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claritystorm/faa-wildlife-strikes

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Hugging Face2026-03-31 更新2026-04-12 收录
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--- license: other license_name: us-government-works task_categories: - tabular-classification - tabular-regression tags: - aviation - wildlife - safety - faa - birdstrike - geospatial pretty_name: FAA Wildlife Strikes 1990-Present size_categories: - 100K<n<1M --- # FAA Wildlife Strikes 1990–Present **341,090 wildlife strike reports** from the FAA National Wildlife Strike Database (NWSD) — every reported strike since 1990. 113 fields including species, damage severity, aircraft type, phase of flight, airport, cost of repairs, and ClarityStorm-computed risk tiers. **This repository contains a 1,000-row sample (public domain).** Full dataset (341K records, CSV + Parquet) → **[claritystorm.com/datasets/faa-wildlife-strikes](https://claritystorm.com/datasets/faa-wildlife-strikes)** ## Quick Start ```python from datasets import load_dataset ds = load_dataset("claritystorm/faa-wildlife-strikes") import pandas as pd df = pd.read_csv("sample_1000.csv") print(df["damage_label"].value_counts()) print(df["species_risk_tier"].value_counts()) ``` ## Tags - aviation, wildlife, birdstrike, FAA, safety, geospatial, species, risk-scoring ## Schema (selected fields) | Field | Type | Description | |-------|------|-------------| | record_id | int | FAA unique strike record identifier | | incident_date | string | Date of strike (YYYY-MM-DD) | | incident_year | int | Year (1990–2026) | | incident_month | int | Month (1–12) | | season | string | Winter/Spring/Summer/Fall (computed) | | airport_id | string | FAA airport identifier (ICAO) | | airport | string | Airport name | | state | string | US state abbreviation | | faa_region | string | FAA region code | | faa_region_name | string | FAA region full name (computed) | | aircraft | string | Aircraft make/model | | ac_class | string | Aircraft class code (A=Airplane, B=Helicopter, etc.) | | ac_class_label | string | Aircraft class full label (computed) | | engine_type | string | Engine type code | | engine_type_label | string | Engine type full label (computed) | | phase_of_flight | string | Phase of flight at time of strike | | height_agl_ft | float | Height above ground level in feet | | speed_kts | float | Aircraft speed in knots | | species_id | string | FAA species identifier | | species | string | Wildlife common name | | wildlife_size | string | Small / Medium / Large | | damage | string | Damage code (N/M/S/D) | | damage_label | string | None / Minor / Substantial / Destroyed (computed) | | damage_severity_tier | int | 0=None, 1=Minor, 2=Substantial, 3=Destroyed (computed) | | species_risk_tier | string | Low / Medium / High / Critical (computed) | | species_risk_score | float | Risk score = mean_severity × log(strike_count) (computed) | | is_migratory_species | bool | Whether species is typically migratory (computed) | | cost_repairs_infl_adj_usd | float | Repair cost (inflation-adjusted USD) | | cost_bucket | string | Cost bucket: None / <$1K / $1K–$10K / etc. (computed) | | num_injuries | int | Number of human injuries | | num_fatalities | int | Number of fatalities | | any_engine_ingestion | bool | Whether any engine ingested wildlife (computed) | | has_damage | bool | Whether strike caused aircraft damage (computed) | | pilot_warned | bool | Whether pilot was warned of wildlife | | airport_latitude | float | Airport latitude (WGS 84) | | airport_longitude | float | Airport longitude (WGS 84) | ## Dataset Stats - **Records**: 341,090 strike reports - **Years**: 1990–2026 - **Species**: 952 distinct wildlife species - **Airports**: 2,764 US and international airports - **States/Territories**: 67 ## Damage Distribution | Level | Count | |-------|-------| | None | 198,447 | | Minor | 8,762 | | Substantial | 4,388 | | Destroyed | 88 | ## ⬇️ Get the Full Dataset | Tier | Price | Includes | |------|-------|----------| | Sample | Free | 1,000 rows, public domain (this repo) | | Complete | $99 | All 341K records, CSV + Parquet, commercial license | | Annual | $199/yr | Complete + annual updates | 👉 **[Purchase at claritystorm.com/datasets/faa-wildlife-strikes](https://claritystorm.com/datasets/faa-wildlife-strikes)** ## Source FAA National Wildlife Strike Database (NWSD) — Federal Aviation Administration. FAA data is a US federal government work in the **public domain** (17 U.S.C. 105). Source: https://wildlife.faa.gov/ Processed and enriched by [ClarityStorm Data](https://claritystorm.com).
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