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logDecisionTree.txt
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logDecisionTree.txt
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----------------------------------------------------------------------------------------------------
Experiment 1:
Split Rate: 25% train 75% test
Rotation Number 1
Accuracy: 96.20991253644316%
Tree Size: 29
----------------------------------------------------------------------------------------------------
Split Rate: 25% train 75% test
Rotation Number 2
Accuracy: 97.08454810495627%
Tree Size: 33
----------------------------------------------------------------------------------------------------
Split Rate: 25% train 75% test
Rotation Number 3
Accuracy: 96.11273080660835%
Tree Size: 33
----------------------------------------------------------------------------------------------------
Split Rate: 25% train 75% test
Rotation Number 4
Accuracy: 96.50145772594753%
Tree Size: 31
----------------------------------------------------------------------------------------------------
Split Rate: 25% train 75% test
Rotation Number 5
Accuracy: 96.98736637512148%
Tree Size: 25
----------------------------------------------------------------------------------------------------
Rotation Split rate Accuracy Tree size
0 1 25 96.209913 29
0 2 25 97.084548 33
0 3 25 96.112731 33
0 4 25 96.501458 31
0 5 25 96.987366 25
----------------------------------------------------------------------------------------------------
Experiment 2:
Split Rate: 30% train 70% test
Rotation Number 1
Accuracy: 97.29448491155047%
----------------------------------------------------------------------------------------------------
Split Rate: 30% train 70% test
Rotation Number 2
Accuracy: 97.29448491155047%
----------------------------------------------------------------------------------------------------
Split Rate: 30% train 70% test
Rotation Number 3
Accuracy: 99.06347554630594%
----------------------------------------------------------------------------------------------------
Split Rate: 30% train 70% test
Rotation Number 4
Accuracy: 98.23100936524453%
----------------------------------------------------------------------------------------------------
Split Rate: 30% train 70% test
Rotation Number 5
Accuracy: 97.39854318418314%
----------------------------------------------------------------------------------------------------
Split Rate: 40% train 60% test
Rotation Number 1
Accuracy: 98.90776699029125%
----------------------------------------------------------------------------------------------------
Split Rate: 40% train 60% test
Rotation Number 2
Accuracy: 96.96601941747572%
----------------------------------------------------------------------------------------------------
Split Rate: 40% train 60% test
Rotation Number 3
Accuracy: 98.7864077669903%
----------------------------------------------------------------------------------------------------
Split Rate: 40% train 60% test
Rotation Number 4
Accuracy: 98.30097087378641%
----------------------------------------------------------------------------------------------------
Split Rate: 40% train 60% test
Rotation Number 5
Accuracy: 98.17961165048543%
----------------------------------------------------------------------------------------------------
Split Rate: 50% train 50% test
Rotation Number 1
Accuracy: 97.81341107871721%
----------------------------------------------------------------------------------------------------
Split Rate: 50% train 50% test
Rotation Number 2
Accuracy: 98.25072886297376%
----------------------------------------------------------------------------------------------------
Split Rate: 50% train 50% test
Rotation Number 3
Accuracy: 98.54227405247813%
----------------------------------------------------------------------------------------------------
Split Rate: 50% train 50% test
Rotation Number 4
Accuracy: 97.52186588921283%
----------------------------------------------------------------------------------------------------
Split Rate: 50% train 50% test
Rotation Number 5
Accuracy: 97.667638483965%
----------------------------------------------------------------------------------------------------
Split Rate: 60% train 40% test
Rotation Number 1
Accuracy: 97.99635701275045%
----------------------------------------------------------------------------------------------------
Split Rate: 60% train 40% test
Rotation Number 2
Accuracy: 98.36065573770492%
----------------------------------------------------------------------------------------------------
Split Rate: 60% train 40% test
Rotation Number 3
Accuracy: 97.26775956284153%
----------------------------------------------------------------------------------------------------
Split Rate: 60% train 40% test
Rotation Number 4
Accuracy: 98.1785063752277%
----------------------------------------------------------------------------------------------------
Split Rate: 60% train 40% test
Rotation Number 5
Accuracy: 98.36065573770492%
----------------------------------------------------------------------------------------------------
Split Rate: 70% train 30% test
Rotation Number 1
Accuracy: 99.51456310679612%
----------------------------------------------------------------------------------------------------
Split Rate: 70% train 30% test
Rotation Number 2
Accuracy: 98.54368932038835%
----------------------------------------------------------------------------------------------------
Split Rate: 70% train 30% test
Rotation Number 3
Accuracy: 98.30097087378641%
----------------------------------------------------------------------------------------------------
Split Rate: 70% train 30% test
Rotation Number 4
Accuracy: 98.7864077669903%
----------------------------------------------------------------------------------------------------
Split Rate: 70% train 30% test
Rotation Number 5
Accuracy: 98.54368932038835%
----------------------------------------------------------------------------------------------------
Accuracy array: [[30. 0.97294485]
[30. 0.97294485]
[30. 0.99063476]
[30. 0.98231009]
[30. 0.97398543]
[40. 0.98907767]
[40. 0.96966019]
[40. 0.98786408]
[40. 0.98300971]
[40. 0.98179612]
[50. 0.97813411]
[50. 0.98250729]
[50. 0.98542274]
[50. 0.97521866]
[50. 0.97667638]
[60. 0.97996357]
[60. 0.98360656]
[60. 0.9726776 ]
[60. 0.98178506]
[60. 0.98360656]
[70. 0.99514563]
[70. 0.98543689]
[70. 0.98300971]
[70. 0.98786408]
[70. 0.98543689]]
Average tree size: 40.76
Max tree size: 57
Min tree size: 29
----------------------------------------------------------------------------------------------------
Rate 30
Average accuracy: 0.9785639958376692
Max accuracy: 0.9906347554630593
Min accuracy: 0.9729448491155047
----------------------------------------------------------------------------------------------------
Rate 40
Average accuracy: 0.9822815533980581
Max accuracy: 0.9890776699029126
Min accuracy: 0.9696601941747572
----------------------------------------------------------------------------------------------------
Rate 50
Average accuracy: 0.9795918367346939
Max accuracy: 0.9854227405247813
Min accuracy: 0.9752186588921283
----------------------------------------------------------------------------------------------------
Rate 60
Average accuracy: 0.980327868852459
Max accuracy: 0.9836065573770492
Min accuracy: 0.9726775956284153
----------------------------------------------------------------------------------------------------
Rate 70
Average accuracy: 0.9873786407766991
Max accuracy: 0.9951456310679612
Min accuracy: 0.9830097087378641
----------------------------------------------------------------------------------------------------