What are the current best practices for mapping low-stress urban cycling routes using OpenStreetMap data and Strava heatmaps to avoid dangerous intersections?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the current best practices for mapping low-stress urban cycling routes using OpenStreetMap data and Strava heatmaps to avoid dangerous intersections?
3 real searches · 1 real-search pass
OpenStreetMap cycling routing best practices tags cycleway intersection safety OSMnx 2025Google ↗
OBSERVEDInstruction
Strava Metro heatmap limitations cycling route planning popularity bias data privacy terms heatmap 2025Google ↗
OBSERVEDReason
urban cycling intersection safety route planning protected intersections crash data stress level LTS methodologyGoogle ↗
OBSERVEDReason
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
OpenStreetMap cycling routing best practices tags cycleway intersection safety OSMnx 2025 Google ↗
Strava Metro heatmap limitations cycling route planning popularity bias data privacy terms heatmap 2025 Google ↗
urban cycling intersection safety route planning protected intersections crash data stress level LTS methodology Google ↗
- Bicycle · wiki.openstreetmap.org
- Key:cycleway · wiki.openstreetmap.org
- Can I use the public Strava heatmap to compare how many people are active in one particular place compared to another? · stravametro.zendesk.com
- Strava · wiki.openstreetmap.org
- What Are the Global Heatmap and Strava Metro? · support.strava.com
- Walking and Cycling Access on Safe and Low-stress Routes · access.umn.edu
- Methodology for Calculating & Mapping · hcaog.net
- Traffic Analysis and Intersection Considerations to Inform Bikeway Selection · highways.fhwa.dot.gov
- Getting Started · osmnx.readthedocs.io
- How Strava activities contribute to Strava Metro data · stravametro.zendesk.com
- OSMnx documentation · osmnx.readthedocs.io
- Strava Global Heatmap · strava.com
- Strava Metro · metro.strava.com
- FHWA pedestrian and bicycle safety · highways.dot.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
OpenStreetMap cycling routing best practices tags cycleway intersection safety OSMnx 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Strava Metro heatmap limitations cycling route planning popularity bias data privacy terms heatmap 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
urban cycling intersection safety route planning protected intersections crash data stress level LTS methodology OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |