├── data ├── result.txt ├── tran_length_step.csv ├── top_cases.csv ├── top_controls.csv ├── mesa │ ├── top_cases.csv │ └── top_controls.csv └── result_all.csv ├── .idea ├── libraries │ └── R_User_Library.xml ├── vcs.xml ├── other.xml ├── encodings.xml ├── modules.xml ├── misc.xml ├── deployment.xml └── Spindle.iml ├── unit ├── Unit.py └── calculate_class_info.py ├── sub_spindle_type ├── visit1 │ ├── controls │ │ ├── membership_mros-visit1-aa3851.csv │ │ ├── membership_mros-visit1-aa1909.csv │ │ ├── membership_mros-visit1-aa4576.csv │ │ ├── membership_mros-visit1-aa3767.csv │ │ ├── membership_mros-visit1-aa4505.csv │ │ ├── membership_mros-visit1-aa2379.csv │ │ ├── membership_mros-visit1-aa5633.csv │ │ ├── membership_mros-visit1-aa5668.csv │ │ ├── membership_mros-visit1-aa5093.csv │ │ ├── membership_mros-visit1-aa2194.csv │ │ ├── membership_mros-visit1-aa3855.csv │ │ ├── membership_mros-visit1-aa3292.csv │ │ ├── membership_mros-visit1-aa2836.csv │ │ ├── membership_mros-visit1-aa4773.csv │ │ ├── membership_mros-visit1-aa4876.csv │ │ ├── membership_mros-visit1-aa4427.csv │ │ ├── membership_mros-visit1-aa3416.csv │ │ ├── membership_mros-visit1-aa5452.csv │ │ ├── membership_mros-visit1-aa1631.csv │ │ ├── membership_mros-visit1-aa2664.csv │ │ ├── membership_mros-visit1-aa0479.csv │ │ └── membership_mros-visit1-aa1829.csv │ └── cases │ │ ├── membership_mros-visit1-aa1647.csv │ │ ├── membership_mros-visit1-aa5654.csv │ │ ├── membership_mros-visit1-aa4896.csv │ │ ├── membership_mros-visit1-aa5672.csv │ │ ├── membership_mros-visit1-aa3874.csv │ │ └── membership_mros-visit1-aa4252.csv └── visit2 │ └── controls │ ├── membership_mros-visit2-aa3416.csv │ ├── membership_mros-visit2-aa4876.csv │ ├── membership_mros-visit2-aa3292.csv │ ├── membership_mros-visit2-aa1953.csv │ ├── membership_mros-visit2-aa2449.csv │ └── membership_mros-visit2-aa5461.csv ├── datasets ├── mesa_dataset │ ├── cases │ │ ├── cases_nsrr4316.csv │ │ ├── cases_nsrr2299.csv │ │ ├── cases_nsrr5040.csv │ │ ├── cases_nsrr2374.csv │ │ ├── cases_nsrr4520.csv │ │ ├── cases_nsrr6157.csv │ │ ├── cases_nsrr5619.csv │ │ ├── cases_nsrr5402.csv │ │ ├── cases_nsrr4178.csv │ │ ├── cases_nsrr6432.csv │ │ ├── cases_nsrr0385.csv │ │ ├── cases_nsrr2133.csv │ │ ├── cases_nsrr6215.csv │ │ ├── cases_nsrr4215.csv │ │ ├── cases_nsrr6136.csv │ │ ├── cases_nsrr0319.csv │ │ ├── cases_nsrr3530.csv │ │ ├── cases_nsrr6005.csv │ │ └── cases_nsrr1529.csv │ └── controls │ │ ├── controls_nsrr0347.csv │ │ ├── controls_nsrr0590.csv │ │ ├── controls_nsrr0445.csv │ │ ├── controls_nsrr0079.csv │ │ ├── controls_nsrr0167.csv │ │ ├── controls_nsrr0036.csv │ │ ├── controls_nsrr0196.csv │ │ ├── controls_nsrr0338.csv │ │ ├── controls_nsrr0485.csv │ │ ├── controls_nsrr0282.csv │ │ ├── controls_nsrr0407.csv │ │ ├── controls_nsrr0374.csv │ │ ├── controls_nsrr0197.csv │ │ ├── controls_nsrr0183.csv │ │ ├── controls_nsrr0271.csv │ │ ├── controls_nsrr0523.csv │ │ ├── controls_nsrr0423.csv │ │ ├── controls_nsrr0363.csv │ │ ├── controls_nsrr0056.csv │ │ ├── controls_nsrr0219.csv │ │ ├── controls_nsrr0612.csv │ │ └── controls_nsrr0465.csv └── mros_dataset │ ├── controls │ ├── mros-visit1-aa1909.csv │ ├── mros-visit2-aa3416.csv │ ├── mros-visit1-aa2379.csv │ ├── mros-visit2-aa4876.csv │ ├── mros-visit1-aa2194.csv │ ├── mros-visit1-aa2836.csv │ ├── mros-visit2-aa3292.csv │ ├── mros-visit2-aa1953.csv │ ├── mros-visit2-aa2449.csv │ ├── mros-visit1-aa1631.csv │ ├── mros-visit1-aa2664.csv │ ├── mros-visit1-aa0479.csv │ ├── mros-visit1-aa1829.csv │ ├── mros-visit2-aa5461.csv │ ├── mros-visit1-aa1340.csv │ ├── mros-visit1-aa0754.csv │ └── mros-visit1-aa1724.csv │ └── cases │ ├── mros-visit1-aa1647.csv │ ├── mros-visit1-aa5654.csv │ ├── mros-visit1-aa4896.csv │ ├── mros-visit1-aa5672.csv │ ├── mros-visit1-aa3874.csv │ └── mros-visit1-aa4252.csv ├── test.py ├── evaluation.py ├── README.md ├── statistics.py └── lstm_sequence.py /data/result.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /data/tran_length_step.csv: -------------------------------------------------------------------------------- 1 | length,step,time 2 | -------------------------------------------------------------------------------- /.idea/libraries/R_User_Library.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | -------------------------------------------------------------------------------- /unit/Unit.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/python3 2 | import os 3 | # 工具类 4 | 5 | 6 | def read_all_csvfile(path):#读取一个文件夹下面所有的csv文件，不进行分类处理 7 | data = [] 8 | cate = [x for x in os.listdir(path)] 9 | -------------------------------------------------------------------------------- /sub_spindle_type/visit1/controls/membership_mros-visit1-aa3851.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,1.8969,1.1809,1.2513,0.7593,1.1842,0.9700,0.9691,3 3 | -------------------------------------------------------------------------------- /.idea/vcs.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | -------------------------------------------------------------------------------- /.idea/other.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 6 | -------------------------------------------------------------------------------- /.idea/encodings.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | -------------------------------------------------------------------------------- /sub_spindle_type/visit1/controls/membership_mros-visit1-aa1909.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,6.8717,1.1809,1.2513,0.7593,1.1842,0.9700,0.9691,3 3 | 1,11.5083,1.8191,1.7487,2.2407,1.8158,2.0300,2.0309,2 4 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/cases/cases_nsrr4316.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr4316,EEG3,10.895,1,6.609635416666666,6.609774305555556 3 | nsrr4316,EEG3,10.895,2,6.673342013888889,6.673541666666667 4 | nsrr4316,EEG3,10.895,3,6.686518012152778,6.686687282986111 5 | -------------------------------------------------------------------------------- /datasets/mros_dataset/controls/mros-visit1-aa1909.csv: -------------------------------------------------------------------------------- 1 | mros-visit1-aa1909 2 | Whole Night (hrs): 13.541667 SleepStage2 (hrs): 5.825000 3 | SpindleNo,Frequency,Duration,Amplitude,Time_of_night 4 | 1,9.974026,0.300780,33.005264,6.871750 5 | 2,12.709220,1.101600,500.000000,11.508306 6 | -------------------------------------------------------------------------------- /.idea/modules.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | -------------------------------------------------------------------------------- /sub_spindle_type/visit1/controls/membership_mros-visit1-aa4576.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,2.8828,1.1809,1.2513,0.7593,1.1842,0.9700,0.9691,3 3 | 1,2.9888,1.7385,1.4552,1.7745,1.3496,1.6049,1.5647,4 4 | 2,4.0173,0.9089,0.8384,1.3305,1.1351,1.1197,1.1207,2 5 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/cases/cases_nsrr2299.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr2299,EEG3,10.895,1,4.814008246527778,4.81421875 3 | nsrr2299,EEG3,10.895,2,7.921134982638889,7.921309678819444 4 | nsrr2299,EEG3,10.895,3,8.030418836805556,8.030652126736111 5 | nsrr2299,EEG3,10.895,4,8.07634548611111,8.076722005208333 6 | -------------------------------------------------------------------------------- /data/top_cases.csv: -------------------------------------------------------------------------------- 1 | name,acc 2 | mros-visit1-aa5943.csv,0.8375 3 | mros-visit1-aa0231.csv,0.8363 4 | mros-visit1-aa2179.csv,0.8352 5 | mros-visit1-aa4760.csv,0.8335 6 | mros-visit1-aa2555.csv,0.8315 7 | mros-visit1-aa5124.csv,0.8310 8 | mros-visit2-aa5943.csv,0.8308 9 | mros-visit1-aa1125.csv,0.8306 10 | mros-visit1-aa1822.csv,0.8304 11 | -------------------------------------------------------------------------------- /test.py: -------------------------------------------------------------------------------- 1 | import threading 2 | import time 3 | import Levenshtein 4 | import pandas as pd 5 | a = [11,12,13,14 ,25,26,27,28] 6 | b = [1, 4,2] 7 | c = [x for i, x in enumerate(a) if i not in b] 8 | print(c) 9 | path ="datasets/cases/cases_nsrr6686.csv" 10 | data = pd.read_csv(path, sep=',') 11 | print(data) 12 | data1 = data['Time_of_night'] 13 | print(data1) -------------------------------------------------------------------------------- /sub_spindle_type/visit1/controls/membership_mros-visit1-aa3767.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,2.9677,1.4814,1.4110,1.9030,1.4781,1.6923,1.6932,2 3 | 1,6.6072,1.1809,1.2513,0.7593,1.1842,0.9700,0.9691,3 4 | 2,8.9893,1.1130,0.9579,0.9905,0.7173,0.9794,0.7821,4 5 | 3,9.2172,1.1845,0.9012,1.0165,0.7889,1.0510,0.8536,4 6 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/controls/controls_nsrr0347.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr0347,EEG3,10.895,1,2.8040885416666668,2.804304470486111 3 | nsrr0347,EEG3,10.895,2,5.927584635416666,5.927728949652778 4 | nsrr0347,EEG3,10.895,3,5.938524305555555,5.938687065972222 5 | nsrr0347,EEG3,10.895,4,7.531342230902778,7.531612413194445 6 | nsrr0347,EEG3,10.895,5,7.5590234375,7.559206814236111 7 | -------------------------------------------------------------------------------- /datasets/mros_dataset/controls/mros-visit2-aa3416.csv: -------------------------------------------------------------------------------- 1 | mros-visit2-aa3416 2 | Whole Night (hrs): 12.760278 SleepStage2 (hrs): 2.325000 3 | SpindleNo,Frequency,Duration,Amplitude,Time_of_night,SleepStage 4 | 1,13.298701,0.300780,28.412299,3.985111,0 5 | 2,15.058824,0.398440,39.795529,6.218889,0 6 | 3,13.298701,0.300780,20.599680,6.434306,2 7 | 4,13.298701,0.300780,23.468376,7.889500,2 8 | 5,13.298701,0.300780,28.961624,9.584389,1 9 | -------------------------------------------------------------------------------- /sub_spindle_type/visit1/controls/membership_mros-visit1-aa4505.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,0.0019,1.8191,1.7487,2.2407,1.8158,2.0300,2.0309,2 3 | 1,1.0528,0.9808,1.0512,0.5592,0.9841,0.7699,0.7690,3 4 | 2,1.6372,0.8296,0.9000,0.7391,0.8329,0.6187,0.6178,6 5 | 3,4.3637,0.8171,0.8875,0.7266,0.8204,0.6062,0.6053,6 6 | 4,4.7854,0.9794,1.0499,0.5578,0.9828,0.7686,0.7677,3 7 | -------------------------------------------------------------------------------- /sub_spindle_type/visit2/controls/membership_mros-visit2-aa3416.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,3.9851,1.2501,1.0231,0.5759,1.1885,1.1046,0.9605,3 3 | 1,6.2189,1.8191,1.7487,2.2407,1.8158,2.0300,2.0309,2 4 | 2,6.4343,1.1809,1.2513,0.7593,1.1842,0.9700,0.9691,3 5 | 3,7.8895,1.0315,1.1019,0.6099,1.0348,0.8471,0.8197,3 6 | 4,9.5844,1.2787,1.0517,0.6045,1.2171,1.1332,0.9892,3 7 | -------------------------------------------------------------------------------- /.idea/misc.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 6 | 7 | 8 | 10 | -------------------------------------------------------------------------------- /datasets/mros_dataset/cases/mros-visit1-aa1647.csv: -------------------------------------------------------------------------------- 1 | mros-visit1-aa1647 2 | Whole Night (hrs): 12.191667 SleepStage2 (hrs): 4.441667 3 | SpindleNo,Frequency,Duration,Amplitude,Time_of_night 4 | 1,12.000000,0.500000,48.714427,1.557917 5 | 2,13.298701,0.300780,31.662470,1.797583 6 | 3,12.000000,0.500000,42.755779,1.988361 7 | 4,12.000000,0.500000,49.042496,2.022778 8 | 5,13.298701,0.300780,28.694591,4.383444 9 | 6,14.000000,0.500000,35.477226,4.397389 10 | -------------------------------------------------------------------------------- /datasets/mros_dataset/cases/mros-visit1-aa5654.csv: -------------------------------------------------------------------------------- 1 | mros-visit1-aa5654 2 | Whole Night (hrs): 11.491667 SleepStage2 (hrs): 2.783333 3 | SpindleNo,Frequency,Duration,Amplitude,Time_of_night 4 | 1,15.731844,0.699220,180.003052,0.042389 5 | 2,10.039216,0.398440,22.667277,0.044167 6 | 3,13.298701,0.300780,22.964828,0.044306 7 | 4,16.234146,1.601600,27.550164,0.045694 8 | 5,15.843648,1.199200,35.317006,0.047361 9 | 6,12.000000,2.000000,374.700542,2.573250 10 | -------------------------------------------------------------------------------- /sub_spindle_type/visit1/cases/membership_mros-visit1-aa1647.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,1.5579,2.2562,1.9729,1.5895,1.8606,2.1227,1.9253,3 3 | 1,1.7976,0.3857,0.5144,0.8979,0.6268,0.3840,0.5621,5 4 | 2,1.9884,1.9634,1.6801,1.2966,1.5677,1.8298,1.6325,3 5 | 3,2.0228,2.2724,1.9891,1.6056,1.8767,2.1388,1.9414,3 6 | 4,4.3834,0.5316,0.6603,1.0438,0.7726,0.5106,0.7079,5 7 | 5,4.3974,1.1524,1.0820,1.5740,1.1491,1.3633,1.3642,2 8 | -------------------------------------------------------------------------------- /sub_spindle_type/visit1/cases/membership_mros-visit1-aa5654.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,0.0424,0.5211,0.5071,0.9354,0.8520,0.7201,0.7744,2 3 | 1,0.0442,1.1234,1.1939,0.7018,1.1268,0.9126,0.9116,3 4 | 2,0.0443,0.6539,0.7243,0.9197,0.6572,0.4430,0.5839,5 5 | 3,0.0457,0.9086,1.1356,1.5828,0.9701,1.0541,1.1981,1 6 | 4,0.0474,0.5867,0.8137,1.2608,0.6482,0.7321,0.8762,1 7 | 5,2.5732,1.9559,1.6725,1.5572,1.5602,1.8223,1.6249,3 8 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/cases/cases_nsrr5040.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr5040,EEG3,10.895,1,4.693512369791667,4.693657769097222 3 | nsrr5040,EEG3,10.895,2,4.752562934027778,4.752712673611111 4 | nsrr5040,EEG3,10.895,3,4.770771484375,4.770948350694445 5 | nsrr5040,EEG3,10.895,4,4.988639322916667,4.9888302951388885 6 | nsrr5040,EEG3,10.895,5,4.995961371527778,4.996148003472222 7 | nsrr5040,EEG3,10.895,6,7.065770399305555,7.0659798177083335 8 | nsrr5040,EEG3,10.895,7,8.523944227430556,8.524129774305555 9 | -------------------------------------------------------------------------------- /.idea/deployment.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | -------------------------------------------------------------------------------- /unit/calculate_class_info.py: -------------------------------------------------------------------------------- 1 | #!/usr/python3 2 | ''' 3 | 主要是为了相关的 Accuracy，Precision，Recall 4 | ''' 5 | 6 | 7 | class CA: 8 | @classmethod 9 | def caculate_apr(cls,tp,fp,fn,tn): 10 | accuracy = (tp+tn)/(tp+fp+fn+tn) 11 | if tp + fp == 0: 12 | precision = 0 13 | else: 14 | precision = tp / (tp + fp) 15 | recall = tp/(tp+fn) 16 | acc_n = tn/(tn + fp) #正常人的准确率 17 | acc_p = tp/(tp + fn) #病人的准确率 18 | return acc_n, acc_p, accuracy, precision, recall 19 | 20 | -------------------------------------------------------------------------------- /data/top_controls.csv: -------------------------------------------------------------------------------- 1 | name,acc 2 | mros-visit2-aa1320.csv,0.8747 3 | mros-visit1-aa3232.csv,0.8740 4 | mros-visit1-aa0950.csv,0.8733 5 | mros-visit2-aa1981.csv,0.8732 6 | mros-visit1-aa2099.csv,0.8731 7 | mros-visit1-aa2550.csv,0.8730 8 | mros-visit2-aa3861.csv,0.8726 9 | mros-visit2-aa0260.csv,0.8719 10 | mros-visit2-aa3699.csv,0.8718 11 | mros-visit1-aa0483.csv,0.8716 12 | mros-visit1-aa2853.csv,0.8715 13 | mros-visit1-aa1264.csv,0.8710 14 | mros-visit1-aa0970.csv,0.8708 15 | mros-visit1-aa0260.csv,0.8706 16 | mros-visit1-aa2673.csv,0.8701 17 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/controls/controls_nsrr0590.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr0590,EEG3,10.895,1,1.6077647569444444,1.607939453125 3 | nsrr0590,EEG3,10.895,2,1.640517578125,1.6411480034722221 4 | nsrr0590,EEG3,10.895,3,1.7154437934027778,1.7156456163194445 5 | nsrr0590,EEG3,10.895,4,1.7910188802083333,1.7912760416666667 6 | nsrr0590,EEG3,10.895,5,1.9841710069444445,1.984324001736111 7 | nsrr0590,EEG3,10.895,6,1.9870779079861112,1.987218967013889 8 | nsrr0590,EEG3,10.895,7,2.8242578125,2.824398871527778 9 | nsrr0590,EEG3,10.895,8,3.655806206597222,3.6559852430555555 10 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/controls/controls_nsrr0445.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr0445,EEG3,10.895,1,4.243898654513889,4.244073350694444 3 | nsrr0445,EEG3,10.895,2,4.595678168402777,4.595874565972222 4 | nsrr0445,EEG3,10.895,3,4.672332899305555,4.672471788194445 5 | nsrr0445,EEG3,10.895,4,4.722903645833333,4.7230447048611115 6 | nsrr0445,EEG3,10.895,5,5.508995225694444,5.509184027777778 7 | nsrr0445,EEG3,10.895,6,5.873537326388889,5.873694661458333 8 | nsrr0445,EEG3,10.895,7,5.910984157986111,5.911124131944445 9 | nsrr0445,EEG3,10.895,8,6.054524739583333,6.054712456597223 10 | -------------------------------------------------------------------------------- /datasets/mros_dataset/controls/mros-visit1-aa2379.csv: -------------------------------------------------------------------------------- 1 | mros-visit1-aa2379 2 | Whole Night (hrs): 10.675000 SleepStage2 (hrs): 4.458333 3 | SpindleNo,Frequency,Duration,Amplitude,Time_of_night 4 | 1,13.298701,0.300780,154.016938,0.060694 5 | 2,14.912621,0.402340,38.574807,2.257833 6 | 3,14.961039,0.601560,63.721675,2.269917 7 | 4,13.298701,0.300780,31.837949,2.283444 8 | 5,14.912621,0.402340,52.658885,2.320889 9 | 6,14.985366,0.800780,59.616999,2.348194 10 | 7,13.298701,0.300780,37.376974,2.365111 11 | 8,12.243478,0.898440,102.113375,2.420417 12 | 9,11.082251,0.902340,300.694285,8.731222 13 | -------------------------------------------------------------------------------- /.idea/Spindle.iml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 13 | -------------------------------------------------------------------------------- /sub_spindle_type/visit1/controls/membership_mros-visit1-aa2379.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,0.0607,0.7296,0.5027,0.8263,0.7429,0.6111,0.6653,2 3 | 1,2.2578,0.5151,0.7984,1.1819,0.9108,0.6487,0.8460,1 4 | 2,2.2699,0.5321,0.7591,1.2063,0.5936,0.6776,0.8216,1 5 | 3,2.2834,0.6130,0.6835,0.9623,0.6912,0.4291,0.6264,5 6 | 4,2.3209,0.4627,0.7460,1.1295,0.8584,0.5963,0.7937,1 7 | 5,2.3482,0.8848,1.1118,1.5589,0.9463,1.0302,1.1743,1 8 | 6,2.3651,0.5924,0.6629,0.9417,0.6706,0.4085,0.6058,5 9 | 7,2.4204,1.2298,1.0589,0.8607,0.8341,1.0962,0.8988,4 10 | 8,8.7312,2.2724,1.9891,1.6056,1.8767,2.1388,1.9414,3 11 | -------------------------------------------------------------------------------- /datasets/mros_dataset/controls/mros-visit2-aa4876.csv: -------------------------------------------------------------------------------- 1 | mros-visit2-aa4876 2 | Whole Night (hrs): 13.820000 SleepStage2 (hrs): 4.583333 3 | SpindleNo,Frequency,Duration,Amplitude,Time_of_night,SleepStage 4 | 1,13.298701,0.300780,41.138323,1.355750,0 5 | 2,13.298701,0.300780,32.684825,2.012194,2 6 | 3,13.298701,0.300780,35.187304,3.033722,2 7 | 4,9.974026,0.300780,39.368276,4.253139,2 8 | 5,12.549020,0.398440,32.104982,5.372028,2 9 | 6,13.298701,0.300780,25.207904,7.017278,2 10 | 7,9.974026,0.300780,27.130541,7.220694,2 11 | 8,13.298701,0.300780,28.229191,7.286389,2 12 | 9,13.298701,0.300780,24.292363,7.941500,5 13 | 10,11.239024,0.800780,37.109941,9.297000,2 14 | 11,9.974026,0.300780,31.067369,10.946167,5 15 | 12,14.912621,0.402340,37.232013,13.115750,0 16 | -------------------------------------------------------------------------------- /sub_spindle_type/visit1/controls/membership_mros-visit1-aa5633.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,2.5508,0.4773,0.4914,0.5437,0.4019,0.2783,0.2241,6 3 | 1,2.5615,0.7034,0.9867,1.3702,1.0990,0.8370,1.0343,1 4 | 2,2.6338,1.8191,1.7487,2.2407,1.8158,2.0300,2.0309,2 5 | 3,2.7125,0.5876,0.6017,0.4663,0.4863,0.3886,0.3344,6 6 | 4,3.4788,0.5274,0.5415,0.4062,0.4261,0.3284,0.2742,6 7 | 5,3.7672,0.6352,0.9185,1.3020,1.0309,0.7688,0.9661,1 8 | 6,4.0275,0.4401,0.4542,0.5065,0.3647,0.2411,0.1869,6 9 | 7,5.7491,0.6468,0.9301,1.3136,1.0425,0.7804,0.9778,1 10 | 8,8.9862,0.6692,0.9525,1.3360,1.0649,0.8028,1.0001,1 11 | 9,9.0659,0.7276,1.0109,1.3944,1.1233,0.8612,1.0586,1 12 | 10,9.2866,1.1945,1.2085,0.7802,0.8636,0.9955,0.9412,3 13 | -------------------------------------------------------------------------------- /data/mesa/top_cases.csv: -------------------------------------------------------------------------------- 1 | name,acc 2 | cases_nsrr2300.csv,0.9190 3 | cases_nsrr4215.csv,0.9180 4 | cases_nsrr2787.csv,0.9160 5 | cases_nsrr6202.csv,0.9120 6 | cases_nsrr2133.csv,0.9107 7 | cases_nsrr0512.csv,0.9102 8 | cases_nsrr1493.csv,0.9100 9 | cases_nsrr3211.csv,0.9098 10 | cases_nsrr1048.csv,0.9098 11 | cases_nsrr4087.csv,0.9096 12 | cases_nsrr0688.csv,0.9095 13 | cases_nsrr4598.csv,0.9094 14 | cases_nsrr5796.csv,0.9093 15 | cases_nsrr3335.csv,0.9091 16 | cases_nsrr6005.csv,0.9082 17 | cases_nsrr1900.csv,0.9081 18 | cases_nsrr0319.csv,0.9080 19 | cases_nsrr5969.csv,0.9079 20 | cases_nsrr3530.csv,0.9077 21 | cases_nsrr4333.csv,0.9076 22 | cases_nsrr1634.csv,0.9076 23 | cases_nsrr0275.csv,0.9074 24 | cases_nsrr0702.csv,0.9072 25 | cases_nsrr1529.csv,0.9072 26 | cases_nsrr0385.csv,0.9070 27 | -------------------------------------------------------------------------------- /sub_spindle_type/visit2/controls/membership_mros-visit2-aa4876.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,1.3558,1.1699,1.0489,1.4772,1.3938,1.2620,1.3162,2 3 | 1,2.0122,0.6680,0.5471,0.9754,0.8920,0.7602,0.8144,2 4 | 2,3.0337,0.8166,0.6956,1.1240,1.0405,0.9087,0.9629,2 5 | 3,4.2531,1.7380,1.5110,1.0638,1.6765,1.5925,1.4485,3 6 | 4,5.3720,0.5901,0.3631,0.5939,0.5286,0.4447,0.4328,2 7 | 5,7.0173,0.4534,0.6298,1.0133,0.7422,0.4801,0.6774,1 8 | 6,7.2207,1.0124,1.0829,0.5908,1.0157,0.8661,0.8006,3 9 | 7,7.2864,0.4035,0.4504,0.8339,0.6275,0.4957,0.5499,1 10 | 8,7.9415,0.5077,0.6841,1.0676,0.7965,0.5344,0.7318,1 11 | 9,9.2970,1.7771,1.4938,1.2577,1.3814,1.6435,1.4462,3 12 | 10,10.9462,1.2452,1.0183,0.5711,1.1837,1.0998,0.9557,3 13 | 11,13.1158,0.9548,0.9407,1.3690,1.2856,1.1538,1.2080,2 14 | -------------------------------------------------------------------------------- /datasets/mros_dataset/cases/mros-visit1-aa4896.csv: -------------------------------------------------------------------------------- 1 | mros-visit1-aa4896 2 | Whole Night (hrs): 12.116667 SleepStage2 (hrs): 1.525000 3 | SpindleNo,Frequency,Duration,Amplitude,Time_of_night 4 | 1,13.298701,0.300780,43.099107,1.773611 5 | 2,13.298701,0.300780,38.391699,1.908278 6 | 3,14.000000,0.500000,40.177005,1.947306 7 | 4,13.298701,0.300780,25.902190,2.423111 8 | 5,13.298701,0.300780,27.611200,2.571361 9 | 6,12.000000,0.500000,40.703441,2.870222 10 | 7,11.566265,1.296900,66.247044,3.724750 11 | 8,14.301676,0.699220,40.718700,4.957444 12 | 9,12.549020,0.398440,28.351263,5.112778 13 | 10,15.058824,0.398440,36.690318,5.136472 14 | 11,12.000000,0.500000,51.880674,5.220778 15 | 12,12.549020,0.398440,30.540932,5.463472 16 | 13,12.549020,0.398440,44.563973,6.122778 17 | 14,12.549020,0.398440,28.221561,6.235417 18 | 15,14.912621,0.402340,35.660334,6.280333 19 | -------------------------------------------------------------------------------- /datasets/mros_dataset/cases/mros-visit1-aa5672.csv: -------------------------------------------------------------------------------- 1 | mros-visit1-aa5672 2 | Whole Night (hrs): 9.275000 SleepStage2 (hrs): 4.500000 3 | SpindleNo,Frequency,Duration,Amplitude,Time_of_night 4 | 1,12.000000,0.500000,63.973449,0.313361 5 | 2,12.871508,0.699220,147.249561,0.338389 6 | 3,13.298701,0.300780,38.635843,0.412750 7 | 4,16.623377,0.300780,46.150912,0.651333 8 | 5,12.427184,0.402340,47.013046,0.682556 9 | 6,12.000000,0.500000,55.535210,0.693917 10 | 7,12.487805,0.800780,38.498512,0.695250 11 | 8,12.000000,0.500000,45.563439,0.767639 12 | 9,13.298701,0.300780,26.314183,0.768056 13 | 10,12.871508,0.699220,44.319829,0.787167 14 | 11,13.298701,0.300780,35.873960,0.876222 15 | 12,13.298701,0.300780,27.862974,0.880806 16 | 13,13.298701,0.300780,35.263600,1.287694 17 | 14,13.298701,0.300780,37.308309,1.971806 18 | 15,13.298701,0.300780,38.071260,5.539861 19 | -------------------------------------------------------------------------------- /sub_spindle_type/visit1/cases/membership_mros-visit1-aa4896.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,1.7736,0.7733,0.5463,0.7263,0.7117,0.6278,0.5653,2 3 | 1,1.9083,0.6566,0.4457,0.6096,0.5951,0.5111,0.4486,2 4 | 2,1.9473,0.3000,0.2264,0.6547,0.5713,0.4394,0.4937,2 5 | 3,2.4231,0.6849,0.7553,0.8905,0.6882,0.4740,0.5546,5 6 | 4,2.5714,0.6425,0.7129,0.8481,0.6458,0.4317,0.5122,5 7 | 5,2.8702,0.8857,0.6588,0.2116,0.8242,0.7403,0.5962,3 8 | 6,3.7247,2.2724,1.9891,1.6056,1.8767,2.1388,1.9414,3 9 | 7,4.9574,0.3695,0.2991,0.7911,0.4711,0.5804,0.5813,2 10 | 8,5.1128,0.7408,0.8112,0.5171,0.7441,0.5299,0.5290,3 11 | 9,5.1365,0.5591,0.6455,1.0290,0.8900,0.7581,0.8124,1 12 | 10,5.2208,1.1628,0.9358,0.4886,1.1013,1.0173,0.8733,3 13 | 11,5.4635,0.6865,0.7569,0.4628,0.6898,0.4756,0.4747,3 14 | 12,6.1228,0.9262,0.6992,0.4499,0.8647,0.7807,0.6367,3 15 | 13,6.2354,0.7440,0.8144,0.5203,0.7473,0.5331,0.5322,3 16 | 14,6.2803,0.4878,0.6253,1.0087,0.8187,0.6868,0.7410,1 17 | -------------------------------------------------------------------------------- /sub_spindle_type/visit1/cases/membership_mros-visit1-aa5672.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,0.3134,0.9822,0.7113,0.3154,0.6945,0.8486,0.6513,3 3 | 1,0.3384,1.8807,1.5974,1.2261,1.4851,1.7472,1.5498,3 4 | 2,0.4128,0.7981,0.8686,0.5734,0.8014,0.5873,0.5863,3 5 | 3,0.6513,0.5636,0.8469,1.2304,0.9593,0.7528,0.8945,1 6 | 4,0.6826,0.7187,0.7847,0.2926,0.7176,0.5732,0.5024,3 7 | 5,0.6939,0.9124,0.7811,0.3528,0.6247,0.7788,0.5815,3 8 | 6,0.6953,1.4040,1.4180,0.9897,1.0731,1.2050,1.1507,3 9 | 7,0.7676,0.8495,0.8636,0.4352,0.6266,0.6964,0.5963,3 10 | 8,0.7681,0.9000,0.9704,0.6753,0.9033,0.6891,0.6882,3 11 | 9,0.7872,1.0697,1.0838,0.6676,0.7389,0.8960,0.8165,3 12 | 10,0.8762,0.8210,0.8914,0.5963,0.8243,0.6101,0.6092,3 13 | 11,0.8808,0.8872,0.9576,0.6625,0.8905,0.6763,0.6754,3 14 | 12,1.2877,0.8260,0.8964,0.6013,0.8293,0.6151,0.6142,3 15 | 13,1.9718,0.8091,0.8795,0.5844,0.8124,0.5982,0.5973,3 16 | 14,5.5399,0.8028,0.8732,0.5781,0.8061,0.5919,0.5910,3 17 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/controls/controls_nsrr0079.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr0079,EEG3,10.895,1,1.7846885850694445,1.7848600260416667 3 | nsrr0079,EEG3,10.895,2,2.643884548611111,2.6440386284722224 4 | nsrr0079,EEG3,10.895,3,3.420392795138889,3.420632595486111 5 | nsrr0079,EEG3,10.895,4,3.556838107638889,3.5571766493055557 6 | nsrr0079,EEG3,10.895,5,3.5708387586805554,3.571015625 7 | nsrr0079,EEG3,10.895,6,3.6173990885416667,3.6177256944444443 8 | nsrr0079,EEG3,10.895,7,3.6284114583333333,3.6286881510416666 9 | nsrr0079,EEG3,10.895,8,3.6389116753472224,3.639099392361111 10 | nsrr0079,EEG3,10.895,9,4.936487630208333,4.936806640625 11 | nsrr0079,EEG3,10.895,10,5.961104600694444,5.961378038194445 12 | nsrr0079,EEG3,10.895,11,5.9618120659722225,5.961959635416667 13 | nsrr0079,EEG3,10.895,12,6.076752387152778,6.076905381944444 14 | nsrr0079,EEG3,10.895,13,6.977985026041667,6.978147786458333 15 | nsrr0079,EEG3,10.895,14,7.513951822916667,7.514169921875 16 | nsrr0079,EEG3,10.895,15,7.532579210069445,7.5328580729166665 17 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/controls/controls_nsrr0167.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr0167,EEG3,10.895,1,5.295948350694444,5.296107855902778 3 | nsrr0167,EEG3,10.895,2,5.373447265625,5.373614366319444 4 | nsrr0167,EEG3,10.895,3,6.07197265625,6.072156032986111 5 | nsrr0167,EEG3,10.895,4,6.534427083333333,6.5345703125 6 | nsrr0167,EEG3,10.895,5,6.614337022569444,6.614510633680555 7 | nsrr0167,EEG3,10.895,6,6.6947243923611115,6.694900173611111 8 | nsrr0167,EEG3,10.895,7,6.712861328125,6.7131141493055555 9 | nsrr0167,EEG3,10.895,8,6.749384765625,6.7495323350694445 10 | nsrr0167,EEG3,10.895,9,6.812179904513889,6.812408854166667 11 | nsrr0167,EEG3,10.895,10,6.955921223958334,6.956087239583334 12 | nsrr0167,EEG3,10.895,11,7.302261284722222,7.302403428819445 13 | nsrr0167,EEG3,10.895,12,7.543858506944445,7.544029947916667 14 | nsrr0167,EEG3,10.895,13,7.720411241319445,7.720592447916666 15 | nsrr0167,EEG3,10.895,14,7.808473307291667,7.8086165364583335 16 | nsrr0167,EEG3,10.895,15,8.521279296875,8.521448567708333 17 | nsrr0167,EEG3,10.895,16,8.966715494791666,8.966854383680555 18 | -------------------------------------------------------------------------------- /sub_spindle_type/visit1/controls/membership_mros-visit1-aa5668.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,0.0051,1.1367,1.1226,1.5510,1.4675,1.3357,1.3899,2 3 | 1,0.0060,0.7562,0.7421,1.1705,1.0871,0.9552,1.0095,2 4 | 2,1.5062,0.6383,0.7088,0.7065,0.6416,0.4275,0.4265,6 5 | 3,1.6178,0.6258,0.6962,0.9427,0.6716,0.4149,0.6069,5 6 | 4,2.1247,0.3619,0.4276,0.5207,0.3605,0.1629,0.1727,5 7 | 5,2.2577,0.6292,0.6996,0.9461,0.6750,0.4183,0.6103,5 8 | 6,4.1359,0.6243,0.6947,0.6520,0.6276,0.4134,0.4125,6 9 | 7,4.1707,0.6344,0.7049,0.6622,0.6378,0.4236,0.4227,6 10 | 8,4.1916,0.5237,0.5941,0.8407,0.5695,0.3128,0.5048,5 11 | 9,4.7931,0.6512,0.7216,0.7194,0.6545,0.4403,0.4394,6 12 | 10,4.8613,0.5781,0.6485,0.4640,0.5814,0.3672,0.3663,6 13 | 11,5.0412,0.5629,0.6333,0.8799,0.6087,0.3520,0.5440,5 14 | 12,5.1298,0.5882,0.6586,0.6563,0.5915,0.3773,0.3764,6 15 | 13,5.7448,0.5483,0.5867,0.5440,0.5196,0.4028,0.3045,6 16 | 14,7.1669,1.0755,1.1459,0.6539,1.0788,0.8646,0.8637,3 17 | 15,7.6813,0.6247,0.6951,0.6928,0.6280,0.4138,0.4129,6 18 | 16,9.7356,1.7325,1.4492,1.6876,1.3369,1.5989,1.4778,4 19 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/controls/controls_nsrr0036.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr0036,EEG3,10.895,1,1.1830783420138888,1.1832367621527777 3 | nsrr0036,EEG3,10.895,2,1.2161328125,1.2163118489583333 4 | nsrr0036,EEG3,10.895,3,1.2309602864583333,1.2311751302083334 5 | nsrr0036,EEG3,10.895,4,1.3240581597222223,1.3243023003472223 6 | nsrr0036,EEG3,10.895,5,2.2515809461805554,2.2517328559027776 7 | nsrr0036,EEG3,10.895,6,3.505043402777778,3.5052615017361113 8 | nsrr0036,EEG3,10.895,7,4.220746527777778,4.220916883680555 9 | nsrr0036,EEG3,10.895,8,4.486116536458334,4.486263020833333 10 | nsrr0036,EEG3,10.895,9,4.5237868923611115,4.523931206597222 11 | nsrr0036,EEG3,10.895,10,4.626063368055555,4.626257595486111 12 | nsrr0036,EEG3,10.895,11,4.6500466579861115,4.650189887152778 13 | nsrr0036,EEG3,10.895,12,4.88828125,4.888459201388889 14 | nsrr0036,EEG3,10.895,13,5.1535828993055555,5.153875868055556 15 | nsrr0036,EEG3,10.895,14,5.163924696180556,5.1640852864583335 16 | nsrr0036,EEG3,10.895,15,5.176909722222222,5.1770703125 17 | nsrr0036,EEG3,10.895,16,5.177900390625,5.178055555555556 18 | nsrr0036,EEG3,10.895,17,5.380103081597222,5.380500217013889 19 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/controls/controls_nsrr0196.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr0196,EEG3,10.895,1,2.7367654079861112,2.7370128038194443 3 | nsrr0196,EEG3,10.895,2,2.83255859375,2.8327669270833336 4 | nsrr0196,EEG3,10.895,3,3.042373046875,3.0425434027777776 5 | nsrr0196,EEG3,10.895,4,3.108298611111111,3.1085731336805558 6 | nsrr0196,EEG3,10.895,5,3.305910373263889,3.3060807291666667 7 | nsrr0196,EEG3,10.895,6,3.3576432291666665,3.3579307725694445 8 | nsrr0196,EEG3,10.895,7,3.4271495225694446,3.4273394097222223 9 | nsrr0196,EEG3,10.895,8,3.6175271267361113,3.6176866319444443 10 | nsrr0196,EEG3,10.895,9,3.6677842881944445,3.6679427083333334 11 | nsrr0196,EEG3,10.895,10,3.6983745659722222,3.6985243055555554 12 | nsrr0196,EEG3,10.895,11,3.7130924479166665,3.713357204861111 13 | nsrr0196,EEG3,10.895,12,3.746879340277778,3.7471657986111113 14 | nsrr0196,EEG3,10.895,13,3.780048828125,3.780234375 15 | nsrr0196,EEG3,10.895,14,3.801863064236111,3.8020128038194443 16 | nsrr0196,EEG3,10.895,15,4.429071180555556,4.429572482638889 17 | nsrr0196,EEG3,10.895,16,5.150811631944444,5.150995008680556 18 | nsrr0196,EEG3,10.895,17,5.553962673611111,5.5541373697916665 19 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/controls/controls_nsrr0338.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr0338,EEG3,10.895,1,2.787849392361111,2.788025173611111 3 | nsrr0338,EEG3,10.895,2,2.8564691840277776,2.8566124131944446 4 | nsrr0338,EEG3,10.895,3,2.9886067708333335,2.988753255208333 5 | nsrr0338,EEG3,10.895,4,3.200783420138889,3.2009385850694443 6 | nsrr0338,EEG3,10.895,5,3.2232063802083335,3.223352864583333 7 | nsrr0338,EEG3,10.895,6,3.2592144097222224,3.2594129774305554 8 | nsrr0338,EEG3,10.895,7,3.392514105902778,3.3927322048611113 9 | nsrr0338,EEG3,10.895,8,3.393693576388889,3.393916015625 10 | nsrr0338,EEG3,10.895,9,3.4473155381944443,3.447917751736111 11 | nsrr0338,EEG3,10.895,10,3.488683810763889,3.4888975694444446 12 | nsrr0338,EEG3,10.895,11,3.4902018229166667,3.490361328125 13 | nsrr0338,EEG3,10.895,12,3.5185243055555557,3.518671875 14 | nsrr0338,EEG3,10.895,13,3.572917751736111,3.5731163194444444 15 | nsrr0338,EEG3,10.895,14,3.5895865885416667,3.589775390625 16 | nsrr0338,EEG3,10.895,15,4.939002821180556,4.9391449652777775 17 | nsrr0338,EEG3,10.895,16,6.176137152777778,6.176310763888889 18 | nsrr0338,EEG3,10.895,17,6.7474576822916665,6.747698567708333 19 | -------------------------------------------------------------------------------- /datasets/mros_dataset/controls/mros-visit1-aa2194.csv: -------------------------------------------------------------------------------- 1 | mros-visit1-aa2194 2 | Whole Night (hrs): 9.916667 SleepStage2 (hrs): 3.666667 3 | SpindleNo,Frequency,Duration,Amplitude,Time_of_night 4 | 1,12.549020,0.398440,30.327306,0.499028 5 | 2,12.000000,0.500000,53.017472,1.597028 6 | 3,14.912621,0.402340,50.202182,1.651306 7 | 4,13.298701,0.300780,40.146487,1.733111 8 | 5,11.674267,1.199200,107.820249,2.058778 9 | 6,12.000000,0.500000,42.145418,2.307139 10 | 7,12.427184,0.402340,39.711604,2.307972 11 | 8,11.531532,1.300800,74.670024,2.427722 12 | 9,12.000000,0.500000,34.996567,2.498222 13 | 10,14.000000,0.500000,40.726329,2.518194 14 | 11,13.298701,0.300780,35.851072,2.569639 15 | 12,12.549020,0.398440,44.090944,3.056833 16 | 13,12.427184,0.402340,42.504005,3.098528 17 | 14,11.712418,0.597660,50.965133,4.166556 18 | 15,12.427184,0.402340,31.685359,6.892750 19 | 16,12.549020,0.398440,45.037003,6.930444 20 | 17,14.000000,0.500000,36.812390,7.066472 21 | 18,13.298701,0.300780,34.973678,7.274583 22 | 19,9.974026,0.300780,37.384604,7.947278 23 | 20,13.298701,0.300780,24.780652,8.908111 24 | 21,12.549020,0.398440,40.665293,8.934861 25 | 22,9.974026,0.300780,39.177539,9.099083 26 | -------------------------------------------------------------------------------- /data/mesa/top_controls.csv: -------------------------------------------------------------------------------- 1 | name,acc 2 | controls_nsrr0064.csv,0.9194 3 | controls_nsrr0470.csv,0.9132 4 | controls_nsrr0346.csv,0.9120 5 | controls_nsrr0368.csv,0.9120 6 | controls_nsrr0312.csv,0.9113 7 | controls_nsrr0010.csv,0.9112 8 | controls_nsrr0382.csv,0.9111 9 | controls_nsrr0303.csv,0.9110 10 | controls_nsrr0339.csv,0.9110 11 | controls_nsrr0587.csv,0.9106 12 | controls_nsrr0138.csv,0.9106 13 | controls_nsrr0380.csv,0.9106 14 | controls_nsrr0416.csv,0.9105 15 | controls_nsrr0558.csv,0.9103 16 | controls_nsrr0152.csv,0.9097 17 | controls_nsrr0301.csv,0.9093 18 | controls_nsrr0501.csv,0.9093 19 | controls_nsrr0459.csv,0.9090 20 | controls_nsrr0285.csv,0.9089 21 | controls_nsrr0038.csv,0.9087 22 | controls_nsrr0219.csv,0.9084 23 | controls_nsrr0196.csv,0.9084 24 | controls_nsrr0292.csv,0.9084 25 | controls_nsrr0110.csv,0.9083 26 | controls_nsrr0120.csv,0.9083 27 | controls_nsrr0523.csv,0.9082 28 | controls_nsrr0505.csv,0.9082 29 | controls_nsrr0527.csv,0.9082 30 | controls_nsrr0402.csv,0.9080 31 | controls_nsrr0149.csv,0.9078 32 | controls_nsrr0087.csv,0.9076 33 | controls_nsrr0167.csv,0.9076 34 | controls_nsrr0338.csv,0.9073 35 | controls_nsrr0612.csv,0.9071 36 | controls_nsrr0036.csv,0.9070 37 | -------------------------------------------------------------------------------- /evaluation.py: -------------------------------------------------------------------------------- 1 | #主要是对全局的信息进行评价统计 2 | import pandas as pd 3 | import collections 4 | 5 | 6 | def read_info(path): 7 | data = pd.read_csv(path, sep=',') 8 | return data 9 | 10 | 11 | def calculation_mean(data, path, key): #对结果进行了数据的统计 12 | result = {} 13 | dims = data["dims"] 14 | total_acc = data["total"] 15 | index = 0 16 | dims_count_dict = collections.Counter(dims) 17 | dims_count_dict = sorted(dims_count_dict.items(), key=lambda x:-x[0]) 18 | for info in dims_count_dict: 19 | sum_r = 0 20 | for i in range(info[1]): 21 | sum_r += total_acc[index] 22 | index += 1 23 | 24 | result[info[0]] = sum_r / info[1] 25 | result = sorted(result.items(), key=lambda x: -x[1]) 26 | f = open(path, 'a', encoding="UTF-8") 27 | index = key #统计是第几次进行的实验结果 28 | for data in result: 29 | str_tmp = str(index)+","+str(data[0])+","+"%.5f" % (data[1]) 30 | f.write(str_tmp+"\n") 31 | f.close() 32 | return result 33 | 34 | 35 | if __name__ == '__main__': 36 | path = "data/result.csv" 37 | print(calculation_mean(read_info(path), "data/statistic.csv", 13)) #统计最优的字符串长度 38 | 39 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Insomnia Prediction Using Temporal Feature of Spindles 2 | 3 | 4 | ## Paper link: [Insomnia Prediction Using Temporal Feature of Spindles](https://ieeexplore.ieee.org/abstract/document/8904716) 5 | 6 | ## Abstract 7 | Insomnia is prevalent in the general population and is often difficult to be identified reliably. The sleep spindle is a key electroencephalograph (EEG) signal that plays an important role in the preservation of sleep continuity. Previous studies on the relationship between spindle and insomnia mainly focus on the density distribution of spindle waves. In this article, we leverage the large amount of sleep data in the National Sleep Research Resource (NSRR) to develop two sequence models to take into consideration the temporal features of sleep spindles in the whole night sleep recording, and treat the interplay between insomnia and sleep spindle wave as a continuous process. The experimental results on two study cohorts of NSRR show that our method achieved the best performance among all the compared methods, indicating that it is the temporal feature of spindles, rather than stationary features (i.e., frequency, duration, amplitude) that are critical for identifying insomnia patients. 8 | 9 | 10 | ## Running environment 11 | 12 | Python3.6 13 | 14 | Numpy 15 | 16 | Keras 17 | 18 | Tensorflow 19 | 20 | 21 | 22 | -------------------------------------------------------------------------------- /sub_spindle_type/visit1/controls/membership_mros-visit1-aa5093.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,1.6346,0.5700,0.4996,0.9916,0.8222,0.7809,0.7818,2 3 | 1,1.7890,0.8820,0.5987,0.8632,0.7418,0.7484,0.6533,2 4 | 2,1.8947,0.8592,0.5759,0.8404,0.7190,0.7256,0.6306,2 5 | 3,1.9684,1.2732,1.2028,1.6948,1.2699,1.4841,1.4850,2 6 | 4,1.9726,0.3730,0.5107,0.8942,0.6231,0.3967,0.5583,1 7 | 5,2.0579,0.9716,0.7556,1.2477,0.8227,1.0369,1.0378,2 8 | 6,2.0883,0.4203,0.5581,0.9416,0.6704,0.4084,0.6057,5 9 | 7,2.1229,1.2294,1.0025,0.5553,1.1679,1.0840,0.9399,3 10 | 8,2.1440,0.4037,0.4487,0.8959,0.6558,0.6145,0.6155,1 11 | 9,2.1609,0.5271,0.6648,1.0483,0.7771,0.5151,0.7124,5 12 | 10,2.2332,0.4377,0.4163,0.7998,0.6230,0.4911,0.5453,2 13 | 11,2.3545,1.0567,0.7733,0.8219,0.6610,0.9231,0.7257,4 14 | 12,2.3648,0.4417,0.4558,0.6275,0.3404,0.2427,0.2429,5 15 | 13,2.4024,0.7022,0.6317,1.1238,0.6988,0.9130,0.9140,2 16 | 14,2.4137,0.2615,0.2756,0.4952,0.1862,0.1240,0.1106,6 17 | 15,2.4339,0.5781,0.5332,0.9997,0.5747,0.7889,0.7899,2 18 | 16,2.4571,0.6002,0.5298,1.0218,0.5969,0.8111,0.8120,2 19 | 17,2.4646,0.4375,0.1696,0.3707,0.2714,0.3039,0.1609,6 20 | 18,3.3198,0.8892,0.8188,1.3108,0.8859,1.1001,1.1010,2 21 | 19,3.4554,1.0469,1.0475,0.5555,0.9854,0.9014,0.7653,3 22 | 20,3.6647,0.9534,0.8829,1.3750,0.9500,1.1642,1.1652,2 23 | -------------------------------------------------------------------------------- /sub_spindle_type/visit1/controls/membership_mros-visit1-aa2194.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,0.4990,0.4950,0.5655,0.7514,0.4984,0.2842,0.4155,5 3 | 1,1.5970,0.5736,0.3467,0.3551,0.5121,0.4282,0.2841,6 4 | 2,1.6513,0.5944,0.6032,1.0086,0.9252,0.7934,0.8476,1 5 | 3,1.7331,0.3549,0.4991,0.8826,0.6115,0.4470,0.5467,1 6 | 4,2.0588,1.8265,1.5432,1.4834,1.4308,1.6929,1.4956,4 7 | 5,2.3071,0.4427,0.4328,0.3963,0.3812,0.2973,0.1532,6 8 | 6,2.3080,0.4246,0.4732,0.6098,0.4061,0.2791,0.2739,6 9 | 7,2.4277,1.5578,1.2745,1.1569,1.1621,1.4242,1.2269,3 10 | 8,2.4982,0.4484,0.5189,0.4824,0.4518,0.2376,0.2366,6 11 | 9,2.5182,0.1978,0.4349,0.8184,0.5473,0.3968,0.4825,1 12 | 10,2.5696,0.3744,0.5508,0.9343,0.6632,0.4011,0.5984,1 13 | 11,3.0568,0.4565,0.3997,0.5856,0.3950,0.3111,0.2993,6 14 | 12,3.0985,0.4582,0.4396,0.5762,0.3967,0.3127,0.2516,6 15 | 13,4.1666,0.5326,0.2871,0.2049,0.4480,0.3990,0.2200,3 16 | 14,6.8928,0.4995,0.5699,0.7064,0.5028,0.2886,0.3706,5 17 | 15,6.9304,0.4679,0.3883,0.5742,0.4064,0.3225,0.3107,6 18 | 16,7.0665,0.1987,0.4820,0.8655,0.5944,0.3497,0.5297,1 19 | 17,7.2746,0.3850,0.5614,0.9449,0.6738,0.4117,0.6090,1 20 | 18,7.9473,1.0291,1.0996,0.6075,1.0324,0.8494,0.8173,3 21 | 19,8.9081,0.5077,0.6841,1.0676,0.7965,0.5344,0.7318,1 22 | 20,8.9349,0.4153,0.4410,0.6269,0.3739,0.2698,0.2910,5 23 | 21,9.0991,1.0164,1.0780,0.5859,1.0109,0.8710,0.7957,3 24 | -------------------------------------------------------------------------------- /sub_spindle_type/visit1/controls/membership_mros-visit1-aa3855.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,1.3791,1.9838,1.7005,1.5293,1.5881,1.8502,1.6529,3 3 | 1,1.4759,1.1287,0.8454,0.8939,0.7331,0.9951,0.7978,4 4 | 2,1.5786,0.4395,0.4145,0.7980,0.6247,0.4929,0.5471,2 5 | 3,1.6516,0.5702,0.4105,0.8389,0.7555,0.6236,0.6778,2 6 | 4,1.7794,1.0003,0.7733,0.3261,0.9388,0.8548,0.7108,3 7 | 5,1.7837,1.6455,1.3622,1.1909,1.2498,1.5119,1.3146,3 8 | 6,1.9103,0.4496,0.2227,0.3755,0.3881,0.3042,0.2145,6 9 | 7,3.4992,0.3856,0.2341,0.3421,0.3241,0.2401,0.1504,6 10 | 8,3.7660,0.4694,0.3846,0.7681,0.6546,0.5228,0.5770,2 11 | 9,3.7699,0.5211,0.3614,0.7898,0.7064,0.5745,0.6288,2 12 | 10,3.8149,0.4080,0.4460,0.8295,0.5932,0.4614,0.5156,1 13 | 11,3.8792,0.3718,0.5095,0.8930,0.6219,0.3979,0.5571,1 14 | 12,3.9004,0.4918,0.6296,1.0131,0.7419,0.4798,0.6772,5 15 | 13,4.5275,0.4856,0.2587,0.4594,0.4241,0.3402,0.2984,2 16 | 14,4.6123,0.4152,0.4388,0.8223,0.6004,0.4686,0.5228,1 17 | 15,4.9089,0.3805,0.4735,0.8570,0.5858,0.4339,0.5211,1 18 | 16,6.3861,0.3431,0.5700,1.0172,0.4046,0.4885,0.6326,1 19 | 17,6.5027,0.3828,0.4506,0.8341,0.7136,0.5818,0.6360,1 20 | 18,6.5251,0.5271,0.6648,1.0483,0.7771,0.5151,0.7124,5 21 | 19,7.6726,1.2553,1.0283,0.5811,1.1938,1.1098,0.9658,3 22 | 20,9.1226,0.4566,0.7400,1.1234,0.8523,0.5902,0.7876,1 23 | 21,10.5668,0.9276,0.6443,0.6928,0.5319,0.7940,0.5966,4 24 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/controls/controls_nsrr0485.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr0485,EEG3,10.895,1,1.180712890625,1.181015625 3 | nsrr0485,EEG3,10.895,2,1.192470703125,1.1926117621527779 4 | nsrr0485,EEG3,10.895,3,1.2335384114583334,1.23373046875 5 | nsrr0485,EEG3,10.895,4,1.26333984375,1.2634819878472223 6 | nsrr0485,EEG3,10.895,5,1.6685405815972223,1.6687120225694445 7 | nsrr0485,EEG3,10.895,6,1.834287109375,1.8344867621527778 8 | nsrr0485,EEG3,10.895,7,2.6181987847222223,2.6184852430555554 9 | nsrr0485,EEG3,10.895,8,2.637638888888889,2.6377821180555556 10 | nsrr0485,EEG3,10.895,9,2.723862847222222,2.7240397135416665 11 | nsrr0485,EEG3,10.895,10,3.6231119791666666,3.623285590277778 12 | nsrr0485,EEG3,10.895,11,4.289061414930556,4.289258897569445 13 | nsrr0485,EEG3,10.895,12,4.305462239583333,4.305615234375 14 | nsrr0485,EEG3,10.895,13,4.579352213541667,4.579523654513889 15 | nsrr0485,EEG3,10.895,14,4.638504774305556,4.63873046875 16 | nsrr0485,EEG3,10.895,15,4.783453776041667,4.783594835069445 17 | nsrr0485,EEG3,10.895,16,4.944420572916667,4.944575737847222 18 | nsrr0485,EEG3,10.895,17,5.114372829861111,5.114545355902778 19 | nsrr0485,EEG3,10.895,18,6.147213541666667,6.147375217013889 20 | nsrr0485,EEG3,10.895,19,6.764514973958334,6.764747178819444 21 | nsrr0485,EEG3,10.895,20,7.6524826388888885,7.65263671875 22 | nsrr0485,EEG3,10.895,21,8.030655381944445,8.030809461805555 23 | nsrr0485,EEG3,10.895,22,8.170093315972222,8.170239800347222 24 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/cases/cases_nsrr2374.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr2374,EEG3,10.895,1,5.243756510416667,5.243907335069444 3 | nsrr2374,EEG3,10.895,2,5.454603949652777,5.454787326388889 4 | nsrr2374,EEG3,10.895,3,6.8039453125,6.804091796875 5 | nsrr2374,EEG3,10.895,4,6.941697048611111,6.941897786458333 6 | nsrr2374,EEG3,10.895,5,6.942341579861111,6.942491319444445 7 | nsrr2374,EEG3,10.895,6,7.050305989583333,7.050464409722222 8 | nsrr2374,EEG3,10.895,7,7.117641059027778,7.117785373263889 9 | nsrr2374,EEG3,10.895,8,7.3040190972222225,7.304213324652777 10 | nsrr2374,EEG3,10.895,9,8.111770833333333,8.111941189236111 11 | nsrr2374,EEG3,10.895,10,8.21158203125,8.211768663194444 12 | nsrr2374,EEG3,10.895,11,8.585825737847221,8.585974392361111 13 | nsrr2374,EEG3,10.895,12,8.782092013888889,8.782273220486111 14 | nsrr2374,EEG3,10.895,13,9.915520833333334,9.915665147569445 15 | nsrr2374,EEG3,10.895,14,10.35365234375,10.353897569444445 16 | nsrr2374,EEG3,10.895,15,10.377837456597222,10.378172743055556 17 | nsrr2374,EEG3,10.895,16,10.424259982638889,10.424412977430556 18 | nsrr2374,EEG3,10.895,17,10.87849609375,10.878638237847222 19 | nsrr2374,EEG3,10.895,18,10.885591362847222,10.885735677083334 20 | nsrr2374,EEG3,10.895,19,11.200139973958333,11.200281032986112 21 | nsrr2374,EEG3,10.895,20,11.294330512152778,11.294480251736111 22 | nsrr2374,EEG3,10.895,21,11.321943359375,11.322103949652778 23 | nsrr2374,EEG3,10.895,22,12.946412760416667,12.946588541666667 24 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/controls/controls_nsrr0282.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr0282,EEG3,10.895,1,0.4323068576388889,0.4327582465277778 3 | nsrr0282,EEG3,10.895,2,0.45763563368055554,0.4578407118055556 4 | nsrr0282,EEG3,10.895,3,0.4709244791666667,0.4711675347222222 5 | nsrr0282,EEG3,10.895,4,1.515009765625,1.5151584201388888 6 | nsrr0282,EEG3,10.895,5,1.5927463107638888,1.5929893663194445 7 | nsrr0282,EEG3,10.895,6,1.665954861111111,1.6661490885416668 8 | nsrr0282,EEG3,10.895,7,1.751423611111111,1.7516471354166667 9 | nsrr0282,EEG3,10.895,8,2.185763888888889,2.185949435763889 10 | nsrr0282,EEG3,10.895,9,2.246859809027778,2.2470616319444443 11 | nsrr0282,EEG3,10.895,10,3.6849848090277777,3.6852256944444446 12 | nsrr0282,EEG3,10.895,11,3.687553168402778,3.6877311197916667 13 | nsrr0282,EEG3,10.895,12,5.200967881944444,5.201108940972222 14 | nsrr0282,EEG3,10.895,13,5.291375868055556,5.291532118055556 15 | nsrr0282,EEG3,10.895,14,5.2978125,5.298030598958333 16 | nsrr0282,EEG3,10.895,15,6.551396484375,6.551578776041667 17 | nsrr0282,EEG3,10.895,16,6.5619520399305555,6.562118055555556 18 | nsrr0282,EEG3,10.895,17,6.703111979166667,6.703260633680555 19 | nsrr0282,EEG3,10.895,18,6.719985894097222,6.720147569444444 20 | nsrr0282,EEG3,10.895,19,6.774204644097222,6.774554036458333 21 | nsrr0282,EEG3,10.895,20,7.059861111111111,7.060059678819444 22 | nsrr0282,EEG3,10.895,21,7.119104817708333,7.119266493055555 23 | nsrr0282,EEG3,10.895,22,7.194371744791667,7.194669053819444 24 | -------------------------------------------------------------------------------- /datasets/mros_dataset/controls/mros-visit1-aa2836.csv: -------------------------------------------------------------------------------- 1 | mros-visit1-aa2836 2 | Whole Night (hrs): 13.783333 SleepStage2 (hrs): 2.991667 3 | SpindleNo,Frequency,Duration,Amplitude,Time_of_night 4 | 1,13.298701,0.300780,36.392767,3.195111 5 | 2,12.000000,0.500000,52.605478,3.360944 6 | 3,12.000000,0.500000,37.094682,3.423278 7 | 4,9.974026,0.300780,44.831006,4.677083 8 | 5,13.298701,0.300780,35.507744,4.719917 9 | 6,12.000000,0.500000,40.383001,4.775000 10 | 7,12.000000,0.500000,38.315404,5.336611 11 | 8,14.000000,0.500000,55.436027,6.137417 12 | 9,12.549020,0.398440,46.692607,6.138472 13 | 10,12.549020,0.398440,32.639048,6.161667 14 | 11,13.298701,0.300780,21.583886,6.185917 15 | 12,13.298701,0.300780,25.085832,6.198000 16 | 13,14.000000,0.500000,44.708934,6.200083 17 | 14,13.298701,0.300780,33.478294,6.224167 18 | 15,12.427184,0.402340,36.636912,6.259500 19 | 16,13.298701,0.300780,32.303349,6.317444 20 | 17,13.298701,0.300780,40.436408,6.368250 21 | 18,13.298701,0.300780,25.329976,6.370500 22 | 19,12.549020,0.398440,40.924697,6.717667 23 | 20,12.000000,0.500000,53.093767,7.089000 24 | 21,12.000000,0.500000,50.087739,8.194528 25 | 22,12.427184,0.402340,33.028153,8.413806 26 | 23,13.298701,0.601560,47.241932,8.415000 27 | 24,12.549020,0.398440,33.272297,8.434250 28 | 25,12.549020,0.398440,41.809720,9.284528 29 | 26,9.974026,0.300780,40.543221,9.564778 30 | 27,13.298701,0.300780,30.464637,9.623556 31 | 28,12.427184,0.402340,33.607996,10.180750 32 | 29,10.000000,0.500000,38.918135,11.608528 33 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/cases/cases_nsrr4520.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr4520,EEG3,10.895,1,1.2184494357638889,1.2187120225694446 3 | nsrr4520,EEG3,10.895,2,1.322170138888889,1.3223763020833332 4 | nsrr4520,EEG3,10.895,3,1.3774446614583333,1.3776128472222222 5 | nsrr4520,EEG3,10.895,4,1.38943359375,1.3896538628472221 6 | nsrr4520,EEG3,10.895,5,1.4188172743055556,1.4189887152777778 7 | nsrr4520,EEG3,10.895,6,1.5542534722222223,1.5545128038194445 8 | nsrr4520,EEG3,10.895,7,1.7543131510416667,1.7544737413194444 9 | nsrr4520,EEG3,10.895,8,2.093122829861111,2.093263888888889 10 | nsrr4520,EEG3,10.895,9,2.2470323350694446,2.247172309027778 11 | nsrr4520,EEG3,10.895,10,3.6386208767361112,3.638857421875 12 | nsrr4520,EEG3,10.895,11,4.719545355902778,4.719694010416666 13 | nsrr4520,EEG3,10.895,12,5.035109592013889,5.035335286458333 14 | nsrr4520,EEG3,10.895,13,5.047175564236111,5.047329644097222 15 | nsrr4520,EEG3,10.895,14,5.127900390625,5.128122829861111 16 | nsrr4520,EEG3,10.895,15,5.137728949652778,5.137934027777778 17 | nsrr4520,EEG3,10.895,16,5.202909071180556,5.203084852430556 18 | nsrr4520,EEG3,10.895,17,5.205780164930555,5.205967881944445 19 | nsrr4520,EEG3,10.895,18,5.2612098524305555,5.261349826388889 20 | nsrr4520,EEG3,10.895,19,5.303189019097222,5.303396267361111 21 | nsrr4520,EEG3,10.895,20,5.36244140625,5.362580295138889 22 | nsrr4520,EEG3,10.895,21,5.373120659722222,5.373413628472222 23 | nsrr4520,EEG3,10.895,22,5.432952473958333,5.433094618055556 24 | nsrr4520,EEG3,10.895,23,5.6278266059027775,5.628042534722222 25 | -------------------------------------------------------------------------------- /datasets/mros_dataset/controls/mros-visit2-aa3292.csv: -------------------------------------------------------------------------------- 1 | mros-visit2-aa3292 2 | Whole Night (hrs): 17.566111 SleepStage2 (hrs): 3.966667 3 | SpindleNo,Frequency,Duration,Amplitude,Time_of_night,SleepStage 4 | 1,12.427184,0.402340,30.212863,4.861361,0 5 | 2,14.961039,0.601560,49.897002,5.031250,2 6 | 3,12.549020,0.398440,33.295186,5.064306,0 7 | 4,15.058824,0.398440,29.022660,5.146194,2 8 | 5,13.298701,0.300780,38.117037,5.180611,2 9 | 6,13.298701,0.300780,29.083696,5.230222,2 10 | 7,13.298701,0.300780,24.414435,5.261583,1 11 | 8,14.000000,0.500000,31.708248,5.298972,2 12 | 9,13.298701,0.300780,22.919051,5.303556,2 13 | 10,12.549020,0.398440,40.772107,5.377222,2 14 | 11,15.058824,0.398440,34.882124,5.427917,2 15 | 12,12.427184,0.402340,24.261845,5.566028,2 16 | 13,13.298701,0.300780,26.306554,5.579361,2 17 | 14,13.298701,0.300780,25.329976,5.592611,2 18 | 15,13.298701,0.300780,37.964446,5.651639,2 19 | 16,13.298701,0.300780,27.161059,5.840000,2 20 | 17,12.427184,0.402340,38.971542,6.309139,1 21 | 18,12.427184,0.402340,41.901274,8.338722,2 22 | 19,13.298701,0.300780,25.482567,8.457194,2 23 | 20,14.000000,0.500000,37.232013,10.989083,2 24 | 21,13.298701,0.300780,23.041123,11.078583,2 25 | 22,12.549020,0.398440,29.449912,11.093056,2 26 | 23,12.549020,0.398440,18.463416,11.163194,2 27 | 24,12.549020,0.398440,30.457008,13.115361,2 28 | 25,12.549020,0.398440,27.038987,13.139806,2 29 | 26,11.636364,0.601560,31.219959,13.746944,2 30 | 27,12.000000,0.500000,35.034714,13.848972,2 31 | 28,13.298701,0.300780,20.141909,14.026889,0 32 | 29,12.549020,0.398440,25.482567,14.038833,2 33 | -------------------------------------------------------------------------------- /sub_spindle_type/visit1/controls/membership_mros-visit1-aa3292.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,1.2717,0.7678,0.5408,0.5779,0.7062,0.6223,0.4782,6 3 | 1,5.1969,0.9973,0.7703,0.8074,0.9357,0.8518,0.7078,6 4 | 2,5.4331,0.8511,0.6241,0.6612,0.7896,0.7056,0.5616,6 5 | 3,5.4490,0.9772,0.7503,0.7874,0.9157,0.8318,0.6877,6 6 | 4,5.6296,0.5051,0.7320,1.1792,0.5666,0.6622,0.7946,1 7 | 5,6.0844,1.2759,1.0490,1.0861,1.2144,1.1305,0.9864,6 8 | 6,6.1301,1.4905,1.5045,1.0762,1.1596,1.2915,1.2372,3 9 | 7,6.1661,0.6384,0.6068,0.5991,0.5769,0.4930,0.3489,6 10 | 8,6.3856,2.2724,1.9891,1.6056,1.8767,2.1388,1.9414,3 11 | 9,6.3995,0.7627,0.5358,0.5729,0.7012,0.6173,0.4732,6 12 | 10,7.0824,1.1216,0.8946,0.9317,1.0601,0.9761,0.8321,6 13 | 11,7.1372,0.7432,0.5162,0.5533,0.6816,0.5977,0.4537,6 14 | 12,7.2221,1.1061,0.8791,0.9162,1.0446,0.9606,0.8166,6 15 | 13,7.5253,0.8502,0.6232,0.6603,0.7887,0.7047,0.5607,6 16 | 14,7.8376,1.5733,1.2900,0.9065,1.1776,1.4397,1.2424,3 17 | 15,8.0777,0.7076,0.5376,0.5298,0.6461,0.5622,0.4181,6 18 | 16,8.7433,0.9804,0.9944,0.5661,0.6495,0.7814,0.7271,3 19 | 17,8.8532,0.6388,0.7093,0.7015,0.6422,0.4280,0.4271,6 20 | 18,9.3534,1.2331,0.9498,0.5663,0.8375,1.0995,0.9022,3 21 | 19,9.4833,0.9127,0.8422,1.3343,0.9094,1.1235,1.1245,2 22 | 20,9.6190,0.6020,0.6724,0.6646,0.6053,0.4274,0.3902,6 23 | 21,10.5986,1.1059,0.8226,0.4391,0.7102,0.9723,0.7749,3 24 | 22,11.1851,1.0356,0.8196,1.3117,0.8867,1.1009,1.1019,2 25 | 23,11.6542,1.3152,1.0992,1.5913,1.1663,1.3805,1.3815,2 26 | 24,11.7765,0.8165,0.5895,0.6266,0.7550,0.6710,0.5270,6 27 | 25,11.8611,0.7350,0.5103,0.5451,0.6734,0.5895,0.4455,6 28 | -------------------------------------------------------------------------------- /datasets/mros_dataset/controls/mros-visit2-aa1953.csv: -------------------------------------------------------------------------------- 1 | mros-visit2-aa1953 2 | Whole Night (hrs): 12.386667 SleepStage2 (hrs): 2.066667 3 | SpindleNo,Frequency,Duration,Amplitude,Time_of_night,SleepStage 4 | 1,11.441341,0.699220,277.866789,0.379083,0 5 | 2,12.871508,0.699220,51.728084,0.531444,0 6 | 3,13.385621,0.597660,57.068742,0.603833,0 7 | 4,13.298701,0.300780,37.598230,1.343028,0 8 | 5,10.000000,0.500000,41.077287,1.378639,0 9 | 6,12.549020,0.398440,37.689784,1.434806,0 10 | 7,12.427184,0.402340,47.760739,1.815528,0 11 | 8,11.712418,0.597660,41.687648,1.823778,0 12 | 9,12.000000,0.500000,52.674144,1.841583,0 13 | 10,12.549020,0.398440,46.478981,1.879444,0 14 | 11,11.712418,0.597660,45.105669,2.003361,0 15 | 12,15.058824,0.398440,43.579767,2.162806,0 16 | 13,12.156425,1.398400,100.770581,2.199583,0 17 | 14,11.712418,0.597660,76.447700,2.395583,0 18 | 15,14.000000,0.500000,44.098573,2.480611,0 19 | 16,13.298701,0.300780,25.848783,2.542444,0 20 | 17,12.427184,0.402340,50.263218,3.298306,0 21 | 18,13.298701,0.300780,27.527276,3.335639,5 22 | 19,12.427184,0.402340,37.781338,3.402333,0 23 | 20,12.190476,0.902340,60.517281,3.418583,0 24 | 21,13.298701,0.300780,37.354086,3.505361,5 25 | 22,12.549020,0.398440,37.262531,3.532917,5 26 | 23,13.298701,0.300780,34.241245,3.656083,5 27 | 24,11.082251,0.902340,133.363851,3.835111,5 28 | 25,12.427184,0.402340,31.433585,3.873583,5 29 | 26,11.000000,1.000000,72.602426,3.997056,5 30 | 27,13.298701,0.601560,38.269627,4.022694,2 31 | 28,13.298701,0.300780,37.903410,5.602889,1 32 | 29,11.441341,0.699220,54.291600,6.714639,0 33 | 30,12.871508,0.699220,51.178759,7.069889,0 34 | 31,13.298701,0.300780,35.156786,7.375056,0 35 | 32,12.549020,0.398440,44.861524,7.384861,0 36 | 33,12.000000,0.500000,41.077287,7.926444,0 37 | 34,13.298701,0.601560,41.535058,9.607000,0 38 | -------------------------------------------------------------------------------- /sub_spindle_type/visit1/controls/membership_mros-visit1-aa2836.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,3.1951,0.6530,0.6390,1.0673,0.9839,0.8520,0.9063,2 3 | 1,3.3609,1.3479,1.0646,1.3226,0.9522,1.2143,1.1128,4 4 | 2,3.4233,0.8897,0.6064,0.8645,0.4940,0.7561,0.6546,4 5 | 3,4.6771,1.5298,1.3028,0.8556,1.4683,1.3843,1.2403,3 6 | 4,4.7199,0.6269,0.6128,1.0412,0.9577,0.8259,0.8801,2 7 | 5,4.7750,0.9868,0.7035,0.9616,0.5912,0.8532,0.7518,4 8 | 6,5.3366,0.9257,0.6424,0.9005,0.5301,0.7922,0.6907,4 9 | 7,6.1374,1.4814,1.4110,1.9030,1.4781,1.6923,1.6932,2 10 | 8,6.1385,0.6992,0.4547,0.9467,0.7772,0.7360,0.7369,2 11 | 9,6.1617,0.2840,0.0395,0.5315,0.3621,0.3208,0.3217,2 12 | 10,6.1859,0.5534,0.8367,1.2202,0.9491,0.6870,0.8844,1 13 | 11,6.1980,0.4500,0.7333,1.1168,0.8457,0.5836,0.7809,1 14 | 12,6.2001,1.1646,1.0941,1.5862,1.1612,1.3754,1.3763,2 15 | 13,6.2242,0.5670,0.5529,0.9812,0.8978,0.7659,0.8202,2 16 | 14,6.2595,0.4454,0.1621,0.6324,0.4370,0.4216,0.4225,2 17 | 15,6.3174,0.5322,0.5201,0.9465,0.8631,0.7312,0.7855,2 18 | 16,6.3682,0.7725,0.7584,1.1867,1.1033,0.9715,1.0257,2 19 | 17,6.3705,0.4428,0.7261,1.1096,0.8384,0.5764,0.7737,1 20 | 18,6.7177,0.5288,0.2843,0.7763,0.6068,0.5656,0.5665,2 21 | 19,7.0890,1.3623,1.0790,1.3371,0.9666,1.2287,1.1273,4 22 | 20,8.1945,1.2735,0.9902,1.2483,0.8778,1.1399,1.0385,4 23 | 21,8.4138,0.3388,0.0554,0.5257,0.3304,0.3150,0.3159,2 24 | 22,8.4150,1.4028,1.3324,1.8244,1.3995,1.6137,1.6146,2 25 | 23,8.4343,0.3027,0.0582,0.5503,0.3808,0.3395,0.3404,2 26 | 24,9.2845,0.5549,0.3104,0.8025,0.6330,0.5917,0.5926,2 27 | 25,9.5648,1.4031,1.1762,0.7290,1.3416,1.2577,1.1136,3 28 | 26,9.6236,0.4779,0.5744,0.9579,0.8088,0.6769,0.7311,1 29 | 27,10.1807,0.3559,0.0726,0.5429,0.3475,0.3321,0.3331,2 30 | 28,11.6085,1.4403,1.1570,0.7735,1.0447,1.3067,1.1094,3 31 | -------------------------------------------------------------------------------- /sub_spindle_type/visit2/controls/membership_mros-visit2-aa3292.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,4.8614,0.7527,0.4694,0.1832,0.5866,0.6192,0.4218,3 3 | 1,5.0312,1.7905,1.7201,2.2121,1.7872,2.0014,2.0023,2 4 | 2,5.0643,0.8022,0.5189,0.3039,0.6620,0.6686,0.4713,3 5 | 3,5.1462,0.4797,0.4093,0.9013,0.7318,0.6906,0.6915,2 6 | 4,5.1806,0.9826,0.7556,0.9150,0.9211,0.8371,0.7540,6 7 | 5,5.2302,0.6952,0.4682,0.6276,0.6337,0.5498,0.4666,6 8 | 6,5.2616,0.5467,0.5763,0.6908,0.5092,0.4012,0.3550,6 9 | 7,5.2990,0.6654,0.5230,1.0150,0.5901,0.8043,0.8052,2 10 | 8,5.3036,0.5534,0.6239,0.7384,0.5568,0.3536,0.4025,5 11 | 9,5.3772,1.0401,0.7568,0.5418,0.8999,0.9065,0.7092,3 12 | 10,5.4279,0.6661,0.5957,1.0877,0.9182,0.8770,0.8779,2 13 | 11,5.5660,0.5634,0.5464,0.2153,0.4310,0.4298,0.2791,3 14 | 12,5.5794,0.6069,0.5161,0.6306,0.5453,0.4614,0.3782,6 15 | 13,5.5926,0.5758,0.5472,0.6617,0.5143,0.4303,0.3472,6 16 | 14,5.6516,0.9777,0.7508,0.9101,0.9162,0.8323,0.7491,6 17 | 15,5.8400,0.6340,0.4889,0.6034,0.5725,0.4886,0.4054,6 18 | 16,6.3091,1.0314,0.7481,0.4618,0.8652,0.8978,0.7005,3 19 | 17,8.3387,1.1246,0.8413,0.5550,0.9584,0.9910,0.7937,3 20 | 18,8.4572,0.5806,0.5423,0.6568,0.5191,0.4352,0.3520,6 21 | 19,10.9891,0.8412,0.6987,1.1907,0.7658,0.9800,0.9809,2 22 | 20,11.0786,0.5496,0.6200,0.7345,0.5529,0.3575,0.3986,5 23 | 21,11.0931,0.6799,0.3966,0.1816,0.5397,0.5463,0.3490,3 24 | 22,11.1632,0.6682,0.6823,0.4224,0.5929,0.4692,0.4150,6 25 | 23,13.1154,0.7119,0.4286,0.2136,0.5717,0.5784,0.3810,3 26 | 24,13.1398,0.6032,0.4095,0.1496,0.4630,0.4696,0.2723,3 27 | 25,13.7469,1.6782,1.3949,1.0114,1.2825,1.5446,1.3473,3 28 | 26,13.8490,1.3556,1.0723,0.6889,0.9600,1.2221,1.0247,3 29 | 27,14.0269,0.6418,0.7122,0.8267,0.6451,0.4309,0.4909,5 30 | 28,14.0388,0.5537,0.4590,0.1991,0.4135,0.4201,0.2228,3 31 | -------------------------------------------------------------------------------- /data/result_all.csv: -------------------------------------------------------------------------------- 1 | kind,dim,acc_n,acc_p,Accuracy,Precision,Recall 2 | SM-compressed,2625,0.5806,0.7368,0.6400,0.5185,0.7368 3 | SM-compressed,2625,0.6129,0.7895,0.6800,0.5556,0.7895 4 | SM-compressed,2625,0.6774,0.6842,0.6800,0.5652,0.6842 5 | SM-compressed,2625,0.7419,0.7368,0.7400,0.6364,0.7368 6 | ND,0.050000,0.1333,0.5556,0.2917,0.2778,0.5556 7 | ND,0.050000,0.2000,0.8889,0.4583,0.4000,0.8889 8 | ND,0.050000,0.2000,0.7778,0.4167,0.3684,0.7778 9 | ND,0.100000,0.4000,0.8889,0.5833,0.4706,0.8889 10 | ND,0.100000,0.3333,0.7778,0.5000,0.4118,0.7778 11 | ND,0.100000,0.4000,0.8889,0.5833,0.4706,0.8889 12 | ND,0.150000,0.2000,0.7778,0.4167,0.3684,0.7778 13 | ND,0.150000,0.4667,0.5556,0.5000,0.3846,0.5556 14 | ND,0.150000,0.3333,0.6667,0.4583,0.3750,0.6667 15 | ND,0.200000,0.7333,0.7778,0.7500,0.6364,0.7778 16 | ND,0.200000,0.4667,1.0000,0.6667,0.5294,1.0000 17 | ND,0.200000,0.2667,0.8889,0.5000,0.4211,0.8889 18 | 19 | ND,0.250000,0.6667,0.5556,0.6250,0.5000,0.5556 20 | ND,0.250000,0.3333,0.5556,0.4167,0.3333,0.5556 21 | ND,0.250000,0.4000,0.5556,0.4583,0.3571,0.5556 22 | 23 | ND,0.300000,0.7333,0.5556,0.6667,0.5556,0.5556 24 | ND,0.300000,0.7333,0.7778,0.7500,0.6364,0.7778 25 | ND,0.300000,0.6000,0.6667,0.6250,0.5000,0.6667 26 | ND,0.350000,0.6000,0.7778,0.6667,0.5385,0.7778 27 | ND,0.350000,0.6667,0.5556,0.6250,0.5000,0.5556 28 | ND,0.350000,0.4667,0.2222,0.3750,0.2000,0.2222 29 | ND,0.400000,0.4667,0.4444,0.4583,0.3333,0.4444 30 | ND,0.400000,0.5333,0.7778,0.6250,0.5000,0.7778 31 | ND,0.400000,0.5333,0.5556,0.5417,0.4167,0.5556 32 | ND,0.450000,0.6000,0.4444,0.5417,0.4000,0.4444 33 | ND,0.450000,0.6667,0.7778,0.7083,0.5833,0.7778 34 | ND,0.450000,0.5333,0.5556,0.5417,0.4167,0.5556 35 | ND,0.500000,0.6000,0.6667,0.6250,0.5000,0.6667 36 | ND,0.500000,0.4667,0.2222,0.3750,0.2000,0.2222 37 | ND,0.500000,0.4000,0.5556,0.4583,0.3571,0.5556 38 | 39 | 40 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/cases/cases_nsrr6157.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr6157,EEG3,10.895,1,1.2620713975694444,1.2623101128472223 3 | nsrr6157,EEG3,10.895,2,1.28841796875,1.288564453125 4 | nsrr6157,EEG3,10.895,3,1.529650607638889,1.529794921875 5 | nsrr6157,EEG3,10.895,4,1.7231456163194445,1.723308376736111 6 | nsrr6157,EEG3,10.895,5,1.8131065538194444,1.8132541232638888 7 | nsrr6157,EEG3,10.895,6,3.0439778645833333,3.0441200086805558 8 | nsrr6157,EEG3,10.895,7,3.1032085503472224,3.1033582899305556 9 | nsrr6157,EEG3,10.895,8,3.367433810763889,3.367587890625 10 | nsrr6157,EEG3,10.895,9,5.136712239583333,5.1368630642361115 11 | nsrr6157,EEG3,10.895,10,5.527093098958333,5.527373046875 12 | nsrr6157,EEG3,10.895,11,5.528567708333333,5.528854166666667 13 | nsrr6157,EEG3,10.895,12,5.532217881944445,5.532471788194444 14 | nsrr6157,EEG3,10.895,13,5.543618706597222,5.543874782986111 15 | nsrr6157,EEG3,10.895,14,5.5444542100694445,5.544734157986111 16 | nsrr6157,EEG3,10.895,15,5.545088975694444,5.545416666666667 17 | nsrr6157,EEG3,10.895,16,5.545730251736111,5.545870225694444 18 | nsrr6157,EEG3,10.895,17,5.548315972222222,5.548608940972223 19 | nsrr6157,EEG3,10.895,18,5.549554036458333,5.549861111111111 20 | nsrr6157,EEG3,10.895,19,5.5518218315972225,5.552409939236111 21 | nsrr6157,EEG3,10.895,20,5.552862413194444,5.5530837673611115 22 | nsrr6157,EEG3,10.895,21,5.553924696180555,5.5542176649305555 23 | nsrr6157,EEG3,10.895,22,5.555263671875,5.555470920138889 24 | nsrr6157,EEG3,10.895,23,5.556423611111111,5.5566178385416665 25 | nsrr6157,EEG3,10.895,24,5.5571885850694445,5.557584635416666 26 | nsrr6157,EEG3,10.895,25,5.558028428819444,5.558317057291666 27 | nsrr6157,EEG3,10.895,26,6.311575520833333,6.3117860243055555 28 | nsrr6157,EEG3,10.895,27,6.917018229166667,6.917182074652778 29 | nsrr6157,EEG3,10.895,28,7.410620659722222,7.410798611111111 30 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/cases/cases_nsrr5619.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr5619,EEG3,10.895,1,0.4160872395833333,0.41623155381944443 3 | nsrr5619,EEG3,10.895,2,1.7158897569444445,1.7160427517361112 4 | nsrr5619,EEG3,10.895,3,1.7389713541666667,1.7391644965277777 5 | nsrr5619,EEG3,10.895,4,1.7649555121527778,1.765185546875 6 | nsrr5619,EEG3,10.895,5,1.7860753038194443,1.7862217881944444 7 | nsrr5619,EEG3,10.895,6,1.9585026041666667,1.9586783854166667 8 | nsrr5619,EEG3,10.895,7,2.5067426215277777,2.5069053819444442 9 | nsrr5619,EEG3,10.895,8,2.6943348524305555,2.6945789930555555 10 | nsrr5619,EEG3,10.895,9,2.706609157986111,2.706748046875 11 | nsrr5619,EEG3,10.895,10,3.733626302083333,3.7339301215277776 12 | nsrr5619,EEG3,10.895,11,3.7900911458333333,3.7902593315972224 13 | nsrr5619,EEG3,10.895,12,3.8253721788194444,3.825564236111111 14 | nsrr5619,EEG3,10.895,13,3.8601888020833335,3.8603428819444443 15 | nsrr5619,EEG3,10.895,14,3.8672645399305554,3.867421875 16 | nsrr5619,EEG3,10.895,15,3.899001736111111,3.899269748263889 17 | nsrr5619,EEG3,10.895,16,3.9060579427083333,3.906218532986111 18 | nsrr5619,EEG3,10.895,17,3.9326139322916664,3.9328190104166665 19 | nsrr5619,EEG3,10.895,18,4.388200954861111,4.388452690972223 20 | nsrr5619,EEG3,10.895,19,4.4343359375,4.434512803819445 21 | nsrr5619,EEG3,10.895,20,4.451674262152777,4.451831597222222 22 | nsrr5619,EEG3,10.895,21,5.006794704861111,5.0069791666666665 23 | nsrr5619,EEG3,10.895,22,5.092740885416666,5.092887369791667 24 | nsrr5619,EEG3,10.895,23,5.279895833333334,5.280110677083333 25 | nsrr5619,EEG3,10.895,24,6.202974175347222,6.203165147569444 26 | nsrr5619,EEG3,10.895,25,6.445473090277778,6.445671657986111 27 | nsrr5619,EEG3,10.895,26,6.445997178819445,6.446140407986111 28 | nsrr5619,EEG3,10.895,27,6.498665364583333,6.498859592013889 29 | nsrr5619,EEG3,10.895,28,6.547743055555555,6.548017578125 30 | nsrr5619,EEG3,10.895,29,6.623823784722222,6.623981119791667 31 | nsrr5619,EEG3,10.895,30,6.669072265625,6.669236111111111 32 | -------------------------------------------------------------------------------- /sub_spindle_type/visit1/controls/membership_mros-visit1-aa4773.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,4.4192,0.7051,0.5365,0.9648,0.8814,0.7495,0.8038,2 3 | 1,4.4199,0.6751,0.5456,0.2377,0.6136,0.5297,0.3856,3 4 | 2,4.4330,0.4512,0.4028,0.7863,0.6275,0.4956,0.5498,2 5 | 3,4.5126,0.8651,0.7946,1.2867,1.1042,1.0759,1.0769,2 6 | 4,4.5264,0.8684,0.6414,0.3784,0.8069,0.7229,0.5789,3 7 | 5,4.8350,0.4453,0.4087,0.7921,0.6216,0.4898,0.5440,2 8 | 6,4.8375,1.2520,1.0251,0.7620,1.1905,1.1066,0.9625,3 9 | 7,4.8763,1.1937,1.0250,1.4534,1.3700,1.2381,1.2923,2 10 | 8,5.2355,1.5888,1.3638,1.8558,1.4309,1.6451,1.6460,2 11 | 9,5.3573,0.5316,0.6603,1.0438,0.7726,0.5106,0.7079,5 12 | 10,5.4067,0.6455,0.4768,0.9051,0.8217,0.6899,0.7441,2 13 | 11,5.4109,0.8061,0.6680,1.1601,0.7352,0.9493,0.9503,2 14 | 12,7.5971,0.4108,0.4432,0.8267,0.5870,0.4552,0.5094,1 15 | 13,7.6176,0.8791,0.8086,1.3007,1.1182,1.0899,1.0909,2 16 | 14,7.6366,0.6973,0.5592,1.0512,0.6263,0.8405,0.8414,2 17 | 15,7.6537,0.3648,0.4892,0.8727,0.6015,0.4093,0.5368,1 18 | 16,7.8220,0.9200,0.6390,0.2532,0.7669,0.7864,0.5891,3 19 | 17,7.9614,0.6181,0.4494,0.8778,0.7943,0.6625,0.7167,2 20 | 18,8.1727,0.7856,0.6475,1.1395,0.7146,0.9288,0.9297,2 21 | 19,8.2016,0.6300,0.7004,0.3925,0.6333,0.4191,0.4182,3 22 | 20,8.2625,0.8238,0.6551,1.0834,1.0000,0.8682,0.9224,2 23 | 21,8.4801,0.3821,0.4719,0.8554,0.5843,0.4265,0.5195,1 24 | 22,8.5899,0.6344,0.5863,0.2784,0.5728,0.4889,0.3449,3 25 | 23,8.6270,0.4799,0.3741,0.7576,0.6561,0.5243,0.5785,2 26 | 24,8.8453,0.4887,0.3653,0.7488,0.6649,0.5331,0.5873,2 27 | 25,8.8987,0.6138,0.4452,0.8735,0.7901,0.6583,0.7125,2 28 | 26,9.0876,0.4052,0.4488,0.8322,0.5815,0.4497,0.5039,1 29 | 27,10.1094,0.3704,0.4836,0.8671,0.5960,0.4148,0.5312,1 30 | 28,10.1615,0.4160,0.4380,0.8215,0.5923,0.4604,0.5146,1 31 | 29,10.1681,0.5089,0.3451,0.7686,0.6851,0.5533,0.6075,2 32 | 30,10.2521,1.0920,0.8650,0.4802,1.0305,0.9465,0.8025,3 33 | 31,10.4811,0.5878,0.4191,0.8475,0.7640,0.6322,0.6864,2 34 | -------------------------------------------------------------------------------- /datasets/mros_dataset/cases/mros-visit1-aa3874.csv: -------------------------------------------------------------------------------- 1 | mros-visit1-aa3874 2 | Whole Night (hrs): 11.666667 SleepStage2 (hrs): 2.508333 3 | SpindleNo,Frequency,Duration,Amplitude,Time_of_night 4 | 1,9.941748,0.402340,46.227207,0.432194 5 | 2,12.549020,0.398440,58.014801,0.456000 6 | 3,12.549020,0.398440,49.378195,0.509806 7 | 4,10.000000,0.500000,69.939727,0.567250 8 | 5,12.549020,0.398440,38.384070,0.638778 9 | 6,12.549020,0.398440,44.304570,0.643361 10 | 7,12.549020,0.398440,35.149157,0.659167 11 | 8,12.549020,0.398440,39.330129,0.683833 12 | 9,12.000000,0.500000,38.857099,0.688861 13 | 10,11.801418,1.101600,52.468147,0.727500 14 | 11,12.549020,0.398440,42.587930,0.765444 15 | 12,12.549020,0.398440,50.980392,0.772444 16 | 13,9.974026,0.300780,38.757916,0.779111 17 | 14,12.427184,0.402340,42.626078,0.791917 18 | 15,12.000000,0.500000,69.359884,0.803556 19 | 16,12.549020,0.398440,46.593423,0.815139 20 | 17,14.301676,0.699220,88.494697,0.815694 21 | 18,12.549020,0.398440,53.017472,0.824889 22 | 19,12.549020,0.398440,53.322652,0.828972 23 | 20,12.427184,0.402340,39.482719,0.872472 24 | 21,14.000000,0.500000,70.840009,0.914722 25 | 22,10.039216,0.398440,57.976654,0.956056 26 | 23,14.000000,0.500000,50.469215,0.957194 27 | 24,14.000000,0.500000,67.154955,1.000528 28 | 25,12.666667,1.500000,96.406500,1.097833 29 | 26,13.298701,0.601560,53.910124,1.131111 30 | 27,13.298701,0.300780,42.595560,1.275333 31 | 28,13.298701,0.300780,43.106737,1.364528 32 | 29,14.000000,0.500000,53.551537,1.388722 33 | 30,12.549020,0.398440,33.089189,1.405917 34 | 31,13.298701,0.300780,43.167773,1.421667 35 | 32,14.000000,0.500000,82.787823,4.452472 36 | 33,11.712418,0.597660,62.493324,4.523500 37 | 34,11.239024,0.800780,68.818189,4.534361 38 | 35,12.427184,0.402340,57.457847,4.585472 39 | 36,11.239024,0.800780,101.579309,4.632306 40 | 37,11.441341,0.699220,63.042649,4.735972 41 | 38,12.549020,0.398440,48.729686,4.738278 42 | 39,14.000000,0.500000,115.403983,4.903583 43 | 40,13.298701,0.300780,36.499580,4.966306 44 | 41,13.298701,0.300780,47.096971,4.968028 45 | 42,13.298701,0.300780,45.357443,4.979444 46 | -------------------------------------------------------------------------------- /sub_spindle_type/visit2/controls/membership_mros-visit2-aa1953.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,0.3791,1.3505,1.0671,0.8886,1.1336,1.2169,1.0195,3 3 | 1,0.5314,0.3029,0.3170,0.6590,0.2252,0.1303,0.2744,5 4 | 2,0.6038,0.1173,0.2858,0.6693,0.3982,0.1361,0.3335,1 5 | 3,1.3430,0.4822,0.6164,0.9999,0.7287,0.4667,0.6640,5 6 | 4,1.3786,0.9390,1.0094,0.5174,0.9423,0.7281,0.7272,3 7 | 5,1.4348,0.5411,0.6115,0.7623,0.5444,0.3302,0.4265,5 8 | 6,1.8155,0.5216,0.5921,0.6947,0.5250,0.3108,0.3589,5 9 | 7,1.8238,0.5091,0.5795,0.3996,0.5124,0.2982,0.2973,6 10 | 8,1.8416,0.4976,0.5681,0.5018,0.5009,0.2868,0.2858,6 11 | 9,1.8794,0.5062,0.5766,0.7275,0.5095,0.2953,0.3916,5 12 | 10,2.0034,0.4955,0.5660,0.3860,0.4988,0.2847,0.2837,6 13 | 11,2.1628,0.5683,0.8516,1.2351,0.9640,0.7019,0.8992,1 14 | 12,2.1996,1.1434,0.9007,0.9643,0.7477,1.0098,0.8125,4 15 | 13,2.3956,0.4349,0.4416,0.2617,0.3745,0.2894,0.1594,6 16 | 14,2.4806,0.2644,0.5477,0.9312,0.6601,0.3980,0.5953,1 17 | 15,2.5424,0.5288,0.6630,1.0465,0.7754,0.5133,0.7106,5 18 | 16,3.2983,0.5117,0.5821,0.6848,0.5150,0.3009,0.3489,5 19 | 17,3.3356,0.5222,0.6563,1.0398,0.7687,0.5066,0.7040,5 20 | 18,3.4023,0.5612,0.6317,0.7343,0.5646,0.3504,0.3985,5 21 | 19,3.4186,0.5877,0.6018,0.6746,0.2569,0.3914,0.3345,4 22 | 20,3.5054,0.4832,0.6174,1.0008,0.7297,0.4676,0.6650,5 23 | 21,3.5329,0.5428,0.6132,0.7640,0.5461,0.3319,0.4282,5 24 | 22,3.6561,0.4955,0.6297,1.0132,0.7421,0.4800,0.6773,5 25 | 23,3.8351,1.0331,0.7498,0.4293,0.6374,0.8995,0.7022,3 26 | 24,3.8736,0.5864,0.6569,0.7595,0.5897,0.3756,0.4237,5 27 | 25,3.9971,0.8972,0.8781,0.4803,0.5332,0.7637,0.6108,3 28 | 26,4.0227,0.2055,0.3397,0.7232,0.4521,0.1900,0.3873,5 29 | 27,5.6029,0.4810,0.6152,0.9987,0.7275,0.4655,0.6628,5 30 | 28,6.7146,0.5754,0.5895,0.3661,0.4234,0.3764,0.3222,6 31 | 29,7.0699,0.3051,0.3192,0.6612,0.2274,0.1325,0.2766,5 32 | 30,7.3751,0.4919,0.6261,1.0096,0.7384,0.4764,0.6737,5 33 | 31,7.3849,0.5126,0.5831,0.7339,0.5159,0.3018,0.3980,5 34 | 32,7.9264,0.5436,0.6141,0.5478,0.5470,0.3328,0.3318,6 35 | 33,9.6070,0.1926,0.3267,0.7102,0.4391,0.1770,0.3744,5 36 | -------------------------------------------------------------------------------- /datasets/mros_dataset/cases/mros-visit1-aa4252.csv: -------------------------------------------------------------------------------- 1 | mros-visit1-aa4252 2 | Whole Night (hrs): 16.925000 SleepStage2 (hrs): 5.283333 3 | SpindleNo,Frequency,Duration,Amplitude,Time_of_night 4 | 1,10.000000,0.500000,66.720073,0.100278 5 | 2,11.636364,0.601560,127.229725,3.314306 6 | 3,14.912621,0.402340,46.120394,3.748028 7 | 4,12.427184,0.402340,33.401999,3.791028 8 | 5,13.617021,1.101600,72.106508,3.794222 9 | 6,12.000000,0.500000,42.572671,3.795250 10 | 7,10.039216,0.398440,47.135119,3.844944 11 | 8,14.912621,0.402340,36.003662,3.857139 12 | 9,14.000000,0.500000,40.985733,3.895667 13 | 10,12.549020,0.398440,43.961242,3.899944 14 | 11,14.912621,0.402340,28.297856,3.936722 15 | 12,13.298701,0.300780,39.604791,4.019583 16 | 13,12.427184,0.402340,38.117037,4.107194 17 | 14,13.298701,0.300780,33.974212,4.197361 18 | 15,13.298701,0.300780,33.730068,4.238806 19 | 16,15.058824,0.398440,37.575341,4.251528 20 | 17,14.000000,0.500000,33.791104,4.416667 21 | 18,14.301676,0.699220,35.950256,4.455556 22 | 19,13.298701,0.300780,33.241779,4.589556 23 | 20,10.039216,0.398440,35.835813,4.886833 24 | 21,14.912621,0.402340,34.149691,5.247056 25 | 22,10.039216,0.398440,34.729534,5.590417 26 | 23,15.058824,0.398440,35.652705,5.662500 27 | 24,14.000000,0.500000,39.391165,5.960694 28 | 25,14.000000,0.500000,31.975280,6.687306 29 | 26,14.912621,0.402340,37.415122,6.762833 30 | 27,13.298701,0.300780,31.738766,7.304361 31 | 28,15.058824,0.796880,30.510414,7.740444 32 | 29,12.427184,0.402340,40.291447,8.315806 33 | 30,14.301676,0.699220,41.908904,8.345194 34 | 31,14.912621,0.402340,35.072862,8.416167 35 | 32,15.058824,0.398440,32.097353,9.057500 36 | 33,13.298701,0.300780,26.855879,9.435083 37 | 34,14.000000,0.500000,49.088273,9.705861 38 | 35,9.974026,0.300780,33.760586,9.708472 39 | 36,15.058824,0.597660,40.093080,9.715639 40 | 37,14.000000,0.500000,51.224537,10.357861 41 | 38,13.298701,0.300780,23.704891,10.491778 42 | 39,14.912621,0.402340,43.450065,10.762417 43 | 40,14.912621,0.402340,30.891890,10.924500 44 | 41,14.301676,0.699220,23.872740,11.330833 45 | 42,13.298701,0.300780,35.080491,11.766083 46 | 43,13.298701,0.300780,34.302281,11.962333 47 | 44,12.427184,0.402340,35.133898,12.006639 48 | -------------------------------------------------------------------------------- /datasets/mros_dataset/controls/mros-visit2-aa2449.csv: -------------------------------------------------------------------------------- 1 | mros-visit2-aa2449 2 | Whole Night (hrs): 12.415000 SleepStage2 (hrs): 3.108333 3 | SpindleNo,Frequency,Duration,Amplitude,Time_of_night,SleepStage 4 | 1,14.000000,0.500000,45.288777,0.421167,0 5 | 2,12.549020,0.398440,34.576944,0.520222,0 6 | 3,10.039216,0.398440,46.051728,2.194667,0 7 | 4,12.549020,0.398440,37.598230,2.669583,0 8 | 5,13.298701,0.300780,27.496757,3.441167,2 9 | 6,12.427184,0.402340,33.752956,3.448028,2 10 | 7,12.549020,0.398440,39.124132,3.527250,2 11 | 8,12.000000,0.500000,41.351949,3.687556,0 12 | 9,13.298701,0.300780,37.720302,3.739000,2 13 | 10,9.974026,0.300780,43.488212,3.767889,2 14 | 11,12.549020,0.398440,35.523003,3.773639,2 15 | 12,12.427184,0.402340,32.867933,3.783528,2 16 | 13,13.298701,0.300780,33.142596,3.810500,2 17 | 14,12.549020,0.398440,38.422217,3.836694,3 18 | 15,13.298701,0.300780,25.421530,4.111222,5 19 | 16,13.298701,0.300780,37.201495,4.114667,5 20 | 17,9.974026,0.300780,30.518044,4.314444,2 21 | 18,12.427184,0.402340,32.471199,4.375611,3 22 | 19,13.298701,0.601560,44.007019,4.418528,2 23 | 20,12.000000,0.500000,60.486763,4.524500,2 24 | 21,12.000000,0.500000,46.295872,5.073833,2 25 | 22,11.636364,0.601560,35.950256,5.288306,5 26 | 23,12.549020,0.398440,54.657816,5.545139,2 27 | 24,13.298701,0.300780,33.203632,5.615639,2 28 | 25,12.549020,0.398440,32.715343,5.992111,5 29 | 26,12.190476,0.902340,262.882429,6.850111,0 30 | 27,12.427184,0.402340,31.982910,7.370750,1 31 | 28,12.427184,0.402340,35.767147,7.467889,0 32 | 29,12.000000,1.500000,56.092164,7.468667,0 33 | 30,12.000000,0.500000,35.400931,7.469167,0 34 | 31,11.636364,0.601560,70.252537,7.724000,1 35 | 32,14.912621,0.402340,43.549248,8.102472,1 36 | 33,11.712418,0.597660,50.141146,8.172028,2 37 | 34,12.427184,0.402340,56.336309,8.523528,2 38 | 35,11.636364,0.601560,115.968566,8.746583,2 39 | 36,13.548747,1.402300,115.571832,8.806917,5 40 | 37,15.333333,1.500000,146.578164,9.005000,5 41 | 38,15.301149,1.699200,661.783780,9.031611,5 42 | 39,13.770171,1.597700,223.331044,9.117944,1 43 | 40,12.487805,2.402300,518.623636,9.147194,5 44 | 41,11.239024,0.800780,667.002365,9.154861,5 45 | 42,12.000000,0.500000,138.979171,9.176583,5 46 | 43,13.039049,2.300800,119.172961,9.188694,5 47 | 44,14.400000,2.500000,167.757687,9.209778,5 48 | 45,11.420074,2.101600,195.254444,9.267222,5 49 | 46,10.795181,1.296900,874.616617,10.023917,0 50 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/controls/controls_nsrr0407.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr0407,EEG3,10.895,1,2.0643467881944444,2.0645106336805554 3 | nsrr0407,EEG3,10.895,2,2.317856987847222,2.318068576388889 4 | nsrr0407,EEG3,10.895,3,2.3588541666666667,2.359052734375 5 | nsrr0407,EEG3,10.895,4,3.5265375434027777,3.5270844184027776 6 | nsrr0407,EEG3,10.895,5,3.569751519097222,3.5699446614583334 7 | nsrr0407,EEG3,10.895,6,3.6249370659722224,3.625099826388889 8 | nsrr0407,EEG3,10.895,7,3.673366970486111,3.6735774739583333 9 | nsrr0407,EEG3,10.895,8,3.7511241319444446,3.7513324652777778 10 | nsrr0407,EEG3,10.895,9,3.931585286458333,3.931724175347222 11 | nsrr0407,EEG3,10.895,10,4.058838975694444,4.058977864583333 12 | nsrr0407,EEG3,10.895,11,4.693640407986111,4.693784722222222 13 | nsrr0407,EEG3,10.895,12,4.766305338541667,4.766470269097222 14 | nsrr0407,EEG3,10.895,13,5.2604361979166665,5.2606825086805555 15 | nsrr0407,EEG3,10.895,14,6.166223958333333,6.166436631944444 16 | nsrr0407,EEG3,10.895,15,6.289309895833333,6.289523654513889 17 | nsrr0407,EEG3,10.895,16,6.449045138888889,6.449184027777778 18 | nsrr0407,EEG3,10.895,17,6.556768663194444,6.55701171875 19 | nsrr0407,EEG3,10.895,18,6.7134396701388885,6.713642578125 20 | nsrr0407,EEG3,10.895,19,6.834488932291666,6.834639756944444 21 | nsrr0407,EEG3,10.895,20,6.927972005208333,6.928181423611111 22 | nsrr0407,EEG3,10.895,21,6.991218532986111,6.991458333333333 23 | nsrr0407,EEG3,10.895,22,7.068984375,7.069134114583333 24 | nsrr0407,EEG3,10.895,23,7.196330295138889,7.196491970486111 25 | nsrr0407,EEG3,10.895,24,8.228595920138888,8.228765190972222 26 | nsrr0407,EEG3,10.895,25,8.308131510416667,8.308276909722222 27 | nsrr0407,EEG3,10.895,26,8.708921440972222,8.709172092013889 28 | nsrr0407,EEG3,10.895,27,8.716407335069444,8.716564670138888 29 | nsrr0407,EEG3,10.895,28,8.732103949652778,8.732255859375 30 | nsrr0407,EEG3,10.895,29,8.78357421875,8.783731553819445 31 | nsrr0407,EEG3,10.895,30,8.796024305555555,8.796167534722223 32 | nsrr0407,EEG3,10.895,31,8.855584852430555,8.85586154513889 33 | nsrr0407,EEG3,10.895,32,8.888883463541667,8.889022352430555 34 | nsrr0407,EEG3,10.895,33,8.93712890625,8.937292751736111 35 | nsrr0407,EEG3,10.895,34,9.004029947916667,9.004169921875 36 | nsrr0407,EEG3,10.895,35,9.03671657986111,9.036940104166666 37 | nsrr0407,EEG3,10.895,36,9.072926432291666,9.073190104166667 38 | nsrr0407,EEG3,10.895,37,9.254321831597222,9.25446506076389 39 | nsrr0407,EEG3,10.895,38,9.956516927083333,9.956775173611112 40 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/controls/controls_nsrr0374.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr0374,EEG3,10.895,1,0.03372287326388889,0.03430881076388889 3 | nsrr0374,EEG3,10.895,2,0.04083224826388889,0.04097547743055555 4 | nsrr0374,EEG3,10.895,3,0.04972873263888889,0.049930555555555554 5 | nsrr0374,EEG3,10.895,4,0.05025716145833333,0.050416666666666665 6 | nsrr0374,EEG3,10.895,5,0.3887163628472222,0.38897786458333333 7 | nsrr0374,EEG3,10.895,6,0.38989366319444446,0.3900911458333333 8 | nsrr0374,EEG3,10.895,7,0.5684526909722222,0.5688617621527777 9 | nsrr0374,EEG3,10.895,8,0.5953211805555556,0.5955360243055555 10 | nsrr0374,EEG3,10.895,9,0.6135340711805556,0.6142838541666666 11 | nsrr0374,EEG3,10.895,10,0.7405881076388889,0.7407628038194445 12 | nsrr0374,EEG3,10.895,11,0.96619140625,0.9665017361111111 13 | nsrr0374,EEG3,10.895,12,0.9678917100694444,0.9680425347222222 14 | nsrr0374,EEG3,10.895,13,1.0583224826388888,1.0585991753472221 15 | nsrr0374,EEG3,10.895,14,1.105050998263889,1.1052202690972222 16 | nsrr0374,EEG3,10.895,15,1.1064800347222221,1.1067979600694444 17 | nsrr0374,EEG3,10.895,16,1.107080078125,1.107548828125 18 | nsrr0374,EEG3,10.895,17,1.1078515625,1.1081271701388888 19 | nsrr0374,EEG3,10.895,18,1.141259765625,1.1415342881944444 20 | nsrr0374,EEG3,10.895,19,1.4057139756944443,1.405871310763889 21 | nsrr0374,EEG3,10.895,20,1.4062966579861111,1.4068706597222222 22 | nsrr0374,EEG3,10.895,21,1.42349609375,1.423681640625 23 | nsrr0374,EEG3,10.895,22,1.5076280381944445,1.5080631510416667 24 | nsrr0374,EEG3,10.895,23,1.5651790364583333,1.565339626736111 25 | nsrr0374,EEG3,10.895,24,1.674157986111111,1.6743880208333333 26 | nsrr0374,EEG3,10.895,25,1.990588107638889,1.990783420138889 27 | nsrr0374,EEG3,10.895,26,2.024660373263889,2.0248621961805555 28 | nsrr0374,EEG3,10.895,27,2.074557291666667,2.0747450086805554 29 | nsrr0374,EEG3,10.895,28,2.85478515625,2.8549283854166667 30 | nsrr0374,EEG3,10.895,29,3.1468815104166667,3.14720703125 31 | nsrr0374,EEG3,10.895,30,3.4779177517361113,3.478132595486111 32 | nsrr0374,EEG3,10.895,31,4.808018663194445,4.808267144097222 33 | nsrr0374,EEG3,10.895,32,7.037221137152778,7.037379557291667 34 | nsrr0374,EEG3,10.895,33,7.174722222222222,7.174898003472222 35 | nsrr0374,EEG3,10.895,34,7.474733072916667,7.474940321180555 36 | nsrr0374,EEG3,10.895,35,7.490402560763889,7.490601128472222 37 | nsrr0374,EEG3,10.895,36,7.5562163628472225,7.556442057291667 38 | nsrr0374,EEG3,10.895,37,7.557683376736111,7.558024088541667 39 | nsrr0374,EEG3,10.895,38,7.714997829861111,7.715152994791667 40 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/cases/cases_nsrr5402.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr5402,EEG3,10.895,1,0.6588530815972222,0.6590060763888889 3 | nsrr5402,EEG3,10.895,2,1.143310546875,1.1434906684027777 4 | nsrr5402,EEG3,10.895,3,1.1701671006944445,1.1703504774305555 5 | nsrr5402,EEG3,10.895,4,1.1707172309027778,1.1708658854166667 6 | nsrr5402,EEG3,10.895,5,1.1817513020833332,1.1818967013888888 7 | nsrr5402,EEG3,10.895,6,1.1923719618055555,1.1925509982638889 8 | nsrr5402,EEG3,10.895,7,1.4420258246527777,1.4422471788194444 9 | nsrr5402,EEG3,10.895,8,1.4828884548611112,1.4830403645833334 10 | nsrr5402,EEG3,10.895,9,2.5816558159722223,2.58197265625 11 | nsrr5402,EEG3,10.895,10,2.702766927083333,2.702925347222222 12 | nsrr5402,EEG3,10.895,11,3.187036675347222,3.187277560763889 13 | nsrr5402,EEG3,10.895,12,3.2220421006944444,3.2222667100694444 14 | nsrr5402,EEG3,10.895,13,3.546455078125,3.5466590711805557 15 | nsrr5402,EEG3,10.895,14,3.7345345052083334,3.7347124565972223 16 | nsrr5402,EEG3,10.895,15,3.7574500868055556,3.7577690972222224 17 | nsrr5402,EEG3,10.895,16,4.348893229166666,4.349177517361111 18 | nsrr5402,EEG3,10.895,17,4.465496961805556,4.4656640625 19 | nsrr5402,EEG3,10.895,18,4.531788194444444,4.531944444444444 20 | nsrr5402,EEG3,10.895,19,4.577987196180556,4.578153211805556 21 | nsrr5402,EEG3,10.895,20,4.590560980902778,4.590730251736111 22 | nsrr5402,EEG3,10.895,21,4.762215711805555,4.762362196180556 23 | nsrr5402,EEG3,10.895,22,4.811960720486111,4.812248263888889 24 | nsrr5402,EEG3,10.895,23,4.935231119791666,4.935380859375 25 | nsrr5402,EEG3,10.895,24,5.036081814236111,5.036261935763889 26 | nsrr5402,EEG3,10.895,25,5.053427734375,5.053581814236111 27 | nsrr5402,EEG3,10.895,26,5.093943142361111,5.094175347222222 28 | nsrr5402,EEG3,10.895,27,5.103857421875,5.1040266927083335 29 | nsrr5402,EEG3,10.895,28,5.135113932291667,5.135258246527778 30 | nsrr5402,EEG3,10.895,29,5.236932508680556,5.237115885416666 31 | nsrr5402,EEG3,10.895,30,6.573583984375,6.573741319444444 32 | nsrr5402,EEG3,10.895,31,6.612529296875,6.6130859375 33 | nsrr5402,EEG3,10.895,32,6.6704720052083335,6.670636935763889 34 | nsrr5402,EEG3,10.895,33,6.671560329861111,6.671701388888889 35 | nsrr5402,EEG3,10.895,34,6.805011935763889,6.805343967013889 36 | nsrr5402,EEG3,10.895,35,6.8291243489583335,6.8292838541666665 37 | nsrr5402,EEG3,10.895,36,7.022587890625,7.022737630208334 38 | nsrr5402,EEG3,10.895,37,7.113747829861111,7.114180772569444 39 | nsrr5402,EEG3,10.895,38,7.114651692708334,7.114800347222222 40 | nsrr5402,EEG3,10.895,39,7.280655381944444,7.280808376736111 41 | -------------------------------------------------------------------------------- /sub_spindle_type/visit1/cases/membership_mros-visit1-aa3874.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,0.4322,0.9366,1.0070,0.5150,0.9399,0.7725,0.7248,3 3 | 1,0.4560,0.4664,0.2691,0.6234,0.5400,0.4082,0.4624,2 4 | 2,0.5098,0.3615,0.3740,0.7131,0.4420,0.3032,0.3772,5 5 | 3,0.5673,1.1112,0.8843,0.4371,1.0497,0.9658,0.8217,3 6 | 4,0.6388,0.4371,0.5076,0.8467,0.5755,0.3135,0.5108,5 7 | 5,0.6434,0.3652,0.4357,0.7747,0.5036,0.2416,0.4389,5 8 | 6,0.6592,0.4764,0.5469,0.8860,0.6148,0.3528,0.5501,5 9 | 7,0.6838,0.4256,0.4961,0.8352,0.5641,0.3020,0.4993,5 10 | 8,0.6889,0.4726,0.5431,0.6303,0.4759,0.2618,0.2944,5 11 | 9,0.7275,0.7490,0.6301,0.6900,0.3534,0.6155,0.4181,4 12 | 10,0.7654,0.3861,0.4565,0.7956,0.5245,0.2624,0.4597,5 13 | 11,0.7724,0.3810,0.3545,0.6936,0.4545,0.3227,0.3769,5 14 | 12,0.7791,1.1046,1.1751,0.6830,1.1080,0.8938,0.8928,3 15 | 13,0.7919,0.4103,0.4807,0.7639,0.4928,0.2307,0.4281,5 16 | 14,0.8036,0.6455,0.4185,0.5506,0.5840,0.5000,0.3896,6 17 | 15,0.8151,0.3374,0.4078,0.7469,0.4758,0.2694,0.4111,5 18 | 16,0.8157,0.8244,0.7540,1.2460,1.0615,1.0353,1.0362,2 19 | 17,0.8249,0.4057,0.3298,0.6689,0.4793,0.3474,0.4017,2 20 | 18,0.8290,0.4094,0.3261,0.6652,0.4830,0.3512,0.4054,2 21 | 19,0.8725,0.4485,0.5189,0.8021,0.5310,0.2689,0.4663,5 22 | 20,0.9147,0.6131,0.5990,1.0273,0.9439,0.8121,0.8663,2 23 | 21,0.9561,1.0416,0.8452,0.3675,0.9801,0.8962,0.7521,3 24 | 22,0.9572,0.3656,0.5645,0.9480,0.6964,0.5646,0.6188,1 25 | 23,1.0005,0.5683,0.5542,0.9826,0.8991,0.7673,0.8215,2 26 | 24,1.0978,1.4166,1.1429,1.6349,1.2100,1.4242,1.4251,2 27 | 25,1.1311,0.1619,0.2771,0.6606,0.4927,0.3609,0.4151,1 28 | 26,1.2753,0.3821,0.6654,1.0489,0.7778,0.5157,0.7130,1 29 | 27,1.3645,0.3759,0.6592,1.0427,0.7716,0.5095,0.7068,1 30 | 28,1.3887,0.4030,0.5270,0.9105,0.7339,0.6020,0.6563,1 31 | 29,1.4059,0.5015,0.5719,0.9110,0.6399,0.3778,0.5751,5 32 | 30,1.4217,0.3751,0.6585,1.0419,0.7708,0.5087,0.7061,1 33 | 31,4.4525,0.7582,0.7441,1.1725,1.0891,0.9572,1.0114,2 34 | 32,4.5235,0.5466,0.3196,0.3198,0.4851,0.4011,0.2571,6 35 | 33,4.5344,0.8258,0.5425,0.3892,0.5011,0.6922,0.4949,3 36 | 34,4.5855,0.4843,0.3006,0.5855,0.5020,0.3702,0.4244,2 37 | 35,4.6323,1.2238,0.9405,0.7872,0.8991,1.0902,0.8929,3 38 | 36,4.7360,0.6246,0.3412,0.2808,0.4692,0.4910,0.2936,3 39 | 37,4.7383,0.3536,0.3819,0.7210,0.4499,0.2954,0.3851,5 40 | 38,4.9036,1.1545,1.1404,1.5687,1.4853,1.3535,1.4077,2 41 | 39,4.9663,0.4562,0.7395,1.1229,0.8518,0.5897,0.7871,1 42 | 40,4.9680,0.3299,0.6107,0.9942,0.7231,0.5289,0.6583,1 43 | 41,4.9794,0.3485,0.6319,1.0153,0.7442,0.5078,0.6795,1 44 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/cases/cases_nsrr4178.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr4178,EEG3,10.895,1,2.571813151041667,2.571966145833333 3 | nsrr4178,EEG3,10.895,2,2.7987163628472222,2.7989073350694444 4 | nsrr4178,EEG3,10.895,3,2.8409016927083335,2.841117621527778 5 | nsrr4178,EEG3,10.895,4,2.8871961805555557,2.8873936631944446 6 | nsrr4178,EEG3,10.895,5,2.9090874565972222,2.9092513020833333 7 | nsrr4178,EEG3,10.895,6,2.9416764322916666,2.941863064236111 8 | nsrr4178,EEG3,10.895,7,2.945329861111111,2.945474175347222 9 | nsrr4178,EEG3,10.895,8,2.9493446180555556,2.949543185763889 10 | nsrr4178,EEG3,10.895,9,2.9644563802083335,2.9645952690972224 11 | nsrr4178,EEG3,10.895,10,3.8709982638888887,3.8713313802083333 12 | nsrr4178,EEG3,10.895,11,4.475799696180555,4.475949435763889 13 | nsrr4178,EEG3,10.895,12,4.493680555555556,4.493888888888889 14 | nsrr4178,EEG3,10.895,13,4.739091796875,4.739274088541666 15 | nsrr4178,EEG3,10.895,14,5.240626085069445,5.240842013888889 16 | nsrr4178,EEG3,10.895,15,5.447587890625,5.447750651041667 17 | nsrr4178,EEG3,10.895,16,5.662724609375,5.662888454861111 18 | nsrr4178,EEG3,10.895,17,5.700392795138889,5.700569661458333 19 | nsrr4178,EEG3,10.895,18,5.709303385416667,5.709461805555556 20 | nsrr4178,EEG3,10.895,19,5.794670138888889,5.7948187934027775 21 | nsrr4178,EEG3,10.895,20,6.213258463541667,6.213406032986111 22 | nsrr4178,EEG3,10.895,21,6.306346571180556,6.306516927083333 23 | nsrr4178,EEG3,10.895,22,7.510991753472222,7.511156684027778 24 | nsrr4178,EEG3,10.895,23,7.580118272569444,7.580290798611111 25 | nsrr4178,EEG3,10.895,24,7.627897135416666,7.628079427083334 26 | nsrr4178,EEG3,10.895,25,7.667526041666667,7.667688802083333 27 | nsrr4178,EEG3,10.895,26,7.7809852430555555,7.781142578125 28 | nsrr4178,EEG3,10.895,27,7.91267578125,7.912855902777777 29 | nsrr4178,EEG3,10.895,28,7.958739149305556,7.958986545138889 30 | nsrr4178,EEG3,10.895,29,8.076153428819444,8.076309678819445 31 | nsrr4178,EEG3,10.895,30,8.087084418402778,8.087288411458333 32 | nsrr4178,EEG3,10.895,31,8.146800130208334,8.146973741319444 33 | nsrr4178,EEG3,10.895,32,8.20295138888889,8.203116319444444 34 | nsrr4178,EEG3,10.895,33,8.227333984375,8.227522786458334 35 | nsrr4178,EEG3,10.895,34,8.282605251736111,8.282776692708333 36 | nsrr4178,EEG3,10.895,35,8.340713975694445,8.340876736111111 37 | nsrr4178,EEG3,10.895,36,8.384379340277778,8.384666883680556 38 | nsrr4178,EEG3,10.895,37,9.490081380208334,9.49037109375 39 | nsrr4178,EEG3,10.895,38,9.603493923611111,9.603671875 40 | nsrr4178,EEG3,10.895,39,9.737883029513888,9.738065321180555 41 | nsrr4178,EEG3,10.895,40,9.740221354166666,9.740400390625 42 | -------------------------------------------------------------------------------- /sub_spindle_type/visit1/controls/membership_mros-visit1-aa4876.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,0.0091,0.6963,0.5268,0.9551,0.8717,0.7398,0.7941,2 3 | 1,0.0113,1.1448,1.0743,1.5664,1.1415,1.3556,1.3566,2 4 | 2,0.0130,1.7085,1.4252,1.0417,1.3128,1.5749,1.3776,3 5 | 3,0.0142,1.7439,1.5169,1.0698,1.6824,1.5984,1.4544,3 6 | 4,0.0191,1.3975,1.1706,0.7234,1.3360,1.2521,1.1080,3 7 | 5,0.0196,1.1959,1.1255,1.6175,1.1926,1.4068,1.4077,2 8 | 6,0.0211,1.5047,1.4343,1.9263,1.5014,1.7156,1.7165,2 9 | 7,0.0242,0.9052,0.8348,1.3268,0.9019,1.1161,1.1170,2 10 | 8,0.0276,1.0466,0.9762,1.4682,1.0433,1.2575,1.2584,2 11 | 9,0.0291,1.2338,1.1633,1.6554,1.2305,1.4446,1.4456,2 12 | 10,0.0316,0.3733,0.6566,1.0401,0.7689,0.5069,0.7042,1 13 | 11,0.0325,1.2582,0.9749,0.5914,0.8625,1.1246,0.9273,3 14 | 12,1.8596,0.6275,0.6980,0.9128,0.6416,0.4167,0.5769,5 15 | 13,1.8844,1.1363,1.2067,0.7147,1.1396,0.9254,0.9245,3 16 | 14,1.9145,0.6341,0.7046,0.9194,0.6482,0.4233,0.5835,5 17 | 15,1.9643,0.6706,0.7411,0.7142,0.6739,0.4598,0.4588,6 18 | 16,2.0225,0.7121,0.7825,0.3986,0.7154,0.5012,0.5003,3 19 | 17,2.0885,0.7109,0.7814,0.7545,0.7142,0.5001,0.4991,6 20 | 18,2.1104,0.4272,0.4976,0.7124,0.4413,0.2163,0.3766,5 21 | 19,2.1207,0.6114,0.6819,0.8967,0.6255,0.4006,0.5608,5 22 | 20,2.1890,0.3921,0.5199,0.9034,0.6323,0.3702,0.5675,5 23 | 21,2.5464,0.4276,0.5554,0.9389,0.6678,0.4057,0.6030,5 24 | 22,2.6760,0.6951,0.7655,0.7387,0.6984,0.4842,0.4833,6 25 | 23,2.7116,0.6966,0.7670,0.7009,0.6999,0.4857,0.4848,6 26 | 24,2.8446,0.6127,0.6831,0.8979,0.6268,0.4018,0.5620,5 27 | 25,2.9069,0.6690,0.7395,0.7126,0.6724,0.4582,0.4573,6 28 | 26,3.0628,0.4725,0.7559,1.1393,0.8682,0.6061,0.8035,1 29 | 27,3.1165,0.6450,0.7155,0.9303,0.6592,0.4342,0.5944,5 30 | 28,3.2370,0.3949,0.5227,0.9062,0.6351,0.3730,0.5703,5 31 | 29,3.2935,0.6224,0.6929,0.9077,0.6365,0.4116,0.5718,5 32 | 30,3.3343,0.4758,0.7591,1.1426,0.8715,0.6094,0.8067,1 33 | 31,3.3714,0.7109,0.7813,0.7545,0.7142,0.5000,0.4991,6 34 | 32,3.4998,0.4518,0.5222,0.7370,0.4659,0.2409,0.4012,5 35 | 33,3.5300,0.6914,0.7618,0.7349,0.6947,0.4805,0.4796,6 36 | 34,3.5909,0.7124,0.7828,0.7167,0.7157,0.5015,0.5006,6 37 | 35,3.6761,0.4702,0.7535,1.1370,0.8658,0.6038,0.8011,1 38 | 36,3.9976,0.6628,0.7332,0.7063,0.6661,0.4519,0.4510,6 39 | 37,4.1943,0.7026,0.7731,0.7069,0.7059,0.4918,0.4908,6 40 | 38,4.4079,0.6567,0.7271,0.7002,0.6600,0.4458,0.4449,6 41 | 39,4.6615,0.4491,0.5195,0.7343,0.4632,0.2382,0.3984,5 42 | 40,5.6866,0.3800,0.5078,0.8913,0.6202,0.3581,0.5554,5 43 | 41,5.7028,0.4775,0.5479,0.6250,0.4808,0.2666,0.2891,5 44 | 42,5.7509,0.4529,0.7362,1.1197,0.8486,0.5865,0.7839,1 45 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/cases/cases_nsrr6432.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr6432,EEG3,10.895,1,0.047940538194444444,0.0480859375 3 | nsrr6432,EEG3,10.895,2,0.052508680555555555,0.05272786458333333 4 | nsrr6432,EEG3,10.895,3,0.2709494357638889,0.2711859809027778 5 | nsrr6432,EEG3,10.895,4,0.3811794704861111,0.381318359375 6 | nsrr6432,EEG3,10.895,5,0.39795789930555553,0.3981271701388889 7 | nsrr6432,EEG3,10.895,6,0.4487521701388889,0.44898328993055553 8 | nsrr6432,EEG3,10.895,7,0.4520269097222222,0.4522515190972222 9 | nsrr6432,EEG3,10.895,8,0.5523177083333334,0.5524772135416667 10 | nsrr6432,EEG3,10.895,9,0.5627723524305556,0.5629361979166667 11 | nsrr6432,EEG3,10.895,10,0.588310546875,0.5884537760416667 12 | nsrr6432,EEG3,10.895,11,0.5965375434027778,0.5967664930555555 13 | nsrr6432,EEG3,10.895,12,0.9497211371527777,0.9498654513888889 14 | nsrr6432,EEG3,10.895,13,1.503752170138889,1.50390625 15 | nsrr6432,EEG3,10.895,14,1.5079210069444444,1.5080805121527778 16 | nsrr6432,EEG3,10.895,15,1.6245659722222223,1.6247406684027779 17 | nsrr6432,EEG3,10.895,16,1.7153396267361112,1.7155305989583334 18 | nsrr6432,EEG3,10.895,17,1.9606293402777777,1.9607823350694444 19 | nsrr6432,EEG3,10.895,18,3.6089409722222223,3.609099392361111 20 | nsrr6432,EEG3,10.895,19,3.6362934027777776,3.636488715277778 21 | nsrr6432,EEG3,10.895,20,3.8077083333333333,3.8079069010416666 22 | nsrr6432,EEG3,10.895,21,3.81728515625,3.8174305555555557 23 | nsrr6432,EEG3,10.895,22,3.9158213975694443,3.9160026041666667 24 | nsrr6432,EEG3,10.895,23,4.121678602430555,4.121819661458333 25 | nsrr6432,EEG3,10.895,24,4.155930989583333,4.156081814236111 26 | nsrr6432,EEG3,10.895,25,4.161903211805556,4.162310112847222 27 | nsrr6432,EEG3,10.895,26,5.145538194444445,5.145710720486111 28 | nsrr6432,EEG3,10.895,27,5.456875,5.457025824652778 29 | nsrr6432,EEG3,10.895,28,5.936307508680556,5.9365028211805555 30 | nsrr6432,EEG3,10.895,29,5.964015842013889,5.964241536458333 31 | nsrr6432,EEG3,10.895,30,6.029664713541667,6.029934895833334 32 | nsrr6432,EEG3,10.895,31,6.195423177083334,6.195634765625 33 | nsrr6432,EEG3,10.895,32,6.203218315972222,6.203397352430556 34 | nsrr6432,EEG3,10.895,33,6.206937934027778,6.2073806423611115 35 | nsrr6432,EEG3,10.895,34,6.224947916666666,6.225338541666667 36 | nsrr6432,EEG3,10.895,35,6.2345572916666665,6.234764539930556 37 | nsrr6432,EEG3,10.895,36,6.239730902777778,6.240305989583334 38 | nsrr6432,EEG3,10.895,37,6.243054470486111,6.243243272569444 39 | nsrr6432,EEG3,10.895,38,6.276851128472222,6.2770388454861115 40 | nsrr6432,EEG3,10.895,39,6.288154296875,6.288328993055556 41 | nsrr6432,EEG3,10.895,40,6.291004774305556,6.291220703125 42 | -------------------------------------------------------------------------------- /sub_spindle_type/visit1/cases/membership_mros-visit1-aa4252.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,0.1003,1.0047,0.7777,0.3305,0.9432,0.8592,0.7152,3 3 | 1,3.3143,1.3210,1.0377,0.9432,1.0790,1.1874,0.9901,3 4 | 2,3.7480,0.4507,0.6388,1.0223,0.7816,0.6497,0.7039,1 5 | 3,3.7910,0.4780,0.5484,0.6564,0.4813,0.2671,0.3205,5 6 | 4,3.7942,1.0235,0.9326,1.4247,0.9998,1.2139,1.2149,2 7 | 5,3.7952,0.3781,0.4219,0.3618,0.3548,0.2327,0.1397,6 8 | 6,3.8449,0.9346,0.8902,0.3982,0.8731,0.7892,0.6451,3 9 | 7,3.8571,0.4533,0.7366,1.1201,0.8489,0.5868,0.7842,1 10 | 8,3.8957,0.1037,0.3870,0.7705,0.4994,0.2987,0.4346,1 11 | 9,3.8999,0.4104,0.4273,0.5832,0.3602,0.2649,0.2474,6 12 | 10,3.9367,0.5277,0.8110,1.1945,0.9234,0.6613,0.8586,1 13 | 11,4.0196,0.3735,0.5112,0.8947,0.6236,0.3962,0.5588,1 14 | 12,4.1072,0.4324,0.5029,0.6108,0.4357,0.2276,0.2750,5 15 | 13,4.1974,0.4279,0.5656,0.9491,0.6779,0.4159,0.6132,5 16 | 14,4.2388,0.4302,0.5679,0.9514,0.6803,0.4182,0.6156,5 17 | 15,4.2515,0.4717,0.7550,1.1385,0.8674,0.6053,0.8026,1 18 | 16,4.4167,0.1732,0.4565,0.8400,0.5689,0.3068,0.5041,1 19 | 17,4.4556,0.3873,0.6143,1.0614,0.4488,0.5327,0.6768,1 20 | 18,4.5896,0.4349,0.5727,0.9561,0.6850,0.4229,0.6203,5 21 | 19,4.8868,0.9290,0.9994,0.5074,0.9323,0.7181,0.7172,3 22 | 20,5.2471,0.4712,0.7545,1.1380,0.8668,0.6048,0.8021,1 23 | 21,5.5904,0.9396,1.0101,0.5180,0.9430,0.7288,0.7279,3 24 | 22,5.6625,0.4903,0.7736,1.1571,0.8859,0.6239,0.8212,1 25 | 23,5.9607,0.1191,0.4024,0.7859,0.5148,0.2833,0.4500,1 26 | 24,6.6873,0.1907,0.4740,0.8575,0.5864,0.3243,0.5217,1 27 | 25,6.7628,0.4396,0.7229,1.1064,0.8353,0.5732,0.7706,1 28 | 26,7.3044,0.4495,0.5872,0.9707,0.6995,0.4375,0.6348,5 29 | 27,7.7404,0.7107,0.9377,1.3848,0.7722,0.8561,1.0002,1 30 | 28,8.3158,0.4114,0.4819,0.5898,0.4147,0.2486,0.2540,5 31 | 29,8.3452,0.3436,0.5567,1.0039,0.3913,0.5544,0.6192,1 32 | 30,8.4162,0.4622,0.7456,1.1290,0.8579,0.5958,0.7932,1 33 | 31,9.0575,0.5246,0.8079,1.1914,0.9203,0.6582,0.8555,1 34 | 32,9.4351,0.4966,0.6344,1.0178,0.7467,0.4846,0.6820,5 35 | 33,9.7059,0.1780,0.3087,0.6922,0.5088,0.3770,0.4312,1 36 | 34,9.7085,1.0838,1.1542,0.6622,1.0871,0.8729,0.8720,3 37 | 35,9.7156,0.3694,0.5963,1.0435,0.5943,0.5590,0.6589,1 38 | 36,10.3579,0.1986,0.2881,0.6716,0.5294,0.3976,0.4518,1 39 | 37,10.4918,0.5271,0.6648,1.0483,0.7771,0.5151,0.7124,5 40 | 38,10.7624,0.4249,0.6646,1.0481,0.7770,0.6239,0.7123,1 41 | 39,10.9245,0.5026,0.7859,1.1694,0.8983,0.6362,0.8336,1 42 | 40,11.3308,0.5040,0.7309,1.1781,0.5655,0.6494,0.7935,1 43 | 41,11.7661,0.4172,0.5549,0.9384,0.6673,0.4052,0.6025,5 44 | 42,11.9623,0.4247,0.5624,0.9459,0.6748,0.4127,0.6100,5 45 | 43,12.0066,0.4612,0.5317,0.6397,0.4646,0.2504,0.3038,5 46 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/cases/cases_nsrr0385.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr0385,EEG3,10.895,1,4.554806857638889,4.554949001736111 3 | nsrr0385,EEG3,10.895,2,4.574299045138889,4.574460720486111 4 | nsrr0385,EEG3,10.895,3,4.713770616319445,4.713960503472222 5 | nsrr0385,EEG3,10.895,4,4.717212456597222,4.717371961805555 6 | nsrr0385,EEG3,10.895,5,4.7511187065972225,4.751357421875 7 | nsrr0385,EEG3,10.895,6,4.752789713541667,4.752944878472222 8 | nsrr0385,EEG3,10.895,7,4.824713541666667,4.82494140625 9 | nsrr0385,EEG3,10.895,8,4.889123263888889,4.889294704861111 10 | nsrr0385,EEG3,10.895,9,4.931807725694444,4.931961805555556 11 | nsrr0385,EEG3,10.895,10,4.9591666666666665,4.959423828125 12 | nsrr0385,EEG3,10.895,11,5.107428385416667,5.107609592013889 13 | nsrr0385,EEG3,10.895,12,6.3109375,6.311133897569444 14 | nsrr0385,EEG3,10.895,13,6.368432074652778,6.368644748263889 15 | nsrr0385,EEG3,10.895,14,6.369504123263889,6.369644097222222 16 | nsrr0385,EEG3,10.895,15,6.375774739583333,6.37591796875 17 | nsrr0385,EEG3,10.895,16,6.381682942708333,6.381924913194444 18 | nsrr0385,EEG3,10.895,17,6.419590928819445,6.419742838541667 19 | nsrr0385,EEG3,10.895,18,6.4516829427083335,6.451873914930555 20 | nsrr0385,EEG3,10.895,19,6.455835503472223,6.456002604166667 21 | nsrr0385,EEG3,10.895,20,6.485711805555556,6.485871310763889 22 | nsrr0385,EEG3,10.895,21,6.513881293402778,6.5140961371527775 23 | nsrr0385,EEG3,10.895,22,6.551258680555556,6.551399739583333 24 | nsrr0385,EEG3,10.895,23,6.631690538194444,6.631829427083333 25 | nsrr0385,EEG3,10.895,24,7.38798828125,7.388159722222222 26 | nsrr0385,EEG3,10.895,25,7.719603949652778,7.719748263888889 27 | nsrr0385,EEG3,10.895,26,8.239734157986112,8.239874131944445 28 | nsrr0385,EEG3,10.895,27,8.3031640625,8.30345703125 29 | nsrr0385,EEG3,10.895,28,8.44197265625,8.44216579861111 30 | nsrr0385,EEG3,10.895,29,8.453866102430556,8.454055989583333 31 | nsrr0385,EEG3,10.895,30,8.464761284722222,8.465084635416666 32 | nsrr0385,EEG3,10.895,31,8.473020833333333,8.4732421875 33 | nsrr0385,EEG3,10.895,32,8.5525,8.55265625 34 | nsrr0385,EEG3,10.895,33,8.675622829861112,8.675771484375 35 | nsrr0385,EEG3,10.895,34,8.883685980902778,8.883830295138889 36 | nsrr0385,EEG3,10.895,35,8.923363715277778,8.92361111111111 37 | nsrr0385,EEG3,10.895,36,8.929225260416667,8.929398871527777 38 | nsrr0385,EEG3,10.895,37,8.984650607638889,8.984790581597222 39 | nsrr0385,EEG3,10.895,38,8.995828993055556,8.996024305555556 40 | nsrr0385,EEG3,10.895,39,9.101940104166667,9.102080078125 41 | nsrr0385,EEG3,10.895,40,9.136496310763889,9.136731770833334 42 | nsrr0385,EEG3,10.895,41,9.236420355902778,9.236618923611111 43 | nsrr0385,EEG3,10.895,42,9.277033420138888,9.277205946180555 44 | nsrr0385,EEG3,10.895,43,9.353083767361111,9.35322265625 45 | -------------------------------------------------------------------------------- /sub_spindle_type/visit2/controls/membership_mros-visit2-aa2449.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,0.4212,0.3649,0.6482,1.0317,0.7605,0.4984,0.6958,1 3 | 1,0.5202,0.6452,0.7157,0.8197,0.6486,0.4344,0.4838,5 4 | 2,2.1947,1.1000,1.1705,0.6784,1.1034,0.8892,0.8883,3 5 | 3,2.6696,0.6417,0.7121,0.8162,0.6450,0.4308,0.4803,5 6 | 4,3.4412,0.5581,0.6289,1.0123,0.7412,0.4791,0.6765,5 7 | 5,3.4480,0.6672,0.7376,0.7962,0.6705,0.4563,0.4603,5 8 | 6,3.5272,0.6399,0.7103,0.8144,0.6432,0.4290,0.4785,5 9 | 7,3.6876,0.6935,0.7640,0.6631,0.6969,0.4827,0.4817,6 10 | 8,3.7390,0.5461,0.6168,1.0003,0.7292,0.4671,0.6644,5 11 | 9,3.7679,1.1596,1.2301,0.7380,1.1630,0.9488,0.9478,3 12 | 10,3.7736,0.6441,0.7146,0.8186,0.6475,0.4333,0.4827,5 13 | 11,3.7835,0.6682,0.7387,0.7972,0.6715,0.4574,0.4613,5 14 | 12,3.8105,0.5515,0.6222,1.0057,0.7346,0.4725,0.6698,5 15 | 13,3.8367,0.6407,0.7112,0.8152,0.6440,0.4299,0.4793,5 16 | 14,4.1112,0.5605,0.6313,1.0148,0.7437,0.4816,0.6789,5 17 | 15,4.1147,0.5467,0.6174,1.0009,0.7298,0.4677,0.6650,5 18 | 16,4.3144,1.1749,1.2453,0.7533,1.1782,0.9640,0.9631,3 19 | 17,4.3756,0.6687,0.7391,0.7977,0.6720,0.4578,0.4618,5 20 | 18,4.4185,0.4019,0.4726,0.8561,0.5850,0.3229,0.5203,5 21 | 19,4.5245,0.6710,0.7414,0.6406,0.6743,0.4601,0.4592,6 22 | 20,5.0738,0.6877,0.7581,0.6573,0.6910,0.4768,0.4759,6 23 | 21,5.2883,0.7216,0.7920,0.5554,0.7249,0.5107,0.5098,6 24 | 22,5.5451,0.6216,0.6920,0.7961,0.6249,0.4107,0.4602,5 25 | 23,5.6156,0.5514,0.6221,1.0056,0.7345,0.4724,0.6698,5 26 | 24,5.9921,0.6474,0.7179,0.8219,0.6508,0.4366,0.4860,5 27 | 25,6.8501,0.4356,0.2846,0.2548,0.3741,0.2901,0.1461,6 28 | 26,7.3708,0.6693,0.7397,0.7983,0.6726,0.4584,0.4624,5 29 | 27,7.4679,0.6648,0.7352,0.7938,0.6681,0.4539,0.4579,5 30 | 28,7.4687,0.7414,0.7555,0.7183,0.4105,0.5424,0.4882,4 31 | 29,7.4692,0.7005,0.7710,0.6701,0.7039,0.4897,0.4887,6 32 | 30,7.7240,0.6812,0.7516,0.5150,0.6845,0.4703,0.4694,6 33 | 31,8.1025,0.5816,0.8649,1.2484,0.9773,0.7152,0.9125,1 34 | 32,8.1720,0.6924,0.7629,0.5547,0.6958,0.4816,0.4806,6 35 | 33,8.5235,0.6406,0.7110,0.7696,0.6439,0.4297,0.4337,5 36 | 34,8.7466,0.6273,0.6978,0.4612,0.6307,0.4165,0.4155,6 37 | 35,8.8069,0.3379,0.4456,0.8928,0.2802,0.3641,0.5082,4 38 | 36,9.0050,0.5596,0.7865,1.2337,0.6211,0.7179,0.8491,1 39 | 37,9.0316,1.1983,1.1279,1.6199,1.1950,1.4092,1.4101,2 40 | 38,9.1179,0.3868,0.4489,0.8961,0.3469,0.5611,0.5620,4 41 | 39,9.1472,1.3397,1.0564,1.2461,0.9440,1.2061,1.0363,4 42 | 40,9.1549,1.1352,0.9082,0.5682,1.0737,0.9897,0.8457,3 43 | 41,9.1766,0.5786,0.6490,0.5481,0.5819,0.3677,0.3668,6 44 | 42,9.1887,0.8373,0.8514,1.2020,0.5894,0.6733,0.8174,4 45 | 43,9.2098,0.8152,1.0421,1.4893,0.8767,1.0234,1.1047,1 46 | 44,9.2672,1.0214,0.9733,0.7198,0.6284,0.8878,0.7060,4 47 | 45,10.0239,1.5721,1.2888,0.9053,1.1764,1.4385,1.2412,3 48 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/controls/controls_nsrr0197.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr0197,EEG3,10.895,1,0.02203125,0.02265625 3 | nsrr0197,EEG3,10.895,2,0.023358289930555557,0.023605685763888887 4 | nsrr0197,EEG3,10.895,3,0.02450412326388889,0.024725477430555556 5 | nsrr0197,EEG3,10.895,4,0.13193033854166666,0.1320822482638889 6 | nsrr0197,EEG3,10.895,5,0.18233723958333334,0.18250651041666666 7 | nsrr0197,EEG3,10.895,6,0.21122829861111111,0.2113671875 8 | nsrr0197,EEG3,10.895,7,0.21926106770833334,0.21943359375 9 | nsrr0197,EEG3,10.895,8,0.4470084635416667,0.4471484375 10 | nsrr0197,EEG3,10.895,9,0.5138563368055555,0.5141102430555555 11 | nsrr0197,EEG3,10.895,10,0.5212217881944444,0.5213888888888889 12 | nsrr0197,EEG3,10.895,11,0.6212434895833333,0.6214236111111111 13 | nsrr0197,EEG3,10.895,12,0.6871831597222222,0.6873404947916667 14 | nsrr0197,EEG3,10.895,13,0.6922960069444445,0.6924837239583334 15 | nsrr0197,EEG3,10.895,14,0.7311566840277778,0.7313422309027777 16 | nsrr0197,EEG3,10.895,15,0.7568424479166667,0.7569878472222222 17 | nsrr0197,EEG3,10.895,16,0.7622200520833333,0.7623838975694445 18 | nsrr0197,EEG3,10.895,17,1.1135394965277778,1.1136881510416667 19 | nsrr0197,EEG3,10.895,18,1.124187282986111,1.124345703125 20 | nsrr0197,EEG3,10.895,19,1.7080989583333333,1.7082790798611112 21 | nsrr0197,EEG3,10.895,20,1.740661892361111,1.7408289930555556 22 | nsrr0197,EEG3,10.895,21,1.7472276475694444,1.7473665364583333 23 | nsrr0197,EEG3,10.895,22,1.8023198784722223,1.802509765625 24 | nsrr0197,EEG3,10.895,23,1.8111957465277777,1.8113509114583333 25 | nsrr0197,EEG3,10.895,24,1.830984157986111,1.8311338975694444 26 | nsrr0197,EEG3,10.895,25,2.257116970486111,2.2573111979166667 27 | nsrr0197,EEG3,10.895,26,2.2879600694444444,2.2881163194444443 28 | nsrr0197,EEG3,10.895,27,2.3045475260416666,2.304751519097222 29 | nsrr0197,EEG3,10.895,28,2.387179904513889,2.387365451388889 30 | nsrr0197,EEG3,10.895,29,2.501955295138889,2.502216796875 31 | nsrr0197,EEG3,10.895,30,2.5121527777777777,2.512417534722222 32 | nsrr0197,EEG3,10.895,31,2.5682964409722224,2.568486328125 33 | nsrr0197,EEG3,10.895,32,2.5689149305555556,2.569099392361111 34 | nsrr0197,EEG3,10.895,33,2.7676627604166666,2.7678266059027776 35 | nsrr0197,EEG3,10.895,34,2.888642578125,2.888798828125 36 | nsrr0197,EEG3,10.895,35,3.0953385416666666,3.095483940972222 37 | nsrr0197,EEG3,10.895,36,3.9162467447916667,3.9164084201388887 38 | nsrr0197,EEG3,10.895,37,3.960593532986111,3.9609440104166667 39 | nsrr0197,EEG3,10.895,38,4.024876302083333,4.025068359375 40 | nsrr0197,EEG3,10.895,39,4.063509114583334,4.063690321180555 41 | nsrr0197,EEG3,10.895,40,4.189045138888889,4.189263237847222 42 | nsrr0197,EEG3,10.895,41,6.937840711805555,6.938053385416667 43 | nsrr0197,EEG3,10.895,42,7.102284071180556,7.102457682291667 44 | nsrr0197,EEG3,10.895,43,7.174710286458334,7.174862196180555 45 | nsrr0197,EEG3,10.895,44,7.270805121527777,7.271010199652777 46 | nsrr0197,EEG3,10.895,45,7.387944878472222,7.388108723958333 47 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/cases/cases_nsrr2133.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr2133,EEG3,10.895,1,3.603353949652778,3.6035123697916664 3 | nsrr2133,EEG3,10.895,2,3.6105414496527777,3.6106890190972223 4 | nsrr2133,EEG3,10.895,3,3.6301671006944445,3.6303168402777777 5 | nsrr2133,EEG3,10.895,4,3.632263454861111,3.63244140625 6 | nsrr2133,EEG3,10.895,5,3.6329405381944446,3.6332096354166667 7 | nsrr2133,EEG3,10.895,6,3.6511263020833336,3.6512803819444444 8 | nsrr2133,EEG3,10.895,7,3.6525108506944446,3.6526497395833335 9 | nsrr2133,EEG3,10.895,8,3.6560167100694443,3.656841362847222 10 | nsrr2133,EEG3,10.895,9,3.657497829861111,3.6577061631944443 11 | nsrr2133,EEG3,10.895,10,3.6723350694444443,3.6725444878472224 12 | nsrr2133,EEG3,10.895,11,3.6846994357638887,3.6849490017361113 13 | nsrr2133,EEG3,10.895,12,3.693548177083333,3.6937163628472223 14 | nsrr2133,EEG3,10.895,13,3.699240451388889,3.6994498697916667 15 | nsrr2133,EEG3,10.895,14,3.7148763020833333,3.715027126736111 16 | nsrr2133,EEG3,10.895,15,3.7262272135416667,3.726831597222222 17 | nsrr2133,EEG3,10.895,16,3.727408854166667,3.727790798611111 18 | nsrr2133,EEG3,10.895,17,3.734968532986111,3.735193142361111 19 | nsrr2133,EEG3,10.895,18,3.746723090277778,3.7468891059027776 20 | nsrr2133,EEG3,10.895,19,3.7681184895833333,3.768266059027778 21 | nsrr2133,EEG3,10.895,20,3.8040516493055554,3.804259982638889 22 | nsrr2133,EEG3,10.895,21,3.809456380208333,3.8096614583333333 23 | nsrr2133,EEG3,10.895,22,3.824653862847222,3.824876302083333 24 | nsrr2133,EEG3,10.895,23,3.843522135416667,3.8436957465277777 25 | nsrr2133,EEG3,10.895,24,3.8777842881944444,3.877993706597222 26 | nsrr2133,EEG3,10.895,25,4.021061197916667,4.021255425347222 27 | nsrr2133,EEG3,10.895,26,4.106305338541667,4.106485460069444 28 | nsrr2133,EEG3,10.895,27,4.13416015625,4.134334852430555 29 | nsrr2133,EEG3,10.895,28,4.157478298611111,4.157664930555556 30 | nsrr2133,EEG3,10.895,29,4.1680718315972225,4.168257378472222 31 | nsrr2133,EEG3,10.895,30,4.1740082465277775,4.1742111545138885 32 | nsrr2133,EEG3,10.895,31,4.209028862847222,4.209174262152778 33 | nsrr2133,EEG3,10.895,32,4.239952256944444,4.240143229166667 34 | nsrr2133,EEG3,10.895,33,4.252221137152778,4.252440321180556 35 | nsrr2133,EEG3,10.895,34,4.269588758680555,4.269762369791667 36 | nsrr2133,EEG3,10.895,35,4.287534722222222,4.287746310763889 37 | nsrr2133,EEG3,10.895,36,4.299352213541667,4.2995008680555555 38 | nsrr2133,EEG3,10.895,37,4.316788194444444,4.317424045138889 39 | nsrr2133,EEG3,10.895,38,4.399000651041667,4.399148220486111 40 | nsrr2133,EEG3,10.895,39,4.715339626736111,4.715521918402778 41 | nsrr2133,EEG3,10.895,40,5.080730251736111,5.080879991319445 42 | nsrr2133,EEG3,10.895,41,5.125172526041666,5.125336371527778 43 | nsrr2133,EEG3,10.895,42,5.207291666666666,5.207565104166667 44 | nsrr2133,EEG3,10.895,43,5.210767144097222,5.210906032986111 45 | nsrr2133,EEG3,10.895,44,5.241440972222223,5.241615668402778 46 | nsrr2133,EEG3,10.895,45,5.375694444444444,5.3758376736111115 47 | nsrr2133,EEG3,10.895,46,5.384353298611111,5.384620225694444 48 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/controls/controls_nsrr0183.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr0183,EEG3,10.895,1,3.089892578125,3.0900748697916667 3 | nsrr0183,EEG3,10.895,2,3.151575520833333,3.1517371961805556 4 | nsrr0183,EEG3,10.895,3,3.172796223958333,3.173572048611111 5 | nsrr0183,EEG3,10.895,4,3.284060329861111,3.2842371961805554 6 | nsrr0183,EEG3,10.895,5,3.5622135416666665,3.5623958333333334 7 | nsrr0183,EEG3,10.895,6,3.986298828125,3.986633029513889 8 | nsrr0183,EEG3,10.895,7,4.040883246527778,4.041229383680555 9 | nsrr0183,EEG3,10.895,8,4.373735894097222,4.373875868055555 10 | nsrr0183,EEG3,10.895,9,4.507921006944445,4.508263888888889 11 | nsrr0183,EEG3,10.895,10,4.688100043402778,4.688295355902778 12 | nsrr0183,EEG3,10.895,11,4.762282986111111,4.762424045138889 13 | nsrr0183,EEG3,10.895,12,4.843504774305556,4.843680555555555 14 | nsrr0183,EEG3,10.895,13,4.855713975694444,4.856049262152778 15 | nsrr0183,EEG3,10.895,14,4.946098090277777,4.946243489583333 16 | nsrr0183,EEG3,10.895,15,5.004396701388889,5.00455078125 17 | nsrr0183,EEG3,10.895,16,5.004986979166667,5.005168185763889 18 | nsrr0183,EEG3,10.895,17,5.024253472222222,5.024482421875 19 | nsrr0183,EEG3,10.895,18,5.442055121527778,5.442230902777778 20 | nsrr0183,EEG3,10.895,19,5.476131727430555,5.4762890625 21 | nsrr0183,EEG3,10.895,20,5.4810601128472225,5.481311848958334 22 | nsrr0183,EEG3,10.895,21,5.499305555555556,5.499520399305555 23 | nsrr0183,EEG3,10.895,22,5.516749131944445,5.516924913194444 24 | nsrr0183,EEG3,10.895,23,5.595706380208333,5.595875651041666 25 | nsrr0183,EEG3,10.895,24,5.596203342013889,5.596372612847222 26 | nsrr0183,EEG3,10.895,25,5.613612196180555,5.613778211805555 27 | nsrr0183,EEG3,10.895,26,5.614839409722222,5.615029296875 28 | nsrr0183,EEG3,10.895,27,5.6678298611111115,5.668015407986111 29 | nsrr0183,EEG3,10.895,28,5.763215060763889,5.763386501736111 30 | nsrr0183,EEG3,10.895,29,5.843909505208333,5.844131944444444 31 | nsrr0183,EEG3,10.895,30,5.891877170138889,5.892034505208334 32 | nsrr0183,EEG3,10.895,31,5.9644997829861115,5.964776475694444 33 | nsrr0183,EEG3,10.895,32,5.996259765625,5.996624348958333 34 | nsrr0183,EEG3,10.895,33,6.019576822916667,6.019740668402778 35 | nsrr0183,EEG3,10.895,34,6.028250868055555,6.0283984375 36 | nsrr0183,EEG3,10.895,35,6.102890625,6.103046875 37 | nsrr0183,EEG3,10.895,36,6.156498480902778,6.156639539930556 38 | nsrr0183,EEG3,10.895,37,6.3206998697916665,6.320877821180556 39 | nsrr0183,EEG3,10.895,38,6.338714192708333,6.338888888888889 40 | nsrr0183,EEG3,10.895,39,6.3396223958333335,6.33990234375 41 | nsrr0183,EEG3,10.895,40,6.340266927083333,6.340436197916667 42 | nsrr0183,EEG3,10.895,41,6.345289713541667,6.3454817708333335 43 | nsrr0183,EEG3,10.895,42,6.361832682291666,6.362016059027778 44 | nsrr0183,EEG3,10.895,43,6.400343967013889,6.4005859375 45 | nsrr0183,EEG3,10.895,44,6.832191840277778,6.832357855902778 46 | nsrr0183,EEG3,10.895,45,7.675972222222223,7.676156684027778 47 | nsrr0183,EEG3,10.895,46,7.792981770833333,7.793185763888889 48 | nsrr0183,EEG3,10.895,47,8.209779730902778,8.210022786458333 49 | -------------------------------------------------------------------------------- /datasets/mros_dataset/controls/mros-visit1-aa1631.csv: -------------------------------------------------------------------------------- 1 | mros-visit1-aa1631 2 | Whole Night (hrs): 8.958333 SleepStage2 (hrs): 3.133333 3 | SpindleNo,Frequency,Duration,Amplitude,Time_of_night 4 | 1,12.427184,0.402340,26.596475,3.704778 5 | 2,12.549020,0.398440,23.964294,3.722361 6 | 3,13.298701,0.300780,29.098955,3.727972 7 | 4,12.000000,0.500000,28.343633,3.728083 8 | 5,12.871508,0.699220,42.389563,3.759639 9 | 6,13.385621,0.597660,56.878004,3.762250 10 | 7,13.298701,0.300780,24.811170,3.775917 11 | 8,12.549020,0.398440,29.022660,3.803750 12 | 9,13.298701,0.300780,23.331044,4.289167 13 | 10,13.298701,0.300780,25.543603,4.301917 14 | 11,13.298701,0.300780,34.340429,4.314583 15 | 12,13.298701,0.300780,31.967651,4.315917 16 | 13,12.000000,0.500000,25.268940,4.376444 17 | 14,12.427184,0.402340,29.144732,4.398667 18 | 15,12.000000,0.500000,40.001526,4.401972 19 | 16,12.549020,0.398440,27.611200,4.453417 20 | 17,13.298701,0.300780,35.149157,4.562028 21 | 18,12.549020,0.398440,35.286488,4.588333 22 | 19,13.298701,0.300780,27.443351,5.563972 23 | 20,12.427184,0.402340,22.964828,5.588806 24 | 21,13.298701,0.300780,26.726177,5.696861 25 | 22,12.427184,0.402340,28.191043,5.748250 26 | 23,13.298701,0.300780,30.006867,5.792028 27 | 24,14.000000,0.500000,36.987869,5.801111 28 | 25,11.712418,0.597660,42.580301,6.136972 29 | 26,13.298701,0.601560,35.843442,6.166389 30 | 27,13.298701,0.601560,30.144198,6.173306 31 | 28,12.549020,0.398440,23.849851,6.187111 32 | 29,13.298701,0.300780,29.869535,6.222306 33 | 30,13.298701,0.300780,32.150759,6.321583 34 | 31,13.298701,0.300780,28.061341,7.044667 35 | 32,13.298701,0.300780,26.657511,7.196111 36 | 33,12.549020,0.398440,24.422065,7.277639 37 | 34,12.427184,0.402340,28.206302,7.312194 38 | 35,12.000000,0.500000,27.016098,7.332833 39 | 36,12.549020,0.398440,25.444419,7.888056 40 | 37,13.736585,0.800780,33.279927,7.927194 41 | 38,13.298701,0.300780,39.139391,7.942139 42 | 39,13.298701,0.300780,26.573587,7.959778 43 | 40,12.549020,0.398440,31.479362,8.135083 44 | 41,13.298701,0.300780,24.513619,8.151306 45 | 42,12.549020,0.398440,31.540398,8.152639 46 | 43,13.298701,0.601560,27.977417,8.174000 47 | 44,12.871508,0.699220,35.164416,8.182000 48 | 45,11.636364,0.601560,31.029221,8.183944 49 | 46,12.549020,0.398440,33.035782,8.189167 50 | 47,12.000000,0.500000,36.316472,8.192222 51 | 48,12.000000,0.500000,31.242847,8.215500 52 | 49,12.243478,0.898440,36.018921,8.230444 53 | 50,13.298701,0.300780,28.656443,8.246639 54 | 51,12.000000,0.500000,24.483101,8.247556 55 | 52,13.298701,0.300780,26.604105,8.251083 56 | 53,12.549020,0.398440,25.810636,8.266111 57 | 54,12.427184,0.402340,24.078737,8.284639 58 | 55,12.487805,0.800780,30.159457,8.288194 59 | 56,12.549020,0.398440,21.904326,8.295306 60 | 57,14.000000,0.500000,32.814527,8.342444 61 | 58,12.549020,0.398440,29.983978,8.356472 62 | 59,12.871508,0.699220,22.652018,8.360472 63 | 60,13.298701,0.300780,21.889067,8.378417 64 | 61,12.871508,0.699220,27.077134,8.379944 65 | 62,13.298701,0.300780,30.235752,8.432194 66 | 63,13.298701,0.300780,27.443351,8.460667 67 | 64,12.549020,0.398440,36.224918,8.471944 68 | -------------------------------------------------------------------------------- /datasets/mros_dataset/controls/mros-visit1-aa2664.csv: -------------------------------------------------------------------------------- 1 | mros-visit1-aa2664 2 | Whole Night (hrs): 10.716667 SleepStage2 (hrs): 4.925000 3 | SpindleNo,Frequency,Duration,Amplitude,Time_of_night 4 | 1,13.298701,0.300780,32.021057,0.529500 5 | 2,14.301676,0.699220,51.171130,0.643111 6 | 3,14.000000,0.500000,50.499733,0.679556 7 | 4,13.298701,0.300780,22.674907,0.795417 8 | 5,13.385621,0.597660,58.113985,1.077111 9 | 6,13.298701,0.601560,37.911040,1.532222 10 | 7,13.298701,0.601560,50.408179,1.726528 11 | 8,14.000000,0.500000,31.677729,1.744833 12 | 9,12.871508,0.699220,71.061265,1.803250 13 | 10,13.298701,0.300780,22.156100,2.032583 14 | 11,12.000000,0.500000,47.768368,2.035250 15 | 12,13.298701,0.601560,40.436408,2.118528 16 | 13,12.427184,0.402340,26.321813,2.511306 17 | 14,13.385621,0.597660,46.883345,2.610722 18 | 15,14.000000,0.500000,40.939956,2.637333 19 | 16,12.427184,0.402340,44.541085,2.680528 20 | 17,13.298701,0.601560,47.386893,2.683333 21 | 18,13.298701,0.902340,29.419394,2.707000 22 | 19,13.298701,0.601560,33.676661,2.709361 23 | 20,12.549020,0.398440,26.451514,2.710583 24 | 21,12.549020,0.398440,27.000839,2.710861 25 | 22,14.301676,0.699220,56.878004,2.747139 26 | 23,13.736585,0.800780,42.412451,2.775500 27 | 24,13.298701,0.902340,40.756847,2.807000 28 | 25,12.871508,0.699220,37.552453,2.808694 29 | 26,13.356522,0.898440,35.057603,2.941889 30 | 27,14.000000,0.500000,26.268406,2.980806 31 | 28,12.549020,0.398440,34.958419,3.101139 32 | 29,14.000000,0.500000,39.902342,3.159778 33 | 30,12.000000,0.500000,48.271916,3.174861 34 | 31,12.427184,0.402340,39.658198,3.249917 35 | 32,12.000000,0.500000,43.289845,3.555333 36 | 33,13.298701,0.300780,32.692454,3.655083 37 | 34,12.549020,0.398440,26.260777,4.513417 38 | 35,12.549020,0.398440,25.459678,4.618639 39 | 36,13.298701,0.300780,18.593118,4.653056 40 | 37,13.000000,1.000000,44.258793,4.681167 41 | 38,14.000000,1.000000,45.181964,4.682250 42 | 39,14.000000,0.500000,39.360647,4.779500 43 | 40,12.487805,0.800780,44.113832,5.013694 44 | 41,12.427184,0.402340,27.168688,5.028583 45 | 42,13.298701,0.300780,24.078737,5.052472 46 | 43,12.427184,0.402340,34.065766,5.145333 47 | 44,13.298701,0.300780,25.970855,5.335250 48 | 45,12.549020,0.398440,35.706111,7.086250 49 | 46,12.427184,0.402340,27.573053,7.124694 50 | 47,12.549020,0.398440,44.892042,7.125861 51 | 48,12.800000,0.703120,38.857099,7.168306 52 | 49,13.298701,0.300780,25.513085,7.183333 53 | 50,12.549020,0.398440,35.629816,7.262083 54 | 51,13.298701,0.300780,30.411231,7.493278 55 | 52,12.000000,0.500000,38.941024,7.497139 56 | 53,12.427184,0.402340,31.670100,7.513444 57 | 54,13.298701,0.300780,26.764324,7.572278 58 | 55,13.385621,0.597660,31.799802,7.585778 59 | 56,12.549020,0.398440,24.925612,7.621750 60 | 57,13.298701,0.902340,36.652171,7.734222 61 | 58,13.298701,0.601560,41.687648,7.893333 62 | 59,12.549020,0.398440,35.744259,7.946139 63 | 60,12.549020,0.398440,54.055085,8.090583 64 | 61,12.427184,0.402340,45.654994,8.184972 65 | 62,13.617021,1.101600,71.267262,8.362222 66 | 63,13.736585,0.800780,45.456626,8.368111 67 | 64,13.385621,0.597660,47.753109,8.457444 68 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/controls/controls_nsrr0271.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr0271,EEG3,10.895,1,0.8387619357638889,0.8389800347222223 3 | nsrr0271,EEG3,10.895,2,0.8418869357638888,0.8420258246527778 4 | nsrr0271,EEG3,10.895,3,0.8535796440972222,0.8537196180555555 5 | nsrr0271,EEG3,10.895,4,0.9058756510416667,0.9060611979166666 6 | nsrr0271,EEG3,10.895,5,0.9639507378472222,0.9641004774305556 7 | nsrr0271,EEG3,10.895,6,0.9707302517361112,0.9708962673611111 8 | nsrr0271,EEG3,10.895,7,0.9888671875,0.9891460503472222 9 | nsrr0271,EEG3,10.895,8,1.013251953125,1.0133951822916667 10 | nsrr0271,EEG3,10.895,9,1.0191124131944445,1.0192654079861112 11 | nsrr0271,EEG3,10.895,10,1.02369140625,1.0238628472222222 12 | nsrr0271,EEG3,10.895,11,1.0289594184027777,1.0291015625 13 | nsrr0271,EEG3,10.895,12,1.0696712239583333,1.069875217013889 14 | nsrr0271,EEG3,10.895,13,1.0717046440972222,1.0720128038194445 15 | nsrr0271,EEG3,10.895,14,1.0745616319444444,1.0747233072916667 16 | nsrr0271,EEG3,10.895,15,1.1680088975694445,1.1682139756944445 17 | nsrr0271,EEG3,10.895,16,1.2321809895833333,1.2323198784722222 18 | nsrr0271,EEG3,10.895,17,1.5716666666666668,1.57181640625 19 | nsrr0271,EEG3,10.895,18,1.9336566840277778,1.933796657986111 20 | nsrr0271,EEG3,10.895,19,1.9585590277777778,1.9587076822916667 21 | nsrr0271,EEG3,10.895,20,3.14603515625,3.1462977430555554 22 | nsrr0271,EEG3,10.895,21,3.1755609809027776,3.1757139756944444 23 | nsrr0271,EEG3,10.895,22,3.2340017361111113,3.2341796875 24 | nsrr0271,EEG3,10.895,23,3.3309071180555554,3.3311653645833332 25 | nsrr0271,EEG3,10.895,24,3.4425303819444446,3.4427039930555554 26 | nsrr0271,EEG3,10.895,25,3.4528765190972224,3.4530360243055553 27 | nsrr0271,EEG3,10.895,26,3.453851996527778,3.454128689236111 28 | nsrr0271,EEG3,10.895,27,3.6383463541666665,3.638605685763889 29 | nsrr0271,EEG3,10.895,28,5.269006076388889,5.269154730902778 30 | nsrr0271,EEG3,10.895,29,5.9232801649305555,5.9234429253472225 31 | nsrr0271,EEG3,10.895,30,5.955544704861111,5.955745442708333 32 | nsrr0271,EEG3,10.895,31,5.974782986111111,5.974926215277778 33 | nsrr0271,EEG3,10.895,32,6.121800130208333,6.122377387152778 34 | nsrr0271,EEG3,10.895,33,6.162005208333333,6.162150607638889 35 | nsrr0271,EEG3,10.895,34,6.243420138888889,6.243690321180556 36 | nsrr0271,EEG3,10.895,35,6.2551953125,6.255418836805555 37 | nsrr0271,EEG3,10.895,36,6.296513671875,6.2967578125 38 | nsrr0271,EEG3,10.895,37,6.373322482638889,6.373537326388889 39 | nsrr0271,EEG3,10.895,38,6.574933810763889,6.575120442708333 40 | nsrr0271,EEG3,10.895,39,6.836537543402778,6.836704644097222 41 | nsrr0271,EEG3,10.895,40,6.889287109375,6.889431423611111 42 | nsrr0271,EEG3,10.895,41,6.976019965277778,6.976212022569444 43 | nsrr0271,EEG3,10.895,42,7.675594618055555,7.675770399305556 44 | nsrr0271,EEG3,10.895,43,7.694654947916667,7.694797092013889 45 | nsrr0271,EEG3,10.895,44,7.746648220486111,7.746832682291667 46 | nsrr0271,EEG3,10.895,45,7.749157986111111,7.749390190972222 47 | nsrr0271,EEG3,10.895,46,7.779407552083334,7.779547526041667 48 | nsrr0271,EEG3,10.895,47,8.001735026041667,8.001949869791666 49 | nsrr0271,EEG3,10.895,48,8.09265625,8.092942708333334 50 | -------------------------------------------------------------------------------- /sub_spindle_type/visit1/controls/membership_mros-visit1-aa4427.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,0.1660,0.4430,0.3570,0.2970,0.3815,0.2975,0.1535,6 3 | 1,0.3691,1.3656,1.0823,0.9110,0.9699,1.2320,1.0346,3 4 | 2,0.6120,0.5507,0.6061,0.9896,0.8816,0.7497,0.8039,1 5 | 3,0.6888,0.7670,0.7297,0.8291,0.3847,0.6334,0.4624,4 6 | 4,0.6897,0.3936,0.5313,0.9148,0.6437,0.3816,0.5789,5 7 | 5,0.7393,0.6769,0.6377,0.4216,0.2928,0.5433,0.3704,4 8 | 6,0.8124,0.4782,0.6160,0.9994,0.7283,0.4662,0.6636,5 9 | 7,0.9190,0.4716,0.7549,1.1383,0.8672,0.6051,0.8025,1 10 | 8,0.9469,0.4249,0.4954,0.6033,0.4282,0.2351,0.2675,5 11 | 9,1.0008,0.4147,0.6980,1.0815,0.8104,0.5905,0.7457,1 12 | 10,1.1294,0.4523,0.3854,0.5413,0.3908,0.3068,0.2650,6 13 | 11,1.1803,0.4495,0.5199,0.6758,0.4528,0.2386,0.3400,5 14 | 12,1.7027,0.4783,0.7616,1.1451,0.8740,0.6119,0.8092,1 15 | 13,1.7165,0.4363,0.5067,0.6626,0.4396,0.2254,0.3268,5 16 | 14,1.7714,0.4017,0.5395,0.9229,0.6518,0.3897,0.5871,5 17 | 15,1.8044,0.4554,0.5931,0.9766,0.7055,0.4434,0.6407,5 18 | 16,1.8415,0.5145,0.4795,0.3401,0.2882,0.3809,0.2122,6 19 | 17,1.8862,1.0713,1.0231,0.5310,1.0098,0.9259,0.7818,3 20 | 18,1.8895,0.7822,0.8741,1.3213,0.7585,0.9726,0.9736,4 21 | 19,1.8899,0.4149,0.4228,0.5787,0.3557,0.2694,0.2428,6 22 | 20,1.9078,0.4073,0.6823,1.0658,0.7946,0.6063,0.7299,1 23 | 21,1.9096,0.1669,0.4502,0.8337,0.5626,0.3005,0.4979,1 24 | 22,1.9253,0.3848,0.4552,0.3952,0.3881,0.1993,0.1730,6 25 | 23,2.0103,0.3722,0.5099,0.8934,0.6223,0.3975,0.5575,1 26 | 24,2.0671,0.5164,0.5868,0.7427,0.5197,0.3055,0.4069,5 27 | 25,2.1261,0.4446,0.5150,0.6709,0.4479,0.2338,0.3351,5 28 | 26,2.1845,0.4517,0.3860,0.5419,0.3902,0.3063,0.2645,6 29 | 27,2.3121,0.4756,0.6134,0.9968,0.7257,0.4636,0.6610,5 30 | 28,2.3526,1.4813,1.1980,1.0268,1.0857,1.3478,1.1504,3 31 | 29,2.4305,0.4534,0.5239,0.6318,0.4567,0.2426,0.2960,5 32 | 30,2.4773,0.5192,0.6569,1.0404,0.7693,0.5072,0.7046,5 33 | 31,2.6708,0.4012,0.5390,0.9225,0.6513,0.3892,0.5866,5 34 | 32,2.7324,0.4190,0.5568,0.9403,0.6691,0.4070,0.6044,5 35 | 33,2.8070,0.3761,0.4466,0.3865,0.3794,0.2080,0.1643,6 36 | 34,2.8773,0.4636,0.5341,0.6900,0.4670,0.2528,0.3541,5 37 | 35,3.4078,0.4831,0.6209,1.0043,0.7332,0.4711,0.6685,5 38 | 36,3.5208,0.6698,0.4888,0.9458,0.5209,0.7351,0.7360,2 39 | 37,3.5935,0.3962,0.4415,0.5974,0.3744,0.2507,0.2615,5 40 | 38,3.7924,0.7994,0.5724,0.7732,0.7378,0.6539,0.6121,2 41 | 39,4.3730,0.1159,0.3708,0.7543,0.4832,0.3149,0.4184,1 42 | 40,4.4248,0.4688,0.6066,0.9901,0.7189,0.4569,0.6542,5 43 | 41,4.7527,0.4963,0.5667,0.7226,0.4996,0.2854,0.3868,5 44 | 42,5.1590,0.1096,0.3929,0.7764,0.5053,0.2928,0.4405,1 45 | 43,5.5019,0.3912,0.4617,0.6176,0.3945,0.2306,0.2817,5 46 | 44,6.2524,0.4472,0.5176,0.6256,0.4505,0.2363,0.2898,5 47 | 45,6.3820,0.4877,0.6254,1.0089,0.7378,0.4757,0.6731,5 48 | 46,6.4488,0.6775,0.6371,0.4210,0.2922,0.5439,0.3698,4 49 | 47,6.6245,0.3928,0.4632,0.4032,0.3961,0.1913,0.1810,6 50 | 48,8.0540,0.5271,0.6648,1.0483,0.7771,0.5151,0.7124,5 51 | 49,8.1526,0.4941,0.5645,0.7204,0.4974,0.2832,0.3846,5 52 | 50,9.5013,0.4104,0.5481,0.9316,0.6605,0.3984,0.5957,5 53 | 51,12.7672,0.1349,0.3518,0.7353,0.4658,0.3339,0.3994,1 54 | -------------------------------------------------------------------------------- /datasets/mros_dataset/controls/mros-visit1-aa0479.csv: -------------------------------------------------------------------------------- 1 | mros-visit1-aa0479 2 | Whole Night (hrs): 12.825000 SleepStage2 (hrs): 4.091667 3 | SpindleNo,Frequency,Duration,Amplitude,Time_of_night 4 | 1,13.298701,0.300780,45.098039,0.926528 5 | 2,13.298701,0.300780,33.714809,0.993417 6 | 3,13.298701,0.300780,24.925612,0.997722 7 | 4,12.549020,0.398440,33.493553,1.023333 8 | 5,12.000000,0.500000,41.527428,1.247111 9 | 6,13.298701,0.300780,33.455406,1.326083 10 | 7,12.549020,0.398440,31.227588,1.692917 11 | 8,13.298701,0.300780,35.896849,1.784667 12 | 9,14.961039,0.601560,39.299611,1.799639 13 | 10,9.974026,0.300780,37.850004,1.814556 14 | 11,13.298701,0.300780,23.620966,1.854417 15 | 12,13.803922,0.796880,38.620584,1.861000 16 | 13,9.974026,0.300780,32.066835,1.862278 17 | 14,13.298701,0.300780,36.659800,2.686889 18 | 15,12.427184,0.402340,38.071260,2.687056 19 | 16,14.961039,0.601560,58.793011,2.804583 20 | 17,10.039216,0.398440,50.682841,2.817222 21 | 18,12.549020,0.398440,34.111543,3.375361 22 | 19,9.974026,0.300780,21.057450,3.411667 23 | 20,13.298701,0.300780,33.394369,3.413056 24 | 21,11.712418,0.597660,37.361715,3.599472 25 | 22,12.549020,0.398440,28.854810,3.616278 26 | 23,12.549020,0.398440,40.520333,3.771528 27 | 24,12.549020,0.398440,27.481498,3.841139 28 | 25,13.298701,0.300780,27.672236,3.848694 29 | 26,14.912621,0.402340,34.729534,3.872333 30 | 27,13.736585,0.800780,58.777752,3.877278 31 | 28,13.385621,0.597660,36.148623,3.877806 32 | 29,15.058824,0.398440,42.748150,3.878194 33 | 30,12.549020,0.398440,29.182879,3.880167 34 | 31,14.000000,0.500000,32.692454,3.896500 35 | 32,15.058824,0.398440,32.364385,3.900833 36 | 33,12.549020,0.398440,28.801404,4.156889 37 | 34,10.000000,0.500000,36.545357,4.176500 38 | 35,14.000000,0.500000,29.861906,4.297056 39 | 36,14.000000,0.500000,24.315251,4.459861 40 | 37,9.974026,0.300780,31.700618,4.470667 41 | 38,12.549020,0.398440,27.985046,4.682944 42 | 39,9.974026,0.300780,27.046616,5.184833 43 | 40,13.298701,0.300780,28.084230,5.214639 44 | 41,12.549020,0.398440,34.325170,5.399861 45 | 42,12.000000,0.500000,37.209125,5.495556 46 | 43,13.298701,0.300780,25.543603,5.716250 47 | 44,13.298701,0.300780,25.406271,5.852611 48 | 45,13.298701,0.300780,23.567559,5.875000 49 | 46,13.298701,0.300780,27.267872,5.943667 50 | 47,13.298701,0.300780,24.109255,5.989556 51 | 48,13.298701,0.300780,29.259174,6.055250 52 | 49,12.427184,0.402340,30.388342,7.140111 53 | 50,12.427184,0.402340,33.226520,7.226500 54 | 51,13.298701,0.300780,40.650034,7.601083 55 | 52,13.298701,0.300780,33.760586,7.952028 56 | 53,12.549020,0.398440,36.491951,8.002306 57 | 54,13.298701,0.300780,26.688029,8.195694 58 | 55,12.000000,0.500000,43.381399,8.276194 59 | 56,15.058824,0.398440,31.479362,8.322444 60 | 57,13.298701,0.300780,28.435187,8.576194 61 | 58,12.549020,0.398440,34.279393,8.592861 62 | 59,12.427184,0.402340,36.957351,8.661778 63 | 60,13.298701,0.300780,29.182879,8.793833 64 | 61,12.000000,0.500000,34.103914,8.967250 65 | 62,14.000000,0.500000,39.017319,8.986806 66 | 63,13.298701,0.300780,29.343099,9.130472 67 | 64,13.298701,0.300780,31.456474,9.859972 68 | 65,12.427184,0.402340,26.382849,10.050194 69 | 66,13.298701,0.300780,23.880369,10.062139 70 | -------------------------------------------------------------------------------- /datasets/mros_dataset/controls/mros-visit1-aa1829.csv: -------------------------------------------------------------------------------- 1 | mros-visit1-aa1829 2 | Whole Night (hrs): 12.516667 SleepStage2 (hrs): 2.041667 3 | SpindleNo,Frequency,Duration,Amplitude,Time_of_night 4 | 1,15.889655,1.699200,31.250477,0.005361 5 | 2,14.961039,0.601560,29.228656,0.008722 6 | 3,16.104121,1.800800,31.403067,0.012000 7 | 4,15.582609,1.796900,341.786831,0.012528 8 | 5,13.298701,0.300780,19.508659,7.146472 9 | 6,13.298701,0.300780,39.734493,7.343056 10 | 7,13.298701,0.300780,28.702220,8.596083 11 | 8,14.912621,0.402340,25.879301,8.598444 12 | 9,12.427184,0.402340,30.563821,8.609972 13 | 10,15.058824,0.398440,24.643320,8.878222 14 | 11,15.058824,0.398440,30.487526,9.203500 15 | 12,15.058824,0.398440,28.519112,9.252722 16 | 13,12.549020,0.398440,29.556725,9.264194 17 | 14,12.549020,0.398440,42.488746,9.265694 18 | 15,13.298701,0.300780,23.315785,9.266889 19 | 16,13.298701,0.300780,23.910887,9.293333 20 | 17,13.298701,0.300780,33.173114,9.391111 21 | 18,13.298701,0.300780,33.806363,9.470778 22 | 19,13.298701,0.300780,25.383383,9.487583 23 | 20,13.385621,0.597660,34.615091,9.510639 24 | 21,13.298701,0.300780,27.748531,9.669167 25 | 22,12.549020,0.398440,26.977951,9.749333 26 | 23,14.912621,0.402340,26.504921,9.832056 27 | 24,13.298701,0.300780,32.784009,10.207361 28 | 25,14.912621,0.402340,42.107271,10.281306 29 | 26,12.549020,0.398440,21.454185,10.296806 30 | 27,14.000000,0.500000,38.628214,10.331250 31 | 28,13.298701,0.300780,28.938735,10.332056 32 | 29,12.427184,0.402340,29.304952,10.353667 33 | 30,12.549020,0.398440,36.415656,10.358472 34 | 31,13.298701,0.300780,26.688029,10.434722 35 | 32,14.000000,0.500000,26.100557,10.437722 36 | 33,14.000000,0.500000,28.145266,10.470111 37 | 34,12.427184,0.402340,39.887083,10.534778 38 | 35,12.000000,0.500000,31.357290,10.549361 39 | 36,12.000000,0.500000,34.637980,10.594278 40 | 37,13.298701,0.300780,31.845579,10.651611 41 | 38,14.000000,0.500000,31.654841,10.671194 42 | 39,13.298701,0.300780,24.498360,10.675472 43 | 40,13.298701,0.601560,44.014649,10.711500 44 | 41,12.549020,0.398440,34.111543,10.763472 45 | 42,12.427184,0.402340,32.784009,10.769417 46 | 43,12.549020,0.398440,32.280461,10.873833 47 | 44,12.549020,0.398440,28.976883,10.925778 48 | 45,13.736585,0.800780,31.715877,10.926722 49 | 46,12.000000,0.500000,31.982910,10.929667 50 | 47,14.000000,0.500000,34.393835,10.943333 51 | 48,12.871508,0.699220,36.163882,10.957417 52 | 49,13.298701,0.300780,26.260777,10.988389 53 | 50,13.298701,0.300780,30.395972,11.008472 54 | 51,12.427184,0.402340,25.780117,11.009278 55 | 52,12.427184,0.402340,32.524605,11.072417 56 | 53,13.298701,0.601560,48.912795,11.073111 57 | 54,13.298701,0.300780,20.668345,11.433111 58 | 55,13.298701,0.300780,29.770352,11.433944 59 | 56,14.000000,0.500000,23.590448,11.611833 60 | 57,14.000000,0.500000,28.816663,11.642528 61 | 58,13.298701,0.300780,32.188907,11.682278 62 | 59,12.549020,0.398440,24.155032,11.699944 63 | 60,13.298701,0.300780,22.049287,11.730111 64 | 61,12.427184,0.402340,34.836347,11.732000 65 | 62,13.298701,0.300780,28.831922,11.846083 66 | 63,14.000000,0.500000,35.683223,11.861972 67 | 64,13.298701,0.300780,23.941405,11.920472 68 | 65,14.301676,0.699220,30.457008,11.970861 69 | 66,13.298701,0.300780,32.227054,11.972889 70 | 67,14.000000,0.500000,36.736095,12.326111 71 | -------------------------------------------------------------------------------- /sub_spindle_type/visit1/controls/membership_mros-visit1-aa3416.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,0.0815,1.5426,1.4721,1.9642,1.5393,1.7534,1.7544,2 3 | 1,0.0971,1.4175,1.1342,1.5968,1.1719,1.3861,1.3870,2 4 | 2,3.1015,0.3791,0.4496,0.8036,0.5324,0.2704,0.4677,5 5 | 3,3.2317,0.6346,0.7050,0.8481,0.6379,0.4237,0.5122,5 6 | 4,3.3209,0.6346,0.7050,0.8481,0.6379,0.4237,0.5122,5 7 | 5,3.3314,1.0637,1.1341,0.6421,1.0670,0.8528,0.8519,3 8 | 6,3.3630,0.6586,0.7290,0.8721,0.6619,0.4477,0.5362,5 9 | 7,3.4133,1.0953,1.1657,0.6737,1.0986,0.8844,0.8835,3 10 | 8,3.4311,0.6241,0.6945,0.6121,0.6274,0.4132,0.4123,6 11 | 9,3.4591,0.6916,0.7620,0.6430,0.6949,0.4807,0.4798,6 12 | 10,3.5103,0.3647,0.6480,1.0314,0.7603,0.4982,0.6956,1 13 | 11,3.5492,0.6794,0.7499,0.6675,0.6827,0.4686,0.4676,6 14 | 12,3.5976,0.6500,0.7204,0.8635,0.6533,0.4391,0.5276,5 15 | 13,3.6796,0.6948,0.7652,0.6462,0.6981,0.4839,0.4830,6 16 | 14,3.7235,0.6809,0.7513,0.8944,0.6842,0.4700,0.5586,5 17 | 15,3.7682,0.7129,0.7833,0.7009,0.7162,0.5020,0.5011,6 18 | 16,3.7941,0.7028,0.7732,0.6908,0.7061,0.4919,0.4910,6 19 | 17,5.6926,0.6573,0.9406,1.3241,1.0529,0.7908,0.9882,1 20 | 18,5.8091,1.0011,1.0715,0.5795,1.0044,0.7902,0.7893,3 21 | 19,5.8624,0.6556,0.7261,0.8692,0.6590,0.4448,0.5333,5 22 | 20,6.0131,0.6689,0.7393,0.6569,0.6722,0.4580,0.4571,6 23 | 21,6.0417,0.6545,0.7250,0.6426,0.6579,0.4437,0.4427,6 24 | 22,6.0694,0.4711,0.5415,0.6846,0.4744,0.2602,0.3487,5 25 | 23,6.1932,0.6252,0.6956,0.8387,0.6285,0.4143,0.5028,5 26 | 24,6.4024,0.6861,0.7565,0.6741,0.6894,0.4752,0.4743,6 27 | 25,6.4906,0.6292,0.6996,0.8427,0.6325,0.4183,0.5068,5 28 | 26,6.5179,0.6403,0.7107,0.8538,0.6436,0.4294,0.5179,5 29 | 27,6.5751,0.6635,0.7339,0.8770,0.6668,0.4526,0.5411,5 30 | 28,6.6738,0.2402,0.5235,0.9069,0.6358,0.3737,0.5711,1 31 | 29,6.6745,0.6650,0.7354,0.8785,0.6683,0.4541,0.5426,5 32 | 30,6.6781,0.6161,0.6866,0.8297,0.6195,0.4053,0.4938,5 33 | 31,6.6784,0.6428,0.7132,0.8563,0.6461,0.4319,0.5204,5 34 | 32,6.6799,0.6641,0.7345,0.8776,0.6674,0.4532,0.5418,5 35 | 33,6.7314,0.4370,0.5074,0.8614,0.5903,0.3282,0.5256,5 36 | 34,6.7776,0.4053,0.4758,0.6188,0.4086,0.1945,0.2830,5 37 | 35,6.7821,0.7063,0.7768,0.6577,0.7097,0.4955,0.4946,6 38 | 36,7.0224,0.3899,0.4603,0.8144,0.5432,0.2811,0.4785,5 39 | 37,7.3127,0.7403,0.8108,0.6917,0.7436,0.5295,0.5285,6 40 | 38,7.4111,0.6585,0.7290,0.3721,0.6619,0.4477,0.4468,3 41 | 39,7.6938,0.7073,0.7778,0.6587,0.7107,0.4965,0.4956,6 42 | 40,7.6968,0.7099,0.7804,0.6613,0.7132,0.4991,0.4981,6 43 | 41,7.6981,0.3151,0.3303,0.6676,0.3339,0.1390,0.2830,5 44 | 42,7.7023,0.5854,0.6558,0.5734,0.5887,0.3964,0.3736,6 45 | 43,7.7307,0.6814,0.7518,0.6327,0.6847,0.4705,0.4696,6 46 | 44,7.7622,0.7178,0.7882,0.7058,0.7211,0.5069,0.5060,6 47 | 45,7.8267,0.6616,0.7320,0.6496,0.6649,0.4507,0.4498,6 48 | 46,7.8612,0.6959,0.7663,0.5188,0.6992,0.4850,0.4841,6 49 | 47,7.8694,0.3749,0.6582,1.0417,0.7706,0.5085,0.7059,1 50 | 48,8.1754,0.3790,0.4494,0.8034,0.5323,0.2702,0.4675,5 51 | 49,8.2120,0.4106,0.4811,0.8351,0.5639,0.3019,0.4992,5 52 | 50,8.2971,0.6544,0.7249,0.8680,0.6578,0.4436,0.5321,5 53 | 51,8.4634,0.6393,0.7097,0.8528,0.6426,0.4284,0.5169,5 54 | 52,8.5040,0.6664,0.7369,0.8799,0.6697,0.4556,0.5441,5 55 | 53,8.7057,0.6417,0.7121,0.8552,0.6450,0.4308,0.5193,5 56 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/cases/cases_nsrr6215.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr6215,EEG3,10.895,1,0.0031966145833333334,0.003391927083333333 3 | nsrr6215,EEG3,10.895,2,0.01928493923611111,0.019538845486111112 4 | nsrr6215,EEG3,10.895,3,0.02949978298611111,0.02967556423611111 5 | nsrr6215,EEG3,10.895,4,0.1671050347222222,0.16725151909722222 6 | nsrr6215,EEG3,10.895,5,0.1854470486111111,0.18561306423611112 7 | nsrr6215,EEG3,10.895,6,0.18723198784722223,0.18754231770833332 8 | nsrr6215,EEG3,10.895,7,0.19134331597222223,0.19148763020833334 9 | nsrr6215,EEG3,10.895,8,0.215341796875,0.21554253472222223 10 | nsrr6215,EEG3,10.895,9,0.23284505208333334,0.2330837673611111 11 | nsrr6215,EEG3,10.895,10,0.2411697048611111,0.24135850694444444 12 | nsrr6215,EEG3,10.895,11,0.293994140625,0.29415907118055556 13 | nsrr6215,EEG3,10.895,12,0.29599500868055556,0.2961469184027778 14 | nsrr6215,EEG3,10.895,13,0.6278993055555555,0.6280740017361112 15 | nsrr6215,EEG3,10.895,14,0.6802907986111111,0.6805088975694444 16 | nsrr6215,EEG3,10.895,15,0.6811642795138889,0.6813736979166667 17 | nsrr6215,EEG3,10.895,16,0.9132085503472223,0.9135091145833333 18 | nsrr6215,EEG3,10.895,17,1.2322450086805556,1.2324283854166667 19 | nsrr6215,EEG3,10.895,18,1.304079861111111,1.3042936197916666 20 | nsrr6215,EEG3,10.895,19,1.5043619791666667,1.50466796875 21 | nsrr6215,EEG3,10.895,20,1.5107508680555555,1.510915798611111 22 | nsrr6215,EEG3,10.895,21,1.5165874565972222,1.5168630642361112 23 | nsrr6215,EEG3,10.895,22,2.101371527777778,2.1015950520833333 24 | nsrr6215,EEG3,10.895,23,2.1624989149305556,2.1626649305555556 25 | nsrr6215,EEG3,10.895,24,3.400230034722222,3.4004481336805554 26 | nsrr6215,EEG3,10.895,25,3.4251475694444444,3.425290798611111 27 | nsrr6215,EEG3,10.895,26,3.468254123263889,3.4684190538194444 28 | nsrr6215,EEG3,10.895,27,3.4702235243055557,3.4704134114583334 29 | nsrr6215,EEG3,10.895,28,3.510786675347222,3.510952690972222 30 | nsrr6215,EEG3,10.895,29,3.5787858072916667,3.5789463975694447 31 | nsrr6215,EEG3,10.895,30,3.592689887152778,3.59287109375 32 | nsrr6215,EEG3,10.895,31,3.624345703125,3.6245084635416664 33 | nsrr6215,EEG3,10.895,32,4.415304904513889,4.415513237847223 34 | nsrr6215,EEG3,10.895,33,4.651247829861111,4.651954210069444 35 | nsrr6215,EEG3,10.895,34,4.822306857638889,4.822458767361111 36 | nsrr6215,EEG3,10.895,35,4.845609809027778,4.845777994791667 37 | nsrr6215,EEG3,10.895,36,4.923181423611111,4.923385416666667 38 | nsrr6215,EEG3,10.895,37,4.947233072916666,4.947373046875 39 | nsrr6215,EEG3,10.895,38,5.0236328125,5.023805338541667 40 | nsrr6215,EEG3,10.895,39,5.2740700954861115,5.274296875 41 | nsrr6215,EEG3,10.895,40,5.328453776041667,5.328606770833333 42 | nsrr6215,EEG3,10.895,41,5.362855902777778,5.363076171875 43 | nsrr6215,EEG3,10.895,42,5.403537326388889,5.403679470486111 44 | nsrr6215,EEG3,10.895,43,5.469286024305555,5.469602864583333 45 | nsrr6215,EEG3,10.895,44,5.471017795138889,5.471161024305555 46 | nsrr6215,EEG3,10.895,45,5.728101128472222,5.728258463541667 47 | nsrr6215,EEG3,10.895,46,5.803757595486111,5.803951822916667 48 | nsrr6215,EEG3,10.895,47,5.873220486111111,5.873384331597222 49 | nsrr6215,EEG3,10.895,48,6.192965494791666,6.193119574652778 50 | nsrr6215,EEG3,10.895,49,6.256148003472222,6.2564073350694445 51 | nsrr6215,EEG3,10.895,50,6.364249131944445,6.364465060763889 52 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/cases/cases_nsrr4215.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr4215,EEG3,10.895,1,7.4918381076388885,7.4921256510416665 3 | nsrr4215,EEG3,10.895,2,7.529330512152778,7.529700520833333 4 | nsrr4215,EEG3,10.895,3,7.593767361111111,7.593989800347222 5 | nsrr4215,EEG3,10.895,4,7.616361762152778,7.616511501736111 6 | nsrr4215,EEG3,10.895,5,7.638919270833333,7.639115668402778 7 | nsrr4215,EEG3,10.895,6,7.656234809027778,7.656389973958333 8 | nsrr4215,EEG3,10.895,7,7.66197265625,7.662131076388889 9 | nsrr4215,EEG3,10.895,8,7.68927734375,7.689427083333333 10 | nsrr4215,EEG3,10.895,9,7.702149522569444,7.702607421875 11 | nsrr4215,EEG3,10.895,10,7.703121744791667,7.703409288194444 12 | nsrr4215,EEG3,10.895,11,7.703870442708333,7.7043272569444445 13 | nsrr4215,EEG3,10.895,12,7.704717881944444,7.7054654947916665 14 | nsrr4215,EEG3,10.895,13,7.707747395833334,7.708161892361111 15 | nsrr4215,EEG3,10.895,14,7.725570746527778,7.726291232638889 16 | nsrr4215,EEG3,10.895,15,7.726817491319444,7.7272721354166665 17 | nsrr4215,EEG3,10.895,16,7.730173611111111,7.730314670138889 18 | nsrr4215,EEG3,10.895,17,7.730657552083334,7.731047092013889 19 | nsrr4215,EEG3,10.895,18,7.733169487847222,7.733862847222222 20 | nsrr4215,EEG3,10.895,19,7.734146050347222,7.734423828125 21 | nsrr4215,EEG3,10.895,20,7.735078125,7.735772569444444 22 | nsrr4215,EEG3,10.895,21,7.736105685763889,7.736628689236111 23 | nsrr4215,EEG3,10.895,22,7.739289279513889,7.740108506944445 24 | nsrr4215,EEG3,10.895,23,7.740481770833333,7.740885416666667 25 | nsrr4215,EEG3,10.895,24,7.741374782986111,7.7420876736111115 26 | nsrr4215,EEG3,10.895,25,7.745565321180556,7.745920138888889 27 | nsrr4215,EEG3,10.895,26,7.746243489583334,7.7464377170138885 28 | nsrr4215,EEG3,10.895,27,7.758704427083333,7.758904079861111 29 | nsrr4215,EEG3,10.895,28,7.759733072916666,7.759899088541666 30 | nsrr4215,EEG3,10.895,29,7.760500217013889,7.761215277777778 31 | nsrr4215,EEG3,10.895,30,7.761605902777778,7.761996527777778 32 | nsrr4215,EEG3,10.895,31,7.762543402777778,7.7633257378472225 33 | nsrr4215,EEG3,10.895,32,7.765975477430556,7.766243489583333 34 | nsrr4215,EEG3,10.895,33,7.768044704861111,7.768626302083334 35 | nsrr4215,EEG3,10.895,34,7.769057074652777,7.769344618055555 36 | nsrr4215,EEG3,10.895,35,7.769851345486111,7.770516493055555 37 | nsrr4215,EEG3,10.895,36,7.777601996527777,7.777758246527778 38 | nsrr4215,EEG3,10.895,37,7.778641493055556,7.77880859375 39 | nsrr4215,EEG3,10.895,38,7.779363064236111,7.780060763888889 40 | nsrr4215,EEG3,10.895,39,7.780857204861111,7.781545138888889 41 | nsrr4215,EEG3,10.895,40,7.781873914930555,7.782356770833333 42 | nsrr4215,EEG3,10.895,41,7.794847005208333,7.7956640625 43 | nsrr4215,EEG3,10.895,42,7.796182725694444,7.796424696180556 44 | nsrr4215,EEG3,10.895,43,7.798753255208333,7.7995377604166665 45 | nsrr4215,EEG3,10.895,44,7.806599392361111,7.807201605902778 46 | nsrr4215,EEG3,10.895,45,7.807751736111111,7.8080457899305555 47 | nsrr4215,EEG3,10.895,46,7.809663628472222,7.810239800347222 48 | nsrr4215,EEG3,10.895,47,7.810560980902777,7.811088324652777 49 | nsrr4215,EEG3,10.895,48,7.8115440538194445,7.8117078993055555 50 | nsrr4215,EEG3,10.895,49,7.814410807291667,7.8149620225694445 51 | nsrr4215,EEG3,10.895,50,7.815502387152778,7.815691189236111 52 | nsrr4215,EEG3,10.895,51,7.816353081597223,7.816630859375 53 | -------------------------------------------------------------------------------- /datasets/mros_dataset/controls/mros-visit2-aa5461.csv: -------------------------------------------------------------------------------- 1 | mros-visit2-aa5461 2 | Whole Night (hrs): 17.414167 SleepStage2 (hrs): 1.566667 3 | SpindleNo,Frequency,Duration,Amplitude,Time_of_night,SleepStage 4 | 1,12.000000,0.500000,30.304417,2.678111,0 5 | 2,12.549020,0.398440,39.276722,2.719750,0 6 | 3,9.974026,0.300780,50.720989,2.986194,0 7 | 4,12.427184,0.402340,36.438544,3.709361,0 8 | 5,12.427184,0.402340,33.051041,3.732417,0 9 | 6,9.974026,0.300780,43.030442,4.268472,0 10 | 7,12.549020,0.398440,33.966583,4.766972,0 11 | 8,14.961039,0.601560,37.994965,5.094639,1 12 | 9,14.912621,0.402340,36.774243,5.156639,1 13 | 10,12.549020,0.398440,31.067369,5.186667,1 14 | 11,12.000000,0.500000,41.748684,5.189417,1 15 | 12,13.298701,0.300780,26.489662,5.214833,1 16 | 13,14.000000,0.500000,29.877165,5.306028,2 17 | 14,13.298701,0.300780,22.705425,5.325361,2 18 | 15,12.000000,0.500000,33.234150,5.370167,2 19 | 16,12.427184,0.402340,28.778515,5.378306,2 20 | 17,13.298701,0.300780,26.367590,5.431889,2 21 | 18,12.549020,0.398440,35.431449,5.514722,1 22 | 19,13.298701,0.300780,33.661402,5.528000,1 23 | 20,9.974026,0.300780,30.975814,5.554083,0 24 | 21,14.912621,0.402340,34.943160,5.696222,2 25 | 22,13.298701,0.300780,30.365454,5.726861,2 26 | 23,12.427184,0.402340,33.386740,5.727278,2 27 | 24,12.427184,0.402340,37.964446,5.758861,2 28 | 25,12.549020,0.398440,29.571984,5.799444,1 29 | 26,13.298701,0.300780,29.816129,5.805667,1 30 | 27,13.298701,0.601560,46.692607,5.871583,2 31 | 28,12.549020,0.398440,33.936065,5.878139,2 32 | 29,12.427184,0.402340,26.428626,5.891583,2 33 | 30,9.974026,0.300780,29.571984,5.898750,2 34 | 31,14.000000,0.500000,50.324254,5.976778,2 35 | 32,13.298701,0.300780,22.491798,6.046917,2 36 | 33,12.427184,0.402340,37.354086,6.047472,2 37 | 34,12.549020,0.398440,37.384604,6.066833,2 38 | 35,13.298701,0.300780,38.147555,6.221806,1 39 | 36,13.385621,0.597660,28.534371,6.232528,1 40 | 37,13.298701,0.300780,21.759365,6.238944,0 41 | 38,13.298701,0.300780,35.126268,6.274389,1 42 | 39,13.298701,0.300780,28.168154,6.423556,1 43 | 40,14.000000,0.500000,27.527276,6.683333,0 44 | 41,13.298701,0.300780,31.555657,6.701944,0 45 | 42,13.298701,0.300780,30.090791,6.703444,0 46 | 43,12.427184,0.402340,27.374685,6.737194,0 47 | 44,13.298701,0.300780,34.363317,6.785917,0 48 | 45,13.298701,0.300780,25.818265,6.889250,0 49 | 46,13.298701,0.300780,26.764324,7.128528,0 50 | 47,13.298701,0.300780,25.848783,7.162972,1 51 | 48,12.427184,0.402340,25.513085,7.342472,1 52 | 49,13.298701,0.300780,30.518044,7.600694,1 53 | 50,13.298701,0.300780,25.268940,7.885833,2 54 | 51,12.427184,0.402340,28.717479,8.771028,5 55 | 52,13.298701,0.300780,18.738079,9.184111,5 56 | 53,12.000000,0.500000,32.074464,9.553639,0 57 | 54,13.298701,0.300780,28.442817,9.617028,0 58 | 55,13.298701,0.300780,27.557794,10.073167,1 59 | 56,12.427184,0.402340,33.783474,10.281583,1 60 | 57,14.912621,0.402340,27.771420,10.353722,1 61 | 58,9.974026,0.300780,32.043946,10.541667,0 62 | 59,13.298701,0.300780,30.701152,10.549000,0 63 | 60,13.298701,0.300780,28.320745,10.586083,0 64 | 61,13.298701,0.300780,21.850919,10.716861,1 65 | 62,12.427184,0.402340,33.478294,10.980611,0 66 | 63,13.298701,0.300780,30.212863,11.096083,1 67 | 64,15.058824,0.398440,33.966583,11.120083,1 68 | 65,13.298701,0.300780,29.083696,11.158889,0 69 | 66,12.549020,0.398440,25.055314,11.214250,0 70 | -------------------------------------------------------------------------------- /statistics.py: -------------------------------------------------------------------------------- 1 | import numpy as np 2 | import tensorflow as tf 3 | import matplotlib.pylab as plt 4 | from tensorflow.examples.tutorials.mnist import input_data 5 | import pandas as pd 6 | import os 7 | import glob 8 | import glob 9 | import pandas as pd 10 | from LogisticRegression import get_Data 11 | 12 | from matplotlib import pyplot as plt 13 | run_path = "data/mros" 14 | dataset_path = "datasets/mros_dataset" 15 | 16 | path_mesa = "datasets/mesa_dataset" 17 | path_mros = "datasets/mros_dataset" 18 | 19 | #用于数据的统计 20 | 21 | 22 | def statistic(dataset_pathmesa, dataset_pathmros): 23 | paths = [] 24 | cases_mesa = [] 25 | control_mesa = [] 26 | data_mesa = [] # cases, control 27 | data_mesa.append(cases_mesa) 28 | data_mesa.append(control_mesa) 29 | cases_mros = [] 30 | control_mros = [] 31 | data_mros = [] # cases, control 32 | data_mros.append(cases_mros) 33 | data_mros.append(control_mros) 34 | cate_mesa = [(os.path.join(dataset_pathmesa, x)) for x in os.listdir(dataset_pathmesa)] 35 | for index, p in enumerate(cate_mesa): 36 | path_tmp = glob.glob(os.path.join(p, "*csv")) 37 | for t in path_tmp: 38 | d = pd.read_csv(t, sep=",") 39 | if index == 0: 40 | data_mesa[0].append(d) 41 | else: 42 | data_mesa[1].append(d) 43 | 44 | print("reading successfully!!!") 45 | 46 | cate_mros = [(os.path.join(dataset_pathmros, x)) for x in os.listdir(dataset_pathmros)] 47 | for index,p in enumerate(cate_mros): 48 | path_tmp = glob.glob(os.path.join(p, "*csv")) 49 | for t in path_tmp: 50 | d = pd.read_csv(t, sep=',', skiprows=(0, 1)) 51 | if index == 0: 52 | data_mros[0].append(d) 53 | else: 54 | data_mros[1].append(d) 55 | return data_mesa, data_mros 56 | 57 | 58 | data_mesa, data_mros = statistic(path_mesa, path_mros) 59 | 60 | avg_count_mesa = 0 61 | avg_count_mros = 0 62 | sum_mesa = 0 63 | 64 | data_mesa = data_mesa[1] 65 | data_mros = data_mros[1] 66 | 67 | count_person_mesa = data_mesa.__len__() 68 | count_person_mros = data_mros.__len__() 69 | 70 | # count_person_mesa = data_mesa[0].__len__()+data_mesa[1].__len__() 71 | # count_person_mros = data_mros[0].__len__()+data_mros[1].__len__() 72 | 73 | sum_time_mesa = 0 74 | for d in data_mesa: 75 | sum_mesa += d.__len__() 76 | for i in range(d.__len__()): 77 | sum_time_mesa += d["STOP"][i] - d["Time_of_night"][i] 78 | 79 | avg_count_mesa += sum_mesa / count_person_mesa 80 | avg_duration_time_mesa = sum_time_mesa*3600/sum_mesa 81 | 82 | avg_duration_time_mros = 0 83 | sum_time_mros = 0 84 | sum_mros = 0 85 | 86 | for d in data_mros: 87 | sum_mros += d.__len__() 88 | for i in range(d.__len__()): 89 | sum_time_mros += d["Duration"][i] 90 | 91 | avg_count_mros += sum_mros / count_person_mros 92 | avg_duration_time_mros = sum_time_mros / sum_mros 93 | 94 | print("avg_count_mesa=%lf, avg_count_mros=%lf" % (avg_count_mesa, avg_count_mros)) 95 | print("mesa duration time=%lf, mros duration time=%lf" % (avg_duration_time_mesa, avg_duration_time_mros)) 96 | 97 | 98 | 99 | 100 | 101 | 102 | 103 | 104 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/controls/controls_nsrr0523.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr0523,EEG3,10.895,1,1.2636328125,1.2638031684027777 3 | nsrr0523,EEG3,10.895,2,1.3896560329861112,1.3899283854166666 4 | nsrr0523,EEG3,10.895,3,1.416877170138889,1.4170486111111111 5 | nsrr0523,EEG3,10.895,4,1.4563910590277778,1.4565950520833333 6 | nsrr0523,EEG3,10.895,5,2.561354166666667,2.5615625 7 | nsrr0523,EEG3,10.895,6,2.647258029513889,2.6474403211805555 8 | nsrr0523,EEG3,10.895,7,3.7554871961805554,3.755776909722222 9 | nsrr0523,EEG3,10.895,8,4.496728515625,4.496870659722222 10 | nsrr0523,EEG3,10.895,9,4.5097059461805555,4.509886067708333 11 | nsrr0523,EEG3,10.895,10,4.6231521267361115,4.623334418402778 12 | nsrr0523,EEG3,10.895,11,4.653682725694445,4.653848741319444 13 | nsrr0523,EEG3,10.895,12,4.6565125868055555,4.656687282986111 14 | nsrr0523,EEG3,10.895,13,4.724192708333334,4.724367404513889 15 | nsrr0523,EEG3,10.895,14,4.744344618055556,4.74451171875 16 | nsrr0523,EEG3,10.895,15,4.75681640625,4.756959635416667 17 | nsrr0523,EEG3,10.895,16,4.758003472222223,4.758168402777778 18 | nsrr0523,EEG3,10.895,17,4.760895182291667,4.76103515625 19 | nsrr0523,EEG3,10.895,18,4.783238932291667,4.783381076388889 20 | nsrr0523,EEG3,10.895,19,4.793021918402777,4.793211805555556 21 | nsrr0523,EEG3,10.895,20,4.795205078125,4.795377604166666 22 | nsrr0523,EEG3,10.895,21,4.796401909722222,4.796662326388889 23 | nsrr0523,EEG3,10.895,22,4.798206380208334,4.798352864583333 24 | nsrr0523,EEG3,10.895,23,4.80138671875,4.801525607638889 25 | nsrr0523,EEG3,10.895,24,4.802599826388889,4.802744140625 26 | nsrr0523,EEG3,10.895,25,4.814080946180556,4.814267578125 27 | nsrr0523,EEG3,10.895,26,4.829866536458334,4.830035807291667 28 | nsrr0523,EEG3,10.895,27,4.835317925347222,4.835476345486111 29 | nsrr0523,EEG3,10.895,28,4.8520692274305555,4.852249348958333 30 | nsrr0523,EEG3,10.895,29,4.855797526041667,4.855955946180556 31 | nsrr0523,EEG3,10.895,30,4.861078559027778,4.86123046875 32 | nsrr0523,EEG3,10.895,31,4.863272569444445,4.863429904513889 33 | nsrr0523,EEG3,10.895,32,4.869306640625,4.869547526041667 34 | nsrr0523,EEG3,10.895,33,4.870646701388889,4.8707855902777775 35 | nsrr0523,EEG3,10.895,34,4.873887803819445,4.87404296875 36 | nsrr0523,EEG3,10.895,35,4.875023871527778,4.8751801215277775 37 | nsrr0523,EEG3,10.895,36,4.87984375,4.880010850694444 38 | nsrr0523,EEG3,10.895,37,4.8886924913194445,4.888889973958333 39 | nsrr0523,EEG3,10.895,38,4.910804036458333,4.9109494357638885 40 | nsrr0523,EEG3,10.895,39,4.916015625,4.916155598958333 41 | nsrr0523,EEG3,10.895,40,4.916830512152778,4.917032335069444 42 | nsrr0523,EEG3,10.895,41,4.922360026041667,4.9225043402777775 43 | nsrr0523,EEG3,10.895,42,4.923453776041667,4.923617621527778 44 | nsrr0523,EEG3,10.895,43,4.927444661458333,4.927586805555555 45 | nsrr0523,EEG3,10.895,44,4.934534505208333,4.934717881944445 46 | nsrr0523,EEG3,10.895,45,4.940169270833334,4.940311414930555 47 | nsrr0523,EEG3,10.895,46,4.943619791666666,4.943780381944444 48 | nsrr0523,EEG3,10.895,47,4.9471213107638885,4.947298177083334 49 | nsrr0523,EEG3,10.895,48,4.955437282986111,4.955576171875 50 | nsrr0523,EEG3,10.895,49,4.965804036458334,4.965955946180555 51 | nsrr0523,EEG3,10.895,50,4.969530164930555,4.969755859375 52 | nsrr0523,EEG3,10.895,51,5.584805772569444,5.584955512152778 53 | nsrr0523,EEG3,10.895,52,5.586580946180556,5.586754557291667 54 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/controls/controls_nsrr0423.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr0423,EEG3,10.895,1,2.1980989583333335,2.19830078125 3 | nsrr0423,EEG3,10.895,2,2.2229264322916666,2.2231260850694445 4 | nsrr0423,EEG3,10.895,3,2.242550998263889,2.2426996527777776 5 | nsrr0423,EEG3,10.895,4,2.243908420138889,2.2441829427083335 6 | nsrr0423,EEG3,10.895,5,2.275864800347222,2.276003689236111 7 | nsrr0423,EEG3,10.895,6,2.366108940972222,2.3662630208333333 8 | nsrr0423,EEG3,10.895,7,2.403049045138889,2.403273654513889 9 | nsrr0423,EEG3,10.895,8,2.4086317274305555,2.408810763888889 10 | nsrr0423,EEG3,10.895,9,2.425509982638889,2.4257747395833333 11 | nsrr0423,EEG3,10.895,10,2.433527560763889,2.4337445746527777 12 | nsrr0423,EEG3,10.895,11,2.448677300347222,2.4488953993055556 13 | nsrr0423,EEG3,10.895,12,2.459230685763889,2.459480251736111 14 | nsrr0423,EEG3,10.895,13,2.4676302083333335,2.4677886284722224 15 | nsrr0423,EEG3,10.895,14,2.5095562065972223,2.5097233072916665 16 | nsrr0423,EEG3,10.895,15,2.513728298611111,2.5140093315972223 17 | nsrr0423,EEG3,10.895,16,2.53716796875,2.5373502604166664 18 | nsrr0423,EEG3,10.895,17,3.1302842881944444,3.1304286024305554 19 | nsrr0423,EEG3,10.895,18,3.1492990451388887,3.149556206597222 20 | nsrr0423,EEG3,10.895,19,3.1571028645833334,3.1572764756944443 21 | nsrr0423,EEG3,10.895,20,3.225024956597222,3.225269097222222 22 | nsrr0423,EEG3,10.895,21,3.2313639322916665,3.231513671875 23 | nsrr0423,EEG3,10.895,22,4.085367838541667,4.0855881076388885 24 | nsrr0423,EEG3,10.895,23,4.135862630208333,4.1360460069444445 25 | nsrr0423,EEG3,10.895,24,4.145873480902778,4.146049262152777 26 | nsrr0423,EEG3,10.895,25,4.188059895833334,4.1882508680555555 27 | nsrr0423,EEG3,10.895,26,4.189773220486111,4.189977213541667 28 | nsrr0423,EEG3,10.895,27,4.253784722222222,4.2540082465277775 29 | nsrr0423,EEG3,10.895,28,4.326150173611111,4.326294487847222 30 | nsrr0423,EEG3,10.895,29,4.52759765625,4.527786458333333 31 | nsrr0423,EEG3,10.895,30,4.589935980902778,4.590529513888889 32 | nsrr0423,EEG3,10.895,31,4.609858940972222,4.610024956597222 33 | nsrr0423,EEG3,10.895,32,4.618975694444444,4.619153645833333 34 | nsrr0423,EEG3,10.895,33,4.650478515625,4.650670572916667 35 | nsrr0423,EEG3,10.895,34,4.676897786458333,4.677134331597222 36 | nsrr0423,EEG3,10.895,35,4.6841829427083335,4.684333767361111 37 | nsrr0423,EEG3,10.895,36,4.755860460069444,4.756100260416667 38 | nsrr0423,EEG3,10.895,37,4.966457248263889,4.966598307291667 39 | nsrr0423,EEG3,10.895,38,5.139271918402778,5.139563802083333 40 | nsrr0423,EEG3,10.895,39,5.385469835069444,5.385832248263889 41 | nsrr0423,EEG3,10.895,40,6.926560329861111,6.926727430555555 42 | nsrr0423,EEG3,10.895,41,6.973101128472222,6.973371310763889 43 | nsrr0423,EEG3,10.895,42,7.0753342013888885,7.075480685763889 44 | nsrr0423,EEG3,10.895,43,7.0962109375,7.0964171006944445 45 | nsrr0423,EEG3,10.895,44,7.127883029513889,7.128064236111111 46 | nsrr0423,EEG3,10.895,45,7.227143012152778,7.2273133680555555 47 | nsrr0423,EEG3,10.895,46,7.241483289930556,7.241912977430555 48 | nsrr0423,EEG3,10.895,47,7.242748480902778,7.242956814236111 49 | nsrr0423,EEG3,10.895,48,7.285052083333333,7.28529296875 50 | nsrr0423,EEG3,10.895,49,7.305015190972222,7.305254991319444 51 | nsrr0423,EEG3,10.895,50,7.3316482204861115,7.331795789930555 52 | nsrr0423,EEG3,10.895,51,7.411185980902777,7.411388888888889 53 | nsrr0423,EEG3,10.895,52,7.599555121527778,7.599695095486111 54 | nsrr0423,EEG3,10.895,53,7.822063802083333,7.822256944444445 55 | nsrr0423,EEG3,10.895,54,7.873582899305555,7.87373046875 56 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/controls/controls_nsrr0363.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr0363,EEG3,10.895,1,1.404450954861111,1.4045909288194445 3 | nsrr0363,EEG3,10.895,2,1.4138498263888888,1.4140505642361112 4 | nsrr0363,EEG3,10.895,3,1.439269748263889,1.4394108072916667 5 | nsrr0363,EEG3,10.895,4,1.4570789930555557,1.4573079427083333 6 | nsrr0363,EEG3,10.895,5,1.4577322048611112,1.4579383680555555 7 | nsrr0363,EEG3,10.895,6,1.6244498697916667,1.6246864149305555 8 | nsrr0363,EEG3,10.895,7,1.6526996527777778,1.6528971354166666 9 | nsrr0363,EEG3,10.895,8,1.714734157986111,1.7149381510416666 10 | nsrr0363,EEG3,10.895,9,1.7211382378472222,1.7213237847222222 11 | nsrr0363,EEG3,10.895,10,1.7807552083333333,1.781396484375 12 | nsrr0363,EEG3,10.895,11,1.7898480902777778,1.7900325520833333 13 | nsrr0363,EEG3,10.895,12,1.9134852430555556,1.9136382378472223 14 | nsrr0363,EEG3,10.895,13,1.932058376736111,1.9322222222222223 15 | nsrr0363,EEG3,10.895,14,1.9331119791666667,1.9332552083333334 16 | nsrr0363,EEG3,10.895,15,1.9834809027777778,1.983728298611111 17 | nsrr0363,EEG3,10.895,16,2.442807074652778,2.442993706597222 18 | nsrr0363,EEG3,10.895,17,2.4705240885416666,2.470740017361111 19 | nsrr0363,EEG3,10.895,18,2.490115017361111,2.490779079861111 20 | nsrr0363,EEG3,10.895,19,2.4913444010416668,2.491515842013889 21 | nsrr0363,EEG3,10.895,20,2.5908875868055556,2.5910438368055555 22 | nsrr0363,EEG3,10.895,21,2.63826171875,2.63841796875 23 | nsrr0363,EEG3,10.895,22,2.677126736111111,2.6773795572916668 24 | nsrr0363,EEG3,10.895,23,2.684898003472222,2.685066189236111 25 | nsrr0363,EEG3,10.895,24,2.7393077256944443,2.739487847222222 26 | nsrr0363,EEG3,10.895,25,2.875347222222222,2.8755392795138888 27 | nsrr0363,EEG3,10.895,26,2.8758474392361113,2.876123046875 28 | nsrr0363,EEG3,10.895,27,2.8832964409722224,2.8835991753472223 29 | nsrr0363,EEG3,10.895,28,2.9176898871527777,2.9180262586805554 30 | nsrr0363,EEG3,10.895,29,2.9294585503472224,2.929621310763889 31 | nsrr0363,EEG3,10.895,30,2.930220269097222,2.9303624131944446 32 | nsrr0363,EEG3,10.895,31,2.961595052083333,2.961753472222222 33 | nsrr0363,EEG3,10.895,32,3.0683268229166667,3.068509114583333 34 | nsrr0363,EEG3,10.895,33,3.1095279947916667,3.109702690972222 35 | nsrr0363,EEG3,10.895,34,3.1331998697916665,3.133489583333333 36 | nsrr0363,EEG3,10.895,35,3.1405946180555557,3.1407736545138887 37 | nsrr0363,EEG3,10.895,36,3.1494346788194445,3.1496712239583333 38 | nsrr0363,EEG3,10.895,37,3.2227180989583335,3.2229090711805557 39 | nsrr0363,EEG3,10.895,38,3.239470486111111,3.239812282986111 40 | nsrr0363,EEG3,10.895,39,3.241255425347222,3.241665581597222 41 | nsrr0363,EEG3,10.895,40,3.255283203125,3.2554296875 42 | nsrr0363,EEG3,10.895,41,4.410330946180555,4.410699869791666 43 | nsrr0363,EEG3,10.895,42,4.423192274305555,4.423337673611111 44 | nsrr0363,EEG3,10.895,43,4.433680555555555,4.433824869791667 45 | nsrr0363,EEG3,10.895,44,4.665631510416667,4.6658311631944445 46 | nsrr0363,EEG3,10.895,45,4.753947482638889,4.754117838541666 47 | nsrr0363,EEG3,10.895,46,4.882745225694444,4.882937282986111 48 | nsrr0363,EEG3,10.895,47,4.9092003038194445,4.909348958333333 49 | nsrr0363,EEG3,10.895,48,5.12130859375,5.121690538194445 50 | nsrr0363,EEG3,10.895,49,5.549721137152778,5.5498687065972225 51 | nsrr0363,EEG3,10.895,50,5.5870551215277775,5.587223307291667 52 | nsrr0363,EEG3,10.895,51,5.604422743055555,5.6045952690972225 53 | nsrr0363,EEG3,10.895,52,5.885667317708333,5.885915798611111 54 | nsrr0363,EEG3,10.895,53,7.297550998263889,7.297897135416667 55 | nsrr0363,EEG3,10.895,54,7.298181423611111,7.298348524305555 56 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/cases/cases_nsrr6136.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr6136,EEG3,10.895,1,1.37056640625,1.3707682291666667 3 | nsrr6136,EEG3,10.895,2,1.3837532552083334,1.3840028211805555 4 | nsrr6136,EEG3,10.895,3,1.4645930989583333,1.464884982638889 5 | nsrr6136,EEG3,10.895,4,1.481599392361111,1.4817567274305556 6 | nsrr6136,EEG3,10.895,5,1.5388997395833333,1.5391004774305554 7 | nsrr6136,EEG3,10.895,6,1.548279079861111,1.5484331597222223 8 | nsrr6136,EEG3,10.895,7,1.5610991753472223,1.5613075086805555 9 | nsrr6136,EEG3,10.895,8,1.6376009114583334,1.6378461371527777 10 | nsrr6136,EEG3,10.895,9,1.708564453125,1.7087152777777779 11 | nsrr6136,EEG3,10.895,10,1.7149077690972223,1.7151529947916666 12 | nsrr6136,EEG3,10.895,11,1.7415342881944444,1.7416753472222222 13 | nsrr6136,EEG3,10.895,12,1.7423036024305556,1.7426226128472222 14 | nsrr6136,EEG3,10.895,13,1.7502582465277778,1.7504036458333334 15 | nsrr6136,EEG3,10.895,14,1.7577506510416667,1.757900390625 16 | nsrr6136,EEG3,10.895,15,1.7608051215277778,1.761025390625 17 | nsrr6136,EEG3,10.895,16,1.7981065538194445,1.7983029513888888 18 | nsrr6136,EEG3,10.895,17,1.8000325520833333,1.800378689236111 19 | nsrr6136,EEG3,10.895,18,1.8930078125,1.893156467013889 20 | nsrr6136,EEG3,10.895,19,3.483699001736111,3.48390625 21 | nsrr6136,EEG3,10.895,20,3.487341579861111,3.4874815538194444 22 | nsrr6136,EEG3,10.895,21,3.578308376736111,3.5784733072916666 23 | nsrr6136,EEG3,10.895,22,3.5793218315972224,3.5794976128472222 24 | nsrr6136,EEG3,10.895,23,4.9278754340277775,4.928060980902778 25 | nsrr6136,EEG3,10.895,24,4.970963541666666,4.97111328125 26 | nsrr6136,EEG3,10.895,25,4.9805295138888885,4.980696614583334 27 | nsrr6136,EEG3,10.895,26,5.013665364583333,5.0138563368055555 28 | nsrr6136,EEG3,10.895,27,5.034777560763889,5.034920789930555 29 | nsrr6136,EEG3,10.895,28,5.044691840277777,5.0448600260416665 30 | nsrr6136,EEG3,10.895,29,5.055646701388889,5.055815972222222 31 | nsrr6136,EEG3,10.895,30,5.077552083333333,5.077709418402778 32 | nsrr6136,EEG3,10.895,31,5.097234157986111,5.0975553385416665 33 | nsrr6136,EEG3,10.895,32,6.14583984375,6.145993923611111 34 | nsrr6136,EEG3,10.895,33,6.149186197916666,6.149435763888889 35 | nsrr6136,EEG3,10.895,34,6.178193359375,6.178369140625 36 | nsrr6136,EEG3,10.895,35,6.257055121527777,6.257197265625 37 | nsrr6136,EEG3,10.895,36,6.2977094184027775,6.297974175347222 38 | nsrr6136,EEG3,10.895,37,6.317620442708333,6.317763671875 39 | nsrr6136,EEG3,10.895,38,6.353572048611111,6.35375 40 | nsrr6136,EEG3,10.895,39,6.355463324652778,6.355709635416667 41 | nsrr6136,EEG3,10.895,40,7.177299262152777,7.177449001736111 42 | nsrr6136,EEG3,10.895,41,7.178921440972222,7.179064670138889 43 | nsrr6136,EEG3,10.895,42,7.188887803819444,7.1890625 44 | nsrr6136,EEG3,10.895,43,7.267739800347222,7.268052300347223 45 | nsrr6136,EEG3,10.895,44,7.329504123263889,7.330061848958334 46 | nsrr6136,EEG3,10.895,45,7.397106119791666,7.397289496527778 47 | nsrr6136,EEG3,10.895,46,7.433607855902777,7.433844401041667 48 | nsrr6136,EEG3,10.895,47,7.4354036458333335,7.435554470486111 49 | nsrr6136,EEG3,10.895,48,7.5069791666666665,7.5071408420138885 50 | nsrr6136,EEG3,10.895,49,8.053209635416666,8.053381076388888 51 | nsrr6136,EEG3,10.895,50,8.249304470486111,8.249447699652778 52 | nsrr6136,EEG3,10.895,51,8.477516276041667,8.477658420138889 53 | nsrr6136,EEG3,10.895,52,8.498719618055556,8.498956163194444 54 | nsrr6136,EEG3,10.895,53,8.530061848958333,8.530277777777778 55 | nsrr6136,EEG3,10.895,54,8.586235894097221,8.586376953125 56 | nsrr6136,EEG3,10.895,55,8.594274088541667,8.594470486111112 57 | -------------------------------------------------------------------------------- /datasets/mros_dataset/controls/mros-visit1-aa1340.csv: -------------------------------------------------------------------------------- 1 | mros-visit1-aa1340 2 | Whole Night (hrs): 8.600000 SleepStage2 (hrs): 2.200000 3 | SpindleNo,Frequency,Duration,Amplitude,Time_of_night 4 | 1,15.731844,1.398400,281.383993,0.029028 5 | 2,10.640587,1.597700,396.864271,0.072306 6 | 3,10.000000,0.500000,292.706188,0.109250 7 | 4,15.731844,0.699220,140.886549,0.113472 8 | 5,11.712418,0.597660,268.780041,0.113694 9 | 6,14.000000,0.500000,37.262531,1.742944 10 | 7,12.549020,0.398440,41.535058,2.880722 11 | 8,15.058824,0.398440,45.342184,2.922667 12 | 9,12.000000,1.000000,74.357214,2.928000 13 | 10,12.000000,0.500000,40.680552,2.949611 14 | 11,14.985366,0.800780,52.674144,2.963694 15 | 12,12.871508,0.699220,59.090562,2.967250 16 | 13,14.000000,0.500000,52.605478,2.976917 17 | 14,14.000000,0.500000,47.318227,2.981361 18 | 15,12.427184,0.402340,43.778134,2.989778 19 | 16,14.712644,1.699200,80.926223,3.008639 20 | 17,14.301676,0.699220,59.220264,3.032528 21 | 18,12.000000,0.500000,36.827649,3.034833 22 | 19,11.239024,0.800780,78.118563,3.037056 23 | 20,12.000000,0.500000,57.694362,3.042917 24 | 21,13.298701,0.300780,34.973678,3.049694 25 | 22,10.000000,0.500000,51.850156,3.058389 26 | 23,11.441341,0.699220,49.851225,3.059194 27 | 24,12.216920,1.800800,95.056077,3.077000 28 | 25,10.000000,1.000000,86.373693,3.124833 29 | 26,13.385621,0.597660,47.554742,3.147028 30 | 27,14.000000,0.500000,56.923781,3.160389 31 | 28,14.000000,1.000000,88.754101,3.171639 32 | 29,13.298701,0.601560,52.994583,3.273611 33 | 30,15.009772,1.199200,129.785611,3.285917 34 | 31,11.636364,0.601560,74.448768,3.300806 35 | 32,13.803922,0.796880,96.086061,3.381972 36 | 33,11.636364,0.601560,51.178759,3.495750 37 | 34,13.298701,0.601560,54.253452,3.545250 38 | 35,13.298701,0.601560,85.168231,3.547889 39 | 36,13.000000,1.000000,75.707637,3.571611 40 | 37,10.000000,0.500000,50.530251,3.574028 41 | 38,13.385621,0.597660,55.825132,3.578694 42 | 39,11.130435,0.898440,76.394293,3.579611 43 | 40,12.000000,0.500000,47.791257,3.582139 44 | 41,13.298701,0.902340,50.095369,3.582750 45 | 42,11.636364,0.601560,65.575647,3.593861 46 | 43,13.385621,0.597660,54.062715,3.619611 47 | 44,15.000000,1.000000,60.929274,3.622806 48 | 45,9.974026,0.300780,37.796597,3.693889 49 | 46,12.549020,0.398440,41.268025,3.716528 50 | 47,11.636364,0.601560,48.004883,3.721444 51 | 48,12.000000,0.500000,43.472953,3.730472 52 | 49,13.000000,1.000000,56.610971,3.769222 53 | 50,12.549020,0.398440,50.850690,3.892361 54 | 51,11.674267,1.199200,75.936522,4.571028 55 | 52,11.239024,0.800780,91.447318,4.689500 56 | 53,14.985366,0.800780,51.026169,4.793611 57 | 54,11.712418,0.597660,76.981765,4.793972 58 | 55,11.636364,0.601560,57.976654,4.853528 59 | 56,12.549020,0.398440,47.302968,4.869889 60 | 57,11.441341,0.699220,67.490654,4.897389 61 | 58,13.548747,1.402300,127.237354,4.919361 62 | 59,11.239024,0.800780,82.444495,4.957278 63 | 60,12.549020,0.398440,49.195087,4.958194 64 | 61,10.000000,0.500000,47.768368,4.960778 65 | 62,12.549020,0.398440,56.221866,5.472444 66 | 63,14.000000,0.500000,47.592889,5.613333 67 | 64,14.985366,0.800780,59.365225,6.607083 68 | 65,13.837838,1.300800,83.031968,6.632056 69 | 66,14.000000,0.500000,40.451667,7.325472 70 | 67,12.549020,0.398440,34.149691,7.376139 71 | 68,12.871508,0.699220,56.275273,7.468944 72 | 69,11.636364,0.601560,63.744564,7.635889 73 | 70,11.239024,0.800780,87.998779,7.658444 74 | 71,14.124138,1.699200,101.075761,7.700444 75 | 72,11.636364,0.601560,50.164034,7.720056 76 | 73,12.300300,1.300800,62.539101,7.833111 77 | 74,14.000000,0.500000,64.026856,7.850083 78 | 75,14.000000,0.500000,49.904631,7.850500 79 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/controls/controls_nsrr0056.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr0056,EEG3,10.895,1,1.220363498263889,1.220615234375 3 | nsrr0056,EEG3,10.895,2,1.2211067708333334,1.2212738715277778 4 | nsrr0056,EEG3,10.895,3,1.230627170138889,1.2309917534722221 5 | nsrr0056,EEG3,10.895,4,1.2326573350694445,1.2333821614583333 6 | nsrr0056,EEG3,10.895,5,1.23458984375,1.2347395833333332 7 | nsrr0056,EEG3,10.895,6,1.2419759114583333,1.242351345486111 8 | nsrr0056,EEG3,10.895,7,1.2434657118055557,1.2436729600694445 9 | nsrr0056,EEG3,10.895,8,1.258927951388889,1.2591059027777778 10 | nsrr0056,EEG3,10.895,9,1.264445529513889,1.2646397569444445 11 | nsrr0056,EEG3,10.895,10,1.2816547309027777,1.2818001302083333 12 | nsrr0056,EEG3,10.895,11,1.3134841579861112,1.3137651909722223 13 | nsrr0056,EEG3,10.895,12,1.3308127170138888,1.3310394965277779 14 | nsrr0056,EEG3,10.895,13,1.3365755208333334,1.3367903645833332 15 | nsrr0056,EEG3,10.895,14,1.4335210503472222,1.4336903211805556 16 | nsrr0056,EEG3,10.895,15,1.952986111111111,1.9532118055555556 17 | nsrr0056,EEG3,10.895,16,1.9856043836805555,1.9857606336805556 18 | nsrr0056,EEG3,10.895,17,1.9860763888888888,1.9863020833333334 19 | nsrr0056,EEG3,10.895,18,2.0440809461805554,2.0443207465277777 20 | nsrr0056,EEG3,10.895,19,2.0902332899305556,2.0904839409722222 21 | nsrr0056,EEG3,10.895,20,2.1093543836805555,2.1095518663194444 22 | nsrr0056,EEG3,10.895,21,2.259093967013889,2.2594281684027777 23 | nsrr0056,EEG3,10.895,22,2.9999294704861112,3.000119357638889 24 | nsrr0056,EEG3,10.895,23,3.0382562934027777,3.0383973524305556 25 | nsrr0056,EEG3,10.895,24,3.7395865885416666,3.7397591145833333 26 | nsrr0056,EEG3,10.895,25,4.3989051649305555,4.399050564236111 27 | nsrr0056,EEG3,10.895,26,4.689077690972222,4.689299045138889 28 | nsrr0056,EEG3,10.895,27,4.716073133680555,4.71623046875 29 | nsrr0056,EEG3,10.895,28,4.717845052083334,4.718020833333333 30 | nsrr0056,EEG3,10.895,29,4.71990234375,4.720142144097222 31 | nsrr0056,EEG3,10.895,30,4.773087022569444,4.773243272569444 32 | nsrr0056,EEG3,10.895,31,4.892931857638889,4.893115234375 33 | nsrr0056,EEG3,10.895,32,4.949652777777778,4.949811197916667 34 | nsrr0056,EEG3,10.895,33,5.139499782986111,5.1396484375 35 | nsrr0056,EEG3,10.895,34,5.190300564236111,5.190451388888889 36 | nsrr0056,EEG3,10.895,35,6.9815049913194445,6.981656901041666 37 | nsrr0056,EEG3,10.895,36,7.031078559027778,7.031219618055555 38 | nsrr0056,EEG3,10.895,37,7.212853732638889,7.2130295138888885 39 | nsrr0056,EEG3,10.895,38,7.352858072916667,7.353018663194445 40 | nsrr0056,EEG3,10.895,39,7.550340711805555,7.550551215277777 41 | nsrr0056,EEG3,10.895,40,7.936049262152777,7.936204427083333 42 | nsrr0056,EEG3,10.895,41,7.936482204861111,7.936741536458333 43 | nsrr0056,EEG3,10.895,42,7.9468359375,7.946997612847222 44 | nsrr0056,EEG3,10.895,43,8.338248697916667,8.338391927083334 45 | nsrr0056,EEG3,10.895,44,8.370376519097222,8.370626085069444 46 | nsrr0056,EEG3,10.895,45,8.803756510416667,8.803958333333334 47 | nsrr0056,EEG3,10.895,46,8.855516493055555,8.855819227430555 48 | nsrr0056,EEG3,10.895,47,8.875302734375,8.875452473958333 49 | nsrr0056,EEG3,10.895,48,9.40585720486111,9.406328125 50 | nsrr0056,EEG3,10.895,49,9.406736111111112,9.406971571180556 51 | nsrr0056,EEG3,10.895,50,9.426610243055556,9.426763237847222 52 | nsrr0056,EEG3,10.895,51,9.43040256076389,9.430562065972222 53 | nsrr0056,EEG3,10.895,52,10.064838324652778,10.065148654513889 54 | nsrr0056,EEG3,10.895,53,10.145161675347222,10.145301649305555 55 | nsrr0056,EEG3,10.895,54,10.163101128472222,10.163348524305556 56 | nsrr0056,EEG3,10.895,55,10.165498046875,10.166018880208334 57 | -------------------------------------------------------------------------------- /sub_spindle_type/visit1/controls/membership_mros-visit1-aa5452.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,2.7368,0.5936,0.5795,1.0078,0.9244,0.7926,0.8468,2 3 | 1,2.7418,1.5383,1.4678,1.9599,1.5349,1.7491,1.7500,2 4 | 2,2.7424,0.4065,0.3487,0.8281,0.6936,0.6174,0.6183,2 5 | 3,2.7426,1.2347,0.9514,0.8378,0.8391,1.1011,0.9038,3 6 | 4,2.7430,0.7855,0.5585,0.4502,0.7240,0.6400,0.4960,3 7 | 5,2.7595,1.1189,0.9755,0.4835,1.0574,0.9734,0.8294,3 8 | 6,2.7600,0.9539,0.7269,1.0697,0.9863,0.8544,0.9086,2 9 | 7,2.7606,0.4391,0.5095,0.8075,0.5363,0.3306,0.4716,5 10 | 8,2.7903,0.7060,0.4790,0.8218,0.7384,0.6066,0.6608,2 11 | 9,2.8246,0.2959,0.2508,0.6554,0.5719,0.4401,0.4943,2 12 | 10,2.8251,0.5216,0.4527,0.8810,0.7976,0.6658,0.7200,2 13 | 11,2.8255,0.5213,0.5918,0.6293,0.5246,0.3122,0.3095,6 14 | 12,2.8392,0.5880,0.3611,0.7038,0.6204,0.4886,0.5428,2 15 | 13,2.8488,0.7777,0.4944,0.9009,0.4759,0.6901,0.6911,4 16 | 14,2.8495,0.5237,0.4659,0.9453,0.8108,0.7346,0.7355,2 17 | 15,2.8510,0.6213,0.4280,0.4768,0.5598,0.4759,0.3318,6 18 | 16,2.9161,0.7163,0.4894,0.8321,0.7487,0.6169,0.6711,2 19 | 17,2.9866,0.6313,0.4044,0.7472,0.6637,0.5319,0.5861,2 20 | 18,3.1360,0.7307,0.5037,0.5861,0.6691,0.5852,0.4412,6 21 | 19,3.1799,0.5332,0.3165,0.8085,0.5174,0.5978,0.5987,2 22 | 20,3.2349,0.6644,0.4375,0.7803,0.6968,0.5650,0.6192,2 23 | 21,3.2352,0.8075,0.7386,1.1669,1.0835,0.9516,1.0059,2 24 | 22,3.2354,0.8936,0.6666,0.7067,0.8320,0.7481,0.6041,6 25 | 23,3.6836,0.8826,0.6557,0.5473,0.8211,0.7372,0.5931,3 26 | 24,3.8258,0.4821,0.4574,0.7554,0.5145,0.3827,0.4369,5 27 | 25,3.8662,0.9444,0.7174,0.7575,0.8829,0.7989,0.6549,6 28 | 26,4.7812,0.9392,0.7122,1.0550,0.9716,0.8398,0.8940,2 29 | 27,4.8719,1.0750,1.0045,1.4966,1.2054,1.2858,1.2868,2 30 | 28,5.0569,0.7287,0.5018,0.5841,0.6672,0.5833,0.4392,6 31 | 29,5.1556,0.3534,0.2845,0.7128,0.6294,0.4975,0.5518,2 32 | 30,5.9627,0.5951,0.5373,1.0167,0.8822,0.8060,0.8069,2 33 | 31,6.0970,0.5340,0.5153,0.5528,0.4725,0.3886,0.2445,6 34 | 32,6.2964,0.7761,0.5492,0.6315,0.7146,0.6307,0.4866,6 35 | 33,6.3066,0.4842,0.4153,0.8437,0.7602,0.6284,0.6826,2 36 | 34,6.3763,0.7122,0.4954,0.9874,0.6963,0.7767,0.7776,2 37 | 35,6.3917,0.4839,0.5544,0.8523,0.5812,0.3191,0.5164,5 38 | 36,6.5570,0.9771,0.8519,1.3439,0.9190,1.1332,1.1341,2 39 | 37,6.8563,1.2172,0.9902,0.8819,1.1557,1.0717,0.9277,3 40 | 38,6.9538,0.7548,0.5278,0.6102,0.6933,0.6093,0.4653,6 41 | 39,7.0748,0.5554,0.6259,0.9238,0.6527,0.3906,0.5879,5 42 | 40,7.4162,1.0086,0.7379,0.4866,0.9033,0.8750,0.6776,3 43 | 41,7.4888,1.1191,0.9753,0.4833,1.0576,0.9737,0.8296,3 44 | 42,7.5207,0.7930,0.5660,0.4577,0.7314,0.6475,0.5035,3 45 | 43,7.6128,0.7398,0.6709,1.0992,1.0158,0.8840,0.9382,2 46 | 44,7.6140,1.0352,1.0592,0.5672,0.9921,0.8898,0.7770,3 47 | 45,7.7592,0.7594,0.5324,0.8752,0.7918,0.6599,0.7142,2 48 | 46,7.8414,0.7620,0.5351,0.6175,0.7005,0.6166,0.4725,6 49 | 47,7.8812,0.4854,0.5559,0.8538,0.5827,0.3206,0.5179,5 50 | 48,8.2046,0.3612,0.1343,0.4770,0.3936,0.2618,0.3160,2 51 | 49,8.5478,0.8363,0.6093,0.9521,0.8687,0.7369,0.7911,2 52 | 50,8.5687,0.4778,0.4617,0.7596,0.5102,0.3784,0.4326,5 53 | 51,8.5899,0.3517,0.2827,0.7111,0.6277,0.4958,0.5500,2 54 | 52,8.9396,0.1981,0.4265,0.8100,0.5389,0.2768,0.4742,1 55 | 53,9.0343,0.6055,0.3786,0.7213,0.6379,0.5061,0.5603,2 56 | 54,9.0450,0.5203,0.5907,0.6282,0.5236,0.3132,0.3085,6 57 | 55,9.1390,0.4972,0.5676,0.8655,0.5944,0.3323,0.5297,5 58 | 56,9.1479,0.6035,0.6739,0.9718,0.7007,0.4386,0.6360,5 59 | 57,9.8875,0.4821,0.4574,0.7554,0.5145,0.3827,0.4369,5 60 | 58,9.9029,0.6657,0.4388,0.7815,0.6981,0.5663,0.6205,2 61 | 59,10.5036,1.2246,0.9976,0.5504,1.1630,1.0791,0.9351,3 62 | 60,10.6729,0.7793,0.7652,1.1935,1.1101,0.9782,1.0325,2 63 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/cases/cases_nsrr0319.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr0319,EEG3,10.895,1,1.5190907118055557,1.51927734375 3 | nsrr0319,EEG3,10.895,2,1.562541232638889,1.5627256944444445 4 | nsrr0319,EEG3,10.895,3,1.581847873263889,1.5820789930555557 5 | nsrr0319,EEG3,10.895,4,1.6749283854166668,1.6750954861111111 6 | nsrr0319,EEG3,10.895,5,1.6938509114583333,1.6940939670138888 7 | nsrr0319,EEG3,10.895,6,1.6980674913194445,1.6983289930555556 8 | nsrr0319,EEG3,10.895,7,2.405656467013889,2.405869140625 9 | nsrr0319,EEG3,10.895,8,2.4295583767361113,2.4297005208333333 10 | nsrr0319,EEG3,10.895,9,2.4809049479166667,2.4811111111111113 11 | nsrr0319,EEG3,10.895,10,2.5323274739583335,2.532497829861111 12 | nsrr0319,EEG3,10.895,11,2.556027560763889,2.5562000868055557 13 | nsrr0319,EEG3,10.895,12,2.563369140625,2.563537326388889 14 | nsrr0319,EEG3,10.895,13,2.56865234375,2.5687966579861112 15 | nsrr0319,EEG3,10.895,14,2.772453342013889,2.772732204861111 16 | nsrr0319,EEG3,10.895,15,2.7952452256944444,2.795398220486111 17 | nsrr0319,EEG3,10.895,16,2.9640885416666665,2.964236111111111 18 | nsrr0319,EEG3,10.895,17,2.9659407552083334,2.966162109375 19 | nsrr0319,EEG3,10.895,18,2.973376736111111,2.9735633680555558 20 | nsrr0319,EEG3,10.895,19,3.0667881944444444,3.066970486111111 21 | nsrr0319,EEG3,10.895,20,3.088911675347222,3.0891493055555554 22 | nsrr0319,EEG3,10.895,21,3.12404296875,3.1243077256944445 23 | nsrr0319,EEG3,10.895,22,3.269320746527778,3.269474826388889 24 | nsrr0319,EEG3,10.895,23,3.2805436197916666,3.2807584635416664 25 | nsrr0319,EEG3,10.895,24,3.2897840711805557,3.289972873263889 26 | nsrr0319,EEG3,10.895,25,3.298517795138889,3.2987185329861113 27 | nsrr0319,EEG3,10.895,26,3.3094835069444444,3.3096473524305554 28 | nsrr0319,EEG3,10.895,27,3.451418185763889,3.4516102430555557 29 | nsrr0319,EEG3,10.895,28,3.4787000868055555,3.4788943142361113 30 | nsrr0319,EEG3,10.895,29,3.515494791666667,3.515642361111111 31 | nsrr0319,EEG3,10.895,30,3.5190277777777776,3.5191937934027777 32 | nsrr0319,EEG3,10.895,31,3.56806640625,3.5682660590277777 33 | nsrr0319,EEG3,10.895,32,3.579085286458333,3.579309895833333 34 | nsrr0319,EEG3,10.895,33,3.628462456597222,3.628620876736111 35 | nsrr0319,EEG3,10.895,34,3.683595920138889,3.6838682725694443 36 | nsrr0319,EEG3,10.895,35,3.794167751736111,3.7944444444444443 37 | nsrr0319,EEG3,10.895,36,3.8472808159722223,3.8474468315972223 38 | nsrr0319,EEG3,10.895,37,4.020125868055556,4.020322265625 39 | nsrr0319,EEG3,10.895,38,4.165706380208333,4.165848524305556 40 | nsrr0319,EEG3,10.895,39,4.188033854166667,4.188725043402778 41 | nsrr0319,EEG3,10.895,40,4.273302951388889,4.273504774305556 42 | nsrr0319,EEG3,10.895,41,4.617681206597222,4.617982855902778 43 | nsrr0319,EEG3,10.895,42,4.692927517361111,4.693067491319445 44 | nsrr0319,EEG3,10.895,43,4.726165364583333,4.726353081597222 45 | nsrr0319,EEG3,10.895,44,4.7278515625,4.728060980902778 46 | nsrr0319,EEG3,10.895,45,4.737958984375,4.738149956597222 47 | nsrr0319,EEG3,10.895,46,4.7538878038194445,4.754112413194444 48 | nsrr0319,EEG3,10.895,47,4.772327473958334,4.772467447916667 49 | nsrr0319,EEG3,10.895,48,4.904325086805556,4.904571397569445 50 | nsrr0319,EEG3,10.895,49,4.944900173611111,4.945064019097222 51 | nsrr0319,EEG3,10.895,50,4.989572482638889,4.989737413194445 52 | nsrr0319,EEG3,10.895,51,5.073638237847222,5.073811848958333 53 | nsrr0319,EEG3,10.895,52,5.113690321180556,5.113841145833334 54 | nsrr0319,EEG3,10.895,53,5.114881727430555,5.115111762152778 55 | nsrr0319,EEG3,10.895,54,5.167572699652778,5.167852647569444 56 | nsrr0319,EEG3,10.895,55,5.208778211805556,5.208953993055555 57 | nsrr0319,EEG3,10.895,56,5.277210286458334,5.2773665364583335 58 | nsrr0319,EEG3,10.895,57,6.078807508680556,6.079013671875 59 | -------------------------------------------------------------------------------- /datasets/mros_dataset/controls/mros-visit1-aa0754.csv: -------------------------------------------------------------------------------- 1 | mros-visit1-aa0754 2 | Whole Night (hrs): 9.208333 SleepStage2 (hrs): 3.816667 3 | SpindleNo,Frequency,Duration,Amplitude,Time_of_night 4 | 1,12.190476,0.902340,38.002594,0.186083 5 | 2,11.636364,0.601560,56.527047,0.188889 6 | 3,12.549020,0.398440,42.977035,0.199583 7 | 4,12.000000,1.000000,91.477836,0.200056 8 | 5,14.000000,0.500000,112.108034,0.224889 9 | 6,12.549020,0.398440,59.792477,0.309528 10 | 7,12.000000,0.500000,40.314336,0.357333 11 | 8,11.441341,0.699220,73.785000,0.357639 12 | 9,12.549020,0.398440,40.596628,0.357944 13 | 10,12.115226,1.898400,69.878691,0.367722 14 | 11,12.190476,0.902340,100.358587,0.395389 15 | 12,11.892421,1.597700,68.940261,0.395917 16 | 13,12.000000,0.500000,52.018006,0.438889 17 | 14,11.441341,0.699220,122.529946,0.545278 18 | 15,11.377778,0.703120,38.727398,0.603028 19 | 16,12.000000,0.500000,58.991379,0.605056 20 | 17,12.549020,0.398440,52.689403,0.640444 21 | 18,12.427184,0.402340,40.482185,0.939361 22 | 19,14.000000,0.500000,34.187839,0.949583 23 | 20,12.508143,1.199200,55.214771,0.973361 24 | 21,12.000000,0.500000,66.651408,0.991667 25 | 22,12.427184,0.402340,31.830320,1.237694 26 | 23,13.298701,0.300780,43.007553,1.264833 27 | 24,10.039216,0.597660,49.752041,1.323556 28 | 25,12.000000,0.500000,53.253986,1.446556 29 | 26,11.130435,0.898440,71.671626,4.857806 30 | 27,12.000000,1.000000,64.461738,6.716944 31 | 28,12.549020,0.398440,47.898070,7.121056 32 | 29,12.427184,0.402340,38.673991,7.293722 33 | 30,11.636364,0.601560,58.152132,7.336250 34 | 31,10.039216,0.398440,36.156252,7.338222 35 | 32,12.427184,0.402340,48.737316,7.342139 36 | 33,10.000000,0.500000,39.139391,7.344333 37 | 34,12.549020,0.398440,43.099107,7.350722 38 | 35,12.000000,0.500000,44.014649,7.386889 39 | 36,12.549020,0.398440,42.771038,7.419861 40 | 37,12.427184,0.402340,43.656062,7.438722 41 | 38,10.039216,0.398440,44.556344,7.455222 42 | 39,12.549020,0.398440,43.724727,7.457806 43 | 40,12.549020,0.796880,48.912795,7.471139 44 | 41,12.709220,1.101600,67.170214,7.480750 45 | 42,13.298701,0.300780,34.477760,7.487722 46 | 43,13.298701,0.300780,47.386893,7.491250 47 | 44,13.298701,0.300780,40.375372,7.566889 48 | 45,12.549020,0.398440,59.060044,7.585222 49 | 46,11.636364,0.601560,95.651179,7.612694 50 | 47,14.000000,0.500000,36.530098,7.639694 51 | 48,11.712418,0.597660,41.626612,7.653361 52 | 49,12.000000,0.500000,46.105135,7.660472 53 | 50,12.427184,0.402340,52.971695,7.666444 54 | 51,12.000000,0.500000,37.918669,7.694778 55 | 52,12.427184,0.402340,44.602121,7.709972 56 | 53,10.039216,0.398440,44.510567,7.713000 57 | 54,11.441341,0.699220,54.345006,7.751472 58 | 55,11.294118,0.796880,76.142519,7.755444 59 | 56,12.000000,0.500000,46.639200,7.758222 60 | 57,11.636364,0.601560,51.926452,7.758750 61 | 58,12.549020,0.398440,37.209125,7.801056 62 | 59,12.549020,0.398440,39.726864,8.008139 63 | 60,12.549020,0.398440,33.844511,8.010417 64 | 61,13.298701,0.300780,48.149844,8.044083 65 | 62,12.549020,0.398440,35.523003,8.080167 66 | 63,12.487805,0.800780,70.244907,8.183194 67 | 64,13.298701,0.300780,42.763409,8.186056 68 | 65,12.000000,0.500000,48.691539,8.204694 69 | 66,11.239024,0.800780,60.753796,8.216528 70 | 67,11.636364,0.601560,51.308461,8.247472 71 | 68,12.427184,0.402340,47.287709,8.260389 72 | 69,11.636364,0.601560,60.044251,8.265111 73 | 70,12.549020,0.398440,44.113832,8.309472 74 | 71,13.298701,0.300780,42.122530,8.362611 75 | 72,12.666667,1.500000,68.116274,8.420917 76 | 73,11.712418,0.597660,52.437629,8.444889 77 | 74,10.039216,0.796880,55.909056,8.461833 78 | 75,15.058824,0.398440,47.714961,8.501694 79 | 76,11.239024,0.800780,45.990692,8.532972 80 | 77,13.298701,0.300780,46.761273,8.546111 81 | 78,12.549020,0.398440,49.668116,8.561139 82 | 79,13.298701,0.300780,40.588998,8.651639 83 | 80,11.712418,0.597660,46.379797,8.736194 84 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/cases/cases_nsrr3530.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr3530,EEG3,10.895,1,3.5679134114583335,3.56814453125 3 | nsrr3530,EEG3,10.895,2,3.569140625,3.5692816840277777 4 | nsrr3530,EEG3,10.895,3,3.570322265625,3.5705436197916667 5 | nsrr3530,EEG3,10.895,4,3.5739236111111112,3.5741026475694446 6 | nsrr3530,EEG3,10.895,5,3.648853081597222,3.648991970486111 7 | nsrr3530,EEG3,10.895,6,3.650310329861111,3.65046875 8 | nsrr3530,EEG3,10.895,7,3.651261935763889,3.651439887152778 9 | nsrr3530,EEG3,10.895,8,3.6635286458333334,3.6636946614583334 10 | nsrr3530,EEG3,10.895,9,3.66416015625,3.664326171875 11 | nsrr3530,EEG3,10.895,10,3.67001953125,3.6701812065972224 12 | nsrr3530,EEG3,10.895,11,3.6725358072916667,3.672732204861111 13 | nsrr3530,EEG3,10.895,12,3.6906358506944446,3.6907801649305556 14 | nsrr3530,EEG3,10.895,13,3.6966482204861113,3.696813151041667 15 | nsrr3530,EEG3,10.895,14,3.6972526041666667,3.6974967447916667 16 | nsrr3530,EEG3,10.895,15,3.697783203125,3.6979437934027777 17 | nsrr3530,EEG3,10.895,16,3.7255533854166667,3.725705295138889 18 | nsrr3530,EEG3,10.895,17,3.726861979166667,3.727004123263889 19 | nsrr3530,EEG3,10.895,18,3.777626953125,3.7778580729166666 20 | nsrr3530,EEG3,10.895,19,3.8435980902777778,3.843744574652778 21 | nsrr3530,EEG3,10.895,20,3.9112510850694444,3.9114095052083333 22 | nsrr3530,EEG3,10.895,21,3.935338541666667,3.935544704861111 23 | nsrr3530,EEG3,10.895,22,4.017567274305556,4.017711588541666 24 | nsrr3530,EEG3,10.895,23,4.0337109375,4.033863932291666 25 | nsrr3530,EEG3,10.895,24,4.123875868055555,4.124039713541666 26 | nsrr3530,EEG3,10.895,25,4.16140625,4.161605902777778 27 | nsrr3530,EEG3,10.895,26,4.183754340277778,4.183917100694444 28 | nsrr3530,EEG3,10.895,27,4.245709635416667,4.245894097222222 29 | nsrr3530,EEG3,10.895,28,4.302097439236111,4.3023068576388885 30 | nsrr3530,EEG3,10.895,29,4.529142795138889,4.529318576388889 31 | nsrr3530,EEG3,10.895,30,4.563848741319444,4.563991970486111 32 | nsrr3530,EEG3,10.895,31,4.600954861111111,4.601098090277778 33 | nsrr3530,EEG3,10.895,32,4.606826171875,4.606984592013889 34 | nsrr3530,EEG3,10.895,33,4.61609375,4.6162706163194445 35 | nsrr3530,EEG3,10.895,34,4.6282736545138885,4.628447265625 36 | nsrr3530,EEG3,10.895,35,5.037489149305555,5.037639973958333 37 | nsrr3530,EEG3,10.895,36,5.0952376302083335,5.095422092013889 38 | nsrr3530,EEG3,10.895,37,5.498856336805556,5.499013671875 39 | nsrr3530,EEG3,10.895,38,5.913984375,5.914159071180555 40 | nsrr3530,EEG3,10.895,39,5.975008680555556,5.97515625 41 | nsrr3530,EEG3,10.895,40,6.016038411458333,6.016189236111111 42 | nsrr3530,EEG3,10.895,41,6.042569444444444,6.042758246527778 43 | nsrr3530,EEG3,10.895,42,6.088672960069444,6.088822699652778 44 | nsrr3530,EEG3,10.895,43,6.108569878472222,6.108837890625 45 | nsrr3530,EEG3,10.895,44,6.122404513888889,6.122638888888889 46 | nsrr3530,EEG3,10.895,45,6.132058376736111,6.1322265625 47 | nsrr3530,EEG3,10.895,46,6.159845920138889,6.160024956597222 48 | nsrr3530,EEG3,10.895,47,6.168234592013889,6.168415798611111 49 | nsrr3530,EEG3,10.895,48,6.189985894097222,6.190258246527778 50 | nsrr3530,EEG3,10.895,49,6.191866319444444,6.192018229166667 51 | nsrr3530,EEG3,10.895,50,6.202764756944444,6.202915581597222 52 | nsrr3530,EEG3,10.895,51,6.205152994791667,6.2053841145833335 53 | nsrr3530,EEG3,10.895,52,6.223720703125,6.223914930555556 54 | nsrr3530,EEG3,10.895,53,6.224541015625,6.224696180555555 55 | nsrr3530,EEG3,10.895,54,6.3247688802083335,6.324954427083333 56 | nsrr3530,EEG3,10.895,55,6.376704644097222,6.376996527777778 57 | nsrr3530,EEG3,10.895,56,8.0772265625,8.077435980902777 58 | nsrr3530,EEG3,10.895,57,8.082083333333333,8.082249348958333 59 | nsrr3530,EEG3,10.895,58,8.368740234375,8.36890625 60 | nsrr3530,EEG3,10.895,59,8.387440321180556,8.387601996527778 61 | nsrr3530,EEG3,10.895,60,8.388087022569444,8.388291015625 62 | -------------------------------------------------------------------------------- /sub_spindle_type/visit1/controls/membership_mros-visit1-aa1631.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,3.7048,0.5419,0.6123,0.4245,0.5452,0.3310,0.3301,6 3 | 1,3.7224,0.5721,0.6425,0.5578,0.5754,0.3612,0.3603,6 4 | 2,3.7280,0.3458,0.5082,0.8917,0.6300,0.4981,0.5558,1 5 | 3,3.7281,0.6363,0.6193,0.1910,0.5126,0.5027,0.3520,3 6 | 4,3.7596,1.0024,0.7191,1.0158,0.6067,0.8688,0.8060,4 7 | 5,3.7622,1.0559,0.9855,1.4775,1.0526,1.2668,1.2677,2 8 | 6,3.7759,0.3941,0.6307,1.0142,0.7431,0.4810,0.6783,1 9 | 7,3.8037,0.4974,0.4979,0.4133,0.4359,0.3520,0.2157,6 10 | 8,4.2892,0.4364,0.6730,1.0565,0.7854,0.5233,0.7206,1 11 | 9,4.3019,0.3732,0.6098,0.9933,0.7221,0.4601,0.6574,1 12 | 10,4.3146,0.4956,0.4349,0.8632,0.7798,0.6479,0.7022,2 13 | 11,4.3159,0.4278,0.4262,0.8097,0.7120,0.5801,0.6343,2 14 | 12,4.3764,0.6931,0.7072,0.2789,0.6004,0.4941,0.4399,3 15 | 13,4.3987,0.5459,0.5395,0.3517,0.4844,0.4005,0.2572,6 16 | 14,4.4020,0.9695,0.6862,0.3027,0.8120,0.8359,0.6386,3 17 | 15,4.4534,0.4678,0.5383,0.4536,0.4712,0.3116,0.2560,6 18 | 16,4.5620,0.5187,0.4580,0.8863,0.8029,0.6711,0.7253,2 19 | 17,4.5883,0.6764,0.4495,0.4097,0.6149,0.5310,0.3869,6 20 | 18,5.5640,0.3189,0.5555,0.9390,0.6678,0.4508,0.6031,1 21 | 19,5.5888,0.6457,0.7161,0.5283,0.6490,0.4348,0.4339,6 22 | 20,5.6969,0.3394,0.5760,0.9595,0.6883,0.4303,0.6236,1 23 | 21,5.7482,0.5187,0.5667,0.3790,0.4996,0.3732,0.2845,6 24 | 22,5.7920,0.3718,0.4822,0.8657,0.6559,0.5241,0.5783,1 25 | 23,5.8011,0.5840,0.5135,1.0056,0.8188,0.7948,0.7957,2 26 | 24,6.1370,1.3283,1.0450,0.6615,0.9326,1.1947,0.9974,3 27 | 25,6.1664,0.4712,0.3540,0.8461,0.4212,0.6353,0.6363,2 28 | 26,6.1733,0.3083,0.3545,0.8017,0.2583,0.4724,0.4734,4 29 | 27,6.1871,0.5753,0.6458,0.5611,0.5787,0.3645,0.3635,6 30 | 28,6.2223,0.3678,0.4862,0.8696,0.6520,0.5202,0.5744,1 31 | 29,6.3216,0.4330,0.4210,0.8044,0.7172,0.5854,0.6396,2 32 | 30,7.0447,0.3162,0.5378,0.9213,0.6502,0.4685,0.5854,1 33 | 31,7.1961,0.3413,0.5780,0.9614,0.6903,0.4284,0.6256,1 34 | 32,7.2776,0.5590,0.6294,0.5448,0.5623,0.3481,0.3472,6 35 | 33,7.3122,0.5191,0.5663,0.3785,0.4992,0.3736,0.2841,6 36 | 34,7.3328,0.6432,0.6573,0.2289,0.5505,0.4648,0.3900,3 37 | 35,7.8881,0.5298,0.6002,0.5155,0.5331,0.3189,0.3180,6 38 | 36,7.9272,0.8698,0.7994,1.2914,0.8665,1.0807,1.0816,2 39 | 37,7.9421,0.6328,0.5720,1.0004,0.9169,0.7851,0.8393,2 40 | 38,7.9598,0.3437,0.5804,0.9638,0.6927,0.4306,0.6280,1 41 | 39,8.1351,0.5676,0.4277,0.3430,0.5061,0.4222,0.2781,6 42 | 40,8.1513,0.4026,0.6392,1.0227,0.7516,0.4895,0.6868,1 43 | 41,8.1526,0.5694,0.4260,0.3413,0.5078,0.4239,0.2799,6 44 | 42,8.1740,0.2463,0.4165,0.8636,0.2510,0.4105,0.4790,1 45 | 43,8.1820,0.7959,0.5126,0.8093,0.4002,0.6623,0.5995,4 46 | 44,8.1839,1.0369,0.8663,0.4380,0.6412,0.9033,0.7059,3 47 | 45,8.1892,0.6121,0.3851,0.3453,0.5506,0.4667,0.3226,6 48 | 46,8.1922,0.8642,0.5809,0.1974,0.7067,0.7306,0.5333,3 49 | 47,8.2155,0.7192,0.5365,0.1081,0.5617,0.5856,0.3883,3 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-------------------------------------------------------------------------------- /sub_spindle_type/visit1/controls/membership_mros-visit1-aa2664.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,0.5295,0.5337,0.4322,0.7037,0.5398,0.4079,0.4622,5 3 | 1,0.6431,0.9351,0.8647,1.3567,0.9318,1.1460,1.1469,2 4 | 2,0.6796,0.6157,0.6016,1.0299,0.9465,0.8147,0.8689,2 5 | 3,0.7954,0.5392,0.6096,0.8812,0.6100,0.3480,0.5453,5 6 | 4,1.0771,0.7914,0.5081,0.9637,0.7022,0.7530,0.7539,2 7 | 5,1.5322,0.4505,0.1672,0.5473,0.2760,0.3365,0.3375,2 8 | 6,1.7265,0.6877,0.4044,0.7845,0.5133,0.5738,0.5747,2 9 | 7,1.7448,0.2583,0.3827,0.7662,0.5892,0.4573,0.5116,1 10 | 8,1.8033,1.3874,1.1040,1.1130,0.9917,1.2538,1.0564,4 11 | 9,2.0326,0.5490,0.6195,0.8910,0.6199,0.3578,0.5552,5 12 | 10,2.0353,1.1482,0.9212,0.4740,1.0866,1.0027,0.8587,3 13 | 11,2.1185,0.4984,0.2151,0.5952,0.3239,0.3845,0.3854,2 14 | 12,2.5113,0.7218,0.7922,0.3065,0.7251,0.5319,0.5100,3 15 | 13,2.6107,0.5782,0.2949,0.7505,0.4890,0.5398,0.5407,2 16 | 14,2.6373,0.4342,0.4201,0.8484,0.7650,0.6332,0.6874,2 17 | 15,2.6805,1.0233,0.7963,0.3554,0.9617,0.8778,0.7337,3 18 | 16,2.6833,0.6304,0.3470,0.7272,0.4559,0.5164,0.5174,2 19 | 17,2.7070,0.6648,0.6057,0.9410,0.3367,0.5509,0.5563,4 20 | 18,2.7094,0.3701,0.1493,0.4846,0.1956,0.2561,0.2571,2 21 | 19,2.7106,0.6712,0.7417,0.3618,0.6746,0.4863,0.4594,3 22 | 20,2.7109,0.6608,0.7312,0.3514,0.6641,0.4967,0.4490,3 23 | 21,2.7471,1.0435,0.9730,1.4651,1.0401,1.2543,1.2552,2 24 | 22,2.7755,0.6501,0.5797,1.0717,0.6468,0.8610,0.8619,2 25 | 23,2.8070,0.8801,0.5968,0.9769,0.5520,0.7661,0.7671,4 26 | 24,2.8087,0.7512,0.4679,0.4768,0.3555,0.6176,0.4203,4 27 | 25,2.9419,0.7419,0.4687,0.8889,0.4640,0.6782,0.6791,4 28 | 26,2.9808,0.2021,0.4854,0.8689,0.5977,0.3547,0.5330,1 29 | 27,3.1011,0.7933,0.5802,0.2313,0.7317,0.6478,0.5038,3 30 | 28,3.1598,0.4145,0.4004,0.8287,0.7453,0.6135,0.6677,2 31 | 29,3.1749,1.1577,0.9308,0.4836,1.0962,1.0123,0.8682,3 32 | 30,3.2499,0.9306,0.7036,0.2627,0.8690,0.7851,0.6410,3 33 | 31,3.5553,1.0631,0.8362,0.3890,1.0016,0.9177,0.7736,3 34 | 32,3.6551,0.5465,0.4194,0.6910,0.5525,0.4207,0.4749,2 35 | 33,4.5134,0.6749,0.7453,0.3654,0.6782,0.4827,0.4631,3 36 | 34,4.6186,0.6901,0.7605,0.3806,0.6934,0.4792,0.4783,3 37 | 35,4.6531,0.6167,0.6871,0.9587,0.6875,0.4255,0.6228,5 38 | 36,4.6812,1.1983,0.9150,1.0355,0.8026,1.0647,0.8674,4 39 | 37,4.6822,1.0659,0.9955,1.4875,1.0626,1.2768,1.2777,2 40 | 38,4.7795,0.4042,0.3901,0.8185,0.7350,0.6032,0.6574,2 41 | 39,5.0137,1.1693,0.8860,0.5615,0.7736,1.0357,0.8384,3 42 | 40,5.0286,0.7057,0.7761,0.2904,0.7090,0.5480,0.4939,3 43 | 41,5.0525,0.5125,0.5830,0.8545,0.5834,0.3213,0.5187,5 44 | 42,5.1453,0.8244,0.6452,0.1595,0.7629,0.6789,0.5349,3 45 | 43,5.3353,0.4766,0.5470,0.8186,0.5475,0.2931,0.4827,5 46 | 44,7.0862,0.8075,0.5805,0.2455,0.7459,0.6620,0.5180,3 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61,8.3622,1.5698,1.4512,1.9432,1.5183,1.7325,1.7334,2 64 | 62,8.3681,0.7079,0.6375,1.1295,0.7046,0.9188,0.9197,2 65 | 63,8.4574,0.5947,0.3114,0.7670,0.5055,0.5563,0.5572,2 66 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/controls/controls_nsrr0219.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr0219,EEG3,10.895,1,1.533752170138889,1.5339127604166667 3 | nsrr0219,EEG3,10.895,2,1.5345909288194444,1.5348600260416667 4 | nsrr0219,EEG3,10.895,3,1.5425401475694445,1.5430924479166668 5 | nsrr0219,EEG3,10.895,4,1.5471875,1.5474739583333332 6 | nsrr0219,EEG3,10.895,5,1.554365234375,1.5545062934027778 7 | nsrr0219,EEG3,10.895,6,1.5609559461805556,1.561120876736111 8 | nsrr0219,EEG3,10.895,7,1.5646061197916667,1.5647450086805557 9 | nsrr0219,EEG3,10.895,8,1.5676399739583333,1.5677918836805556 10 | nsrr0219,EEG3,10.895,9,1.606349826388889,1.6066026475694444 11 | nsrr0219,EEG3,10.895,10,1.6698133680555556,1.670050998263889 12 | nsrr0219,EEG3,10.895,11,1.6747005208333334,1.6748567708333333 13 | nsrr0219,EEG3,10.895,12,1.7226790364583333,1.7230121527777778 14 | nsrr0219,EEG3,10.895,13,1.7284602864583334,1.7286555989583334 15 | nsrr0219,EEG3,10.895,14,1.7868478732638888,1.7870855034722222 16 | nsrr0219,EEG3,10.895,15,1.83587890625,1.8360828993055556 17 | nsrr0219,EEG3,10.895,16,2.295240885416667,2.295463324652778 18 | nsrr0219,EEG3,10.895,17,2.3121788194444446,2.3124424913194446 19 | nsrr0219,EEG3,10.895,18,2.344077690972222,2.344230685763889 20 | nsrr0219,EEG3,10.895,19,2.358318142361111,2.358562282986111 21 | nsrr0219,EEG3,10.895,20,2.3718229166666664,2.3721820746527778 22 | nsrr0219,EEG3,10.895,21,2.3922222222222222,2.3924772135416665 23 | nsrr0219,EEG3,10.895,22,2.43318359375,2.4333452690972224 24 | nsrr0219,EEG3,10.895,23,2.4505110677083333,2.4507649739583335 25 | nsrr0219,EEG3,10.895,24,2.4729676649305556,2.4731488715277776 26 | nsrr0219,EEG3,10.895,25,2.4946723090277776,2.4948448350694443 27 | nsrr0219,EEG3,10.895,26,2.5277821180555557,2.5279361979166666 28 | nsrr0219,EEG3,10.895,27,2.5295735677083333,2.5297222222222224 29 | nsrr0219,EEG3,10.895,28,2.548245442708333,2.548459201388889 30 | nsrr0219,EEG3,10.895,29,2.550656467013889,2.5507964409722224 31 | nsrr0219,EEG3,10.895,30,2.9393413628472222,2.939513888888889 32 | nsrr0219,EEG3,10.895,31,2.950847439236111,2.951011284722222 33 | nsrr0219,EEG3,10.895,32,2.9564029947916666,2.956548394097222 34 | nsrr0219,EEG3,10.895,33,2.9594683159722224,2.9596082899305554 35 | nsrr0219,EEG3,10.895,34,2.9896560329861113,2.9898166232638888 36 | nsrr0219,EEG3,10.895,35,3.001726345486111,3.0018912760416665 37 | nsrr0219,EEG3,10.895,36,3.9444683159722222,3.944646267361111 38 | nsrr0219,EEG3,10.895,37,3.9537174479166666,3.9538856336805557 39 | nsrr0219,EEG3,10.895,38,4.298312717013889,4.298458116319445 40 | nsrr0219,EEG3,10.895,39,4.339434678819444,4.339603949652778 41 | nsrr0219,EEG3,10.895,40,4.401756727430556,4.401936848958333 42 | nsrr0219,EEG3,10.895,41,4.408170572916666,4.408419053819444 43 | nsrr0219,EEG3,10.895,42,4.4218565538194445,4.422103949652778 44 | nsrr0219,EEG3,10.895,43,5.134271918402778,5.1344162326388885 45 | nsrr0219,EEG3,10.895,44,5.140942925347222,5.141097005208334 46 | nsrr0219,EEG3,10.895,45,5.417752821180556,5.417993706597223 47 | nsrr0219,EEG3,10.895,46,5.426212022569445,5.426379123263889 48 | nsrr0219,EEG3,10.895,47,5.474901258680555,5.475065104166666 49 | nsrr0219,EEG3,10.895,48,5.487452256944445,5.487784288194445 50 | nsrr0219,EEG3,10.895,49,5.537172309027778,5.537387152777778 51 | nsrr0219,EEG3,10.895,50,5.553141276041667,5.553349609375 52 | nsrr0219,EEG3,10.895,51,5.566737196180555,5.567218967013889 53 | nsrr0219,EEG3,10.895,52,5.578298611111111,5.578500434027778 54 | nsrr0219,EEG3,10.895,53,5.581287977430556,5.581468098958333 55 | nsrr0219,EEG3,10.895,54,5.6581423611111115,5.658518880208334 56 | nsrr0219,EEG3,10.895,55,5.661963975694444,5.6621321614583335 57 | nsrr0219,EEG3,10.895,56,5.692336154513889,5.692591145833333 58 | nsrr0219,EEG3,10.895,57,5.758525390625,5.758668619791667 59 | nsrr0219,EEG3,10.895,58,5.806573350694444,5.806767578125 60 | nsrr0219,EEG3,10.895,59,5.882265625,5.882489149305556 61 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/controls/controls_nsrr0612.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr0612,EEG3,10.895,1,2.6459168836805556,2.6461480034722222 3 | nsrr0612,EEG3,10.895,2,2.7332063802083333,2.733361545138889 4 | nsrr0612,EEG3,10.895,3,2.7342740885416665,2.734453125 5 | nsrr0612,EEG3,10.895,4,2.734938151041667,2.735099826388889 6 | nsrr0612,EEG3,10.895,5,2.76751953125,2.767677951388889 7 | nsrr0612,EEG3,10.895,6,2.7693804253472223,2.7695301649305555 8 | nsrr0612,EEG3,10.895,7,2.771833767361111,2.772161458333333 9 | nsrr0612,EEG3,10.895,8,2.7732584635416666,2.7734950086805554 10 | nsrr0612,EEG3,10.895,9,2.77927734375,2.779460720486111 11 | nsrr0612,EEG3,10.895,10,2.783904079861111,2.7841449652777777 12 | nsrr0612,EEG3,10.895,11,2.8002864583333333,2.800747612847222 13 | nsrr0612,EEG3,10.895,12,3.012739800347222,3.0129047309027777 14 | nsrr0612,EEG3,10.895,13,3.047532552083333,3.0476779513888888 15 | nsrr0612,EEG3,10.895,14,3.5214659288194445,3.521609157986111 16 | nsrr0612,EEG3,10.895,15,3.536662326388889,3.5368109809027777 17 | nsrr0612,EEG3,10.895,16,3.6287131076388888,3.6288639322916665 18 | nsrr0612,EEG3,10.895,17,3.9142078993055556,3.9143912760416666 19 | nsrr0612,EEG3,10.895,18,3.91548828125,3.9156553819444446 20 | nsrr0612,EEG3,10.895,19,3.9332790798611112,3.9334700520833334 21 | nsrr0612,EEG3,10.895,20,4.040252821180555,4.040436197916667 22 | nsrr0612,EEG3,10.895,21,4.076547309027778,4.076714409722222 23 | nsrr0612,EEG3,10.895,22,4.242639973958333,4.242876519097222 24 | nsrr0612,EEG3,10.895,23,4.258479817708333,4.258626302083333 25 | nsrr0612,EEG3,10.895,24,4.2713433159722225,4.271485460069444 26 | nsrr0612,EEG3,10.895,25,4.273070746527778,4.273219401041667 27 | nsrr0612,EEG3,10.895,26,4.291867404513889,4.29203125 28 | nsrr0612,EEG3,10.895,27,4.318561197916667,4.3187456597222225 29 | nsrr0612,EEG3,10.895,28,4.349645182291667,4.3497927517361115 30 | nsrr0612,EEG3,10.895,29,4.488916015625,4.4891156684027775 31 | nsrr0612,EEG3,10.895,30,4.497380642361111,4.497575954861111 32 | nsrr0612,EEG3,10.895,31,4.573411458333333,4.5735546875 33 | nsrr0612,EEG3,10.895,32,4.620874565972223,4.621057942708333 34 | nsrr0612,EEG3,10.895,33,4.680430772569444,4.680578342013889 35 | nsrr0612,EEG3,10.895,34,4.697176649305556,4.697332899305556 36 | nsrr0612,EEG3,10.895,35,4.745387369791667,4.745608723958333 37 | nsrr0612,EEG3,10.895,36,4.746166449652778,4.746314019097222 38 | nsrr0612,EEG3,10.895,37,4.749441189236111,4.749663628472222 39 | nsrr0612,EEG3,10.895,38,5.205094401041666,5.205247395833333 40 | nsrr0612,EEG3,10.895,39,5.2694715711805555,5.269873046875 41 | nsrr0612,EEG3,10.895,40,5.278590494791667,5.278846571180556 42 | nsrr0612,EEG3,10.895,41,5.28900390625,5.289171006944445 43 | nsrr0612,EEG3,10.895,42,5.301235894097222,5.301391059027778 44 | nsrr0612,EEG3,10.895,43,5.5084809027777775,5.508699001736111 45 | nsrr0612,EEG3,10.895,44,5.986214192708333,5.9864713541666665 46 | nsrr0612,EEG3,10.895,45,5.9927766927083335,5.992916666666667 47 | nsrr0612,EEG3,10.895,46,7.334556206597222,7.334718967013889 48 | nsrr0612,EEG3,10.895,47,7.38837890625,7.388553602430555 49 | nsrr0612,EEG3,10.895,48,7.400863715277778,7.401046006944444 50 | nsrr0612,EEG3,10.895,49,7.424996744791667,7.425213758680556 51 | nsrr0612,EEG3,10.895,50,7.588094618055556,7.588246527777778 52 | nsrr0612,EEG3,10.895,51,7.61298828125,7.613206380208333 53 | nsrr0612,EEG3,10.895,52,7.641929253472222,7.642107204861111 54 | nsrr0612,EEG3,10.895,53,7.702800564236111,7.702989366319445 55 | nsrr0612,EEG3,10.895,54,7.706792534722222,7.706944444444445 56 | nsrr0612,EEG3,10.895,55,7.728566623263889,7.728809678819444 57 | nsrr0612,EEG3,10.895,56,7.732489149305556,7.733034939236111 58 | nsrr0612,EEG3,10.895,57,7.765619574652778,7.765775824652778 59 | nsrr0612,EEG3,10.895,58,7.7911154513888885,7.791258680555556 60 | nsrr0612,EEG3,10.895,59,7.8462109375,7.846498480902778 61 | nsrr0612,EEG3,10.895,60,7.850993923611111,7.8512185329861115 62 | -------------------------------------------------------------------------------- /lstm_sequence.py: -------------------------------------------------------------------------------- 1 | from keras.layers import LSTM 2 | from keras import layers 3 | from keras.models import Sequential 4 | from Unit import SpindleData 5 | from keras.layers import Flatten, Dense, Embedding 6 | import numpy as np 7 | import os 8 | from Unit import draw 9 | 10 | from keras.callbacks import Callback 11 | from sklearn.metrics import f1_score, precision_score, recall_score 12 | from keras.backend.tensorflow_backend import set_session 13 | import tensorflow as tf 14 | # os.environ["CUDA_VISIBLE_DEVICES"] = "0" 15 | # config = tf.ConfigProto() 16 | # config.gpu_options.allow_growth = True 17 | # set_session(tf.Session(config=config)) #将GPU设置为按需分配 18 | 19 | run_path = "data/mros" #程序运行的路径,实验结果的保存 20 | dataset_path = "datasets/mros_dataset/" #实验中原始数据存放位置 21 | 22 | 23 | #******************************************** Accuracy, Recall, Precision 相关的计算方法************************* 24 | class Metrics(Callback): 25 | def on_train_begin(self, logs={}): 26 | self.val_f1s = [] 27 | self.val_recalls = [] 28 | self.val_precisions = [] 29 | 30 | def on_epoch_end(self, epoch, logs={}): 31 | val_predict = (np.asarray(self.model.predict( 32 | self.validation_data[0]))).round() 33 | val_targ = self.validation_data[1] 34 | _val_f1 = f1_score(val_targ, val_predict) 35 | _val_recall = recall_score(val_targ, val_predict) 36 | _val_precision = precision_score(val_targ, val_predict) 37 | self.val_f1s.append(_val_f1) 38 | self.val_recalls.append(_val_recall) 39 | self.val_precisions.append(_val_precision) 40 | return _val_precision, _val_recall, _val_f1 41 | 42 | 43 | def learning_lstm(): #lstm暂时还是比较适合于文本中，对于有序序暂不合适 44 | x_train, y_labels, length = data_test() 45 | x_train = np.expand_dims(x_train, axis=2) 46 | 47 | model = Sequential() 48 | # model.add(Embedding(max_feature, 32)) 49 | model.add(LSTM(48, input_shape=(length, 1))) 50 | 51 | model.add(Dense(1, activation='sigmoid')) 52 | 53 | model.compile(optimizer='rmsprop', loss='binary_crossentropy', metrics=['acc']) 54 | model.summary() 55 | 56 | print("DIMs=%d"%(x_train[0].shape[0])) 57 | history = model.fit(x_train, y_labels, epochs=3, batch_size=48, validation_split=0.2) 58 | 59 | metrics = Metrics() 60 | model.fit(x_train, y_labels, epochs=10, batch_size=48, 61 | verbose=0, validation_split=0.2, 62 | callbacks=[metrics]) 63 | precision, recall, f1 = metrics.on_epoch_end(epoch=3) 64 | print("%.4lf,%.4lf,%.4lf" % (precision, recall, f1)) 65 | draw(history) 66 | 67 | 68 | def learning_gru(): #gru是其lstm的简化版简化版 69 | x_train, y_labels, length = data_test() 70 | x_train = np.expand_dims(x_train, axis=2) 71 | 72 | model = Sequential() 73 | # model.add(Embedding(max_feature, 32)) 74 | model.add(layers.GRU(32, input_shape=(length, 1))) 75 | 76 | model.add(Dense(1, activation='sigmoid')) 77 | 78 | model.compile(optimizer='rmsprop', loss='mae', metrics=['acc']) 79 | model.summary() 80 | 81 | print("DIMs=%d"%(x_train[0].shape[0])) 82 | history = model.fit(x_train, y_labels, epochs=100, batch_size=32, validation_split=0.4) 83 | draw(history) 84 | 85 | 86 | def data_test(): 87 | length = 0 #每一个系列的长度 88 | spindle = SpindleData(step=0.001) 89 | spindle.set_bit_coding() 90 | x_train = spindle.coding_q 91 | 92 | y_train = np.asarray(spindle.labels) 93 | #将数据打乱 94 | arr = np.arange(y_train.__len__()) 95 | np.random.shuffle(arr) 96 | x_train = x_train[arr] 97 | y_train = y_train[arr] 98 | length = int(spindle.max_length) 99 | return x_train, y_train, length 100 | 101 | 102 | # learning_gru() 103 | learning_lstm() -------------------------------------------------------------------------------- /datasets/mros_dataset/controls/mros-visit1-aa1724.csv: -------------------------------------------------------------------------------- 1 | mros-visit1-aa1724 2 | Whole Night (hrs): 12.783333 SleepStage2 (hrs): 5.225000 3 | SpindleNo,Frequency,Duration,Amplitude,Time_of_night 4 | 1,13.298701,0.300780,27.885863,1.752278 5 | 2,14.000000,0.500000,39.986267,1.767056 6 | 3,14.000000,0.500000,50.118257,1.843139 7 | 4,14.000000,0.500000,33.684291,1.869833 8 | 5,15.058824,0.398440,43.762875,1.974472 9 | 6,14.961039,0.601560,41.161212,1.987472 10 | 7,14.000000,0.500000,41.687648,2.021278 11 | 8,13.298701,0.300780,32.211795,2.022583 12 | 9,13.298701,0.300780,22.018769,2.072028 13 | 10,14.000000,0.500000,40.192264,2.788639 14 | 11,13.298701,0.300780,30.487526,2.818306 15 | 12,16.623377,0.300780,29.640650,3.202056 16 | 13,13.298701,0.300780,28.068971,3.253056 17 | 14,14.912621,0.402340,26.070039,3.265389 18 | 15,12.871508,0.699220,43.961242,3.274889 19 | 16,15.058824,0.398440,44.762341,3.457583 20 | 17,14.301676,0.699220,35.950256,3.488278 21 | 18,13.298701,0.300780,28.610666,3.512639 22 | 19,14.000000,0.500000,33.470665,3.527083 23 | 20,14.000000,0.500000,43.877317,3.544833 24 | 21,14.000000,0.500000,29.076066,3.623806 25 | 22,15.058824,0.398440,37.346456,3.730000 26 | 23,13.298701,0.601560,58.793011,3.750139 27 | 24,13.298701,0.300780,29.724575,3.808611 28 | 25,12.871508,0.699220,35.179675,3.834194 29 | 26,12.871508,0.699220,41.710536,3.908917 30 | 27,15.058824,0.398440,41.290913,3.923889 31 | 28,13.298701,0.300780,25.047684,3.939861 32 | 29,12.549020,0.398440,42.084382,4.010583 33 | 30,13.298701,0.300780,29.961089,4.089000 34 | 31,12.427184,0.402340,50.492103,4.111500 35 | 32,14.000000,0.500000,37.239643,4.112750 36 | 33,12.549020,0.398440,29.167620,4.143472 37 | 34,12.549020,0.398440,43.160143,4.161750 38 | 35,14.000000,0.500000,35.362783,4.516083 39 | 36,13.298701,0.300780,23.140307,4.527833 40 | 37,12.427184,0.402340,34.081025,4.548306 41 | 38,10.039216,0.398440,26.665141,5.786833 42 | 39,13.298701,0.601560,54.848554,5.805194 43 | 40,14.000000,0.500000,41.832609,5.870417 44 | 41,14.301676,0.699220,56.717784,5.879472 45 | 42,12.549020,0.398440,34.935531,5.885417 46 | 43,14.000000,0.500000,41.382467,5.892139 47 | 44,14.000000,0.500000,35.782406,5.911806 48 | 45,13.736585,0.800780,54.612039,5.950222 49 | 46,13.298701,0.300780,26.321813,5.952750 50 | 47,13.298701,0.300780,23.338674,6.083444 51 | 48,12.871508,0.699220,42.259861,6.084167 52 | 49,12.000000,0.500000,22.461280,6.089000 53 | 50,14.301676,0.699220,37.125200,6.191306 54 | 51,13.298701,0.300780,30.106050,6.200917 55 | 52,14.000000,0.500000,38.056001,6.548639 56 | 53,13.298701,0.300780,30.968185,6.690389 57 | 54,13.298701,0.300780,31.975280,6.833472 58 | 55,13.385621,0.597660,61.303120,6.882167 59 | 56,13.298701,0.300780,22.255283,6.886944 60 | 57,13.298701,0.300780,34.760052,6.916806 61 | 58,12.549020,0.398440,28.587778,7.043083 62 | 59,14.000000,0.500000,37.788968,7.114917 63 | 60,12.427184,0.402340,38.109407,7.214556 64 | 61,12.549020,0.398440,33.157855,7.217361 65 | 62,14.912621,0.402340,27.450980,7.313861 66 | 63,14.000000,0.500000,50.347143,7.482750 67 | 64,12.549020,0.398440,30.075532,7.623917 68 | 65,14.000000,0.500000,33.325704,8.513000 69 | 66,13.298701,0.300780,23.712520,8.615917 70 | 67,13.298701,0.601560,38.834211,8.669861 71 | 68,14.000000,0.500000,36.896315,8.677111 72 | 69,13.298701,0.300780,25.024796,8.681500 73 | 70,13.385621,0.597660,57.343404,8.748917 74 | 71,14.000000,0.500000,33.264668,8.754389 75 | 72,12.427184,0.402340,42.687114,8.868944 76 | 73,15.058824,0.398440,38.139925,10.260000 77 | 74,13.298701,0.300780,23.720150,10.297194 78 | 75,14.000000,0.500000,29.747463,10.428667 79 | 76,15.058824,0.398440,30.083162,10.451889 80 | 77,14.000000,0.500000,34.477760,10.461528 81 | 78,12.549020,0.398440,38.773175,10.508917 82 | 79,14.912621,0.402340,36.392767,10.554972 83 | 80,14.000000,0.500000,21.431296,10.814528 84 | 81,14.000000,0.500000,38.643473,11.057361 85 | 82,13.298701,0.300780,26.985580,11.058444 86 | -------------------------------------------------------------------------------- /sub_spindle_type/visit1/controls/membership_mros-visit1-aa0479.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,0.9265,0.8263,0.6666,1.0950,1.0115,0.8797,0.9339,2 3 | 1,0.9934,0.5246,0.3650,0.7933,0.7099,0.5780,0.6323,2 4 | 2,0.9977,0.4246,0.5623,0.9458,0.6746,0.4126,0.6099,5 5 | 3,1.0233,0.4709,0.2439,0.4447,0.4094,0.3254,0.2836,2 6 | 4,1.2471,0.8148,0.5315,0.5800,0.5271,0.6812,0.4839,6 7 | 5,1.3261,0.5178,0.3581,0.7864,0.7030,0.5712,0.6254,2 8 | 6,1.6929,0.4108,0.2801,0.4360,0.3493,0.2654,0.2236,6 9 | 7,1.7847,0.5825,0.4228,0.8511,0.7677,0.6359,0.6901,2 10 | 8,1.7996,0.8848,0.8144,1.3064,0.8815,1.0957,1.0966,2 11 | 9,1.8146,1.2881,1.0611,0.6139,1.2265,1.1426,0.9986,3 12 | 10,1.8544,0.4591,0.5969,0.9803,0.7092,0.4471,0.6445,5 13 | 11,1.8610,1.0299,0.9595,1.4515,1.0266,1.2408,1.2417,2 14 | 12,1.8623,1.1348,0.9596,0.4676,1.0733,0.9894,0.8453,3 15 | 13,2.6869,0.6027,0.4430,0.8713,0.7879,0.6561,0.7103,2 16 | 14,2.6871,0.6084,0.3814,0.5342,0.5468,0.4629,0.3732,6 17 | 15,2.8046,1.4014,1.3310,1.8230,1.3981,1.6123,1.6132,2 18 | 16,2.8172,1.4200,1.1930,0.7459,1.3585,1.2745,1.1305,3 19 | 17,3.3754,0.4873,0.2603,0.4611,0.4257,0.3418,0.3000,2 20 | 18,3.4117,1.1809,1.2513,0.7593,1.1842,0.9700,0.9691,3 21 | 19,3.4131,0.5161,0.3565,0.7848,0.7014,0.5696,0.6238,2 22 | 20,3.5995,0.9563,0.6730,0.6084,0.5606,0.8227,0.6254,4 23 | 21,3.6163,0.3480,0.3430,0.4989,0.2864,0.2025,0.1630,6 24 | 22,3.7715,0.6571,0.4301,0.6309,0.5956,0.5116,0.4699,2 25 | 23,3.8411,0.3116,0.3794,0.5353,0.3123,0.1661,0.1994,5 26 | 24,3.8487,0.3645,0.4895,0.8730,0.6018,0.4179,0.5371,1 27 | 25,3.8723,0.5202,0.5061,0.9345,0.8510,0.7192,0.7734,2 28 | 26,3.8773,1.5587,1.4882,1.9803,1.5553,1.7695,1.7704,2 29 | 27,3.8778,0.5951,0.4133,0.9053,0.4804,0.6946,0.6955,2 30 | 28,3.8782,0.7693,0.7552,1.1835,1.1001,0.9683,1.0225,2 31 | 29,3.8802,0.3567,0.3343,0.4902,0.2951,0.2112,0.1694,6 32 | 30,3.8965,0.3176,0.2658,0.7392,0.4223,0.5285,0.5294,2 33 | 31,3.9008,0.4941,0.5160,0.9084,0.8249,0.6931,0.7473,1 34 | 32,4.1569,0.3465,0.3444,0.5003,0.2850,0.2011,0.1644,6 35 | 33,4.1765,1.0761,0.7928,0.4093,0.7884,0.9425,0.7452,3 36 | 34,4.2971,0.2426,0.3408,0.7880,0.3473,0.4535,0.4544,1 37 | 35,4.4599,0.2608,0.4878,0.9350,0.4303,0.4063,0.5503,1 38 | 36,4.4707,1.1251,0.9693,0.4773,1.0636,0.9797,0.8356,3 39 | 37,4.6829,0.3249,0.3660,0.5219,0.2989,0.1795,0.1861,5 40 | 38,5.1848,1.0222,1.0926,0.6006,1.0255,0.8563,0.8104,3 41 | 39,5.2146,0.3754,0.4786,0.8621,0.5909,0.4288,0.5262,1 42 | 40,5.3999,0.4929,0.2660,0.4667,0.4314,0.3475,0.3057,2 43 | 41,5.4956,0.7004,0.4171,0.4656,0.4127,0.5668,0.3695,6 44 | 42,5.7162,0.4082,0.5459,0.9294,0.6583,0.3962,0.5935,5 45 | 43,5.8526,0.4118,0.5495,0.9330,0.6619,0.3998,0.5972,5 46 | 44,5.8750,0.4605,0.5983,0.9818,0.7106,0.4485,0.6459,5 47 | 45,5.9437,0.3625,0.5002,0.8837,0.6126,0.4072,0.5478,1 48 | 46,5.9896,0.4462,0.5839,0.9674,0.6963,0.4342,0.6315,5 49 | 47,6.0553,0.4066,0.4474,0.8309,0.5918,0.4600,0.5142,1 50 | 48,7.1401,0.4048,0.3185,0.4265,0.3432,0.2593,0.1696,6 51 | 49,7.2265,0.4800,0.2530,0.4058,0.4185,0.3345,0.2448,6 52 | 50,7.6011,0.7084,0.5487,0.9771,0.8937,0.7618,0.8160,2 53 | 51,7.9520,0.5258,0.3662,0.7945,0.7111,0.5793,0.6335,2 54 | 52,8.0023,0.5503,0.3234,0.5241,0.4888,0.4049,0.3631,2 55 | 53,8.1957,0.3778,0.5156,0.8991,0.6279,0.3918,0.5632,1 56 | 54,8.2762,0.8640,0.5807,0.6292,0.5762,0.7304,0.5330,6 57 | 55,8.3224,0.4706,0.5394,0.9229,0.8015,0.6696,0.7239,1 58 | 56,8.5762,0.3847,0.4693,0.8528,0.5816,0.4381,0.5169,1 59 | 57,8.5929,0.4917,0.2648,0.4655,0.4302,0.3463,0.3045,2 60 | 58,8.6618,0.5788,0.3519,0.5047,0.5173,0.4334,0.3437,6 61 | 59,8.7938,0.4045,0.4495,0.8329,0.5898,0.4580,0.5122,1 62 | 60,8.9672,0.6181,0.3348,0.3833,0.3304,0.4845,0.2872,6 63 | 61,8.9868,0.4852,0.4148,0.9068,0.5899,0.6961,0.6970,2 64 | 62,9.1305,0.4088,0.4452,0.8287,0.5940,0.4622,0.5164,1 65 | 63,9.8600,0.4648,0.3892,0.7727,0.6500,0.5182,0.5724,2 66 | 64,10.0502,0.3542,0.4247,0.5326,0.3575,0.1532,0.1968,5 67 | 65,10.0621,0.4523,0.5900,0.9735,0.7023,0.4403,0.6376,5 68 | -------------------------------------------------------------------------------- /sub_spindle_type/visit2/controls/membership_mros-visit2-aa5461.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,2.6781,0.8979,0.6146,0.6631,0.5023,0.7643,0.5670,4 3 | 1,2.7197,0.7328,0.4495,0.7140,0.5926,0.5992,0.5042,2 4 | 2,2.9862,1.8431,1.6161,1.1689,1.7815,1.6976,1.5536,3 5 | 3,3.7094,0.6810,0.3977,0.6142,0.5149,0.5474,0.4044,2 6 | 4,3.7324,0.5751,0.2918,0.5083,0.4090,0.4415,0.2985,2 7 | 5,4.2685,1.6026,1.3756,0.9285,1.5411,1.4571,1.3131,3 8 | 6,4.7670,0.5668,0.2835,0.5479,0.4266,0.4332,0.3381,2 9 | 7,5.0946,1.4020,1.3315,1.8236,1.3986,1.6128,1.6138,2 10 | 8,5.1566,0.6919,0.6215,1.1135,0.9181,0.9028,0.9037,2 11 | 9,5.1867,0.4761,0.1928,0.4573,0.3359,0.3426,0.2475,2 12 | 10,5.1894,1.2557,0.9724,1.0209,0.8601,1.1222,0.9248,4 13 | 11,5.2148,0.4316,0.4224,0.8059,0.6168,0.4850,0.5392,2 14 | 12,5.3060,0.6215,0.5510,1.0431,0.6182,0.8323,0.8333,2 15 | 13,5.3254,0.4030,0.5407,0.9242,0.6531,0.3910,0.5884,5 16 | 14,5.3702,0.9895,0.7062,0.7547,0.5939,0.8559,0.6586,4 17 | 15,5.3783,0.4415,0.1656,0.3747,0.2754,0.3079,0.1649,6 18 | 16,5.4319,0.4278,0.4262,0.8097,0.6130,0.4812,0.5354,2 19 | 17,5.5147,0.6126,0.3293,0.5937,0.4724,0.4790,0.3839,2 20 | 18,5.5280,0.6558,0.4961,0.9245,0.8411,0.7092,0.7634,2 21 | 19,5.5541,1.2257,0.9987,0.5516,1.1642,1.0802,0.9362,3 22 | 20,5.6962,0.6347,0.5642,1.0563,0.8609,0.8455,0.8465,2 23 | 21,5.7269,0.5528,0.3931,0.8214,0.7380,0.6062,0.6604,2 24 | 22,5.7273,0.5856,0.3023,0.5188,0.4194,0.4520,0.3090,2 25 | 23,5.7589,0.7287,0.4454,0.6619,0.5626,0.5951,0.4521,2 26 | 24,5.7994,0.4294,0.1461,0.4105,0.2892,0.2958,0.2007,2 27 | 25,5.8057,0.5356,0.3759,0.8043,0.7208,0.5890,0.6432,2 28 | 26,5.8716,1.4926,1.2765,1.7686,1.3437,1.5578,1.5588,2 29 | 27,5.8781,0.5658,0.2825,0.5470,0.4256,0.4323,0.3372,2 30 | 28,5.8916,0.3680,0.2391,0.4107,0.2019,0.2344,0.0914,6 31 | 29,5.8987,1.1818,0.9548,0.5077,1.1203,1.0363,0.8923,3 32 | 30,5.9768,1.2608,1.1904,1.6824,1.2575,1.4717,1.4726,2 33 | 31,6.0469,0.4097,0.5474,0.9309,0.6598,0.3977,0.5950,5 34 | 32,6.0475,0.7096,0.4263,0.6429,0.5435,0.5760,0.4330,2 35 | 33,6.0668,0.6737,0.3904,0.6548,0.5335,0.5401,0.4450,2 36 | 34,6.2218,0.7961,0.6364,1.0648,0.9813,0.8495,0.9037,2 37 | 35,6.2325,0.8948,0.7356,1.2050,0.7800,0.9942,0.9952,2 38 | 36,6.2389,0.4326,0.5703,0.9538,0.6827,0.4206,0.6179,5 39 | 37,6.2744,0.7016,0.5419,0.9703,0.8869,0.7550,0.8092,2 40 | 38,6.4236,0.4841,0.3699,0.7534,0.6693,0.5375,0.5917,2 41 | 39,6.6833,0.5480,0.5632,1.0104,0.5447,0.7589,0.7598,4 42 | 40,6.7019,0.5900,0.4303,0.8586,0.7752,0.6434,0.6976,2 43 | 41,6.7034,0.5442,0.3845,0.8128,0.7294,0.5976,0.6518,2 44 | 42,6.7372,0.3976,0.2095,0.3811,0.2315,0.2640,0.1210,6 45 | 43,6.7859,0.6778,0.5181,0.9464,0.8630,0.7312,0.7854,2 46 | 44,6.8892,0.4106,0.4434,0.8269,0.5958,0.4640,0.5182,1 47 | 45,7.1285,0.4402,0.4138,0.7973,0.6254,0.4936,0.5478,2 48 | 46,7.1630,0.4115,0.4425,0.8259,0.5968,0.4650,0.5192,1 49 | 47,7.3425,0.3394,0.2677,0.4394,0.1733,0.2058,0.0628,6 50 | 48,7.6007,0.5575,0.3979,0.8262,0.7428,0.6109,0.6652,2 51 | 49,7.8858,0.3934,0.4606,0.8441,0.5787,0.4468,0.5082,1 52 | 50,8.7710,0.4396,0.1675,0.3728,0.2735,0.3060,0.1630,6 53 | 51,9.1841,0.5271,0.6648,1.0483,0.7771,0.5151,0.7124,5 54 | 52,9.5536,0.9533,0.6700,0.7185,0.5576,0.8197,0.6223,4 55 | 53,9.6170,0.4926,0.3614,0.7613,0.6779,0.5461,0.6003,2 56 | 54,10.0732,0.4650,0.3890,0.7725,0.6502,0.5184,0.5726,2 57 | 55,10.2816,0.5980,0.3147,0.5312,0.4319,0.4644,0.3214,2 58 | 56,10.3537,0.4104,0.4104,0.8575,0.6366,0.6213,0.6222,2 59 | 57,10.5417,1.2591,1.0321,0.5849,1.1976,1.1136,0.9696,3 60 | 58,10.5490,0.5633,0.4036,0.8319,0.7485,0.6167,0.6709,2 61 | 59,10.5861,0.4888,0.3652,0.7575,0.6741,0.5422,0.5965,2 62 | 60,10.7169,0.4297,0.5675,0.9509,0.6798,0.4177,0.6151,5 63 | 61,10.9806,0.5885,0.3051,0.5217,0.4223,0.4549,0.3119,2 64 | 62,11.0961,0.5480,0.3883,0.8167,0.7332,0.6014,0.6556,2 65 | 63,11.1201,0.6199,0.5495,1.0415,0.8721,0.8308,0.8317,2 66 | 64,11.1589,0.5127,0.3530,0.7814,0.6979,0.5661,0.6203,2 67 | 65,11.2142,0.2882,0.2451,0.4647,0.1556,0.1546,0.0800,6 68 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/cases/cases_nsrr6005.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr6005,EEG3,10.895,1,0.09649522569444445,0.09667860243055555 3 | nsrr6005,EEG3,10.895,2,0.12900499131944446,0.129169921875 4 | nsrr6005,EEG3,10.895,3,0.5805837673611111,0.5807356770833333 5 | nsrr6005,EEG3,10.895,4,0.5995659722222222,0.5997189670138889 6 | nsrr6005,EEG3,10.895,5,0.7938563368055556,0.7940158420138889 7 | nsrr6005,EEG3,10.895,6,0.8859168836805555,0.8860731336805555 8 | nsrr6005,EEG3,10.895,7,0.8990082465277778,0.8997330729166667 9 | nsrr6005,EEG3,10.895,8,0.9097254774305555,0.9099197048611111 10 | nsrr6005,EEG3,10.895,9,0.9147341579861111,0.9148741319444444 11 | nsrr6005,EEG3,10.895,10,0.9352712673611111,0.9356239149305555 12 | nsrr6005,EEG3,10.895,11,0.9707758246527778,0.9709776475694445 13 | nsrr6005,EEG3,10.895,12,0.973974609375,0.9741493055555556 14 | nsrr6005,EEG3,10.895,13,0.9791080729166667,0.9792610677083333 15 | nsrr6005,EEG3,10.895,14,1.494480251736111,1.4946842447916666 16 | nsrr6005,EEG3,10.895,15,1.4962934027777777,1.4964952256944444 17 | nsrr6005,EEG3,10.895,16,1.5300965711805556,1.5302528211805555 18 | nsrr6005,EEG3,10.895,17,1.54697265625,1.5471440972222221 19 | nsrr6005,EEG3,10.895,18,1.5684516059027778,1.5686100260416667 20 | nsrr6005,EEG3,10.895,19,1.5864366319444445,1.5865928819444444 21 | nsrr6005,EEG3,10.895,20,1.5979155815972221,1.5980707465277777 22 | nsrr6005,EEG3,10.895,21,1.6002690972222222,1.6004296875 23 | nsrr6005,EEG3,10.895,22,1.613664279513889,1.613840060763889 24 | nsrr6005,EEG3,10.895,23,1.6364246961805555,1.6366362847222222 25 | nsrr6005,EEG3,10.895,24,1.6395106336805556,1.6396657986111112 26 | nsrr6005,EEG3,10.895,25,1.651482204861111,1.651697048611111 27 | nsrr6005,EEG3,10.895,26,1.6574696180555555,1.657756076388889 28 | nsrr6005,EEG3,10.895,27,1.67427734375,1.6744476996527777 29 | nsrr6005,EEG3,10.895,28,1.6755240885416667,1.675712890625 30 | nsrr6005,EEG3,10.895,29,1.6792458767361111,1.6794227430555555 31 | nsrr6005,EEG3,10.895,30,1.6840483940972222,1.684384765625 32 | nsrr6005,EEG3,10.895,31,1.7196875,1.7198350694444444 33 | nsrr6005,EEG3,10.895,32,1.7372211371527777,1.7373860677083333 34 | nsrr6005,EEG3,10.895,33,1.7825032552083333,1.782814670138889 35 | nsrr6005,EEG3,10.895,34,1.7856803385416666,1.78583984375 36 | nsrr6005,EEG3,10.895,35,1.8606629774305556,1.860900607638889 37 | nsrr6005,EEG3,10.895,36,2.211013454861111,2.211199001736111 38 | nsrr6005,EEG3,10.895,37,2.2130392795138887,2.213200954861111 39 | nsrr6005,EEG3,10.895,38,2.215353732638889,2.2156694878472223 40 | nsrr6005,EEG3,10.895,39,2.2718543836805556,2.272019314236111 41 | nsrr6005,EEG3,10.895,40,2.43056640625,2.430842013888889 42 | nsrr6005,EEG3,10.895,41,3.796655815972222,3.7968706597222224 43 | nsrr6005,EEG3,10.895,42,3.8550726996527778,3.8552821180555554 44 | nsrr6005,EEG3,10.895,43,3.880112847222222,3.8803276909722224 45 | nsrr6005,EEG3,10.895,44,3.8830598958333336,3.8832432725694446 46 | nsrr6005,EEG3,10.895,45,3.913900824652778,3.914146050347222 47 | nsrr6005,EEG3,10.895,46,3.9159776475694446,3.916476779513889 48 | nsrr6005,EEG3,10.895,47,3.9564225260416666,3.9565755208333333 49 | nsrr6005,EEG3,10.895,48,3.9605002170138888,3.960679253472222 50 | nsrr6005,EEG3,10.895,49,4.034471571180555,4.034629991319444 51 | nsrr6005,EEG3,10.895,50,4.0501920572916665,4.050373263888889 52 | nsrr6005,EEG3,10.895,51,4.129122178819444,4.129344618055556 53 | nsrr6005,EEG3,10.895,52,4.146257595486111,4.146436631944445 54 | nsrr6005,EEG3,10.895,53,4.165490451388889,4.165649956597222 55 | nsrr6005,EEG3,10.895,54,4.239883897569444,4.240094401041667 56 | nsrr6005,EEG3,10.895,55,4.2408257378472225,4.241018880208333 57 | nsrr6005,EEG3,10.895,56,4.245792100694445,4.2459516059027775 58 | nsrr6005,EEG3,10.895,57,4.322759331597222,4.323455946180555 59 | nsrr6005,EEG3,10.895,58,4.335207248263889,4.3353493923611115 60 | nsrr6005,EEG3,10.895,59,4.4646180555555555,4.464983723958333 61 | nsrr6005,EEG3,10.895,60,4.588169487847222,4.588706597222222 62 | nsrr6005,EEG3,10.895,61,4.590692274305556,4.590835503472222 63 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/controls/controls_nsrr0465.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr0465,EEG3,10.895,1,0.7371820746527777,0.7373611111111111 3 | nsrr0465,EEG3,10.895,2,0.7484233940972222,0.7486263020833334 4 | nsrr0465,EEG3,10.895,3,0.7966438802083333,0.7968337673611111 5 | nsrr0465,EEG3,10.895,4,0.7984830729166666,0.7987760416666667 6 | nsrr0465,EEG3,10.895,5,0.8271223958333334,0.8273285590277778 7 | nsrr0465,EEG3,10.895,6,0.8365961371527778,0.8367534722222222 8 | nsrr0465,EEG3,10.895,7,0.8408018663194444,0.84095703125 9 | nsrr0465,EEG3,10.895,8,0.8687293836805555,0.8688791232638889 10 | nsrr0465,EEG3,10.895,9,0.8773003472222223,0.8775130208333334 11 | nsrr0465,EEG3,10.895,10,0.8778146701388889,0.8779817708333333 12 | nsrr0465,EEG3,10.895,11,0.8847960069444445,0.88494140625 13 | nsrr0465,EEG3,10.895,12,0.8999110243055556,0.9001030815972222 14 | nsrr0465,EEG3,10.895,13,0.9018999565972222,0.9020952690972223 15 | nsrr0465,EEG3,10.895,14,0.9104318576388889,0.9105946180555555 16 | nsrr0465,EEG3,10.895,15,0.9129079861111111,0.9130577256944444 17 | nsrr0465,EEG3,10.895,16,0.9442176649305556,0.9444867621527778 18 | nsrr0465,EEG3,10.895,17,0.9495952690972222,0.9497981770833334 19 | nsrr0465,EEG3,10.895,18,0.9821549479166667,0.9823513454861111 20 | nsrr0465,EEG3,10.895,19,1.0447233072916666,1.0449088541666667 21 | nsrr0465,EEG3,10.895,20,1.080517578125,1.0807855902777779 22 | nsrr0465,EEG3,10.895,21,1.2618641493055556,1.2620084635416666 23 | nsrr0465,EEG3,10.895,22,1.3700455729166667,1.3702159288194444 24 | nsrr0465,EEG3,10.895,23,1.4366786024305556,1.4368912760416668 25 | nsrr0465,EEG3,10.895,24,1.5559125434027778,1.5560785590277777 26 | nsrr0465,EEG3,10.895,25,1.5725759548611111,1.5727506510416667 27 | nsrr0465,EEG3,10.895,26,1.7606304253472222,1.7608148871527778 28 | nsrr0465,EEG3,10.895,27,1.7722081163194445,1.7723741319444444 29 | nsrr0465,EEG3,10.895,28,1.7830143229166666,1.783312717013889 30 | nsrr0465,EEG3,10.895,29,1.877004123263889,1.8771809895833333 31 | nsrr0465,EEG3,10.895,30,1.8865711805555556,1.8867458767361112 32 | nsrr0465,EEG3,10.895,31,1.9553841145833333,1.9555457899305555 33 | nsrr0465,EEG3,10.895,32,2.3438704427083334,2.3441059027777778 34 | nsrr0465,EEG3,10.895,33,2.7804058159722222,2.780597873263889 35 | nsrr0465,EEG3,10.895,34,2.7813617621527778,2.781579861111111 36 | nsrr0465,EEG3,10.895,35,2.896501736111111,2.8971202256944446 37 | nsrr0465,EEG3,10.895,36,3.008366970486111,3.008591579861111 38 | nsrr0465,EEG3,10.895,37,3.018738064236111,3.0189279513888887 39 | nsrr0465,EEG3,10.895,38,3.0391883680555556,3.039409722222222 40 | nsrr0465,EEG3,10.895,39,3.04203125,3.0422547743055555 41 | nsrr0465,EEG3,10.895,40,3.093212890625,3.093427734375 42 | nsrr0465,EEG3,10.895,41,3.1021940104166665,3.102355685763889 43 | nsrr0465,EEG3,10.895,42,3.1776475694444444,3.1778624131944446 44 | nsrr0465,EEG3,10.895,43,3.6554850260416667,3.6556282552083332 45 | nsrr0465,EEG3,10.895,44,4.656723090277778,4.656893446180556 46 | nsrr0465,EEG3,10.895,45,4.687282986111111,4.6875607638888885 47 | nsrr0465,EEG3,10.895,46,4.6900054253472225,4.690157335069444 48 | nsrr0465,EEG3,10.895,47,4.720695529513889,4.7208875868055555 49 | nsrr0465,EEG3,10.895,48,5.069556206597222,5.069755859375 50 | nsrr0465,EEG3,10.895,49,5.146489800347222,5.147122395833334 51 | nsrr0465,EEG3,10.895,50,5.265286458333334,5.265457899305556 52 | nsrr0465,EEG3,10.895,51,5.813725043402778,5.813935546875 53 | nsrr0465,EEG3,10.895,52,5.820933159722222,5.821124131944444 54 | nsrr0465,EEG3,10.895,53,6.4234841579861115,6.423624131944444 55 | nsrr0465,EEG3,10.895,54,6.424368489583333,6.424521484375 56 | nsrr0465,EEG3,10.895,55,6.471005859375,6.471146918402778 57 | nsrr0465,EEG3,10.895,56,6.5313932291666665,6.531534288194444 58 | nsrr0465,EEG3,10.895,57,6.607532552083334,6.607778862847222 59 | nsrr0465,EEG3,10.895,58,6.625911458333333,6.626072048611111 60 | nsrr0465,EEG3,10.895,59,6.820838758680556,6.820995008680556 61 | nsrr0465,EEG3,10.895,60,6.846902126736111,6.847056206597222 62 | nsrr0465,EEG3,10.895,61,6.913904079861111,6.914058159722222 63 | -------------------------------------------------------------------------------- /sub_spindle_type/visit1/controls/membership_mros-visit1-aa1829.csv: -------------------------------------------------------------------------------- 1 | spindle_no,time,1.0_dist,2.0_dist,3.0_dist,4.0_dist,5.0_dist,6.0_dist,membership 2 | 0,0.0054,1.0005,1.2275,1.6747,1.0620,1.1460,1.2900,1 3 | 1,0.0087,0.2287,0.5017,0.8852,0.6141,0.3520,0.5494,1 4 | 2,0.0120,1.1200,1.3470,1.7942,1.1816,1.2655,1.4095,1 5 | 3,0.0125,1.6894,1.6190,2.1110,1.6861,1.9003,1.9012,2 6 | 4,7.1465,0.8645,0.9349,0.7109,0.8678,0.6536,0.6527,6 7 | 5,7.3431,0.8017,0.8721,0.6481,0.8050,0.5908,0.5899,6 8 | 6,8.5961,0.8359,0.9064,0.6823,0.8393,0.6251,0.6242,6 9 | 7,8.5984,0.3837,0.6331,1.0166,0.7455,0.4834,0.6808,1 10 | 8,8.6100,0.9748,1.0452,0.5532,0.9781,0.7640,0.7630,3 11 | 9,8.8782,0.3919,0.6752,1.0587,0.7876,0.5255,0.7228,1 12 | 10,9.2035,0.3738,0.6571,1.0406,0.7694,0.5074,0.7047,1 13 | 11,9.2527,0.3799,0.6632,1.0467,0.7755,0.5135,0.7108,1 14 | 12,9.2642,0.9508,1.0213,0.5293,0.9542,0.7400,0.7391,3 15 | 13,9.2657,0.9107,0.9812,0.4891,0.9140,0.6999,0.6989,3 16 | 14,9.2669,0.8527,0.9231,0.6991,0.8560,0.6418,0.6409,6 17 | 15,9.2933,0.8508,0.9212,0.6972,0.8541,0.6399,0.6390,6 18 | 16,9.3911,0.8221,0.8925,0.6685,0.8254,0.6112,0.6103,6 19 | 17,9.4708,0.8201,0.8905,0.6665,0.8234,0.6092,0.6083,6 20 | 18,9.4876,0.8462,0.9167,0.6926,0.8496,0.6354,0.6344,6 21 | 19,9.5106,0.5985,0.6689,0.4873,0.6018,0.3876,0.3867,6 22 | 20,9.6692,0.8389,0.9093,0.6853,0.8422,0.6280,0.6271,6 23 | 21,9.7493,0.9588,1.0293,0.5373,0.9622,0.7480,0.7471,3 24 | 22,9.8321,0.3818,0.6312,1.0147,0.7436,0.4815,0.6788,1 25 | 23,10.2074,0.8233,0.8937,0.6697,0.8266,0.6124,0.6115,6 26 | 24,10.2813,0.3334,0.5828,0.9663,0.6952,0.4331,0.6304,1 27 | 25,10.2968,0.9760,1.0464,0.5544,0.9793,0.7651,0.7642,3 28 | 26,10.3313,0.5015,0.5719,0.6896,0.5048,0.2906,0.3537,5 29 | 27,10.3321,0.8352,0.9056,0.6816,0.8385,0.6243,0.6234,6 30 | 28,10.3537,0.9787,1.0492,0.5571,0.9820,0.7679,0.7669,3 31 | 29,10.3585,0.9296,1.0000,0.5080,0.9329,0.7187,0.7178,3 32 | 30,10.4347,0.8422,0.9126,0.6886,0.8455,0.6313,0.6304,6 33 | 31,10.4377,0.5403,0.6108,0.7285,0.5436,0.3295,0.3926,5 34 | 32,10.4701,0.5340,0.6044,0.7221,0.5373,0.3231,0.3863,5 35 | 33,10.5348,0.9459,1.0163,0.5243,0.9492,0.7350,0.7341,3 36 | 34,10.5494,1.0113,1.0818,0.5897,1.0147,0.8005,0.7995,3 37 | 35,10.5943,1.0011,1.0716,0.5796,1.0045,0.7903,0.7894,3 38 | 36,10.6516,0.8262,0.8966,0.6726,0.8295,0.6153,0.6144,6 39 | 37,10.6712,0.5231,0.5935,0.7112,0.5264,0.3122,0.3754,5 40 | 38,10.6755,0.8490,0.9194,0.6954,0.8523,0.6381,0.6372,6 41 | 39,10.7115,0.5879,0.6583,0.4343,0.5912,0.3771,0.3761,6 42 | 40,10.7635,0.9367,1.0072,0.5151,0.9400,0.7259,0.7249,3 43 | 41,10.7694,0.9679,1.0384,0.5463,0.9712,0.7571,0.7561,3 44 | 42,10.8738,0.9424,1.0128,0.5208,0.9457,0.7315,0.7306,3 45 | 43,10.9258,0.9526,1.0231,0.5310,0.9560,0.7418,0.7409,3 46 | 44,10.9267,0.4825,0.4966,0.5497,0.3899,0.2835,0.2293,6 47 | 45,10.9297,1.0094,1.0798,0.5878,1.0127,0.7985,0.7976,3 48 | 46,10.9433,0.5146,0.5850,0.7027,0.5179,0.3037,0.3669,5 49 | 47,10.9574,0.6513,0.7217,0.2895,0.6546,0.4404,0.4395,3 50 | 48,10.9884,0.8435,0.9140,0.6899,0.8468,0.6327,0.6317,6 51 | 49,11.0085,0.8307,0.9011,0.6771,0.8340,0.6198,0.6189,6 52 | 50,11.0093,0.9897,1.0601,0.5681,0.9930,0.7788,0.7779,3 53 | 51,11.0724,0.9687,1.0392,0.5471,0.9720,0.7579,0.7569,3 54 | 52,11.0731,0.5727,0.6432,0.4191,0.5760,0.3619,0.3609,6 55 | 53,11.4331,0.8609,0.9313,0.7073,0.8642,0.6500,0.6491,6 56 | 54,11.4339,0.8326,0.9031,0.6790,0.8359,0.6218,0.6208,6 57 | 55,11.6118,0.5481,0.6186,0.7363,0.5514,0.3373,0.4004,5 58 | 56,11.6425,0.5319,0.6023,0.7200,0.5352,0.3210,0.3842,5 59 | 57,11.6823,0.8251,0.8956,0.6715,0.8284,0.6143,0.6133,6 60 | 58,11.6999,0.9676,1.0380,0.5460,0.9709,0.7568,0.7558,3 61 | 59,11.7301,0.8566,0.9270,0.7030,0.8599,0.6457,0.6448,6 62 | 60,11.7320,0.9616,1.0320,0.5400,0.9649,0.7507,0.7498,3 63 | 61,11.8461,0.8355,0.9060,0.6819,0.8389,0.6247,0.6237,6 64 | 62,11.8620,0.5106,0.5810,0.6987,0.5139,0.2997,0.3629,5 65 | 63,11.9205,0.8507,0.9212,0.6971,0.8540,0.6399,0.6389,6 66 | 64,11.9709,0.3205,0.3909,0.6557,0.3845,0.1224,0.3198,5 67 | 65,11.9729,0.8250,0.8954,0.6714,0.8283,0.6141,0.6132,6 68 | 66,12.3261,0.5073,0.5778,0.6955,0.5106,0.2965,0.3596,5 69 | -------------------------------------------------------------------------------- /datasets/mesa_dataset/cases/cases_nsrr1529.csv: -------------------------------------------------------------------------------- 1 | ID,CH,F,SPINDLE,Time_of_night,STOP 2 | nsrr1529,EEG3,10.895,1,0.05898328993055556,0.05918185763888889 3 | nsrr1529,EEG3,10.895,2,0.06490125868055556,0.06510850694444445 4 | nsrr1529,EEG3,10.895,3,0.9596614583333334,0.959892578125 5 | nsrr1529,EEG3,10.895,4,0.9830056423611111,0.9831564670138889 6 | nsrr1529,EEG3,10.895,5,1.8262174479166666,1.8264268663194445 7 | nsrr1529,EEG3,10.895,6,2.0673046875,2.067468532986111 8 | nsrr1529,EEG3,10.895,7,2.0733626302083334,2.0735015190972224 9 | nsrr1529,EEG3,10.895,8,2.0794748263888887,2.079619140625 10 | nsrr1529,EEG3,10.895,9,2.0996126302083336,2.09986328125 11 | nsrr1529,EEG3,10.895,10,2.3258387586805553,2.3261219618055557 12 | nsrr1529,EEG3,10.895,11,2.332783203125,2.333273654513889 13 | nsrr1529,EEG3,10.895,12,2.3988682725694446,2.3990190972222223 14 | nsrr1529,EEG3,10.895,13,2.4187554253472223,2.4189301215277776 15 | nsrr1529,EEG3,10.895,14,2.4198318142361113,2.4201258680555555 16 | nsrr1529,EEG3,10.895,15,2.43658203125,2.4367827690972224 17 | nsrr1529,EEG3,10.895,16,2.4481727430555558,2.448386501736111 18 | nsrr1529,EEG3,10.895,17,2.506877170138889,2.5071234809027776 19 | nsrr1529,EEG3,10.895,18,2.508042534722222,2.5083203125 20 | nsrr1529,EEG3,10.895,19,2.509623480902778,2.509806857638889 21 | nsrr1529,EEG3,10.895,20,2.513927951388889,2.5141015625 22 | nsrr1529,EEG3,10.895,21,2.519720052083333,2.5199956597222224 23 | nsrr1529,EEG3,10.895,22,2.5256651475694443,2.5258561197916665 24 | nsrr1529,EEG3,10.895,23,2.5675846354166665,2.5677842881944444 25 | nsrr1529,EEG3,10.895,24,2.570984157986111,2.5711773003472222 26 | nsrr1529,EEG3,10.895,25,2.5928309461805554,2.5930674913194443 27 | nsrr1529,EEG3,10.895,26,2.597478298611111,2.597644314236111 28 | nsrr1529,EEG3,10.895,27,2.9365625,2.936755642361111 29 | nsrr1529,EEG3,10.895,28,2.9464127604166666,2.946564670138889 30 | nsrr1529,EEG3,10.895,29,2.9603363715277777,2.9605479600694444 31 | nsrr1529,EEG3,10.895,30,2.9808940972222224,2.9810828993055556 32 | nsrr1529,EEG3,10.895,31,2.9938042534722222,2.993982204861111 33 | nsrr1529,EEG3,10.895,32,3.0007552083333335,3.0010004340277776 34 | nsrr1529,EEG3,10.895,33,3.023209635416667,3.023390842013889 35 | nsrr1529,EEG3,10.895,34,3.073125,3.073275824652778 36 | nsrr1529,EEG3,10.895,35,3.1353049045138888,3.135562065972222 37 | nsrr1529,EEG3,10.895,36,3.2242361111111113,3.2244281684027776 38 | nsrr1529,EEG3,10.895,37,3.3418836805555556,3.3420757378472223 39 | nsrr1529,EEG3,10.895,38,3.34966796875,3.349967447916667 40 | nsrr1529,EEG3,10.895,39,3.3519021267361113,3.3521603732638887 41 | nsrr1529,EEG3,10.895,40,3.3527897135416667,3.3530902777777776 42 | nsrr1529,EEG3,10.895,41,3.403001302083333,3.4031434461805556 43 | nsrr1529,EEG3,10.895,42,3.675075954861111,3.675324435763889 44 | nsrr1529,EEG3,10.895,43,3.6785796440972223,3.6787738715277776 45 | nsrr1529,EEG3,10.895,44,3.6834809027777777,3.6836458333333333 46 | nsrr1529,EEG3,10.895,45,3.6901963975694443,3.690363498263889 47 | nsrr1529,EEG3,10.895,46,3.7827745225694445,3.7829296875 48 | nsrr1529,EEG3,10.895,47,4.319829644097222,4.320064019097222 49 | nsrr1529,EEG3,10.895,48,4.326128472222222,4.326460503472222 50 | nsrr1529,EEG3,10.895,49,4.5931586371527775,4.593310546875 51 | nsrr1529,EEG3,10.895,50,4.601637369791667,4.60185546875 52 | nsrr1529,EEG3,10.895,51,4.647444661458334,4.647666015625 53 | nsrr1529,EEG3,10.895,52,4.662961154513889,4.663272569444445 54 | nsrr1529,EEG3,10.895,53,4.6659765625,4.6661588541666665 55 | nsrr1529,EEG3,10.895,54,4.731859809027778,4.732061631944444 56 | nsrr1529,EEG3,10.895,55,4.9184375,4.918614366319445 57 | nsrr1529,EEG3,10.895,56,4.920983072916667,4.921239149305555 58 | nsrr1529,EEG3,10.895,57,4.9720670572916665,4.9723111979166665 59 | nsrr1529,EEG3,10.895,58,4.9744683159722225,4.9746321614583335 60 | nsrr1529,EEG3,10.895,59,4.980718315972222,4.980870225694445 61 | nsrr1529,EEG3,10.895,60,5.037870008680556,5.038054470486111 62 | nsrr1529,EEG3,10.895,61,5.03869140625,5.038848741319445 63 | nsrr1529,EEG3,10.895,62,5.210562065972222,5.210737847222222 64 | nsrr1529,EEG3,10.895,63,5.218967013888889,5.2193023003472225 65 | --------------------------------------------------------------------------------