P

pyda · Production library run 1

57.9Library score
Pass rate94.8%
Simplicity66.2
Problems $$7.76

Implementers use the real production library (pandas).

ImplementerPass rateSimplicityCostScore
DeepSeek V4.1 Flash · mini-SWE97.9%71.6$1.60
68.1
GLM 5.3 Flash · mini-SWE95.9%63.4$4.43
54.1
GPT-5.6 Luna · Codex90.5%63.1$1.73
51.6
ProblemDeepSeek V4.1 FlashGLM 5.3 FlashGPT-5.6 LunaMean
exposure-monitoring23.95.02.910.6taxonomy-match86.265.380.077.2ensemble-scores57.242.032.243.8device-pair-agreement68.055.478.967.5faers-signal-watch67.284.645.065.6sec-leverage-watch66.551.755.758.0county-crash-priority69.261.261.764.0storm-mitigation-priority94.573.118.462.0road-safety-priority94.278.482.785.1county-storm-burden74.187.310.157.2policy-anonymization35.949.539.441.6customer-merge42.441.136.540.0saccr-capital89.275.876.180.3scorer-lineage29.132.032.131.1overlapping-logs53.30.00.017.8weather-features74.00.068.547.5marine-heatwave85.385.887.886.3survival-risk78.668.657.568.2trade-imbalance92.978.079.283.4pattern-growth73.547.465.762.2planar-territories73.953.872.766.8