P

pyda · Production library run 3

57.8Library score
Pass rate97.1%
Simplicity64.7
Problems $$8.37

Implementers use the real production library (pandas).

ImplementerPass rateSimplicityCostScore
DeepSeek V4.1 Flash · mini-SWE98.6%68.2$1.53
66.1
GLM 5.3 Flash · mini-SWE95.7%62.5$5.10
53.7
GPT-5.6 Luna · Codex97.1%63.1$1.73
53.7
ProblemDeepSeek V4.1 FlashGLM 5.3 FlashGPT-5.6 LunaMean
exposure-monitoring18.425.818.320.8taxonomy-match100.064.588.584.3ensemble-scores63.537.833.044.8device-pair-agreement85.642.682.070.0faers-signal-watch67.353.952.758.0sec-leverage-watch54.455.549.052.9county-crash-priority59.362.956.459.5storm-mitigation-priority99.317.980.866.0road-safety-priority86.560.873.373.5county-storm-burden75.165.557.165.9policy-anonymization33.343.629.135.3customer-merge37.841.036.538.4saccr-capital86.974.50.053.8scorer-lineage30.033.025.929.6overlapping-logs53.50.00.017.8weather-features58.882.368.870.0marine-heatwave88.789.282.986.9survival-risk71.764.266.767.5trade-imbalance93.894.286.291.4pattern-growth69.056.064.963.3planar-territories55.463.075.664.6