octoleo/php-ml
1
0
Fork 0
mirror of https://github.com/Llewellynvdm/php-ml.git synced 2024-11-24 13:57:33 +00:00
Code Issues Packages Projects Releases Wiki Activity

add glass identification dataset

Browse Source
This commit is contained in:
Arkadiusz Kondas 2016-04-09 15:46:54 +02:00
parent dd53581309
commit c9c592cb09
4 changed files with 277 additions and 0 deletions
Show Stats Download Patch File Download Diff File Expand all files Collapse all files

215
data/glass.csv Normal file
View File

@ -0,0 +1,215 @@
RI: refractive index,Na: Sodium,Mg: Magnesium,Al: Aluminum,Si: Silicon,K: Potassium,Ca: Calcium,Ba: Barium,Fe: Iron,type of glass
1.52101,13.64,4.49,1.10,71.78,0.06,8.75,0.00,0.00,building_windows_float_processed
1.51761,13.89,3.60,1.36,72.73,0.48,7.83,0.00,0.00,building_windows_float_processed
1.51618,13.53,3.55,1.54,72.99,0.39,7.78,0.00,0.00,building_windows_float_processed
1.51766,13.21,3.69,1.29,72.61,0.57,8.22,0.00,0.00,building_windows_float_processed
1.51742,13.27,3.62,1.24,73.08,0.55,8.07,0.00,0.00,building_windows_float_processed
1.51596,12.79,3.61,1.62,72.97,0.64,8.07,0.00,0.26,building_windows_float_processed
1.51743,13.30,3.60,1.14,73.09,0.58,8.17,0.00,0.00,building_windows_float_processed
1.51756,13.15,3.61,1.05,73.24,0.57,8.24,0.00,0.00,building_windows_float_processed
1.51918,14.04,3.58,1.37,72.08,0.56,8.30,0.00,0.00,building_windows_float_processed
1.51755,13.00,3.60,1.36,72.99,0.57,8.40,0.00,0.11,building_windows_float_processed
1.51571,12.72,3.46,1.56,73.20,0.67,8.09,0.00,0.24,building_windows_float_processed
1.51763,12.80,3.66,1.27,73.01,0.60,8.56,0.00,0.00,building_windows_float_processed
1.51589,12.88,3.43,1.40,73.28,0.69,8.05,0.00,0.24,building_windows_float_processed
1.51748,12.86,3.56,1.27,73.21,0.54,8.38,0.00,0.17,building_windows_float_processed
1.51763,12.61,3.59,1.31,73.29,0.58,8.50,0.00,0.00,building_windows_float_processed
1.51761,12.81,3.54,1.23,73.24,0.58,8.39,0.00,0.00,building_windows_float_processed
1.51784,12.68,3.67,1.16,73.11,0.61,8.70,0.00,0.00,building_windows_float_processed
1.52196,14.36,3.85,0.89,71.36,0.15,9.15,0.00,0.00,building_windows_float_processed
1.51911,13.90,3.73,1.18,72.12,0.06,8.89,0.00,0.00,building_windows_float_processed
1.51735,13.02,3.54,1.69,72.73,0.54,8.44,0.00,0.07,building_windows_float_processed
1.51750,12.82,3.55,1.49,72.75,0.54,8.52,0.00,0.19,building_windows_float_processed
1.51966,14.77,3.75,0.29,72.02,0.03,9.00,0.00,0.00,building_windows_float_processed
1.51736,12.78,3.62,1.29,72.79,0.59,8.70,0.00,0.00,building_windows_float_processed
1.51751,12.81,3.57,1.35,73.02,0.62,8.59,0.00,0.00,building_windows_float_processed
1.51720,13.38,3.50,1.15,72.85,0.50,8.43,0.00,0.00,building_windows_float_processed
1.51764,12.98,3.54,1.21,73.00,0.65,8.53,0.00,0.00,building_windows_float_processed
1.51793,13.21,3.48,1.41,72.64,0.59,8.43,0.00,0.00,building_windows_float_processed
1.51721,12.87,3.48,1.33,73.04,0.56,8.43,0.00,0.00,building_windows_float_processed
1.51768,12.56,3.52,1.43,73.15,0.57,8.54,0.00,0.00,building_windows_float_processed
1.51784,13.08,3.49,1.28,72.86,0.60,8.49,0.00,0.00,building_windows_float_processed
1.51768,12.65,3.56,1.30,73.08,0.61,8.69,0.00,0.14,building_windows_float_processed
1.51747,12.84,3.50,1.14,73.27,0.56,8.55,0.00,0.00,building_windows_float_processed
1.51775,12.85,3.48,1.23,72.97,0.61,8.56,0.09,0.22,building_windows_float_processed
1.51753,12.57,3.47,1.38,73.39,0.60,8.55,0.00,0.06,building_windows_float_processed
1.51783,12.69,3.54,1.34,72.95,0.57,8.75,0.00,0.00,building_windows_float_processed
1.51567,13.29,3.45,1.21,72.74,0.56,8.57,0.00,0.00,building_windows_float_processed
1.51909,13.89,3.53,1.32,71.81,0.51,8.78,0.11,0.00,building_windows_float_processed
1.51797,12.74,3.48,1.35,72.96,0.64,8.68,0.00,0.00,building_windows_float_processed
1.52213,14.21,3.82,0.47,71.77,0.11,9.57,0.00,0.00,building_windows_float_processed
1.52213,14.21,3.82,0.47,71.77,0.11,9.57,0.00,0.00,building_windows_float_processed
1.51793,12.79,3.50,1.12,73.03,0.64,8.77,0.00,0.00,building_windows_float_processed
1.51755,12.71,3.42,1.20,73.20,0.59,8.64,0.00,0.00,building_windows_float_processed
1.51779,13.21,3.39,1.33,72.76,0.59,8.59,0.00,0.00,building_windows_float_processed
1.52210,13.73,3.84,0.72,71.76,0.17,9.74,0.00,0.00,building_windows_float_processed
1.51786,12.73,3.43,1.19,72.95,0.62,8.76,0.00,0.30,building_windows_float_processed
1.51900,13.49,3.48,1.35,71.95,0.55,9.00,0.00,0.00,building_windows_float_processed
1.51869,13.19,3.37,1.18,72.72,0.57,8.83,0.00,0.16,building_windows_float_processed
1.52667,13.99,3.70,0.71,71.57,0.02,9.82,0.00,0.10,building_windows_float_processed
1.52223,13.21,3.77,0.79,71.99,0.13,10.02,0.00,0.00,building_windows_float_processed
1.51898,13.58,3.35,1.23,72.08,0.59,8.91,0.00,0.00,building_windows_float_processed
1.52320,13.72,3.72,0.51,71.75,0.09,10.06,0.00,0.16,building_windows_float_processed
1.51926,13.20,3.33,1.28,72.36,0.60,9.14,0.00,0.11,building_windows_float_processed
1.51808,13.43,2.87,1.19,72.84,0.55,9.03,0.00,0.00,building_windows_float_processed
1.51837,13.14,2.84,1.28,72.85,0.55,9.07,0.00,0.00,building_windows_float_processed
1.51778,13.21,2.81,1.29,72.98,0.51,9.02,0.00,0.09,building_windows_float_processed
1.51769,12.45,2.71,1.29,73.70,0.56,9.06,0.00,0.24,building_windows_float_processed
1.51215,12.99,3.47,1.12,72.98,0.62,8.35,0.00,0.31,building_windows_float_processed
1.51824,12.87,3.48,1.29,72.95,0.60,8.43,0.00,0.00,building_windows_float_processed
1.51754,13.48,3.74,1.17,72.99,0.59,8.03,0.00,0.00,building_windows_float_processed
1.51754,13.39,3.66,1.19,72.79,0.57,8.27,0.00,0.11,building_windows_float_processed
1.51905,13.60,3.62,1.11,72.64,0.14,8.76,0.00,0.00,building_windows_float_processed
1.51977,13.81,3.58,1.32,71.72,0.12,8.67,0.69,0.00,building_windows_float_processed
1.52172,13.51,3.86,0.88,71.79,0.23,9.54,0.00,0.11,building_windows_float_processed
1.52227,14.17,3.81,0.78,71.35,0.00,9.69,0.00,0.00,building_windows_float_processed
1.52172,13.48,3.74,0.90,72.01,0.18,9.61,0.00,0.07,building_windows_float_processed
1.52099,13.69,3.59,1.12,71.96,0.09,9.40,0.00,0.00,building_windows_float_processed
1.52152,13.05,3.65,0.87,72.22,0.19,9.85,0.00,0.17,building_windows_float_processed
1.52152,13.05,3.65,0.87,72.32,0.19,9.85,0.00,0.17,building_windows_float_processed
1.52152,13.12,3.58,0.90,72.20,0.23,9.82,0.00,0.16,building_windows_float_processed
1.52300,13.31,3.58,0.82,71.99,0.12,10.17,0.00,0.03,building_windows_float_processed
1.51574,14.86,3.67,1.74,71.87,0.16,7.36,0.00,0.12,building_windows_non_float_processed
1.51848,13.64,3.87,1.27,71.96,0.54,8.32,0.00,0.32,building_windows_non_float_processed
1.51593,13.09,3.59,1.52,73.10,0.67,7.83,0.00,0.00,building_windows_non_float_processed
1.51631,13.34,3.57,1.57,72.87,0.61,7.89,0.00,0.00,building_windows_non_float_processed
1.51596,13.02,3.56,1.54,73.11,0.72,7.90,0.00,0.00,building_windows_non_float_processed
1.51590,13.02,3.58,1.51,73.12,0.69,7.96,0.00,0.00,building_windows_non_float_processed
1.51645,13.44,3.61,1.54,72.39,0.66,8.03,0.00,0.00,building_windows_non_float_processed
1.51627,13.00,3.58,1.54,72.83,0.61,8.04,0.00,0.00,building_windows_non_float_processed
1.51613,13.92,3.52,1.25,72.88,0.37,7.94,0.00,0.14,building_windows_non_float_processed
1.51590,12.82,3.52,1.90,72.86,0.69,7.97,0.00,0.00,building_windows_non_float_processed
1.51592,12.86,3.52,2.12,72.66,0.69,7.97,0.00,0.00,building_windows_non_float_processed
1.51593,13.25,3.45,1.43,73.17,0.61,7.86,0.00,0.00,building_windows_non_float_processed
1.51646,13.41,3.55,1.25,72.81,0.68,8.10,0.00,0.00,building_windows_non_float_processed
1.51594,13.09,3.52,1.55,72.87,0.68,8.05,0.00,0.09,building_windows_non_float_processed
1.51409,14.25,3.09,2.08,72.28,1.10,7.08,0.00,0.00,building_windows_non_float_processed
1.51625,13.36,3.58,1.49,72.72,0.45,8.21,0.00,0.00,building_windows_non_float_processed
1.51569,13.24,3.49,1.47,73.25,0.38,8.03,0.00,0.00,building_windows_non_float_processed
1.51645,13.40,3.49,1.52,72.65,0.67,8.08,0.00,0.10,building_windows_non_float_processed
1.51618,13.01,3.50,1.48,72.89,0.60,8.12,0.00,0.00,building_windows_non_float_processed
1.51640,12.55,3.48,1.87,73.23,0.63,8.08,0.00,0.09,building_windows_non_float_processed
1.51841,12.93,3.74,1.11,72.28,0.64,8.96,0.00,0.22,building_windows_non_float_processed
1.51605,12.90,3.44,1.45,73.06,0.44,8.27,0.00,0.00,building_windows_non_float_processed
1.51588,13.12,3.41,1.58,73.26,0.07,8.39,0.00,0.19,building_windows_non_float_processed
1.51590,13.24,3.34,1.47,73.10,0.39,8.22,0.00,0.00,building_windows_non_float_processed
1.51629,12.71,3.33,1.49,73.28,0.67,8.24,0.00,0.00,building_windows_non_float_processed
1.51860,13.36,3.43,1.43,72.26,0.51,8.60,0.00,0.00,building_windows_non_float_processed
1.51841,13.02,3.62,1.06,72.34,0.64,9.13,0.00,0.15,building_windows_non_float_processed
1.51743,12.20,3.25,1.16,73.55,0.62,8.90,0.00,0.24,building_windows_non_float_processed
1.51689,12.67,2.88,1.71,73.21,0.73,8.54,0.00,0.00,building_windows_non_float_processed
1.51811,12.96,2.96,1.43,72.92,0.60,8.79,0.14,0.00,building_windows_non_float_processed
1.51655,12.75,2.85,1.44,73.27,0.57,8.79,0.11,0.22,building_windows_non_float_processed
1.51730,12.35,2.72,1.63,72.87,0.70,9.23,0.00,0.00,building_windows_non_float_processed
1.51820,12.62,2.76,0.83,73.81,0.35,9.42,0.00,0.20,building_windows_non_float_processed
1.52725,13.80,3.15,0.66,70.57,0.08,11.64,0.00,0.00,building_windows_non_float_processed
1.52410,13.83,2.90,1.17,71.15,0.08,10.79,0.00,0.00,building_windows_non_float_processed
1.52475,11.45,0.00,1.88,72.19,0.81,13.24,0.00,0.34,building_windows_non_float_processed
1.53125,10.73,0.00,2.10,69.81,0.58,13.30,3.15,0.28,building_windows_non_float_processed
1.53393,12.30,0.00,1.00,70.16,0.12,16.19,0.00,0.24,building_windows_non_float_processed
1.52222,14.43,0.00,1.00,72.67,0.10,11.52,0.00,0.08,building_windows_non_float_processed
1.51818,13.72,0.00,0.56,74.45,0.00,10.99,0.00,0.00,building_windows_non_float_processed
1.52664,11.23,0.00,0.77,73.21,0.00,14.68,0.00,0.00,building_windows_non_float_processed
1.52739,11.02,0.00,0.75,73.08,0.00,14.96,0.00,0.00,building_windows_non_float_processed
1.52777,12.64,0.00,0.67,72.02,0.06,14.40,0.00,0.00,building_windows_non_float_processed
1.51892,13.46,3.83,1.26,72.55,0.57,8.21,0.00,0.14,building_windows_non_float_processed
1.51847,13.10,3.97,1.19,72.44,0.60,8.43,0.00,0.00,building_windows_non_float_processed
1.51846,13.41,3.89,1.33,72.38,0.51,8.28,0.00,0.00,building_windows_non_float_processed
1.51829,13.24,3.90,1.41,72.33,0.55,8.31,0.00,0.10,building_windows_non_float_processed
1.51708,13.72,3.68,1.81,72.06,0.64,7.88,0.00,0.00,building_windows_non_float_processed
1.51673,13.30,3.64,1.53,72.53,0.65,8.03,0.00,0.29,building_windows_non_float_processed
1.51652,13.56,3.57,1.47,72.45,0.64,7.96,0.00,0.00,building_windows_non_float_processed
1.51844,13.25,3.76,1.32,72.40,0.58,8.42,0.00,0.00,building_windows_non_float_processed
1.51663,12.93,3.54,1.62,72.96,0.64,8.03,0.00,0.21,building_windows_non_float_processed
1.51687,13.23,3.54,1.48,72.84,0.56,8.10,0.00,0.00,building_windows_non_float_processed
1.51707,13.48,3.48,1.71,72.52,0.62,7.99,0.00,0.00,building_windows_non_float_processed
1.52177,13.20,3.68,1.15,72.75,0.54,8.52,0.00,0.00,building_windows_non_float_processed
1.51872,12.93,3.66,1.56,72.51,0.58,8.55,0.00,0.12,building_windows_non_float_processed
1.51667,12.94,3.61,1.26,72.75,0.56,8.60,0.00,0.00,building_windows_non_float_processed
1.52081,13.78,2.28,1.43,71.99,0.49,9.85,0.00,0.17,building_windows_non_float_processed
1.52068,13.55,2.09,1.67,72.18,0.53,9.57,0.27,0.17,building_windows_non_float_processed
1.52020,13.98,1.35,1.63,71.76,0.39,10.56,0.00,0.18,building_windows_non_float_processed
1.52177,13.75,1.01,1.36,72.19,0.33,11.14,0.00,0.00,building_windows_non_float_processed
1.52614,13.70,0.00,1.36,71.24,0.19,13.44,0.00,0.10,building_windows_non_float_processed
1.51813,13.43,3.98,1.18,72.49,0.58,8.15,0.00,0.00,building_windows_non_float_processed
1.51800,13.71,3.93,1.54,71.81,0.54,8.21,0.00,0.15,building_windows_non_float_processed
1.51811,13.33,3.85,1.25,72.78,0.52,8.12,0.00,0.00,building_windows_non_float_processed
1.51789,13.19,3.90,1.30,72.33,0.55,8.44,0.00,0.28,building_windows_non_float_processed
1.51806,13.00,3.80,1.08,73.07,0.56,8.38,0.00,0.12,building_windows_non_float_processed
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
1 RI: refractive index Na: Sodium Mg: Magnesium Al: Aluminum Si: Silicon K: Potassium Ca: Calcium Ba: Barium Fe: Iron type of glass
2 1.52101 13.64 4.49 1.10 71.78 0.06 8.75 0.00 0.00 building_windows_float_processed
3 1.51761 13.89 3.60 1.36 72.73 0.48 7.83 0.00 0.00 building_windows_float_processed
4 1.51618 13.53 3.55 1.54 72.99 0.39 7.78 0.00 0.00 building_windows_float_processed
5 1.51766 13.21 3.69 1.29 72.61 0.57 8.22 0.00 0.00 building_windows_float_processed
6 1.51742 13.27 3.62 1.24 73.08 0.55 8.07 0.00 0.00 building_windows_float_processed
7 1.51596 12.79 3.61 1.62 72.97 0.64 8.07 0.00 0.26 building_windows_float_processed
8 1.51743 13.30 3.60 1.14 73.09 0.58 8.17 0.00 0.00 building_windows_float_processed
9 1.51756 13.15 3.61 1.05 73.24 0.57 8.24 0.00 0.00 building_windows_float_processed
10 1.51918 14.04 3.58 1.37 72.08 0.56 8.30 0.00 0.00 building_windows_float_processed
11 1.51755 13.00 3.60 1.36 72.99 0.57 8.40 0.00 0.11 building_windows_float_processed
12 1.51571 12.72 3.46 1.56 73.20 0.67 8.09 0.00 0.24 building_windows_float_processed
13 1.51763 12.80 3.66 1.27 73.01 0.60 8.56 0.00 0.00 building_windows_float_processed
14 1.51589 12.88 3.43 1.40 73.28 0.69 8.05 0.00 0.24 building_windows_float_processed
15 1.51748 12.86 3.56 1.27 73.21 0.54 8.38 0.00 0.17 building_windows_float_processed
16 1.51763 12.61 3.59 1.31 73.29 0.58 8.50 0.00 0.00 building_windows_float_processed
17 1.51761 12.81 3.54 1.23 73.24 0.58 8.39 0.00 0.00 building_windows_float_processed
18 1.51784 12.68 3.67 1.16 73.11 0.61 8.70 0.00 0.00 building_windows_float_processed
19 1.52196 14.36 3.85 0.89 71.36 0.15 9.15 0.00 0.00 building_windows_float_processed
20 1.51911 13.90 3.73 1.18 72.12 0.06 8.89 0.00 0.00 building_windows_float_processed
21 1.51735 13.02 3.54 1.69 72.73 0.54 8.44 0.00 0.07 building_windows_float_processed
22 1.51750 12.82 3.55 1.49 72.75 0.54 8.52 0.00 0.19 building_windows_float_processed
23 1.51966 14.77 3.75 0.29 72.02 0.03 9.00 0.00 0.00 building_windows_float_processed
24 1.51736 12.78 3.62 1.29 72.79 0.59 8.70 0.00 0.00 building_windows_float_processed
25 1.51751 12.81 3.57 1.35 73.02 0.62 8.59 0.00 0.00 building_windows_float_processed
26 1.51720 13.38 3.50 1.15 72.85 0.50 8.43 0.00 0.00 building_windows_float_processed
27 1.51764 12.98 3.54 1.21 73.00 0.65 8.53 0.00 0.00 building_windows_float_processed
28 1.51793 13.21 3.48 1.41 72.64 0.59 8.43 0.00 0.00 building_windows_float_processed
29 1.51721 12.87 3.48 1.33 73.04 0.56 8.43 0.00 0.00 building_windows_float_processed
30 1.51768 12.56 3.52 1.43 73.15 0.57 8.54 0.00 0.00 building_windows_float_processed
31 1.51784 13.08 3.49 1.28 72.86 0.60 8.49 0.00 0.00 building_windows_float_processed
32 1.51768 12.65 3.56 1.30 73.08 0.61 8.69 0.00 0.14 building_windows_float_processed
33 1.51747 12.84 3.50 1.14 73.27 0.56 8.55 0.00 0.00 building_windows_float_processed
34 1.51775 12.85 3.48 1.23 72.97 0.61 8.56 0.09 0.22 building_windows_float_processed
35 1.51753 12.57 3.47 1.38 73.39 0.60 8.55 0.00 0.06 building_windows_float_processed
36 1.51783 12.69 3.54 1.34 72.95 0.57 8.75 0.00 0.00 building_windows_float_processed
37 1.51567 13.29 3.45 1.21 72.74 0.56 8.57 0.00 0.00 building_windows_float_processed
38 1.51909 13.89 3.53 1.32 71.81 0.51 8.78 0.11 0.00 building_windows_float_processed
39 1.51797 12.74 3.48 1.35 72.96 0.64 8.68 0.00 0.00 building_windows_float_processed
40 1.52213 14.21 3.82 0.47 71.77 0.11 9.57 0.00 0.00 building_windows_float_processed
41 1.52213 14.21 3.82 0.47 71.77 0.11 9.57 0.00 0.00 building_windows_float_processed
42 1.51793 12.79 3.50 1.12 73.03 0.64 8.77 0.00 0.00 building_windows_float_processed
43 1.51755 12.71 3.42 1.20 73.20 0.59 8.64 0.00 0.00 building_windows_float_processed
44 1.51779 13.21 3.39 1.33 72.76 0.59 8.59 0.00 0.00 building_windows_float_processed
45 1.52210 13.73 3.84 0.72 71.76 0.17 9.74 0.00 0.00 building_windows_float_processed
46 1.51786 12.73 3.43 1.19 72.95 0.62 8.76 0.00 0.30 building_windows_float_processed
47 1.51900 13.49 3.48 1.35 71.95 0.55 9.00 0.00 0.00 building_windows_float_processed
48 1.51869 13.19 3.37 1.18 72.72 0.57 8.83 0.00 0.16 building_windows_float_processed
49 1.52667 13.99 3.70 0.71 71.57 0.02 9.82 0.00 0.10 building_windows_float_processed
50 1.52223 13.21 3.77 0.79 71.99 0.13 10.02 0.00 0.00 building_windows_float_processed
51 1.51898 13.58 3.35 1.23 72.08 0.59 8.91 0.00 0.00 building_windows_float_processed
52 1.52320 13.72 3.72 0.51 71.75 0.09 10.06 0.00 0.16 building_windows_float_processed
53 1.51926 13.20 3.33 1.28 72.36 0.60 9.14 0.00 0.11 building_windows_float_processed
54 1.51808 13.43 2.87 1.19 72.84 0.55 9.03 0.00 0.00 building_windows_float_processed
55 1.51837 13.14 2.84 1.28 72.85 0.55 9.07 0.00 0.00 building_windows_float_processed
56 1.51778 13.21 2.81 1.29 72.98 0.51 9.02 0.00 0.09 building_windows_float_processed
57 1.51769 12.45 2.71 1.29 73.70 0.56 9.06 0.00 0.24 building_windows_float_processed
58 1.51215 12.99 3.47 1.12 72.98 0.62 8.35 0.00 0.31 building_windows_float_processed
59 1.51824 12.87 3.48 1.29 72.95 0.60 8.43 0.00 0.00 building_windows_float_processed
60 1.51754 13.48 3.74 1.17 72.99 0.59 8.03 0.00 0.00 building_windows_float_processed
61 1.51754 13.39 3.66 1.19 72.79 0.57 8.27 0.00 0.11 building_windows_float_processed
62 1.51905 13.60 3.62 1.11 72.64 0.14 8.76 0.00 0.00 building_windows_float_processed
63 1.51977 13.81 3.58 1.32 71.72 0.12 8.67 0.69 0.00 building_windows_float_processed
64 1.52172 13.51 3.86 0.88 71.79 0.23 9.54 0.00 0.11 building_windows_float_processed
65 1.52227 14.17 3.81 0.78 71.35 0.00 9.69 0.00 0.00 building_windows_float_processed
66 1.52172 13.48 3.74 0.90 72.01 0.18 9.61 0.00 0.07 building_windows_float_processed
67 1.52099 13.69 3.59 1.12 71.96 0.09 9.40 0.00 0.00 building_windows_float_processed
68 1.52152 13.05 3.65 0.87 72.22 0.19 9.85 0.00 0.17 building_windows_float_processed
69 1.52152 13.05 3.65 0.87 72.32 0.19 9.85 0.00 0.17 building_windows_float_processed
70 1.52152 13.12 3.58 0.90 72.20 0.23 9.82 0.00 0.16 building_windows_float_processed
71 1.52300 13.31 3.58 0.82 71.99 0.12 10.17 0.00 0.03 building_windows_float_processed
72 1.51574 14.86 3.67 1.74 71.87 0.16 7.36 0.00 0.12 building_windows_non_float_processed
73 1.51848 13.64 3.87 1.27 71.96 0.54 8.32 0.00 0.32 building_windows_non_float_processed
74 1.51593 13.09 3.59 1.52 73.10 0.67 7.83 0.00 0.00 building_windows_non_float_processed
75 1.51631 13.34 3.57 1.57 72.87 0.61 7.89 0.00 0.00 building_windows_non_float_processed
76 1.51596 13.02 3.56 1.54 73.11 0.72 7.90 0.00 0.00 building_windows_non_float_processed
77 1.51590 13.02 3.58 1.51 73.12 0.69 7.96 0.00 0.00 building_windows_non_float_processed
78 1.51645 13.44 3.61 1.54 72.39 0.66 8.03 0.00 0.00 building_windows_non_float_processed
79 1.51627 13.00 3.58 1.54 72.83 0.61 8.04 0.00 0.00 building_windows_non_float_processed
80 1.51613 13.92 3.52 1.25 72.88 0.37 7.94 0.00 0.14 building_windows_non_float_processed
81 1.51590 12.82 3.52 1.90 72.86 0.69 7.97 0.00 0.00 building_windows_non_float_processed
82 1.51592 12.86 3.52 2.12 72.66 0.69 7.97 0.00 0.00 building_windows_non_float_processed
83 1.51593 13.25 3.45 1.43 73.17 0.61 7.86 0.00 0.00 building_windows_non_float_processed
84 1.51646 13.41 3.55 1.25 72.81 0.68 8.10 0.00 0.00 building_windows_non_float_processed
85 1.51594 13.09 3.52 1.55 72.87 0.68 8.05 0.00 0.09 building_windows_non_float_processed
86 1.51409 14.25 3.09 2.08 72.28 1.10 7.08 0.00 0.00 building_windows_non_float_processed
87 1.51625 13.36 3.58 1.49 72.72 0.45 8.21 0.00 0.00 building_windows_non_float_processed
88 1.51569 13.24 3.49 1.47 73.25 0.38 8.03 0.00 0.00 building_windows_non_float_processed
89 1.51645 13.40 3.49 1.52 72.65 0.67 8.08 0.00 0.10 building_windows_non_float_processed
90 1.51618 13.01 3.50 1.48 72.89 0.60 8.12 0.00 0.00 building_windows_non_float_processed
91 1.51640 12.55 3.48 1.87 73.23 0.63 8.08 0.00 0.09 building_windows_non_float_processed
92 1.51841 12.93 3.74 1.11 72.28 0.64 8.96 0.00 0.22 building_windows_non_float_processed
93 1.51605 12.90 3.44 1.45 73.06 0.44 8.27 0.00 0.00 building_windows_non_float_processed
94 1.51588 13.12 3.41 1.58 73.26 0.07 8.39 0.00 0.19 building_windows_non_float_processed
95 1.51590 13.24 3.34 1.47 73.10 0.39 8.22 0.00 0.00 building_windows_non_float_processed
96 1.51629 12.71 3.33 1.49 73.28 0.67 8.24 0.00 0.00 building_windows_non_float_processed
97 1.51860 13.36 3.43 1.43 72.26 0.51 8.60 0.00 0.00 building_windows_non_float_processed
98 1.51841 13.02 3.62 1.06 72.34 0.64 9.13 0.00 0.15 building_windows_non_float_processed
99 1.51743 12.20 3.25 1.16 73.55 0.62 8.90 0.00 0.24 building_windows_non_float_processed
100 1.51689 12.67 2.88 1.71 73.21 0.73 8.54 0.00 0.00 building_windows_non_float_processed
101 1.51811 12.96 2.96 1.43 72.92 0.60 8.79 0.14 0.00 building_windows_non_float_processed
102 1.51655 12.75 2.85 1.44 73.27 0.57 8.79 0.11 0.22 building_windows_non_float_processed
103 1.51730 12.35 2.72 1.63 72.87 0.70 9.23 0.00 0.00 building_windows_non_float_processed
104 1.51820 12.62 2.76 0.83 73.81 0.35 9.42 0.00 0.20 building_windows_non_float_processed
105 1.52725 13.80 3.15 0.66 70.57 0.08 11.64 0.00 0.00 building_windows_non_float_processed
106 1.52410 13.83 2.90 1.17 71.15 0.08 10.79 0.00 0.00 building_windows_non_float_processed
107 1.52475 11.45 0.00 1.88 72.19 0.81 13.24 0.00 0.34 building_windows_non_float_processed
108 1.53125 10.73 0.00 2.10 69.81 0.58 13.30 3.15 0.28 building_windows_non_float_processed
109 1.53393 12.30 0.00 1.00 70.16 0.12 16.19 0.00 0.24 building_windows_non_float_processed
110 1.52222 14.43 0.00 1.00 72.67 0.10 11.52 0.00 0.08 building_windows_non_float_processed
111 1.51818 13.72 0.00 0.56 74.45 0.00 10.99 0.00 0.00 building_windows_non_float_processed
112 1.52664 11.23 0.00 0.77 73.21 0.00 14.68 0.00 0.00 building_windows_non_float_processed
113 1.52739 11.02 0.00 0.75 73.08 0.00 14.96 0.00 0.00 building_windows_non_float_processed
114 1.52777 12.64 0.00 0.67 72.02 0.06 14.40 0.00 0.00 building_windows_non_float_processed
115 1.51892 13.46 3.83 1.26 72.55 0.57 8.21 0.00 0.14 building_windows_non_float_processed
116 1.51847 13.10 3.97 1.19 72.44 0.60 8.43 0.00 0.00 building_windows_non_float_processed
117 1.51846 13.41 3.89 1.33 72.38 0.51 8.28 0.00 0.00 building_windows_non_float_processed
118 1.51829 13.24 3.90 1.41 72.33 0.55 8.31 0.00 0.10 building_windows_non_float_processed
119 1.51708 13.72 3.68 1.81 72.06 0.64 7.88 0.00 0.00 building_windows_non_float_processed
120 1.51673 13.30 3.64 1.53 72.53 0.65 8.03 0.00 0.29 building_windows_non_float_processed
121 1.51652 13.56 3.57 1.47 72.45 0.64 7.96 0.00 0.00 building_windows_non_float_processed
122 1.51844 13.25 3.76 1.32 72.40 0.58 8.42 0.00 0.00 building_windows_non_float_processed
123 1.51663 12.93 3.54 1.62 72.96 0.64 8.03 0.00 0.21 building_windows_non_float_processed
124 1.51687 13.23 3.54 1.48 72.84 0.56 8.10 0.00 0.00 building_windows_non_float_processed
125 1.51707 13.48 3.48 1.71 72.52 0.62 7.99 0.00 0.00 building_windows_non_float_processed
126 1.52177 13.20 3.68 1.15 72.75 0.54 8.52 0.00 0.00 building_windows_non_float_processed
127 1.51872 12.93 3.66 1.56 72.51 0.58 8.55 0.00 0.12 building_windows_non_float_processed
128 1.51667 12.94 3.61 1.26 72.75 0.56 8.60 0.00 0.00 building_windows_non_float_processed
129 1.52081 13.78 2.28 1.43 71.99 0.49 9.85 0.00 0.17 building_windows_non_float_processed
130 1.52068 13.55 2.09 1.67 72.18 0.53 9.57 0.27 0.17 building_windows_non_float_processed
131 1.52020 13.98 1.35 1.63 71.76 0.39 10.56 0.00 0.18 building_windows_non_float_processed
132 1.52177 13.75 1.01 1.36 72.19 0.33 11.14 0.00 0.00 building_windows_non_float_processed
133 1.52614 13.70 0.00 1.36 71.24 0.19 13.44 0.00 0.10 building_windows_non_float_processed
134 1.51813 13.43 3.98 1.18 72.49 0.58 8.15 0.00 0.00 building_windows_non_float_processed
135 1.51800 13.71 3.93 1.54 71.81 0.54 8.21 0.00 0.15 building_windows_non_float_processed
136 1.51811 13.33 3.85 1.25 72.78 0.52 8.12 0.00 0.00 building_windows_non_float_processed
137 1.51789 13.19 3.90 1.30 72.33 0.55 8.44 0.00 0.28 building_windows_non_float_processed
138 1.51806 13.00 3.80 1.08 73.07 0.56 8.38 0.00 0.12 building_windows_non_float_processed
139 1.51711 12.89 3.62 1.57 72.96 0.61 8.11 0.00 0.00 building_windows_non_float_processed
140 1.51674 12.79 3.52 1.54 73.36 0.66 7.90 0.00 0.00 building_windows_non_float_processed
141 1.51674 12.87 3.56 1.64 73.14 0.65 7.99 0.00 0.00 building_windows_non_float_processed
142 1.51690 13.33 3.54 1.61 72.54 0.68 8.11 0.00 0.00 building_windows_non_float_processed
143 1.51851 13.20 3.63 1.07 72.83 0.57 8.41 0.09 0.17 building_windows_non_float_processed
144 1.51662 12.85 3.51 1.44 73.01 0.68 8.23 0.06 0.25 building_windows_non_float_processed
145 1.51709 13.00 3.47 1.79 72.72 0.66 8.18 0.00 0.00 building_windows_non_float_processed
146 1.51660 12.99 3.18 1.23 72.97 0.58 8.81 0.00 0.24 building_windows_non_float_processed
147 1.51839 12.85 3.67 1.24 72.57 0.62 8.68 0.00 0.35 building_windows_non_float_processed
148 1.51769 13.65 3.66 1.11 72.77 0.11 8.60 0.00 0.00 vehicle_windows_float_processed
149 1.51610 13.33 3.53 1.34 72.67 0.56 8.33 0.00 0.00 vehicle_windows_float_processed
150 1.51670 13.24 3.57 1.38 72.70 0.56 8.44 0.00 0.10 vehicle_windows_float_processed
151 1.51643 12.16 3.52 1.35 72.89 0.57 8.53 0.00 0.00 vehicle_windows_float_processed
152 1.51665 13.14 3.45 1.76 72.48 0.60 8.38 0.00 0.17 vehicle_windows_float_processed
153 1.52127 14.32 3.90 0.83 71.50 0.00 9.49 0.00 0.00 vehicle_windows_float_processed
154 1.51779 13.64 3.65 0.65 73.00 0.06 8.93 0.00 0.00 vehicle_windows_float_processed
155 1.51610 13.42 3.40 1.22 72.69 0.59 8.32 0.00 0.00 vehicle_windows_float_processed
156 1.51694 12.86 3.58 1.31 72.61 0.61 8.79 0.00 0.00 vehicle_windows_float_processed
157 1.51646 13.04 3.40 1.26 73.01 0.52 8.58 0.00 0.00 vehicle_windows_float_processed
158 1.51655 13.41 3.39 1.28 72.64 0.52 8.65 0.00 0.00 vehicle_windows_float_processed
159 1.52121 14.03 3.76 0.58 71.79 0.11 9.65 0.00 0.00 vehicle_windows_float_processed
160 1.51776 13.53 3.41 1.52 72.04 0.58 8.79 0.00 0.00 vehicle_windows_float_processed
161 1.51796 13.50 3.36 1.63 71.94 0.57 8.81 0.00 0.09 vehicle_windows_float_processed
162 1.51832 13.33 3.34 1.54 72.14 0.56 8.99 0.00 0.00 vehicle_windows_float_processed
163 1.51934 13.64 3.54 0.75 72.65 0.16 8.89 0.15 0.24 vehicle_windows_float_processed
164 1.52211 14.19 3.78 0.91 71.36 0.23 9.14 0.00 0.37 vehicle_windows_float_processed
165 1.51514 14.01 2.68 3.50 69.89 1.68 5.87 2.20 0.00 containers
166 1.51915 12.73 1.85 1.86 72.69 0.60 10.09 0.00 0.00 containers
167 1.52171 11.56 1.88 1.56 72.86 0.47 11.41 0.00 0.00 containers
168 1.52151 11.03 1.71 1.56 73.44 0.58 11.62 0.00 0.00 containers
169 1.51969 12.64 0.00 1.65 73.75 0.38 11.53 0.00 0.00 containers
170 1.51666 12.86 0.00 1.83 73.88 0.97 10.17 0.00 0.00 containers
171 1.51994 13.27 0.00 1.76 73.03 0.47 11.32 0.00 0.00 containers
172 1.52369 13.44 0.00 1.58 72.22 0.32 12.24 0.00 0.00 containers
173 1.51316 13.02 0.00 3.04 70.48 6.21 6.96 0.00 0.00 containers
174 1.51321 13.00 0.00 3.02 70.70 6.21 6.93 0.00 0.00 containers
175 1.52043 13.38 0.00 1.40 72.25 0.33 12.50 0.00 0.00 containers
176 1.52058 12.85 1.61 2.17 72.18 0.76 9.70 0.24 0.51 containers
177 1.52119 12.97 0.33 1.51 73.39 0.13 11.27 0.00 0.28 containers
178 1.51905 14.00 2.39 1.56 72.37 0.00 9.57 0.00 0.00 tableware
179 1.51937 13.79 2.41 1.19 72.76 0.00 9.77 0.00 0.00 tableware
180 1.51829 14.46 2.24 1.62 72.38 0.00 9.26 0.00 0.00 tableware
181 1.51852 14.09 2.19 1.66 72.67 0.00 9.32 0.00 0.00 tableware
182 1.51299 14.40 1.74 1.54 74.55 0.00 7.59 0.00 0.00 tableware
183 1.51888 14.99 0.78 1.74 72.50 0.00 9.95 0.00 0.00 tableware
184 1.51916 14.15 0.00 2.09 72.74 0.00 10.88 0.00 0.00 tableware
185 1.51969 14.56 0.00 0.56 73.48 0.00 11.22 0.00 0.00 tableware
186 1.51115 17.38 0.00 0.34 75.41 0.00 6.65 0.00 0.00 tableware
187 1.51131 13.69 3.20 1.81 72.81 1.76 5.43 1.19 0.00 headlamps
188 1.51838 14.32 3.26 2.22 71.25 1.46 5.79 1.63 0.00 headlamps
189 1.52315 13.44 3.34 1.23 72.38 0.60 8.83 0.00 0.00 headlamps
190 1.52247 14.86 2.20 2.06 70.26 0.76 9.76 0.00 0.00 headlamps
191 1.52365 15.79 1.83 1.31 70.43 0.31 8.61 1.68 0.00 headlamps
192 1.51613 13.88 1.78 1.79 73.10 0.00 8.67 0.76 0.00 headlamps
193 1.51602 14.85 0.00 2.38 73.28 0.00 8.76 0.64 0.09 headlamps
194 1.51623 14.20 0.00 2.79 73.46 0.04 9.04 0.40 0.09 headlamps
195 1.51719 14.75 0.00 2.00 73.02 0.00 8.53 1.59 0.08 headlamps
196 1.51683 14.56 0.00 1.98 73.29 0.00 8.52 1.57 0.07 headlamps
197 1.51545 14.14 0.00 2.68 73.39 0.08 9.07 0.61 0.05 headlamps
198 1.51556 13.87 0.00 2.54 73.23 0.14 9.41 0.81 0.01 headlamps
199 1.51727 14.70 0.00 2.34 73.28 0.00 8.95 0.66 0.00 headlamps
200 1.51531 14.38 0.00 2.66 73.10 0.04 9.08 0.64 0.00 headlamps
201 1.51609 15.01 0.00 2.51 73.05 0.05 8.83 0.53 0.00 headlamps
202 1.51508 15.15 0.00 2.25 73.50 0.00 8.34 0.63 0.00 headlamps
203 1.51653 11.95 0.00 1.19 75.18 2.70 8.93 0.00 0.00 headlamps
204 1.51514 14.85 0.00 2.42 73.72 0.00 8.39 0.56 0.00 headlamps
205 1.51658 14.80 0.00 1.99 73.11 0.00 8.28 1.71 0.00 headlamps
206 1.51617 14.95 0.00 2.27 73.30 0.00 8.71 0.67 0.00 headlamps
207 1.51732 14.95 0.00 1.80 72.99 0.00 8.61 1.55 0.00 headlamps
208 1.51645 14.94 0.00 1.87 73.11 0.00 8.67 1.38 0.00 headlamps
209 1.51831 14.39 0.00 1.82 72.86 1.41 6.47 2.88 0.00 headlamps
210 1.51640 14.37 0.00 2.74 72.85 0.00 9.45 0.54 0.00 headlamps
211 1.51623 14.14 0.00 2.88 72.61 0.08 9.18 1.06 0.00 headlamps
212 1.51685 14.92 0.00 1.99 73.06 0.00 8.40 1.59 0.00 headlamps
213 1.52065 14.36 0.00 2.02 73.42 0.00 8.44 1.64 0.00 headlamps
214 1.51651 14.38 0.00 1.94 73.61 0.00 8.48 1.57 0.00 headlamps
215 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
View 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);
}
}

12
tests/Phpml/Classifier/KNearestNeighborsTest.php
View File

@ -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
View 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]));
}
}