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+ ---
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+ license: cc-by-nc-4.0
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+ task_categories:
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+ - tabular-classification
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+ - tabular-regression
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+ - time-series-forecasting
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+ tags:
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+ - insurance
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+ - claims
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+ - auto-insurance
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+ - vehicle-accidents
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+ - collision
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+ - actuarial
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+ - fraud-detection
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+ - synthetic-data
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+ - nhtsa
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+ - kabco
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+ pretty_name: INS-002 — Synthetic Vehicle Accident & Collision Dataset (Sample)
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+ size_categories:
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+ - 10K<n<100K
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+ ---
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+
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+ # INS-002 — Synthetic Vehicle Accident & Collision Dataset (Sample)
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+
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+ **XpertSystems.ai Synthetic Data Platform · SKU: INS002-SAMPLE · Version 1.0.0**
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+
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+ This is a **free preview** of the full **INS-002 — Synthetic Vehicle Accident
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+ & Collision Dataset** product. It contains roughly **~9% of the full dataset
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+ accidents** at identical schema, taxonomy, and benchmark calibration, so you
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+ can evaluate fit before licensing the full product.
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+
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+ | File | Rows (sample) | Rows (full) | Description |
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+ |-----------------------------------|---------------|---------------|---------------------------------------------------|
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+ | `collision_causation_master.csv` | ~90 | ~200 | Causation taxonomy reference |
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+ | `accident_period_summary.csv` | ~1,185 | ~720 | Period × state × accident-type KPIs |
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+ | `accident_header.csv` | ~6,524 | ~75,000 | One row per accident (with outcomes) |
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+ | `accident_transactions.csv` | ~32,689 | ~280,000 | Per-transaction event ledger |
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+
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+ ## Dataset Summary
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+
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+ INS-002 simulates the full end-to-end U.S. auto/vehicle accident claims
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+ lifecycle with **NHTSA-calibrated severity, causation, and outcome
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+ modeling**, with:
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+
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+ - **10 collision types**: REAR_END, ANGLE, HEAD_ON, SIDESWIPE (same/opposite),
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+ FIXED_OBJ, PEDESTRIAN, MOTORCYCLE, ROLLOVER, BACKING — with empirically-
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+ calibrated severity matrices (NHTSA CRSS/FARS 2023)
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+ - **7 vehicle classes**: passenger car, SUV/CUV, pickup truck, motorcycle,
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+ commercial van, heavy truck, rideshare
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+ - **6 road classes**: interstate, US highway, state route, county road,
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+ urban local, rural local
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+ - **KABCO severity scale** (K=fatal, A=incapacitating, B=non-incapacitating,
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+ C=possible injury, O=PDO) — calibrated to NHTSA empirical distributions
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+ - **MAIS injury severity scoring** (Maximum Abbreviated Injury Scale 0-6)
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+ - **10 causal factors**: distraction, speeding, impaired driving, failure
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+ to yield, following too close, road condition, mechanical failure,
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+ weather/visibility, infrastructure, fatigue
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+ - **6 treatment types**: ED, urgent care, primary care, specialist, PT, imaging
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+ - **7 weather conditions** with state-cluster weather event modeling
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+ - **4 lighting conditions** with calibrated time-of-day distributions
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+ - **Fault attribution**: insured/third party/shared with arbitration,
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+ litigation, comparative, contributory negligence resolutions
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+ - **Total loss vs repair modeling** (ACV vs repair cost threshold)
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+ - **UIM (uninsured motorist) exposure modeling**
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+ - **Fraud injection**: staged collisions, inflated repairs, phantom injuries,
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+ weather-period fraud uplift
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+ - **Weather surge events** with FNOL volume amplification (3.6× baseline)
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+ - **12 U.S. states** with state-cluster regulatory variation
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+
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+ ## Calibrated Benchmark Targets
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+
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+ The full product is calibrated to **12 benchmark validation tests** drawn
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+ from authoritative sources (NHTSA CRSS/FARS 2023 data, IIHS, Insurance
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+ Information Institute, Coalition Against Insurance Fraud, NAIC, McKinsey,
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+ WCRI, state DOI/insurance department data):
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+
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+ | Test | Target | Observed | Verdict |
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+ |------|--------|----------|---------|
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+ | total_loss_rate | 0.2100 | 0.1758 | ~ MARGINAL |
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+ | bodily_injury_rate | 0.3000 | 0.2719 | ✓ PASS |
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+ | fatality_rate | 0.0105 | 0.0150 | ✗ FAIL |
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+ | avg_repair_cost_usd | 4850.0 | 4952.3 | ✓ PASS |
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+ | avg_mais_score_injury_accidents | 1.8400 | 1.6921 | ✓ PASS |
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+ | fault_dispute_rate | 0.1800 | 0.1810 | ✓ PASS |
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+ | uim_identification_rate | 0.1400 | 0.1409 | ✓ PASS |
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+ | weather_surge_ratio | 3.6000 | 3.7487 | ✓ PASS |
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+ | fraud_referral_rate | 0.1100 | 0.1188 | ✓ PASS |
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+ | avg_cycle_time_days_pdo | 18.5000 | 17.9300 | ✓ PASS |
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+ | avg_cycle_time_days_bi | 52.0000 | 51.8400 | ✓ PASS |
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+ | reserve_adequacy_rate | 0.9300 | 0.9257 | ✓ PASS |
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+
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+ *Note: `fatality_rate` and `total_loss_rate` are rare-event benchmarks
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+ that require larger sample sizes to fully converge to target. At the
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+ sample's ~6,500 accidents, observed fatality_rate has ±30% variance
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+ relative to the 0.0105 target. The full product (75,000 accidents)
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+ demonstrates these benchmarks at full statistical power.*
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+
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+ ## Schema Highlights
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+
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+ ### `accident_header.csv` (primary file)
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+
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+ | Column | Type | Description |
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+ |-------------------------------------|---------|----------------------------------------------|
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+ | accident_id | string | Unique accident identifier |
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+ | claim_id | string | Associated claim FK |
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+ | policy_number | string | Policy identifier |
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+ | carrier_id | string | Carrier entity |
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+ | accident_date | date | Date of accident |
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+ | report_date | date | Date reported (FNOL) |
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+ | close_date | date | Date closed (nullable) |
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+ | cycle_time_days | int | Days from FNOL to close |
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+ | state | string | U.S. state code |
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+ | collision_type | string | 1 of 10 collision types |
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+ | vehicle_class | string | 1 of 7 vehicle classes |
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+ | road_class | string | 1 of 6 road classes |
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+ | kabco_severity | string | K/A/B/C/O — NHTSA severity scale |
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+ | mais_score | int | MAIS injury severity (0-6) |
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+ | weather_condition | string | 1 of 7 weather conditions |
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+ | lighting_condition | string | 1 of 4 lighting conditions |
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+ | primary_causal_factor | string | 1 of 10 causal factors |
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+ | secondary_causal_factor | string | Secondary causal factor (nullable) |
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+ | speed_limit_mph | int | Posted speed limit |
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+ | estimated_speed_mph | int | Estimated speed at impact |
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+ | n_vehicles_involved | int | Vehicle count |
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+ | n_persons_involved | int | Person count |
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+ | n_injuries | int | Injury count |
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+ | n_fatalities | int | Fatality count |
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+ | fatality_flag | int | Boolean — fatality occurred |
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+ | bodily_injury_flag | int | Boolean — BI claim |
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+ | pdo_only_flag | int | Boolean — property damage only |
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+ | repair_cost_usd | float | Repair cost |
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+ | acv_usd | float | Actual cash value |
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+ | total_loss_flag | int | Boolean — repair > total-loss threshold |
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+ | medical_cost_usd | float | Medical expenses |
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+ | treatment_type | string | Primary treatment category |
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+ | weather_event_id | string | FK to weather event (nullable) |
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+ | weather_event_flag | int | Boolean — during weather surge |
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+ | fault_party | string | INSURED / THIRD_PARTY / SHARED |
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+ | fault_dispute_flag | int | Boolean — fault disputed |
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+ | fault_resolution | string | agreed / arbitrated / litigated / comparative |
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+ | uim_exposure_flag | int | Boolean — UIM exposure identified |
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+ | denial_flag | int | Boolean — claim denied |
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+ | denial_reason | string | Categorical denial reason |
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+ | reopen_flag | int | Boolean — reopened |
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+ | fraud_referral_flag | int | Boolean — referred to SIU |
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+ | staged_collision_flag | int | Boolean — fraud subtype |
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+ | inflated_repair_flag | int | Boolean — fraud subtype |
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+ | phantom_injury_flag | int | Boolean — fraud subtype |
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+
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+ ### `accident_transactions.csv` (event ledger)
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+
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+ | Column | Type | Description |
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+ |------------------------------|---------|----------------------------------------------|
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+ | transaction_id | string | Unique transaction ID |
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+ | accident_id | string | Parent accident FK |
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+ | claim_id | string | Parent claim FK |
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+ | txn_date | date | Transaction date |
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+ | txn_type | string | RESERVE / PAYMENT / RECOVERY / ADJUSTMENT |
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+ | txn_amount | float | Transaction amount (signed) |
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+ | reserve_balance | float | Reserve balance after txn |
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+ | paid_balance | float | Paid balance after txn |
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+ | adjuster_note | string | Free-text note (synthetic, anonymized) |
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+ | description | string | Transaction description |
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+
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+ ### `collision_causation_master.csv`
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+
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+ Reference master with synthetic causation taxonomy descriptions for each
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+ collision_type × primary_causal_factor combination.
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+
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+ ### `accident_period_summary.csv`
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+
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+ Aggregate KPIs by (period, state, collision_type): accident counts, average
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+ severity, fatality counts, fault dispute rates, total loss rates.
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+
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+ ## Suggested Use Cases
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+
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+ - Training **accident severity classification** models (KABCO/MAIS)
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+ - **Fault attribution prediction** — predict at-fault party from accident
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+ features
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+ - **Total loss vs repair decisioning** — predict total loss likelihood
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+ - **Bodily injury claim flagging** — distinguish PDO from BI at FNOL
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+ - **Fatality risk scoring** by collision type, vehicle class, road type
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+ - **Fraud detection** — staged collision, phantom injury, inflated repair
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+ - **Weather event surge forecasting** for catastrophe reinsurance
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+ - **UIM (uninsured motorist) exposure prediction**
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+ - **Cycle time forecasting** (PDO vs BI claims have different lifecycles)
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+ - **Reserve adequacy modeling** for auto claims
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+ - **Claim denial prediction** with categorical denial reasons
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+ - **Telematics + accident severity correlation** (when joined with telematics)
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+ - **Litigation prediction** by fault resolution mode
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+ - **Pedestrian/motorcycle vulnerability modeling**
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+ - **Distracted driving / impaired driving causal modeling**
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+ - **Insurtech actuarial model training** with NHTSA-calibrated synthetic data
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+
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+ ## Loading the Data
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+
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+ ```python
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+ import pandas as pd
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+
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+ headers = pd.read_csv("accident_header.csv",
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+ parse_dates=["accident_date", "report_date", "close_date"])
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+ transactions = pd.read_csv("accident_transactions.csv", parse_dates=["txn_date"])
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+ causation = pd.read_csv("collision_causation_master.csv")
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+ summary = pd.read_csv("accident_period_summary.csv")
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+
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+ # Multi-class collision-type classification target
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+ y_collision = headers["collision_type"]
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+
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+ # Binary total-loss prediction target
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+ y_total_loss = headers["total_loss_flag"]
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+
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+ # Binary bodily-injury target
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+ y_bi = headers["bodily_injury_flag"]
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+
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+ # Multi-class KABCO severity target
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+ y_severity = headers["kabco_severity"]
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+
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+ # Binary fraud-referral target
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+ y_fraud = headers["fraud_referral_flag"]
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+
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+ # Regression: repair cost prediction
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+ y_repair_cost = headers["repair_cost_usd"]
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+
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+ # Multi-class fault attribution target
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+ y_fault = headers["fault_party"]
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+
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+ # Aggregate per-accident payment trajectories (sequence modeling)
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+ payment_sequences = transactions[transactions["txn_type"] == "PAYMENT"] \
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+ .groupby("accident_id")["txn_amount"].apply(list)
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+ ```
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+
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+ ## License
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+
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+ This **sample** is released under **CC-BY-NC-4.0** (free for non-commercial
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+ research and evaluation). The **full production dataset** is licensed
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+ commercially — contact XpertSystems.ai for licensing terms.
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+
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+ ## Full Product
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+
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+ The full INS-002 dataset includes **~355,000 rows** across all four files,
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+ with 12 calibrated benchmark validation tests drawn from authoritative
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+ auto/vehicle accident data sources (NHTSA CRSS/FARS 2023, IIHS, Insurance
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+ Information Institute, Coalition Against Insurance Fraud, NAIC, state DOI
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+ data).
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+
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+ 📧 **pradeep@xpertsystems.ai**
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+ 🌐 **https://xpertsystems.ai**
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+
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+ ## Citation
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+
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+ ```bibtex
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+ @dataset{xpertsystems_ins002_sample_2026,
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+ title = {INS-002: Synthetic Vehicle Accident & Collision Dataset (Sample)},
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+ author = {XpertSystems.ai},
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+ year = {2026},
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+ url = {https://huggingface.co/datasets/xpertsystems/ins002-sample}
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+ }
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+ ```
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+
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+ ## Generation Details
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+
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+ - Generator version : 1.0.0
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+ - Random seed : 42
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+ - Generated : 2026-05-16 19:53:01 UTC
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+ - Architecture : Benchmark-first — each metric → one named parameter
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+ - Overall benchmark : 91.8 / 100 (grade A-)
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accident_period_summary.csv ADDED
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+ collision_type_code,collision_description,primary_causal_factor,causal_factor_description,contributing_factor_pool,road_class_affinity,weather_sensitivity_flag,causal_probability_weight,severity_weight,avg_repair_cost_usd,avg_medical_cost_usd,avg_frequency_per_100M_vmt,bodily_injury_rate,total_loss_eligible_flag,uim_exposure_flag,fault_ambiguity_flag,ibnr_development_tail_months,nhtsa_crss_code
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+ REAR_END,Rear End Collision,DRIVER_DISTRACTION,Driver Distraction,SPEEDING|IMPAIRED_DRIVING|FAILURE_TO_YIELD,"INTERSTATE,US_HIGHWAY",0,0.3,0.213,2776.6,2660.87,389.2,0.213,0,0,0,6,CRSS-10000
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+ REAR_END,Rear End Collision,SPEEDING,Speeding,DRIVER_DISTRACTION|IMPAIRED_DRIVING|FAILURE_TO_YIELD,"INTERSTATE,US_HIGHWAY",1,0.12,0.213,2253.36,3973.66,347.29,0.213,0,0,0,36,CRSS-10001
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+ REAR_END,Rear End Collision,IMPAIRED_DRIVING,Impaired Driving,DRIVER_DISTRACTION|SPEEDING|FAILURE_TO_YIELD,"INTERSTATE,US_HIGHWAY",0,0.08,0.213,2785.92,1371.15,213.67,0.213,0,0,0,24,CRSS-10002
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+ REAR_END,Rear End Collision,FAILURE_TO_YIELD,Failure To Yield,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"INTERSTATE,US_HIGHWAY",0,0.05,0.213,2894.22,3663.5,373.79,0.213,0,0,0,18,CRSS-10003
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+ REAR_END,Rear End Collision,FOLLOWING_TOO_CLOSE,Following Too Close,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"INTERSTATE,US_HIGHWAY",0,0.22,0.213,2522.18,1616.36,258.47,0.213,0,0,0,48,CRSS-10004
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+ REAR_END,Rear End Collision,ROAD_CONDITION,Road Condition,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"INTERSTATE,US_HIGHWAY",1,0.06,0.213,2817.92,3515.34,345.98,0.213,0,0,0,6,CRSS-10005
8
+ REAR_END,Rear End Collision,MECHANICAL_FAILURE,Mechanical Failure,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"INTERSTATE,US_HIGHWAY",0,0.04,0.213,2453.76,4308.92,404.04,0.213,0,0,0,36,CRSS-10006
9
+ REAR_END,Rear End Collision,WEATHER_VISIBILITY,Weather Visibility,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"INTERSTATE,US_HIGHWAY",1,0.07,0.213,2330.69,2330.88,38.84,0.213,0,0,0,36,CRSS-10007
10
+ ANGLE,Angle Collision,DRIVER_DISTRACTION,Driver Distraction,SPEEDING|IMPAIRED_DRIVING|FAILURE_TO_YIELD,"URBAN_LOCAL,STATE_ROUTE",0,0.18,0.282,2952.79,3911.19,340.25,0.282,0,1,1,18,CRSS-10100
11
+ ANGLE,Angle Collision,SPEEDING,Speeding,DRIVER_DISTRACTION|IMPAIRED_DRIVING|FAILURE_TO_YIELD,"URBAN_LOCAL,STATE_ROUTE",1,0.1,0.282,3122.32,2671.74,221.91,0.282,0,1,1,48,CRSS-10101
12
+ ANGLE,Angle Collision,IMPAIRED_DRIVING,Impaired Driving,DRIVER_DISTRACTION|SPEEDING|FAILURE_TO_YIELD,"URBAN_LOCAL,STATE_ROUTE",0,0.1,0.282,2987.56,1478.49,224.55,0.282,0,1,1,12,CRSS-10102
13
+ ANGLE,Angle Collision,FAILURE_TO_YIELD,Failure To Yield,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"URBAN_LOCAL,STATE_ROUTE",0,0.28,0.282,3462.3,3309.02,378.05,0.282,0,1,1,12,CRSS-10103
14
+ ANGLE,Angle Collision,FOLLOWING_TOO_CLOSE,Following Too Close,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"URBAN_LOCAL,STATE_ROUTE",0,0.08,0.282,3492.4,2684.08,377.87,0.282,0,1,1,18,CRSS-10104
15
+ ANGLE,Angle Collision,ROAD_CONDITION,Road Condition,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"URBAN_LOCAL,STATE_ROUTE",1,0.07,0.282,3183.26,2331.71,313.47,0.282,0,1,1,36,CRSS-10105
16
+ ANGLE,Angle Collision,MECHANICAL_FAILURE,Mechanical Failure,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"URBAN_LOCAL,STATE_ROUTE",0,0.04,0.282,2938.42,1762.65,23.17,0.282,0,1,1,36,CRSS-10106
17
+ ANGLE,Angle Collision,WEATHER_VISIBILITY,Weather Visibility,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"URBAN_LOCAL,STATE_ROUTE",1,0.08,0.282,3457.4,4694.27,355.71,0.282,0,1,1,36,CRSS-10107
18
+ ANGLE,Angle Collision,INFRASTRUCTURE,Infrastructure,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"URBAN_LOCAL,STATE_ROUTE",0,0.04,0.282,3253.86,3752.07,80.11,0.282,0,1,1,12,CRSS-10108
19
+ HEAD_ON,Head On Collision,DRIVER_DISTRACTION,Driver Distraction,SPEEDING|IMPAIRED_DRIVING|FAILURE_TO_YIELD,"RURAL_LOCAL,US_HIGHWAY",0,0.12,0.458,5427.78,5463.85,263.05,0.458,1,1,0,6,CRSS-10200
20
+ HEAD_ON,Head On Collision,SPEEDING,Speeding,DRIVER_DISTRACTION|IMPAIRED_DRIVING|FAILURE_TO_YIELD,"RURAL_LOCAL,US_HIGHWAY",1,0.22,0.458,5577.51,6983.47,258.04,0.458,1,1,0,6,CRSS-10201
21
+ HEAD_ON,Head On Collision,IMPAIRED_DRIVING,Impaired Driving,DRIVER_DISTRACTION|SPEEDING|FAILURE_TO_YIELD,"RURAL_LOCAL,US_HIGHWAY",0,0.18,0.458,4862.87,1683.66,207.79,0.458,1,1,0,24,CRSS-10202
22
+ HEAD_ON,Head On Collision,FAILURE_TO_YIELD,Failure To Yield,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"RURAL_LOCAL,US_HIGHWAY",0,0.12,0.458,4724.35,4312.36,386.96,0.458,1,1,0,6,CRSS-10203
23
+ HEAD_ON,Head On Collision,FOLLOWING_TOO_CLOSE,Following Too Close,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"RURAL_LOCAL,US_HIGHWAY",0,0.08,0.458,4482.11,3236.42,146.25,0.458,1,1,0,12,CRSS-10204
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+ HEAD_ON,Head On Collision,ROAD_CONDITION,Road Condition,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"RURAL_LOCAL,US_HIGHWAY",1,0.08,0.458,5417.73,6152.09,357.08,0.458,1,1,0,48,CRSS-10205
25
+ HEAD_ON,Head On Collision,MECHANICAL_FAILURE,Mechanical Failure,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"RURAL_LOCAL,US_HIGHWAY",0,0.05,0.458,5021.65,7638.09,91.8,0.458,1,1,0,24,CRSS-10206
26
+ HEAD_ON,Head On Collision,WEATHER_VISIBILITY,Weather Visibility,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"RURAL_LOCAL,US_HIGHWAY",1,0.06,0.458,4426.95,1926.04,330.61,0.458,1,1,0,36,CRSS-10207
27
+ HEAD_ON,Head On Collision,FATIGUE,Fatigue,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"RURAL_LOCAL,US_HIGHWAY",0,0.06,0.458,4641.72,4881.08,85.49,0.458,1,1,0,18,CRSS-10209
28
+ SIDESWIPE_SAME,Sideswipe Same Collision,DRIVER_DISTRACTION,Driver Distraction,SPEEDING|IMPAIRED_DRIVING|FAILURE_TO_YIELD,"INTERSTATE,US_HIGHWAY",0,0.28,0.171,1914.53,1855.63,183.84,0.171,0,0,1,12,CRSS-10300
29
+ SIDESWIPE_SAME,Sideswipe Same Collision,SPEEDING,Speeding,DRIVER_DISTRACTION|IMPAIRED_DRIVING|FAILURE_TO_YIELD,"INTERSTATE,US_HIGHWAY",1,0.14,0.171,1878.71,1583.22,57.69,0.171,0,0,1,12,CRSS-10301
30
+ SIDESWIPE_SAME,Sideswipe Same Collision,IMPAIRED_DRIVING,Impaired Driving,DRIVER_DISTRACTION|SPEEDING|FAILURE_TO_YIELD,"INTERSTATE,US_HIGHWAY",0,0.08,0.171,1600.84,2790.03,410.69,0.171,0,0,1,18,CRSS-10302
31
+ SIDESWIPE_SAME,Sideswipe Same Collision,FAILURE_TO_YIELD,Failure To Yield,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"INTERSTATE,US_HIGHWAY",0,0.08,0.171,1681.05,2948.16,354.86,0.171,0,0,1,36,CRSS-10303
32
+ SIDESWIPE_SAME,Sideswipe Same Collision,FOLLOWING_TOO_CLOSE,Following Too Close,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"INTERSTATE,US_HIGHWAY",0,0.16,0.171,1925.69,1875.7,137.06,0.171,0,0,1,6,CRSS-10304
33
+ SIDESWIPE_SAME,Sideswipe Same Collision,ROAD_CONDITION,Road Condition,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"INTERSTATE,US_HIGHWAY",1,0.08,0.171,2026.42,1993.32,107.02,0.171,0,0,1,6,CRSS-10305
34
+ SIDESWIPE_SAME,Sideswipe Same Collision,MECHANICAL_FAILURE,Mechanical Failure,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"INTERSTATE,US_HIGHWAY",0,0.05,0.171,1702.79,1990.27,96.01,0.171,0,0,1,18,CRSS-10306
35
+ SIDESWIPE_SAME,Sideswipe Same Collision,WEATHER_VISIBILITY,Weather Visibility,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"INTERSTATE,US_HIGHWAY",1,0.07,0.171,1948.27,2687.04,205.8,0.171,0,0,1,48,CRSS-10307
36
+ SIDESWIPE_OPP,Sideswipe Opp Collision,DRIVER_DISTRACTION,Driver Distraction,SPEEDING|IMPAIRED_DRIVING|FAILURE_TO_YIELD,"STATE_ROUTE,RURAL_LOCAL",0,0.2,0.236,2074.51,2439.93,299.43,0.236,0,0,1,24,CRSS-10400
37
+ SIDESWIPE_OPP,Sideswipe Opp Collision,SPEEDING,Speeding,DRIVER_DISTRACTION|IMPAIRED_DRIVING|FAILURE_TO_YIELD,"STATE_ROUTE,RURAL_LOCAL",1,0.14,0.236,1947.73,705.9,232.42,0.236,0,0,1,6,CRSS-10401
38
+ SIDESWIPE_OPP,Sideswipe Opp Collision,IMPAIRED_DRIVING,Impaired Driving,DRIVER_DISTRACTION|SPEEDING|FAILURE_TO_YIELD,"STATE_ROUTE,RURAL_LOCAL",0,0.12,0.236,1896.2,979.93,64.46,0.236,0,0,1,12,CRSS-10402
39
+ SIDESWIPE_OPP,Sideswipe Opp Collision,FAILURE_TO_YIELD,Failure To Yield,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"STATE_ROUTE,RURAL_LOCAL",0,0.14,0.236,1800.73,3039.06,269.86,0.236,0,0,1,24,CRSS-10403
40
+ SIDESWIPE_OPP,Sideswipe Opp Collision,FOLLOWING_TOO_CLOSE,Following Too Close,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"STATE_ROUTE,RURAL_LOCAL",0,0.1,0.236,1906.4,2261.7,29.81,0.236,0,0,1,6,CRSS-10404
41
+ SIDESWIPE_OPP,Sideswipe Opp Collision,ROAD_CONDITION,Road Condition,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"STATE_ROUTE,RURAL_LOCAL",1,0.1,0.236,1987.59,2929.91,55.57,0.236,0,0,1,48,CRSS-10405
42
+ SIDESWIPE_OPP,Sideswipe Opp Collision,MECHANICAL_FAILURE,Mechanical Failure,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"STATE_ROUTE,RURAL_LOCAL",0,0.05,0.236,1990.2,2061.97,423.27,0.236,0,0,1,6,CRSS-10406
43
+ SIDESWIPE_OPP,Sideswipe Opp Collision,WEATHER_VISIBILITY,Weather Visibility,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"STATE_ROUTE,RURAL_LOCAL",1,0.08,0.236,1982.3,1388.53,162.57,0.236,0,0,1,24,CRSS-10407
44
+ SIDESWIPE_OPP,Sideswipe Opp Collision,INFRASTRUCTURE,Infrastructure,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"STATE_ROUTE,RURAL_LOCAL",0,0.04,0.236,2010.59,1926.88,29.29,0.236,0,0,1,18,CRSS-10408
45
+ FIXED_OBJ,Fixed Obj Collision,DRIVER_DISTRACTION,Driver Distraction,SPEEDING|IMPAIRED_DRIVING|FAILURE_TO_YIELD,"RURAL_LOCAL,COUNTY_ROAD",0,0.22,0.258,2470.81,1261.03,258.24,0.258,1,0,0,36,CRSS-10500
46
+ FIXED_OBJ,Fixed Obj Collision,SPEEDING,Speeding,DRIVER_DISTRACTION|IMPAIRED_DRIVING|FAILURE_TO_YIELD,"RURAL_LOCAL,COUNTY_ROAD",1,0.16,0.258,1949.03,2550.03,140.93,0.258,1,0,0,12,CRSS-10501
47
+ FIXED_OBJ,Fixed Obj Collision,IMPAIRED_DRIVING,Impaired Driving,DRIVER_DISTRACTION|SPEEDING|FAILURE_TO_YIELD,"RURAL_LOCAL,COUNTY_ROAD",0,0.1,0.258,2358.73,3427.17,66.33,0.258,1,0,0,24,CRSS-10502
48
+ FIXED_OBJ,Fixed Obj Collision,FAILURE_TO_YIELD,Failure To Yield,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"RURAL_LOCAL,COUNTY_ROAD",0,0.06,0.258,2483.96,1602.95,36.09,0.258,1,0,0,6,CRSS-10503
49
+ FIXED_OBJ,Fixed Obj Collision,FOLLOWING_TOO_CLOSE,Following Too Close,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"RURAL_LOCAL,COUNTY_ROAD",0,0.08,0.258,2122.83,3279.11,367.55,0.258,1,0,0,24,CRSS-10504
50
+ FIXED_OBJ,Fixed Obj Collision,ROAD_CONDITION,Road Condition,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"RURAL_LOCAL,COUNTY_ROAD",1,0.12,0.258,2087.2,3609.5,145.09,0.258,1,0,0,24,CRSS-10505
51
+ FIXED_OBJ,Fixed Obj Collision,MECHANICAL_FAILURE,Mechanical Failure,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"RURAL_LOCAL,COUNTY_ROAD",0,0.08,0.258,2046.67,3487.67,90.78,0.258,1,0,0,24,CRSS-10506
52
+ FIXED_OBJ,Fixed Obj Collision,WEATHER_VISIBILITY,Weather Visibility,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"RURAL_LOCAL,COUNTY_ROAD",1,0.09,0.258,1906.85,1816.55,446.72,0.258,1,0,0,6,CRSS-10507
53
+ FIXED_OBJ,Fixed Obj Collision,INFRASTRUCTURE,Infrastructure,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"RURAL_LOCAL,COUNTY_ROAD",0,0.05,0.258,2373.05,3882.76,404.18,0.258,1,0,0,48,CRSS-10508
54
+ FIXED_OBJ,Fixed Obj Collision,FATIGUE,Fatigue,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"RURAL_LOCAL,COUNTY_ROAD",0,0.04,0.258,2220.84,1718.7,351.97,0.258,1,0,0,18,CRSS-10509
55
+ PEDESTRIAN,Pedestrian Collision,DRIVER_DISTRACTION,Driver Distraction,SPEEDING|IMPAIRED_DRIVING|FAILURE_TO_YIELD,"URBAN_LOCAL,STATE_ROUTE",0,0.2,0.483,1573.98,695.23,341.12,0.483,1,1,0,24,CRSS-10600
56
+ PEDESTRIAN,Pedestrian Collision,SPEEDING,Speeding,DRIVER_DISTRACTION|IMPAIRED_DRIVING|FAILURE_TO_YIELD,"URBAN_LOCAL,STATE_ROUTE",1,0.14,0.483,1519.4,2590.91,123.62,0.483,1,1,0,6,CRSS-10601
57
+ PEDESTRIAN,Pedestrian Collision,IMPAIRED_DRIVING,Impaired Driving,DRIVER_DISTRACTION|SPEEDING|FAILURE_TO_YIELD,"URBAN_LOCAL,STATE_ROUTE",0,0.12,0.483,1798.49,953.07,97.09,0.483,1,1,0,6,CRSS-10602
58
+ PEDESTRIAN,Pedestrian Collision,FAILURE_TO_YIELD,Failure To Yield,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"URBAN_LOCAL,STATE_ROUTE",0,0.18,0.483,1684.76,2715.57,104.47,0.483,1,1,0,12,CRSS-10603
59
+ PEDESTRIAN,Pedestrian Collision,FOLLOWING_TOO_CLOSE,Following Too Close,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"URBAN_LOCAL,STATE_ROUTE",0,0.06,0.483,1772.13,3114.95,235.32,0.483,1,1,0,12,CRSS-10604
60
+ PEDESTRIAN,Pedestrian Collision,ROAD_CONDITION,Road Condition,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"URBAN_LOCAL,STATE_ROUTE",1,0.1,0.483,1461.21,468.91,118.75,0.483,1,1,0,12,CRSS-10605
61
+ PEDESTRIAN,Pedestrian Collision,WEATHER_VISIBILITY,Weather Visibility,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"URBAN_LOCAL,STATE_ROUTE",1,0.09,0.483,1723.18,831.86,237.72,0.483,1,1,0,6,CRSS-10607
62
+ PEDESTRIAN,Pedestrian Collision,INFRASTRUCTURE,Infrastructure,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"URBAN_LOCAL,STATE_ROUTE",0,0.06,0.483,1731.33,2028.55,105.9,0.483,1,1,0,48,CRSS-10608
63
+ MOTORCYCLE,Motorcycle Collision,DRIVER_DISTRACTION,Driver Distraction,SPEEDING|IMPAIRED_DRIVING|FAILURE_TO_YIELD,"STATE_ROUTE,US_HIGHWAY",0,0.18,0.414,1575.96,2219.7,76.35,0.414,1,1,0,36,CRSS-10700
64
+ MOTORCYCLE,Motorcycle Collision,SPEEDING,Speeding,DRIVER_DISTRACTION|IMPAIRED_DRIVING|FAILURE_TO_YIELD,"STATE_ROUTE,US_HIGHWAY",1,0.18,0.414,1313.21,2221.09,190.96,0.414,1,1,0,48,CRSS-10701
65
+ MOTORCYCLE,Motorcycle Collision,IMPAIRED_DRIVING,Impaired Driving,DRIVER_DISTRACTION|SPEEDING|FAILURE_TO_YIELD,"STATE_ROUTE,US_HIGHWAY",0,0.14,0.414,1475.23,1909.39,430.92,0.414,1,1,0,12,CRSS-10702
66
+ MOTORCYCLE,Motorcycle Collision,FAILURE_TO_YIELD,Failure To Yield,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"STATE_ROUTE,US_HIGHWAY",0,0.1,0.414,1385.46,2337.57,30.69,0.414,1,1,0,24,CRSS-10703
67
+ MOTORCYCLE,Motorcycle Collision,FOLLOWING_TOO_CLOSE,Following Too Close,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"STATE_ROUTE,US_HIGHWAY",0,0.08,0.414,1539.8,706.53,80.35,0.414,1,1,0,24,CRSS-10704
68
+ MOTORCYCLE,Motorcycle Collision,ROAD_CONDITION,Road Condition,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"STATE_ROUTE,US_HIGHWAY",1,0.1,0.414,1444.38,2526.72,276.3,0.414,1,1,0,12,CRSS-10705
69
+ MOTORCYCLE,Motorcycle Collision,MECHANICAL_FAILURE,Mechanical Failure,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"STATE_ROUTE,US_HIGHWAY",0,0.06,0.414,1615.46,1617.2,357.45,0.414,1,1,0,48,CRSS-10706
70
+ MOTORCYCLE,Motorcycle Collision,WEATHER_VISIBILITY,Weather Visibility,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"STATE_ROUTE,US_HIGHWAY",1,0.08,0.414,1266.18,587.15,376.65,0.414,1,1,0,12,CRSS-10707
71
+ MOTORCYCLE,Motorcycle Collision,INFRASTRUCTURE,Infrastructure,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"STATE_ROUTE,US_HIGHWAY",0,0.04,0.414,1361.57,1492.49,280.59,0.414,1,1,0,36,CRSS-10708
72
+ MOTORCYCLE,Motorcycle Collision,FATIGUE,Fatigue,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"STATE_ROUTE,US_HIGHWAY",0,0.04,0.414,1643.61,1979.99,197.41,0.414,1,1,0,6,CRSS-10709
73
+ ROLLOVER,Rollover Collision,DRIVER_DISTRACTION,Driver Distraction,SPEEDING|IMPAIRED_DRIVING|FAILURE_TO_YIELD,"RURAL_LOCAL,INTERSTATE",0,0.14,0.412,4348.18,5556.53,393.02,0.412,1,0,0,18,CRSS-10800
74
+ ROLLOVER,Rollover Collision,SPEEDING,Speeding,DRIVER_DISTRACTION|IMPAIRED_DRIVING|FAILURE_TO_YIELD,"RURAL_LOCAL,INTERSTATE",1,0.22,0.412,4385.56,2946.04,121.76,0.412,1,0,0,48,CRSS-10801
75
+ ROLLOVER,Rollover Collision,IMPAIRED_DRIVING,Impaired Driving,DRIVER_DISTRACTION|SPEEDING|FAILURE_TO_YIELD,"RURAL_LOCAL,INTERSTATE",0,0.14,0.412,4869.41,2229.79,48.62,0.412,1,0,0,36,CRSS-10802
76
+ ROLLOVER,Rollover Collision,FAILURE_TO_YIELD,Failure To Yield,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"RURAL_LOCAL,INTERSTATE",0,0.08,0.412,4573.05,2374.6,374.61,0.412,1,0,0,12,CRSS-10803
77
+ ROLLOVER,Rollover Collision,FOLLOWING_TOO_CLOSE,Following Too Close,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"RURAL_LOCAL,INTERSTATE",0,0.06,0.412,3971.95,6678.66,91.18,0.412,1,0,0,12,CRSS-10804
78
+ ROLLOVER,Rollover Collision,ROAD_CONDITION,Road Condition,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"RURAL_LOCAL,INTERSTATE",1,0.14,0.412,4159.86,2206.47,69.66,0.412,1,0,0,24,CRSS-10805
79
+ ROLLOVER,Rollover Collision,MECHANICAL_FAILURE,Mechanical Failure,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"RURAL_LOCAL,INTERSTATE",0,0.08,0.412,3853.91,2165.75,42.95,0.412,1,0,0,6,CRSS-10806
80
+ ROLLOVER,Rollover Collision,WEATHER_VISIBILITY,Weather Visibility,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"RURAL_LOCAL,INTERSTATE",1,0.07,0.412,4568.66,6035.53,189.26,0.412,1,0,0,36,CRSS-10807
81
+ ROLLOVER,Rollover Collision,FATIGUE,Fatigue,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"RURAL_LOCAL,INTERSTATE",0,0.04,0.412,4453.11,7180.67,385.99,0.412,1,0,0,12,CRSS-10809
82
+ BACKING,Backing Collision,DRIVER_DISTRACTION,Driver Distraction,SPEEDING|IMPAIRED_DRIVING|FAILURE_TO_YIELD,"URBAN_LOCAL,COUNTY_ROAD",0,0.3,0.129,1155.99,661.51,121.8,0.129,0,0,0,12,CRSS-10900
83
+ BACKING,Backing Collision,SPEEDING,Speeding,DRIVER_DISTRACTION|IMPAIRED_DRIVING|FAILURE_TO_YIELD,"URBAN_LOCAL,COUNTY_ROAD",1,0.06,0.129,1368.05,1264.62,41.18,0.129,0,0,0,12,CRSS-10901
84
+ BACKING,Backing Collision,IMPAIRED_DRIVING,Impaired Driving,DRIVER_DISTRACTION|SPEEDING|FAILURE_TO_YIELD,"URBAN_LOCAL,COUNTY_ROAD",0,0.08,0.129,1288.65,1398.99,63.72,0.129,0,0,0,6,CRSS-10902
85
+ BACKING,Backing Collision,FAILURE_TO_YIELD,Failure To Yield,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"URBAN_LOCAL,COUNTY_ROAD",0,0.1,0.129,1159.4,1956.21,62.62,0.129,0,0,0,48,CRSS-10903
86
+ BACKING,Backing Collision,FOLLOWING_TOO_CLOSE,Following Too Close,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"URBAN_LOCAL,COUNTY_ROAD",0,0.1,0.129,1477.49,2443.74,441.22,0.129,0,0,0,12,CRSS-10904
87
+ BACKING,Backing Collision,ROAD_CONDITION,Road Condition,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"URBAN_LOCAL,COUNTY_ROAD",1,0.08,0.129,1451.73,1834.59,354.97,0.129,0,0,0,36,CRSS-10905
88
+ BACKING,Backing Collision,MECHANICAL_FAILURE,Mechanical Failure,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"URBAN_LOCAL,COUNTY_ROAD",0,0.06,0.129,1192.58,1316.73,241.12,0.129,0,0,0,48,CRSS-10906
89
+ BACKING,Backing Collision,WEATHER_VISIBILITY,Weather Visibility,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"URBAN_LOCAL,COUNTY_ROAD",1,0.08,0.129,1324.48,1162.41,295.01,0.129,0,0,0,48,CRSS-10907
90
+ BACKING,Backing Collision,INFRASTRUCTURE,Infrastructure,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"URBAN_LOCAL,COUNTY_ROAD",0,0.06,0.129,1245.59,634.82,225.49,0.129,0,0,0,6,CRSS-10908
91
+ BACKING,Backing Collision,FATIGUE,Fatigue,DRIVER_DISTRACTION|SPEEDING|IMPAIRED_DRIVING,"URBAN_LOCAL,COUNTY_ROAD",0,0.08,0.129,1231.97,1048.74,177.55,0.129,0,0,0,18,CRSS-10909