Update oc1 accuracy and time (mean & std)

This commit is contained in:
2021-03-07 17:52:53 +01:00
parent a075e5e95a
commit f52565b2a5
50 changed files with 283 additions and 58 deletions

View File

@@ -8,5 +8,9 @@ fold 2: acc. = 86.40 #leaves = 30 max. depth = 9
fold 3: acc. = 96.00 #leaves = 20 max. depth = 8 fold 3: acc. = 96.00 #leaves = 20 max. depth = 8
fold 4: acc. = 92.80 #leaves = 17 max. depth = 5 fold 4: acc. = 92.80 #leaves = 17 max. depth = 5
fold 5: acc. = 94.40 #leaves = 22 max. depth = 7 fold 5: acc. = 94.40 #leaves = 22 max. depth = 7
***1***0.9119999***0.1581740***
***2***0.8640000***0.1515590***
***3***0.9600000***0.1653910***
***4***0.9280000***0.1579360***
***5***0.9440000***0.1317500***
accuracy = 92.16 #leaves = 21.00 max depth = 7.60 accuracy = 92.16 #leaves = 21.00 max depth = 7.60
.79400000000000000000

View File

@@ -7,5 +7,9 @@ fold 2: acc. = 66.67 #leaves = 2 max. depth = 1
fold 3: acc. = 100.00 #leaves = 4 max. depth = 3 fold 3: acc. = 100.00 #leaves = 4 max. depth = 3
fold 4: acc. = 100.00 #leaves = 4 max. depth = 3 fold 4: acc. = 100.00 #leaves = 4 max. depth = 3
fold 5: acc. = 50.00 #leaves = 2 max. depth = 1 fold 5: acc. = 50.00 #leaves = 2 max. depth = 1
***1***0.6666666***0.0007010***
***2***0.6666666***0.0000530***
***3***1.0000000***0.0004900***
***4***1.0000000***0.0005180***
***5***0.5000000***0.0001590***
accuracy = 75.00 #leaves = 2.80 max depth = 1.80 accuracy = 75.00 #leaves = 2.80 max depth = 1.80
.00400000000000000000

View File

@@ -7,5 +7,9 @@ fold 2: acc. = 94.69 #leaves = 11 max. depth = 5
fold 3: acc. = 92.92 #leaves = 12 max. depth = 5 fold 3: acc. = 92.92 #leaves = 12 max. depth = 5
fold 4: acc. = 92.04 #leaves = 15 max. depth = 7 fold 4: acc. = 92.04 #leaves = 15 max. depth = 7
fold 5: acc. = 91.45 #leaves = 7 max. depth = 3 fold 5: acc. = 91.45 #leaves = 7 max. depth = 3
***1***0.9292036***0.3833650***
***2***0.9469026***0.3616900***
***3***0.9292036***0.3048200***
***4***0.9203540***0.5420560***
***5***0.9145299***0.2786670***
accuracy = 92.79 #leaves = 11.40 max depth = 5.20 accuracy = 92.79 #leaves = 11.40 max depth = 5.20
1.91800000000000000000

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@@ -8,5 +8,9 @@ fold 2: acc. = 71.79 #leaves = 13 max. depth = 10
fold 3: acc. = 82.05 #leaves = 17 max. depth = 7 fold 3: acc. = 82.05 #leaves = 17 max. depth = 7
fold 4: acc. = 51.28 #leaves = 16 max. depth = 7 fold 4: acc. = 51.28 #leaves = 16 max. depth = 7
fold 5: acc. = 78.57 #leaves = 14 max. depth = 8 fold 5: acc. = 78.57 #leaves = 14 max. depth = 8
***1***0.8205128***0.1899160***
***2***0.7179487***0.2610650***
***3***0.8205128***0.1540970***
***4***0.5128205***0.1414850***
***5***0.7857143***0.1824780***
accuracy = 73.23 #leaves = 12.40 max depth = 6.60 accuracy = 73.23 #leaves = 12.40 max depth = 6.60
.92700000000000000000

View File

@@ -8,5 +8,9 @@ fold 2: acc. = 93.53 #leaves = 11 max. depth = 7
fold 3: acc. = 94.24 #leaves = 12 max. depth = 9 fold 3: acc. = 94.24 #leaves = 12 max. depth = 9
fold 4: acc. = 95.68 #leaves = 15 max. depth = 7 fold 4: acc. = 95.68 #leaves = 15 max. depth = 7
fold 5: acc. = 94.41 #leaves = 13 max. depth = 8 fold 5: acc. = 94.41 #leaves = 13 max. depth = 8
***1***0.9568346***0.2111440***
***2***0.9352518***0.1807370***
***3***0.9424461***0.1839270***
***4***0.9568346***0.1927280***
***5***0.9440559***0.2081380***
accuracy = 94.71 #leaves = 11.00 max depth = 6.80 accuracy = 94.71 #leaves = 11.00 max depth = 6.80
1.02400000000000000000

View File

@@ -8,5 +8,9 @@ fold 2: acc. = 56.14 #leaves = 40 max. depth = 12
fold 3: acc. = 64.91 #leaves = 24 max. depth = 8 fold 3: acc. = 64.91 #leaves = 24 max. depth = 8
fold 4: acc. = 64.91 #leaves = 37 max. depth = 10 fold 4: acc. = 64.91 #leaves = 37 max. depth = 10
fold 5: acc. = 70.69 #leaves = 32 max. depth = 10 fold 5: acc. = 70.69 #leaves = 32 max. depth = 10
***1***0.6491228***0.0777250***
***2***0.5614035***0.0820030***
***3***0.6491228***0.0765800***
***4***0.6491228***0.0661090***
***5***0.7068965***0.0774350***
accuracy = 64.34 #leaves = 27.40 max depth = 8.60 accuracy = 64.34 #leaves = 27.40 max depth = 8.60
.39700000000000000000

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@@ -15,5 +15,9 @@ fold 2: acc. = 78.35 #leaves = 144 max. depth = 15
fold 3: acc. = 79.29 #leaves = 134 max. depth = 12 fold 3: acc. = 79.29 #leaves = 134 max. depth = 12
fold 4: acc. = 77.65 #leaves = 138 max. depth = 14 fold 4: acc. = 77.65 #leaves = 138 max. depth = 14
fold 5: acc. = 80.28 #leaves = 146 max. depth = 14 fold 5: acc. = 80.28 #leaves = 146 max. depth = 14
***1***0.7811764***4.0981380***
***2***0.7835295***4.5676210***
***3***0.7929412***3.7609140***
***4***0.7764705***4.1221350***
***5***0.8028169***3.8846100***
accuracy = 78.74 #leaves = 116.20 max depth = 12.40 accuracy = 78.74 #leaves = 116.20 max depth = 12.40
20.41800000000000000000

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@@ -8,5 +8,9 @@ fold 2: acc. = 91.06 #leaves = 63 max. depth = 12
fold 3: acc. = 91.76 #leaves = 59 max. depth = 10 fold 3: acc. = 91.76 #leaves = 59 max. depth = 10
fold 4: acc. = 89.41 #leaves = 58 max. depth = 14 fold 4: acc. = 89.41 #leaves = 58 max. depth = 14
fold 5: acc. = 90.85 #leaves = 55 max. depth = 12 fold 5: acc. = 90.85 #leaves = 55 max. depth = 12
***1***0.8847059***2.1991990***
***2***0.9105882***2.6451690***
***3***0.9176471***2.6936610***
***4***0.8941177***2.2401460***
***5***0.9084507***1.5113470***
accuracy = 90.31 #leaves = 49.80 max depth = 11.00 accuracy = 90.31 #leaves = 49.80 max depth = 11.00
11.24900000000000000000

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@@ -7,5 +7,9 @@ fold 2: acc. = 70.73 #leaves = 21 max. depth = 9
fold 3: acc. = 78.05 #leaves = 16 max. depth = 8 fold 3: acc. = 78.05 #leaves = 16 max. depth = 8
fold 4: acc. = 65.85 #leaves = 12 max. depth = 6 fold 4: acc. = 65.85 #leaves = 12 max. depth = 6
fold 5: acc. = 65.91 #leaves = 15 max. depth = 6 fold 5: acc. = 65.91 #leaves = 15 max. depth = 6
***1***0.6829269***0.1075660***
***2***0.7073171***0.1105890***
***3***0.7804878***0.1151940***
***4***0.6585366***0.0952280***
***5***0.6590909***0.0950490***
accuracy = 69.71 #leaves = 13.20 max depth = 6.00 accuracy = 69.71 #leaves = 13.20 max depth = 6.00
.52500000000000000000

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@@ -8,5 +8,9 @@ fold 2: acc. = 54.90 #leaves = 41 max. depth = 9
fold 3: acc. = 65.69 #leaves = 35 max. depth = 10 fold 3: acc. = 65.69 #leaves = 35 max. depth = 10
fold 4: acc. = 68.63 #leaves = 43 max. depth = 12 fold 4: acc. = 68.63 #leaves = 43 max. depth = 12
fold 5: acc. = 65.38 #leaves = 35 max. depth = 10 fold 5: acc. = 65.38 #leaves = 35 max. depth = 10
***1***0.7254902***0.3968130***
***2***0.5490196***0.4224880***
***3***0.6568627***0.4685080***
***4***0.6862745***0.5149860***
***5***0.6538461***0.3339010***
accuracy = 65.43 #leaves = 33.20 max depth = 9.20 accuracy = 65.43 #leaves = 33.20 max depth = 9.20
2.12700000000000000000

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@@ -9,5 +9,9 @@ fold 2: acc. = 97.26 #leaves = 6 max. depth = 3
fold 3: acc. = 93.15 #leaves = 6 max. depth = 3 fold 3: acc. = 93.15 #leaves = 6 max. depth = 3
fold 4: acc. = 93.15 #leaves = 9 max. depth = 6 fold 4: acc. = 93.15 #leaves = 9 max. depth = 6
fold 5: acc. = 97.30 #leaves = 8 max. depth = 5 fold 5: acc. = 97.30 #leaves = 8 max. depth = 5
***1***0.9863014***0.1015020***
***2***0.9726028***0.1200320***
***3***0.9315069***0.0961930***
***4***0.9315069***0.1312740***
***5***0.9729729***0.0975200***
accuracy = 95.90 #leaves = 7.00 max depth = 4.00 accuracy = 95.90 #leaves = 7.00 max depth = 4.00
.54800000000000000000

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@@ -8,5 +8,9 @@ fold 2: acc. = 65.38 #leaves = 10 max. depth = 5
fold 3: acc. = 73.08 #leaves = 8 max. depth = 4 fold 3: acc. = 73.08 #leaves = 8 max. depth = 4
fold 4: acc. = 61.54 #leaves = 12 max. depth = 7 fold 4: acc. = 61.54 #leaves = 12 max. depth = 7
fold 5: acc. = 66.67 #leaves = 10 max. depth = 5 fold 5: acc. = 66.67 #leaves = 10 max. depth = 5
***1***0.8461539***0.0227810***
***2***0.6538461***0.0204750***
***3***0.7307692***0.0183540***
***4***0.6153846***0.0217250***
***5***0.6666666***0.0278930***
accuracy = 70.23 #leaves = 8.40 max depth = 4.40 accuracy = 70.23 #leaves = 8.40 max depth = 4.40
.11500000000000000000

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@@ -8,5 +8,9 @@ fold 2: acc. = 70.00 #leaves = 8 max. depth = 4
fold 3: acc. = 75.00 #leaves = 5 max. depth = 3 fold 3: acc. = 75.00 #leaves = 5 max. depth = 3
fold 4: acc. = 80.00 #leaves = 9 max. depth = 5 fold 4: acc. = 80.00 #leaves = 9 max. depth = 5
fold 5: acc. = 75.00 #leaves = 7 max. depth = 4 fold 5: acc. = 75.00 #leaves = 7 max. depth = 4
***1***0.9500000***0.0117460***
***2***0.7000000***0.0066790***
***3***0.7500000***0.0145600***
***4***0.8000000***0.0102730***
***5***0.7500000***0.0089740***
accuracy = 79.00 #leaves = 6.20 max depth = 3.40 accuracy = 79.00 #leaves = 6.20 max depth = 3.40
.05600000000000000000

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@@ -8,5 +8,9 @@ fold 2: acc. = 60.66 #leaves = 41 max. depth = 13
fold 3: acc. = 70.49 #leaves = 39 max. depth = 11 fold 3: acc. = 70.49 #leaves = 39 max. depth = 11
fold 4: acc. = 73.77 #leaves = 39 max. depth = 10 fold 4: acc. = 73.77 #leaves = 39 max. depth = 10
fold 5: acc. = 61.29 #leaves = 41 max. depth = 9 fold 5: acc. = 61.29 #leaves = 41 max. depth = 9
***1***0.7377049***0.0627080***
***2***0.6065574***0.0593930***
***3***0.7049181***0.0723190***
***4***0.7377049***0.0566310***
***5***0.6129032***0.0615990***
accuracy = 67.97 #leaves = 32.40 max depth = 8.80 accuracy = 67.97 #leaves = 32.40 max depth = 8.80
.31700000000000000000

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@@ -8,5 +8,9 @@ fold 2: acc. = 67.24 #leaves = 19 max. depth = 6
fold 3: acc. = 68.97 #leaves = 30 max. depth = 9 fold 3: acc. = 68.97 #leaves = 30 max. depth = 9
fold 4: acc. = 74.14 #leaves = 26 max. depth = 9 fold 4: acc. = 74.14 #leaves = 26 max. depth = 9
fold 5: acc. = 74.19 #leaves = 19 max. depth = 7 fold 5: acc. = 74.19 #leaves = 19 max. depth = 7
***1***0.8620690***0.0907020***
***2***0.6724138***0.0931420***
***3***0.6896551***0.1108600***
***4***0.7413793***0.0993270***
***5***0.7419355***0.0774400***
accuracy = 74.15 #leaves = 19.60 max depth = 6.80 accuracy = 74.15 #leaves = 19.60 max depth = 6.80
.48400000000000000000

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@@ -7,5 +7,9 @@ fold 2: acc. = 74.19 #leaves = 8 max. depth = 4
fold 3: acc. = 70.97 #leaves = 11 max. depth = 4 fold 3: acc. = 70.97 #leaves = 11 max. depth = 4
fold 4: acc. = 80.65 #leaves = 10 max. depth = 4 fold 4: acc. = 80.65 #leaves = 10 max. depth = 4
fold 5: acc. = 77.42 #leaves = 12 max. depth = 5 fold 5: acc. = 77.42 #leaves = 12 max. depth = 5
***1***0.7419355***0.0435910***
***2***0.7419355***0.0428430***
***3***0.7096775***0.0438550***
***4***0.8064516***0.0384640***
***5***0.7741936***0.0303340***
accuracy = 75.48 #leaves = 8.60 max depth = 3.60 accuracy = 75.48 #leaves = 8.60 max depth = 3.60
.20400000000000000000

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@@ -8,5 +8,9 @@ fold 2: acc. = 70.69 #leaves = 49 max. depth = 12
fold 3: acc. = 68.10 #leaves = 46 max. depth = 12 fold 3: acc. = 68.10 #leaves = 46 max. depth = 12
fold 4: acc. = 66.38 #leaves = 50 max. depth = 13 fold 4: acc. = 66.38 #leaves = 50 max. depth = 13
fold 5: acc. = 64.71 #leaves = 53 max. depth = 13 fold 5: acc. = 64.71 #leaves = 53 max. depth = 13
***1***0.7155173***0.2982450***
***2***0.7068965***0.3266400***
***3***0.6810344***0.3673980***
***4***0.6637931***0.2961320***
***5***0.6470588***0.3235310***
accuracy = 68.27 #leaves = 41.60 max depth = 11.40 accuracy = 68.27 #leaves = 41.60 max depth = 11.40
1.60900000000000000000

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@@ -7,5 +7,9 @@ fold 2: acc. = 81.43 #leaves = 17 max. depth = 7
fold 3: acc. = 84.29 #leaves = 14 max. depth = 7 fold 3: acc. = 84.29 #leaves = 14 max. depth = 7
fold 4: acc. = 92.86 #leaves = 9 max. depth = 5 fold 4: acc. = 92.86 #leaves = 9 max. depth = 5
fold 5: acc. = 92.96 #leaves = 12 max. depth = 8 fold 5: acc. = 92.96 #leaves = 12 max. depth = 8
***1***0.8714286***0.2273390***
***2***0.8142858***0.2437670***
***3***0.8428571***0.2687800***
***4***0.9285714***0.2173090***
***5***0.9295775***0.3151910***
accuracy = 87.75 #leaves = 11.00 max depth = 5.80 accuracy = 87.75 #leaves = 11.00 max depth = 5.80
1.23400000000000000000

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@@ -8,5 +8,9 @@ fold 2: acc. = 96.67 #leaves = 4 max. depth = 3
fold 3: acc. = 93.33 #leaves = 5 max. depth = 4 fold 3: acc. = 93.33 #leaves = 5 max. depth = 4
fold 4: acc. = 96.67 #leaves = 5 max. depth = 4 fold 4: acc. = 96.67 #leaves = 5 max. depth = 4
fold 5: acc. = 93.33 #leaves = 5 max. depth = 4 fold 5: acc. = 93.33 #leaves = 5 max. depth = 4
***1***0.9000000***0.0086640***
***2***0.9666666***0.0196090***
***3***0.9333333***0.0160130***
***4***0.9666666***0.0185000***
***5***0.9333333***0.0181000***
accuracy = 94.00 #leaves = 4.40 max depth = 3.40 accuracy = 94.00 #leaves = 4.40 max depth = 3.40
.08200000000000000000

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@@ -15,5 +15,9 @@ fold 2: acc. = 74.50 #leaves = 61 max. depth = 9
fold 3: acc. = 68.00 #leaves = 61 max. depth = 8 fold 3: acc. = 68.00 #leaves = 61 max. depth = 8
fold 4: acc. = 63.50 #leaves = 62 max. depth = 8 fold 4: acc. = 63.50 #leaves = 62 max. depth = 8
fold 5: acc. = 67.50 #leaves = 59 max. depth = 8 fold 5: acc. = 67.50 #leaves = 59 max. depth = 8
***1***0.6650000***0.2958990***
***2***0.7450000***0.2937330***
***3***0.6800000***0.3029850***
***4***0.6350000***0.2929900***
***5***0.6750000***0.2843340***
accuracy = 68.00 #leaves = 51.40 max depth = 7.80 accuracy = 68.00 #leaves = 51.40 max depth = 7.80
1.46800000000000000000

View File

@@ -21,5 +21,9 @@ fold 2: acc. = 58.33 #leaves = 61 max. depth = 9
fold 3: acc. = 61.11 #leaves = 57 max. depth = 8 fold 3: acc. = 61.11 #leaves = 57 max. depth = 8
fold 4: acc. = 62.50 #leaves = 61 max. depth = 9 fold 4: acc. = 62.50 #leaves = 61 max. depth = 9
fold 5: acc. = 62.50 #leaves = 62 max. depth = 10 fold 5: acc. = 62.50 #leaves = 62 max. depth = 10
***1***0.6527778***0.5560350***
***2***0.5833333***0.4794660***
***3***0.6111111***0.4998640***
***4***0.6250000***0.5034040***
***5***0.6250000***0.5128320***
accuracy = 61.94 #leaves = 52.60 max depth = 8.40 accuracy = 61.94 #leaves = 52.60 max depth = 8.40
2.56300000000000000000

View File

@@ -14,5 +14,9 @@ fold 2: acc. = 85.85 #leaves = 35 max. depth = 8
fold 3: acc. = 84.91 #leaves = 34 max. depth = 7 fold 3: acc. = 84.91 #leaves = 34 max. depth = 7
fold 4: acc. = 83.96 #leaves = 35 max. depth = 8 fold 4: acc. = 83.96 #leaves = 35 max. depth = 8
fold 5: acc. = 83.18 #leaves = 36 max. depth = 7 fold 5: acc. = 83.18 #leaves = 36 max. depth = 7
***1***0.7641509***1.2043350***
***2***0.8584906***1.1595670***
***3***0.8490566***1.1684390***
***4***0.8396227***1.2747610***
***5***0.8317757***1.1951160***
accuracy = 82.86 #leaves = 29.80 max depth = 7.00 accuracy = 82.86 #leaves = 29.80 max depth = 7.00
5.99000000000000000000

View File

@@ -9,5 +9,9 @@ fold 2: acc. = 68.97 #leaves = 11 max. depth = 6
fold 3: acc. = 79.31 #leaves = 10 max. depth = 4 fold 3: acc. = 79.31 #leaves = 10 max. depth = 4
fold 4: acc. = 75.86 #leaves = 11 max. depth = 5 fold 4: acc. = 75.86 #leaves = 11 max. depth = 5
fold 5: acc. = 65.62 #leaves = 15 max. depth = 5 fold 5: acc. = 65.62 #leaves = 15 max. depth = 5
***1***0.7586207***0.0350760***
***2***0.6896551***0.0473560***
***3***0.7931035***0.0407650***
***4***0.7586207***0.0494350***
***5***0.6562500***0.0378250***
accuracy = 72.97 #leaves = 10.20 max depth = 4.60 accuracy = 72.97 #leaves = 10.20 max depth = 4.60
.21600000000000000000

View File

@@ -7,5 +7,9 @@ fold 2: acc. = 73.44 #leaves = 106 max. depth = 19
fold 3: acc. = 75.00 #leaves = 104 max. depth = 21 fold 3: acc. = 75.00 #leaves = 104 max. depth = 21
fold 4: acc. = 78.65 #leaves = 110 max. depth = 13 fold 4: acc. = 78.65 #leaves = 110 max. depth = 13
fold 5: acc. = 72.54 #leaves = 98 max. depth = 14 fold 5: acc. = 72.54 #leaves = 98 max. depth = 14
***1***0.8385416***0.4255140***
***2***0.7343750***0.4018640***
***3***0.7500000***0.4132000***
***4***0.7864584***0.3519030***
***5***0.7253886***0.3515240***
accuracy = 76.69 #leaves = 84.00 max depth = 13.60 accuracy = 76.69 #leaves = 84.00 max depth = 13.60
2.02400000000000000000

View File

@@ -8,5 +8,9 @@ fold 2: acc. = 61.90 #leaves = 13 max. depth = 5
fold 3: acc. = 71.43 #leaves = 11 max. depth = 5 fold 3: acc. = 71.43 #leaves = 11 max. depth = 5
fold 4: acc. = 66.67 #leaves = 10 max. depth = 5 fold 4: acc. = 66.67 #leaves = 10 max. depth = 5
fold 5: acc. = 68.18 #leaves = 11 max. depth = 4 fold 5: acc. = 68.18 #leaves = 11 max. depth = 4
***1***0.6666666***0.0027940***
***2***0.6190476***0.0032360***
***3***0.7142857***0.0031130***
***4***0.6666666***0.0028930***
***5***0.6818182***0.0027870***
accuracy = 66.98 #leaves = 9.80 max depth = 4.40 accuracy = 66.98 #leaves = 9.80 max depth = 4.40
.01800000000000000000

View File

@@ -7,5 +7,9 @@ fold 2: acc. = 83.16 #leaves = 29 max. depth = 9
fold 3: acc. = 80.00 #leaves = 30 max. depth = 11 fold 3: acc. = 80.00 #leaves = 30 max. depth = 11
fold 4: acc. = 81.05 #leaves = 34 max. depth = 14 fold 4: acc. = 81.05 #leaves = 34 max. depth = 14
fold 5: acc. = 80.21 #leaves = 34 max. depth = 16 fold 5: acc. = 80.21 #leaves = 34 max. depth = 16
***1***0.8000000***0.6899200***
***2***0.8315790***0.6587480***
***3***0.8000000***0.7495210***
***4***0.8105264***0.8157560***
***5***0.8020834***0.7862310***
accuracy = 80.88 #leaves = 28.20 max depth = 12.20 accuracy = 80.88 #leaves = 28.20 max depth = 12.20
3.84800000000000000000

View File

@@ -7,5 +7,9 @@ fold 2: acc. = 74.02 #leaves = 81 max. depth = 12
fold 3: acc. = 71.57 #leaves = 84 max. depth = 13 fold 3: acc. = 71.57 #leaves = 84 max. depth = 13
fold 4: acc. = 73.53 #leaves = 88 max. depth = 12 fold 4: acc. = 73.53 #leaves = 88 max. depth = 12
fold 5: acc. = 68.45 #leaves = 85 max. depth = 13 fold 5: acc. = 68.45 #leaves = 85 max. depth = 13
***1***0.8382353***1.6925180***
***2***0.7401960***1.5498660***
***3***0.7156863***1.2846620***
***4***0.7352941***1.4244470***
***5***0.6844660***1.4710030***
accuracy = 74.27 #leaves = 75.20 max depth = 12.20 accuracy = 74.27 #leaves = 75.20 max depth = 12.20
7.67300000000000000000

View File

@@ -9,5 +9,9 @@ fold 2: acc. = 87.75 #leaves = 35 max. depth = 9
fold 3: acc. = 90.69 #leaves = 41 max. depth = 9 fold 3: acc. = 90.69 #leaves = 41 max. depth = 9
fold 4: acc. = 87.25 #leaves = 35 max. depth = 12 fold 4: acc. = 87.25 #leaves = 35 max. depth = 12
fold 5: acc. = 85.92 #leaves = 34 max. depth = 11 fold 5: acc. = 85.92 #leaves = 34 max. depth = 11
***1***0.8823529***0.7756740***
***2***0.8774509***1.0367280***
***3***0.9068627***0.9465450***
***4***0.8725491***0.9542270***
***5***0.8592233***1.3299420***
accuracy = 87.96 #leaves = 30.00 max depth = 8.80 accuracy = 87.96 #leaves = 30.00 max depth = 8.80
5.23000000000000000000

View File

@@ -7,5 +7,9 @@ fold 2: acc. = 73.63 #leaves = 55 max. depth = 12
fold 3: acc. = 70.33 #leaves = 70 max. depth = 15 fold 3: acc. = 70.33 #leaves = 70 max. depth = 15
fold 4: acc. = 70.33 #leaves = 59 max. depth = 10 fold 4: acc. = 70.33 #leaves = 59 max. depth = 10
fold 5: acc. = 74.46 #leaves = 70 max. depth = 11 fold 5: acc. = 74.46 #leaves = 70 max. depth = 11
***1***0.7582417***0.9559100***
***2***0.7362638***0.9667320***
***3***0.7032967***0.9587130***
***4***0.7032967***1.0053520***
***5***0.7445652***0.9024340***
accuracy = 72.92 #leaves = 54.20 max depth = 11.20 accuracy = 72.92 #leaves = 54.20 max depth = 11.20
4.95800000000000000000

View File

@@ -8,5 +8,9 @@ fold 2: acc. = 84.62 #leaves = 45 max. depth = 19
fold 3: acc. = 84.07 #leaves = 41 max. depth = 12 fold 3: acc. = 84.07 #leaves = 41 max. depth = 12
fold 4: acc. = 93.96 #leaves = 48 max. depth = 16 fold 4: acc. = 93.96 #leaves = 48 max. depth = 16
fold 5: acc. = 81.52 #leaves = 42 max. depth = 12 fold 5: acc. = 81.52 #leaves = 42 max. depth = 12
***1***0.8681319***1.6108190***
***2***0.8461539***1.6300120***
***3***0.8406593***1.4862340***
***4***0.9395605***1.5988220***
***5***0.8152174***1.1357510***
accuracy = 86.18 #leaves = 36.60 max depth = 12.60 accuracy = 86.18 #leaves = 36.60 max depth = 12.60
7.58400000000000000000

View File

@@ -7,5 +7,9 @@ fold 2: acc. = 92.31 #leaves = 7 max. depth = 4
fold 3: acc. = 84.62 #leaves = 8 max. depth = 6 fold 3: acc. = 84.62 #leaves = 8 max. depth = 6
fold 4: acc. = 76.92 #leaves = 8 max. depth = 6 fold 4: acc. = 76.92 #leaves = 8 max. depth = 6
fold 5: acc. = 89.74 #leaves = 7 max. depth = 5 fold 5: acc. = 89.74 #leaves = 7 max. depth = 5
***1***0.8974359***0.0848630***
***2***0.9230769***0.0801880***
***3***0.8461539***0.1060770***
***4***0.7692308***0.1026050***
***5***0.8974359***0.0829780***
accuracy = 86.67 #leaves = 6.80 max depth = 4.80 accuracy = 86.67 #leaves = 6.80 max depth = 4.80
.47200000000000000000

View File

@@ -7,5 +7,9 @@ fold 2: acc. = 70.59 #leaves = 70 max. depth = 11
fold 3: acc. = 70.59 #leaves = 61 max. depth = 12 fold 3: acc. = 70.59 #leaves = 61 max. depth = 12
fold 4: acc. = 71.24 #leaves = 67 max. depth = 11 fold 4: acc. = 71.24 #leaves = 67 max. depth = 11
fold 5: acc. = 66.67 #leaves = 60 max. depth = 13 fold 5: acc. = 66.67 #leaves = 60 max. depth = 13
***1***0.7189543***0.3552460***
***2***0.7058823***0.3874330***
***3***0.7058823***0.3434020***
***4***0.7124183***0.3485130***
***5***0.6666666***0.4084230***
accuracy = 70.18 #leaves = 52.80 max depth = 10.40 accuracy = 70.18 #leaves = 52.80 max depth = 10.40
1.88100000000000000000

View File

@@ -9,5 +9,9 @@ fold 2: acc. = 61.90 #leaves = 8 max. depth = 5
fold 3: acc. = 80.95 #leaves = 8 max. depth = 4 fold 3: acc. = 80.95 #leaves = 8 max. depth = 4
fold 4: acc. = 85.71 #leaves = 12 max. depth = 6 fold 4: acc. = 85.71 #leaves = 12 max. depth = 6
fold 5: acc. = 95.45 #leaves = 9 max. depth = 5 fold 5: acc. = 95.45 #leaves = 9 max. depth = 5
***1***0.7142857***0.0153410***
***2***0.6190476***0.0082140***
***3***0.8095238***0.0204220***
***4***0.8571429***0.0147140***
***5***0.9545454***0.0125010***
accuracy = 79.25 #leaves = 8.00 max depth = 4.40 accuracy = 79.25 #leaves = 8.00 max depth = 4.40
.07500000000000000000

View File

@@ -9,5 +9,9 @@ fold 2: acc. = 70.00 #leaves = 17 max. depth = 8
fold 3: acc. = 70.00 #leaves = 16 max. depth = 7 fold 3: acc. = 70.00 #leaves = 16 max. depth = 7
fold 4: acc. = 70.00 #leaves = 12 max. depth = 4 fold 4: acc. = 70.00 #leaves = 12 max. depth = 4
fold 5: acc. = 60.87 #leaves = 14 max. depth = 7 fold 5: acc. = 60.87 #leaves = 14 max. depth = 7
***1***0.7000000***0.0290650***
***2***0.7000000***0.0234820***
***3***0.7000000***0.0237890***
***4***0.7000000***0.0214830***
***5***0.6086956***0.0169310***
accuracy = 67.96 #leaves = 12.40 max depth = 5.60 accuracy = 67.96 #leaves = 12.40 max depth = 5.60
.12200000000000000000

View File

@@ -9,5 +9,9 @@ fold 2: acc. = 72.22 #leaves = 19 max. depth = 8
fold 3: acc. = 61.11 #leaves = 15 max. depth = 7 fold 3: acc. = 61.11 #leaves = 15 max. depth = 7
fold 4: acc. = 50.00 #leaves = 9 max. depth = 5 fold 4: acc. = 50.00 #leaves = 9 max. depth = 5
fold 5: acc. = 70.00 #leaves = 11 max. depth = 6 fold 5: acc. = 70.00 #leaves = 11 max. depth = 6
***1***0.5555556***0.0262710***
***2***0.7222222***0.0198150***
***3***0.6111111***0.0198230***
***4***0.5000000***0.0128920***
***5***0.7000000***0.0194600***
accuracy = 61.96 #leaves = 11.20 max depth = 5.40 accuracy = 61.96 #leaves = 11.20 max depth = 5.40
.10200000000000000000

View File

@@ -8,5 +8,9 @@ fold 2: acc. = 75.00 #leaves = 9 max. depth = 6
fold 3: acc. = 85.00 #leaves = 8 max. depth = 5 fold 3: acc. = 85.00 #leaves = 8 max. depth = 5
fold 4: acc. = 85.00 #leaves = 9 max. depth = 6 fold 4: acc. = 85.00 #leaves = 9 max. depth = 6
fold 5: acc. = 81.82 #leaves = 9 max. depth = 5 fold 5: acc. = 81.82 #leaves = 9 max. depth = 5
***1***0.6500000***0.0103150***
***2***0.7500000***0.0217320***
***3***0.8500000***0.0111740***
***4***0.8500000***0.0206900***
***5***0.8181818***0.0154910***
accuracy = 78.43 #leaves = 7.40 max depth = 4.60 accuracy = 78.43 #leaves = 7.40 max depth = 4.60
.08400000000000000000

View File

@@ -8,5 +8,9 @@ fold 2: acc. = 61.11 #leaves = 20 max. depth = 9
fold 3: acc. = 58.33 #leaves = 23 max. depth = 8 fold 3: acc. = 58.33 #leaves = 23 max. depth = 8
fold 4: acc. = 63.89 #leaves = 22 max. depth = 7 fold 4: acc. = 63.89 #leaves = 22 max. depth = 7
fold 5: acc. = 55.26 #leaves = 22 max. depth = 8 fold 5: acc. = 55.26 #leaves = 22 max. depth = 8
***1***0.7500000***0.0814150***
***2***0.6111111***0.1040440***
***3***0.5833333***0.0523690***
***4***0.6388889***0.0521560***
***5***0.5526316***0.0549810***
accuracy = 62.64 #leaves = 17.80 max depth = 6.60 accuracy = 62.64 #leaves = 17.80 max depth = 6.60
.35900000000000000000

View File

@@ -8,5 +8,9 @@ fold 2: acc. = 50.00 #leaves = 20 max. depth = 7
fold 3: acc. = 55.56 #leaves = 17 max. depth = 9 fold 3: acc. = 55.56 #leaves = 17 max. depth = 9
fold 4: acc. = 55.56 #leaves = 13 max. depth = 5 fold 4: acc. = 55.56 #leaves = 13 max. depth = 5
fold 5: acc. = 61.11 #leaves = 16 max. depth = 8 fold 5: acc. = 61.11 #leaves = 16 max. depth = 8
***1***0.7222222***0.0147520***
***2***0.5000000***0.0224500***
***3***0.5555556***0.0164940***
***4***0.5555556***0.0165310***
***5***0.6111111***0.0181420***
accuracy = 58.89 #leaves = 14.80 max depth = 6.60 accuracy = 58.89 #leaves = 14.80 max depth = 6.60
.09100000000000000000

View File

@@ -9,5 +9,9 @@ fold 2: acc. = 95.24 #leaves = 6 max. depth = 5
fold 3: acc. = 92.86 #leaves = 4 max. depth = 3 fold 3: acc. = 92.86 #leaves = 4 max. depth = 3
fold 4: acc. = 92.86 #leaves = 7 max. depth = 5 fold 4: acc. = 92.86 #leaves = 7 max. depth = 5
fold 5: acc. = 92.86 #leaves = 6 max. depth = 3 fold 5: acc. = 92.86 #leaves = 6 max. depth = 3
***1***0.9523810***0.0221990***
***2***0.9523810***0.0439000***
***3***0.9285714***0.0312740***
***4***0.9285714***0.0365370***
***5***0.9285714***0.0348440***
accuracy = 93.81 #leaves = 5.20 max depth = 3.60 accuracy = 93.81 #leaves = 5.20 max depth = 3.60
.17400000000000000000

View File

@@ -7,5 +7,9 @@ fold 2: acc. = 59.42 #leaves = 64 max. depth = 12
fold 3: acc. = 57.97 #leaves = 61 max. depth = 12 fold 3: acc. = 57.97 #leaves = 61 max. depth = 12
fold 4: acc. = 59.42 #leaves = 66 max. depth = 13 fold 4: acc. = 59.42 #leaves = 66 max. depth = 13
fold 5: acc. = 59.42 #leaves = 58 max. depth = 13 fold 5: acc. = 59.42 #leaves = 58 max. depth = 13
***1***0.6014493***0.3926890***
***2***0.5942029***0.4603360***
***3***0.5797102***0.3795850***
***4***0.5942029***0.4557790***
***5***0.5942029***0.4469860***
accuracy = 59.28 #leaves = 50.40 max depth = 10.40 accuracy = 59.28 #leaves = 50.40 max depth = 10.40
2.20300000000000000000

View File

@@ -8,5 +8,9 @@ fold 2: acc. = 65.00 #leaves = 81 max. depth = 14
fold 3: acc. = 71.50 #leaves = 69 max. depth = 12 fold 3: acc. = 71.50 #leaves = 69 max. depth = 12
fold 4: acc. = 67.00 #leaves = 67 max. depth = 12 fold 4: acc. = 67.00 #leaves = 67 max. depth = 12
fold 5: acc. = 61.50 #leaves = 64 max. depth = 14 fold 5: acc. = 61.50 #leaves = 64 max. depth = 14
***1***0.7050000***0.6662750***
***2***0.6500000***0.9957820***
***3***0.7150000***0.8013330***
***4***0.6700000***0.7803050***
***5***0.6150000***0.9622970***
accuracy = 67.10 #leaves = 56.60 max depth = 10.60 accuracy = 67.10 #leaves = 56.60 max depth = 10.60
4.37200000000000000000

View File

@@ -6,5 +6,9 @@ fold 2: acc. = 81.48 #leaves = 15 max. depth = 7
fold 3: acc. = 68.52 #leaves = 15 max. depth = 9 fold 3: acc. = 68.52 #leaves = 15 max. depth = 9
fold 4: acc. = 74.07 #leaves = 16 max. depth = 6 fold 4: acc. = 74.07 #leaves = 16 max. depth = 6
fold 5: acc. = 61.11 #leaves = 14 max. depth = 6 fold 5: acc. = 61.11 #leaves = 14 max. depth = 6
***1***0.7407407***0.0784600***
***2***0.8148148***0.0863050***
***3***0.6851852***0.0794050***
***4***0.7407407***0.0814250***
***5***0.6111111***0.0922060***
accuracy = 71.85 #leaves = 14.60 max depth = 7.00 accuracy = 71.85 #leaves = 14.60 max depth = 7.00
.43200000000000000000

View File

@@ -12,5 +12,9 @@ fold 2: acc. = 96.32 #leaves = 40 max. depth = 12
fold 3: acc. = 92.86 #leaves = 49 max. depth = 10 fold 3: acc. = 92.86 #leaves = 49 max. depth = 10
fold 4: acc. = 96.54 #leaves = 44 max. depth = 11 fold 4: acc. = 96.54 #leaves = 44 max. depth = 11
fold 5: acc. = 92.21 #leaves = 44 max. depth = 9 fold 5: acc. = 92.21 #leaves = 44 max. depth = 9
***1***0.9415585***2.3179950***
***2***0.9632034***2.2156990***
***3***0.9285714***2.3448510***
***4***0.9653680***2.2469760***
***5***0.9220780***2.3001440***
accuracy = 94.42 #leaves = 43.00 max depth = 10.00 accuracy = 94.42 #leaves = 43.00 max depth = 10.00
11.76100000000000000000

View File

@@ -8,5 +8,9 @@ fold 2: acc. = 77.51 #leaves = 81 max. depth = 15
fold 3: acc. = 66.86 #leaves = 76 max. depth = 12 fold 3: acc. = 66.86 #leaves = 76 max. depth = 12
fold 4: acc. = 74.56 #leaves = 76 max. depth = 13 fold 4: acc. = 74.56 #leaves = 76 max. depth = 13
fold 5: acc. = 68.82 #leaves = 65 max. depth = 13 fold 5: acc. = 68.82 #leaves = 65 max. depth = 13
***1***0.7100592***0.9197460***
***2***0.7751479***0.9962790***
***3***0.6686391***0.8840680***
***4***0.7455621***0.7852650***
***5***0.6882353***0.8788030***
accuracy = 71.75 #leaves = 74.60 max depth = 13.20 accuracy = 71.75 #leaves = 74.60 max depth = 13.20
4.58300000000000000000

View File

@@ -12,5 +12,9 @@ fold 2: acc. = 85.83 #leaves = 21 max. depth = 7
fold 3: acc. = 83.33 #leaves = 21 max. depth = 6 fold 3: acc. = 83.33 #leaves = 21 max. depth = 6
fold 4: acc. = 82.50 #leaves = 24 max. depth = 6 fold 4: acc. = 82.50 #leaves = 24 max. depth = 6
fold 5: acc. = 81.67 #leaves = 25 max. depth = 7 fold 5: acc. = 81.67 #leaves = 25 max. depth = 7
***1***0.8250000***1.4433450***
***2***0.8583333***1.3784070***
***3***0.8333334***1.4501450***
***4***0.8250000***1.4395630***
***5***0.8166667***1.4033730***
accuracy = 83.17 #leaves = 20.40 max depth = 6.40 accuracy = 83.17 #leaves = 20.40 max depth = 6.40
7.25500000000000000000

View File

@@ -7,5 +7,9 @@ fold 2: acc. = 91.62 #leaves = 21 max. depth = 8
fold 3: acc. = 89.01 #leaves = 28 max. depth = 11 fold 3: acc. = 89.01 #leaves = 28 max. depth = 11
fold 4: acc. = 94.24 #leaves = 25 max. depth = 9 fold 4: acc. = 94.24 #leaves = 25 max. depth = 9
fold 5: acc. = 94.33 #leaves = 21 max. depth = 8 fold 5: acc. = 94.33 #leaves = 21 max. depth = 8
***1***0.9162304***0.2361990***
***2***0.9162304***0.3789480***
***3***0.8900523***0.4503080***
***4***0.9424084***0.3189900***
***5***0.9432989***0.3714380***
accuracy = 92.17 #leaves = 21.20 max depth = 8.20 accuracy = 92.17 #leaves = 21.20 max depth = 8.20
1.75200000000000000000

View File

@@ -8,5 +8,9 @@ fold 2: acc. = 72.58 #leaves = 19 max. depth = 7
fold 3: acc. = 79.03 #leaves = 21 max. depth = 8 fold 3: acc. = 79.03 #leaves = 21 max. depth = 8
fold 4: acc. = 80.65 #leaves = 18 max. depth = 7 fold 4: acc. = 80.65 #leaves = 18 max. depth = 7
fold 5: acc. = 82.26 #leaves = 19 max. depth = 7 fold 5: acc. = 82.26 #leaves = 19 max. depth = 7
***1***0.8709677***0.0747540***
***2***0.7258064***0.0827210***
***3***0.7903225***0.0783000***
***4***0.8064516***0.0745290***
***5***0.8225806***0.0746480***
accuracy = 80.32 #leaves = 16.40 max depth = 6.60 accuracy = 80.32 #leaves = 16.40 max depth = 6.60
.38200000000000000000

View File

@@ -9,5 +9,9 @@ fold 2: acc. = 94.29 #leaves = 4 max. depth = 3
fold 3: acc. = 97.14 #leaves = 4 max. depth = 3 fold 3: acc. = 97.14 #leaves = 4 max. depth = 3
fold 4: acc. = 94.29 #leaves = 4 max. depth = 3 fold 4: acc. = 94.29 #leaves = 4 max. depth = 3
fold 5: acc. = 92.11 #leaves = 4 max. depth = 3 fold 5: acc. = 92.11 #leaves = 4 max. depth = 3
***1***0.8571429***0.0332730***
***2***0.9428571***0.0358290***
***3***0.9714286***0.0321230***
***4***0.9428571***0.0332170***
***5***0.9210526***0.0331370***
accuracy = 92.70 #leaves = 3.80 max depth = 2.80 accuracy = 92.70 #leaves = 3.80 max depth = 2.80
.17000000000000000000

View File

@@ -12,5 +12,9 @@ fold 2: acc. = 80.00 #leaves = 9 max. depth = 6
fold 3: acc. = 85.00 #leaves = 7 max. depth = 4 fold 3: acc. = 85.00 #leaves = 7 max. depth = 4
fold 4: acc. = 90.00 #leaves = 10 max. depth = 7 fold 4: acc. = 90.00 #leaves = 10 max. depth = 7
fold 5: acc. = 85.71 #leaves = 10 max. depth = 7 fold 5: acc. = 85.71 #leaves = 10 max. depth = 7
***1***0.8500000***0.0168920***
***2***0.8000000***0.0124890***
***3***0.8500000***0.0159790***
***4***0.9000000***0.0139940***
***5***0.8571429***0.0139290***
accuracy = 85.15 #leaves = 8.20 max depth = 5.60 accuracy = 85.15 #leaves = 8.20 max depth = 5.60
.07500000000000000000

View File

@@ -2,13 +2,30 @@ import os
from datetime import datetime from datetime import datetime
from experimentation.Sets import Datasets from experimentation.Sets import Datasets
from experimentation.Database import MySQL from experimentation.Database import MySQL
from statistics import mean, stdev
def store_result(database, dataset, accuracy, time_spent): def store_result(database, dataset, accuracy, time_spent):
attributes = [
"date",
"time",
"type",
"accuracy",
"accuracy_std",
"dataset",
"classifier",
"norm",
"stand",
"time_spent",
"time_spent_std",
"parameters",
]
command_insert = ( command_insert = (
"replace into results (date, time, type, accuracy, " "insert into results ("
"dataset, classifier, norm, stand, time_spent, parameters) values (%s," + ",".join(attributes)
" %s, %s, %s, %s, %s, %s, %s, %s, %s)" + ") values("
+ ("%s," * len(attributes))[:-1]
+ ")"
) )
now = datetime.now() now = datetime.now()
date = now.strftime("%Y-%m-%d") date = now.strftime("%Y-%m-%d")
@@ -17,12 +34,14 @@ def store_result(database, dataset, accuracy, time_spent):
date, date,
time, time,
"crossval", "crossval",
accuracy, mean(accuracy),
stdev(accuracy),
dataset, dataset,
"oc1", "oc1",
True, True,
False, False,
time_spent, mean(time_spent),
stdev(time_spent),
str({"random_state": 1}), str({"random_state": 1}),
) )
cursor = database.cursor() cursor = database.cursor()
@@ -34,11 +53,15 @@ def get_result(name):
filename = os.path.join("data", "oc1output", f"{name}.txt") filename = os.path.join("data", "oc1output", f"{name}.txt")
result_file = open(filename, "r") result_file = open(filename, "r")
lines = result_file.readlines() lines = result_file.readlines()
accuracy = float(lines[-2].split("= ")[1].split("#")[0]) / 100
time = float(lines[-1])
print(f"accuracy=[{accuracy}] time=[{time}]")
result_file.close() result_file.close()
return accuracy, time data = lines[-6:-1]
time_spent = []
accuracy = []
for line in data:
acc, time_s = line.split("***")[2:4]
accuracy.append(float(acc))
time_spent.append(float(time_s))
return accuracy, time_spent
dbh = MySQL() dbh = MySQL()
@@ -47,5 +70,11 @@ dt = Datasets(False, False, "tanveer")
for dataset in dt: for dataset in dt:
print(f"Processing {dataset[0]:30s}", end=" ") print(f"Processing {dataset[0]:30s}", end=" ")
accuracy, time_spent = get_result(dataset[0]) accuracy, time_spent = get_result(dataset[0])
accuracy_mean, accuracy_std = mean(accuracy), stdev(accuracy)
time_mean, time_std = mean(time_spent), stdev(time_spent)
print(
f"accuracy=[{accuracy_mean:05.3f}\u00B1{accuracy_std:05.3f}] "
f"time=[{time_mean:05.3f}\u00B1{time_std:05.3f}]"
)
store_result(database, dataset[0], accuracy, time_spent) store_result(database, dataset[0], accuracy, time_spent)
dbh.close() dbh.close()