IdeaCredIdeaCred

lazar-bit/automated-warspotting-scraper

49

This Python-based automation tool periodically fetches and updates geolocated equipment loss data from the WarSpotting public API. It supports full historical scans and recent 30-day incremental updates, storing results in a CSV file for analysis, visualization, or machine learning purposes.

What's novel

This Python-based automation tool periodically fetches and updates geolocated equipment loss data from the WarSpotting public API. It supports full historical scans and recent 30-day incremental updates, storing results in a CSV file for analysis, visualization, or machine learning purposes.

Code Analysis

4 files read · 2 rounds

A single ~100-line Python script that scrapes geolocated Russian equipment loss records from the WarSpotting.net API (full scan on Sundays, 30-day rolling window otherwise), flattens them into a CSV, and a GitHub Actions workflow commits the CSV and uploads it to Kaggle.

Strengths

Clean, readable, and functional: sensible pagination with 404/empty/last-page handling, a tidy flatten() that parses geo coordinates, dedup by id on incremental runs, and a well-structured CI pipeline that actually produced the committed 3.2MB dataset.

Weaknesses

No tests, no requirements.txt (despite the README referencing one), no retry/backoff on transient failures, and the README is internally inconsistent (claims Mon/Wed/Fri incremental scans while the workflow runs Mon–Sat).

Score Breakdown

Innovation
4 (25%)
Craft
49 (35%)
Traction
8 (15%)
Scope
46 (25%)

Signal breakdown

Innovation

Not Fork+1
Code Novelty+0
Concept Novelty+1

Craft

Ci+5
Tests-3
Polish+0
Releases+0
Has License+5
Code Quality+15
Readme Quality+12
Recent Activity+7
Structure Quality+3
Commit Consistency+5
Has Dependency Mgmt+0

Traction

Forks+0
Stars+6
Hn Points+0
Watchers+0
Early Traction+0
Devto Reactions+0
Community Contribs+2

Scope

Commits+8
Languages+3
Subsystems+0
Bloat Penalty+0
Completeness+4
Contributors+6
Authored Files+4
Readme Code Match+3
Architecture Depth+5
Implementation Depth+8

Evidence

Commits

237

Contributors

2

Files

5

Active weeks

34

TestsCI/CDREADMELicenseContributing

Repository

Language

Python

Stars

1

Forks

0

License

MIT