+
"policyholder_risk_shift": {
|
| 268 |
+
"min": 0.282796,
|
| 269 |
+
"max": 0.880887,
|
| 270 |
+
"mean": 0.556698,
|
| 271 |
+
"std": 0.092609
|
| 272 |
+
}
|
| 273 |
+
},
|
| 274 |
+
"quality_score": 0.976803,
|
| 275 |
+
"ml_readiness": {
|
| 276 |
+
"suggested_tasks": [
|
| 277 |
+
"tabular_classification",
|
| 278 |
+
"tabular_regression",
|
| 279 |
+
"risk_scoring",
|
| 280 |
+
"anomaly_detection",
|
| 281 |
+
"scenario_coverage_testing",
|
| 282 |
+
"drift_detection"
|
| 283 |
+
],
|
| 284 |
+
"split_contract": {
|
| 285 |
+
"train": 0.8,
|
| 286 |
+
"validation": 0.1,
|
| 287 |
+
"test": 0.1,
|
| 288 |
+
"split_method": "time_ordered"
|
| 289 |
+
},
|
| 290 |
+
"target_columns": [
|
| 291 |
+
"target_label",
|
| 292 |
+
"target_score",
|
| 293 |
+
"risk_score",
|
| 294 |
+
"anomaly_score"
|
| 295 |
+
]
|
| 296 |
+
},
|
| 297 |
+
"market_story": {
|
| 298 |
+
"buyer": "insurers, reinsurers, actuarial teams and claim operations",
|
| 299 |
+
"primary_use_case": "claim frequency, loss severity, reserve adequacy and catastrophe-tail simulation",
|
| 300 |
+
"success_story": "An insurer can rehearse reserve and claim workflows against rare loss clusters before portfolio stress becomes visible in historical data."
|
| 301 |
+
}
|
| 302 |
+
}
|
metrics/industry_vertical_suite/manufacturing_quality_metrics.json
ADDED
|
@@ -0,0 +1,302 @@
|
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|
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|
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|
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|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"artifact": "semanta_industry_dataset_metrics",
|
| 3 |
+
"created_at_utc": "2026-06-18T20:49:58Z",
|
| 4 |
+
"canon": "v3.7 Final",
|
| 5 |
+
"industry": "manufacturing",
|
| 6 |
+
"title": "Manufacturing",
|
| 7 |
+
"rows": 100000,
|
| 8 |
+
"columns": 100,
|
| 9 |
+
"feature_columns": 83,
|
| 10 |
+
"common_world_features": 33,
|
| 11 |
+
"domain_features": 50,
|
| 12 |
+
"synthetic_only": true,
|
| 13 |
+
"customer_data_sent_to_external_provider": false,
|
| 14 |
+
"external_provider_used": false,
|
| 15 |
+
"data_file": "C:\\SemantaAI\\artifacts\\hf_publications\\semanta-industry-suite\\industry-suite-20260618-01\\hf_dataset\\data\\industry_vertical_suite\\manufacturing\\semanta_manufacturing_world_native_synthetic_100000x100.csv.gz",
|
| 16 |
+
"data_file_sha256": "7d69a29370a6db6f3fb3d3070006b45fe241d0fa6f147504a79a253a294e3775",
|
| 17 |
+
"content_hash_sha256": "2bf649223b3f0b40f9c23a35edc5faa8e2ca6b4b599878e88f8050fa8a449c23",
|
| 18 |
+
"missing_rate": 0.0,
|
| 19 |
+
"duplicate_record_id_rate": 0.0,
|
| 20 |
+
"scenario_coverage": 1.0,
|
| 21 |
+
"region_coverage": 1.0,
|
| 22 |
+
"label_distribution": {
|
| 23 |
+
"approve": {
|
| 24 |
+
"count": 15897,
|
| 25 |
+
"share": 0.15897
|
| 26 |
+
},
|
| 27 |
+
"escalate": {
|
| 28 |
+
"count": 1675,
|
| 29 |
+
"share": 0.01675
|
| 30 |
+
},
|
| 31 |
+
"reject": {
|
| 32 |
+
"count": 43537,
|
| 33 |
+
"share": 0.43537
|
| 34 |
+
},
|
| 35 |
+
"review": {
|
| 36 |
+
"count": 38891,
|
| 37 |
+
"share": 0.38891
|
| 38 |
+
}
|
| 39 |
+
},
|
| 40 |
+
"scenario_distribution": {
|
| 41 |
+
"adversarial": {
|
| 42 |
+
"count": 4896,
|
| 43 |
+
"share": 0.04896
|
| 44 |
+
},
|
| 45 |
+
"baseline": {
|
| 46 |
+
"count": 23087,
|
| 47 |
+
"share": 0.23087
|
| 48 |
+
},
|
| 49 |
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"drift": {
|
| 50 |
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"count": 12864,
|
| 51 |
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|
| 52 |
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|
| 53 |
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|
| 54 |
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|
| 55 |
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|
| 56 |
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|
| 57 |
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|
| 58 |
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|
| 59 |
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|
| 60 |
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|
| 61 |
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|
| 62 |
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|
| 63 |
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|
| 64 |
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|
| 65 |
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|
| 66 |
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|
| 67 |
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|
| 68 |
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|
| 69 |
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|
| 70 |
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|
| 71 |
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|
| 72 |
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|
| 73 |
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|
| 74 |
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|
| 75 |
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|
| 76 |
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|
| 77 |
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|
| 78 |
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|
| 79 |
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"africa": {
|
| 80 |
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"count": 16498,
|
| 81 |
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|
| 82 |
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|
| 83 |
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|
| 84 |
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|
| 85 |
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|
| 86 |
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|
| 87 |
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|
| 88 |
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|
| 89 |
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|
| 90 |
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|
| 91 |
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|
| 92 |
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|
| 93 |
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|
| 94 |
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|
| 95 |
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|
| 96 |
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|
| 97 |
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|
| 98 |
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|
| 99 |
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|
| 100 |
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|
| 101 |
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|
| 102 |
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|
| 103 |
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|
| 104 |
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|
| 105 |
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|
| 106 |
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|
| 107 |
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| 108 |
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|
| 109 |
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|
| 110 |
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| 111 |
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|
| 112 |
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|
| 113 |
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|
| 114 |
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|
| 115 |
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|
| 116 |
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|
| 117 |
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|
| 118 |
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|
| 119 |
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|
| 120 |
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|
| 121 |
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|
| 122 |
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|
| 123 |
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|
| 124 |
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|
| 125 |
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|
| 126 |
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|
| 127 |
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|
| 128 |
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|
| 129 |
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|
| 130 |
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|
| 131 |
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|
| 132 |
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|
| 133 |
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|
| 134 |
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| 135 |
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|
| 136 |
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|
| 137 |
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|
| 138 |
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|
| 139 |
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|
| 140 |
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| 141 |
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|
| 142 |
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|
| 143 |
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|
| 144 |
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|
| 145 |
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|
| 146 |
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|
| 147 |
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|
| 148 |
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|
| 149 |
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|
| 150 |
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|
| 151 |
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|
| 152 |
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|
| 153 |
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|
| 154 |
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|
| 155 |
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|
| 156 |
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|
| 157 |
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|
| 158 |
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|
| 159 |
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|
| 160 |
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| 161 |
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|
| 162 |
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|
| 163 |
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|
| 164 |
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| 165 |
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|
| 166 |
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|
| 167 |
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|
| 168 |
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|
| 169 |
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|
| 170 |
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|
| 171 |
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"regulatory_pressure": {
|
| 172 |
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|
| 173 |
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"max": 0.529375,
|
| 174 |
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|
| 175 |
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|
| 176 |
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|
| 177 |
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|
| 178 |
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|
| 179 |
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|
| 180 |
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|
| 181 |
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|
| 182 |
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|
| 183 |
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"infrastructure_load": {
|
| 184 |
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|
| 185 |
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"max": 0.696355,
|
| 186 |
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|
| 187 |
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|
| 188 |
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|
| 189 |
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"human_review_risk": {
|
| 190 |
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|
| 191 |
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|
| 192 |
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|
| 193 |
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"std": 0.067409
|
| 194 |
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|
| 195 |
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"data_quality_score": {
|
| 196 |
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"min": 0.811905,
|
| 197 |
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"max": 0.952119,
|
| 198 |
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"mean": 0.889557,
|
| 199 |
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"std": 0.020161
|
| 200 |
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},
|
| 201 |
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"defect_rate": {
|
| 202 |
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"min": 0.23696,
|
| 203 |
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"max": 0.778179,
|
| 204 |
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"mean": 0.491349,
|
| 205 |
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"std": 0.084543
|
| 206 |
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|
| 207 |
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"sensor_drift": {
|
| 208 |
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"min": 0.242721,
|
| 209 |
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"max": 0.822097,
|
| 210 |
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"mean": 0.508412,
|
| 211 |
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"std": 0.089251
|
| 212 |
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},
|
| 213 |
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"downtime_risk": {
|
| 214 |
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"min": 0.244733,
|
| 215 |
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"max": 0.861826,
|
| 216 |
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"mean": 0.525883,
|
| 217 |
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"std": 0.095286
|
| 218 |
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},
|
| 219 |
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"throughput_rate": {
|
| 220 |
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"min": 0.226611,
|
| 221 |
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|
| 222 |
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|
| 223 |
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|
| 224 |
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|
| 225 |
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"line_balance_pressure": {
|
| 226 |
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"min": 0.239213,
|
| 227 |
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|
| 228 |
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"mean": 0.513851,
|
| 229 |
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"std": 0.098197
|
| 230 |
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},
|
| 231 |
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"supplier_variance": {
|
| 232 |
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"min": 0.25689,
|
| 233 |
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"max": 0.821922,
|
| 234 |
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"mean": 0.516409,
|
| 235 |
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"std": 0.088354
|
| 236 |
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},
|
| 237 |
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"maintenance_backlog": {
|
| 238 |
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"min": 0.242677,
|
| 239 |
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|
| 240 |
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"mean": 0.501486,
|
| 241 |
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"std": 0.088182
|
| 242 |
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},
|
| 243 |
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"scrap_cost_pressure": {
|
| 244 |
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|
| 245 |
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"max": 0.853168,
|
| 246 |
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"mean": 0.51899,
|
| 247 |
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"std": 0.094011
|
| 248 |
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},
|
| 249 |
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"energy_use_intensity": {
|
| 250 |
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"min": 0.241651,
|
| 251 |
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"max": 0.864102,
|
| 252 |
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"mean": 0.521373,
|
| 253 |
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"std": 0.096485
|
| 254 |
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},
|
| 255 |
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"robot_cell_jitter": {
|
| 256 |
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"min": 0.208624,
|
| 257 |
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"max": 0.862441,
|
| 258 |
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"mean": 0.507129,
|
| 259 |
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"std": 0.097269
|
| 260 |
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},
|
| 261 |
+
"tool_wear_signal": {
|
| 262 |
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"min": 0.255065,
|
| 263 |
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"max": 0.827099,
|
| 264 |
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"mean": 0.509088,
|
| 265 |
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"std": 0.08718
|
| 266 |
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},
|
| 267 |
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"inspection_false_negative_risk": {
|
| 268 |
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"min": 0.261228,
|
| 269 |
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"max": 0.845617,
|
| 270 |
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"mean": 0.526584,
|
| 271 |
+
"std": 0.092759
|
| 272 |
+
}
|
| 273 |
+
},
|
| 274 |
+
"quality_score": 0.957279,
|
| 275 |
+
"ml_readiness": {
|
| 276 |
+
"suggested_tasks": [
|
| 277 |
+
"tabular_classification",
|
| 278 |
+
"tabular_regression",
|
| 279 |
+
"risk_scoring",
|
| 280 |
+
"anomaly_detection",
|
| 281 |
+
"scenario_coverage_testing",
|
| 282 |
+
"drift_detection"
|
| 283 |
+
],
|
| 284 |
+
"split_contract": {
|
| 285 |
+
"train": 0.8,
|
| 286 |
+
"validation": 0.1,
|
| 287 |
+
"test": 0.1,
|
| 288 |
+
"split_method": "time_ordered"
|
| 289 |
+
},
|
| 290 |
+
"target_columns": [
|
| 291 |
+
"target_label",
|
| 292 |
+
"target_score",
|
| 293 |
+
"risk_score",
|
| 294 |
+
"anomaly_score"
|
| 295 |
+
]
|
| 296 |
+
},
|
| 297 |
+
"market_story": {
|
| 298 |
+
"buyer": "industrial operators, process engineers, quality and supply-chain teams",
|
| 299 |
+
"primary_use_case": "defect, downtime, sensor drift, throughput and supplier-risk simulation",
|
| 300 |
+
"success_story": "A plant can train predictive quality and downtime models on rare failure pathways without breaking real production equipment."
|
| 301 |
+
}
|
| 302 |
+
}
|
metrics/industry_vertical_suite/medicine_quality_metrics.json
ADDED
|
@@ -0,0 +1,302 @@
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|
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|
|
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|
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|
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|
|
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|
|
|
|
|
|
|
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|
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|
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|
|
|
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|
|
|
|
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|
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|
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|
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|
|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"artifact": "semanta_industry_dataset_metrics",
|
| 3 |
+
"created_at_utc": "2026-06-18T20:49:15Z",
|
| 4 |
+
"canon": "v3.7 Final",
|
| 5 |
+
"industry": "medicine",
|
| 6 |
+
"title": "Medicine",
|
| 7 |
+
"rows": 100000,
|
| 8 |
+
"columns": 100,
|
| 9 |
+
"feature_columns": 83,
|
| 10 |
+
"common_world_features": 33,
|
| 11 |
+
"domain_features": 50,
|
| 12 |
+
"synthetic_only": true,
|
| 13 |
+
"customer_data_sent_to_external_provider": false,
|
| 14 |
+
"external_provider_used": false,
|
| 15 |
+
"data_file": "C:\\SemantaAI\\artifacts\\hf_publications\\semanta-industry-suite\\industry-suite-20260618-01\\hf_dataset\\data\\industry_vertical_suite\\medicine\\semanta_medicine_world_native_synthetic_100000x100.csv.gz",
|
| 16 |
+
"data_file_sha256": "f0db76258b3d3b27bf71359eaf4b56bc9c860ed02c87dac186b7a70036fb35ac",
|
| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
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|
| 22 |
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|
| 23 |
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|
| 24 |
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|
| 25 |
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|
| 26 |
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|
| 27 |
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|
| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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|
| 34 |
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|
| 35 |
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|
| 36 |
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|
| 37 |
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|
| 38 |
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|
| 39 |
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|
| 40 |
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|
| 41 |
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|
| 42 |
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|
| 43 |
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|
| 44 |
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|
| 45 |
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|
| 46 |
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|
| 47 |
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|
| 48 |
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|
| 49 |
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|
| 50 |
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|
| 51 |
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|
| 52 |
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|
| 53 |
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|
| 54 |
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|
| 55 |
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|
| 56 |
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|
| 57 |
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|
| 58 |
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|
| 59 |
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|
| 60 |
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|
| 61 |
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|
| 62 |
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|
| 63 |
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|
| 64 |
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|
| 65 |
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|
| 66 |
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|
| 67 |
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|
| 68 |
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|
| 69 |
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|
| 70 |
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|
| 71 |
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|
| 72 |
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|
| 73 |
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|
| 74 |
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|
| 75 |
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|
| 76 |
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}
|
| 77 |
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|
| 78 |
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"region_distribution": {
|
| 79 |
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"africa": {
|
| 80 |
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"count": 16695,
|
| 81 |
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"share": 0.16695
|
| 82 |
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},
|
| 83 |
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"asia_pacific": {
|
| 84 |
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"count": 16705,
|
| 85 |
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"share": 0.16705
|
| 86 |
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},
|
| 87 |
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"europe": {
|
| 88 |
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"count": 16539,
|
| 89 |
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"share": 0.16539
|
| 90 |
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},
|
| 91 |
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"latin_america": {
|
| 92 |
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"count": 16822,
|
| 93 |
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"share": 0.16822
|
| 94 |
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},
|
| 95 |
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"middle_east": {
|
| 96 |
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"count": 16760,
|
| 97 |
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"share": 0.1676
|
| 98 |
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},
|
| 99 |
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"north_america": {
|
| 100 |
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"count": 16479,
|
| 101 |
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|
| 102 |
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}
|
| 103 |
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},
|
| 104 |
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"numeric_profile": {
|
| 105 |
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|
| 106 |
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"min": 0.180855,
|
| 107 |
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|
| 108 |
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"mean": 0.510284,
|
| 109 |
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"std": 0.079783
|
| 110 |
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},
|
| 111 |
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|
| 112 |
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"min": 0.11034,
|
| 113 |
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|
| 114 |
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|
| 115 |
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"std": 0.113581
|
| 116 |
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},
|
| 117 |
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"anomaly_score": {
|
| 118 |
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"min": 0.041635,
|
| 119 |
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"max": 0.411633,
|
| 120 |
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"mean": 0.18516,
|
| 121 |
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"std": 0.066084
|
| 122 |
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},
|
| 123 |
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"drift_signal": {
|
| 124 |
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"min": 0.005736,
|
| 125 |
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"max": 0.50769,
|
| 126 |
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"mean": 0.223412,
|
| 127 |
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"std": 0.092907
|
| 128 |
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},
|
| 129 |
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"macro_growth_index": {
|
| 130 |
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"min": 0.16414,
|
| 131 |
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"max": 0.803076,
|
| 132 |
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"mean": 0.502964,
|
| 133 |
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"std": 0.13455
|
| 134 |
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},
|
| 135 |
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"macro_inflation_pressure": {
|
| 136 |
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"min": 0.211737,
|
| 137 |
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"max": 0.675136,
|
| 138 |
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"mean": 0.397386,
|
| 139 |
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"std": 0.081011
|
| 140 |
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},
|
| 141 |
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"liquidity_index": {
|
| 142 |
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"min": 0.338642,
|
| 143 |
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"max": 0.814774,
|
| 144 |
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"mean": 0.618914,
|
| 145 |
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"std": 0.091072
|
| 146 |
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},
|
| 147 |
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"volatility_index": {
|
| 148 |
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"min": 0.029445,
|
| 149 |
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"max": 0.651329,
|
| 150 |
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"mean": 0.288797,
|
| 151 |
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"std": 0.113126
|
| 152 |
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},
|
| 153 |
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"demand_pressure": {
|
| 154 |
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"min": 0.240448,
|
| 155 |
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"max": 0.897066,
|
| 156 |
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"mean": 0.572552,
|
| 157 |
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"std": 0.158499
|
| 158 |
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},
|
| 159 |
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"supply_pressure": {
|
| 160 |
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"min": 0.234273,
|
| 161 |
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"max": 0.751097,
|
| 162 |
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"mean": 0.44658,
|
| 163 |
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"std": 0.089158
|
| 164 |
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},
|
| 165 |
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"event_velocity": {
|
| 166 |
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"min": 0.070632,
|
| 167 |
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"max": 0.615883,
|
| 168 |
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"mean": 0.336546,
|
| 169 |
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"std": 0.089854
|
| 170 |
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},
|
| 171 |
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"regulatory_pressure": {
|
| 172 |
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"min": 0.141295,
|
| 173 |
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"max": 0.545205,
|
| 174 |
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"mean": 0.309493,
|
| 175 |
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"std": 0.062015
|
| 176 |
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},
|
| 177 |
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"sentiment_index": {
|
| 178 |
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"min": 0.106213,
|
| 179 |
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"max": 0.877927,
|
| 180 |
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"mean": 0.519633,
|
| 181 |
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"std": 0.164122
|
| 182 |
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},
|
| 183 |
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"infrastructure_load": {
|
| 184 |
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"min": 0.269284,
|
| 185 |
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"max": 0.695513,
|
| 186 |
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"mean": 0.494672,
|
| 187 |
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"std": 0.070565
|
| 188 |
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},
|
| 189 |
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"human_review_risk": {
|
| 190 |
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"min": 0.237182,
|
| 191 |
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"max": 0.670392,
|
| 192 |
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"mean": 0.425713,
|
| 193 |
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"std": 0.067126
|
| 194 |
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},
|
| 195 |
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"data_quality_score": {
|
| 196 |
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"min": 0.808674,
|
| 197 |
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"max": 0.959116,
|
| 198 |
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"mean": 0.888805,
|
| 199 |
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"std": 0.020194
|
| 200 |
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},
|
| 201 |
+
"patient_flow_pressure": {
|
| 202 |
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"min": 0.248141,
|
| 203 |
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"max": 0.789345,
|
| 204 |
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"mean": 0.503688,
|
| 205 |
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"std": 0.084159
|
| 206 |
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},
|
| 207 |
+
"diagnostic_uncertainty": {
|
| 208 |
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"min": 0.263849,
|
| 209 |
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"max": 0.82835,
|
| 210 |
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"mean": 0.521165,
|
| 211 |
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"std": 0.089748
|
| 212 |
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},
|
| 213 |
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"readmission_risk": {
|
| 214 |
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"min": 0.260821,
|
| 215 |
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"max": 0.863655,
|
| 216 |
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"mean": 0.539296,
|
| 217 |
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"std": 0.094885
|
| 218 |
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},
|
| 219 |
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"treatment_response_signal": {
|
| 220 |
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"min": 0.249311,
|
| 221 |
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"max": 0.843705,
|
| 222 |
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"mean": 0.523726,
|
| 223 |
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"std": 0.095153
|
| 224 |
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},
|
| 225 |
+
"bed_capacity_pressure": {
|
| 226 |
+
"min": 0.240749,
|
| 227 |
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"max": 0.91106,
|
| 228 |
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"mean": 0.526528,
|
| 229 |
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"std": 0.098532
|
| 230 |
+
},
|
| 231 |
+
"clinician_workload": {
|
| 232 |
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"min": 0.266741,
|
| 233 |
+
"max": 0.844329,
|
| 234 |
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"mean": 0.529687,
|
| 235 |
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"std": 0.087662
|
| 236 |
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},
|
| 237 |
+
"lab_turnaround_delay": {
|
| 238 |
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"min": 0.252026,
|
| 239 |
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"max": 0.830236,
|
| 240 |
+
"mean": 0.513732,
|
| 241 |
+
"std": 0.088463
|
| 242 |
+
},
|
| 243 |
+
"comorbidity_burden": {
|
| 244 |
+
"min": 0.264597,
|
| 245 |
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"max": 0.853632,
|
| 246 |
+
"mean": 0.53204,
|
| 247 |
+
"std": 0.093829
|
| 248 |
+
},
|
| 249 |
+
"care_pathway_variance": {
|
| 250 |
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"min": 0.239529,
|
| 251 |
+
"max": 0.865903,
|
| 252 |
+
"mean": 0.534687,
|
| 253 |
+
"std": 0.096496
|
| 254 |
+
},
|
| 255 |
+
"device_signal_noise": {
|
| 256 |
+
"min": 0.23825,
|
| 257 |
+
"max": 0.871967,
|
| 258 |
+
"mean": 0.519537,
|
| 259 |
+
"std": 0.097073
|
| 260 |
+
},
|
| 261 |
+
"appointment_no_show_risk": {
|
| 262 |
+
"min": 0.27666,
|
| 263 |
+
"max": 0.836235,
|
| 264 |
+
"mean": 0.521899,
|
| 265 |
+
"std": 0.087005
|
| 266 |
+
},
|
| 267 |
+
"icu_escalation_pressure": {
|
| 268 |
+
"min": 0.261282,
|
| 269 |
+
"max": 0.857482,
|
| 270 |
+
"mean": 0.5398,
|
| 271 |
+
"std": 0.09234
|
| 272 |
+
}
|
| 273 |
+
},
|
| 274 |
+
"quality_score": 0.96716,
|
| 275 |
+
"ml_readiness": {
|
| 276 |
+
"suggested_tasks": [
|
| 277 |
+
"tabular_classification",
|
| 278 |
+
"tabular_regression",
|
| 279 |
+
"risk_scoring",
|
| 280 |
+
"anomaly_detection",
|
| 281 |
+
"scenario_coverage_testing",
|
| 282 |
+
"drift_detection"
|
| 283 |
+
],
|
| 284 |
+
"split_contract": {
|
| 285 |
+
"train": 0.8,
|
| 286 |
+
"validation": 0.1,
|
| 287 |
+
"test": 0.1,
|
| 288 |
+
"split_method": "time_ordered"
|
| 289 |
+
},
|
| 290 |
+
"target_columns": [
|
| 291 |
+
"target_label",
|
| 292 |
+
"target_score",
|
| 293 |
+
"risk_score",
|
| 294 |
+
"anomaly_score"
|
| 295 |
+
]
|
| 296 |
+
},
|
| 297 |
+
"market_story": {
|
| 298 |
+
"buyer": "health systems, hospitals, medtech teams and clinical AI builders",
|
| 299 |
+
"primary_use_case": "patient-flow, diagnostic uncertainty, treatment response and capacity-risk simulation",
|
| 300 |
+
"success_story": "A hospital can evaluate triage and readmission models under capacity shock without exposing patient data to external systems."
|
| 301 |
+
}
|
| 302 |
+
}
|
metrics/industry_vertical_suite/pharma_quality_metrics.json
ADDED
|
@@ -0,0 +1,302 @@
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|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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{
|
| 2 |
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|
| 3 |
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|
| 4 |
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|
| 5 |
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|
| 6 |
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|
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| 9 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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"data_file": "C:\\SemantaAI\\artifacts\\hf_publications\\semanta-industry-suite\\industry-suite-20260618-01\\hf_dataset\\data\\industry_vertical_suite\\pharma\\semanta_pharma_world_native_synthetic_100000x100.csv.gz",
|
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| 30 |
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| 32 |
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| 79 |
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| 80 |
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|
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| 87 |
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|
| 88 |
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| 90 |
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| 91 |
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|
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|
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| 147 |
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| 148 |
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|
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| 151 |
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|
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| 153 |
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| 154 |
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|
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| 159 |
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| 160 |
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| 163 |
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|
| 164 |
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| 165 |
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| 167 |
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| 168 |
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| 169 |
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|
| 170 |
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|
| 171 |
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| 172 |
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| 173 |
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|
| 174 |
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| 175 |
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|
| 176 |
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| 177 |
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|
| 178 |
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| 179 |
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| 181 |
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|
| 182 |
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| 183 |
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|
| 184 |
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| 185 |
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| 186 |
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| 187 |
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|
| 188 |
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| 189 |
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|
| 190 |
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| 191 |
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|
| 192 |
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| 193 |
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|
| 194 |
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|
| 195 |
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|
| 196 |
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|
| 197 |
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|
| 198 |
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|
| 199 |
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|
| 200 |
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|
| 201 |
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|
| 202 |
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"min": 0.232495,
|
| 203 |
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|
| 204 |
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|
| 205 |
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|
| 206 |
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|
| 207 |
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"adverse_event_rate": {
|
| 208 |
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"min": 0.228954,
|
| 209 |
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|
| 210 |
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|
| 211 |
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|
| 212 |
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|
| 213 |
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|
| 214 |
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| 215 |
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|
| 216 |
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|
| 217 |
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|
| 218 |
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|
| 219 |
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|
| 220 |
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|
| 221 |
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|
| 222 |
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|
| 223 |
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|
| 224 |
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|
| 225 |
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|
| 226 |
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|
| 227 |
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|
| 228 |
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|
| 229 |
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|
| 230 |
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|
| 231 |
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|
| 232 |
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|
| 233 |
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|
| 234 |
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|
| 235 |
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|
| 236 |
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|
| 237 |
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|
| 238 |
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|
| 239 |
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|
| 240 |
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|
| 241 |
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|
| 242 |
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|
| 243 |
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|
| 244 |
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|
| 245 |
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|
| 246 |
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|
| 247 |
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|
| 248 |
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|
| 249 |
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|
| 250 |
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"min": 0.248313,
|
| 251 |
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|
| 252 |
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|
| 253 |
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|
| 254 |
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},
|
| 255 |
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"real_world_evidence_gap": {
|
| 256 |
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"min": 0.237148,
|
| 257 |
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"max": 0.840534,
|
| 258 |
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"mean": 0.506672,
|
| 259 |
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"std": 0.096882
|
| 260 |
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},
|
| 261 |
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"safety_signal_confidence": {
|
| 262 |
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"min": 0.249723,
|
| 263 |
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"max": 0.856606,
|
| 264 |
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"mean": 0.508286,
|
| 265 |
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"std": 0.087029
|
| 266 |
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},
|
| 267 |
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"biomarker_alignment": {
|
| 268 |
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"min": 0.242433,
|
| 269 |
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"max": 0.846361,
|
| 270 |
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|
| 271 |
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"std": 0.092134
|
| 272 |
+
}
|
| 273 |
+
},
|
| 274 |
+
"quality_score": 0.960654,
|
| 275 |
+
"ml_readiness": {
|
| 276 |
+
"suggested_tasks": [
|
| 277 |
+
"tabular_classification",
|
| 278 |
+
"tabular_regression",
|
| 279 |
+
"risk_scoring",
|
| 280 |
+
"anomaly_detection",
|
| 281 |
+
"scenario_coverage_testing",
|
| 282 |
+
"drift_detection"
|
| 283 |
+
],
|
| 284 |
+
"split_contract": {
|
| 285 |
+
"train": 0.8,
|
| 286 |
+
"validation": 0.1,
|
| 287 |
+
"test": 0.1,
|
| 288 |
+
"split_method": "time_ordered"
|
| 289 |
+
},
|
| 290 |
+
"target_columns": [
|
| 291 |
+
"target_label",
|
| 292 |
+
"target_score",
|
| 293 |
+
"risk_score",
|
| 294 |
+
"anomaly_score"
|
| 295 |
+
]
|
| 296 |
+
},
|
| 297 |
+
"market_story": {
|
| 298 |
+
"buyer": "pharmaceutical R&D, clinical operations, safety and market-access teams",
|
| 299 |
+
"primary_use_case": "trial signal, safety, regulatory-delay and launch-readiness scenario generation",
|
| 300 |
+
"success_story": "A pharma team can simulate trial-operation bottlenecks and adverse-event signal drift before allocating expensive clinical capacity."
|
| 301 |
+
}
|
| 302 |
+
}
|
metrics/industry_vertical_suite/retail_quality_metrics.json
ADDED
|
@@ -0,0 +1,302 @@
|
|
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|
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|
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|
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|
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|
|
|
|
|
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|
|
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|
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|
|
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|
|
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|
|
|
|
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|
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|
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|
|
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|
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|
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|
|
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|
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|
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|
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|
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|
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|
|
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|
|
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|
|
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|
|
|
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|
|
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|
|
|
|
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|
|
|
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|
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|
|
|
|
|
|
|
|
|
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|
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|
|
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|
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|
|
|
|
|
|
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|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
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"artifact": "semanta_industry_dataset_metrics",
|
| 3 |
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"created_at_utc": "2026-06-18T20:52:53Z",
|
| 4 |
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"canon": "v3.7 Final",
|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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"data_file": "C:\\SemantaAI\\artifacts\\hf_publications\\semanta-industry-suite\\industry-suite-20260618-01\\hf_dataset\\data\\industry_vertical_suite\\retail\\semanta_retail_world_native_synthetic_100000x100.csv.gz",
|
| 16 |
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|
| 17 |
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| 18 |
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|
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|
| 20 |
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|
| 21 |
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|
| 22 |
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|
| 23 |
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|
| 24 |
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|
| 25 |
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|
| 26 |
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|
| 27 |
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|
| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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|
| 34 |
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|
| 35 |
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|
| 36 |
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| 37 |
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| 38 |
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|
| 39 |
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|
| 40 |
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|
| 41 |
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|
| 42 |
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|
| 43 |
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|
| 44 |
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|
| 45 |
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| 46 |
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| 48 |
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| 60 |
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|
| 62 |
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|
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|
| 64 |
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| 65 |
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|
| 66 |
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|
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| 68 |
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|
| 69 |
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|
| 70 |
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|
| 71 |
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|
| 72 |
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|
| 73 |
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| 74 |
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|
| 75 |
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|
| 76 |
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|
| 77 |
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|
| 78 |
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|
| 79 |
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|
| 80 |
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|
| 81 |
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|
| 82 |
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|
| 83 |
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|
| 84 |
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|
| 85 |
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|
| 86 |
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|
| 87 |
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|
| 88 |
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|
| 89 |
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|
| 90 |
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|
| 91 |
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|
| 92 |
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|
| 93 |
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|
| 94 |
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|
| 95 |
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|
| 96 |
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|
| 97 |
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|
| 98 |
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| 99 |
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|
| 100 |
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|
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|
| 102 |
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|
| 103 |
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|
| 104 |
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|
| 105 |
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|
| 106 |
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|
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| 108 |
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|
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| 111 |
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|
| 112 |
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| 113 |
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| 115 |
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|
| 116 |
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|
| 118 |
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|
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| 121 |
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|
| 122 |
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|
| 123 |
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|
| 124 |
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| 125 |
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|
| 126 |
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|
| 127 |
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|
| 128 |
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|
| 129 |
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|
| 130 |
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| 131 |
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|
| 132 |
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|
| 133 |
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|
| 134 |
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|
| 135 |
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|
| 136 |
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|
| 138 |
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|
| 139 |
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|
| 140 |
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| 141 |
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|
| 142 |
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|
| 143 |
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|
| 144 |
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| 145 |
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|
| 146 |
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|
| 147 |
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|
| 148 |
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|
| 149 |
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|
| 150 |
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|
| 151 |
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|
| 152 |
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|
| 153 |
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|
| 154 |
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| 155 |
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|
| 156 |
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|
| 157 |
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|
| 158 |
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|
| 159 |
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|
| 160 |
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| 161 |
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|
| 162 |
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| 163 |
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|
| 164 |
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|
| 165 |
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|
| 166 |
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|
| 167 |
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|
| 168 |
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|
| 169 |
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|
| 170 |
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|
| 171 |
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|
| 172 |
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|
| 173 |
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"max": 0.519645,
|
| 174 |
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|
| 175 |
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|
| 176 |
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| 177 |
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|
| 178 |
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|
| 179 |
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|
| 180 |
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|
| 181 |
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|
| 182 |
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|
| 183 |
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|
| 184 |
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|
| 185 |
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|
| 186 |
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|
| 187 |
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|
| 188 |
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|
| 189 |
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|
| 190 |
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|
| 191 |
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|
| 192 |
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|
| 193 |
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|
| 194 |
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|
| 195 |
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"data_quality_score": {
|
| 196 |
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|
| 197 |
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|
| 198 |
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"mean": 0.889566,
|
| 199 |
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"std": 0.020158
|
| 200 |
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},
|
| 201 |
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"basket_value": {
|
| 202 |
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"min": 0.221281,
|
| 203 |
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"max": 0.768557,
|
| 204 |
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"mean": 0.487774,
|
| 205 |
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"std": 0.084152
|
| 206 |
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},
|
| 207 |
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"churn_risk": {
|
| 208 |
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"min": 0.246675,
|
| 209 |
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"max": 0.809369,
|
| 210 |
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"mean": 0.50453,
|
| 211 |
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"std": 0.089315
|
| 212 |
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},
|
| 213 |
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"traffic_delta": {
|
| 214 |
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|
| 215 |
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|
| 216 |
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|
| 217 |
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|
| 218 |
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|
| 219 |
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|
| 220 |
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|
| 221 |
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|
| 222 |
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|
| 223 |
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|
| 224 |
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},
|
| 225 |
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|
| 226 |
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"min": 0.230923,
|
| 227 |
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|
| 228 |
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"mean": 0.509841,
|
| 229 |
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|
| 230 |
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|
| 231 |
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"loyalty_engagement": {
|
| 232 |
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"min": 0.252584,
|
| 233 |
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|
| 234 |
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|
| 235 |
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|
| 236 |
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|
| 237 |
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|
| 238 |
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|
| 239 |
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|
| 240 |
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|
| 241 |
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|
| 242 |
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|
| 243 |
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"return_rate_pressure": {
|
| 244 |
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|
| 245 |
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|
| 246 |
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|
| 247 |
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|
| 248 |
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},
|
| 249 |
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"fulfillment_latency": {
|
| 250 |
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|
| 251 |
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|
| 252 |
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|
| 253 |
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|
| 254 |
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},
|
| 255 |
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"store_cluster_shift": {
|
| 256 |
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|
| 257 |
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|
| 258 |
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"mean": 0.503357,
|
| 259 |
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"std": 0.096992
|
| 260 |
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},
|
| 261 |
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"online_conversion_gap": {
|
| 262 |
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"min": 0.227078,
|
| 263 |
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"max": 0.825703,
|
| 264 |
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"mean": 0.505048,
|
| 265 |
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"std": 0.087139
|
| 266 |
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},
|
| 267 |
+
"assortment_fit": {
|
| 268 |
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"min": 0.23206,
|
| 269 |
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"max": 0.844335,
|
| 270 |
+
"mean": 0.522281,
|
| 271 |
+
"std": 0.092274
|
| 272 |
+
}
|
| 273 |
+
},
|
| 274 |
+
"quality_score": 0.957086,
|
| 275 |
+
"ml_readiness": {
|
| 276 |
+
"suggested_tasks": [
|
| 277 |
+
"tabular_classification",
|
| 278 |
+
"tabular_regression",
|
| 279 |
+
"risk_scoring",
|
| 280 |
+
"anomaly_detection",
|
| 281 |
+
"scenario_coverage_testing",
|
| 282 |
+
"drift_detection"
|
| 283 |
+
],
|
| 284 |
+
"split_contract": {
|
| 285 |
+
"train": 0.8,
|
| 286 |
+
"validation": 0.1,
|
| 287 |
+
"test": 0.1,
|
| 288 |
+
"split_method": "time_ordered"
|
| 289 |
+
},
|
| 290 |
+
"target_columns": [
|
| 291 |
+
"target_label",
|
| 292 |
+
"target_score",
|
| 293 |
+
"risk_score",
|
| 294 |
+
"anomaly_score"
|
| 295 |
+
]
|
| 296 |
+
},
|
| 297 |
+
"market_story": {
|
| 298 |
+
"buyer": "retailers, marketplaces, CRM, inventory and merchandising teams",
|
| 299 |
+
"primary_use_case": "basket, churn, traffic, markdown, inventory and customer-behavior simulation",
|
| 300 |
+
"success_story": "A retailer can test churn, markdown and inventory policies against customer-behavior drift before margin loss reaches the P&L."
|
| 301 |
+
}
|
| 302 |
+
}
|
metrics/industry_vertical_suite/science_quality_metrics.json
ADDED
|
@@ -0,0 +1,302 @@
|
|
|
|
|
|
|
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|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
|
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|
|
|
|
|
|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
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|
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|
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|
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|
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|
|
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|
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|
|
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|
|
|
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|
| 1 |
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{
|
| 2 |
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|
| 3 |
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| 4 |
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|
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| 172 |
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|
| 196 |
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| 198 |
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| 199 |
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|
| 200 |
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| 201 |
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|
| 202 |
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|
| 204 |
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|
| 206 |
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| 207 |
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|
| 208 |
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| 210 |
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|
| 212 |
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| 213 |
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| 214 |
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|
| 224 |
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| 225 |
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|
| 226 |
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|
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|
| 230 |
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| 231 |
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|
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|
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|
| 236 |
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| 237 |
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|
| 238 |
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|
| 240 |
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| 241 |
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|
| 242 |
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|
| 243 |
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|
| 244 |
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|
| 245 |
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|
| 246 |
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|
| 247 |
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|
| 248 |
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|
| 249 |
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|
| 250 |
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|
| 251 |
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|
| 252 |
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|
| 253 |
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|
| 254 |
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|
| 255 |
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|
| 256 |
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|
| 257 |
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|
| 258 |
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|
| 259 |
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|
| 260 |
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|
| 261 |
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|
| 262 |
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|
| 263 |
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|
| 264 |
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|
| 265 |
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|
| 266 |
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},
|
| 267 |
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"lab_capacity_pressure": {
|
| 268 |
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|
| 269 |
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|
| 270 |
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|
| 271 |
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|
| 272 |
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}
|
| 273 |
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},
|
| 274 |
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"quality_score": 0.946371,
|
| 275 |
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"ml_readiness": {
|
| 276 |
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"suggested_tasks": [
|
| 277 |
+
"tabular_classification",
|
| 278 |
+
"tabular_regression",
|
| 279 |
+
"risk_scoring",
|
| 280 |
+
"anomaly_detection",
|
| 281 |
+
"scenario_coverage_testing",
|
| 282 |
+
"drift_detection"
|
| 283 |
+
],
|
| 284 |
+
"split_contract": {
|
| 285 |
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"train": 0.8,
|
| 286 |
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"validation": 0.1,
|
| 287 |
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"test": 0.1,
|
| 288 |
+
"split_method": "time_ordered"
|
| 289 |
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},
|
| 290 |
+
"target_columns": [
|
| 291 |
+
"target_label",
|
| 292 |
+
"target_score",
|
| 293 |
+
"risk_score",
|
| 294 |
+
"anomaly_score"
|
| 295 |
+
]
|
| 296 |
+
},
|
| 297 |
+
"market_story": {
|
| 298 |
+
"buyer": "research labs, frontier R&D groups, scientific ML teams and grant-backed institutions",
|
| 299 |
+
"primary_use_case": "hypothesis strength, experiment noise, replication and discovery-potential simulation",
|
| 300 |
+
"success_story": "A lab can prioritize experiments by testing hypothesis robustness and replication risk before spending scarce lab time."
|
| 301 |
+
}
|
| 302 |
+
}
|
metrics/industry_vertical_suite/security_quality_metrics.json
ADDED
|
@@ -0,0 +1,302 @@
|
|
|
|
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|
|
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|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
| 1 |
+
{
|
| 2 |
+
"artifact": "semanta_industry_dataset_metrics",
|
| 3 |
+
"created_at_utc": "2026-06-18T20:50:42Z",
|
| 4 |
+
"canon": "v3.7 Final",
|
| 5 |
+
"industry": "security",
|
| 6 |
+
"title": "Security",
|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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"customer_data_sent_to_external_provider": false,
|
| 14 |
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"external_provider_used": false,
|
| 15 |
+
"data_file": "C:\\SemantaAI\\artifacts\\hf_publications\\semanta-industry-suite\\industry-suite-20260618-01\\hf_dataset\\data\\industry_vertical_suite\\security\\semanta_security_world_native_synthetic_100000x100.csv.gz",
|
| 16 |
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"data_file_sha256": "a685b840fdcac97c364cb7ee2c125118269b9ad4157b1a1a6789494089600f91",
|
| 17 |
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"content_hash_sha256": "9ddd112451cbd227fa61df570bf5c67bf3c39221d8db597a4538f3e5e4d1b72d",
|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
+
"region_coverage": 1.0,
|
| 22 |
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"label_distribution": {
|
| 23 |
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|
| 24 |
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"count": 40966,
|
| 25 |
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|
| 26 |
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|
| 27 |
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|
| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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|
| 34 |
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|
| 35 |
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|
| 36 |
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|
| 37 |
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|
| 38 |
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}
|
| 39 |
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|
| 40 |
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|
| 41 |
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|
| 42 |
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|
| 43 |
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|
| 44 |
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|
| 45 |
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|
| 46 |
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|
| 47 |
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|
| 48 |
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|
| 49 |
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|
| 50 |
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|
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|
| 52 |
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|
| 53 |
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|
| 54 |
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|
| 55 |
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|
| 56 |
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},
|
| 57 |
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|
| 58 |
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|
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|
| 60 |
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|
| 61 |
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|
| 62 |
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|
| 63 |
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|
| 64 |
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|
| 65 |
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|
| 66 |
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|
| 67 |
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|
| 68 |
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|
| 69 |
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|
| 70 |
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|
| 71 |
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|
| 72 |
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|
| 73 |
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"stress": {
|
| 74 |
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"count": 13100,
|
| 75 |
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|
| 76 |
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}
|
| 77 |
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},
|
| 78 |
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"region_distribution": {
|
| 79 |
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"africa": {
|
| 80 |
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"count": 16550,
|
| 81 |
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"share": 0.1655
|
| 82 |
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},
|
| 83 |
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"asia_pacific": {
|
| 84 |
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"count": 16585,
|
| 85 |
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"share": 0.16585
|
| 86 |
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},
|
| 87 |
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"europe": {
|
| 88 |
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"count": 16750,
|
| 89 |
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"share": 0.1675
|
| 90 |
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},
|
| 91 |
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"latin_america": {
|
| 92 |
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"count": 16834,
|
| 93 |
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"share": 0.16834
|
| 94 |
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},
|
| 95 |
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|
| 96 |
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|
| 97 |
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|
| 98 |
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},
|
| 99 |
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"north_america": {
|
| 100 |
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"count": 16430,
|
| 101 |
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|
| 102 |
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}
|
| 103 |
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},
|
| 104 |
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|
| 105 |
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|
| 106 |
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|
| 107 |
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|
| 108 |
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|
| 109 |
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|
| 110 |
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},
|
| 111 |
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|
| 112 |
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|
| 113 |
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|
| 114 |
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|
| 115 |
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|
| 116 |
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},
|
| 117 |
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|
| 118 |
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|
| 119 |
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|
| 120 |
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|
| 121 |
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|
| 122 |
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|
| 123 |
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|
| 124 |
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|
| 125 |
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|
| 126 |
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|
| 127 |
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|
| 128 |
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},
|
| 129 |
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|
| 130 |
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"min": 0.165999,
|
| 131 |
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"max": 0.797303,
|
| 132 |
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|
| 133 |
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|
| 134 |
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},
|
| 135 |
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|
| 136 |
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"min": 0.203468,
|
| 137 |
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"max": 0.67777,
|
| 138 |
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"mean": 0.397071,
|
| 139 |
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"std": 0.081115
|
| 140 |
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},
|
| 141 |
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"liquidity_index": {
|
| 142 |
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"min": 0.325172,
|
| 143 |
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"max": 0.809915,
|
| 144 |
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"mean": 0.616301,
|
| 145 |
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"std": 0.09107
|
| 146 |
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},
|
| 147 |
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"volatility_index": {
|
| 148 |
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"min": 0.025522,
|
| 149 |
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"max": 0.646012,
|
| 150 |
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"mean": 0.288471,
|
| 151 |
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"std": 0.113103
|
| 152 |
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},
|
| 153 |
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"demand_pressure": {
|
| 154 |
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"min": 0.247027,
|
| 155 |
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"max": 0.911894,
|
| 156 |
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"mean": 0.588866,
|
| 157 |
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"std": 0.158627
|
| 158 |
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},
|
| 159 |
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|
| 160 |
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"min": 0.245602,
|
| 161 |
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"max": 0.739659,
|
| 162 |
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|
| 163 |
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"std": 0.089475
|
| 164 |
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},
|
| 165 |
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"event_velocity": {
|
| 166 |
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"min": 0.093682,
|
| 167 |
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"max": 0.612064,
|
| 168 |
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|
| 169 |
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"std": 0.089966
|
| 170 |
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},
|
| 171 |
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"regulatory_pressure": {
|
| 172 |
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"min": 0.140297,
|
| 173 |
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"max": 0.519535,
|
| 174 |
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|
| 175 |
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"std": 0.06221
|
| 176 |
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},
|
| 177 |
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"sentiment_index": {
|
| 178 |
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|
| 179 |
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|
| 180 |
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|
| 181 |
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"std": 0.164523
|
| 182 |
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},
|
| 183 |
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|
| 184 |
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"min": 0.277803,
|
| 185 |
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"max": 0.698952,
|
| 186 |
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|
| 187 |
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"std": 0.070507
|
| 188 |
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},
|
| 189 |
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"human_review_risk": {
|
| 190 |
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"min": 0.238429,
|
| 191 |
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"max": 0.696773,
|
| 192 |
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"mean": 0.451939,
|
| 193 |
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"std": 0.067339
|
| 194 |
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},
|
| 195 |
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"data_quality_score": {
|
| 196 |
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"min": 0.806706,
|
| 197 |
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"max": 0.955165,
|
| 198 |
+
"mean": 0.886069,
|
| 199 |
+
"std": 0.020277
|
| 200 |
+
},
|
| 201 |
+
"attack_intensity": {
|
| 202 |
+
"min": 0.280021,
|
| 203 |
+
"max": 0.8355,
|
| 204 |
+
"mean": 0.542991,
|
| 205 |
+
"std": 0.084042
|
| 206 |
+
},
|
| 207 |
+
"alert_noise": {
|
| 208 |
+
"min": 0.298464,
|
| 209 |
+
"max": 0.875177,
|
| 210 |
+
"mean": 0.562203,
|
| 211 |
+
"std": 0.089811
|
| 212 |
+
},
|
| 213 |
+
"exploit_maturity": {
|
| 214 |
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"min": 0.298921,
|
| 215 |
+
"max": 0.910268,
|
| 216 |
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"mean": 0.581839,
|
| 217 |
+
"std": 0.094856
|
| 218 |
+
},
|
| 219 |
+
"response_latency": {
|
| 220 |
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"min": 0.289436,
|
| 221 |
+
"max": 0.903577,
|
| 222 |
+
"mean": 0.56425,
|
| 223 |
+
"std": 0.095224
|
| 224 |
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},
|
| 225 |
+
"asset_criticality": {
|
| 226 |
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"min": 0.277174,
|
| 227 |
+
"max": 0.915666,
|
| 228 |
+
"mean": 0.567332,
|
| 229 |
+
"std": 0.098488
|
| 230 |
+
},
|
| 231 |
+
"identity_risk_pressure": {
|
| 232 |
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"min": 0.308057,
|
| 233 |
+
"max": 0.877433,
|
| 234 |
+
"mean": 0.571954,
|
| 235 |
+
"std": 0.087757
|
| 236 |
+
},
|
| 237 |
+
"lateral_movement_signal": {
|
| 238 |
+
"min": 0.289231,
|
| 239 |
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"max": 0.852123,
|
| 240 |
+
"mean": 0.553667,
|
| 241 |
+
"std": 0.088707
|
| 242 |
+
},
|
| 243 |
+
"malware_family_drift": {
|
| 244 |
+
"min": 0.300582,
|
| 245 |
+
"max": 0.918234,
|
| 246 |
+
"mean": 0.573519,
|
| 247 |
+
"std": 0.09393
|
| 248 |
+
},
|
| 249 |
+
"phishing_campaign_density": {
|
| 250 |
+
"min": 0.293314,
|
| 251 |
+
"max": 0.93132,
|
| 252 |
+
"mean": 0.576784,
|
| 253 |
+
"std": 0.096623
|
| 254 |
+
},
|
| 255 |
+
"zero_day_pressure": {
|
| 256 |
+
"min": 0.292833,
|
| 257 |
+
"max": 0.890304,
|
| 258 |
+
"mean": 0.559342,
|
| 259 |
+
"std": 0.096964
|
| 260 |
+
},
|
| 261 |
+
"patch_gap": {
|
| 262 |
+
"min": 0.290009,
|
| 263 |
+
"max": 0.879765,
|
| 264 |
+
"mean": 0.563202,
|
| 265 |
+
"std": 0.087153
|
| 266 |
+
},
|
| 267 |
+
"privilege_escalation_signal": {
|
| 268 |
+
"min": 0.316425,
|
| 269 |
+
"max": 0.912943,
|
| 270 |
+
"mean": 0.582961,
|
| 271 |
+
"std": 0.092497
|
| 272 |
+
}
|
| 273 |
+
},
|
| 274 |
+
"quality_score": 0.980621,
|
| 275 |
+
"ml_readiness": {
|
| 276 |
+
"suggested_tasks": [
|
| 277 |
+
"tabular_classification",
|
| 278 |
+
"tabular_regression",
|
| 279 |
+
"risk_scoring",
|
| 280 |
+
"anomaly_detection",
|
| 281 |
+
"scenario_coverage_testing",
|
| 282 |
+
"drift_detection"
|
| 283 |
+
],
|
| 284 |
+
"split_contract": {
|
| 285 |
+
"train": 0.8,
|
| 286 |
+
"validation": 0.1,
|
| 287 |
+
"test": 0.1,
|
| 288 |
+
"split_method": "time_ordered"
|
| 289 |
+
},
|
| 290 |
+
"target_columns": [
|
| 291 |
+
"target_label",
|
| 292 |
+
"target_score",
|
| 293 |
+
"risk_score",
|
| 294 |
+
"anomaly_score"
|
| 295 |
+
]
|
| 296 |
+
},
|
| 297 |
+
"market_story": {
|
| 298 |
+
"buyer": "cybersecurity vendors, SOC teams, fraud defense and critical-infrastructure defenders",
|
| 299 |
+
"primary_use_case": "attack intensity, alert noise, response-latency and asset-criticality simulation",
|
| 300 |
+
"success_story": "A security team can harden detection pipelines against adversarial behavior and alert floods before analysts are overloaded in production."
|
| 301 |
+
}
|
| 302 |
+
}
|
metrics/industry_vertical_suite/suite_scorecard.json
ADDED
|
@@ -0,0 +1,52 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"artifact": "semanta_industry_suite_scorecard",
|
| 3 |
+
"created_at_utc": "2026-06-18T20:53:36Z",
|
| 4 |
+
"canon": "v3.7 Final",
|
| 5 |
+
"status": "ready",
|
| 6 |
+
"synthetic_only": true,
|
| 7 |
+
"industry_count": 11,
|
| 8 |
+
"total_rows": 1100000,
|
| 9 |
+
"columns_per_industry": 100,
|
| 10 |
+
"feature_columns_per_industry": 83,
|
| 11 |
+
"total_cells": 110000000,
|
| 12 |
+
"overall_quality_score": 0.965168,
|
| 13 |
+
"min_quality_score": 0.946371,
|
| 14 |
+
"scenario_coverage_score": 1.0,
|
| 15 |
+
"schema_consistency_score": 1.0,
|
| 16 |
+
"privacy_score": 1.0,
|
| 17 |
+
"reproducibility_score": 1.0,
|
| 18 |
+
"hf_readiness_score": 1.0,
|
| 19 |
+
"market_breadth_score": 1.0,
|
| 20 |
+
"quality_gates": [
|
| 21 |
+
{
|
| 22 |
+
"gate": "synthetic_only",
|
| 23 |
+
"status": "pass",
|
| 24 |
+
"evidence": "No customer/private source data is used."
|
| 25 |
+
},
|
| 26 |
+
{
|
| 27 |
+
"gate": "per_industry_files",
|
| 28 |
+
"status": "pass",
|
| 29 |
+
"evidence": "Each vertical has its own CSV, schema and metrics."
|
| 30 |
+
},
|
| 31 |
+
{
|
| 32 |
+
"gate": "100_column_width",
|
| 33 |
+
"status": "pass",
|
| 34 |
+
"evidence": "Each vertical has 100 columns."
|
| 35 |
+
},
|
| 36 |
+
{
|
| 37 |
+
"gate": "scenario_coverage",
|
| 38 |
+
"status": "pass",
|
| 39 |
+
"evidence": "All canonical scenarios are represented."
|
| 40 |
+
},
|
| 41 |
+
{
|
| 42 |
+
"gate": "hf_interop",
|
| 43 |
+
"status": "pass",
|
| 44 |
+
"evidence": "CSV.GZ + README + schema JSON + metrics JSON."
|
| 45 |
+
},
|
| 46 |
+
{
|
| 47 |
+
"gate": "claim_boundary",
|
| 48 |
+
"status": "pass",
|
| 49 |
+
"evidence": "No model-performance claims without benchmarks."
|
| 50 |
+
}
|
| 51 |
+
]
|
| 52 |
+
}
|
metrics/long_history_10cols_metrics.json
ADDED
|
@@ -0,0 +1,47 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"dataset": "long_history_10cols_1970-01-01_2026-06-16",
|
| 3 |
+
"rows": 20621,
|
| 4 |
+
"columns": 10,
|
| 5 |
+
"years": 56.46,
|
| 6 |
+
"bytes": 668776,
|
| 7 |
+
"null_rate": 0.0,
|
| 8 |
+
"feature_stats_sample": {
|
| 9 |
+
"signal_00": {
|
| 10 |
+
"min": -1.999846,
|
| 11 |
+
"max": 1.999776,
|
| 12 |
+
"mean": -0.001802
|
| 13 |
+
},
|
| 14 |
+
"signal_01": {
|
| 15 |
+
"min": -1.99883,
|
| 16 |
+
"max": 1.999808,
|
| 17 |
+
"mean": -0.002868
|
| 18 |
+
},
|
| 19 |
+
"signal_02": {
|
| 20 |
+
"min": -1.98843,
|
| 21 |
+
"max": 1.988432,
|
| 22 |
+
"mean": -0.000697
|
| 23 |
+
},
|
| 24 |
+
"signal_03": {
|
| 25 |
+
"min": -1.998851,
|
| 26 |
+
"max": 1.999669,
|
| 27 |
+
"mean": -0.000137
|
| 28 |
+
},
|
| 29 |
+
"signal_04": {
|
| 30 |
+
"min": -1.999464,
|
| 31 |
+
"max": 1.999583,
|
| 32 |
+
"mean": 8e-05
|
| 33 |
+
},
|
| 34 |
+
"event_intensity": {
|
| 35 |
+
"min": 0.000322,
|
| 36 |
+
"max": 0.999857,
|
| 37 |
+
"mean": 0.466446
|
| 38 |
+
},
|
| 39 |
+
"risk_index": {
|
| 40 |
+
"min": 0.180206,
|
| 41 |
+
"max": 0.826601,
|
| 42 |
+
"mean": 0.487747
|
| 43 |
+
}
|
| 44 |
+
},
|
| 45 |
+
"hf_ready": true,
|
| 46 |
+
"proof_role": "depth_and_history"
|
| 47 |
+
}
|
metrics/multi_industry_breadth_metrics.json
ADDED
|
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"dataset": "multi_industry_breadth",
|
| 3 |
+
"rows": 250000,
|
| 4 |
+
"industries": 10,
|
| 5 |
+
"columns": 14,
|
| 6 |
+
"bytes": 9573957,
|
| 7 |
+
"null_rate": 0.0,
|
| 8 |
+
"hf_ready": true,
|
| 9 |
+
"proof_role": "domain_breadth"
|
| 10 |
+
}
|
metrics/quality_showcase.json
ADDED
|
@@ -0,0 +1,133 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"artifact": "semanta_dataset_suite_showcase",
|
| 3 |
+
"created_at_utc": "2026-06-16T15:44:44Z",
|
| 4 |
+
"status": "ready",
|
| 5 |
+
"headline": {
|
| 6 |
+
"total_rows": 1270621,
|
| 7 |
+
"compressed_bytes": 398032820,
|
| 8 |
+
"compressed_size_mb": 398.03,
|
| 9 |
+
"suite_score": 1.0,
|
| 10 |
+
"hf_ready": true,
|
| 11 |
+
"synthetic_only": true,
|
| 12 |
+
"external_provider_used": false,
|
| 13 |
+
"customer_data_sent_to_external_provider": false
|
| 14 |
+
},
|
| 15 |
+
"proof_matrix": [
|
| 16 |
+
{
|
| 17 |
+
"claim": "width",
|
| 18 |
+
"evidence": "100 feature columns / 106 total columns",
|
| 19 |
+
"score": 1.0
|
| 20 |
+
},
|
| 21 |
+
{
|
| 22 |
+
"claim": "scale",
|
| 23 |
+
"evidence": "1000000 wide rows plus 250000 industry rows",
|
| 24 |
+
"score": 1.0
|
| 25 |
+
},
|
| 26 |
+
{
|
| 27 |
+
"claim": "history_depth",
|
| 28 |
+
"evidence": "1970-01-01 to 2026-06-16 (56.46 years)",
|
| 29 |
+
"score": 1.0
|
| 30 |
+
},
|
| 31 |
+
{
|
| 32 |
+
"claim": "domain_breadth",
|
| 33 |
+
"evidence": "10 industries: finance, retail, manufacturing, defense, medicine, cybersecurity, energy, logistics, telecom, public_sector",
|
| 34 |
+
"score": 1.0
|
| 35 |
+
}
|
| 36 |
+
],
|
| 37 |
+
"statistical_metrics": {
|
| 38 |
+
"wide_sample_profile": {
|
| 39 |
+
"profiled_rows": 20000,
|
| 40 |
+
"sample_policy": "first 5000 rows per wide partition",
|
| 41 |
+
"label_distribution": {
|
| 42 |
+
"positive": 12092,
|
| 43 |
+
"negative": 7908
|
| 44 |
+
},
|
| 45 |
+
"target_score": {
|
| 46 |
+
"min": -0.466362,
|
| 47 |
+
"max": 0.46402,
|
| 48 |
+
"mean": 0.045925
|
| 49 |
+
}
|
| 50 |
+
},
|
| 51 |
+
"long_history_profile": {
|
| 52 |
+
"rows": 20621,
|
| 53 |
+
"columns": 10,
|
| 54 |
+
"years": 56.46,
|
| 55 |
+
"event_intensity": {
|
| 56 |
+
"min": 0.000322,
|
| 57 |
+
"max": 0.999857,
|
| 58 |
+
"mean": 0.466446
|
| 59 |
+
},
|
| 60 |
+
"risk_index": {
|
| 61 |
+
"min": 0.180206,
|
| 62 |
+
"max": 0.826601,
|
| 63 |
+
"mean": 0.487747
|
| 64 |
+
}
|
| 65 |
+
},
|
| 66 |
+
"industry_sample_profile": {
|
| 67 |
+
"profiled_rows": 20000,
|
| 68 |
+
"sample_policy": "first 2000 rows per industry file",
|
| 69 |
+
"industry_rows_profiled": {
|
| 70 |
+
"finance": 2000,
|
| 71 |
+
"retail": 2000,
|
| 72 |
+
"manufacturing": 2000,
|
| 73 |
+
"defense": 2000,
|
| 74 |
+
"medicine": 2000,
|
| 75 |
+
"cybersecurity": 2000,
|
| 76 |
+
"energy": 2000,
|
| 77 |
+
"logistics": 2000,
|
| 78 |
+
"telecom": 2000,
|
| 79 |
+
"public_sector": 2000
|
| 80 |
+
},
|
| 81 |
+
"label_distribution": {
|
| 82 |
+
"review": 14898,
|
| 83 |
+
"approve": 5102
|
| 84 |
+
},
|
| 85 |
+
"means": {
|
| 86 |
+
"risk_signal": 0.368063,
|
| 87 |
+
"anomaly_score": 0.1039,
|
| 88 |
+
"decision_target": 0.203351
|
| 89 |
+
}
|
| 90 |
+
}
|
| 91 |
+
},
|
| 92 |
+
"quality_gates": [
|
| 93 |
+
{
|
| 94 |
+
"gate": "hf_ready",
|
| 95 |
+
"status": "pass",
|
| 96 |
+
"evidence": "README, schemas, manifests and compressed data files are present."
|
| 97 |
+
},
|
| 98 |
+
{
|
| 99 |
+
"gate": "privacy",
|
| 100 |
+
"status": "pass",
|
| 101 |
+
"evidence": "Synthetic-only generation; no customer/private data used."
|
| 102 |
+
},
|
| 103 |
+
{
|
| 104 |
+
"gate": "external_provider_policy",
|
| 105 |
+
"status": "pass",
|
| 106 |
+
"evidence": "No DeepSeek/Gamma/external provider used for this suite."
|
| 107 |
+
},
|
| 108 |
+
{
|
| 109 |
+
"gate": "schema_contracts",
|
| 110 |
+
"status": "pass",
|
| 111 |
+
"evidence": "Each dataset includes schema.json and metrics JSON."
|
| 112 |
+
},
|
| 113 |
+
{
|
| 114 |
+
"gate": "reproducibility",
|
| 115 |
+
"status": "pass",
|
| 116 |
+
"evidence": "Seed, formula, partitioning and manifest are recorded."
|
| 117 |
+
},
|
| 118 |
+
{
|
| 119 |
+
"gate": "claim_boundary",
|
| 120 |
+
"status": "pass",
|
| 121 |
+
"evidence": "Dataset generation proof only; model-quality claims require benchmark evidence."
|
| 122 |
+
}
|
| 123 |
+
],
|
| 124 |
+
"buyer_view": {
|
| 125 |
+
"what_it_proves": [
|
| 126 |
+
"Semanta can create very wide synthetic feature tables.",
|
| 127 |
+
"Semanta can create long historical time-series substrates.",
|
| 128 |
+
"Semanta can generate cross-industry decision/risk scenarios.",
|
| 129 |
+
"Semanta packages outputs with metrics, schema, lineage-style manifest and HF compatibility."
|
| 130 |
+
],
|
| 131 |
+
"next_commercial_step": "Attach StarForge/Gamma model-training benchmarks and publish benchmark reports against baseline models."
|
| 132 |
+
}
|
| 133 |
+
}
|
metrics/suite_scorecard.json
ADDED
|
@@ -0,0 +1,13 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"artifact": "semanta_dataset_suite_scorecard",
|
| 3 |
+
"status": "ready",
|
| 4 |
+
"overall_score": 1.0,
|
| 5 |
+
"width_score": 1.0,
|
| 6 |
+
"depth_score": 1.0,
|
| 7 |
+
"breadth_score": 1.0,
|
| 8 |
+
"scale_score": 1.0,
|
| 9 |
+
"total_rows": 1270621,
|
| 10 |
+
"total_bytes": 398032820,
|
| 11 |
+
"customer_data_sent_to_external_provider": false,
|
| 12 |
+
"hf_ready": true
|
| 13 |
+
}
|
metrics/wide_100cols_1000000rows_metrics.json
ADDED
|
@@ -0,0 +1,75 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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| 1 |
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| 29 |
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|
schemas/industry_vertical_suite/ai_schema.json
ADDED
|
@@ -0,0 +1,630 @@
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|
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|
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|
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|
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|
|
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|
|
|
|
|
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|
|
|
|
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|
|
|
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|
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|
|
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|
|
|
|
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|
|
|
|
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|
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|
|
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|
|
|
|
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|
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|
|
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|
|
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|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
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|
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|
|
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|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"artifact": "semanta_industry_dataset_schema",
|
| 3 |
+
"created_at_utc": "2026-06-18T20:53:36Z",
|
| 4 |
+
"canon": "v3.7 Final",
|
| 5 |
+
"industry": "ai",
|
| 6 |
+
"title": "AI",
|
| 7 |
+
"columns": 100,
|
| 8 |
+
"fields": [
|
| 9 |
+
{
|
| 10 |
+
"name": "record_id",
|
| 11 |
+
"dtype": "string",
|
| 12 |
+
"nullable": false
|
| 13 |
+
},
|
| 14 |
+
{
|
| 15 |
+
"name": "industry",
|
| 16 |
+
"dtype": "string",
|
| 17 |
+
"nullable": false
|
| 18 |
+
},
|
| 19 |
+
{
|
| 20 |
+
"name": "use_case",
|
| 21 |
+
"dtype": "string",
|
| 22 |
+
"nullable": false
|
| 23 |
+
},
|
| 24 |
+
{
|
| 25 |
+
"name": "timestamp",
|
| 26 |
+
"dtype": "timestamp[iso8601]",
|
| 27 |
+
"nullable": false
|
| 28 |
+
},
|
| 29 |
+
{
|
| 30 |
+
"name": "region",
|
| 31 |
+
"dtype": "string",
|
| 32 |
+
"nullable": false
|
| 33 |
+
},
|
| 34 |
+
{
|
| 35 |
+
"name": "entity_id",
|
| 36 |
+
"dtype": "string",
|
| 37 |
+
"nullable": false
|
| 38 |
+
},
|
| 39 |
+
{
|
| 40 |
+
"name": "scenario",
|
| 41 |
+
"dtype": "string",
|
| 42 |
+
"nullable": false
|
| 43 |
+
},
|
| 44 |
+
{
|
| 45 |
+
"name": "macro_regime",
|
| 46 |
+
"dtype": "string",
|
| 47 |
+
"nullable": false
|
| 48 |
+
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|
| 49 |
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|
| 50 |
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|
| 51 |
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| 52 |
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| 62 |
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|
| 66 |
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| 67 |
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|
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| 75 |
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|
| 76 |
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| 77 |
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| 80 |
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| 82 |
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| 85 |
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| 87 |
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| 501 |
+
"dtype": "float32",
|
| 502 |
+
"nullable": false
|
| 503 |
+
},
|
| 504 |
+
{
|
| 505 |
+
"name": "ai_world_signal_35",
|
| 506 |
+
"dtype": "float32",
|
| 507 |
+
"nullable": false
|
| 508 |
+
}
|
| 509 |
+
],
|
| 510 |
+
"primary_key": "record_id",
|
| 511 |
+
"target_columns": [
|
| 512 |
+
"target_label",
|
| 513 |
+
"target_score",
|
| 514 |
+
"risk_score",
|
| 515 |
+
"anomaly_score"
|
| 516 |
+
],
|
| 517 |
+
"feature_groups": {
|
| 518 |
+
"metadata": [
|
| 519 |
+
"record_id",
|
| 520 |
+
"industry",
|
| 521 |
+
"use_case",
|
| 522 |
+
"timestamp",
|
| 523 |
+
"region",
|
| 524 |
+
"entity_id",
|
| 525 |
+
"scenario",
|
| 526 |
+
"macro_regime",
|
| 527 |
+
"shock_level",
|
| 528 |
+
"scenario_probability",
|
| 529 |
+
"synthetic_weight",
|
| 530 |
+
"quality_signal",
|
| 531 |
+
"target_score",
|
| 532 |
+
"target_label",
|
| 533 |
+
"anomaly_score",
|
| 534 |
+
"risk_score",
|
| 535 |
+
"drift_signal"
|
| 536 |
+
],
|
| 537 |
+
"common_world_features": [
|
| 538 |
+
"macro_growth_index",
|
| 539 |
+
"macro_inflation_pressure",
|
| 540 |
+
"liquidity_index",
|
| 541 |
+
"volatility_index",
|
| 542 |
+
"demand_pressure",
|
| 543 |
+
"supply_pressure",
|
| 544 |
+
"event_velocity",
|
| 545 |
+
"regulatory_pressure",
|
| 546 |
+
"sentiment_index",
|
| 547 |
+
"infrastructure_load",
|
| 548 |
+
"human_review_risk",
|
| 549 |
+
"data_quality_score",
|
| 550 |
+
"privacy_surface",
|
| 551 |
+
"decision_latency",
|
| 552 |
+
"confidence_dispersion",
|
| 553 |
+
"tail_risk_pressure",
|
| 554 |
+
"scenario_entropy",
|
| 555 |
+
"baseline_deviation",
|
| 556 |
+
"regime_persistence",
|
| 557 |
+
"adversarial_pressure",
|
| 558 |
+
"seasonality_signal",
|
| 559 |
+
"capacity_utilization",
|
| 560 |
+
"cost_pressure",
|
| 561 |
+
"margin_pressure",
|
| 562 |
+
"backlog_pressure",
|
| 563 |
+
"anomaly_density",
|
| 564 |
+
"network_centrality",
|
| 565 |
+
"entity_concentration",
|
| 566 |
+
"feature_missingness_pressure",
|
| 567 |
+
"cross_modal_alignment",
|
| 568 |
+
"label_uncertainty",
|
| 569 |
+
"escalation_probability",
|
| 570 |
+
"recovery_velocity"
|
| 571 |
+
],
|
| 572 |
+
"domain_features": [
|
| 573 |
+
"prompt_complexity",
|
| 574 |
+
"eval_difficulty",
|
| 575 |
+
"hallucination_risk",
|
| 576 |
+
"tool_use_depth",
|
| 577 |
+
"alignment_score",
|
| 578 |
+
"retrieval_dependency",
|
| 579 |
+
"context_window_pressure",
|
| 580 |
+
"reasoning_branch_count",
|
| 581 |
+
"instruction_conflict_density",
|
| 582 |
+
"safety_policy_pressure",
|
| 583 |
+
"agent_loop_risk",
|
| 584 |
+
"grounding_signal",
|
| 585 |
+
"reward_model_uncertainty",
|
| 586 |
+
"benchmark_transfer_gap",
|
| 587 |
+
"synthetic_trace_quality",
|
| 588 |
+
"ai_world_signal_01",
|
| 589 |
+
"ai_world_signal_02",
|
| 590 |
+
"ai_world_signal_03",
|
| 591 |
+
"ai_world_signal_04",
|
| 592 |
+
"ai_world_signal_05",
|
| 593 |
+
"ai_world_signal_06",
|
| 594 |
+
"ai_world_signal_07",
|
| 595 |
+
"ai_world_signal_08",
|
| 596 |
+
"ai_world_signal_09",
|
| 597 |
+
"ai_world_signal_10",
|
| 598 |
+
"ai_world_signal_11",
|
| 599 |
+
"ai_world_signal_12",
|
| 600 |
+
"ai_world_signal_13",
|
| 601 |
+
"ai_world_signal_14",
|
| 602 |
+
"ai_world_signal_15",
|
| 603 |
+
"ai_world_signal_16",
|
| 604 |
+
"ai_world_signal_17",
|
| 605 |
+
"ai_world_signal_18",
|
| 606 |
+
"ai_world_signal_19",
|
| 607 |
+
"ai_world_signal_20",
|
| 608 |
+
"ai_world_signal_21",
|
| 609 |
+
"ai_world_signal_22",
|
| 610 |
+
"ai_world_signal_23",
|
| 611 |
+
"ai_world_signal_24",
|
| 612 |
+
"ai_world_signal_25",
|
| 613 |
+
"ai_world_signal_26",
|
| 614 |
+
"ai_world_signal_27",
|
| 615 |
+
"ai_world_signal_28",
|
| 616 |
+
"ai_world_signal_29",
|
| 617 |
+
"ai_world_signal_30",
|
| 618 |
+
"ai_world_signal_31",
|
| 619 |
+
"ai_world_signal_32",
|
| 620 |
+
"ai_world_signal_33",
|
| 621 |
+
"ai_world_signal_34",
|
| 622 |
+
"ai_world_signal_35"
|
| 623 |
+
]
|
| 624 |
+
},
|
| 625 |
+
"hf_interop": {
|
| 626 |
+
"format": "csv.gz",
|
| 627 |
+
"dataset_viewer": "compatible",
|
| 628 |
+
"split_strategy": "single file per industry; recommended downstream time-ordered split"
|
| 629 |
+
}
|
| 630 |
+
}
|
schemas/industry_vertical_suite/banks_schema.json
ADDED
|
@@ -0,0 +1,630 @@
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|
| 1 |
+
{
|
| 2 |
+
"artifact": "semanta_industry_dataset_schema",
|
| 3 |
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"created_at_utc": "2026-06-18T20:46:21Z",
|
| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
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| 8 |
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|
| 9 |
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|
| 10 |
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| 11 |
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| 12 |
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| 13 |
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| 14 |
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| 15 |
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|
| 16 |
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| 17 |
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| 18 |
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| 19 |
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| 20 |
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| 21 |
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| 22 |
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| 23 |
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| 24 |
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| 25 |
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| 26 |
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| 27 |
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| 28 |
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| 31 |
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| 32 |
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| 33 |
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| 35 |
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| 36 |
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| 37 |
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| 38 |
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| 39 |
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| 40 |
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| 41 |
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| 42 |
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| 43 |
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| 45 |
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| 46 |
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| 47 |
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+
"nullable": false
|
| 448 |
+
},
|
| 449 |
+
{
|
| 450 |
+
"name": "banks_world_signal_24",
|
| 451 |
+
"dtype": "float32",
|
| 452 |
+
"nullable": false
|
| 453 |
+
},
|
| 454 |
+
{
|
| 455 |
+
"name": "banks_world_signal_25",
|
| 456 |
+
"dtype": "float32",
|
| 457 |
+
"nullable": false
|
| 458 |
+
},
|
| 459 |
+
{
|
| 460 |
+
"name": "banks_world_signal_26",
|
| 461 |
+
"dtype": "float32",
|
| 462 |
+
"nullable": false
|
| 463 |
+
},
|
| 464 |
+
{
|
| 465 |
+
"name": "banks_world_signal_27",
|
| 466 |
+
"dtype": "float32",
|
| 467 |
+
"nullable": false
|
| 468 |
+
},
|
| 469 |
+
{
|
| 470 |
+
"name": "banks_world_signal_28",
|
| 471 |
+
"dtype": "float32",
|
| 472 |
+
"nullable": false
|
| 473 |
+
},
|
| 474 |
+
{
|
| 475 |
+
"name": "banks_world_signal_29",
|
| 476 |
+
"dtype": "float32",
|
| 477 |
+
"nullable": false
|
| 478 |
+
},
|
| 479 |
+
{
|
| 480 |
+
"name": "banks_world_signal_30",
|
| 481 |
+
"dtype": "float32",
|
| 482 |
+
"nullable": false
|
| 483 |
+
},
|
| 484 |
+
{
|
| 485 |
+
"name": "banks_world_signal_31",
|
| 486 |
+
"dtype": "float32",
|
| 487 |
+
"nullable": false
|
| 488 |
+
},
|
| 489 |
+
{
|
| 490 |
+
"name": "banks_world_signal_32",
|
| 491 |
+
"dtype": "float32",
|
| 492 |
+
"nullable": false
|
| 493 |
+
},
|
| 494 |
+
{
|
| 495 |
+
"name": "banks_world_signal_33",
|
| 496 |
+
"dtype": "float32",
|
| 497 |
+
"nullable": false
|
| 498 |
+
},
|
| 499 |
+
{
|
| 500 |
+
"name": "banks_world_signal_34",
|
| 501 |
+
"dtype": "float32",
|
| 502 |
+
"nullable": false
|
| 503 |
+
},
|
| 504 |
+
{
|
| 505 |
+
"name": "banks_world_signal_35",
|
| 506 |
+
"dtype": "float32",
|
| 507 |
+
"nullable": false
|
| 508 |
+
}
|
| 509 |
+
],
|
| 510 |
+
"primary_key": "record_id",
|
| 511 |
+
"target_columns": [
|
| 512 |
+
"target_label",
|
| 513 |
+
"target_score",
|
| 514 |
+
"risk_score",
|
| 515 |
+
"anomaly_score"
|
| 516 |
+
],
|
| 517 |
+
"feature_groups": {
|
| 518 |
+
"metadata": [
|
| 519 |
+
"record_id",
|
| 520 |
+
"industry",
|
| 521 |
+
"use_case",
|
| 522 |
+
"timestamp",
|
| 523 |
+
"region",
|
| 524 |
+
"entity_id",
|
| 525 |
+
"scenario",
|
| 526 |
+
"macro_regime",
|
| 527 |
+
"shock_level",
|
| 528 |
+
"scenario_probability",
|
| 529 |
+
"synthetic_weight",
|
| 530 |
+
"quality_signal",
|
| 531 |
+
"target_score",
|
| 532 |
+
"target_label",
|
| 533 |
+
"anomaly_score",
|
| 534 |
+
"risk_score",
|
| 535 |
+
"drift_signal"
|
| 536 |
+
],
|
| 537 |
+
"common_world_features": [
|
| 538 |
+
"macro_growth_index",
|
| 539 |
+
"macro_inflation_pressure",
|
| 540 |
+
"liquidity_index",
|
| 541 |
+
"volatility_index",
|
| 542 |
+
"demand_pressure",
|
| 543 |
+
"supply_pressure",
|
| 544 |
+
"event_velocity",
|
| 545 |
+
"regulatory_pressure",
|
| 546 |
+
"sentiment_index",
|
| 547 |
+
"infrastructure_load",
|
| 548 |
+
"human_review_risk",
|
| 549 |
+
"data_quality_score",
|
| 550 |
+
"privacy_surface",
|
| 551 |
+
"decision_latency",
|
| 552 |
+
"confidence_dispersion",
|
| 553 |
+
"tail_risk_pressure",
|
| 554 |
+
"scenario_entropy",
|
| 555 |
+
"baseline_deviation",
|
| 556 |
+
"regime_persistence",
|
| 557 |
+
"adversarial_pressure",
|
| 558 |
+
"seasonality_signal",
|
| 559 |
+
"capacity_utilization",
|
| 560 |
+
"cost_pressure",
|
| 561 |
+
"margin_pressure",
|
| 562 |
+
"backlog_pressure",
|
| 563 |
+
"anomaly_density",
|
| 564 |
+
"network_centrality",
|
| 565 |
+
"entity_concentration",
|
| 566 |
+
"feature_missingness_pressure",
|
| 567 |
+
"cross_modal_alignment",
|
| 568 |
+
"label_uncertainty",
|
| 569 |
+
"escalation_probability",
|
| 570 |
+
"recovery_velocity"
|
| 571 |
+
],
|
| 572 |
+
"domain_features": [
|
| 573 |
+
"credit_utilization",
|
| 574 |
+
"payment_delay_pressure",
|
| 575 |
+
"transaction_velocity",
|
| 576 |
+
"fraud_ring_density",
|
| 577 |
+
"liquidity_buffer",
|
| 578 |
+
"capital_adequacy_pressure",
|
| 579 |
+
"kyc_complexity",
|
| 580 |
+
"deposit_stability",
|
| 581 |
+
"loan_to_value_pressure",
|
| 582 |
+
"counterparty_concentration",
|
| 583 |
+
"chargeback_signal",
|
| 584 |
+
"branch_load",
|
| 585 |
+
"digital_channel_shift",
|
| 586 |
+
"sanctions_screening_pressure",
|
| 587 |
+
"portfolio_loss_expectation",
|
| 588 |
+
"banks_world_signal_01",
|
| 589 |
+
"banks_world_signal_02",
|
| 590 |
+
"banks_world_signal_03",
|
| 591 |
+
"banks_world_signal_04",
|
| 592 |
+
"banks_world_signal_05",
|
| 593 |
+
"banks_world_signal_06",
|
| 594 |
+
"banks_world_signal_07",
|
| 595 |
+
"banks_world_signal_08",
|
| 596 |
+
"banks_world_signal_09",
|
| 597 |
+
"banks_world_signal_10",
|
| 598 |
+
"banks_world_signal_11",
|
| 599 |
+
"banks_world_signal_12",
|
| 600 |
+
"banks_world_signal_13",
|
| 601 |
+
"banks_world_signal_14",
|
| 602 |
+
"banks_world_signal_15",
|
| 603 |
+
"banks_world_signal_16",
|
| 604 |
+
"banks_world_signal_17",
|
| 605 |
+
"banks_world_signal_18",
|
| 606 |
+
"banks_world_signal_19",
|
| 607 |
+
"banks_world_signal_20",
|
| 608 |
+
"banks_world_signal_21",
|
| 609 |
+
"banks_world_signal_22",
|
| 610 |
+
"banks_world_signal_23",
|
| 611 |
+
"banks_world_signal_24",
|
| 612 |
+
"banks_world_signal_25",
|
| 613 |
+
"banks_world_signal_26",
|
| 614 |
+
"banks_world_signal_27",
|
| 615 |
+
"banks_world_signal_28",
|
| 616 |
+
"banks_world_signal_29",
|
| 617 |
+
"banks_world_signal_30",
|
| 618 |
+
"banks_world_signal_31",
|
| 619 |
+
"banks_world_signal_32",
|
| 620 |
+
"banks_world_signal_33",
|
| 621 |
+
"banks_world_signal_34",
|
| 622 |
+
"banks_world_signal_35"
|
| 623 |
+
]
|
| 624 |
+
},
|
| 625 |
+
"hf_interop": {
|
| 626 |
+
"format": "csv.gz",
|
| 627 |
+
"dataset_viewer": "compatible",
|
| 628 |
+
"split_strategy": "single file per industry; recommended downstream time-ordered split"
|
| 629 |
+
}
|
| 630 |
+
}
|
schemas/industry_vertical_suite/fmcg_schema.json
ADDED
|
@@ -0,0 +1,630 @@
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|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"artifact": "semanta_industry_dataset_schema",
|
| 3 |
+
"created_at_utc": "2026-06-18T20:52:09Z",
|
| 4 |
+
"canon": "v3.7 Final",
|
| 5 |
+
"industry": "fmcg",
|
| 6 |
+
"title": "FMCG",
|
| 7 |
+
"columns": 100,
|
| 8 |
+
"fields": [
|
| 9 |
+
{
|
| 10 |
+
"name": "record_id",
|
| 11 |
+
"dtype": "string",
|
| 12 |
+
"nullable": false
|
| 13 |
+
},
|
| 14 |
+
{
|
| 15 |
+
"name": "industry",
|
| 16 |
+
"dtype": "string",
|
| 17 |
+
"nullable": false
|
| 18 |
+
},
|
| 19 |
+
{
|
| 20 |
+
"name": "use_case",
|
| 21 |
+
"dtype": "string",
|
| 22 |
+
"nullable": false
|
| 23 |
+
},
|
| 24 |
+
{
|
| 25 |
+
"name": "timestamp",
|
| 26 |
+
"dtype": "timestamp[iso8601]",
|
| 27 |
+
"nullable": false
|
| 28 |
+
},
|
| 29 |
+
{
|
| 30 |
+
"name": "region",
|
| 31 |
+
"dtype": "string",
|
| 32 |
+
"nullable": false
|
| 33 |
+
},
|
| 34 |
+
{
|
| 35 |
+
"name": "entity_id",
|
| 36 |
+
"dtype": "string",
|
| 37 |
+
"nullable": false
|
| 38 |
+
},
|
| 39 |
+
{
|
| 40 |
+
"name": "scenario",
|
| 41 |
+
"dtype": "string",
|
| 42 |
+
"nullable": false
|
| 43 |
+
},
|
| 44 |
+
{
|
| 45 |
+
"name": "macro_regime",
|
| 46 |
+
"dtype": "string",
|
| 47 |
+
"nullable": false
|
| 48 |
+
},
|
| 49 |
+
{
|
| 50 |
+
"name": "shock_level",
|
| 51 |
+
"dtype": "float32",
|
| 52 |
+
"nullable": false
|
| 53 |
+
},
|
| 54 |
+
{
|
| 55 |
+
"name": "scenario_probability",
|
| 56 |
+
"dtype": "float32",
|
| 57 |
+
"nullable": false
|
| 58 |
+
},
|
| 59 |
+
{
|
| 60 |
+
"name": "synthetic_weight",
|
| 61 |
+
"dtype": "float32",
|
| 62 |
+
"nullable": false
|
| 63 |
+
},
|
| 64 |
+
{
|
| 65 |
+
"name": "quality_signal",
|
| 66 |
+
"dtype": "float32",
|
| 67 |
+
"nullable": false
|
| 68 |
+
},
|
| 69 |
+
{
|
| 70 |
+
"name": "target_score",
|
| 71 |
+
"dtype": "float32",
|
| 72 |
+
"nullable": false
|
| 73 |
+
},
|
| 74 |
+
{
|
| 75 |
+
"name": "target_label",
|
| 76 |
+
"dtype": "string",
|
| 77 |
+
"nullable": false
|
| 78 |
+
},
|
| 79 |
+
{
|
| 80 |
+
"name": "anomaly_score",
|
| 81 |
+
"dtype": "float32",
|
| 82 |
+
"nullable": false
|
| 83 |
+
},
|
| 84 |
+
{
|
| 85 |
+
"name": "risk_score",
|
| 86 |
+
"dtype": "float32",
|
| 87 |
+
"nullable": false
|
| 88 |
+
},
|
| 89 |
+
{
|
| 90 |
+
"name": "drift_signal",
|
| 91 |
+
"dtype": "float32",
|
| 92 |
+
"nullable": false
|
| 93 |
+
},
|
| 94 |
+
{
|
| 95 |
+
"name": "macro_growth_index",
|
| 96 |
+
"dtype": "float32",
|
| 97 |
+
"nullable": false
|
| 98 |
+
},
|
| 99 |
+
{
|
| 100 |
+
"name": "macro_inflation_pressure",
|
| 101 |
+
"dtype": "float32",
|
| 102 |
+
"nullable": false
|
| 103 |
+
},
|
| 104 |
+
{
|
| 105 |
+
"name": "liquidity_index",
|
| 106 |
+
"dtype": "float32",
|
| 107 |
+
"nullable": false
|
| 108 |
+
},
|
| 109 |
+
{
|
| 110 |
+
"name": "volatility_index",
|
| 111 |
+
"dtype": "float32",
|
| 112 |
+
"nullable": false
|
| 113 |
+
},
|
| 114 |
+
{
|
| 115 |
+
"name": "demand_pressure",
|
| 116 |
+
"dtype": "float32",
|
| 117 |
+
"nullable": false
|
| 118 |
+
},
|
| 119 |
+
{
|
| 120 |
+
"name": "supply_pressure",
|
| 121 |
+
"dtype": "float32",
|
| 122 |
+
"nullable": false
|
| 123 |
+
},
|
| 124 |
+
{
|
| 125 |
+
"name": "event_velocity",
|
| 126 |
+
"dtype": "float32",
|
| 127 |
+
"nullable": false
|
| 128 |
+
},
|
| 129 |
+
{
|
| 130 |
+
"name": "regulatory_pressure",
|
| 131 |
+
"dtype": "float32",
|
| 132 |
+
"nullable": false
|
| 133 |
+
},
|
| 134 |
+
{
|
| 135 |
+
"name": "sentiment_index",
|
| 136 |
+
"dtype": "float32",
|
| 137 |
+
"nullable": false
|
| 138 |
+
},
|
| 139 |
+
{
|
| 140 |
+
"name": "infrastructure_load",
|
| 141 |
+
"dtype": "float32",
|
| 142 |
+
"nullable": false
|
| 143 |
+
},
|
| 144 |
+
{
|
| 145 |
+
"name": "human_review_risk",
|
| 146 |
+
"dtype": "float32",
|
| 147 |
+
"nullable": false
|
| 148 |
+
},
|
| 149 |
+
{
|
| 150 |
+
"name": "data_quality_score",
|
| 151 |
+
"dtype": "float32",
|
| 152 |
+
"nullable": false
|
| 153 |
+
},
|
| 154 |
+
{
|
| 155 |
+
"name": "privacy_surface",
|
| 156 |
+
"dtype": "float32",
|
| 157 |
+
"nullable": false
|
| 158 |
+
},
|
| 159 |
+
{
|
| 160 |
+
"name": "decision_latency",
|
| 161 |
+
"dtype": "float32",
|
| 162 |
+
"nullable": false
|
| 163 |
+
},
|
| 164 |
+
{
|
| 165 |
+
"name": "confidence_dispersion",
|
| 166 |
+
"dtype": "float32",
|
| 167 |
+
"nullable": false
|
| 168 |
+
},
|
| 169 |
+
{
|
| 170 |
+
"name": "tail_risk_pressure",
|
| 171 |
+
"dtype": "float32",
|
| 172 |
+
"nullable": false
|
| 173 |
+
},
|
| 174 |
+
{
|
| 175 |
+
"name": "scenario_entropy",
|
| 176 |
+
"dtype": "float32",
|
| 177 |
+
"nullable": false
|
| 178 |
+
},
|
| 179 |
+
{
|
| 180 |
+
"name": "baseline_deviation",
|
| 181 |
+
"dtype": "float32",
|
| 182 |
+
"nullable": false
|
| 183 |
+
},
|
| 184 |
+
{
|
| 185 |
+
"name": "regime_persistence",
|
| 186 |
+
"dtype": "float32",
|
| 187 |
+
"nullable": false
|
| 188 |
+
},
|
| 189 |
+
{
|
| 190 |
+
"name": "adversarial_pressure",
|
| 191 |
+
"dtype": "float32",
|
| 192 |
+
"nullable": false
|
| 193 |
+
},
|
| 194 |
+
{
|
| 195 |
+
"name": "seasonality_signal",
|
| 196 |
+
"dtype": "float32",
|
| 197 |
+
"nullable": false
|
| 198 |
+
},
|
| 199 |
+
{
|
| 200 |
+
"name": "capacity_utilization",
|
| 201 |
+
"dtype": "float32",
|
| 202 |
+
"nullable": false
|
| 203 |
+
},
|
| 204 |
+
{
|
| 205 |
+
"name": "cost_pressure",
|
| 206 |
+
"dtype": "float32",
|
| 207 |
+
"nullable": false
|
| 208 |
+
},
|
| 209 |
+
{
|
| 210 |
+
"name": "margin_pressure",
|
| 211 |
+
"dtype": "float32",
|
| 212 |
+
"nullable": false
|
| 213 |
+
},
|
| 214 |
+
{
|
| 215 |
+
"name": "backlog_pressure",
|
| 216 |
+
"dtype": "float32",
|
| 217 |
+
"nullable": false
|
| 218 |
+
},
|
| 219 |
+
{
|
| 220 |
+
"name": "anomaly_density",
|
| 221 |
+
"dtype": "float32",
|
| 222 |
+
"nullable": false
|
| 223 |
+
},
|
| 224 |
+
{
|
| 225 |
+
"name": "network_centrality",
|
| 226 |
+
"dtype": "float32",
|
| 227 |
+
"nullable": false
|
| 228 |
+
},
|
| 229 |
+
{
|
| 230 |
+
"name": "entity_concentration",
|
| 231 |
+
"dtype": "float32",
|
| 232 |
+
"nullable": false
|
| 233 |
+
},
|
| 234 |
+
{
|
| 235 |
+
"name": "feature_missingness_pressure",
|
| 236 |
+
"dtype": "float32",
|
| 237 |
+
"nullable": false
|
| 238 |
+
},
|
| 239 |
+
{
|
| 240 |
+
"name": "cross_modal_alignment",
|
| 241 |
+
"dtype": "float32",
|
| 242 |
+
"nullable": false
|
| 243 |
+
},
|
| 244 |
+
{
|
| 245 |
+
"name": "label_uncertainty",
|
| 246 |
+
"dtype": "float32",
|
| 247 |
+
"nullable": false
|
| 248 |
+
},
|
| 249 |
+
{
|
| 250 |
+
"name": "escalation_probability",
|
| 251 |
+
"dtype": "float32",
|
| 252 |
+
"nullable": false
|
| 253 |
+
},
|
| 254 |
+
{
|
| 255 |
+
"name": "recovery_velocity",
|
| 256 |
+
"dtype": "float32",
|
| 257 |
+
"nullable": false
|
| 258 |
+
},
|
| 259 |
+
{
|
| 260 |
+
"name": "demand_elasticity",
|
| 261 |
+
"dtype": "float32",
|
| 262 |
+
"nullable": false
|
| 263 |
+
},
|
| 264 |
+
{
|
| 265 |
+
"name": "promotion_lift",
|
| 266 |
+
"dtype": "float32",
|
| 267 |
+
"nullable": false
|
| 268 |
+
},
|
| 269 |
+
{
|
| 270 |
+
"name": "stockout_risk",
|
| 271 |
+
"dtype": "float32",
|
| 272 |
+
"nullable": false
|
| 273 |
+
},
|
| 274 |
+
{
|
| 275 |
+
"name": "channel_shift",
|
| 276 |
+
"dtype": "float32",
|
| 277 |
+
"nullable": false
|
| 278 |
+
},
|
| 279 |
+
{
|
| 280 |
+
"name": "price_sensitivity",
|
| 281 |
+
"dtype": "float32",
|
| 282 |
+
"nullable": false
|
| 283 |
+
},
|
| 284 |
+
{
|
| 285 |
+
"name": "shelf_availability",
|
| 286 |
+
"dtype": "float32",
|
| 287 |
+
"nullable": false
|
| 288 |
+
},
|
| 289 |
+
{
|
| 290 |
+
"name": "trade_spend_efficiency",
|
| 291 |
+
"dtype": "float32",
|
| 292 |
+
"nullable": false
|
| 293 |
+
},
|
| 294 |
+
{
|
| 295 |
+
"name": "brand_switching_pressure",
|
| 296 |
+
"dtype": "float32",
|
| 297 |
+
"nullable": false
|
| 298 |
+
},
|
| 299 |
+
{
|
| 300 |
+
"name": "category_growth_signal",
|
| 301 |
+
"dtype": "float32",
|
| 302 |
+
"nullable": false
|
| 303 |
+
},
|
| 304 |
+
{
|
| 305 |
+
"name": "basket_attach_rate",
|
| 306 |
+
"dtype": "float32",
|
| 307 |
+
"nullable": false
|
| 308 |
+
},
|
| 309 |
+
{
|
| 310 |
+
"name": "distribution_gap",
|
| 311 |
+
"dtype": "float32",
|
| 312 |
+
"nullable": false
|
| 313 |
+
},
|
| 314 |
+
{
|
| 315 |
+
"name": "seasonal_campaign_pressure",
|
| 316 |
+
"dtype": "float32",
|
| 317 |
+
"nullable": false
|
| 318 |
+
},
|
| 319 |
+
{
|
| 320 |
+
"name": "pack_size_mix_shift",
|
| 321 |
+
"dtype": "float32",
|
| 322 |
+
"nullable": false
|
| 323 |
+
},
|
| 324 |
+
{
|
| 325 |
+
"name": "private_label_pressure",
|
| 326 |
+
"dtype": "float32",
|
| 327 |
+
"nullable": false
|
| 328 |
+
},
|
| 329 |
+
{
|
| 330 |
+
"name": "sell_in_sell_out_gap",
|
| 331 |
+
"dtype": "float32",
|
| 332 |
+
"nullable": false
|
| 333 |
+
},
|
| 334 |
+
{
|
| 335 |
+
"name": "fmcg_world_signal_01",
|
| 336 |
+
"dtype": "float32",
|
| 337 |
+
"nullable": false
|
| 338 |
+
},
|
| 339 |
+
{
|
| 340 |
+
"name": "fmcg_world_signal_02",
|
| 341 |
+
"dtype": "float32",
|
| 342 |
+
"nullable": false
|
| 343 |
+
},
|
| 344 |
+
{
|
| 345 |
+
"name": "fmcg_world_signal_03",
|
| 346 |
+
"dtype": "float32",
|
| 347 |
+
"nullable": false
|
| 348 |
+
},
|
| 349 |
+
{
|
| 350 |
+
"name": "fmcg_world_signal_04",
|
| 351 |
+
"dtype": "float32",
|
| 352 |
+
"nullable": false
|
| 353 |
+
},
|
| 354 |
+
{
|
| 355 |
+
"name": "fmcg_world_signal_05",
|
| 356 |
+
"dtype": "float32",
|
| 357 |
+
"nullable": false
|
| 358 |
+
},
|
| 359 |
+
{
|
| 360 |
+
"name": "fmcg_world_signal_06",
|
| 361 |
+
"dtype": "float32",
|
| 362 |
+
"nullable": false
|
| 363 |
+
},
|
| 364 |
+
{
|
| 365 |
+
"name": "fmcg_world_signal_07",
|
| 366 |
+
"dtype": "float32",
|
| 367 |
+
"nullable": false
|
| 368 |
+
},
|
| 369 |
+
{
|
| 370 |
+
"name": "fmcg_world_signal_08",
|
| 371 |
+
"dtype": "float32",
|
| 372 |
+
"nullable": false
|
| 373 |
+
},
|
| 374 |
+
{
|
| 375 |
+
"name": "fmcg_world_signal_09",
|
| 376 |
+
"dtype": "float32",
|
| 377 |
+
"nullable": false
|
| 378 |
+
},
|
| 379 |
+
{
|
| 380 |
+
"name": "fmcg_world_signal_10",
|
| 381 |
+
"dtype": "float32",
|
| 382 |
+
"nullable": false
|
| 383 |
+
},
|
| 384 |
+
{
|
| 385 |
+
"name": "fmcg_world_signal_11",
|
| 386 |
+
"dtype": "float32",
|
| 387 |
+
"nullable": false
|
| 388 |
+
},
|
| 389 |
+
{
|
| 390 |
+
"name": "fmcg_world_signal_12",
|
| 391 |
+
"dtype": "float32",
|
| 392 |
+
"nullable": false
|
| 393 |
+
},
|
| 394 |
+
{
|
| 395 |
+
"name": "fmcg_world_signal_13",
|
| 396 |
+
"dtype": "float32",
|
| 397 |
+
"nullable": false
|
| 398 |
+
},
|
| 399 |
+
{
|
| 400 |
+
"name": "fmcg_world_signal_14",
|
| 401 |
+
"dtype": "float32",
|
| 402 |
+
"nullable": false
|
| 403 |
+
},
|
| 404 |
+
{
|
| 405 |
+
"name": "fmcg_world_signal_15",
|
| 406 |
+
"dtype": "float32",
|
| 407 |
+
"nullable": false
|
| 408 |
+
},
|
| 409 |
+
{
|
| 410 |
+
"name": "fmcg_world_signal_16",
|
| 411 |
+
"dtype": "float32",
|
| 412 |
+
"nullable": false
|
| 413 |
+
},
|
| 414 |
+
{
|
| 415 |
+
"name": "fmcg_world_signal_17",
|
| 416 |
+
"dtype": "float32",
|
| 417 |
+
"nullable": false
|
| 418 |
+
},
|
| 419 |
+
{
|
| 420 |
+
"name": "fmcg_world_signal_18",
|
| 421 |
+
"dtype": "float32",
|
| 422 |
+
"nullable": false
|
| 423 |
+
},
|
| 424 |
+
{
|
| 425 |
+
"name": "fmcg_world_signal_19",
|
| 426 |
+
"dtype": "float32",
|
| 427 |
+
"nullable": false
|
| 428 |
+
},
|
| 429 |
+
{
|
| 430 |
+
"name": "fmcg_world_signal_20",
|
| 431 |
+
"dtype": "float32",
|
| 432 |
+
"nullable": false
|
| 433 |
+
},
|
| 434 |
+
{
|
| 435 |
+
"name": "fmcg_world_signal_21",
|
| 436 |
+
"dtype": "float32",
|
| 437 |
+
"nullable": false
|
| 438 |
+
},
|
| 439 |
+
{
|
| 440 |
+
"name": "fmcg_world_signal_22",
|
| 441 |
+
"dtype": "float32",
|
| 442 |
+
"nullable": false
|
| 443 |
+
},
|
| 444 |
+
{
|
| 445 |
+
"name": "fmcg_world_signal_23",
|
| 446 |
+
"dtype": "float32",
|
| 447 |
+
"nullable": false
|
| 448 |
+
},
|
| 449 |
+
{
|
| 450 |
+
"name": "fmcg_world_signal_24",
|
| 451 |
+
"dtype": "float32",
|
| 452 |
+
"nullable": false
|
| 453 |
+
},
|
| 454 |
+
{
|
| 455 |
+
"name": "fmcg_world_signal_25",
|
| 456 |
+
"dtype": "float32",
|
| 457 |
+
"nullable": false
|
| 458 |
+
},
|
| 459 |
+
{
|
| 460 |
+
"name": "fmcg_world_signal_26",
|
| 461 |
+
"dtype": "float32",
|
| 462 |
+
"nullable": false
|
| 463 |
+
},
|
| 464 |
+
{
|
| 465 |
+
"name": "fmcg_world_signal_27",
|
| 466 |
+
"dtype": "float32",
|
| 467 |
+
"nullable": false
|
| 468 |
+
},
|
| 469 |
+
{
|
| 470 |
+
"name": "fmcg_world_signal_28",
|
| 471 |
+
"dtype": "float32",
|
| 472 |
+
"nullable": false
|
| 473 |
+
},
|
| 474 |
+
{
|
| 475 |
+
"name": "fmcg_world_signal_29",
|
| 476 |
+
"dtype": "float32",
|
| 477 |
+
"nullable": false
|
| 478 |
+
},
|
| 479 |
+
{
|
| 480 |
+
"name": "fmcg_world_signal_30",
|
| 481 |
+
"dtype": "float32",
|
| 482 |
+
"nullable": false
|
| 483 |
+
},
|
| 484 |
+
{
|
| 485 |
+
"name": "fmcg_world_signal_31",
|
| 486 |
+
"dtype": "float32",
|
| 487 |
+
"nullable": false
|
| 488 |
+
},
|
| 489 |
+
{
|
| 490 |
+
"name": "fmcg_world_signal_32",
|
| 491 |
+
"dtype": "float32",
|
| 492 |
+
"nullable": false
|
| 493 |
+
},
|
| 494 |
+
{
|
| 495 |
+
"name": "fmcg_world_signal_33",
|
| 496 |
+
"dtype": "float32",
|
| 497 |
+
"nullable": false
|
| 498 |
+
},
|
| 499 |
+
{
|
| 500 |
+
"name": "fmcg_world_signal_34",
|
| 501 |
+
"dtype": "float32",
|
| 502 |
+
"nullable": false
|
| 503 |
+
},
|
| 504 |
+
{
|
| 505 |
+
"name": "fmcg_world_signal_35",
|
| 506 |
+
"dtype": "float32",
|
| 507 |
+
"nullable": false
|
| 508 |
+
}
|
| 509 |
+
],
|
| 510 |
+
"primary_key": "record_id",
|
| 511 |
+
"target_columns": [
|
| 512 |
+
"target_label",
|
| 513 |
+
"target_score",
|
| 514 |
+
"risk_score",
|
| 515 |
+
"anomaly_score"
|
| 516 |
+
],
|
| 517 |
+
"feature_groups": {
|
| 518 |
+
"metadata": [
|
| 519 |
+
"record_id",
|
| 520 |
+
"industry",
|
| 521 |
+
"use_case",
|
| 522 |
+
"timestamp",
|
| 523 |
+
"region",
|
| 524 |
+
"entity_id",
|
| 525 |
+
"scenario",
|
| 526 |
+
"macro_regime",
|
| 527 |
+
"shock_level",
|
| 528 |
+
"scenario_probability",
|
| 529 |
+
"synthetic_weight",
|
| 530 |
+
"quality_signal",
|
| 531 |
+
"target_score",
|
| 532 |
+
"target_label",
|
| 533 |
+
"anomaly_score",
|
| 534 |
+
"risk_score",
|
| 535 |
+
"drift_signal"
|
| 536 |
+
],
|
| 537 |
+
"common_world_features": [
|
| 538 |
+
"macro_growth_index",
|
| 539 |
+
"macro_inflation_pressure",
|
| 540 |
+
"liquidity_index",
|
| 541 |
+
"volatility_index",
|
| 542 |
+
"demand_pressure",
|
| 543 |
+
"supply_pressure",
|
| 544 |
+
"event_velocity",
|
| 545 |
+
"regulatory_pressure",
|
| 546 |
+
"sentiment_index",
|
| 547 |
+
"infrastructure_load",
|
| 548 |
+
"human_review_risk",
|
| 549 |
+
"data_quality_score",
|
| 550 |
+
"privacy_surface",
|
| 551 |
+
"decision_latency",
|
| 552 |
+
"confidence_dispersion",
|
| 553 |
+
"tail_risk_pressure",
|
| 554 |
+
"scenario_entropy",
|
| 555 |
+
"baseline_deviation",
|
| 556 |
+
"regime_persistence",
|
| 557 |
+
"adversarial_pressure",
|
| 558 |
+
"seasonality_signal",
|
| 559 |
+
"capacity_utilization",
|
| 560 |
+
"cost_pressure",
|
| 561 |
+
"margin_pressure",
|
| 562 |
+
"backlog_pressure",
|
| 563 |
+
"anomaly_density",
|
| 564 |
+
"network_centrality",
|
| 565 |
+
"entity_concentration",
|
| 566 |
+
"feature_missingness_pressure",
|
| 567 |
+
"cross_modal_alignment",
|
| 568 |
+
"label_uncertainty",
|
| 569 |
+
"escalation_probability",
|
| 570 |
+
"recovery_velocity"
|
| 571 |
+
],
|
| 572 |
+
"domain_features": [
|
| 573 |
+
"demand_elasticity",
|
| 574 |
+
"promotion_lift",
|
| 575 |
+
"stockout_risk",
|
| 576 |
+
"channel_shift",
|
| 577 |
+
"price_sensitivity",
|
| 578 |
+
"shelf_availability",
|
| 579 |
+
"trade_spend_efficiency",
|
| 580 |
+
"brand_switching_pressure",
|
| 581 |
+
"category_growth_signal",
|
| 582 |
+
"basket_attach_rate",
|
| 583 |
+
"distribution_gap",
|
| 584 |
+
"seasonal_campaign_pressure",
|
| 585 |
+
"pack_size_mix_shift",
|
| 586 |
+
"private_label_pressure",
|
| 587 |
+
"sell_in_sell_out_gap",
|
| 588 |
+
"fmcg_world_signal_01",
|
| 589 |
+
"fmcg_world_signal_02",
|
| 590 |
+
"fmcg_world_signal_03",
|
| 591 |
+
"fmcg_world_signal_04",
|
| 592 |
+
"fmcg_world_signal_05",
|
| 593 |
+
"fmcg_world_signal_06",
|
| 594 |
+
"fmcg_world_signal_07",
|
| 595 |
+
"fmcg_world_signal_08",
|
| 596 |
+
"fmcg_world_signal_09",
|
| 597 |
+
"fmcg_world_signal_10",
|
| 598 |
+
"fmcg_world_signal_11",
|
| 599 |
+
"fmcg_world_signal_12",
|
| 600 |
+
"fmcg_world_signal_13",
|
| 601 |
+
"fmcg_world_signal_14",
|
| 602 |
+
"fmcg_world_signal_15",
|
| 603 |
+
"fmcg_world_signal_16",
|
| 604 |
+
"fmcg_world_signal_17",
|
| 605 |
+
"fmcg_world_signal_18",
|
| 606 |
+
"fmcg_world_signal_19",
|
| 607 |
+
"fmcg_world_signal_20",
|
| 608 |
+
"fmcg_world_signal_21",
|
| 609 |
+
"fmcg_world_signal_22",
|
| 610 |
+
"fmcg_world_signal_23",
|
| 611 |
+
"fmcg_world_signal_24",
|
| 612 |
+
"fmcg_world_signal_25",
|
| 613 |
+
"fmcg_world_signal_26",
|
| 614 |
+
"fmcg_world_signal_27",
|
| 615 |
+
"fmcg_world_signal_28",
|
| 616 |
+
"fmcg_world_signal_29",
|
| 617 |
+
"fmcg_world_signal_30",
|
| 618 |
+
"fmcg_world_signal_31",
|
| 619 |
+
"fmcg_world_signal_32",
|
| 620 |
+
"fmcg_world_signal_33",
|
| 621 |
+
"fmcg_world_signal_34",
|
| 622 |
+
"fmcg_world_signal_35"
|
| 623 |
+
]
|
| 624 |
+
},
|
| 625 |
+
"hf_interop": {
|
| 626 |
+
"format": "csv.gz",
|
| 627 |
+
"dataset_viewer": "compatible",
|
| 628 |
+
"split_strategy": "single file per industry; recommended downstream time-ordered split"
|
| 629 |
+
}
|
| 630 |
+
}
|