samples : 50 k1 : 5 k2 : 15 %test : 33 Contrast Method : BSquared Case Relevancy : 75% Overlap Logging : Off Training results on 10715 historical examples (what looks useful): #n score range ------ ----- -------------- 1 83.34 Enquiry = vl 2 76.93 Added = vl 3 71.12 AFP = vl 4 66.67 File = vl 5 58.83 Deleted = vl 6 58.19 Input = vl 7 52.64 Interface = vl 8 50.00 Dev.Type = vl 9 49.23 Output = vl 10 45.01 PDR_UFP = vl 11 45.01 Duration = vl 12 45.00 NPDU_UFP = vl 13 42.67 Resource = vl 14 40.01 Changed = md 15 40.00 NPDR_AFP = lo 16 36.00 PDR_AFP = lo 17 26.67 PDR_AFP = vl 18 22.86 NPDR_AFP = vl 19 20.00 NPDU_UFP = lo 20 20.00 Duration = lo 21 17.78 PDR_UFP = lo 22 16.00 Changed = vl 23 13.34 Changed = lo 24 13.34 AFP = lo 25 10.01 Output = lo 26 10.01 Input = lo 27 10.00 Resource = lo Test results on 5269 new projects (applying the training results to new data): ---------------Queries--------------- Query #0 (size: 20) Score-Median: 0.18106038 Score-Spread: 0.36362271 Scores: 0.000 0.011 0.021 0.037 0.038 0.043 0.069 0.077 0.121 0.127 0.235 0.252 0.269 0.305 0.384 0.424 0.466 0.485 0.494 1.000 china-effort: 212 363 494 704 716 784 1129 1239 1821 1902 3344 3566 3800 4272 5320 5864 6416 6665 6794 13528 china-effort-median: 2623 china-effort-spread: 4842 Query #1 (size: 10) Score-Median: 0.098978672 Score-Spread: 0.1519976 Scores: 0.000 0.021 0.037 0.038 0.077 0.121 0.127 0.235 0.305 1.000 china-effort: 212 494 704 716 1239 1821 1902 3344 4272 13528 china-effort-median: 1530 china-effort-spread: 2024 Query #2 (size: 7) Score-Median: 0.077125263 Score-Spread: 0.094810754 Scores: 0.021 0.037 0.038 0.077 0.121 0.127 0.305 china-effort: 494 704 716 1239 1821 1902 4272 china-effort-median: 1239 china-effort-spread: 1262.5 Query #3 (size: 5) Score-Median: 0.037849204 Score-Spread: 0.04017723 Scores: 0.021 0.037 0.038 0.077 0.121 china-effort: 494 704 716 1239 1821 china-effort-median: 716 china-effort-spread: 535 STOPPING. Next query shows no improvement: Query #4 (size: 5) Score-Median: 0.037849204 Score-Spread: 0.04017723 Scores: 0.021 0.037 0.038 0.077 0.121 china-effort: 494 704 716 1239 1821 china-effort-median: 716 china-effort-spread: 535 ---------------Results--------------- Baseline (size: 20) Score-Median: 0.18106038 Score-Spread: 0.36362271 Scores: 0.000 0.011 0.021 0.037 0.038 0.043 0.069 0.077 0.121 0.127 0.235 0.252 0.269 0.305 0.384 0.424 0.466 0.485 0.494 1.000 china-effort: 212 363 494 704 716 784 1129 1239 1821 1902 3344 3566 3800 4272 5320 5864 6416 6665 6794 13528 china-effort-median: 2623 china-effort-spread: 4842 Final (size: 5) Score-Median: 0.037849204 Score-Spread: 0.04017723 Scores: 0.021 0.037 0.038 0.077 0.121 china-effort: 494 704 716 1239 1821 china-effort-median: 716 china-effort-spread: 535 -----------Reduction Summary----------- score median: 79% score spread: 89% china-effort median: 73% china-effort spread: 89% ------------Recommendations------------ Enquiry=vl File=vl Added=vl