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add glass identification dataset
This commit is contained in:
Arkadiusz Kondas
parent
dd53581309
commit
c9c592cb09
215
data/glass.csv
Normal file
215
data/glass.csv
Normal file
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RI: refractive index,Na: Sodium,Mg: Magnesium,Al: Aluminum,Si: Silicon,K: Potassium,Ca: Calcium,Ba: Barium,Fe: Iron,type of glass
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1.52101,13.64,4.49,1.10,71.78,0.06,8.75,0.00,0.00,building_windows_float_processed
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1.51743,13.30,3.60,1.14,73.09,0.58,8.17,0.00,0.00,building_windows_float_processed
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1.51756,13.15,3.61,1.05,73.24,0.57,8.24,0.00,0.00,building_windows_float_processed
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1.51755,13.00,3.60,1.36,72.99,0.57,8.40,0.00,0.11,building_windows_float_processed
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1.51571,12.72,3.46,1.56,73.20,0.67,8.09,0.00,0.24,building_windows_float_processed
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1.51589,12.88,3.43,1.40,73.28,0.69,8.05,0.00,0.24,building_windows_float_processed
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1.51748,12.86,3.56,1.27,73.21,0.54,8.38,0.00,0.17,building_windows_float_processed
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1.51763,12.61,3.59,1.31,73.29,0.58,8.50,0.00,0.00,building_windows_float_processed
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1.51761,12.81,3.54,1.23,73.24,0.58,8.39,0.00,0.00,building_windows_float_processed
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1.51784,12.68,3.67,1.16,73.11,0.61,8.70,0.00,0.00,building_windows_float_processed
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1.52196,14.36,3.85,0.89,71.36,0.15,9.15,0.00,0.00,building_windows_float_processed
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1.51911,13.90,3.73,1.18,72.12,0.06,8.89,0.00,0.00,building_windows_float_processed
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1.51735,13.02,3.54,1.69,72.73,0.54,8.44,0.00,0.07,building_windows_float_processed
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1.51750,12.82,3.55,1.49,72.75,0.54,8.52,0.00,0.19,building_windows_float_processed
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1.51966,14.77,3.75,0.29,72.02,0.03,9.00,0.00,0.00,building_windows_float_processed
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1.51736,12.78,3.62,1.29,72.79,0.59,8.70,0.00,0.00,building_windows_float_processed
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1.51751,12.81,3.57,1.35,73.02,0.62,8.59,0.00,0.00,building_windows_float_processed
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1.51720,13.38,3.50,1.15,72.85,0.50,8.43,0.00,0.00,building_windows_float_processed
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1.51764,12.98,3.54,1.21,73.00,0.65,8.53,0.00,0.00,building_windows_float_processed
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1.51793,13.21,3.48,1.41,72.64,0.59,8.43,0.00,0.00,building_windows_float_processed
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1.51721,12.87,3.48,1.33,73.04,0.56,8.43,0.00,0.00,building_windows_float_processed
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1.51768,12.56,3.52,1.43,73.15,0.57,8.54,0.00,0.00,building_windows_float_processed
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1.51784,13.08,3.49,1.28,72.86,0.60,8.49,0.00,0.00,building_windows_float_processed
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1.51768,12.65,3.56,1.30,73.08,0.61,8.69,0.00,0.14,building_windows_float_processed
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1.51747,12.84,3.50,1.14,73.27,0.56,8.55,0.00,0.00,building_windows_float_processed
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1.51775,12.85,3.48,1.23,72.97,0.61,8.56,0.09,0.22,building_windows_float_processed
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1.51753,12.57,3.47,1.38,73.39,0.60,8.55,0.00,0.06,building_windows_float_processed
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1.51783,12.69,3.54,1.34,72.95,0.57,8.75,0.00,0.00,building_windows_float_processed
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1.51567,13.29,3.45,1.21,72.74,0.56,8.57,0.00,0.00,building_windows_float_processed
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1.51909,13.89,3.53,1.32,71.81,0.51,8.78,0.11,0.00,building_windows_float_processed
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1.51797,12.74,3.48,1.35,72.96,0.64,8.68,0.00,0.00,building_windows_float_processed
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1.52213,14.21,3.82,0.47,71.77,0.11,9.57,0.00,0.00,building_windows_float_processed
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1.52213,14.21,3.82,0.47,71.77,0.11,9.57,0.00,0.00,building_windows_float_processed
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1.51793,12.79,3.50,1.12,73.03,0.64,8.77,0.00,0.00,building_windows_float_processed
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1.51755,12.71,3.42,1.20,73.20,0.59,8.64,0.00,0.00,building_windows_float_processed
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1.51779,13.21,3.39,1.33,72.76,0.59,8.59,0.00,0.00,building_windows_float_processed
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1.52210,13.73,3.84,0.72,71.76,0.17,9.74,0.00,0.00,building_windows_float_processed
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1.51786,12.73,3.43,1.19,72.95,0.62,8.76,0.00,0.30,building_windows_float_processed
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1.51900,13.49,3.48,1.35,71.95,0.55,9.00,0.00,0.00,building_windows_float_processed
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1.51869,13.19,3.37,1.18,72.72,0.57,8.83,0.00,0.16,building_windows_float_processed
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1.52667,13.99,3.70,0.71,71.57,0.02,9.82,0.00,0.10,building_windows_float_processed
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1.52223,13.21,3.77,0.79,71.99,0.13,10.02,0.00,0.00,building_windows_float_processed
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1.51898,13.58,3.35,1.23,72.08,0.59,8.91,0.00,0.00,building_windows_float_processed
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1.52320,13.72,3.72,0.51,71.75,0.09,10.06,0.00,0.16,building_windows_float_processed
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1.51926,13.20,3.33,1.28,72.36,0.60,9.14,0.00,0.11,building_windows_float_processed
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1.51808,13.43,2.87,1.19,72.84,0.55,9.03,0.00,0.00,building_windows_float_processed
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1.51837,13.14,2.84,1.28,72.85,0.55,9.07,0.00,0.00,building_windows_float_processed
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1.51778,13.21,2.81,1.29,72.98,0.51,9.02,0.00,0.09,building_windows_float_processed
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1.51769,12.45,2.71,1.29,73.70,0.56,9.06,0.00,0.24,building_windows_float_processed
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1.51215,12.99,3.47,1.12,72.98,0.62,8.35,0.00,0.31,building_windows_float_processed
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1.51824,12.87,3.48,1.29,72.95,0.60,8.43,0.00,0.00,building_windows_float_processed
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1.51754,13.48,3.74,1.17,72.99,0.59,8.03,0.00,0.00,building_windows_float_processed
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1.51754,13.39,3.66,1.19,72.79,0.57,8.27,0.00,0.11,building_windows_float_processed
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1.51905,13.60,3.62,1.11,72.64,0.14,8.76,0.00,0.00,building_windows_float_processed
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1.51977,13.81,3.58,1.32,71.72,0.12,8.67,0.69,0.00,building_windows_float_processed
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1.52172,13.51,3.86,0.88,71.79,0.23,9.54,0.00,0.11,building_windows_float_processed
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1.52227,14.17,3.81,0.78,71.35,0.00,9.69,0.00,0.00,building_windows_float_processed
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1.52172,13.48,3.74,0.90,72.01,0.18,9.61,0.00,0.07,building_windows_float_processed
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1.52099,13.69,3.59,1.12,71.96,0.09,9.40,0.00,0.00,building_windows_float_processed
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1.52152,13.05,3.65,0.87,72.22,0.19,9.85,0.00,0.17,building_windows_float_processed
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1.52152,13.05,3.65,0.87,72.32,0.19,9.85,0.00,0.17,building_windows_float_processed
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1.52152,13.12,3.58,0.90,72.20,0.23,9.82,0.00,0.16,building_windows_float_processed
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1.52300,13.31,3.58,0.82,71.99,0.12,10.17,0.00,0.03,building_windows_float_processed
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1.51574,14.86,3.67,1.74,71.87,0.16,7.36,0.00,0.12,building_windows_non_float_processed
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1.51848,13.64,3.87,1.27,71.96,0.54,8.32,0.00,0.32,building_windows_non_float_processed
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1.51593,13.09,3.59,1.52,73.10,0.67,7.83,0.00,0.00,building_windows_non_float_processed
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1.51631,13.34,3.57,1.57,72.87,0.61,7.89,0.00,0.00,building_windows_non_float_processed
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1.51596,13.02,3.56,1.54,73.11,0.72,7.90,0.00,0.00,building_windows_non_float_processed
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1.51590,13.02,3.58,1.51,73.12,0.69,7.96,0.00,0.00,building_windows_non_float_processed
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1.51645,13.44,3.61,1.54,72.39,0.66,8.03,0.00,0.00,building_windows_non_float_processed
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1.51627,13.00,3.58,1.54,72.83,0.61,8.04,0.00,0.00,building_windows_non_float_processed
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1.51613,13.92,3.52,1.25,72.88,0.37,7.94,0.00,0.14,building_windows_non_float_processed
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1.51590,12.82,3.52,1.90,72.86,0.69,7.97,0.00,0.00,building_windows_non_float_processed
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1.51592,12.86,3.52,2.12,72.66,0.69,7.97,0.00,0.00,building_windows_non_float_processed
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1.51593,13.25,3.45,1.43,73.17,0.61,7.86,0.00,0.00,building_windows_non_float_processed
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1.51646,13.41,3.55,1.25,72.81,0.68,8.10,0.00,0.00,building_windows_non_float_processed
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1.51594,13.09,3.52,1.55,72.87,0.68,8.05,0.00,0.09,building_windows_non_float_processed
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1.51409,14.25,3.09,2.08,72.28,1.10,7.08,0.00,0.00,building_windows_non_float_processed
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1.51625,13.36,3.58,1.49,72.72,0.45,8.21,0.00,0.00,building_windows_non_float_processed
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1.51569,13.24,3.49,1.47,73.25,0.38,8.03,0.00,0.00,building_windows_non_float_processed
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1.51645,13.40,3.49,1.52,72.65,0.67,8.08,0.00,0.10,building_windows_non_float_processed
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1.51618,13.01,3.50,1.48,72.89,0.60,8.12,0.00,0.00,building_windows_non_float_processed
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1.51640,12.55,3.48,1.87,73.23,0.63,8.08,0.00,0.09,building_windows_non_float_processed
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1.51841,12.93,3.74,1.11,72.28,0.64,8.96,0.00,0.22,building_windows_non_float_processed
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1.51605,12.90,3.44,1.45,73.06,0.44,8.27,0.00,0.00,building_windows_non_float_processed
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1.51588,13.12,3.41,1.58,73.26,0.07,8.39,0.00,0.19,building_windows_non_float_processed
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1.51590,13.24,3.34,1.47,73.10,0.39,8.22,0.00,0.00,building_windows_non_float_processed
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1.51629,12.71,3.33,1.49,73.28,0.67,8.24,0.00,0.00,building_windows_non_float_processed
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1.51860,13.36,3.43,1.43,72.26,0.51,8.60,0.00,0.00,building_windows_non_float_processed
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1.51841,13.02,3.62,1.06,72.34,0.64,9.13,0.00,0.15,building_windows_non_float_processed
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1.51743,12.20,3.25,1.16,73.55,0.62,8.90,0.00,0.24,building_windows_non_float_processed
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1.51689,12.67,2.88,1.71,73.21,0.73,8.54,0.00,0.00,building_windows_non_float_processed
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1.51811,12.96,2.96,1.43,72.92,0.60,8.79,0.14,0.00,building_windows_non_float_processed
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1.51655,12.75,2.85,1.44,73.27,0.57,8.79,0.11,0.22,building_windows_non_float_processed
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1.51730,12.35,2.72,1.63,72.87,0.70,9.23,0.00,0.00,building_windows_non_float_processed
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1.51820,12.62,2.76,0.83,73.81,0.35,9.42,0.00,0.20,building_windows_non_float_processed
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1.52725,13.80,3.15,0.66,70.57,0.08,11.64,0.00,0.00,building_windows_non_float_processed
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1.52410,13.83,2.90,1.17,71.15,0.08,10.79,0.00,0.00,building_windows_non_float_processed
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1.52475,11.45,0.00,1.88,72.19,0.81,13.24,0.00,0.34,building_windows_non_float_processed
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1.53125,10.73,0.00,2.10,69.81,0.58,13.30,3.15,0.28,building_windows_non_float_processed
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1.53393,12.30,0.00,1.00,70.16,0.12,16.19,0.00,0.24,building_windows_non_float_processed
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1.52222,14.43,0.00,1.00,72.67,0.10,11.52,0.00,0.08,building_windows_non_float_processed
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1.51818,13.72,0.00,0.56,74.45,0.00,10.99,0.00,0.00,building_windows_non_float_processed
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1.52664,11.23,0.00,0.77,73.21,0.00,14.68,0.00,0.00,building_windows_non_float_processed
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1.52739,11.02,0.00,0.75,73.08,0.00,14.96,0.00,0.00,building_windows_non_float_processed
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1.52777,12.64,0.00,0.67,72.02,0.06,14.40,0.00,0.00,building_windows_non_float_processed
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1.51892,13.46,3.83,1.26,72.55,0.57,8.21,0.00,0.14,building_windows_non_float_processed
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1.51847,13.10,3.97,1.19,72.44,0.60,8.43,0.00,0.00,building_windows_non_float_processed
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1.51846,13.41,3.89,1.33,72.38,0.51,8.28,0.00,0.00,building_windows_non_float_processed
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1.51829,13.24,3.90,1.41,72.33,0.55,8.31,0.00,0.10,building_windows_non_float_processed
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1.51708,13.72,3.68,1.81,72.06,0.64,7.88,0.00,0.00,building_windows_non_float_processed
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1.51673,13.30,3.64,1.53,72.53,0.65,8.03,0.00,0.29,building_windows_non_float_processed
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1.51652,13.56,3.57,1.47,72.45,0.64,7.96,0.00,0.00,building_windows_non_float_processed
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1.51844,13.25,3.76,1.32,72.40,0.58,8.42,0.00,0.00,building_windows_non_float_processed
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1.51663,12.93,3.54,1.62,72.96,0.64,8.03,0.00,0.21,building_windows_non_float_processed
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1.51687,13.23,3.54,1.48,72.84,0.56,8.10,0.00,0.00,building_windows_non_float_processed
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1.51707,13.48,3.48,1.71,72.52,0.62,7.99,0.00,0.00,building_windows_non_float_processed
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1.52177,13.20,3.68,1.15,72.75,0.54,8.52,0.00,0.00,building_windows_non_float_processed
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1.51872,12.93,3.66,1.56,72.51,0.58,8.55,0.00,0.12,building_windows_non_float_processed
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1.51667,12.94,3.61,1.26,72.75,0.56,8.60,0.00,0.00,building_windows_non_float_processed
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1.52081,13.78,2.28,1.43,71.99,0.49,9.85,0.00,0.17,building_windows_non_float_processed
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1.52068,13.55,2.09,1.67,72.18,0.53,9.57,0.27,0.17,building_windows_non_float_processed
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1.52020,13.98,1.35,1.63,71.76,0.39,10.56,0.00,0.18,building_windows_non_float_processed
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1.52177,13.75,1.01,1.36,72.19,0.33,11.14,0.00,0.00,building_windows_non_float_processed
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1.52614,13.70,0.00,1.36,71.24,0.19,13.44,0.00,0.10,building_windows_non_float_processed
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1.51813,13.43,3.98,1.18,72.49,0.58,8.15,0.00,0.00,building_windows_non_float_processed
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1.51800,13.71,3.93,1.54,71.81,0.54,8.21,0.00,0.15,building_windows_non_float_processed
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1.51811,13.33,3.85,1.25,72.78,0.52,8.12,0.00,0.00,building_windows_non_float_processed
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1.51789,13.19,3.90,1.30,72.33,0.55,8.44,0.00,0.28,building_windows_non_float_processed
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1.51806,13.00,3.80,1.08,73.07,0.56,8.38,0.00,0.12,building_windows_non_float_processed
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||||||
|
1.51711,12.89,3.62,1.57,72.96,0.61,8.11,0.00,0.00,building_windows_non_float_processed
|
||||||
|
1.51674,12.79,3.52,1.54,73.36,0.66,7.90,0.00,0.00,building_windows_non_float_processed
|
||||||
|
1.51674,12.87,3.56,1.64,73.14,0.65,7.99,0.00,0.00,building_windows_non_float_processed
|
||||||
|
1.51690,13.33,3.54,1.61,72.54,0.68,8.11,0.00,0.00,building_windows_non_float_processed
|
||||||
|
1.51851,13.20,3.63,1.07,72.83,0.57,8.41,0.09,0.17,building_windows_non_float_processed
|
||||||
|
1.51662,12.85,3.51,1.44,73.01,0.68,8.23,0.06,0.25,building_windows_non_float_processed
|
||||||
|
1.51709,13.00,3.47,1.79,72.72,0.66,8.18,0.00,0.00,building_windows_non_float_processed
|
||||||
|
1.51660,12.99,3.18,1.23,72.97,0.58,8.81,0.00,0.24,building_windows_non_float_processed
|
||||||
|
1.51839,12.85,3.67,1.24,72.57,0.62,8.68,0.00,0.35,building_windows_non_float_processed
|
||||||
|
1.51769,13.65,3.66,1.11,72.77,0.11,8.60,0.00,0.00,vehicle_windows_float_processed
|
||||||
|
1.51610,13.33,3.53,1.34,72.67,0.56,8.33,0.00,0.00,vehicle_windows_float_processed
|
||||||
|
1.51670,13.24,3.57,1.38,72.70,0.56,8.44,0.00,0.10,vehicle_windows_float_processed
|
||||||
|
1.51643,12.16,3.52,1.35,72.89,0.57,8.53,0.00,0.00,vehicle_windows_float_processed
|
||||||
|
1.51665,13.14,3.45,1.76,72.48,0.60,8.38,0.00,0.17,vehicle_windows_float_processed
|
||||||
|
1.52127,14.32,3.90,0.83,71.50,0.00,9.49,0.00,0.00,vehicle_windows_float_processed
|
||||||
|
1.51779,13.64,3.65,0.65,73.00,0.06,8.93,0.00,0.00,vehicle_windows_float_processed
|
||||||
|
1.51610,13.42,3.40,1.22,72.69,0.59,8.32,0.00,0.00,vehicle_windows_float_processed
|
||||||
|
1.51694,12.86,3.58,1.31,72.61,0.61,8.79,0.00,0.00,vehicle_windows_float_processed
|
||||||
|
1.51646,13.04,3.40,1.26,73.01,0.52,8.58,0.00,0.00,vehicle_windows_float_processed
|
||||||
|
1.51655,13.41,3.39,1.28,72.64,0.52,8.65,0.00,0.00,vehicle_windows_float_processed
|
||||||
|
1.52121,14.03,3.76,0.58,71.79,0.11,9.65,0.00,0.00,vehicle_windows_float_processed
|
||||||
|
1.51776,13.53,3.41,1.52,72.04,0.58,8.79,0.00,0.00,vehicle_windows_float_processed
|
||||||
|
1.51796,13.50,3.36,1.63,71.94,0.57,8.81,0.00,0.09,vehicle_windows_float_processed
|
||||||
|
1.51832,13.33,3.34,1.54,72.14,0.56,8.99,0.00,0.00,vehicle_windows_float_processed
|
||||||
|
1.51934,13.64,3.54,0.75,72.65,0.16,8.89,0.15,0.24,vehicle_windows_float_processed
|
||||||
|
1.52211,14.19,3.78,0.91,71.36,0.23,9.14,0.00,0.37,vehicle_windows_float_processed
|
||||||
|
1.51514,14.01,2.68,3.50,69.89,1.68,5.87,2.20,0.00,containers
|
||||||
|
1.51915,12.73,1.85,1.86,72.69,0.60,10.09,0.00,0.00,containers
|
||||||
|
1.52171,11.56,1.88,1.56,72.86,0.47,11.41,0.00,0.00,containers
|
||||||
|
1.52151,11.03,1.71,1.56,73.44,0.58,11.62,0.00,0.00,containers
|
||||||
|
1.51969,12.64,0.00,1.65,73.75,0.38,11.53,0.00,0.00,containers
|
||||||
|
1.51666,12.86,0.00,1.83,73.88,0.97,10.17,0.00,0.00,containers
|
||||||
|
1.51994,13.27,0.00,1.76,73.03,0.47,11.32,0.00,0.00,containers
|
||||||
|
1.52369,13.44,0.00,1.58,72.22,0.32,12.24,0.00,0.00,containers
|
||||||
|
1.51316,13.02,0.00,3.04,70.48,6.21,6.96,0.00,0.00,containers
|
||||||
|
1.51321,13.00,0.00,3.02,70.70,6.21,6.93,0.00,0.00,containers
|
||||||
|
1.52043,13.38,0.00,1.40,72.25,0.33,12.50,0.00,0.00,containers
|
||||||
|
1.52058,12.85,1.61,2.17,72.18,0.76,9.70,0.24,0.51,containers
|
||||||
|
1.52119,12.97,0.33,1.51,73.39,0.13,11.27,0.00,0.28,containers
|
||||||
|
1.51905,14.00,2.39,1.56,72.37,0.00,9.57,0.00,0.00,tableware
|
||||||
|
1.51937,13.79,2.41,1.19,72.76,0.00,9.77,0.00,0.00,tableware
|
||||||
|
1.51829,14.46,2.24,1.62,72.38,0.00,9.26,0.00,0.00,tableware
|
||||||
|
1.51852,14.09,2.19,1.66,72.67,0.00,9.32,0.00,0.00,tableware
|
||||||
|
1.51299,14.40,1.74,1.54,74.55,0.00,7.59,0.00,0.00,tableware
|
||||||
|
1.51888,14.99,0.78,1.74,72.50,0.00,9.95,0.00,0.00,tableware
|
||||||
|
1.51916,14.15,0.00,2.09,72.74,0.00,10.88,0.00,0.00,tableware
|
||||||
|
1.51969,14.56,0.00,0.56,73.48,0.00,11.22,0.00,0.00,tableware
|
||||||
|
1.51115,17.38,0.00,0.34,75.41,0.00,6.65,0.00,0.00,tableware
|
||||||
|
1.51131,13.69,3.20,1.81,72.81,1.76,5.43,1.19,0.00,headlamps
|
||||||
|
1.51838,14.32,3.26,2.22,71.25,1.46,5.79,1.63,0.00,headlamps
|
||||||
|
1.52315,13.44,3.34,1.23,72.38,0.60,8.83,0.00,0.00,headlamps
|
||||||
|
1.52247,14.86,2.20,2.06,70.26,0.76,9.76,0.00,0.00,headlamps
|
||||||
|
1.52365,15.79,1.83,1.31,70.43,0.31,8.61,1.68,0.00,headlamps
|
||||||
|
1.51613,13.88,1.78,1.79,73.10,0.00,8.67,0.76,0.00,headlamps
|
||||||
|
1.51602,14.85,0.00,2.38,73.28,0.00,8.76,0.64,0.09,headlamps
|
||||||
|
1.51623,14.20,0.00,2.79,73.46,0.04,9.04,0.40,0.09,headlamps
|
||||||
|
1.51719,14.75,0.00,2.00,73.02,0.00,8.53,1.59,0.08,headlamps
|
||||||
|
1.51683,14.56,0.00,1.98,73.29,0.00,8.52,1.57,0.07,headlamps
|
||||||
|
1.51545,14.14,0.00,2.68,73.39,0.08,9.07,0.61,0.05,headlamps
|
||||||
|
1.51556,13.87,0.00,2.54,73.23,0.14,9.41,0.81,0.01,headlamps
|
||||||
|
1.51727,14.70,0.00,2.34,73.28,0.00,8.95,0.66,0.00,headlamps
|
||||||
|
1.51531,14.38,0.00,2.66,73.10,0.04,9.08,0.64,0.00,headlamps
|
||||||
|
1.51609,15.01,0.00,2.51,73.05,0.05,8.83,0.53,0.00,headlamps
|
||||||
|
1.51508,15.15,0.00,2.25,73.50,0.00,8.34,0.63,0.00,headlamps
|
||||||
|
1.51653,11.95,0.00,1.19,75.18,2.70,8.93,0.00,0.00,headlamps
|
||||||
|
1.51514,14.85,0.00,2.42,73.72,0.00,8.39,0.56,0.00,headlamps
|
||||||
|
1.51658,14.80,0.00,1.99,73.11,0.00,8.28,1.71,0.00,headlamps
|
||||||
|
1.51617,14.95,0.00,2.27,73.30,0.00,8.71,0.67,0.00,headlamps
|
||||||
|
1.51732,14.95,0.00,1.80,72.99,0.00,8.61,1.55,0.00,headlamps
|
||||||
|
1.51645,14.94,0.00,1.87,73.11,0.00,8.67,1.38,0.00,headlamps
|
||||||
|
1.51831,14.39,0.00,1.82,72.86,1.41,6.47,2.88,0.00,headlamps
|
||||||
|
1.51640,14.37,0.00,2.74,72.85,0.00,9.45,0.54,0.00,headlamps
|
||||||
|
1.51623,14.14,0.00,2.88,72.61,0.08,9.18,1.06,0.00,headlamps
|
||||||
|
1.51685,14.92,0.00,1.99,73.06,0.00,8.40,1.59,0.00,headlamps
|
||||||
|
1.52065,14.36,0.00,2.02,73.42,0.00,8.44,1.64,0.00,headlamps
|
||||||
|
1.51651,14.38,0.00,1.94,73.61,0.00,8.48,1.57,0.00,headlamps
|
||||||
|
1.51711,14.23,0.00,2.08,73.36,0.00,8.62,1.67,0.00,headlamps
|
||||||
|
28
src/Phpml/Dataset/Demo/Glass.php
Normal file
28
src/Phpml/Dataset/Demo/Glass.php
Normal file
@ -0,0 +1,28 @@
|
|||||||
|
<?php
|
||||||
|
|
||||||
|
declare (strict_types = 1);
|
||||||
|
|
||||||
|
namespace Phpml\Dataset\Demo;
|
||||||
|
|
||||||
|
use Phpml\Dataset\CsvDataset;
|
||||||
|
|
||||||
|
/**
|
||||||
|
* Classes: 6
|
||||||
|
* Samples per class:
|
||||||
|
* 70 float processed building windows
|
||||||
|
* 17 float processed vehicle windows
|
||||||
|
* 76 non-float processed building windows
|
||||||
|
* 13 containers
|
||||||
|
* 9 tableware
|
||||||
|
* 29 headlamps
|
||||||
|
* Samples total: 214
|
||||||
|
* Features per sample: 9
|
||||||
|
*/
|
||||||
|
class Glass extends CsvDataset
|
||||||
|
{
|
||||||
|
public function __construct()
|
||||||
|
{
|
||||||
|
$filepath = dirname(__FILE__).'/../../../../data/glass.csv';
|
||||||
|
parent::__construct($filepath, 9, true);
|
||||||
|
}
|
||||||
|
}
|
||||||
@ -6,6 +6,7 @@ namespace tests\Classifier;
|
|||||||
|
|
||||||
use Phpml\Classifier\KNearestNeighbors;
|
use Phpml\Classifier\KNearestNeighbors;
|
||||||
use Phpml\CrossValidation\RandomSplit;
|
use Phpml\CrossValidation\RandomSplit;
|
||||||
|
use Phpml\Dataset\Demo\Glass;
|
||||||
use Phpml\Dataset\Demo\Iris;
|
use Phpml\Dataset\Demo\Iris;
|
||||||
use Phpml\Dataset\Demo\Wine;
|
use Phpml\Dataset\Demo\Wine;
|
||||||
use Phpml\Metric\Accuracy;
|
use Phpml\Metric\Accuracy;
|
||||||
@ -68,4 +69,15 @@ class KNearestNeighborsTest extends \PHPUnit_Framework_TestCase
|
|||||||
$this->assertEquals(0.85185185185185186, $score);
|
$this->assertEquals(0.85185185185185186, $score);
|
||||||
}
|
}
|
||||||
|
|
||||||
|
public function testAccuracyOnGlassDataset()
|
||||||
|
{
|
||||||
|
$dataset = new RandomSplit(new Glass(), $testSize = 0.3, $seed = 456);
|
||||||
|
$classifier = new KNearestNeighbors(7);
|
||||||
|
$classifier->train($dataset->getTrainSamples(), $dataset->getTrainLabels());
|
||||||
|
$predicted = $classifier->predict($dataset->getTestSamples());
|
||||||
|
$score = Accuracy::score($dataset->getTestLabels(), $predicted);
|
||||||
|
|
||||||
|
$this->assertEquals(0.69230769230769229, $score);
|
||||||
|
}
|
||||||
|
|
||||||
}
|
}
|
||||||
|
|||||||
22
tests/Phpml/Dataset/Demo/GlassTest.php
Normal file
22
tests/Phpml/Dataset/Demo/GlassTest.php
Normal file
@ -0,0 +1,22 @@
|
|||||||
|
<?php
|
||||||
|
|
||||||
|
declare (strict_types = 1);
|
||||||
|
|
||||||
|
namespace tests\Phpml\Dataset\Demo;
|
||||||
|
|
||||||
|
use Phpml\Dataset\Demo\Glass;
|
||||||
|
|
||||||
|
class GlassTest extends \PHPUnit_Framework_TestCase
|
||||||
|
{
|
||||||
|
public function testLoadingWineDataset()
|
||||||
|
{
|
||||||
|
$iris = new Glass();
|
||||||
|
|
||||||
|
// whole dataset
|
||||||
|
$this->assertEquals(214, count($iris->getSamples()));
|
||||||
|
$this->assertEquals(214, count($iris->getLabels()));
|
||||||
|
|
||||||
|
// one sample features count
|
||||||
|
$this->assertEquals(9, count($iris->getSamples()[0]));
|
||||||
|
}
|
||||||
|
}
|
||||||
Loading…
Reference in New Issue
Block a user