P

pyda · Production library run 2

59.1Library score
Pass rate98.1%
Simplicity64.3
Problems $$6.85

Implementers use the real production library (pandas).

ImplementerPass rateSimplicityCostScore
DeepSeek V4.1 Flash · mini-SWE99.0%69.1$1.38
66.9
GLM 5.3 Flash · mini-SWE96.0%62.8$3.93
53.9
GPT-5.6 Luna · Codex99.3%60.7$1.54
56.5
ProblemDeepSeek V4.1 FlashGLM 5.3 FlashGPT-5.6 LunaMean
exposure-monitoring30.921.816.223.0taxonomy-match98.679.278.685.5ensemble-scores54.838.739.844.4device-pair-agreement84.043.664.364.0faers-signal-watch67.370.978.872.4sec-leverage-watch54.757.552.454.9county-crash-priority58.354.256.456.3storm-mitigation-priority89.316.477.861.2road-safety-priority80.471.777.876.6county-storm-burden57.177.954.563.2policy-anonymization43.543.541.943.0customer-merge41.338.534.938.3saccr-capital100.080.672.784.4scorer-lineage30.628.131.530.0overlapping-logs65.90.00.022.0weather-features69.574.970.871.8marine-heatwave84.890.382.986.0survival-risk68.476.459.968.2trade-imbalance81.559.476.072.3pattern-growth53.845.850.149.9planar-territories90.863.168.874.2