Methods
8 articles
Cleaning a Research Codebase: An Article-Reported Example
A workflow for mapping dependencies and reorganizing research code. The 47-to-15 script count and timing claims are not publicly reproduced.
Transit Data Quality Under Reconciliation
An article-reported 49% to 12% mobility-desert comparison under reconciliation after conflicting raw and deduplicated transit-stop counts were found.
Robust API Collection: Pagination, Limits, Retries
Collecting location data from Google Places API at scale requires handling rate limits, pagination, and failure recovery.
Build Transit Travel-Time Matrices with Free Tools
Build a local transit travel-time matrix with r5py 1.1.7, frozen GTFS and OpenStreetMap inputs, and no paid routing API.
Grocery Store Classifier Results Under Review
The article reports 94% balanced accuracy and 94% and 96% spot-check rates; those metrics and the feature-importance values are not publicly reproduced.
Copy-Paste vs. Agent Coding: An Illustrative Comparison
An illustrative comparison of copy-paste and repository-aware coding. The workflows and SNAP-transit correlation are hypothetical, not benchmarks or findings.
Methods-to-Code with AI: An Article-Reported Workflow
An article-described methods-to-code workflow; the 408 by 4,847 example, output, and timing comparison are not publicly reproduced.
One Context File: A Workflow for Persistent Project Context
A workflow for documenting research conventions in CLAUDE.md. Time savings and prevented-error counts are article-reported, not independently timed.