M00012 ABNORMAL colsum: 100 (will normalize) M00012 old matrix values: ['33', '0', '94', '0', '94', '1', '51', '2', '63'] ['15', '6', '0', '8', '2', '4', '3', '13', '6'] ['51', '0', '6', '4', '4', '0', '41', '2', '26'] ['1', '94', '0', '88', '0', '95', '5', '83', '5'] column sums: 1 : 100.0 2 : 100.0 3 : 100.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 100.0 8 : 100.0 9 : 100.0 M00012 after normalization: ['0.33', '0.0', '0.94', '0.0', '0.94', '0.01', '0.51', '0.02', '0.63'] ['0.15', '0.06', '0.0', '0.08', '0.02', '0.04', '0.03', '0.13', '0.06'] ['0.51', '0.0', '0.06', '0.04', '0.04', '0.0', '0.41', '0.02', '0.26'] ['0.01', '0.94', '0.0', '0.88', '0.0', '0.95', '0.05', '0.83', '0.05'] M00013 ABNORMAL colsum: 100 (will normalize) M00013 old matrix values: ['26', '0', '94', '0', '96', '0', '70', '3', '81'] ['4', '7', '0', '9', '1', '4', '3', '7', '0'] ['67', '0', '6', '1', '3', '0', '26', '0', '16'] ['0', '93', '0', '90', '0', '96', '1', '90', '3'] column sums: 1 : 97.0 2 : 100.0 3 : 100.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 100.0 8 : 100.0 9 : 100.0 M00013 after normalization: ['0.268041237113', '0.0', '0.94', '0.0', '0.96', '0.0', '0.7', '0.03', '0.81'] ['0.0412371134021', '0.07', '0.0', '0.09', '0.01', '0.04', '0.03', '0.07', '0.0'] ['0.690721649485', '0.0', '0.06', '0.01', '0.03', '0.0', '0.26', '0.0', '0.16'] ['0.0', '0.93', '0.0', '0.9', '0.0', '0.96', '0.01', '0.9', '0.03'] M00019 ABNORMAL colsum: 4.0 (will normalize) M00019 old matrix values: ['0.99', '1.01', '1.13', '0.98', '0.80', '1.42', '4.00', '0.00', '0.00', '4.00', '1.25', '0.33', '0.97', '0.97', '1.01', '0.99'] ['1.03', '0.97', '0.93', '0.90', '1.09', '0.61', '0.00', '0.00', '0.00', '0.00', '1.79', '1.32', '0.83', '0.82', '0.99', '1.01'] ['0.99', '1.01', '1.05', '1.23', '1.12', '1.40', '0.00', '0.00', '0.00', '0.00', '0.45', '0.26', '1.02', '1.37', '1.03', '0.98'] ['0.99', '1.01', '0.89', '0.89', '0.99', '0.57', '0.00', '4.00', '4.00', '0.00', '0.51', '2.09', '1.17', '0.85', '0.97', '1.03'] column sums: 1 : 4.0 2 : 4.0 3 : 4.0 4 : 4.0 5 : 4.0 6 : 4.0 7 : 4.0 8 : 4.0 9 : 4.0 10 : 4.0 11 : 4.0 12 : 4.0 13 : 3.99 14 : 4.01 15 : 4.0 16 : 4.01 M00019 after normalization: ['0.2475', '0.2525', '0.2825', '0.245', '0.2', '0.355', '1.0', '0.0', '0.0', '1.0', '0.3125', '0.0825', '0.243107769424', '0.241895261845', '0.2525', '0.246882793017'] ['0.2575', '0.2425', '0.2325', '0.225', '0.2725', '0.1525', '0.0', '0.0', '0.0', '0.0', '0.4475', '0.33', '0.208020050125', '0.204488778055', '0.2475', '0.25187032419'] ['0.2475', '0.2525', '0.2625', '0.3075', '0.28', '0.35', '0.0', '0.0', '0.0', '0.0', '0.1125', '0.065', '0.255639097744', '0.341645885287', '0.2575', '0.244389027431'] ['0.2475', '0.2525', '0.2225', '0.2225', '0.2475', '0.1425', '0.0', '1.0', '1.0', '0.0', '0.1275', '0.5225', '0.293233082707', '0.211970074813', '0.2425', '0.256857855362'] M00058 ABNORMAL colsum: 100 (will normalize) M00058 old matrix values: ['33', '29', '19', '5', '5', '21', '25', '5', '0', '100', '3', '2', '0', '0', '7', '5', '11', '5', '16', '13', '22', '27'] ['16', '12', '7', '0', '2', '29', '72', '14', '100', '0', '5', '88', '0', '0', '67', '3', '30', '80', '68', '57', '41', '16'] ['27', '31', '52', '78', '91', '30', '4', '64', '0', '0', '91', '9', '0', '100', '12', '67', '23', '5', '5', '9', '10', '24'] ['24', '27', '22', '16', '2', '20', '0', '17', '0', '0', '0', '2', '100', '0', '14', '25', '36', '9', '11', '20', '26', '33'] column sums: 1 : 100.0 2 : 99.0 3 : 100.0 4 : 99.0 5 : 100.0 6 : 100.0 7 : 101.0 8 : 100.0 9 : 100.0 10 : 100.0 11 : 99.0 12 : 101.0 13 : 100.0 14 : 100.0 15 : 100.0 16 : 100.0 17 : 100.0 18 : 99.0 19 : 100.0 20 : 99.0 21 : 99.0 22 : 100.0 M00058 after normalization: ['0.33', '0.292929292929', '0.19', '0.0505050505051', '0.05', '0.21', '0.247524752475', '0.05', '0.0', '1.0', '0.030303030303', '0.019801980198', '0.0', '0.0', '0.07', '0.05', '0.11', '0.0505050505051', '0.16', '0.131313131313', '0.222222222222', '0.27'] ['0.16', '0.121212121212', '0.07', '0.0', '0.02', '0.29', '0.712871287129', '0.14', '1.0', '0.0', '0.0505050505051', '0.871287128713', '0.0', '0.0', '0.67', '0.03', '0.3', '0.808080808081', '0.68', '0.575757575758', '0.414141414141', '0.16'] ['0.27', '0.313131313131', '0.52', '0.787878787879', '0.91', '0.3', '0.039603960396', '0.64', '0.0', '0.0', '0.919191919192', '0.0891089108911', '0.0', '1.0', '0.12', '0.67', '0.23', '0.0505050505051', '0.05', '0.0909090909091', '0.10101010101', '0.24'] ['0.24', '0.272727272727', '0.22', '0.161616161616', '0.02', '0.2', '0.0', '0.17', '0.0', '0.0', '0.0', '0.019801980198', '1.0', '0.0', '0.14', '0.25', '0.36', '0.0909090909091', '0.11', '0.20202020202', '0.262626262626', '0.33'] M00065 ABNORMAL colsum: 100 (will normalize) M00065 old matrix values: ['23', '15', '14', '66', '61', '0', '100', '0', '86', '0', '0', '1', '3', '20', '27', '23'] ['35', '30', '23', '9', '30', '100', '0', '0', '1', '0', '0', '3', '17', '43', '23', '26'] ['28', '23', '44', '14', '3', '0', '0', '100', '10', '0', '100', '61', '1', '17', '31', '32'] ['14', '32', '19', '11', '6', '0', '0', '0', '3', '100', '0', '35', '79', '20', '19', '19'] column sums: 1 : 100.0 2 : 100.0 3 : 100.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 100.0 8 : 100.0 9 : 100.0 10 : 100.0 11 : 100.0 12 : 100.0 13 : 100.0 14 : 100.0 15 : 100.0 16 : 100.0 M00065 after normalization: ['0.23', '0.15', '0.14', '0.66', '0.61', '0.0', '1.0', '0.0', '0.86', '0.0', '0.0', '0.01', '0.03', '0.2', '0.27', '0.23'] ['0.35', '0.3', '0.23', '0.09', '0.3', '1.0', '0.0', '0.0', '0.01', '0.0', '0.0', '0.03', '0.17', '0.43', '0.23', '0.26'] ['0.28', '0.23', '0.44', '0.14', '0.03', '0.0', '0.0', '1.0', '0.1', '0.0', '1.0', '0.61', '0.01', '0.17', '0.31', '0.32'] ['0.14', '0.32', '0.19', '0.11', '0.06', '0.0', '0.0', '0.0', '0.03', '1.0', '0.0', '0.35', '0.79', '0.2', '0.19', '0.19'] M00066 ABNORMAL colsum: 100 (will normalize) M00066 old matrix values: ['18', '14', '12', '59', '65', '0', '100', '0', '86', '0', '0', '1', '0', '19', '34', '17'] ['10', '40', '26', '8', '26', '100', '0', '0', '6', '0', '0', '3', '17', '34', '24', '39'] ['35', '17', '41', '27', '9', '0', '0', '95', '8', '0', '100', '56', '4', '35', '19', '30'] ['37', '29', '21', '6', '0', '0', '0', '4', '0', '100', '0', '40', '79', '12', '23', '14'] column sums: 1 : 100.0 2 : 100.0 3 : 100.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 100.0 8 : 99.0 9 : 100.0 10 : 100.0 11 : 100.0 12 : 100.0 13 : 100.0 14 : 100.0 15 : 100.0 16 : 100.0 M00066 after normalization: ['0.18', '0.14', '0.12', '0.59', '0.65', '0.0', '1.0', '0.0', '0.86', '0.0', '0.0', '0.01', '0.0', '0.19', '0.34', '0.17'] ['0.1', '0.4', '0.26', '0.08', '0.26', '1.0', '0.0', '0.0', '0.06', '0.0', '0.0', '0.03', '0.17', '0.34', '0.24', '0.39'] ['0.35', '0.17', '0.41', '0.27', '0.09', '0.0', '0.0', '0.959595959596', '0.08', '0.0', '1.0', '0.56', '0.04', '0.35', '0.19', '0.3'] ['0.37', '0.29', '0.21', '0.06', '0.0', '0.0', '0.0', '0.040404040404', '0.0', '1.0', '0.0', '0.4', '0.79', '0.12', '0.23', '0.14'] M00067 ABNORMAL colsum: 100 (will normalize) M00067 old matrix values: ['20', '26', '12', '19', '0', '81', '0', '3', '0', '0', '36', '5', '47', '15'] ['30', '30', '16', '15', '96', '12', '100', '0', '83', '12', '41', '62', '21', '15'] ['35', '26', '56', '58', '0', '0', '0', '93', '7', '71', '18', '24', '11', '31'] ['15', '17', '16', '8', '4', '8', '0', '3', '10', '17', '5', '10', '21', '38'] column sums: 1 : 100.0 2 : 99.0 3 : 100.0 4 : 100.0 5 : 100.0 6 : 101.0 7 : 100.0 8 : 99.0 9 : 100.0 10 : 100.0 11 : 100.0 12 : 101.0 13 : 100.0 14 : 99.0 M00067 after normalization: ['0.2', '0.262626262626', '0.12', '0.19', '0.0', '0.80198019802', '0.0', '0.030303030303', '0.0', '0.0', '0.36', '0.049504950495', '0.47', '0.151515151515'] ['0.3', '0.30303030303', '0.16', '0.15', '0.96', '0.118811881188', '1.0', '0.0', '0.83', '0.12', '0.41', '0.613861386139', '0.21', '0.151515151515'] ['0.35', '0.262626262626', '0.56', '0.58', '0.0', '0.0', '0.0', '0.939393939394', '0.07', '0.71', '0.18', '0.237623762376', '0.11', '0.313131313131'] ['0.15', '0.171717171717', '0.16', '0.08', '0.04', '0.0792079207921', '0.0', '0.030303030303', '0.1', '0.17', '0.05', '0.0990099009901', '0.21', '0.383838383838'] M00068 ABNORMAL colsum: 100 (will normalize) M00068 old matrix values: ['31', '18', '22', '7', '7', '18', '21', '11', '0', '100', '2', '13', '0', '0', '12', '0', '21', '2', '12', '19', '15', '20'] ['21', '18', '17', '0', '0', '20', '78', '29', '100', '0', '8', '75', '0', '0', '58', '2', '29', '77', '71', '58', '30', '30'] ['18', '21', '44', '84', '82', '35', '0', '33', '0', '0', '83', '12', '0', '100', '17', '71', '25', '4', '4', '8', '20', '23'] ['31', '44', '17', '9', '11', '27', '0', '27', '0', '0', '8', '0', '100', '0', '13', '27', '25', '17', '14', '15', '35', '27'] column sums: 1 : 101.0 2 : 101.0 3 : 100.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 99.0 8 : 100.0 9 : 100.0 10 : 100.0 11 : 101.0 12 : 100.0 13 : 100.0 14 : 100.0 15 : 100.0 16 : 100.0 17 : 100.0 18 : 100.0 19 : 101.0 20 : 100.0 21 : 100.0 22 : 100.0 M00068 after normalization: ['0.306930693069', '0.178217821782', '0.22', '0.07', '0.07', '0.18', '0.212121212121', '0.11', '0.0', '1.0', '0.019801980198', '0.13', '0.0', '0.0', '0.12', '0.0', '0.21', '0.02', '0.118811881188', '0.19', '0.15', '0.2'] ['0.207920792079', '0.178217821782', '0.17', '0.0', '0.0', '0.2', '0.787878787879', '0.29', '1.0', '0.0', '0.0792079207921', '0.75', '0.0', '0.0', '0.58', '0.02', '0.29', '0.77', '0.70297029703', '0.58', '0.3', '0.3'] ['0.178217821782', '0.207920792079', '0.44', '0.84', '0.82', '0.35', '0.0', '0.33', '0.0', '0.0', '0.821782178218', '0.12', '0.0', '1.0', '0.17', '0.71', '0.25', '0.04', '0.039603960396', '0.08', '0.2', '0.23'] ['0.306930693069', '0.435643564356', '0.17', '0.09', '0.11', '0.27', '0.0', '0.27', '0.0', '0.0', '0.0792079207921', '0.0', '1.0', '0.0', '0.13', '0.27', '0.25', '0.17', '0.138613861386', '0.15', '0.35', '0.27'] M00070 ABNORMAL colsum: 100 (will normalize) M00070 old matrix values: ['10', '12', '19', '74', '72', '0', '100', '0', '95', '0', '0', '0', '0', '17', '25', '16'] ['32', '28', '23', '0', '21', '100', '0', '0', '2', '0', '0', '3', '30', '39', '21', '35'] ['43', '35', '37', '14', '5', '0', '0', '98', '3', '0', '100', '63', '0', '20', '14', '26'] ['15', '25', '21', '12', '2', '0', '0', '2', '0', '100', '0', '34', '70', '24', '40', '23'] column sums: 1 : 100.0 2 : 100.0 3 : 100.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 100.0 8 : 100.0 9 : 100.0 10 : 100.0 11 : 100.0 12 : 100.0 13 : 100.0 14 : 100.0 15 : 100.0 16 : 100.0 M00070 after normalization: ['0.1', '0.12', '0.19', '0.74', '0.72', '0.0', '1.0', '0.0', '0.95', '0.0', '0.0', '0.0', '0.0', '0.17', '0.25', '0.16'] ['0.32', '0.28', '0.23', '0.0', '0.21', '1.0', '0.0', '0.0', '0.02', '0.0', '0.0', '0.03', '0.3', '0.39', '0.21', '0.35'] ['0.43', '0.35', '0.37', '0.14', '0.05', '0.0', '0.0', '0.98', '0.03', '0.0', '1.0', '0.63', '0.0', '0.2', '0.14', '0.26'] ['0.15', '0.25', '0.21', '0.12', '0.02', '0.0', '0.0', '0.02', '0.0', '1.0', '0.0', '0.34', '0.7', '0.24', '0.4', '0.23'] M00071 ABNORMAL colsum: 100 (will normalize) M00071 old matrix values: ['41', '31', '17', '50', '50', '0', '100', '0', '0', '0', '0', '0', '20', '34', '34', '25'] ['24', '24', '17', '26', '14', '100', '0', '5', '16', '0', '0', '24', '3', '46', '27', '37'] ['17', '14', '30', '7', '33', '0', '0', '92', '84', '0', '100', '13', '8', '11', '24', '22'] ['17', '31', '36', '17', '3', '0', '0', '3', '0', '100', '0', '63', '69', '9', '15', '16'] column sums: 1 : 99.0 2 : 100.0 3 : 100.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 100.0 8 : 100.0 9 : 100.0 10 : 100.0 11 : 100.0 12 : 100.0 13 : 100.0 14 : 100.0 15 : 100.0 16 : 100.0 M00071 after normalization: ['0.414141414141', '0.31', '0.17', '0.5', '0.5', '0.0', '1.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.2', '0.34', '0.34', '0.25'] ['0.242424242424', '0.24', '0.17', '0.26', '0.14', '1.0', '0.0', '0.05', '0.16', '0.0', '0.0', '0.24', '0.03', '0.46', '0.27', '0.37'] ['0.171717171717', '0.14', '0.3', '0.07', '0.33', '0.0', '0.0', '0.92', '0.84', '0.0', '1.0', '0.13', '0.08', '0.11', '0.24', '0.22'] ['0.171717171717', '0.31', '0.36', '0.17', '0.03', '0.0', '0.0', '0.03', '0.0', '1.0', '0.0', '0.63', '0.69', '0.09', '0.15', '0.16'] M00073 ABNORMAL colsum: 100 (will normalize) M00073 old matrix values: ['32', '20', '15', '0', '97', '0', '0', '0', '24', '54', '39'] ['22', '39', '24', '83', '0', '100', '97', '0', '5', '12', '20'] ['14', '7', '15', '3', '0', '0', '3', '0', '39', '22', '27'] ['32', '34', '46', '14', '3', '0', '0', '100', '32', '12', '12'] column sums: 1 : 100.0 2 : 100.0 3 : 100.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 100.0 8 : 100.0 9 : 100.0 10 : 100.0 11 : 98.0 M00073 after normalization: ['0.32', '0.2', '0.15', '0.0', '0.97', '0.0', '0.0', '0.0', '0.24', '0.54', '0.397959183673'] ['0.22', '0.39', '0.24', '0.83', '0.0', '1.0', '0.97', '0.0', '0.05', '0.12', '0.204081632653'] ['0.14', '0.07', '0.15', '0.03', '0.0', '0.0', '0.03', '0.0', '0.39', '0.22', '0.275510204082'] ['0.32', '0.34', '0.46', '0.14', '0.03', '0.0', '0.0', '1.0', '0.32', '0.12', '0.122448979592'] M00102 ABNORMAL colsum: 100 (will normalize) M00102 old matrix values: ['33', '46', '19', '100', '0', '4', '0', '100', '0', '15', '90', '19', '18', '31', '29'] ['8', '11', '8', '0', '0', '77', '0', '0', '0', '25', '2', '9', '32', '8', '15'] ['17', '10', '29', '0', '0', '0', '100', '0', '0', '2', '6', '25', '2', '21', '10'] ['42', '33', '44', '0', '100', '19', '0', '0', '100', '58', '2', '46', '48', '40', '46'] column sums: 1 : 100.0 2 : 100.0 3 : 100.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 100.0 8 : 100.0 9 : 100.0 10 : 100.0 11 : 100.0 12 : 99.0 13 : 100.0 14 : 100.0 15 : 100.0 M00102 after normalization: ['0.33', '0.46', '0.19', '1.0', '0.0', '0.04', '0.0', '1.0', '0.0', '0.15', '0.9', '0.191919191919', '0.18', '0.31', '0.29'] ['0.08', '0.11', '0.08', '0.0', '0.0', '0.77', '0.0', '0.0', '0.0', '0.25', '0.02', '0.0909090909091', '0.32', '0.08', '0.15'] ['0.17', '0.1', '0.29', '0.0', '0.0', '0.0', '1.0', '0.0', '0.0', '0.02', '0.06', '0.252525252525', '0.02', '0.21', '0.1'] ['0.42', '0.33', '0.44', '0.0', '1.0', '0.19', '0.0', '0.0', '1.0', '0.58', '0.02', '0.464646464646', '0.48', '0.4', '0.46'] M00103 ABNORMAL colsum: 100 (will normalize) M00103 old matrix values: ['27', '45', '17', '100', '0', '1', '0', '100', '0', '8', '86', '18', '11', '21', '37'] ['11', '16', '6', '0', '0', '73', '0', '0', '0', '20', '2', '11', '32', '10', '10'] ['21', '12', '24', '0', '0', '0', '100', '0', '0', '2', '4', '23', '6', '27', '12'] ['41', '27', '53', '0', '100', '26', '0', '0', '100', '70', '8', '48', '51', '42', '41'] column sums: 1 : 100.0 2 : 100.0 3 : 100.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 100.0 8 : 100.0 9 : 100.0 10 : 100.0 11 : 100.0 12 : 100.0 13 : 100.0 14 : 100.0 15 : 100.0 M00103 after normalization: ['0.27', '0.45', '0.17', '1.0', '0.0', '0.01', '0.0', '1.0', '0.0', '0.08', '0.86', '0.18', '0.11', '0.21', '0.37'] ['0.11', '0.16', '0.06', '0.0', '0.0', '0.73', '0.0', '0.0', '0.0', '0.2', '0.02', '0.11', '0.32', '0.1', '0.1'] ['0.21', '0.12', '0.24', '0.0', '0.0', '0.0', '1.0', '0.0', '0.0', '0.02', '0.04', '0.23', '0.06', '0.27', '0.12'] ['0.41', '0.27', '0.53', '0.0', '1.0', '0.26', '0.0', '0.0', '1.0', '0.7', '0.08', '0.48', '0.51', '0.42', '0.41'] M00111 ABNORMAL colsum: 100 (will normalize) M00111 old matrix values: ['15', '25', '1', '2', '1', '0', '80', '11', '12'] ['4', '6', '3', '4', '0', '84', '5', '47', '29'] ['80', '66', '93', '90', '7', '10', '14', '11', '49'] ['1', '3', '3', '4', '92', '6', '1', '31', '10'] column sums: 1 : 100.0 2 : 100.0 3 : 100.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 100.0 8 : 100.0 9 : 100.0 M00111 after normalization: ['0.15', '0.25', '0.01', '0.02', '0.01', '0.0', '0.8', '0.11', '0.12'] ['0.04', '0.06', '0.03', '0.04', '0.0', '0.84', '0.05', '0.47', '0.29'] ['0.8', '0.66', '0.93', '0.9', '0.07', '0.1', '0.14', '0.11', '0.49'] ['0.01', '0.03', '0.03', '0.04', '0.92', '0.06', '0.01', '0.31', '0.1'] M00118 ABNORMAL colsum: 100 (will normalize) M00118 old matrix values: ['25', '28', '70', '10', '0', '100', '0', '0', '0', '0', '2', '6', '18', '31'] ['31', '7', '3', '69', '100', '0', '100', '0', '0', '0', '19', '21', '47', '13'] ['13', '47', '21', '19', '0', '0', '0', '100', '0', '100', '69', '3', '7', '31'] ['31', '18', '6', '2', '0', '0', '0', '0', '100', '0', '10', '70', '28', '25'] column sums: 1 : 100.0 2 : 100.0 3 : 100.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 100.0 8 : 100.0 9 : 100.0 10 : 100.0 11 : 100.0 12 : 100.0 13 : 100.0 14 : 100.0 M00118 after normalization: ['0.25', '0.28', '0.7', '0.1', '0.0', '1.0', '0.0', '0.0', '0.0', '0.0', '0.02', '0.06', '0.18', '0.31'] ['0.31', '0.07', '0.03', '0.69', '1.0', '0.0', '1.0', '0.0', '0.0', '0.0', '0.19', '0.21', '0.47', '0.13'] ['0.13', '0.47', '0.21', '0.19', '0.0', '0.0', '0.0', '1.0', '0.0', '1.0', '0.69', '0.03', '0.07', '0.31'] ['0.31', '0.18', '0.06', '0.02', '0.0', '0.0', '0.0', '0.0', '1.0', '0.0', '0.1', '0.7', '0.28', '0.25'] M00119 ABNORMAL colsum: 100 (will normalize) M00119 old matrix values: ['38', '42', '62', '30', '0', '100', '0', '0', '0', '0', '23', '5', '15', '20'] ['16', '10', '3', '32', '100', '0', '100', '0', '0', '0', '15', '30', '33', '26'] ['26', '33', '30', '15', '0', '0', '0', '100', '0', '100', '32', '3', '10', '16'] ['20', '15', '5', '23', '0', '0', '0', '0', '100', '0', '30', '62', '42', '38'] column sums: 1 : 100.0 2 : 100.0 3 : 100.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 100.0 8 : 100.0 9 : 100.0 10 : 100.0 11 : 100.0 12 : 100.0 13 : 100.0 14 : 100.0 M00119 after normalization: ['0.38', '0.42', '0.62', '0.3', '0.0', '1.0', '0.0', '0.0', '0.0', '0.0', '0.23', '0.05', '0.15', '0.2'] ['0.16', '0.1', '0.03', '0.32', '1.0', '0.0', '1.0', '0.0', '0.0', '0.0', '0.15', '0.3', '0.33', '0.26'] ['0.26', '0.33', '0.3', '0.15', '0.0', '0.0', '0.0', '1.0', '0.0', '1.0', '0.32', '0.03', '0.1', '0.16'] ['0.2', '0.15', '0.05', '0.23', '0.0', '0.0', '0.0', '0.0', '1.0', '0.0', '0.3', '0.62', '0.42', '0.38'] M00197 ABNORMAL colsum: 15.24 (will normalize) M00197 old matrix values: ['3.20', '9.97', '0.00', '0.00', '10.54', '0.00', '1.45', '6.11', '2.52', '6.94', '5.85', '15.24', '0.00', '0.00', '5.83'] ['4.03', '0.00', '0.00', '15.24', '0.65', '8.13', '1.63', '3.56', '2.99', '4.02', '1.92', '0.00', '15.24', '0.00', '0.00'] ['3.02', '5.26', '0.00', '0.00', '2.34', '0.00', '2.95', '2.40', '2.28', '1.87', '3.93', '0.00', '0.00', '15.24', '3.21'] ['4.99', '0.00', '15.24', '0.00', '1.70', '7.10', '9.20', '3.17', '7.45', '2.42', '3.53', '0.00', '0.00', '0.00', '5.36'] column sums: 1 : 15.24 2 : 15.23 3 : 15.24 4 : 15.24 5 : 15.23 6 : 15.23 7 : 15.23 8 : 15.24 9 : 15.24 10 : 15.25 11 : 15.23 12 : 15.24 13 : 15.24 14 : 15.24 15 : 14.4 M00197 after normalization: ['0.209973753281', '0.654629021668', '0.0', '0.0', '0.692055154301', '0.0', '0.0952068286277', '0.400918635171', '0.165354330709', '0.455081967213', '0.384110308601', '1.0', '0.0', '0.0', '0.404861111111'] ['0.264435695538', '0.0', '0.0', '1.0', '0.0426789231779', '0.533814839133', '0.107025607354', '0.233595800525', '0.196194225722', '0.263606557377', '0.126066973079', '0.0', '1.0', '0.0', '0.0'] ['0.198162729659', '0.345370978332', '0.0', '0.0', '0.153644123441', '0.0', '0.193696651346', '0.157480314961', '0.149606299213', '0.12262295082', '0.258043335522', '0.0', '0.0', '1.0', '0.222916666667'] ['0.327427821522', '0.0', '1.0', '0.0', '0.111621799081', '0.466185160867', '0.604070912672', '0.208005249344', '0.488845144357', '0.15868852459', '0.231779382797', '0.0', '0.0', '0.0', '0.372222222222'] M00198 ABNORMAL colsum: 9.82 (will normalize) M00198 old matrix values: ['1.49', '0.69', '0.00', '0.00', '4.79', '1.66', '3.24', '5.64', '1.52', '3.31', '0.80', '0.00', '0.78', '0.0', '1.62', '0.00', '0.00', '0.00', '6.73', '5.93', '2.52', '2.52'] ['1.56', '9.85', '0.00', '0.94', '2.36', '3.36', '4.32', '0.00', '7.43', '0.00', '3.21', '2.55', '5.62', '4.72', '0.87', '9.66', '10.53', '0.00', '0.00', '0.00', '6.34', '0.78'] ['0.80', '0.00', '10.53', '9.60', '2.51', '3.92', '2.17', '2.68', '1.58', '0.00', '4.09', '0.80', '2.52', '3.17', '2.39', '0.87', '0.00', '10.53', '0.97', '3.89', '0.87', '5.52'] ['5.97', '0.00', '0.00', '0.00', '0.87', '1.60', '0.80', '2.21', '0.00', '7.22', '2.43', '7.19', '1.62', '2.65', '5.66', '0.00', '0.00', '0.00', '2.84', '0.72', '0.00', '1.72'] column sums: 1 : 9.82 2 : 10.54 3 : 10.53 4 : 10.54 5 : 10.53 6 : 10.54 7 : 10.53 8 : 10.53 9 : 10.53 10 : 10.53 11 : 10.53 12 : 10.54 13 : 10.54 14 : 10.54 15 : 10.54 16 : 10.53 17 : 10.53 18 : 10.53 19 : 10.54 20 : 10.54 21 : 9.73 22 : 10.54 M00198 after normalization: ['0.151731160896', '0.0654648956357', '0.0', '0.0', '0.454890788224', '0.157495256167', '0.307692307692', '0.535612535613', '0.144349477683', '0.314339981007', '0.0759734093067', '0.0', '0.0740037950664', '0.0', '0.153700189753', '0.0', '0.0', '0.0', '0.638519924099', '0.562618595825', '0.258992805755', '0.239089184061'] ['0.158859470468', '0.934535104364', '0.0', '0.0891840607211', '0.224121557455', '0.318785578748', '0.410256410256', '0.0', '0.705603038936', '0.0', '0.304843304843', '0.241935483871', '0.53320683112', '0.447817836812', '0.0825426944972', '0.917378917379', '1.0', '0.0', '0.0', '0.0', '0.651593011305', '0.0740037950664'] ['0.081466395112', '0.0', '1.0', '0.910815939279', '0.2383665717', '0.371916508539', '0.206077872745', '0.254510921178', '0.150047483381', '0.0', '0.388414055081', '0.0759013282732', '0.239089184061', '0.300759013283', '0.226755218216', '0.0826210826211', '0.0', '1.0', '0.0920303605313', '0.369070208729', '0.0894141829394', '0.523719165085'] ['0.607942973523', '0.0', '0.0', '0.0', '0.0826210826211', '0.151802656546', '0.0759734093067', '0.20987654321', '0.0', '0.685660018993', '0.230769230769', '0.682163187856', '0.153700189753', '0.251423149905', '0.537001897533', '0.0', '0.0', '0.0', '0.26944971537', '0.0683111954459', '0.0', '0.163187855787'] M00199 ABNORMAL colsum: 11.45 (will normalize) M00199 old matrix values: ['4.79', '0.00', '0.00', '11.28', '1.28', '0.00', '1.46', '12.15', '0.89'] ['2.30', '0.00', '0.00', '0.00', '4.71', '0.00', '10.70', '0.00', '1.22'] ['3.06', '0.00', '9.83', '0.00', '6.16', '0.00', '0.00', '0.00', '5.91'] ['1.30', '12.15', '2.32', '0.87', '0.00', '12.15', '0.00', '0.00', '2.17'] column sums: 1 : 11.45 2 : 12.15 3 : 12.15 4 : 12.15 5 : 12.15 6 : 12.15 7 : 12.16 8 : 12.15 9 : 10.19 M00199 after normalization: ['0.418340611354', '0.0', '0.0', '0.928395061728', '0.105349794239', '0.0', '0.120065789474', '1.0', '0.0873405299313'] ['0.200873362445', '0.0', '0.0', '0.0', '0.387654320988', '0.0', '0.879934210526', '0.0', '0.119725220805'] ['0.267248908297', '0.0', '0.809053497942', '0.0', '0.506995884774', '0.0', '0.0', '0.0', '0.579980372915'] ['0.113537117904', '1.0', '0.190946502058', '0.0716049382716', '0.0', '1.0', '0.0', '0.0', '0.212953876349'] M00200 ABNORMAL colsum: 10.27 (will normalize) M00200 old matrix values: ['6.20', '0.00', '0.00', '10.28', '10.28', '2.31', '1.38', '8.19', '3.86', '0.00', '2.75', '2.22', '2.31', '0.00', '0.93', '0.00', '0.00', '2.22', '0.00', '2.41', '0.83', '3.63', '3.16', '3.16', '0.00'] ['0.93', '10.28', '10.28', '0.00', '0.00', '0.44', '7.98', '1.44', '3.30', '7.78', '1.90', '3.51', '0.93', '10.28', '3.17', '3.74', '5.27', '2.31', '8.70', '1.38', '8.16', '0.93', '1.41', '4.19', '0.69'] ['2.31', '0.00', '0.00', '0.00', '0.00', '0.00', '0.00', '0.00', '2.28', '0.00', '1.69', '2.31', '5.62', '0.00', '0.83', '0.93', '2.79', '1.41', '0.00', '5.08', '0.00', '0.83', '1.38', '0.00', '2.35'] ['0.83', '0.00', '0.00', '0.00', '0.00', '7.52', '0.92', '0.64', '0.83', '2.50', '3.94', '2.23', '1.41', '0.00', '5.35', '5.60', '2.22', '4.33', '1.58', '1.41', '1.29', '4.88', '4.33', '2.93', '7.24'] column sums: 1 : 10.27 2 : 10.28 3 : 10.28 4 : 10.28 5 : 10.28 6 : 10.27 7 : 10.28 8 : 10.27 9 : 10.27 10 : 10.28 11 : 10.28 12 : 10.27 13 : 10.27 14 : 10.28 15 : 10.28 16 : 10.27 17 : 10.28 18 : 10.27 19 : 10.28 20 : 10.28 21 : 10.28 22 : 10.27 23 : 10.28 24 : 10.28 25 : 10.28 M00200 after normalization: ['0.603700097371', '0.0', '0.0', '1.0', '1.0', '0.224926971762', '0.134241245136', '0.79746835443', '0.375851996105', '0.0', '0.267509727626', '0.216163583252', '0.224926971762', '0.0', '0.09046692607', '0.0', '0.0', '0.216163583252', '0.0', '0.234435797665', '0.0807392996109', '0.353456669912', '0.307392996109', '0.307392996109', '0.0'] ['0.0905550146056', '1.0', '1.0', '0.0', '0.0', '0.0428432327167', '0.77626459144', '0.140214216164', '0.321324245375', '0.756809338521', '0.184824902724', '0.341772151899', '0.0905550146056', '1.0', '0.308365758755', '0.364167478092', '0.512645914397', '0.224926971762', '0.846303501946', '0.134241245136', '0.793774319066', '0.0905550146056', '0.137159533074', '0.407587548638', '0.0671206225681'] ['0.224926971762', '0.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.222005842259', '0.0', '0.16439688716', '0.224926971762', '0.547224926972', '0.0', '0.0807392996109', '0.0905550146056', '0.27140077821', '0.13729308666', '0.0', '0.494163424125', '0.0', '0.080817916261', '0.134241245136', '0.0', '0.22859922179'] ['0.080817916261', '0.0', '0.0', '0.0', '0.0', '0.732229795521', '0.0894941634241', '0.062317429406', '0.080817916261', '0.243190661479', '0.38326848249', '0.217137293087', '0.13729308666', '0.0', '0.520428015564', '0.545277507303', '0.215953307393', '0.421616358325', '0.153696498054', '0.137159533074', '0.125486381323', '0.475170399221', '0.421206225681', '0.285019455253', '0.704280155642'] M00201 ABNORMAL colsum: 9.22 (will normalize) M00201 old matrix values: ['2.57', '0.90', '3.20', '3.96', '0.0', '0.0', '3.29', '0.0', '0.0', '0.9', '9.22', '9.22', '0.0', '2.49', '0.0', '6.63', '0.0', '4.72'] ['1.73', '0.76', '0.79', '2.75', '0.0', '0.0', '1.67', '2.2', '0.91', '4.78', '0.0', '0.0', '0.85', '1.75', '1.73', '1.69', '5.8', '0.9'] ['3.05', '6.74', '0.90', '2.51', '0.0', '4.03', '0.85', '3.53', '8.31', '0.0', '0.0', '0.0', '4.03', '4.08', '0.9', '0.9', '0.0', '1.82'] ['1.87', '0.82', '4.33', '0.0', '9.22', '5.19', '3.41', '3.49', '0.0', '3.54', '0.0', '0.0', '4.33', '0.9', '0.82', '0.0', '3.42', '1.78'] column sums: 1 : 9.22 2 : 9.22 3 : 9.22 4 : 9.22 5 : 9.22 6 : 9.22 7 : 9.22 8 : 9.22 9 : 9.22 10 : 9.22 11 : 9.22 12 : 9.22 13 : 9.21 14 : 9.22 15 : 3.45 16 : 9.22 17 : 9.22 18 : 9.22 M00201 after normalization: ['0.27874186551', '0.0976138828633', '0.347071583514', '0.429501084599', '0.0', '0.0', '0.3568329718', '0.0', '0.0', '0.0976138828633', '1.0', '1.0', '0.0', '0.270065075922', '0.0', '0.719088937093', '0.0', '0.511930585683'] ['0.187635574837', '0.0824295010846', '0.08568329718', '0.298264642082', '0.0', '0.0', '0.181127982646', '0.238611713666', '0.0986984815618', '0.518438177874', '0.0', '0.0', '0.0922909880565', '0.189804772234', '0.501449275362', '0.183297180043', '0.629067245119', '0.0976138828633'] ['0.330802603037', '0.731019522777', '0.0976138828633', '0.272234273319', '0.0', '0.437093275488', '0.0921908893709', '0.382863340564', '0.901301518438', '0.0', '0.0', '0.0', '0.437567861021', '0.44251626898', '0.260869565217', '0.0976138828633', '0.0', '0.197396963124'] ['0.202819956616', '0.0889370932755', '0.469631236443', '0.0', '1.0', '0.562906724512', '0.369848156182', '0.37852494577', '0.0', '0.383947939262', '0.0', '0.0', '0.470141150923', '0.0976138828633', '0.23768115942', '0.0', '0.370932754881', '0.19305856833'] M00202 ABNORMAL colsum: 9.4 (will normalize) M00202 old matrix values: ['1.74', '6.07', '7.56', '0.97', '4.43', '6.79', '4.39', '0.91', '0.00', '0.00', '1.68', '6.91', '1.65', '0.00', '2.65', '4.39', '2.65', '1.78', '0.90', '0.84', '6.66', '1.78', '5.92', '0.97', '1.67', '2.61'] ['2.52', '2.56', '0.97', '2.55', '0.00', '0.90', '1.68', '0.97', '0.00', '1.65', '0.00', '0.78', '1.81', '3.33', '1.65', '0.00', '2.62', '1.80', '0.97', '7.66', '0.90', '6.85', '1.74', '3.26', '0.91', '0.90'] ['1.71', '0.78', '0.00', '0.00', '1.71', '0.84', '0.00', '0.00', '7.82', '0.00', '7.72', '0.00', '1.61', '3.49', '2.56', '3.33', '2.45', '4.14', '0.00', '0.00', '0.87', '0.00', '0.91', '1.78', '0.00', '0.87'] ['3.43', '0.00', '0.87', '5.88', '3.26', '0.87', '2.55', '7.53', '1.59', '7.75', '0.00', '1.71', '4.33', '2.58', '2.55', '1.68', '1.68', '1.68', '7.53', '0.90', '0.97', '0.78', '0.84', '3.40', '6.82', '5.01'] column sums: 1 : 9.4 2 : 9.41 3 : 9.4 4 : 9.4 5 : 9.4 6 : 9.4 7 : 8.62 8 : 9.41 9 : 9.41 10 : 9.4 11 : 9.4 12 : 9.4 13 : 9.4 14 : 9.4 15 : 9.41 16 : 9.4 17 : 9.4 18 : 9.4 19 : 9.4 20 : 9.4 21 : 9.4 22 : 9.41 23 : 9.41 24 : 9.41 25 : 9.4 26 : 9.39 M00202 after normalization: ['0.185106382979', '0.645058448459', '0.804255319149', '0.103191489362', '0.471276595745', '0.722340425532', '0.509280742459', '0.0967056323061', '0.0', '0.0', '0.178723404255', '0.735106382979', '0.175531914894', '0.0', '0.281615302869', '0.467021276596', '0.281914893617', '0.189361702128', '0.0957446808511', '0.0893617021277', '0.708510638298', '0.189160467588', '0.629117959617', '0.103081827843', '0.177659574468', '0.277955271565'] ['0.268085106383', '0.272051009564', '0.103191489362', '0.271276595745', '0.0', '0.0957446808511', '0.194895591647', '0.103081827843', '0.0', '0.175531914894', '0.0', '0.0829787234043', '0.192553191489', '0.354255319149', '0.175345377258', '0.0', '0.278723404255', '0.191489361702', '0.103191489362', '0.814893617021', '0.0957446808511', '0.727948990436', '0.184909670563', '0.346439957492', '0.0968085106383', '0.0958466453674'] ['0.181914893617', '0.0828905419766', '0.0', '0.0', '0.181914893617', '0.0893617021277', '0.0', '0.0', '0.831030818278', '0.0', '0.821276595745', '0.0', '0.171276595745', '0.371276595745', '0.272051009564', '0.354255319149', '0.260638297872', '0.440425531915', '0.0', '0.0', '0.0925531914894', '0.0', '0.0967056323061', '0.189160467588', '0.0', '0.0926517571885'] ['0.364893617021', '0.0', '0.0925531914894', '0.625531914894', '0.346808510638', '0.0925531914894', '0.295823665893', '0.800212539851', '0.168969181722', '0.824468085106', '0.0', '0.181914893617', '0.460638297872', '0.274468085106', '0.270988310308', '0.178723404255', '0.178723404255', '0.178723404255', '0.801063829787', '0.0957446808511', '0.103191489362', '0.0828905419766', '0.0892667375133', '0.361317747078', '0.725531914894', '0.533546325879'] M00203 ABNORMAL colsum: 14.79 (will normalize) M00203 old matrix values: ['6.39', '0.00', '16.31', '0.00', '16.31', '10.80', '4.32', '4.04', '5.74', '4.46', '4.78'] ['0.00', '0.00', '0.00', '0.82', '0.00', '1.40', '0.84', '2.95', '6.76', '7.12', '4.08'] ['4.00', '16.31', '0.00', '0.00', '0.00', '2.62', '10.31', '5.08', '2.29', '0.68', '1.63'] ['4.40', '0.00', '0.00', '15.49', '0.00', '0.91', '0.84', '4.25', '1.52', '4.05', '5.82'] column sums: 1 : 14.79 2 : 16.31 3 : 16.31 4 : 16.31 5 : 16.31 6 : 15.73 7 : 16.31 8 : 16.32 9 : 16.31 10 : 16.31 11 : 16.31 M00203 after normalization: ['0.432048681542', '0.0', '1.0', '0.0', '1.0', '0.686586141132', '0.264868179031', '0.247549019608', '0.351931330472', '0.273451870018', '0.293071735132'] ['0.0', '0.0', '0.0', '0.0502759043532', '0.0', '0.0890019071837', '0.0515021459227', '0.180759803922', '0.414469650521', '0.436541998774', '0.250153280196'] ['0.27045300879', '1.0', '0.0', '0.0', '0.0', '0.166560712015', '0.632127529123', '0.311274509804', '0.140404659718', '0.041692213366', '0.0999386879215'] ['0.297498309669', '0.0', '0.0', '0.949724095647', '0.0', '0.0578512396694', '0.0515021459227', '0.260416666667', '0.0931943592888', '0.248313917842', '0.35683629675'] M00204 ABNORMAL colsum: 7.7 (will normalize) M00204 old matrix values: ['2.69', '5.18', '4.30', '0.00', '0.00', '7.70', '0.00', '0.00', '0.00', '3.40'] ['2.46', '0.00', '0.00', '0.00', '0.00', '0.00', '6.01', '0.00', '7.70', '1.65'] ['1.74', '2.52', '2.43', '0.00', '7.70', '0.00', '0.00', '0.00', '0.00', '0.00'] ['0.81', '0.00', '0.97', '7.70', '0.00', '0.00', '1.68', '7.70', '0.00', '1.88'] column sums: 1 : 7.7 2 : 7.7 3 : 7.7 4 : 7.7 5 : 7.7 6 : 7.7 7 : 7.69 8 : 7.7 9 : 7.7 10 : 6.93 M00204 after normalization: ['0.349350649351', '0.672727272727', '0.558441558442', '0.0', '0.0', '1.0', '0.0', '0.0', '0.0', '0.49062049062'] ['0.319480519481', '0.0', '0.0', '0.0', '0.0', '0.0', '0.781534460338', '0.0', '1.0', '0.238095238095'] ['0.225974025974', '0.327272727273', '0.315584415584', '0.0', '1.0', '0.0', '0.0', '0.0', '0.0', '0.0'] ['0.105194805195', '0.0', '0.125974025974', '1.0', '0.0', '0.0', '0.218465539662', '1.0', '0.0', '0.271284271284'] M00205 ABNORMAL colsum: 8.35 (will normalize) M00205 old matrix values: ['0.00', '0.00', '0.00', '6.74', '0.00', '5.91', '4.88', '2.52', '2.61', '1.61', '0.00', '0.00', '0.00', '0.00', '0.00', '0.00'] ['0.86', '0.00', '1.68', '0.00', '6.62', '2.43', '0.97', '0.82', '3.09', '0.00', '0.00', '0.00', '2.69', '8.34', '0.00', '0.97'] ['5.10', '5.94', '0.75', '0.00', '0.00', '0.00', '1.64', '1.68', '2.65', '0.00', '8.34', '0.00', '0.80', '0.00', '0.00', '2.59'] ['2.39', '2.40', '5.16', '0.86', '1.73', '0.00', '0.86', '3.33', '0.00', '6.73', '0.00', '8.34', '4.86', '0.00', '8.34', '2.29'] column sums: 1 : 8.35 2 : 8.34 3 : 7.59 4 : 7.6 5 : 8.35 6 : 8.34 7 : 8.35 8 : 8.35 9 : 8.35 10 : 8.34 11 : 8.34 12 : 8.34 13 : 8.35 14 : 8.34 15 : 8.34 16 : 5.85 M00205 after normalization: ['0.0', '0.0', '0.0', '0.886842105263', '0.0', '0.708633093525', '0.584431137725', '0.301796407186', '0.312574850299', '0.193045563549', '0.0', '0.0', '0.0', '0.0', '0.0', '0.0'] ['0.102994011976', '0.0', '0.221343873518', '0.0', '0.792814371257', '0.291366906475', '0.116167664671', '0.0982035928144', '0.37005988024', '0.0', '0.0', '0.0', '0.322155688623', '1.0', '0.0', '0.165811965812'] ['0.610778443114', '0.712230215827', '0.098814229249', '0.0', '0.0', '0.0', '0.196407185629', '0.20119760479', '0.317365269461', '0.0', '1.0', '0.0', '0.0958083832335', '0.0', '0.0', '0.442735042735'] ['0.28622754491', '0.287769784173', '0.679841897233', '0.113157894737', '0.207185628743', '0.0', '0.102994011976', '0.39880239521', '0.0', '0.806954436451', '0.0', '1.0', '0.582035928144', '0.0', '1.0', '0.391452991453'] M00206 ABNORMAL colsum: 8.92 (will normalize) M00206 old matrix values: ['3.65', '0.0', '0.00', '0.00', '8.07', '7.36', '0.97', '0.00', '7.43', '3.68', '0.00', '4.20', '6.59', '2.87', '0.94', '5.71', '4.84'] ['0.0', '0.0', '1.58', '1.87', '0.00', '0.00', '0.00', '0.90', '0.78', '0.00', '0.00', '1.55', '0.00', '6.04', '5.49', '0.68', '3.20'] ['2.46', '8.91', '1.55', '0.00', '0.84', '0.74', '0.00', '1.65', '0.00', '0.71', '0.00', '0.94', '0.94', '0.00', '0.00', '0.00', '0.87'] ['2.81', '0.0', '5.78', '7.04', '0.00', '0.81', '7.94', '1.90', '0.71', '4.52', '8.91', '2.23', '1.39', '0.00', '2.49', '2.52', '0.00'] column sums: 1 : 8.92 2 : 8.91 3 : 8.91 4 : 8.91 5 : 8.91 6 : 8.91 7 : 8.91 8 : 4.45 9 : 8.92 10 : 8.91 11 : 8.91 12 : 8.92 13 : 8.92 14 : 8.91 15 : 8.92 16 : 8.91 17 : 8.91 M00206 after normalization: ['0.409192825112', '0.0', '0.0', '0.0', '0.905723905724', '0.826038159371', '0.1088664422', '0.0', '0.832959641256', '0.413019079686', '0.0', '0.470852017937', '0.738789237668', '0.322109988777', '0.105381165919', '0.640852974186', '0.543209876543'] ['0.0', '0.0', '0.177328843996', '0.20987654321', '0.0', '0.0', '0.0', '0.202247191011', '0.0874439461883', '0.0', '0.0', '0.173766816143', '0.0', '0.677890011223', '0.615470852018', '0.0763187429854', '0.359147025814'] ['0.275784753363', '1.0', '0.173961840629', '0.0', '0.0942760942761', '0.0830527497194', '0.0', '0.370786516854', '0.0', '0.0796857463524', '0.0', '0.105381165919', '0.105381165919', '0.0', '0.0', '0.0', '0.0976430976431'] ['0.315022421525', '0.0', '0.648709315376', '0.79012345679', '0.0', '0.0909090909091', '0.8911335578', '0.426966292135', '0.0795964125561', '0.507295173962', '1.0', '0.25', '0.155829596413', '0.0', '0.279147982063', '0.282828282828', '0.0'] M00207 ABNORMAL colsum: 6.25 (will normalize) M00207 old matrix values: ['0.87', '0.00', '0.93', '0.84', '0.00', '0.00', '0.00', '4.48', '3.58', '0.93', '3.52', '0.00', '0.84', '0.00', '0.00', '2.59', '1.68', '0.94', '0.00', '0.00', '0.00', '1.86'] ['1.68', '0.00', '0.93', '0.00', '6.26', '0.00', '0.00', '0.90', '0.90', '1.75', '0.00', '4.39', '0.00', '0.84', '2.55', '0.87', '2.71', '0.0', '6.26', '6.26', '0.90', '0.94'] ['1.86', '0.00', '0.00', '1.87', '0.00', '6.26', '6.26', '0.87', '0.00', '0.93', '0.00', '0.00', '0.00', '2.80', '0.90', '1.86', '1.86', '0.0', '0.00', '0.00', '5.35', '1.75'] ['1.84', '6.26', '0.00', '3.55', '0.00', '0.00', '0.00', '0.00', '1.77', '2.65', '2.74', '1.86', '4.51', '2.62', '2.80', '0.94', '0.0', '5.32', '0.00', '0.00', '0.00', '1.71'] column sums: 1 : 6.25 2 : 6.26 3 : 1.86 4 : 6.26 5 : 6.26 6 : 6.26 7 : 6.26 8 : 6.25 9 : 6.25 10 : 6.26 11 : 6.26 12 : 6.25 13 : 5.35 14 : 6.26 15 : 6.25 16 : 6.26 17 : 6.25 18 : 6.26 19 : 6.26 20 : 6.26 21 : 6.25 22 : 6.26 M00207 after normalization: ['0.1392', '0.0', '0.5', '0.134185303514', '0.0', '0.0', '0.0', '0.7168', '0.5728', '0.148562300319', '0.562300319489', '0.0', '0.157009345794', '0.0', '0.0', '0.413738019169', '0.2688', '0.150159744409', '0.0', '0.0', '0.0', '0.297124600639'] ['0.2688', '0.0', '0.5', '0.0', '1.0', '0.0', '0.0', '0.144', '0.144', '0.279552715655', '0.0', '0.7024', '0.0', '0.134185303514', '0.408', '0.138977635783', '0.4336', '0.0', '1.0', '1.0', '0.144', '0.150159744409'] ['0.2976', '0.0', '0.0', '0.298722044728', '0.0', '1.0', '1.0', '0.1392', '0.0', '0.148562300319', '0.0', '0.0', '0.0', '0.447284345048', '0.144', '0.297124600639', '0.2976', '0.0', '0.0', '0.0', '0.856', '0.279552715655'] ['0.2944', '1.0', '0.0', '0.567092651757', '0.0', '0.0', '0.0', '0.0', '0.2832', '0.423322683706', '0.437699680511', '0.2976', '0.842990654206', '0.418530351438', '0.448', '0.150159744409', '0.0', '0.849840255591', '0.0', '0.0', '0.0', '0.273162939297'] M00208 ABNORMAL colsum: 21.9 (will normalize) M00208 old matrix values: ['5.81', '0.00', '0.00', '0.00', '22.49', '4.03', '1.41', '0.00', '0.00', '1.21', '0.78', '13.10'] ['2.92', '0.00', '0.00', '0.00', '0.00', '12.56', '0.00', '5.94', '6.90', '20.68', '21.71', '4.81'] ['9.86', '22.49', '22.49', '22.49', '0.00', '0.00', '0.00', '0.00', '0.00', '0.00', '0.00', '2.60'] ['3.31', '0.00', '0.00', '0.00', '0.00', '5.31', '21.08', '16.55', '15.59', '0.00', '0.00', '1.98'] column sums: 1 : 21.9 2 : 22.49 3 : 22.49 4 : 22.49 5 : 22.49 6 : 21.9 7 : 22.49 8 : 22.49 9 : 22.49 10 : 21.89 11 : 22.49 12 : 22.49 M00208 after normalization: ['0.265296803653', '0.0', '0.0', '0.0', '1.0', '0.18401826484', '0.0626945309026', '0.0', '0.0', '0.0552763819095', '0.0346820809249', '0.582481102712'] ['0.133333333333', '0.0', '0.0', '0.0', '0.0', '0.573515981735', '0.0', '0.264117385505', '0.306803023566', '0.94472361809', '0.965317919075', '0.21387283237'] ['0.450228310502', '1.0', '1.0', '1.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.115606936416'] ['0.151141552511', '0.0', '0.0', '0.0', '0.0', '0.242465753425', '0.937305469097', '0.735882614495', '0.693196976434', '0.0', '0.0', '0.0880391285016'] M00209 ABNORMAL colsum: 7.07 (will normalize) M00209 old matrix values: ['1.87', '0.00', '0.00', '0.00', '7.07', '0.00', '0.00', '0.00', '0.00', '0.00', '0.85', '4.42', '1.70', '1.70'] ['1.76', '4.46', '0.00', '0.00', '0.00', '0.00', '0.00', '0.00', '0.00', '3.50', '0.91', '0.00', '2.65', '1.81'] ['0.90', '0.91', '0.00', '7.07', '0.00', '0.00', '0.00', '7.07', '7.07', '0.00', '0.00', '0.85', '2.72', '0.00'] ['2.54', '1.70', '7.07', '0.00', '0.00', '7.07', '7.07', '0.00', '0.00', '3.56', '5.31', '0.00', '0.00', '3.56'] column sums: 1 : 7.07 2 : 7.07 3 : 7.07 4 : 7.07 5 : 7.07 6 : 7.07 7 : 7.07 8 : 7.07 9 : 7.07 10 : 7.06 11 : 7.07 12 : 5.27 13 : 7.07 14 : 7.07 M00209 after normalization: ['0.264497878359', '0.0', '0.0', '0.0', '1.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.120226308345', '0.838709677419', '0.24045261669', '0.24045261669'] ['0.248939179632', '0.630834512023', '0.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.495750708215', '0.128712871287', '0.0', '0.374823196605', '0.256011315417'] ['0.12729844413', '0.128712871287', '0.0', '1.0', '0.0', '0.0', '0.0', '1.0', '1.0', '0.0', '0.0', '0.161290322581', '0.384724186704', '0.0'] ['0.359264497878', '0.24045261669', '1.0', '0.0', '0.0', '1.0', '1.0', '0.0', '0.0', '0.504249291785', '0.751060820368', '0.0', '0.0', '0.503536067893'] M00210 ABNORMAL colsum: 10.17 (will normalize) M00210 old matrix values: ['2.16', '0.86', '1.79', '8.76', '0.00', '0.00', '1.52', '0.00', '0.00', '9.23', '0.00', '6.68', '1.34'] ['5.21', '0.00', '4.62', '1.40', '0.00', '0.00', '0.00', '0.00', '10.17', '0.00', '0.00', '0.00', '4.78'] ['0.97', '0.83', '2.16', '0.00', '0.00', '0.00', '0.00', '8.64', '0.00', '0.93', '0.00', '2.52', '0.65'] ['1.83', '8.48', '1.59', '0.00', '10.17', '10.17', '8.64', '1.52', '0.00', '0.00', '10.17', '0.97', '3.39'] column sums: 1 : 10.17 2 : 10.17 3 : 10.16 4 : 10.16 5 : 10.17 6 : 10.17 7 : 10.16 8 : 10.16 9 : 10.17 10 : 10.16 11 : 10.17 12 : 10.17 13 : 10.16 M00210 after normalization: ['0.212389380531', '0.0845624385447', '0.176181102362', '0.862204724409', '0.0', '0.0', '0.149606299213', '0.0', '0.0', '0.908464566929', '0.0', '0.656833824975', '0.13188976378'] ['0.512291052114', '0.0', '0.454724409449', '0.137795275591', '0.0', '0.0', '0.0', '0.0', '1.0', '0.0', '0.0', '0.0', '0.470472440945'] ['0.0953785644051', '0.0816125860374', '0.212598425197', '0.0', '0.0', '0.0', '0.0', '0.850393700787', '0.0', '0.0915354330709', '0.0', '0.247787610619', '0.0639763779528'] ['0.17994100295', '0.833824975418', '0.156496062992', '0.0', '1.0', '1.0', '0.850393700787', '0.149606299213', '0.0', '0.0', '1.0', '0.0953785644051', '0.333661417323'] M00211 ABNORMAL colsum: 8.62 (will normalize) M00211 old matrix values: ['2.26', '0.0', '0.00', '0.00', '1.54', '0.00', '0.00', '0.00', '0.00'] ['2.5', '0.0', '0.00', '0.00', '0.00', '0.00', '5.99', '0.92', '5.82'] ['0.0', '8.62', '0.00', '8.62', '5.38', '0.00', '1.71', '0.00', '0.87'] ['3.86', '0.0', '8.62', '0.00', '0.00', '8.62', '0.92', '7.70', '1.93'] column sums: 1 : 8.62 2 : 8.62 3 : 8.62 4 : 8.62 5 : 6.92 6 : 8.62 7 : 8.62 8 : 8.62 9 : 8.62 M00211 after normalization: ['0.262180974478', '0.0', '0.0', '0.0', '0.222543352601', '0.0', '0.0', '0.0', '0.0'] ['0.290023201856', '0.0', '0.0', '0.0', '0.0', '0.0', '0.694895591647', '0.106728538283', '0.675174013921'] ['0.0', '1.0', '0.0', '1.0', '0.777456647399', '0.0', '0.19837587007', '0.0', '0.100928074246'] ['0.447795823666', '0.0', '1.0', '0.0', '0.0', '1.0', '0.106728538283', '0.893271461717', '0.223897911833'] M00212 ABNORMAL colsum: 9.9 (will normalize) M00212 old matrix values: ['1.26', '9.89', '6.30', '0.00', '9.89', '9.89', '9.89', '4.08', '0.00', '0.00', '1.36', '0.00', '0.71', '0.00', '1.45', '0.00', '0.18', '0.60'] ['5.55', '0.00', '0.00', '0.00', '0.00', '0.00', '0.00', '1.46', '8.59', '5.10', '2.78', '5.46', '4.16', '4.13', '0.96', '7.83', '0.00', '2.80'] ['1.74', '0.00', '1.36', '0.00', '0.00', '0.00', '0.00', '1.30', '0.00', '1.36', '0.00', '0.00', '0.81', '1.41', '3.46', '2.07', '0.00', '4.28'] ['1.35', '0.00', '2.24', '9.89', '0.00', '0.00', '0.00', '0.92', '0.63', '2.15', '4.47', '4.43', '4.22', '4.35', '4.02', '0.00', '9.72', '2.22'] column sums: 1 : 9.9 2 : 9.89 3 : 9.9 4 : 9.89 5 : 9.89 6 : 9.89 7 : 9.89 8 : 7.76 9 : 9.22 10 : 8.61 11 : 8.61 12 : 9.89 13 : 9.9 14 : 9.89 15 : 9.89 16 : 9.9 17 : 9.9 18 : 9.9 M00212 after normalization: ['0.127272727273', '1.0', '0.636363636364', '0.0', '1.0', '1.0', '1.0', '0.525773195876', '0.0', '0.0', '0.157955865273', '0.0', '0.0717171717172', '0.0', '0.146612740142', '0.0', '0.0181818181818', '0.0606060606061'] ['0.560606060606', '0.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.188144329897', '0.931670281996', '0.592334494774', '0.322880371661', '0.552072800809', '0.420202020202', '0.417593528817', '0.0970677451972', '0.790909090909', '0.0', '0.282828282828'] ['0.175757575758', '0.0', '0.137373737374', '0.0', '0.0', '0.0', '0.0', '0.167525773196', '0.0', '0.157955865273', '0.0', '0.0', '0.0818181818182', '0.142568250758', '0.349848331648', '0.209090909091', '0.0', '0.432323232323'] ['0.136363636364', '0.0', '0.226262626263', '1.0', '0.0', '0.0', '0.0', '0.118556701031', '0.0683297180043', '0.249709639954', '0.519163763066', '0.447927199191', '0.426262626263', '0.439838220425', '0.406471183013', '0.0', '0.981818181818', '0.224242424242'] M00213 ABNORMAL colsum: 14.82 (will normalize) M00213 old matrix values: ['6.89', '8.80', '7.20', '14.82', '0.00', '0.00', '0.00', '14.82', '2.13', '11.92', '0.76', '11.45', '0.79', '1.64'] ['2.40', '0.00', '6.83', '0.00', '14.82', '14.82', '14.82', '0.00', '0.67', '0.76', '14.06', '3.36', '5.64', '7.18'] ['0.79', '4.58', '0.79', '0.00', '0.00', '0.00', '0.00', '0.00', '2.87', '1.49', '0.00', '0.00', '0.00', '1.61'] ['4.74', '1.43', '0.00', '0.00', '0.00', '0.00', '0.00', '0.00', '9.15', '0.64', '0.00', '0.00', '7.10', '4.39'] column sums: 1 : 14.82 2 : 14.81 3 : 14.82 4 : 14.82 5 : 14.82 6 : 14.82 7 : 14.82 8 : 14.82 9 : 14.82 10 : 14.81 11 : 14.82 12 : 14.81 13 : 13.53 14 : 14.82 M00213 after normalization: ['0.464912280702', '0.594193112762', '0.485829959514', '1.0', '0.0', '0.0', '0.0', '1.0', '0.143724696356', '0.804861580014', '0.0512820512821', '0.773126266036', '0.0583887657058', '0.110661268556'] ['0.161943319838', '0.0', '0.460863697706', '0.0', '1.0', '1.0', '1.0', '0.0', '0.0452091767881', '0.0513166779203', '0.948717948718', '0.226873733964', '0.416851441242', '0.484480431849'] ['0.05330634278', '0.309250506415', '0.05330634278', '0.0', '0.0', '0.0', '0.0', '0.0', '0.193657219973', '0.100607697502', '0.0', '0.0', '0.0', '0.108636977058'] ['0.31983805668', '0.0965563808238', '0.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.617408906883', '0.0432140445645', '0.0', '0.0', '0.524759793052', '0.296221322537'] M00214 ABNORMAL colsum: 8.13 (will normalize) M00214 old matrix values: ['6.26', '6.26', '0.00', '7.19', '0.00', '0.00', '0.00', '7.23', '0.00', '6.22', '0.00', '0.00', '0.00', '0.00', '0.00', '0.00', '0.00', '0.00', '1.54'] ['0.90', '0.00', '6.62', '0.94', '2.81', '1.91', '0.94', '0.90', '0.90', '0.00', '0.94', '8.13', '0.00', '0.00', '0.90', '0.00', '0.00', '0.00', '3.53'] ['0.97', '1.87', '0.97', '0.00', '0.00', '6.22', '6.22', '0.00', '0.97', '1.91', '0.90', '0.00', '0.00', '8.13', '0.00', '8.13', '8.13', '0.00', '0.00'] ['0.00', '0.00', '0.54', '0.00', '0.00', '0.00', '0.00', '0.00', '5.32', '0.00', '6.29', '0.00', '8.13', '0.00', '7.23', '0.00', '0.00', '8.13', '3.06'] column sums: 1 : 8.13 2 : 8.13 3 : 8.13 4 : 8.13 5 : 2.81 6 : 8.13 7 : 7.16 8 : 8.13 9 : 7.19 10 : 8.13 11 : 8.13 12 : 8.13 13 : 8.13 14 : 8.13 15 : 8.13 16 : 8.13 17 : 8.13 18 : 8.13 19 : 8.13 M00214 after normalization: ['0.769987699877', '0.769987699877', '0.0', '0.884378843788', '0.0', '0.0', '0.0', '0.889298892989', '0.0', '0.765067650677', '0.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.189421894219'] ['0.110701107011', '0.0', '0.814268142681', '0.115621156212', '1.0', '0.234932349323', '0.131284916201', '0.110701107011', '0.125173852573', '0.0', '0.115621156212', '1.0', '0.0', '0.0', '0.110701107011', '0.0', '0.0', '0.0', '0.434194341943'] ['0.119311193112', '0.230012300123', '0.119311193112', '0.0', '0.0', '0.765067650677', '0.868715083799', '0.0', '0.134909596662', '0.234932349323', '0.110701107011', '0.0', '0.0', '1.0', '0.0', '1.0', '1.0', '0.0', '0.0'] ['0.0', '0.0', '0.0664206642066', '0.0', '0.0', '0.0', '0.0', '0.0', '0.739916550765', '0.0', '0.773677736777', '0.0', '1.0', '0.0', '0.889298892989', '0.0', '0.0', '1.0', '0.376383763838'] M00215 ABNORMAL colsum: 6.78 (will normalize) M00215 old matrix values: ['1.8', '0.0', '0.00', '7.14', '2.65', '9.47', '0.93', '10.80', '3.52', '0.00', '0.00', '3.18', '1.68', '6.73', '1.46'] ['0.0', '12.86', '12.86', '1.19', '0.00', '0.00', '1.22', '0.00', '0.00', '0.00', '0.00', '6.16', '7.87', '2.52', '2.49'] ['3.23', '0.0', '0.00', '0.00', '0.00', '0.93', '0.00', '0.00', '0.00', '12.86', '12.86', '2.13', '2.45', '0.00', '4.63'] ['1.75', '0.0', '0.00', '4.52', '10.20', '2.45', '10.71', '2.06', '9.34', '0.00', '0.00', '1.39', '0.85', '3.61', '4.28'] column sums: 1 : 6.78 2 : 12.86 3 : 12.86 4 : 12.85 5 : 12.85 6 : 12.85 7 : 12.86 8 : 12.86 9 : 12.86 10 : 12.86 11 : 12.86 12 : 12.86 13 : 12.85 14 : 12.86 15 : 12.86 M00215 after normalization: ['0.265486725664', '0.0', '0.0', '0.555642023346', '0.206225680934', '0.736964980545', '0.0723172628305', '0.839813374806', '0.273716951788', '0.0', '0.0', '0.247278382582', '0.130739299611', '0.5233281493', '0.113530326594'] ['0.0', '1.0', '1.0', '0.0926070038911', '0.0', '0.0', '0.094867807154', '0.0', '0.0', '0.0', '0.0', '0.47900466563', '0.612451361868', '0.195956454121', '0.193623639191'] ['0.476401179941', '0.0', '0.0', '0.0', '0.0', '0.072373540856', '0.0', '0.0', '0.0', '1.0', '1.0', '0.165629860031', '0.190661478599', '0.0', '0.360031104199'] ['0.258112094395', '0.0', '0.0', '0.351750972763', '0.793774319066', '0.190661478599', '0.832814930016', '0.160186625194', '0.726283048212', '0.0', '0.0', '0.108087091757', '0.0661478599222', '0.280715396579', '0.332814930016'] M00216 ABNORMAL colsum: 13.36 (will normalize) M00216 old matrix values: ['3.00', '0.00', '0.33', '9.76', '0.00', '13.36', '12.40', '13.36', '13.36', '3.92'] ['3.89', '10.19', '3.33', '0.00', '0.00', '0.00', '0.00', '0.00', '0.00', '1.36'] ['2.48', '2.66', '0.00', '0.00', '0.00', '0.00', '0.00', '0.00', '0.00', '6.11'] ['3.99', '0.52', '9.71', '3.61', '13.36', '0.00', '0.96', '0.00', '0.00', '1.97'] column sums: 1 : 13.36 2 : 13.37 3 : 13.37 4 : 13.37 5 : 13.36 6 : 13.36 7 : 13.36 8 : 13.36 9 : 13.36 10 : 13.36 M00216 after normalization: ['0.224550898204', '0.0', '0.0246821241586', '0.729992520568', '0.0', '1.0', '0.928143712575', '1.0', '1.0', '0.293413173653'] ['0.291167664671', '0.76215407629', '0.249065071055', '0.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.101796407186'] ['0.185628742515', '0.198952879581', '0.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.457335329341'] ['0.298652694611', '0.0388930441286', '0.726252804787', '0.270007479432', '1.0', '0.0', '0.0718562874251', '0.0', '0.0', '0.14745508982'] M00217 ABNORMAL colsum: 9.13 (will normalize) M00217 old matrix values: ['1.64', '0.00', '8.46', '0.00', '1.77', '0.00', '0.00', '2.31'] ['4.01', '10.07', '1.60', '9.16', '0.90', '0.00', '0.00', '3.61'] ['0.94', '0.00', '0.00', '0.00', '7.39', '0.00', '10.07', '0.94'] ['2.54', '0.00', '0.00', '0.90', '0.00', '10.07', '0.00', '2.41'] column sums: 1 : 9.13 2 : 10.07 3 : 10.06 4 : 10.06 5 : 10.06 6 : 10.07 7 : 10.07 8 : 9.27 M00217 after normalization: ['0.179627601314', '0.0', '0.840954274354', '0.0', '0.175944333996', '0.0', '0.0', '0.249190938511'] ['0.439211391019', '1.0', '0.159045725646', '0.910536779324', '0.0894632206759', '0.0', '0.0', '0.389428263215'] ['0.10295728368', '0.0', '0.0', '0.0', '0.734592445328', '0.0', '1.0', '0.101402373247'] ['0.278203723987', '0.0', '0.0', '0.0894632206759', '0.0', '1.0', '0.0', '0.259978425027'] M00224 ABNORMAL colsum: 100.0 (will normalize) M00224 old matrix values: ['8.0', '23.2', '13.9', '17.5', '59.6', '31.2', '0', '0', '3.9', '0', '0', '0', '3.8', '100', '100', '36.3', '11.1', '19.8', '24.8', '12.5', '31.8'] ['18.0', '9.7', '31.3', '37.9', '13.5', '26.3', '0', '0', '90.9', '100', '32.5', '0', '0', '0', '0', '8.8', '11.1', '10.5', '12.7', '36.7', '12.6'] ['41.9', '37.2', '19.8', '38.1', '15.1', '9.4', '0', '0', '2', '0', '67.5', '100', '94.9', '0', '0', '29.5', '11.1', '69.6', '46.6', '49.2', '39.7'] ['32.1', '29.8', '35.2', '6.4', '11.9', '33.2', '100', '100', '3.2', '0', '0', '0', '1.2', '0', '0', '25.5', '66.7', '0', '15.9', '1.5', '16'] column sums: 1 : 100.0 2 : 99.9 3 : 100.2 4 : 99.9 5 : 100.1 6 : 100.1 7 : 100.0 8 : 100.0 9 : 100.0 10 : 100.0 11 : 100.0 12 : 100.0 13 : 99.9 14 : 100.0 15 : 100.0 16 : 100.1 17 : 100.0 18 : 99.9 19 : 100.0 20 : 99.9 21 : 100.1 M00224 after normalization: ['0.08', '0.232232232232', '0.13872255489', '0.175175175175', '0.595404595405', '0.311688311688', '0.0', '0.0', '0.039', '0.0', '0.0', '0.0', '0.038038038038', '1.0', '1.0', '0.362637362637', '0.111', '0.198198198198', '0.248', '0.125125125125', '0.317682317682'] ['0.18', '0.0970970970971', '0.312375249501', '0.379379379379', '0.134865134865', '0.262737262737', '0.0', '0.0', '0.909', '1.0', '0.325', '0.0', '0.0', '0.0', '0.0', '0.0879120879121', '0.111', '0.105105105105', '0.127', '0.367367367367', '0.125874125874'] ['0.419', '0.372372372372', '0.197604790419', '0.381381381381', '0.150849150849', '0.0939060939061', '0.0', '0.0', '0.02', '0.0', '0.675', '1.0', '0.94994994995', '0.0', '0.0', '0.294705294705', '0.111', '0.696696696697', '0.466', '0.492492492492', '0.396603396603'] ['0.321', '0.298298298298', '0.35129740519', '0.0640640640641', '0.118881118881', '0.331668331668', '1.0', '1.0', '0.032', '0.0', '0.0', '0.0', '0.012012012012', '0.0', '0.0', '0.254745254745', '0.667', '0.0', '0.159', '0.015015015015', '0.15984015984'] M00225 ABNORMAL colsum: 99.9 (will normalize) M00225 old matrix values: ['16.1', '2.4', '9.8', '5', '77.9', '12.6', '0', '0', '0', '0', '0', '0', '0', '100', '100', '63.3', '1.8', '7.7', '34.7', '27.3', '19.6'] ['20.3', '18', '17.5', '45.2', '0.8', '6.8', '0', '0', '100', '100', '50', '0', '0', '0', '0', '0', '13.8', '19.3', '18.7', '18.2', '24.3'] ['30.7', '59.1', '39.4', '27.9', '21.3', '0', '0', '0', '0', '0', '50', '100', '98.2', '0', '0', '32.7', '1.8', '70', '28', '22.4', '16'] ['32.8', '20.3', '33.3', '21.9', '0', '80.6', '100', '100', '0', '0', '0', '0', '1.8', '0', '0', '4', '82.6', '3', '18.7', '32.1', '40.1'] column sums: 1 : 99.9 2 : 99.8 3 : 100.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 100.0 8 : 100.0 9 : 100.0 10 : 100.0 11 : 100.0 12 : 100.0 13 : 100.0 14 : 100.0 15 : 100.0 16 : 100.0 17 : 100.0 18 : 100.0 19 : 100.1 20 : 100.0 21 : 100.0 M00225 after normalization: ['0.161161161161', '0.0240480961924', '0.098', '0.05', '0.779', '0.126', '0.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.0', '1.0', '1.0', '0.633', '0.018', '0.077', '0.346653346653', '0.273', '0.196'] ['0.203203203203', '0.180360721443', '0.175', '0.452', '0.008', '0.068', '0.0', '0.0', '1.0', '1.0', '0.5', '0.0', '0.0', '0.0', '0.0', '0.0', '0.138', '0.193', '0.186813186813', '0.182', '0.243'] ['0.307307307307', '0.592184368737', '0.394', '0.279', '0.213', '0.0', '0.0', '0.0', '0.0', '0.0', '0.5', '1.0', '0.982', '0.0', '0.0', '0.327', '0.018', '0.7', '0.27972027972', '0.224', '0.16'] ['0.328328328328', '0.203406813627', '0.333', '0.219', '0.0', '0.806', '1.0', '1.0', '0.0', '0.0', '0.0', '0.0', '0.018', '0.0', '0.0', '0.04', '0.826', '0.03', '0.186813186813', '0.321', '0.401'] M00231 ABNORMAL colsum: 100 (will normalize) M00231 old matrix values: ['5', '16', '18', '19', '22', '33', '20', '3', '3', '85', '57', '91', '96', '93', '0', '100', '9', '34', '36', '20', '30', '23'] ['28', '32', '36', '25', '12', '9', '4', '85', '8', '0', '0', '0', '0', '0', '0', '0', '0', '46', '28', '37', '34', '23'] ['25', '31', '27', '33', '43', '21', '43', '3', '0', '0', '0', '1', '0', '1', '0', '0', '90', '11', '8', '15', '13', '22'] ['42', '21', '19', '23', '23', '37', '33', '9', '89', '15', '41', '8', '4', '6', '100', '0', '1', '9', '28', '28', '23', '32'] column sums: 1 : 100.0 2 : 100.0 3 : 100.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 100.0 8 : 100.0 9 : 100.0 10 : 100.0 11 : 98.0 12 : 100.0 13 : 100.0 14 : 100.0 15 : 100.0 16 : 100.0 17 : 100.0 18 : 100.0 19 : 100.0 20 : 100.0 21 : 100.0 22 : 100.0 M00231 after normalization: ['0.05', '0.16', '0.18', '0.19', '0.22', '0.33', '0.2', '0.03', '0.03', '0.85', '0.581632653061', '0.91', '0.96', '0.93', '0.0', '1.0', '0.09', '0.34', '0.36', '0.2', '0.3', '0.23'] ['0.28', '0.32', '0.36', '0.25', '0.12', '0.09', '0.04', '0.85', '0.08', '0.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.46', '0.28', '0.37', '0.34', '0.23'] ['0.25', '0.31', '0.27', '0.33', '0.43', '0.21', '0.43', '0.03', '0.0', '0.0', '0.0', '0.01', '0.0', '0.01', '0.0', '0.0', '0.9', '0.11', '0.08', '0.15', '0.13', '0.22'] ['0.42', '0.21', '0.19', '0.23', '0.23', '0.37', '0.33', '0.09', '0.89', '0.15', '0.418367346939', '0.08', '0.04', '0.06', '1.0', '0.0', '0.01', '0.09', '0.28', '0.28', '0.23', '0.32'] M00232 ABNORMAL colsum: 100 (will normalize) M00232 old matrix values: ['22', '26', '26', '18', '22', '31', '15', '0', '0', '80', '53', '92', '91', '99', '0', '98', '5', '46', '42', '26', '30', '30'] ['22', '27', '14', '21', '3', '10', '4', '98', '0', '0', '0', '0', '1', '0', '0', '0', '0', '39', '27', '34', '28', '28'] ['24', '29', '26', '37', '49', '9', '39', '0', '0', '1', '0', '0', '2', '0', '0', '0', '92', '4', '6', '6', '18', '23'] ['32', '18', '32', '24', '26', '50', '42', '2', '100', '19', '47', '8', '5', '1', '100', '2', '3', '11', '25', '34', '24', '19'] column sums: 1 : 100.0 2 : 100.0 3 : 98.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 100.0 8 : 100.0 9 : 100.0 10 : 100.0 11 : 100.0 12 : 100.0 13 : 99.0 14 : 100.0 15 : 100.0 16 : 100.0 17 : 100.0 18 : 100.0 19 : 100.0 20 : 100.0 21 : 100.0 22 : 100.0 M00232 after normalization: ['0.22', '0.26', '0.265306122449', '0.18', '0.22', '0.31', '0.15', '0.0', '0.0', '0.8', '0.53', '0.92', '0.919191919192', '0.99', '0.0', '0.98', '0.05', '0.46', '0.42', '0.26', '0.3', '0.3'] ['0.22', '0.27', '0.142857142857', '0.21', '0.03', '0.1', '0.04', '0.98', '0.0', '0.0', '0.0', '0.0', '0.010101010101', '0.0', '0.0', '0.0', '0.0', '0.39', '0.27', '0.34', '0.28', '0.28'] ['0.24', '0.29', '0.265306122449', '0.37', '0.49', '0.09', '0.39', '0.0', '0.0', '0.01', '0.0', '0.0', '0.020202020202', '0.0', '0.0', '0.0', '0.92', '0.04', '0.06', '0.06', '0.18', '0.23'] ['0.32', '0.18', '0.326530612245', '0.24', '0.26', '0.5', '0.42', '0.02', '1.0', '0.19', '0.47', '0.08', '0.0505050505051', '0.01', '1.0', '0.02', '0.03', '0.11', '0.25', '0.34', '0.24', '0.19'] M00233 ABNORMAL colsum: 100 (will normalize) M00233 old matrix values: ['41', '13', '7', '7', '9', '0', '63', '0', '0', '91', '68', '100', '100', '100', '0', '100', '2', '80', '72', '43', '27', '21'] ['27', '43', '9', '0', '0', '1', '1', '98', '2', '2', '0', '0', '0', '0', '2', '0', '0', '9', '6', '36', '48', '23'] ['15', '32', '7', '84', '7', '4', '20', '2', '0', '0', '0', '0', '0', '0', '0', '0', '98', '6', '0', '2', '9', '17'] ['17', '12', '77', '9', '84', '86', '16', '0', '98', '7', '32', '0', '0', '0', '98', '0', '0', '5', '22', '18', '16', '39'] column sums: 1 : 100.0 2 : 100.0 3 : 100.0 4 : 100.0 5 : 100.0 6 : 91.0 7 : 100.0 8 : 100.0 9 : 100.0 10 : 100.0 11 : 100.0 12 : 100.0 13 : 100.0 14 : 100.0 15 : 100.0 16 : 100.0 17 : 100.0 18 : 100.0 19 : 100.0 20 : 99.0 21 : 100.0 22 : 100.0 M00233 after normalization: ['0.41', '0.13', '0.07', '0.07', '0.09', '0.0', '0.63', '0.0', '0.0', '0.91', '0.68', '1.0', '1.0', '1.0', '0.0', '1.0', '0.02', '0.8', '0.72', '0.434343434343', '0.27', '0.21'] ['0.27', '0.43', '0.09', '0.0', '0.0', '0.010989010989', '0.01', '0.98', '0.02', '0.02', '0.0', '0.0', '0.0', '0.0', '0.02', '0.0', '0.0', '0.09', '0.06', '0.363636363636', '0.48', '0.23'] ['0.15', '0.32', '0.07', '0.84', '0.07', '0.043956043956', '0.2', '0.02', '0.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.98', '0.06', '0.0', '0.020202020202', '0.09', '0.17'] ['0.17', '0.12', '0.77', '0.09', '0.84', '0.945054945055', '0.16', '0.0', '0.98', '0.07', '0.32', '0.0', '0.0', '0.0', '0.98', '0.0', '0.0', '0.05', '0.22', '0.181818181818', '0.16', '0.39'] M00235 ABNORMAL colsum: 100 (will normalize) M00235 old matrix values: ['17', '33', '32', '14', '27', '23', '9', '9', '0', '0', '0', '0', '0', '22', '33', '20'] ['0', '6', '16', '9', '14', '9', '5', '35', '0', '96', '0', '0', '0', '61', '50', '40'] ['33', '28', '26', '48', '40', '36', '23', '9', '96', '0', '100', '0', '100', '0', '0', '40'] ['50', '33', '26', '29', '18', '32', '64', '48', '4', '4', '0', '100', '0', '17', '17', '0'] column sums: 1 : 100.0 2 : 100.0 3 : 100.0 4 : 100.0 5 : 99.0 6 : 100.0 7 : 101.0 8 : 101.0 9 : 100.0 10 : 100.0 11 : 100.0 12 : 100.0 13 : 100.0 14 : 100.0 15 : 100.0 16 : 100.0 M00235 after normalization: ['0.17', '0.33', '0.32', '0.14', '0.272727272727', '0.23', '0.0891089108911', '0.0891089108911', '0.0', '0.0', '0.0', '0.0', '0.0', '0.22', '0.33', '0.2'] ['0.0', '0.06', '0.16', '0.09', '0.141414141414', '0.09', '0.049504950495', '0.346534653465', '0.0', '0.96', '0.0', '0.0', '0.0', '0.61', '0.5', '0.4'] ['0.33', '0.28', '0.26', '0.48', '0.40404040404', '0.36', '0.227722772277', '0.0891089108911', '0.96', '0.0', '1.0', '0.0', '1.0', '0.0', '0.0', '0.4'] ['0.5', '0.33', '0.26', '0.29', '0.181818181818', '0.32', '0.633663366337', '0.475247524752', '0.04', '0.04', '0.0', '1.0', '0.0', '0.17', '0.17', '0.0'] M00236 ABNORMAL colsum: 100 (will normalize) M00236 old matrix values: ['25', '30', '33', '33', '17', '20', '95', '0', '0', '0', '0', '24', '14', '17', '10', '13'] ['13', '0', '0', '8', '17', '80', '0', '100', '0', '0', '0', '35', '36', '42', '20', '38'] ['50', '30', '25', '42', '25', '0', '5', '0', '100', '0', '100', '24', '14', '25', '40', '25'] ['13', '40', '42', '17', '42', '0', '0', '0', '0', '100', '0', '18', '36', '17', '30', '25'] column sums: 1 : 101.0 2 : 100.0 3 : 100.0 4 : 100.0 5 : 101.0 6 : 100.0 7 : 100.0 8 : 100.0 9 : 100.0 10 : 100.0 11 : 100.0 12 : 101.0 13 : 100.0 14 : 101.0 15 : 100.0 16 : 101.0 M00236 after normalization: ['0.247524752475', '0.3', '0.33', '0.33', '0.168316831683', '0.2', '0.95', '0.0', '0.0', '0.0', '0.0', '0.237623762376', '0.14', '0.168316831683', '0.1', '0.128712871287'] ['0.128712871287', '0.0', '0.0', '0.08', '0.168316831683', '0.8', '0.0', '1.0', '0.0', '0.0', '0.0', '0.346534653465', '0.36', '0.415841584158', '0.2', '0.376237623762'] ['0.49504950495', '0.3', '0.25', '0.42', '0.247524752475', '0.0', '0.05', '0.0', '1.0', '0.0', '1.0', '0.237623762376', '0.14', '0.247524752475', '0.4', '0.247524752475'] ['0.128712871287', '0.4', '0.42', '0.17', '0.415841584158', '0.0', '0.0', '0.0', '0.0', '1.0', '0.0', '0.178217821782', '0.36', '0.168316831683', '0.3', '0.247524752475'] M00237 ABNORMAL colsum: 100 (will normalize) M00237 old matrix values: ['16', '32', '8', '12', '72', '0', '0', '0', '0', '0', '0', '0', '48', '8', '48', '40', '0', '0', '0'] ['4', '8', '24', '12', '0', '0', '52', '0', '100', '0', '0', '0', '36', '56', '0', '4', '40', '72', '100'] ['76', '48', '56', '44', '24', '16', '0', '100', '0', '100', '0', '100', '0', '28', '8', '32', '40', '16', '0'] ['4', '12', '12', '32', '4', '84', '48', '0', '0', '0', '100', '0', '16', '8', '44', '24', '20', '12', '0'] column sums: 1 : 100.0 2 : 100.0 3 : 100.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 100.0 8 : 100.0 9 : 100.0 10 : 100.0 11 : 100.0 12 : 100.0 13 : 100.0 14 : 100.0 15 : 100.0 16 : 100.0 17 : 100.0 18 : 100.0 19 : 100.0 M00237 after normalization: ['0.16', '0.32', '0.08', '0.12', '0.72', '0.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.48', '0.08', '0.48', '0.4', '0.0', '0.0', '0.0'] ['0.04', '0.08', '0.24', '0.12', '0.0', '0.0', '0.52', '0.0', '1.0', '0.0', '0.0', '0.0', '0.36', '0.56', '0.0', '0.04', '0.4', '0.72', '1.0'] ['0.76', '0.48', '0.56', '0.44', '0.24', '0.16', '0.0', '1.0', '0.0', '1.0', '0.0', '1.0', '0.0', '0.28', '0.08', '0.32', '0.4', '0.16', '0.0'] ['0.04', '0.12', '0.12', '0.32', '0.04', '0.84', '0.48', '0.0', '0.0', '0.0', '1.0', '0.0', '0.16', '0.08', '0.44', '0.24', '0.2', '0.12', '0.0'] M00243 ABNORMAL colsum: 100.1 (will normalize) M00243 old matrix values: ['45.5', '5.1', '7.3', '0.0', '1.8', '0.0', '30.9', '0.0', '0.0', '12.7', '0.0', '0.0'] ['6.1', '2.6', '0.0', '98.2', '0.0', '1.8', '0.0', '0.0', '0.0', '76.4', '0.0', '0.0'] ['6.1', '5.1', '92.7', '0.0', '98.2', '14.5', '69.1', '100.0', '100.0', '0.0', '100.0', '42.3'] ['42.4', '87.2', '0.0', '1.8', '0.0', '83.6', '0.0', '0.0', '0.0', '10.9', '0.0', '57.7'] column sums: 1 : 100.1 2 : 100.0 3 : 100.0 4 : 100.0 5 : 100.0 6 : 99.9 7 : 100.0 8 : 100.0 9 : 100.0 10 : 100.0 11 : 100.0 12 : 100.0 M00243 after normalization: ['0.454545454545', '0.051', '0.073', '0.0', '0.018', '0.0', '0.309', '0.0', '0.0', '0.127', '0.0', '0.0'] ['0.0609390609391', '0.026', '0.0', '0.982', '0.0', '0.018018018018', '0.0', '0.0', '0.0', '0.764', '0.0', '0.0'] ['0.0609390609391', '0.051', '0.927', '0.0', '0.982', '0.145145145145', '0.691', '1.0', '1.0', '0.0', '1.0', '0.423'] ['0.423576423576', '0.872', '0.0', '0.018', '0.0', '0.836836836837', '0.0', '0.0', '0.0', '0.109', '0.0', '0.577'] M00244 ABNORMAL colsum: 99.9 (will normalize) M00244 old matrix values: ['52.6', '9.5', '1.9', '5.7', '0.0', '0.0', '24.1', '0.0', '0.0', '9.4', '0.0', '2.0'] ['0.0', '9.5', '0.0', '94.3', '0.0', '0.0', '0.0', '0.0', '0.0', '56.6', '0.0', '0.0'] ['10.5', '7.1', '98.1', '0.0', '100.0', '9.3', '75.9', '100.0', '100.0', '0.0', '100.0', '70.0'] ['36.8', '73.8', '0.0', '0.0', '0.0', '90.7', '0.0', '0.0', '0.0', '34.0', '0.0', '28.0'] column sums: 1 : 99.9 2 : 99.9 3 : 100.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 100.0 8 : 100.0 9 : 100.0 10 : 100.0 11 : 100.0 12 : 100.0 M00244 after normalization: ['0.526526526527', '0.0950950950951', '0.019', '0.057', '0.0', '0.0', '0.241', '0.0', '0.0', '0.094', '0.0', '0.02'] ['0.0', '0.0950950950951', '0.0', '0.943', '0.0', '0.0', '0.0', '0.0', '0.0', '0.566', '0.0', '0.0'] ['0.105105105105', '0.0710710710711', '0.981', '0.0', '1.0', '0.093', '0.759', '1.0', '1.0', '0.0', '1.0', '0.7'] ['0.368368368368', '0.738738738739', '0.0', '0.0', '0.0', '0.907', '0.0', '0.0', '0.0', '0.34', '0.0', '0.28'] M00245 ABNORMAL colsum: 100.0 (will normalize) M00245 old matrix values: ['30.3', '17.1', '1.9', '0.0', '0.0', '0.0', '32.1', '0.0', '0.0', '5.7', '0.0', '2.0'] ['27.3', '7.3', '0.0', '100.0', '0.0', '0.0', '0.0', '0.0', '0.0', '88.7', '0.0', '0.0'] ['27.3', '9.8', '98.1', '0.0', '100.0', '0.0', '67.9', '100.0', '100.0', '0.0', '100.0', '34.0'] ['15.1', '65.9', '0.0', '0.0', '0.0', '100.0', '0.0', '0.0', '0.0', '5.7', '0.0', '64.0'] column sums: 1 : 100.0 2 : 100.1 3 : 100.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 100.0 8 : 100.0 9 : 100.0 10 : 100.1 11 : 100.0 12 : 100.0 M00245 after normalization: ['0.303', '0.170829170829', '0.019', '0.0', '0.0', '0.0', '0.321', '0.0', '0.0', '0.0569430569431', '0.0', '0.02'] ['0.273', '0.0729270729271', '0.0', '1.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.886113886114', '0.0', '0.0'] ['0.273', '0.0979020979021', '0.981', '0.0', '1.0', '0.0', '0.679', '1.0', '1.0', '0.0', '1.0', '0.34'] ['0.151', '0.658341658342', '0.0', '0.0', '0.0', '1.0', '0.0', '0.0', '0.0', '0.0569430569431', '0.0', '0.64'] M00246 ABNORMAL colsum: 100.0 (will normalize) M00246 old matrix values: ['31.8', '5.6', '3.8', '6.3', '0.0', '0.0', '37.5', '0.0', '0.0', '5.0', '1.3', '2.6'] ['9.1', '3.7', '0.0', '90.0', '0.0', '0.0', '0.0', '0.0', '0.0', '82.5', '0.0', '2.6'] ['25.0', '9.3', '96.3', '0.0', '100.0', '0.0', '62.5', '100.0', '100.0', '0.0', '97.5', '44.9'] ['34.1', '81.5', '0.0', '3.8', '0.0', '100.0', '0.0', '0.0', '0.0', '12.5', '1.3', '50.0'] column sums: 1 : 100.0 2 : 100.1 3 : 100.1 4 : 100.1 5 : 100.0 6 : 100.0 7 : 100.0 8 : 100.0 9 : 100.0 10 : 100.0 11 : 100.1 12 : 100.1 M00246 after normalization: ['0.318', '0.0559440559441', '0.037962037962', '0.0629370629371', '0.0', '0.0', '0.375', '0.0', '0.0', '0.05', '0.012987012987', '0.025974025974'] ['0.091', '0.036963036963', '0.0', '0.899100899101', '0.0', '0.0', '0.0', '0.0', '0.0', '0.825', '0.0', '0.025974025974'] ['0.25', '0.0929070929071', '0.962037962038', '0.0', '1.0', '0.0', '0.625', '1.0', '1.0', '0.0', '0.974025974026', '0.448551448551'] ['0.341', '0.814185814186', '0.0', '0.037962037962', '0.0', '1.0', '0.0', '0.0', '0.0', '0.125', '0.012987012987', '0.4995004995'] M00248 ABNORMAL colsum: 100 (will normalize) M00248 old matrix values: ['22', '22', '6', '100', '0', '0', '0', '24', '100', '100', '0', '0'] ['6', '28', '6', '0', '0', '0', '39', '0', '0', '0', '0', '0'] ['11', '28', '0', '0', '0', '95', '32', '0', '0', '0', '0', '0'] ['56', '22', '89', '0', '100', '5', '28', '76', '0', '0', '100', '100'] column sums: 1 : 95.0 2 : 100.0 3 : 101.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 99.0 8 : 100.0 9 : 100.0 10 : 100.0 11 : 100.0 12 : 100.0 M00248 after normalization: ['0.231578947368', '0.22', '0.0594059405941', '1.0', '0.0', '0.0', '0.0', '0.24', '1.0', '1.0', '0.0', '0.0'] ['0.0631578947368', '0.28', '0.0594059405941', '0.0', '0.0', '0.0', '0.393939393939', '0.0', '0.0', '0.0', '0.0', '0.0'] ['0.115789473684', '0.28', '0.0', '0.0', '0.0', '0.95', '0.323232323232', '0.0', '0.0', '0.0', '0.0', '0.0'] ['0.589473684211', '0.22', '0.881188118812', '0.0', '1.0', '0.05', '0.282828282828', '0.76', '0.0', '0.0', '1.0', '1.0'] M00262 ABNORMAL colsum: 100.0 (will normalize) M00262 old matrix values: ['27.3', '11.9', '6.8', '55.0', '1.6', '0.0', '0.0', '83.9', '3.2', '54.8', '91.8', '1.4', '0.0', '1.4', '74.6', '23.4', '1.9', '29.3', '3.2', '23.1', '21.4', '7.7'] ['15.2', '23.8', '20.5', '3.3', '95.2', '100.0', '100.0', '0.0', '38.7', '35.6', '1.4', '0.0', '19.2', '97.2', '15.5', '34.4', '46.3', '2.4', '77.4', '7.7', '35.7', '38.5'] ['24.2', '11.9', '6.8', '10.0', '0.0', '0.0', '0.0', '14.5', '30.7', '9.6', '6.8', '1.4', '75.3', '1.4', '2.9', '0.0', '3.7', '58.5', '9.7', '61.5', '14.3', '15.4'] ['33.3', '52.4', '65.9', '31.7', '3.2', '0.0', '0.0', '1.6', '27.4', '0.0', '0.0', '97.2', '5.5', '0.0', '7.0', '42.2', '48.1', '9.8', '9.7', '7.7', '28.6', '38.4'] column sums: 1 : 100.0 2 : 100.0 3 : 100.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 100.0 8 : 100.0 9 : 100.0 10 : 100.0 11 : 100.0 12 : 100.0 13 : 100.0 14 : 100.0 15 : 100.0 16 : 100.0 17 : 100.0 18 : 100.0 19 : 100.0 20 : 100.0 21 : 100.0 22 : 100.0 M00262 after normalization: ['0.273', '0.119', '0.068', '0.55', '0.016', '0.0', '0.0', '0.839', '0.032', '0.548', '0.918', '0.014', '0.0', '0.014', '0.746', '0.234', '0.019', '0.293', '0.032', '0.231', '0.214', '0.077'] ['0.152', '0.238', '0.205', '0.033', '0.952', '1.0', '1.0', '0.0', '0.387', '0.356', '0.014', '0.0', '0.192', '0.972', '0.155', '0.344', '0.463', '0.024', '0.774', '0.077', '0.357', '0.385'] ['0.242', '0.119', '0.068', '0.1', '0.0', '0.0', '0.0', '0.145', '0.307', '0.096', '0.068', '0.014', '0.753', '0.014', '0.029', '0.0', '0.037', '0.585', '0.097', '0.615', '0.143', '0.154'] ['0.333', '0.524', '0.659', '0.317', '0.032', '0.0', '0.0', '0.016', '0.274', '0.0', '0.0', '0.972', '0.055', '0.0', '0.07', '0.422', '0.481', '0.098', '0.097', '0.077', '0.286', '0.384'] M00270 ABNORMAL colsum: 100 (will normalize) M00270 old matrix values: ['36', '33', '68', '0', '0', '10', '0', '2', '100', '2', '43', '24', '26'] ['28', '15', '10', '98', '100', '88', '2', '92', '0', '9', '26', '24', '16'] ['28', '26', '32', '0', '0', '0', '98', '0', '0', '2', '17', '10', '21'] ['8', '26', '0', '2', '0', '2', '0', '6', '0', '87', '14', '43', '37'] column sums: 1 : 100.0 2 : 100.0 3 : 110.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 100.0 8 : 100.0 9 : 100.0 10 : 100.0 11 : 100.0 12 : 101.0 13 : 100.0 M00270 after normalization: ['0.36', '0.33', '0.618181818182', '0.0', '0.0', '0.1', '0.0', '0.02', '1.0', '0.02', '0.43', '0.237623762376', '0.26'] ['0.28', '0.15', '0.0909090909091', '0.98', '1.0', '0.88', '0.02', '0.92', '0.0', '0.09', '0.26', '0.237623762376', '0.16'] ['0.28', '0.26', '0.290909090909', '0.0', '0.0', '0.0', '0.98', '0.0', '0.0', '0.02', '0.17', '0.0990099009901', '0.21'] ['0.08', '0.26', '0.0', '0.02', '0.0', '0.02', '0.0', '0.06', '0.0', '0.87', '0.14', '0.425742574257', '0.37'] M00272 ABNORMAL colsum: 100 (will normalize) M00272 old matrix values: ['40', '20', '55', '0', '53', '15', '0', '0', '0', '12'] ['13', '3', '3', '93', '8', '0', '0', '50', '68', '35'] ['23', '70', '40', '0', '8', '3', '100', '0', '0', '3'] ['23', '5', '0', '5', '30', '82', '0', '50', '30', '48'] column sums: 1 : 99.0 2 : 98.0 3 : 98.0 4 : 98.0 5 : 99.0 6 : 100.0 7 : 100.0 8 : 100.0 9 : 98.0 10 : 98.0 M00272 after normalization: ['0.40404040404', '0.204081632653', '0.561224489796', '0.0', '0.535353535354', '0.15', '0.0', '0.0', '0.0', '0.122448979592'] ['0.131313131313', '0.030612244898', '0.030612244898', '0.948979591837', '0.0808080808081', '0.0', '0.0', '0.5', '0.69387755102', '0.357142857143'] ['0.232323232323', '0.714285714286', '0.408163265306', '0.0', '0.0808080808081', '0.03', '1.0', '0.0', '0.0', '0.030612244898'] ['0.232323232323', '0.0510204081633', '0.0', '0.0510204081633', '0.30303030303', '0.82', '0.0', '0.5', '0.30612244898', '0.489795918367'] M00289 ABNORMAL colsum: 100 (will normalize) M00289 old matrix values: ['20', '12', '34', '0', '42', '0', '0', '0', '48', '0', '26', '7', '55'] ['3', '26', '12', '0', '0', '0', '0', '0', '0', '23', '3', '3', '6'] ['45', '39', '27', '0', '58', '0', '0', '0', '52', '0', '13', '13', '16'] ['32', '23', '27', '100', '0', '100', '100', '100', '0', '77', '58', '77', '23'] column sums: 1 : 100.0 2 : 100.0 3 : 100.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 100.0 8 : 100.0 9 : 100.0 10 : 100.0 11 : 100.0 12 : 100.0 13 : 100.0 M00289 after normalization: ['0.2', '0.12', '0.34', '0.0', '0.42', '0.0', '0.0', '0.0', '0.48', '0.0', '0.26', '0.07', '0.55'] ['0.03', '0.26', '0.12', '0.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.23', '0.03', '0.03', '0.06'] ['0.45', '0.39', '0.27', '0.0', '0.58', '0.0', '0.0', '0.0', '0.52', '0.0', '0.13', '0.13', '0.16'] ['0.32', '0.23', '0.27', '1.0', '0.0', '1.0', '1.0', '1.0', '0.0', '0.77', '0.58', '0.77', '0.23'] M00361 ABNORMAL colsum: 100 (will normalize) M00361 old matrix values: ['28', '17', '0', '2', '6', '91', '2', '2', '4', '2', '18'] ['24', '26', '92', '2', '85', '2', '0', '93', '4', '55', '23'] ['32', '55', '4', '0', '0', '2', '93', '5', '91', '27', '45'] ['15', '2', '4', '96', '8', '4', '4', '0', '0', '16', '14'] column sums: 1 : 99.0 2 : 100.0 3 : 100.0 4 : 100.0 5 : 99.0 6 : 99.0 7 : 99.0 8 : 100.0 9 : 99.0 10 : 100.0 11 : 100.0 M00361 after normalization: ['0.282828282828', '0.17', '0.0', '0.02', '0.0606060606061', '0.919191919192', '0.020202020202', '0.02', '0.040404040404', '0.02', '0.18'] ['0.242424242424', '0.26', '0.92', '0.02', '0.858585858586', '0.020202020202', '0.0', '0.93', '0.040404040404', '0.55', '0.23'] ['0.323232323232', '0.55', '0.04', '0.0', '0.0', '0.020202020202', '0.939393939394', '0.05', '0.919191919192', '0.27', '0.45'] ['0.151515151515', '0.02', '0.04', '0.96', '0.0808080808081', '0.040404040404', '0.040404040404', '0.0', '0.0', '0.16', '0.14'] M00398 ABNORMAL colsum: 100 (will normalize) M00398 old matrix values: ['54', '4', '2', '86', '0', '2', '0', '95', '100', '4'] ['7', '2', '2', '0', '98', '0', '26', '5', '0', '49'] ['35', '0', '5', '14', '0', '98', '0', '0', '0', '9'] ['4', '95', '91', '0', '2', '0', '74', '0', '0', '39'] column sums: 1 : 100.0 2 : 101.0 3 : 100.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 100.0 8 : 100.0 9 : 100.0 10 : 101.0 M00398 after normalization: ['0.54', '0.039603960396', '0.02', '0.86', '0.0', '0.02', '0.0', '0.95', '1.0', '0.039603960396'] ['0.07', '0.019801980198', '0.02', '0.0', '0.98', '0.0', '0.26', '0.05', '0.0', '0.485148514851'] ['0.35', '0.0', '0.05', '0.14', '0.0', '0.98', '0.0', '0.0', '0.0', '0.0891089108911'] ['0.04', '0.940594059406', '0.91', '0.0', '0.02', '0.0', '0.74', '0.0', '0.0', '0.386138613861'] M00473 ABNORMAL colsum: 100 (will normalize) M00473 old matrix values: ['33', '49', '33', '74', '100', '100', '0', '100', '54', '33'] ['36', '18', '3', '10', '0', '0', '100', '0', '24', '19'] ['14', '30', '0', '0', '0', '0', '0', '0', '11', '31'] ['17', '3', '64', '16', '0', '0', '0', '0', '11', '28'] column sums: 1 : 100.0 2 : 100.0 3 : 100.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 100.0 8 : 100.0 9 : 100.0 10 : 111.0 M00473 after normalization: ['0.33', '0.49', '0.33', '0.74', '1.0', '1.0', '0.0', '1.0', '0.54', '0.297297297297'] ['0.36', '0.18', '0.03', '0.1', '0.0', '0.0', '1.0', '0.0', '0.24', '0.171171171171'] ['0.14', '0.3', '0.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.11', '0.279279279279'] ['0.17', '0.03', '0.64', '0.16', '0.0', '0.0', '0.0', '0.0', '0.11', '0.252252252252'] M00496 ABNORMAL colsum: 100 (will normalize) M00496 old matrix values: ['23', '38', '15', '0', '2', '29', '8', '19'] ['33', '17', '13', '0', '0', '67', '56', '31'] ['35', '17', '12', '4', '2', '4', '15', '31'] ['10', '27', '60', '96', '96', '0', '21', '19'] column sums: 1 : 101.0 2 : 99.0 3 : 100.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 100.0 8 : 100.0 M00496 after normalization: ['0.227722772277', '0.383838383838', '0.15', '0.0', '0.02', '0.29', '0.08', '0.19'] ['0.326732673267', '0.171717171717', '0.13', '0.0', '0.0', '0.67', '0.56', '0.31'] ['0.346534653465', '0.171717171717', '0.12', '0.04', '0.02', '0.04', '0.15', '0.31'] ['0.0990099009901', '0.272727272727', '0.6', '0.96', '0.96', '0.0', '0.21', '0.19'] M00497 ABNORMAL colsum: 100 (will normalize) M00497 old matrix values: ['17', '31', '31', '2', '4', '8', '2', '15'] ['29', '19', '31', '4', '0', '85', '75', '38'] ['31', '33', '23', '6', '10', '2', '2', '31'] ['23', '17', '15', '88', '85', '4', '21', '17'] column sums: 1 : 100.0 2 : 100.0 3 : 100.0 4 : 100.0 5 : 99.0 6 : 99.0 7 : 100.0 8 : 101.0 M00497 after normalization: ['0.17', '0.31', '0.31', '0.02', '0.040404040404', '0.0808080808081', '0.02', '0.148514851485'] ['0.29', '0.19', '0.31', '0.04', '0.0', '0.858585858586', '0.75', '0.376237623762'] ['0.31', '0.33', '0.23', '0.06', '0.10101010101', '0.020202020202', '0.02', '0.306930693069'] ['0.23', '0.17', '0.15', '0.88', '0.858585858586', '0.040404040404', '0.21', '0.168316831683'] M00498 ABNORMAL colsum: 100 (will normalize) M00498 old matrix values: ['0', '50', '33', '0', '0', '17', '17', '33'] ['33', '17', '17', '0', '0', '83', '33', '17'] ['50', '17', '0', '0', '0', '0', '17', '17'] ['17', '17', '50', '100', '100', '0', '33', '33'] column sums: 1 : 100.0 2 : 101.0 3 : 100.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 100.0 8 : 100.0 M00498 after normalization: ['0.0', '0.49504950495', '0.33', '0.0', '0.0', '0.17', '0.17', '0.33'] ['0.33', '0.168316831683', '0.17', '0.0', '0.0', '0.83', '0.33', '0.17'] ['0.5', '0.168316831683', '0.0', '0.0', '0.0', '0.0', '0.17', '0.17'] ['0.17', '0.168316831683', '0.5', '1.0', '1.0', '0.0', '0.33', '0.33'] M00499 ABNORMAL colsum: 100 (will normalize) M00499 old matrix values: ['21', '40', '18', '0', '0', '5', '2', '29'] ['32', '15', '29', '0', '0', '95', '35', '21'] ['31', '11', '18', '0', '0', '0', '6', '21'] ['16', '34', '35', '100', '100', '0', '56', '29'] column sums: 1 : 100.0 2 : 100.0 3 : 100.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 99.0 8 : 100.0 M00499 after normalization: ['0.21', '0.4', '0.18', '0.0', '0.0', '0.05', '0.020202020202', '0.29'] ['0.32', '0.15', '0.29', '0.0', '0.0', '0.95', '0.353535353535', '0.21'] ['0.31', '0.11', '0.18', '0.0', '0.0', '0.0', '0.0606060606061', '0.21'] ['0.16', '0.34', '0.35', '1.0', '1.0', '0.0', '0.565656565657', '0.29'] M00500 ABNORMAL colsum: 100 (will normalize) M00500 old matrix values: ['23', '36', '9', '0', '5', '0', '14', '14'] ['23', '32', '45', '0', '0', '100', '59', '36'] ['41', '18', '5', '0', '0', '0', '0', '5'] ['14', '14', '41', '100', '95', '0', '27', '45'] column sums: 1 : 101.0 2 : 100.0 3 : 100.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 100.0 8 : 100.0 M00500 after normalization: ['0.227722772277', '0.36', '0.09', '0.0', '0.05', '0.0', '0.14', '0.14'] ['0.227722772277', '0.32', '0.45', '0.0', '0.0', '1.0', '0.59', '0.36'] ['0.405940594059', '0.18', '0.05', '0.0', '0.0', '0.0', '0.0', '0.05'] ['0.138613861386', '0.14', '0.41', '1.0', '0.95', '0.0', '0.27', '0.45'] M00532 ABNORMAL colsum: 100 (will normalize) M00532 old matrix values: ['17', '42', '73', '95', '0', '100', '0', '0', '0', '0', '0', '61'] ['17', '19', '27', '0', '100', '0', '0', '98', '0', '0', '3', '29'] ['36', '25', '0', '5', '0', '0', '2', '2', '0', '100', '74', '10'] ['30', '14', '0', '0', '0', '0', '98', '0', '100', '0', '23', '0'] column sums: 1 : 100.0 2 : 100.0 3 : 100.0 4 : 100.0 5 : 100.0 6 : 100.0 7 : 100.0 8 : 100.0 9 : 100.0 10 : 100.0 11 : 100.0 12 : 100.0 M00532 after normalization: ['0.17', '0.42', '0.73', '0.95', '0.0', '1.0', '0.0', '0.0', '0.0', '0.0', '0.0', '0.61'] ['0.17', '0.19', '0.27', '0.0', '1.0', '0.0', '0.0', '0.98', '0.0', '0.0', '0.03', '0.29'] ['0.36', '0.25', '0.0', '0.05', '0.0', '0.0', '0.02', '0.02', '0.0', '1.0', '0.74', '0.1'] ['0.3', '0.14', '0.0', '0.0', '0.0', '0.0', '0.98', '0.0', '1.0', '0.0', '0.23', '0.0']