Top-Risk Road Segments Map
Last updated: 2026-07-05 · Full GB output rebuild: 2026-07-05.
This page maps the global top 1% highest-risk road links after controlling for traffic exposure. The current GB production export uses the XGBoost risk_percentile ranking from data/models/risk_scores.parquet.
These links are screening candidates for inspection, mapping, portfolio review, and demo use. They are not causal proof, crash prediction guarantees, or engineering-audit results. Sparse collision histories should be interpreted cautiously.
The refreshed GB outputs and top-risk web assets were regenerated from the current production score file on 2026-07-05. Short segments under 50 m are present in the full dataset and map layer; they are flagged for manual review before use as case study examples.
The map colours links by log_predicted_score = log1p(predicted_xgb) rather than by risk_percentile, because the global top-1% percentile values are tightly compressed at the top end. The percentile rank remains available in each popup.
Interactive Map
The map uses client-side multi-select filters over one static GeoJSON file. Values within a filter are combined with OR logic; different filters are combined with AND logic. No selection in a filter means all values for that filter.
Summary Tables
Count by family
Count by road classification
Count by road archetype
Numeric summary
Data Notes
- Source layer:
data/outputs/top_1pct_risk_segments.parquet. - Web layer:
data/outputs/web/top_1pct_risk_segments.geojson. - Context network layers:
data/outputs/web/context/context_manifest.jsonplus split GeoJSON files. Motorway and trunk-A links are shown in full;other_urbanandother_ruralshow the top context percentile by the ranking field recorded in the manifest. - Features: 39,413 road links.
- GeoJSON size: 28,482,475 bytes.
- Geometry simplification: 25 m tolerance in EPSG:3857, then written as EPSG:4326 with coordinates rounded to 0.00001 degrees.
- Colour scaling:
log_predicted_score = log1p(predicted_xgb). - QA status: full-GB production scores and top-risk web assets refreshed on 2026-07-05; top-risk plausibility review still required before publication claims.
- Background map: OpenStreetMap tiles, with static project GeoJSON files for the risk and context layers.