Top-Risk Road Segments
This page maps the global top 1% highest-risk road links after controlling for traffic exposure. The ranking uses risk_percentile_eb, the preferred empirical-Bayes-adjusted screening ranking for this output; raw risk_percentile remains available in the source outputs.
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. This page uses global EB shrinkage, not the diagnostic family-stitched model, so motorway calibration remains unresolved for this published screening layer. Sparse collision histories should be interpreted cautiously.
The refreshed outputs were reviewed in May 2026 and judged suitable for screening with caveats. 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. Family-level EB outliers are also flagged for later review.
The map colours links by log_predicted_eb = log1p(predicted_eb) rather than by risk_percentile_eb, 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 byrisk_percentile_ebrecorded in the manifest. - Features: 21,676 road links.
- GeoJSON size: 14,709,969 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_eb = log1p(predicted_eb). - QA status: reviewed May 2026; suitable for screening with caveats. See
reports/top_risk_output_qa.md. - Background map: OpenStreetMap tiles, with static project GeoJSON files for the risk and context layers.