"
]
@@ -3344,9 +3344,32 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 95,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[[1, 0, 1], [0, 1, 0]]\n",
+ "[[1, 0, 0], [0, 1, 1]]\n",
+ "Predict 0 1 \n",
+ "Actual\n",
+ "0 1 0 \n",
+ "\n",
+ "1 0 1 \n",
+ "\n",
+ "\n",
+ "Predict 0 1 \n",
+ "Actual\n",
+ "0 1 0 \n",
+ "\n",
+ "1 1 1 \n",
+ "\n",
+ "\n"
+ ]
+ }
+ ],
"source": [
"mlcm = MultiLabelCM(actual_vector=[{\"cat\", \"bird\"}, {\"dog\"}], \n",
" predict_vector=[{\"cat\"}, {\"dog\", \"bird\"}], \n",
@@ -3411,7 +3434,7 @@
},
{
"cell_type": "code",
- "execution_count": 95,
+ "execution_count": 96,
"metadata": {},
"outputs": [
{
@@ -3774,7 +3797,7 @@
},
{
"cell_type": "code",
- "execution_count": 96,
+ "execution_count": 97,
"metadata": {},
"outputs": [
{
@@ -3783,7 +3806,7 @@
"{'L1': 3, 'L2': 1, 'L3': 3}"
]
},
- "execution_count": 96,
+ "execution_count": 97,
"metadata": {},
"output_type": "execute_result"
}
@@ -3809,7 +3832,7 @@
},
{
"cell_type": "code",
- "execution_count": 97,
+ "execution_count": 98,
"metadata": {},
"outputs": [
{
@@ -3818,7 +3841,7 @@
"{'L1': 7, 'L2': 8, 'L3': 4}"
]
},
- "execution_count": 97,
+ "execution_count": 98,
"metadata": {},
"output_type": "execute_result"
}
@@ -3844,7 +3867,7 @@
},
{
"cell_type": "code",
- "execution_count": 98,
+ "execution_count": 99,
"metadata": {},
"outputs": [
{
@@ -3853,7 +3876,7 @@
"{'L1': 0, 'L2': 2, 'L3': 3}"
]
},
- "execution_count": 98,
+ "execution_count": 99,
"metadata": {},
"output_type": "execute_result"
}
@@ -3879,7 +3902,7 @@
},
{
"cell_type": "code",
- "execution_count": 99,
+ "execution_count": 100,
"metadata": {},
"outputs": [
{
@@ -3888,7 +3911,7 @@
"{'L1': 2, 'L2': 1, 'L3': 2}"
]
},
- "execution_count": 99,
+ "execution_count": 100,
"metadata": {},
"output_type": "execute_result"
}
@@ -3921,7 +3944,7 @@
},
{
"cell_type": "code",
- "execution_count": 100,
+ "execution_count": 101,
"metadata": {},
"outputs": [
{
@@ -3930,7 +3953,7 @@
"{'L1': 5, 'L2': 2, 'L3': 5}"
]
},
- "execution_count": 100,
+ "execution_count": 101,
"metadata": {},
"output_type": "execute_result"
}
@@ -3962,7 +3985,7 @@
},
{
"cell_type": "code",
- "execution_count": 101,
+ "execution_count": 102,
"metadata": {},
"outputs": [
{
@@ -3971,7 +3994,7 @@
"{'L1': 7, 'L2': 10, 'L3': 7}"
]
},
- "execution_count": 101,
+ "execution_count": 102,
"metadata": {},
"output_type": "execute_result"
}
@@ -4003,7 +4026,7 @@
},
{
"cell_type": "code",
- "execution_count": 102,
+ "execution_count": 103,
"metadata": {},
"outputs": [
{
@@ -4012,7 +4035,7 @@
"{'L1': 3, 'L2': 3, 'L3': 6}"
]
},
- "execution_count": 102,
+ "execution_count": 103,
"metadata": {},
"output_type": "execute_result"
}
@@ -4044,7 +4067,7 @@
},
{
"cell_type": "code",
- "execution_count": 103,
+ "execution_count": 104,
"metadata": {},
"outputs": [
{
@@ -4053,7 +4076,7 @@
"{'L1': 9, 'L2': 9, 'L3': 6}"
]
},
- "execution_count": 103,
+ "execution_count": 104,
"metadata": {},
"output_type": "execute_result"
}
@@ -4085,7 +4108,7 @@
},
{
"cell_type": "code",
- "execution_count": 104,
+ "execution_count": 105,
"metadata": {},
"outputs": [
{
@@ -4094,7 +4117,7 @@
"{'L1': 12, 'L2': 12, 'L3': 12}"
]
},
- "execution_count": 104,
+ "execution_count": 105,
"metadata": {},
"output_type": "execute_result"
}
@@ -4142,7 +4165,7 @@
},
{
"cell_type": "code",
- "execution_count": 105,
+ "execution_count": 106,
"metadata": {},
"outputs": [
{
@@ -4151,7 +4174,7 @@
"{'L1': 0.6, 'L2': 0.5, 'L3': 0.6}"
]
},
- "execution_count": 105,
+ "execution_count": 106,
"metadata": {},
"output_type": "execute_result"
}
@@ -4185,7 +4208,7 @@
},
{
"cell_type": "code",
- "execution_count": 106,
+ "execution_count": 107,
"metadata": {},
"outputs": [
{
@@ -4194,7 +4217,7 @@
"{'L1': 1.0, 'L2': 0.8, 'L3': 0.5714285714285714}"
]
},
- "execution_count": 106,
+ "execution_count": 107,
"metadata": {},
"output_type": "execute_result"
}
@@ -4229,7 +4252,7 @@
},
{
"cell_type": "code",
- "execution_count": 107,
+ "execution_count": 108,
"metadata": {},
"outputs": [
{
@@ -4238,7 +4261,7 @@
"{'L1': 1.0, 'L2': 0.3333333333333333, 'L3': 0.5}"
]
},
- "execution_count": 107,
+ "execution_count": 108,
"metadata": {},
"output_type": "execute_result"
}
@@ -4273,7 +4296,7 @@
},
{
"cell_type": "code",
- "execution_count": 108,
+ "execution_count": 109,
"metadata": {},
"outputs": [
{
@@ -4282,7 +4305,7 @@
"{'L1': 0.7777777777777778, 'L2': 0.8888888888888888, 'L3': 0.6666666666666666}"
]
},
- "execution_count": 108,
+ "execution_count": 109,
"metadata": {},
"output_type": "execute_result"
}
@@ -4316,7 +4339,7 @@
},
{
"cell_type": "code",
- "execution_count": 109,
+ "execution_count": 110,
"metadata": {},
"outputs": [
{
@@ -4325,7 +4348,7 @@
"{'L1': 0.4, 'L2': 0.5, 'L3': 0.4}"
]
},
- "execution_count": 109,
+ "execution_count": 110,
"metadata": {},
"output_type": "execute_result"
}
@@ -4361,7 +4384,7 @@
},
{
"cell_type": "code",
- "execution_count": 110,
+ "execution_count": 111,
"metadata": {},
"outputs": [
{
@@ -4370,7 +4393,7 @@
"{'L1': 0.0, 'L2': 0.19999999999999996, 'L3': 0.4285714285714286}"
]
},
- "execution_count": 110,
+ "execution_count": 111,
"metadata": {},
"output_type": "execute_result"
}
@@ -4404,7 +4427,7 @@
},
{
"cell_type": "code",
- "execution_count": 111,
+ "execution_count": 112,
"metadata": {},
"outputs": [
{
@@ -4413,7 +4436,7 @@
"{'L1': 0.0, 'L2': 0.6666666666666667, 'L3': 0.5}"
]
},
- "execution_count": 111,
+ "execution_count": 112,
"metadata": {},
"output_type": "execute_result"
}
@@ -4447,7 +4470,7 @@
},
{
"cell_type": "code",
- "execution_count": 112,
+ "execution_count": 113,
"metadata": {},
"outputs": [
{
@@ -4458,7 +4481,7 @@
" 'L3': 0.33333333333333337}"
]
},
- "execution_count": 112,
+ "execution_count": 113,
"metadata": {},
"output_type": "execute_result"
}
@@ -4492,7 +4515,7 @@
},
{
"cell_type": "code",
- "execution_count": 113,
+ "execution_count": 114,
"metadata": {},
"outputs": [
{
@@ -4501,7 +4524,7 @@
"{'L1': 0.8333333333333334, 'L2': 0.75, 'L3': 0.5833333333333334}"
]
},
- "execution_count": 113,
+ "execution_count": 114,
"metadata": {},
"output_type": "execute_result"
}
@@ -4533,7 +4556,7 @@
},
{
"cell_type": "code",
- "execution_count": 114,
+ "execution_count": 115,
"metadata": {},
"outputs": [
{
@@ -4542,7 +4565,7 @@
"{'L1': 0.16666666666666663, 'L2': 0.25, 'L3': 0.41666666666666663}"
]
},
- "execution_count": 114,
+ "execution_count": 115,
"metadata": {},
"output_type": "execute_result"
}
@@ -4586,7 +4609,7 @@
},
{
"cell_type": "code",
- "execution_count": 115,
+ "execution_count": 116,
"metadata": {},
"outputs": [
{
@@ -4595,7 +4618,7 @@
"{'L1': 0.75, 'L2': 0.4, 'L3': 0.5454545454545454}"
]
},
- "execution_count": 115,
+ "execution_count": 116,
"metadata": {},
"output_type": "execute_result"
}
@@ -4606,7 +4629,7 @@
},
{
"cell_type": "code",
- "execution_count": 116,
+ "execution_count": 117,
"metadata": {},
"outputs": [
{
@@ -4615,7 +4638,7 @@
"{'L1': 0.8823529411764706, 'L2': 0.35714285714285715, 'L3': 0.5172413793103449}"
]
},
- "execution_count": 116,
+ "execution_count": 117,
"metadata": {},
"output_type": "execute_result"
}
@@ -4626,7 +4649,7 @@
},
{
"cell_type": "code",
- "execution_count": 117,
+ "execution_count": 118,
"metadata": {},
"outputs": [
{
@@ -4635,7 +4658,7 @@
"{'L1': 0.6521739130434783, 'L2': 0.45454545454545453, 'L3': 0.5769230769230769}"
]
},
- "execution_count": 117,
+ "execution_count": 118,
"metadata": {},
"output_type": "execute_result"
}
@@ -4646,7 +4669,7 @@
},
{
"cell_type": "code",
- "execution_count": 118,
+ "execution_count": 119,
"metadata": {},
"outputs": [
{
@@ -4655,7 +4678,7 @@
"{'L1': 0.6144578313253012, 'L2': 0.4857142857142857, 'L3': 0.5930232558139535}"
]
},
- "execution_count": 118,
+ "execution_count": 119,
"metadata": {},
"output_type": "execute_result"
}
@@ -4728,7 +4751,7 @@
},
{
"cell_type": "code",
- "execution_count": 119,
+ "execution_count": 120,
"metadata": {},
"outputs": [
{
@@ -4737,7 +4760,7 @@
"{'L1': 0.6831300510639732, 'L2': 0.25819888974716115, 'L3': 0.1690308509457033}"
]
},
- "execution_count": 119,
+ "execution_count": 120,
"metadata": {},
"output_type": "execute_result"
}
@@ -4771,7 +4794,7 @@
},
{
"cell_type": "code",
- "execution_count": 120,
+ "execution_count": 121,
"metadata": {},
"outputs": [
{
@@ -4782,7 +4805,7 @@
" 'L3': 0.17142857142857126}"
]
},
- "execution_count": 120,
+ "execution_count": 121,
"metadata": {},
"output_type": "execute_result"
}
@@ -4814,7 +4837,7 @@
},
{
"cell_type": "code",
- "execution_count": 121,
+ "execution_count": 122,
"metadata": {},
"outputs": [
{
@@ -4823,7 +4846,7 @@
"{'L1': 0.7777777777777777, 'L2': 0.2222222222222221, 'L3': 0.16666666666666652}"
]
},
- "execution_count": 121,
+ "execution_count": 122,
"metadata": {},
"output_type": "execute_result"
}
@@ -4859,7 +4882,7 @@
},
{
"cell_type": "code",
- "execution_count": 122,
+ "execution_count": 123,
"metadata": {},
"outputs": [
{
@@ -4868,7 +4891,7 @@
"{'L1': 'None', 'L2': 2.5000000000000004, 'L3': 1.4}"
]
},
- "execution_count": 122,
+ "execution_count": 123,
"metadata": {},
"output_type": "execute_result"
}
@@ -4913,7 +4936,7 @@
},
{
"cell_type": "code",
- "execution_count": 123,
+ "execution_count": 124,
"metadata": {},
"outputs": [
{
@@ -4922,7 +4945,7 @@
"{'L1': 0.4, 'L2': 0.625, 'L3': 0.7000000000000001}"
]
},
- "execution_count": 123,
+ "execution_count": 124,
"metadata": {},
"output_type": "execute_result"
}
@@ -4965,7 +4988,7 @@
},
{
"cell_type": "code",
- "execution_count": 124,
+ "execution_count": 125,
"metadata": {},
"outputs": [
{
@@ -4974,7 +4997,7 @@
"{'L1': 'None', 'L2': 4.000000000000001, 'L3': 1.9999999999999998}"
]
},
- "execution_count": 124,
+ "execution_count": 125,
"metadata": {},
"output_type": "execute_result"
}
@@ -5008,7 +5031,7 @@
},
{
"cell_type": "code",
- "execution_count": 125,
+ "execution_count": 126,
"metadata": {},
"outputs": [
{
@@ -5017,7 +5040,7 @@
"{'L1': 0.4166666666666667, 'L2': 0.16666666666666666, 'L3': 0.4166666666666667}"
]
},
- "execution_count": 125,
+ "execution_count": 126,
"metadata": {},
"output_type": "execute_result"
}
@@ -5051,7 +5074,7 @@
},
{
"cell_type": "code",
- "execution_count": 126,
+ "execution_count": 127,
"metadata": {},
"outputs": [
{
@@ -5060,7 +5083,7 @@
"{'L1': 0.7745966692414834, 'L2': 0.408248290463863, 'L3': 0.5477225575051661}"
]
},
- "execution_count": 126,
+ "execution_count": 127,
"metadata": {},
"output_type": "execute_result"
}
@@ -5092,7 +5115,7 @@
},
{
"cell_type": "code",
- "execution_count": 127,
+ "execution_count": 128,
"metadata": {},
"outputs": [
{
@@ -5103,7 +5126,7 @@
" 'L3': 0.20833333333333334}"
]
},
- "execution_count": 127,
+ "execution_count": 128,
"metadata": {},
"output_type": "execute_result"
}
@@ -5144,7 +5167,7 @@
},
{
"cell_type": "code",
- "execution_count": 128,
+ "execution_count": 129,
"metadata": {},
"outputs": [
{
@@ -5155,7 +5178,7 @@
" 'L3': 0.21006944444444442}"
]
},
- "execution_count": 128,
+ "execution_count": 129,
"metadata": {},
"output_type": "execute_result"
}
@@ -5200,7 +5223,7 @@
},
{
"cell_type": "code",
- "execution_count": 129,
+ "execution_count": 130,
"metadata": {},
"outputs": [
{
@@ -5209,7 +5232,7 @@
"{'L1': 0.6, 'L2': 0.25, 'L3': 0.375}"
]
},
- "execution_count": 129,
+ "execution_count": 130,
"metadata": {},
"output_type": "execute_result"
}
@@ -5251,7 +5274,7 @@
},
{
"cell_type": "code",
- "execution_count": 130,
+ "execution_count": 131,
"metadata": {},
"outputs": [
{
@@ -5260,7 +5283,7 @@
"{'L1': 1.2630344058337937, 'L2': 0.9999999999999998, 'L3': 0.26303440583379367}"
]
},
- "execution_count": 130,
+ "execution_count": 131,
"metadata": {},
"output_type": "execute_result"
}
@@ -5317,7 +5340,7 @@
},
{
"cell_type": "code",
- "execution_count": 131,
+ "execution_count": 132,
"metadata": {},
"outputs": [
{
@@ -5326,7 +5349,7 @@
"{'L1': 0.25, 'L2': 0.49657842846620864, 'L3': 0.6044162769630221}"
]
},
- "execution_count": 131,
+ "execution_count": 132,
"metadata": {},
"output_type": "execute_result"
}
@@ -5390,7 +5413,7 @@
},
{
"cell_type": "code",
- "execution_count": 132,
+ "execution_count": 133,
"metadata": {},
"outputs": [
{
@@ -5399,7 +5422,7 @@
"{'L1': 0.2643856189774724, 'L2': 0.5, 'L3': 0.6875}"
]
},
- "execution_count": 132,
+ "execution_count": 133,
"metadata": {},
"output_type": "execute_result"
}
@@ -5443,7 +5466,7 @@
},
{
"cell_type": "code",
- "execution_count": 133,
+ "execution_count": 134,
"metadata": {},
"outputs": [
{
@@ -5452,7 +5475,7 @@
"{'L1': 0.8, 'L2': 0.65, 'L3': 0.5857142857142856}"
]
},
- "execution_count": 133,
+ "execution_count": 134,
"metadata": {},
"output_type": "execute_result"
}
@@ -5494,7 +5517,7 @@
},
{
"cell_type": "code",
- "execution_count": 134,
+ "execution_count": 135,
"metadata": {},
"outputs": [
{
@@ -5503,7 +5526,7 @@
"{'L1': 0.4, 'L2': 0.5385164807134504, 'L3': 0.5862367008195198}"
]
},
- "execution_count": 134,
+ "execution_count": 135,
"metadata": {},
"output_type": "execute_result"
}
@@ -5544,7 +5567,7 @@
},
{
"cell_type": "code",
- "execution_count": 135,
+ "execution_count": 136,
"metadata": {},
"outputs": [
{
@@ -5553,7 +5576,7 @@
"{'L1': 0.717157287525381, 'L2': 0.6192113447068046, 'L3': 0.5854680534700882}"
]
},
- "execution_count": 135,
+ "execution_count": 136,
"metadata": {},
"output_type": "execute_result"
}
@@ -5611,7 +5634,7 @@
},
{
"cell_type": "code",
- "execution_count": 136,
+ "execution_count": 137,
"metadata": {},
"outputs": [
{
@@ -5620,7 +5643,7 @@
"{'L1': 'None', 'L2': 0.33193306999649924, 'L3': 0.1659665349982495}"
]
},
- "execution_count": 136,
+ "execution_count": 137,
"metadata": {},
"output_type": "execute_result"
}
@@ -5670,7 +5693,7 @@
},
{
"cell_type": "code",
- "execution_count": 137,
+ "execution_count": 138,
"metadata": {},
"outputs": [
{
@@ -5681,7 +5704,7 @@
" 'L3': 0.17142857142857126}"
]
},
- "execution_count": 137,
+ "execution_count": 138,
"metadata": {},
"output_type": "execute_result"
}
@@ -5745,7 +5768,7 @@
},
{
"cell_type": "code",
- "execution_count": 138,
+ "execution_count": 139,
"metadata": {},
"outputs": [
{
@@ -5754,7 +5777,7 @@
"{'L1': 'None', 'L2': 'Poor', 'L3': 'Poor'}"
]
},
- "execution_count": 138,
+ "execution_count": 139,
"metadata": {},
"output_type": "execute_result"
}
@@ -5818,7 +5841,7 @@
},
{
"cell_type": "code",
- "execution_count": 139,
+ "execution_count": 140,
"metadata": {},
"outputs": [
{
@@ -5827,7 +5850,7 @@
"{'L1': 'Poor', 'L2': 'Negligible', 'L3': 'Negligible'}"
]
},
- "execution_count": 139,
+ "execution_count": 140,
"metadata": {},
"output_type": "execute_result"
}
@@ -5891,7 +5914,7 @@
},
{
"cell_type": "code",
- "execution_count": 140,
+ "execution_count": 141,
"metadata": {},
"outputs": [
{
@@ -5900,7 +5923,7 @@
"{'L1': 'None', 'L2': 'Poor', 'L3': 'Poor'}"
]
},
- "execution_count": 140,
+ "execution_count": 141,
"metadata": {},
"output_type": "execute_result"
}
@@ -5967,7 +5990,7 @@
},
{
"cell_type": "code",
- "execution_count": 141,
+ "execution_count": 142,
"metadata": {},
"outputs": [
{
@@ -5976,7 +5999,7 @@
"{'L1': 'Very Good', 'L2': 'Fair', 'L3': 'Poor'}"
]
},
- "execution_count": 141,
+ "execution_count": 142,
"metadata": {},
"output_type": "execute_result"
}
@@ -6045,7 +6068,7 @@
},
{
"cell_type": "code",
- "execution_count": 142,
+ "execution_count": 143,
"metadata": {},
"outputs": [
{
@@ -6054,7 +6077,7 @@
"{'L1': 'Moderate', 'L2': 'Negligible', 'L3': 'Negligible'}"
]
},
- "execution_count": 142,
+ "execution_count": 143,
"metadata": {},
"output_type": "execute_result"
}
@@ -6127,7 +6150,7 @@
},
{
"cell_type": "code",
- "execution_count": 143,
+ "execution_count": 144,
"metadata": {},
"outputs": [
{
@@ -6136,7 +6159,7 @@
"{'L1': 'None', 'L2': 'Moderate', 'L3': 'Weak'}"
]
},
- "execution_count": 143,
+ "execution_count": 144,
"metadata": {},
"output_type": "execute_result"
}
@@ -6181,7 +6204,7 @@
},
{
"cell_type": "code",
- "execution_count": 144,
+ "execution_count": 145,
"metadata": {},
"outputs": [
{
@@ -6192,7 +6215,7 @@
" 'L3': 0.17142857142857126}"
]
},
- "execution_count": 144,
+ "execution_count": 145,
"metadata": {},
"output_type": "execute_result"
}
@@ -6233,7 +6256,7 @@
},
{
"cell_type": "code",
- "execution_count": 145,
+ "execution_count": 146,
"metadata": {},
"outputs": [
{
@@ -6242,7 +6265,7 @@
"{'L1': 2.4, 'L2': 2.0, 'L3': 1.2}"
]
},
- "execution_count": 145,
+ "execution_count": 146,
"metadata": {},
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+ "C:\\Users\\Sepkjaer\\AppData\\Local\\Programs\\Python\\Python35-32\\lib\\site-packages\\pycm-4.0-py3.5.egg\\pycm\\pycm_obj.py:873: RuntimeWarning: The weight format is wrong, the result is for unweighted alpha.\n"
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- "execution_count": 258,
+ "execution_count": 259,
"metadata": {},
"output_type": "execute_result"
}
@@ -12861,7 +12884,7 @@
},
{
"cell_type": "code",
- "execution_count": 259,
+ "execution_count": 260,
"metadata": {},
"outputs": [
{
@@ -12884,7 +12907,7 @@
},
{
"cell_type": "code",
- "execution_count": 260,
+ "execution_count": 261,
"metadata": {},
"outputs": [],
"source": [
@@ -12893,7 +12916,7 @@
},
{
"cell_type": "code",
- "execution_count": 261,
+ "execution_count": 262,
"metadata": {},
"outputs": [
{
@@ -12966,7 +12989,7 @@
},
{
"cell_type": "code",
- "execution_count": 262,
+ "execution_count": 263,
"metadata": {},
"outputs": [
{
@@ -12991,7 +13014,7 @@
},
{
"cell_type": "code",
- "execution_count": 263,
+ "execution_count": 264,
"metadata": {},
"outputs": [
{
@@ -13002,7 +13025,7 @@
" 'L3': {'L1': 0.0, 'L2': 0.4, 'L3': 0.6}}"
]
},
- "execution_count": 263,
+ "execution_count": 264,
"metadata": {},
"output_type": "execute_result"
}
@@ -13013,7 +13036,7 @@
},
{
"cell_type": "code",
- "execution_count": 264,
+ "execution_count": 265,
"metadata": {},
"outputs": [
{
@@ -13036,7 +13059,7 @@
},
{
"cell_type": "code",
- "execution_count": 265,
+ "execution_count": 266,
"metadata": {},
"outputs": [
{
@@ -13109,7 +13132,7 @@
},
{
"cell_type": "code",
- "execution_count": 266,
+ "execution_count": 267,
"metadata": {},
"outputs": [
{
@@ -13264,7 +13287,7 @@
},
{
"cell_type": "code",
- "execution_count": 267,
+ "execution_count": 268,
"metadata": {},
"outputs": [
{
@@ -13291,7 +13314,7 @@
},
{
"cell_type": "code",
- "execution_count": 268,
+ "execution_count": 269,
"metadata": {},
"outputs": [
{
@@ -13318,7 +13341,7 @@
},
{
"cell_type": "code",
- "execution_count": 269,
+ "execution_count": 270,
"metadata": {},
"outputs": [
{
@@ -13427,7 +13450,7 @@
},
{
"cell_type": "code",
- "execution_count": 270,
+ "execution_count": 271,
"metadata": {},
"outputs": [
{
@@ -13449,7 +13472,7 @@
},
{
"cell_type": "code",
- "execution_count": 271,
+ "execution_count": 272,
"metadata": {},
"outputs": [
{
@@ -13478,7 +13501,7 @@
},
{
"cell_type": "code",
- "execution_count": 272,
+ "execution_count": 273,
"metadata": {},
"outputs": [],
"source": [
@@ -13496,7 +13519,7 @@
},
{
"cell_type": "code",
- "execution_count": 273,
+ "execution_count": 274,
"metadata": {},
"outputs": [
{
@@ -13506,7 +13529,7 @@
" 'Status': True}"
]
},
- "execution_count": 273,
+ "execution_count": 274,
"metadata": {},
"output_type": "execute_result"
}
@@ -13524,7 +13547,7 @@
},
{
"cell_type": "code",
- "execution_count": 274,
+ "execution_count": 275,
"metadata": {},
"outputs": [
{
@@ -13534,7 +13557,7 @@
" 'Status': True}"
]
},
- "execution_count": 274,
+ "execution_count": 275,
"metadata": {},
"output_type": "execute_result"
}
@@ -13555,7 +13578,7 @@
},
{
"cell_type": "code",
- "execution_count": 275,
+ "execution_count": 276,
"metadata": {},
"outputs": [
{
@@ -13565,7 +13588,7 @@
" 'Status': True}"
]
},
- "execution_count": 275,
+ "execution_count": 276,
"metadata": {},
"output_type": "execute_result"
}
@@ -13587,7 +13610,7 @@
},
{
"cell_type": "code",
- "execution_count": 276,
+ "execution_count": 277,
"metadata": {},
"outputs": [
{
@@ -13597,7 +13620,7 @@
" 'Status': True}"
]
},
- "execution_count": 276,
+ "execution_count": 277,
"metadata": {},
"output_type": "execute_result"
}
@@ -13617,7 +13640,7 @@
},
{
"cell_type": "code",
- "execution_count": 277,
+ "execution_count": 278,
"metadata": {},
"outputs": [
{
@@ -13627,7 +13650,7 @@
" 'Status': True}"
]
},
- "execution_count": 277,
+ "execution_count": 278,
"metadata": {},
"output_type": "execute_result"
}
@@ -13648,7 +13671,7 @@
},
{
"cell_type": "code",
- "execution_count": 278,
+ "execution_count": 279,
"metadata": {},
"outputs": [
{
@@ -13658,7 +13681,7 @@
" 'Status': False}"
]
},
- "execution_count": 278,
+ "execution_count": 279,
"metadata": {},
"output_type": "execute_result"
}
@@ -13741,7 +13764,7 @@
},
{
"cell_type": "code",
- "execution_count": 279,
+ "execution_count": 280,
"metadata": {},
"outputs": [
{
@@ -13751,7 +13774,7 @@
" 'Status': True}"
]
},
- "execution_count": 279,
+ "execution_count": 280,
"metadata": {},
"output_type": "execute_result"
}
@@ -13769,7 +13792,7 @@
},
{
"cell_type": "code",
- "execution_count": 280,
+ "execution_count": 281,
"metadata": {},
"outputs": [
{
@@ -13779,7 +13802,7 @@
" 'Status': True}"
]
},
- "execution_count": 280,
+ "execution_count": 281,
"metadata": {},
"output_type": "execute_result"
}
@@ -13800,7 +13823,7 @@
},
{
"cell_type": "code",
- "execution_count": 281,
+ "execution_count": 282,
"metadata": {},
"outputs": [
{
@@ -13810,7 +13833,7 @@
" 'Status': True}"
]
},
- "execution_count": 281,
+ "execution_count": 282,
"metadata": {},
"output_type": "execute_result"
}
@@ -13832,7 +13855,7 @@
},
{
"cell_type": "code",
- "execution_count": 282,
+ "execution_count": 283,
"metadata": {},
"outputs": [
{
@@ -13842,7 +13865,7 @@
" 'Status': True}"
]
},
- "execution_count": 282,
+ "execution_count": 283,
"metadata": {},
"output_type": "execute_result"
}
@@ -13862,7 +13885,7 @@
},
{
"cell_type": "code",
- "execution_count": 283,
+ "execution_count": 284,
"metadata": {},
"outputs": [
{
@@ -13872,7 +13895,7 @@
" 'Status': True}"
]
},
- "execution_count": 283,
+ "execution_count": 284,
"metadata": {},
"output_type": "execute_result"
}
@@ -13892,7 +13915,7 @@
},
{
"cell_type": "code",
- "execution_count": 284,
+ "execution_count": 285,
"metadata": {},
"outputs": [
{
@@ -13902,7 +13925,7 @@
" 'Status': True}"
]
},
- "execution_count": 284,
+ "execution_count": 285,
"metadata": {},
"output_type": "execute_result"
}
@@ -13923,7 +13946,7 @@
},
{
"cell_type": "code",
- "execution_count": 285,
+ "execution_count": 286,
"metadata": {},
"outputs": [
{
@@ -13933,7 +13956,7 @@
" 'Status': True}"
]
},
- "execution_count": 285,
+ "execution_count": 286,
"metadata": {},
"output_type": "execute_result"
}
@@ -13954,7 +13977,7 @@
},
{
"cell_type": "code",
- "execution_count": 286,
+ "execution_count": 287,
"metadata": {},
"outputs": [
{
@@ -13964,7 +13987,7 @@
" 'Status': False}"
]
},
- "execution_count": 286,
+ "execution_count": 287,
"metadata": {},
"output_type": "execute_result"
}
@@ -14077,7 +14100,7 @@
},
{
"cell_type": "code",
- "execution_count": 287,
+ "execution_count": 288,
"metadata": {},
"outputs": [
{
@@ -14087,7 +14110,7 @@
" 'Status': True}"
]
},
- "execution_count": 287,
+ "execution_count": 288,
"metadata": {},
"output_type": "execute_result"
}
@@ -14107,7 +14130,7 @@
},
{
"cell_type": "code",
- "execution_count": 288,
+ "execution_count": 289,
"metadata": {},
"outputs": [
{
@@ -14117,7 +14140,7 @@
" 'Status': True}"
]
},
- "execution_count": 288,
+ "execution_count": 289,
"metadata": {},
"output_type": "execute_result"
}
@@ -14139,7 +14162,7 @@
},
{
"cell_type": "code",
- "execution_count": 289,
+ "execution_count": 290,
"metadata": {},
"outputs": [
{
@@ -14149,7 +14172,7 @@
" 'Status': True}"
]
},
- "execution_count": 289,
+ "execution_count": 290,
"metadata": {},
"output_type": "execute_result"
}
@@ -14172,7 +14195,7 @@
},
{
"cell_type": "code",
- "execution_count": 290,
+ "execution_count": 291,
"metadata": {},
"outputs": [
{
@@ -14182,7 +14205,7 @@
" 'Status': True}"
]
},
- "execution_count": 290,
+ "execution_count": 291,
"metadata": {},
"output_type": "execute_result"
}
@@ -14205,7 +14228,7 @@
},
{
"cell_type": "code",
- "execution_count": 291,
+ "execution_count": 292,
"metadata": {},
"outputs": [
{
@@ -14215,7 +14238,7 @@
" 'Status': True}"
]
},
- "execution_count": 291,
+ "execution_count": 292,
"metadata": {},
"output_type": "execute_result"
}
@@ -14237,7 +14260,7 @@
},
{
"cell_type": "code",
- "execution_count": 292,
+ "execution_count": 293,
"metadata": {},
"outputs": [
{
@@ -14247,7 +14270,7 @@
" 'Status': True}"
]
},
- "execution_count": 292,
+ "execution_count": 293,
"metadata": {},
"output_type": "execute_result"
}
@@ -14268,7 +14291,7 @@
},
{
"cell_type": "code",
- "execution_count": 293,
+ "execution_count": 294,
"metadata": {},
"outputs": [
{
@@ -14278,7 +14301,7 @@
" 'Status': False}"
]
},
- "execution_count": 293,
+ "execution_count": 294,
"metadata": {},
"output_type": "execute_result"
}
@@ -14371,7 +14394,7 @@
},
{
"cell_type": "code",
- "execution_count": 294,
+ "execution_count": 295,
"metadata": {},
"outputs": [
{
@@ -14381,7 +14404,7 @@
" 'Status': True}"
]
},
- "execution_count": 294,
+ "execution_count": 295,
"metadata": {},
"output_type": "execute_result"
}
@@ -14399,7 +14422,7 @@
},
{
"cell_type": "code",
- "execution_count": 295,
+ "execution_count": 296,
"metadata": {},
"outputs": [
{
@@ -14409,7 +14432,7 @@
" 'Status': True}"
]
},
- "execution_count": 295,
+ "execution_count": 296,
"metadata": {},
"output_type": "execute_result"
}
@@ -14429,7 +14452,7 @@
},
{
"cell_type": "code",
- "execution_count": 296,
+ "execution_count": 297,
"metadata": {},
"outputs": [
{
@@ -14439,7 +14462,7 @@
" 'Status': True}"
]
},
- "execution_count": 296,
+ "execution_count": 297,
"metadata": {},
"output_type": "execute_result"
}
@@ -14459,7 +14482,7 @@
},
{
"cell_type": "code",
- "execution_count": 297,
+ "execution_count": 298,
"metadata": {},
"outputs": [
{
@@ -14469,7 +14492,7 @@
" 'Status': False}"
]
},
- "execution_count": 297,
+ "execution_count": 298,
"metadata": {},
"output_type": "execute_result"
}
@@ -14531,7 +14554,7 @@
},
{
"cell_type": "code",
- "execution_count": 298,
+ "execution_count": 299,
"metadata": {},
"outputs": [
{
@@ -14541,7 +14564,7 @@
" 'Status': True}"
]
},
- "execution_count": 298,
+ "execution_count": 299,
"metadata": {},
"output_type": "execute_result"
}
@@ -14559,7 +14582,7 @@
},
{
"cell_type": "code",
- "execution_count": 299,
+ "execution_count": 300,
"metadata": {},
"outputs": [
{
@@ -14569,7 +14592,7 @@
" 'Status': False}"
]
},
- "execution_count": 299,
+ "execution_count": 300,
"metadata": {},
"output_type": "execute_result"
}
@@ -14611,7 +14634,7 @@
},
{
"cell_type": "code",
- "execution_count": 300,
+ "execution_count": 301,
"metadata": {},
"outputs": [
{
@@ -14631,7 +14654,7 @@
},
{
"cell_type": "code",
- "execution_count": 301,
+ "execution_count": 302,
"metadata": {
"scrolled": true
},
@@ -14653,7 +14676,7 @@
},
{
"cell_type": "code",
- "execution_count": 302,
+ "execution_count": 303,
"metadata": {},
"outputs": [
{
@@ -14673,7 +14696,7 @@
},
{
"cell_type": "code",
- "execution_count": 303,
+ "execution_count": 304,
"metadata": {},
"outputs": [
{
@@ -14693,7 +14716,7 @@
},
{
"cell_type": "code",
- "execution_count": 304,
+ "execution_count": 305,
"metadata": {},
"outputs": [
{
@@ -14713,7 +14736,7 @@
},
{
"cell_type": "code",
- "execution_count": 305,
+ "execution_count": 306,
"metadata": {},
"outputs": [
{
@@ -14733,7 +14756,7 @@
},
{
"cell_type": "code",
- "execution_count": 306,
+ "execution_count": 307,
"metadata": {},
"outputs": [
{
@@ -14753,7 +14776,7 @@
},
{
"cell_type": "code",
- "execution_count": 307,
+ "execution_count": 308,
"metadata": {},
"outputs": [
{
@@ -14773,7 +14796,7 @@
},
{
"cell_type": "code",
- "execution_count": 308,
+ "execution_count": 309,
"metadata": {},
"outputs": [
{
@@ -14793,7 +14816,7 @@
},
{
"cell_type": "code",
- "execution_count": 309,
+ "execution_count": 310,
"metadata": {},
"outputs": [
{
@@ -14813,7 +14836,7 @@
},
{
"cell_type": "code",
- "execution_count": 310,
+ "execution_count": 311,
"metadata": {},
"outputs": [
{
@@ -14833,7 +14856,7 @@
},
{
"cell_type": "code",
- "execution_count": 311,
+ "execution_count": 312,
"metadata": {},
"outputs": [
{
@@ -14856,7 +14879,7 @@
},
{
"cell_type": "code",
- "execution_count": 312,
+ "execution_count": 313,
"metadata": {},
"outputs": [
{
@@ -14878,7 +14901,7 @@
},
{
"cell_type": "code",
- "execution_count": 313,
+ "execution_count": 314,
"metadata": {},
"outputs": [
{
@@ -14900,7 +14923,7 @@
},
{
"cell_type": "code",
- "execution_count": 314,
+ "execution_count": 315,
"metadata": {},
"outputs": [
{
@@ -14921,7 +14944,7 @@
},
{
"cell_type": "code",
- "execution_count": 315,
+ "execution_count": 316,
"metadata": {},
"outputs": [
{
@@ -14941,7 +14964,7 @@
},
{
"cell_type": "code",
- "execution_count": 316,
+ "execution_count": 317,
"metadata": {},
"outputs": [
{
@@ -14961,7 +14984,7 @@
},
{
"cell_type": "code",
- "execution_count": 317,
+ "execution_count": 318,
"metadata": {},
"outputs": [
{
@@ -14981,7 +15004,7 @@
},
{
"cell_type": "code",
- "execution_count": 318,
+ "execution_count": 319,
"metadata": {},
"outputs": [
{
@@ -15001,7 +15024,7 @@
},
{
"cell_type": "code",
- "execution_count": 319,
+ "execution_count": 320,
"metadata": {},
"outputs": [
{
@@ -15021,7 +15044,7 @@
},
{
"cell_type": "code",
- "execution_count": 320,
+ "execution_count": 321,
"metadata": {},
"outputs": [
{
@@ -15041,7 +15064,7 @@
},
{
"cell_type": "code",
- "execution_count": 321,
+ "execution_count": 322,
"metadata": {},
"outputs": [
{
@@ -15061,7 +15084,7 @@
},
{
"cell_type": "code",
- "execution_count": 322,
+ "execution_count": 323,
"metadata": {},
"outputs": [
{
@@ -15081,7 +15104,7 @@
},
{
"cell_type": "code",
- "execution_count": 323,
+ "execution_count": 324,
"metadata": {},
"outputs": [
{
@@ -15101,7 +15124,7 @@
},
{
"cell_type": "code",
- "execution_count": 324,
+ "execution_count": 325,
"metadata": {},
"outputs": [
{
@@ -15121,7 +15144,7 @@
},
{
"cell_type": "code",
- "execution_count": 325,
+ "execution_count": 326,
"metadata": {},
"outputs": [
{
@@ -15144,7 +15167,7 @@
},
{
"cell_type": "code",
- "execution_count": 326,
+ "execution_count": 327,
"metadata": {},
"outputs": [
{
@@ -15167,7 +15190,7 @@
},
{
"cell_type": "code",
- "execution_count": 327,
+ "execution_count": 328,
"metadata": {},
"outputs": [
{
@@ -15190,7 +15213,7 @@
},
{
"cell_type": "code",
- "execution_count": 328,
+ "execution_count": 329,
"metadata": {},
"outputs": [
{
@@ -15213,7 +15236,7 @@
},
{
"cell_type": "code",
- "execution_count": 329,
+ "execution_count": 330,
"metadata": {},
"outputs": [
{
@@ -15236,7 +15259,7 @@
},
{
"cell_type": "code",
- "execution_count": 330,
+ "execution_count": 331,
"metadata": {},
"outputs": [
{
@@ -15260,7 +15283,7 @@
},
{
"cell_type": "code",
- "execution_count": 331,
+ "execution_count": 332,
"metadata": {},
"outputs": [
{
@@ -15284,7 +15307,7 @@
},
{
"cell_type": "code",
- "execution_count": 332,
+ "execution_count": 333,
"metadata": {},
"outputs": [
{
@@ -15308,7 +15331,7 @@
},
{
"cell_type": "code",
- "execution_count": 333,
+ "execution_count": 334,
"metadata": {},
"outputs": [
{
@@ -15331,7 +15354,7 @@
},
{
"cell_type": "code",
- "execution_count": 334,
+ "execution_count": 335,
"metadata": {},
"outputs": [
{
@@ -15354,7 +15377,7 @@
},
{
"cell_type": "code",
- "execution_count": 335,
+ "execution_count": 336,
"metadata": {},
"outputs": [
{
@@ -15378,9 +15401,17 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 337,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Class extraction from input failed. Input vectors should be a list of sets with unified types.\n"
+ ]
+ }
+ ],
"source": [
"try:\n",
" mlcm = MultiLabelCM([[0, 1], [1, 1]], [[1, 0], [1, 0]])\n",
@@ -15390,9 +15421,17 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 338,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Given class name is not among problem's classes.\n"
+ ]
+ }
+ ],
"source": [
"try:\n",
" mlcm = MultiLabelCM([{'dog'}, {'cat', 'dog'}], [{'cat'}, {'cat'}])\n",
@@ -15403,9 +15442,17 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 339,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Given index is out of vector's range.\n"
+ ]
+ }
+ ],
"source": [
"try:\n",
" mlcm.get_cm_by_sample(2)\n",
@@ -15415,9 +15462,17 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 340,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "The type of input vectors is assumed to be a list or a NumPy array\n"
+ ]
+ }
+ ],
"source": [
"try:\n",
" mlcm = MultiLabelCM(2, [{1, 0}, {1, 0}])\n",
@@ -15427,9 +15482,17 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 341,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Input vectors must have same length\n"
+ ]
+ }
+ ],
"source": [
"try:\n",
" mlcm = MultiLabelCM([{1, 0}, {1, 0}, {1,1}], [{1, 0}, {1, 0}])\n",
@@ -15439,9 +15502,17 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 342,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Input vectors are empty\n"
+ ]
+ }
+ ],
"source": [
"try:\n",
" mlcm = MultiLabelCM([], [])\n",
@@ -15451,9 +15522,17 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 343,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "The classes list isn't unique. It contains duplicated labels.\n"
+ ]
+ }
+ ],
"source": [
"try:\n",
" mlcm = MultiLabelCM([{1, 0}, {1, 0}], [{1, 0}, {1, 0}], classes=[1,0,1])\n",
diff --git a/Document/Document_files/cm1.html b/Document/Document_files/cm1.html
index f8e480c0..29c91105 100644
--- a/Document/Document_files/cm1.html
+++ b/Document/Document_files/cm1.html
@@ -787,6 +787,6 @@ Class Statistics :
Similarity index |
-Generated By PyCM Version 3.9
+Generated By PyCM Version 4.0