Age,Gender,Smoking Status,Lung Capacity,Disease Type,Treatment Type,Hospital Visits,Recovered 71.0,Female,No,4.49,COPD,Therapy,14.0,Yes 34.0,Female,Yes,,Bronchitis,Surgery,7.0,No 80.0,Male,Yes,1.95,COPD,,4.0,Yes 40.0,Female,Yes,,Bronchitis,Medication,1.0,No 43.0,Male,Yes,4.6,COPD,Surgery,,Yes 22.0,Female,No,3.65,Bronchitis,Medication,11.0,Yes 41.0,Male,Yes,2.98,Asthma,Medication,12.0,Yes 72.0,Male,,2.61,Lung Cancer,Surgery,11.0,Yes 21.0,Female,No,4.05,Lung Cancer,Medication,12.0,No 49.0,Male,Yes,5.7,Pneumonia,Medication,11.0,Yes 57.0,Female,Yes,4.36,Bronchitis,Therapy,11.0,Yes 21.0,Male,No,1.37,Pneumonia,Surgery,1.0,Yes 83.0,Male,No,3.3,Pneumonia,Therapy,8.0,Yes 79.0,Male,Yes,5.45,Bronchitis,Medication,12.0,No 40.0,Female,No,1.47,Lung Cancer,Medication,13.0,Yes ,Female,No,5.94,Bronchitis,Therapy,9.0,No 77.0,Male,Yes,5.75,Asthma,Therapy,11.0,No 41.0,Female,,1.39,Pneumonia,Therapy,3.0,Yes 68.0,,Yes,5.67,Pneumonia,Medication,7.0,Yes 78.0,Female,Yes,2.82,,,13.0,Yes 61.0,Female,Yes,5.22,Pneumonia,Medication,5.0,Yes 79.0,Male,Yes,3.09,,Therapy,3.0,No 34.0,Male,No,3.2,Pneumonia,Surgery,5.0,No 81.0,Male,Yes,4.17,Bronchitis,Therapy,10.0,Yes 81.0,Male,Yes,4.87,Lung Cancer,Medication,7.0,Yes 66.0,Male,,1.17,Lung Cancer,Surgery,7.0,No 81.0,Female,Yes,3.97,Pneumonia,Surgery,9.0,No 70.0,Female,No,1.93,Bronchitis,Medication,8.0,Yes 74.0,Male,No,2.73,Pneumonia,Therapy,4.0,Yes 83.0,Male,No,2.74,Asthma,Therapy,5.0,Yes 22.0,Male,Yes,3.35,Asthma,,5.0,Yes 70.0,Female,No,2.67,Lung Cancer,Medication,10.0,Yes 26.0,Male,No,1.54,Pneumonia,Therapy,12.0,Yes 40.0,Male,Yes,1.73,Asthma,Surgery,2.0,No 58.0,Female,No,1.17,COPD,Therapy,12.0,No 37.0,Female,Yes,3.35,Asthma,Therapy,7.0,No 23.0,Female,No,5.77,Pneumonia,Surgery,7.0, 79.0,Female,No,1.58,Pneumonia,Surgery,9.0,Yes 33.0,Male,No,5.73,Asthma,Therapy,13.0, 28.0,Female,No,4.67,Pneumonia,Surgery,9.0,No 72.0,Female,Yes,4.19,Pneumonia,,4.0,Yes 21.0,Male,Yes,4.23,,Surgery,5.0,Yes 79.0,Male,No,5.13,Lung Cancer,,7.0,Yes 63.0,Male,Yes,1.53,Pneumonia,Surgery,10.0,No 27.0,Female,No,3.52,Bronchitis,Medication,7.0,No 66.0,Male,No,4.49,Lung Cancer,Medication,11.0,No 54.0,Female,No,3.93,Lung Cancer,Therapy,10.0,No 55.0,Female,No,5.16,Bronchitis,Surgery,11.0,No ,Female,No,1.36,Asthma,Surgery,8.0, 23.0,Male,No,4.45,COPD,Surgery,8.0,No 21.0,Female,Yes,3.67,,Medication,,Yes 25.0,Male,Yes,2.9,Asthma,Therapy,12.0,No 73.0,Male,No,2.7,Bronchitis,Surgery,9.0,Yes ,Male,Yes,4.1,COPD,Therapy,11.0,Yes 73.0,Female,No,5.45,COPD,Therapy,4.0,No 82.0,Female,Yes,3.48,COPD,Medication,1.0,Yes 37.0,Female,Yes,5.12,Bronchitis,Surgery,1.0,Yes 63.0,Male,Yes,3.01,,Therapy,5.0,No 53.0,,No,1.51,Pneumonia,Surgery,7.0,Yes 81.0,Female,Yes,1.31,COPD,Surgery,5.0,No 33.0,Female,No,1.26,COPD,Surgery,13.0,Yes 67.0,Female,No,2.9,Asthma,Therapy,3.0,Yes 34.0,Female,No,2.69,COPD,,11.0,Yes 81.0,Male,Yes,4.59,COPD,Medication,7.0,Yes 59.0,Male,Yes,4.71,Bronchitis,Therapy,1.0,No 72.0,,Yes,1.25,Lung Cancer,Surgery,11.0,No 43.0,Male,No,2.11,Asthma,Surgery,,No 45.0,Female,No,2.37,Asthma,Medication,12.0, 79.0,Male,Yes,3.74,Asthma,Therapy,2.0,Yes 60.0,Female,No,1.72,Bronchitis,Therapy,1.0,Yes 48.0,Male,Yes,1.67,Bronchitis,Medication,9.0,Yes 34.0,Male,Yes,5.72,,Therapy,4.0,No 64.0,Male,Yes,5.02,Bronchitis,Therapy,7.0,Yes 84.0,Female,Yes,1.9,Asthma,Medication,5.0,No 28.0,Female,No,3.03,Pneumonia,Medication,14.0,Yes 20.0,Male,Yes,2.78,Lung Cancer,Therapy,7.0,Yes 27.0,Female,Yes,4.96,COPD,Therapy,13.0,No 82.0,Male,Yes,3.55,COPD,Medication,,No 30.0,Male,Yes,,Pneumonia,Medication,7.0,No 27.0,,Yes,4.69,Lung Cancer,Surgery,1.0,No 54.0,Female,Yes,2.98,COPD,Therapy,,Yes 54.0,Male,Yes,2.31,Pneumonia,Therapy,11.0,No 52.0,Male,No,2.88,Bronchitis,Medication,3.0,No 24.0,,No,3.49,Asthma,Medication,10.0,Yes 60.0,,No,2.72,Lung Cancer,Surgery,2.0,Yes 47.0,Male,No,2.21,,,14.0,Yes 26.0,Female,Yes,2.99,Asthma,Medication,7.0,Yes 31.0,Male,No,1.1,Pneumonia,Therapy,3.0,No ,Female,No,,COPD,Surgery,7.0,No 52.0,,No,1.85,Asthma,Medication,9.0,Yes 67.0,Male,Yes,1.22,Bronchitis,Medication,12.0,No 42.0,Female,No,4.27,Lung Cancer,Medication,11.0,No 81.0,Female,No,4.87,Pneumonia,Therapy,1.0,Yes 56.0,Male,Yes,5.07,COPD,Medication,3.0,No 63.0,Female,No,3.47,Bronchitis,Medication,13.0,No 54.0,Male,Yes,2.03,Lung Cancer,,11.0,Yes 84.0,Male,No,4.69,Lung Cancer,Medication,6.0,No 66.0,Male,Yes,4.5,Bronchitis,Medication,13.0, 22.0,Female,No,2.23,COPD,Surgery,9.0,Yes 20.0,Male,No,5.52,Lung Cancer,Medication,5.0,No 24.0,Female,No,1.52,Pneumonia,Therapy,3.0,Yes 33.0,Male,Yes,5.91,Asthma,Surgery,8.0,Yes 46.0,,No,5.3,Pneumonia,,13.0, 28.0,Female,Yes,4.44,Lung Cancer,Therapy,,Yes 34.0,Male,Yes,5.69,Asthma,Medication,12.0,Yes 61.0,Female,Yes,4.61,Bronchitis,Surgery,5.0,Yes 70.0,Male,Yes,1.95,Asthma,Therapy,,No 82.0,Male,No,3.21,Asthma,Surgery,13.0,Yes 71.0,Male,,1.36,Asthma,Therapy,2.0,No 23.0,Male,,2.95,Lung Cancer,Therapy,4.0,Yes 42.0,Male,Yes,4.71,COPD,Medication,1.0,Yes 34.0,Female,No,2.93,Lung Cancer,Therapy,14.0, 62.0,Male,Yes,2.65,COPD,Therapy,13.0,No ,Female,Yes,3.98,Bronchitis,Medication,4.0,No 55.0,Female,Yes,5.36,Bronchitis,Therapy,1.0,Yes 32.0,Male,No,1.24,Bronchitis,Therapy,4.0,No 51.0,Female,No,,,Therapy,14.0,Yes 78.0,Male,Yes,1.79,Bronchitis,Therapy,2.0,Yes 47.0,Female,No,4.48,Pneumonia,Medication,6.0,No 85.0,Female,No,1.53,Lung Cancer,Medication,6.0,Yes 61.0,Female,Yes,4.32,COPD,Surgery,8.0,Yes 64.0,Male,Yes,2.43,Bronchitis,Therapy,9.0,No 81.0,Female,No,1.99,Pneumonia,Medication,8.0,Yes 76.0,Male,Yes,5.68,Pneumonia,,1.0,Yes ,,Yes,1.09,Pneumonia,Medication,13.0,No 47.0,Female,No,3.19,Lung Cancer,Surgery,3.0,No 47.0,Female,No,1.11,Bronchitis,Therapy,6.0,Yes 63.0,Female,Yes,3.42,,,1.0,Yes 49.0,Male,No,3.51,,Surgery,8.0,No 81.0,Male,Yes,2.61,Bronchitis,Surgery,14.0,No 81.0,Female,Yes,1.66,Lung Cancer,Medication,6.0,Yes 20.0,Female,No,2.88,Pneumonia,Therapy,1.0,No 46.0,Male,Yes,4.36,COPD,Medication,10.0,No ,Male,Yes,4.91,Asthma,Medication,2.0, 22.0,Male,Yes,3.65,Asthma,Therapy,6.0,Yes 89.0,Male,No,3.95,Asthma,Therapy,10.0,Yes 46.0,Female,No,2.0,,Therapy,14.0,Yes 28.0,,No,2.44,Pneumonia,Therapy,8.0,Yes 81.0,Male,Yes,1.81,Asthma,Medication,5.0,Yes 56.0,Male,Yes,2.25,Asthma,Therapy,1.0,No 70.0,Male,No,2.12,Bronchitis,Therapy,14.0,No 63.0,,No,3.6,Pneumonia,Therapy,10.0,No 43.0,Male,No,3.81,Pneumonia,Surgery,2.0,Yes 78.0,Male,Yes,5.72,Bronchitis,Therapy,4.0,Yes 51.0,Female,No,1.98,Pneumonia,Therapy,4.0, 71.0,Female,,4.21,COPD,Medication,7.0,No 81.0,Female,No,5.09,Lung Cancer,Surgery,2.0,No ,Male,Yes,3.8,Bronchitis,Medication,7.0,No 71.0,Male,,2.28,Asthma,Surgery,7.0,Yes 31.0,Male,No,2.31,Pneumonia,Medication,7.0,Yes 58.0,Female,Yes,1.2,COPD,Medication,13.0,No 21.0,Male,No,2.53,,Therapy,3.0,Yes 22.0,Male,Yes,4.72,Lung Cancer,Therapy,,Yes 75.0,Female,Yes,1.24,COPD,Surgery,12.0,Yes ,Male,No,2.1,Pneumonia,Surgery,6.0,Yes 21.0,Female,,4.53,Pneumonia,Surgery,4.0,No 21.0,Female,No,4.91,COPD,Therapy,1.0,No 73.0,Male,No,3.28,Pneumonia,Medication,9.0,Yes 20.0,Female,No,4.49,Pneumonia,Surgery,2.0,No ,Male,Yes,2.94,Asthma,Therapy,9.0,Yes 21.0,Female,,1.8,Bronchitis,Therapy,8.0, 72.0,Male,Yes,2.99,Pneumonia,Medication,1.0,No ,Female,No,3.9,Pneumonia,Medication,11.0,No 51.0,Male,No,5.74,Lung Cancer,Therapy,7.0,No 89.0,Female,Yes,,Bronchitis,Medication,13.0,No 51.0,Female,Yes,3.54,Bronchitis,Medication,10.0,No 87.0,Female,No,2.64,Bronchitis,Therapy,3.0,No 74.0,Male,Yes,3.54,COPD,Surgery,10.0,Yes 75.0,Male,No,1.12,Asthma,Surgery,,No 36.0,,Yes,2.57,Asthma,Therapy,10.0,Yes 57.0,Male,No,5.1,Lung Cancer,Surgery,14.0,No 43.0,Female,Yes,3.77,Bronchitis,Therapy,14.0,No ,Male,Yes,3.25,Bronchitis,Therapy,14.0,No 89.0,Female,No,2.43,Pneumonia,,9.0,Yes 30.0,Male,No,,COPD,Surgery,5.0,Yes 35.0,Female,No,2.92,COPD,Therapy,11.0,Yes 78.0,Female,Yes,5.18,,Surgery,3.0,Yes 89.0,Female,No,5.84,Asthma,Surgery,8.0,Yes 22.0,Female,No,3.19,Bronchitis,Surgery,12.0,No 39.0,Male,Yes,2.97,Lung Cancer,Therapy,3.0,Yes 78.0,Female,No,5.23,COPD,Medication,7.0,Yes 55.0,Male,No,3.13,COPD,Surgery,14.0,Yes 38.0,Male,No,3.76,COPD,Therapy,7.0,No ,Female,Yes,2.15,Bronchitis,Surgery,7.0,No 38.0,Male,Yes,4.72,Bronchitis,Medication,14.0,No 39.0,Male,Yes,3.66,,Surgery,12.0,Yes 71.0,Male,No,5.05,Pneumonia,Therapy,1.0,No 52.0,Female,Yes,4.9,Asthma,Surgery,11.0,Yes 59.0,Male,No,2.08,COPD,Surgery,5.0,No 58.0,Male,No,4.58,COPD,Surgery,,No 20.0,Female,No,5.0,Pneumonia,Medication,11.0,No 30.0,Female,Yes,2.73,COPD,Surgery,1.0,No 76.0,Male,Yes,1.86,COPD,Therapy,7.0,No 69.0,Female,No,1.01,,Surgery,13.0,Yes 42.0,Male,No,3.25,Bronchitis,Surgery,13.0,Yes 50.0,Male,Yes,2.76,Asthma,Surgery,8.0,No 61.0,Male,Yes,,COPD,Medication,7.0,Yes 26.0,Female,,1.94,Lung Cancer,Therapy,1.0,No 35.0,Male,No,5.3,COPD,Surgery,3.0,No 79.0,Female,Yes,2.29,COPD,Therapy,,No 21.0,Female,Yes,2.13,Asthma,Therapy,,No 20.0,Male,Yes,3.4,Lung Cancer,Medication,7.0,No 67.0,Female,No,3.49,COPD,Therapy,4.0,No 31.0,,Yes,2.08,Lung Cancer,Surgery,12.0,No 88.0,Female,No,2.36,Bronchitis,Medication,3.0,Yes 56.0,Female,No,1.85,Bronchitis,Medication,6.0,Yes 51.0,Female,No,4.59,Lung Cancer,Therapy,12.0, 28.0,Male,Yes,4.85,COPD,Medication,10.0,Yes ,Female,Yes,3.31,Lung Cancer,Therapy,6.0,No ,Male,Yes,4.57,Lung Cancer,Therapy,10.0,Yes 22.0,Male,No,,Bronchitis,Medication,5.0,Yes 39.0,Male,Yes,1.69,Lung Cancer,Surgery,12.0,No ,Male,,5.83,Pneumonia,Therapy,6.0,No 73.0,Male,Yes,5.11,Pneumonia,Medication,3.0,Yes 52.0,,Yes,2.02,Bronchitis,Medication,14.0,No ,Female,Yes,1.93,COPD,Therapy,13.0,Yes 55.0,Female,Yes,1.63,COPD,Therapy,10.0,No 57.0,Female,No,1.69,Bronchitis,Therapy,5.0,Yes 44.0,Male,No,,COPD,Therapy,9.0,Yes 37.0,Female,No,3.35,Asthma,Surgery,4.0,Yes 85.0,Female,No,4.91,Pneumonia,Surgery,11.0,No 73.0,,Yes,4.73,Asthma,Surgery,2.0,Yes 54.0,Male,No,4.02,Asthma,Surgery,5.0,No ,Female,No,4.43,Asthma,Medication,3.0,No 60.0,Male,No,1.09,Bronchitis,Therapy,12.0, 52.0,Female,Yes,2.56,Asthma,Medication,3.0,No 87.0,Male,No,4.19,Lung Cancer,Medication,4.0,No 52.0,Male,No,1.05,COPD,Surgery,12.0,Yes ,Male,Yes,1.16,Bronchitis,Medication,4.0,No 40.0,Female,Yes,5.26,Lung Cancer,Surgery,5.0,No 67.0,Female,No,,Lung Cancer,Therapy,,Yes 39.0,Male,No,2.33,Pneumonia,Surgery,4.0,Yes 27.0,Female,Yes,4.44,Pneumonia,Therapy,11.0,No 26.0,Male,No,4.96,Lung Cancer,Surgery,7.0,No 86.0,Male,Yes,2.53,Pneumonia,Medication,9.0,No 36.0,Female,No,1.18,COPD,Medication,3.0,Yes ,Female,No,5.66,COPD,,5.0, 67.0,Female,No,2.73,Pneumonia,Therapy,4.0,No 78.0,Male,No,1.53,,Therapy,9.0,Yes 41.0,Male,No,3.46,Lung Cancer,Surgery,5.0,Yes 49.0,Female,Yes,4.84,COPD,Medication,10.0,Yes 57.0,Male,Yes,2.11,,Therapy,2.0,No 70.0,Female,No,2.35,Pneumonia,Surgery,10.0,No 73.0,Male,No,2.21,COPD,Therapy,1.0,No 27.0,Female,No,5.96,COPD,Medication,7.0,Yes 46.0,Female,Yes,1.99,Asthma,Therapy,11.0,Yes 46.0,Male,Yes,3.88,Pneumonia,Surgery,1.0,No 40.0,Female,Yes,5.63,Pneumonia,Therapy,8.0,Yes 49.0,Female,Yes,1.73,Bronchitis,Therapy,9.0, 47.0,Male,Yes,5.85,Asthma,,7.0,Yes 83.0,Female,Yes,5.74,COPD,Medication,9.0,Yes 88.0,Male,Yes,5.42,COPD,Medication,10.0,No 80.0,Female,Yes,2.07,Lung Cancer,Medication,,No 67.0,Male,No,,COPD,Surgery,,Yes 38.0,Female,Yes,4.8,Pneumonia,,3.0,Yes 23.0,Female,Yes,5.93,COPD,Therapy,14.0,Yes 54.0,Female,Yes,1.9,Pneumonia,Therapy,14.0,Yes 83.0,Female,Yes,4.83,Pneumonia,Therapy,9.0,Yes 68.0,Male,No,2.69,Asthma,Surgery,3.0,No 36.0,Male,Yes,1.88,COPD,Medication,6.0,Yes 63.0,Male,No,3.11,Asthma,Therapy,4.0,No 49.0,Male,No,4.97,Pneumonia,Therapy,9.0,No 65.0,Male,No,3.32,COPD,Medication,1.0,Yes 25.0,Male,Yes,3.69,COPD,Medication,9.0,No 56.0,Male,Yes,5.98,Asthma,Therapy,12.0,Yes 43.0,Female,Yes,3.0,Asthma,Medication,4.0,Yes 65.0,Female,No,4.08,Pneumonia,Therapy,10.0,Yes 72.0,,No,,Pneumonia,Therapy,5.0,No 79.0,Female,No,2.96,COPD,Therapy,11.0,No 82.0,Male,No,4.48,COPD,,13.0, 51.0,Male,Yes,5.69,Bronchitis,,1.0,Yes 52.0,Male,Yes,,Bronchitis,Therapy,14.0,No 86.0,Female,Yes,,Lung Cancer,Medication,1.0,No 37.0,,,,Pneumonia,Surgery,6.0,No 44.0,Female,No,2.06,Lung Cancer,Surgery,10.0,Yes 73.0,Male,Yes,3.51,Lung Cancer,Therapy,,No 77.0,Male,Yes,1.1,Asthma,Medication,1.0,Yes 86.0,Male,No,2.26,Asthma,Therapy,13.0,No 65.0,Male,Yes,3.59,Bronchitis,Medication,2.0,No 43.0,Female,Yes,,Lung Cancer,Therapy,13.0, 51.0,Female,No,2.32,Bronchitis,Therapy,14.0,Yes 66.0,Male,No,3.57,Pneumonia,Surgery,3.0,Yes 42.0,Female,No,3.87,COPD,Medication,7.0,No 85.0,Male,Yes,5.63,Asthma,Medication,2.0, 46.0,Male,No,,Pneumonia,Surgery,5.0,Yes 21.0,,Yes,3.07,Pneumonia,Surgery,9.0,Yes 36.0,Male,Yes,5.65,Asthma,Surgery,12.0,No 52.0,Female,No,4.92,Asthma,Surgery,12.0,No ,Male,Yes,2.0,Lung Cancer,Medication,10.0,Yes 62.0,Male,No,1.65,Bronchitis,Medication,8.0,No 67.0,Female,No,4.38,Pneumonia,Surgery,12.0,Yes 58.0,Male,Yes,3.8,Lung Cancer,Therapy,8.0,No 61.0,Female,Yes,4.95,Lung Cancer,Therapy,11.0,No 45.0,Male,No,4.69,Pneumonia,Therapy,,No 69.0,Male,No,4.13,Pneumonia,Therapy,1.0,No 44.0,Male,No,5.93,,Medication,9.0, ,Male,No,3.67,Bronchitis,Medication,10.0, 32.0,Male,No,1.57,Pneumonia,Medication,12.0,No 79.0,Male,,5.14,Asthma,Therapy,4.0, 26.0,Female,Yes,2.26,COPD,Surgery,9.0,No 76.0,Male,Yes,4.89,Bronchitis,Therapy,11.0,No 55.0,Female,Yes,5.79,Asthma,Medication,14.0,No ,Female,Yes,4.48,Asthma,Therapy,12.0,Yes 39.0,Male,No,3.98,Bronchitis,Surgery,11.0,No 84.0,Female,Yes,3.3,COPD,Surgery,7.0,Yes 27.0,,Yes,,Asthma,Therapy,12.0,Yes 35.0,Female,No,2.77,Lung Cancer,,6.0,Yes 33.0,Male,Yes,4.18,Bronchitis,Medication,10.0,Yes 34.0,Female,No,4.76,Bronchitis,Medication,13.0,No 85.0,Female,No,4.39,Pneumonia,Therapy,9.0, 51.0,Male,No,1.99,COPD,Medication,10.0,No 82.0,Female,No,3.47,Lung Cancer,Therapy,4.0, 70.0,Male,No,4.96,Lung Cancer,Medication,14.0,No 44.0,Male,Yes,3.38,Pneumonia,Surgery,1.0,Yes 77.0,Male,Yes,3.68,Asthma,Surgery,5.0,Yes 82.0,Male,,4.86,Asthma,Medication,,No 81.0,Male,No,4.31,Lung Cancer,Therapy,6.0,Yes 41.0,Female,Yes,3.05,COPD,Medication,6.0,Yes 77.0,Female,Yes,5.48,Asthma,Therapy,12.0,Yes 77.0,Female,Yes,1.81,Bronchitis,Surgery,1.0,Yes 68.0,Male,Yes,5.98,Pneumonia,Therapy,7.0,No ,Female,No,1.59,COPD,Medication,8.0,Yes 61.0,Female,Yes,1.07,Asthma,Surgery,12.0,Yes 89.0,Female,No,5.45,Lung Cancer,Therapy,5.0, 34.0,Female,No,2.22,Pneumonia,Therapy,2.0,No 73.0,Female,Yes,4.65,Asthma,Surgery,2.0,No 79.0,Male,No,5.06,Lung Cancer,Medication,11.0, ,Male,No,5.29,Asthma,Surgery,5.0,No 72.0,Female,No,5.96,Pneumonia,Medication,7.0,No 79.0,Male,No,2.47,Bronchitis,Medication,7.0,No 24.0,Male,No,4.55,Bronchitis,Therapy,13.0,No ,Female,No,1.58,Lung Cancer,Medication,4.0,Yes 25.0,Female,No,3.03,Bronchitis,Medication,11.0,Yes 66.0,Male,Yes,5.24,Pneumonia,Surgery,14.0,No 74.0,,Yes,2.84,Lung Cancer,Surgery,3.0,No 59.0,Male,No,3.96,Asthma,Medication,9.0,No 71.0,Male,No,3.52,COPD,Therapy,12.0,No 35.0,,Yes,4.23,Asthma,Surgery,14.0,No 32.0,Male,Yes,,Pneumonia,Therapy,14.0,No 49.0,Male,Yes,1.28,Lung Cancer,Surgery,7.0,No 38.0,Male,Yes,3.87,,Surgery,2.0, 36.0,Female,No,5.32,Lung Cancer,Medication,1.0,Yes 82.0,Female,No,3.41,Bronchitis,Surgery,11.0,No 38.0,,Yes,1.39,COPD,Surgery,2.0,No 77.0,Female,Yes,3.8,Pneumonia,,13.0,Yes ,Male,Yes,2.66,Asthma,Surgery,12.0,Yes 81.0,Female,,1.77,COPD,Surgery,3.0,No 42.0,Female,No,5.25,Pneumonia,Therapy,,Yes 28.0,Female,Yes,3.61,Pneumonia,Medication,14.0,Yes 31.0,Female,Yes,5.67,Bronchitis,Medication,3.0,No 20.0,Male,Yes,5.03,,Surgery,10.0,Yes 77.0,Male,No,,Lung Cancer,Surgery,9.0,No 20.0,,No,1.03,COPD,Therapy,10.0,Yes 53.0,Female,No,3.14,Bronchitis,Medication,4.0,No 67.0,Female,Yes,1.99,Pneumonia,Medication,7.0,Yes 20.0,Male,Yes,5.55,Bronchitis,Medication,4.0,Yes 35.0,Female,Yes,1.87,Bronchitis,Therapy,3.0,No 80.0,Female,No,2.43,COPD,Therapy,10.0,Yes 83.0,Male,No,3.58,Lung Cancer,Therapy,1.0,Yes 82.0,Male,Yes,2.32,Bronchitis,Surgery,14.0,No 88.0,Female,Yes,2.05,Bronchitis,Medication,12.0,Yes 41.0,Female,No,4.0,Bronchitis,Surgery,9.0,Yes 86.0,Female,Yes,1.44,Asthma,Surgery,13.0,No 45.0,Male,Yes,1.29,Bronchitis,Therapy,11.0,No 35.0,Male,Yes,2.86,Bronchitis,Medication,1.0,No 70.0,Male,No,4.6,Pneumonia,Surgery,,No 76.0,Male,Yes,3.77,Asthma,Medication,13.0,No 48.0,Female,Yes,3.11,Bronchitis,Surgery,1.0,No 88.0,Male,Yes,3.83,Bronchitis,Therapy,1.0,No 66.0,Male,Yes,2.83,COPD,Surgery,14.0,No 81.0,Female,No,5.68,COPD,Therapy,5.0, 88.0,Female,No,1.27,Asthma,Medication,7.0,Yes 35.0,Female,No,4.37,Pneumonia,Surgery,7.0,No 67.0,Male,Yes,5.46,Asthma,Surgery,10.0,Yes 58.0,Female,,5.02,Asthma,Therapy,1.0,No 52.0,Female,Yes,1.92,COPD,Therapy,6.0,Yes 42.0,Male,No,2.48,COPD,Medication,9.0,Yes 29.0,Male,Yes,4.59,Pneumonia,Therapy,6.0,No 88.0,Female,No,1.42,Bronchitis,,4.0,Yes 53.0,,No,5.06,Pneumonia,Surgery,,Yes 71.0,,No,4.59,Bronchitis,Medication,9.0,Yes 29.0,Female,Yes,4.65,Lung Cancer,Medication,13.0,No ,,Yes,1.5,COPD,Medication,,Yes 77.0,Female,,4.59,Lung Cancer,Surgery,13.0,Yes 20.0,Male,,4.4,Lung Cancer,Surgery,10.0,No 88.0,Male,Yes,5.15,COPD,Therapy,4.0,Yes 23.0,Male,Yes,1.21,Lung Cancer,Medication,4.0,Yes 35.0,Female,Yes,1.12,Asthma,,4.0,Yes 43.0,Male,Yes,2.87,,Medication,6.0,Yes 21.0,Male,Yes,1.74,Pneumonia,Medication,13.0,No 51.0,Female,Yes,3.79,COPD,Medication,11.0,No 43.0,Female,No,5.59,Asthma,Surgery,11.0,No 31.0,Female,No,2.96,Pneumonia,Medication,7.0,Yes 69.0,Female,Yes,5.22,Pneumonia,Medication,14.0,No 54.0,Male,No,1.0,Pneumonia,Therapy,9.0,Yes 52.0,Male,No,1.84,Lung Cancer,Medication,14.0,Yes 52.0,Male,Yes,1.15,Lung Cancer,Therapy,11.0,No 80.0,Female,Yes,2.64,Lung Cancer,Medication,3.0,No 70.0,Female,No,5.54,Lung Cancer,Therapy,8.0,No ,Male,Yes,1.48,Asthma,Surgery,8.0,Yes 31.0,Female,No,4.03,Lung Cancer,Surgery,,Yes ,Female,No,3.26,COPD,Medication,5.0,Yes 84.0,Male,No,5.69,Pneumonia,Therapy,13.0, 52.0,Male,Yes,1.61,,Surgery,10.0,No 59.0,Female,No,2.06,Lung Cancer,Medication,5.0,No 62.0,Female,Yes,1.15,Pneumonia,Medication,12.0, 63.0,Female,Yes,3.17,Asthma,Therapy,8.0,Yes 48.0,Male,Yes,2.39,Pneumonia,Therapy,8.0,No 32.0,Male,Yes,5.35,Asthma,Medication,12.0,No 31.0,Male,Yes,4.02,Bronchitis,Therapy,, 65.0,Male,No,,Asthma,,3.0,No 21.0,Male,Yes,3.66,Lung Cancer,Surgery,2.0,Yes 54.0,Female,Yes,1.46,Pneumonia,Therapy,1.0,Yes 27.0,Female,Yes,3.23,Pneumonia,Medication,2.0,Yes 45.0,Female,Yes,6.0,Pneumonia,Therapy,10.0,Yes 53.0,Male,Yes,5.18,COPD,Medication,6.0,No 26.0,Male,No,5.47,COPD,Medication,12.0,No 87.0,Male,Yes,5.12,Lung Cancer,,1.0,Yes 77.0,Female,Yes,1.52,Bronchitis,Therapy,6.0,Yes 48.0,Male,,2.14,COPD,Therapy,1.0,Yes 55.0,Male,Yes,1.02,Asthma,Surgery,2.0,Yes ,Female,No,2.52,Lung Cancer,Surgery,8.0, 55.0,Male,No,1.54,Bronchitis,Therapy,14.0,No 29.0,Female,No,3.36,Asthma,Medication,6.0,Yes 43.0,Male,No,4.39,Pneumonia,Therapy,9.0,No 83.0,Male,Yes,5.37,COPD,Surgery,1.0,Yes 68.0,Female,Yes,4.75,Asthma,Surgery,5.0,Yes 55.0,Female,No,5.69,Bronchitis,Therapy,7.0,Yes 43.0,Female,No,1.27,Lung Cancer,Medication,9.0,Yes 42.0,Female,Yes,1.06,Asthma,Medication,14.0,No 81.0,Female,No,4.31,Lung Cancer,Surgery,11.0, 56.0,Female,No,2.45,Pneumonia,Surgery,9.0,No 31.0,Male,No,2.27,Bronchitis,Surgery,4.0,Yes 74.0,Male,Yes,2.65,Bronchitis,Medication,13.0,No 32.0,Female,,2.35,COPD,Surgery,4.0,Yes 42.0,Male,Yes,3.56,Bronchitis,,4.0,Yes 49.0,Female,Yes,3.2,Asthma,Medication,3.0,No 36.0,Male,Yes,3.56,Asthma,Surgery,8.0,Yes 81.0,Female,No,4.36,Asthma,Surgery,5.0, 32.0,Male,No,2.94,,Therapy,7.0,No 78.0,Male,Yes,2.26,Bronchitis,Surgery,10.0,No 38.0,Male,,1.83,Bronchitis,Therapy,6.0,Yes 68.0,Male,Yes,2.75,Asthma,Surgery,14.0,No 31.0,Male,No,4.71,COPD,Surgery,,No 80.0,Female,No,4.78,COPD,Therapy,14.0,No ,Female,,4.33,Bronchitis,Surgery,3.0,Yes 28.0,Female,Yes,2.17,Bronchitis,Therapy,6.0,Yes 47.0,Male,No,3.94,Lung Cancer,Surgery,3.0,No 71.0,Female,Yes,3.85,Bronchitis,Therapy,2.0,Yes 35.0,Male,No,3.42,Asthma,Therapy,3.0,Yes 88.0,Male,No,3.75,Pneumonia,Surgery,2.0,No 31.0,Male,Yes,3.46,,Surgery,2.0, 44.0,Female,Yes,3.83,Bronchitis,Therapy,10.0,No 71.0,Male,No,4.58,Asthma,Medication,11.0,Yes 72.0,Female,No,1.55,Lung Cancer,Surgery,7.0,Yes 42.0,Female,No,4.75,Bronchitis,Surgery,10.0,Yes 35.0,Male,No,1.68,,Medication,3.0,Yes 76.0,Male,No,1.33,COPD,Medication,,No 58.0,Female,Yes,5.88,COPD,Therapy,13.0,No 72.0,Female,No,5.78,Pneumonia,Surgery,2.0,No 61.0,Female,No,1.3,Pneumonia,Therapy,11.0,No 77.0,Female,No,3.22,Bronchitis,Surgery,11.0,No ,,Yes,1.93,Bronchitis,Medication,7.0,Yes 33.0,Female,Yes,3.43,Bronchitis,Therapy,3.0,No 24.0,Male,No,5.15,Pneumonia,Surgery,9.0,Yes 54.0,Female,No,5.75,Bronchitis,Surgery,7.0,Yes 37.0,Female,Yes,4.17,Asthma,Medication,9.0,No 28.0,Female,Yes,2.77,Lung Cancer,Medication,2.0,Yes 77.0,Female,Yes,4.02,COPD,Surgery,6.0,Yes 36.0,Male,Yes,2.56,COPD,Medication,,No 26.0,Male,No,5.55,Asthma,Medication,14.0,Yes 65.0,Female,Yes,5.35,Bronchitis,,2.0,No 32.0,Female,No,3.79,Pneumonia,,4.0,No ,Female,No,2.62,Bronchitis,Therapy,4.0,Yes 61.0,Male,Yes,2.47,,Medication,8.0,Yes 28.0,Male,Yes,1.17,COPD,Surgery,13.0, 69.0,Male,Yes,5.08,COPD,Medication,7.0,Yes ,Male,Yes,3.25,Pneumonia,Medication,13.0,No 85.0,Male,No,2.63,COPD,Surgery,5.0,No 24.0,Male,No,3.36,Bronchitis,Medication,9.0,No 48.0,Female,,5.09,Asthma,Therapy,1.0, 56.0,Male,Yes,1.62,Pneumonia,Surgery,4.0,No 57.0,Male,No,,Asthma,Medication,5.0,No 27.0,Female,Yes,5.49,Bronchitis,Medication,8.0,Yes 84.0,Male,No,5.73,Pneumonia,Medication,3.0,No ,Female,Yes,2.99,Asthma,Surgery,14.0,Yes 64.0,,No,2.09,Pneumonia,Therapy,12.0,Yes 23.0,Female,No,2.87,Bronchitis,Medication,5.0,Yes 55.0,Female,Yes,2.66,Pneumonia,Medication,3.0,No 89.0,Female,,1.88,Bronchitis,,13.0,No 50.0,Female,No,4.04,Pneumonia,Surgery,7.0,Yes 38.0,Female,Yes,3.38,,Medication,10.0,No 80.0,Male,Yes,5.33,,Medication,3.0,Yes 73.0,Male,Yes,,Bronchitis,Medication,7.0,No 58.0,Female,Yes,,,Surgery,14.0,No 38.0,Female,Yes,4.81,Pneumonia,Therapy,2.0,No 58.0,Female,No,4.8,Asthma,Surgery,7.0,Yes 86.0,Male,,5.43,COPD,Therapy,9.0,Yes 64.0,Female,No,4.65,COPD,Therapy,12.0,Yes 32.0,Female,,5.64,Pneumonia,Surgery,5.0,No 77.0,Female,Yes,2.66,Lung Cancer,Medication,12.0,No 39.0,Female,No,3.52,,Therapy,6.0, 80.0,Male,No,1.07,Bronchitis,Medication,13.0, 58.0,Female,Yes,1.03,Pneumonia,Therapy,10.0,Yes 20.0,Female,No,2.2,Pneumonia,Medication,11.0,No 22.0,Male,Yes,1.5,Lung Cancer,,,Yes 81.0,Female,Yes,2.3,Bronchitis,Surgery,13.0,No 82.0,Female,Yes,1.89,Bronchitis,Medication,10.0,No ,Male,No,,Lung Cancer,Therapy,5.0,Yes 75.0,Male,No,5.55,Asthma,Medication,13.0,No 52.0,Male,,1.04,Bronchitis,Medication,5.0,No 57.0,,No,,Asthma,Medication,3.0,No 25.0,Female,Yes,1.76,Asthma,Therapy,8.0,No 77.0,Male,No,5.56,Pneumonia,Therapy,6.0,Yes 63.0,Male,Yes,5.46,Pneumonia,Therapy,13.0,No 64.0,Male,No,4.27,COPD,Medication,3.0,Yes 51.0,Female,No,4.36,Pneumonia,Surgery,1.0,No 64.0,Female,No,1.03,Bronchitis,Therapy,10.0,Yes ,Male,No,5.92,Bronchitis,Medication,1.0,No 66.0,Female,,,Asthma,Therapy,13.0,Yes 40.0,Male,Yes,5.48,Bronchitis,Surgery,11.0,No 55.0,,No,4.3,Pneumonia,Medication,10.0,Yes 38.0,Female,No,2.72,Pneumonia,Therapy,12.0,Yes 39.0,Female,No,5.47,Pneumonia,Therapy,2.0,Yes 76.0,Female,No,2.46,Lung Cancer,Surgery,10.0,No 37.0,,Yes,3.81,Bronchitis,Therapy,5.0,No 66.0,Female,No,1.5,COPD,Medication,7.0,Yes 68.0,Female,Yes,5.61,Bronchitis,,1.0,No ,Male,No,1.7,Bronchitis,Surgery,1.0,Yes 34.0,Female,Yes,2.12,Lung Cancer,Surgery,4.0,Yes 50.0,Male,Yes,3.79,,Surgery,13.0,No 20.0,Male,Yes,4.82,Asthma,Medication,10.0,No 73.0,,Yes,4.1,Pneumonia,Surgery,6.0,No 22.0,Female,Yes,2.16,Pneumonia,Therapy,9.0,No 35.0,Male,No,1.0,Lung Cancer,Therapy,1.0,No 76.0,Male,Yes,4.79,Pneumonia,,11.0,No 31.0,Male,,5.93,Asthma,Therapy,10.0, 35.0,Female,Yes,5.05,,Surgery,,Yes 43.0,Male,Yes,3.3,,Therapy,9.0,Yes 47.0,Male,No,5.52,Pneumonia,Surgery,8.0,No 27.0,Male,Yes,3.05,,Therapy,7.0,Yes 55.0,,Yes,3.62,Asthma,Medication,13.0,No 27.0,Male,Yes,3.39,Asthma,Surgery,10.0,No 77.0,,Yes,3.24,Pneumonia,Therapy,2.0,No 79.0,Female,No,4.88,COPD,Medication,9.0,Yes 69.0,Male,Yes,3.63,Bronchitis,Therapy,,Yes 47.0,Female,,2.58,COPD,Medication,13.0,No 60.0,Male,No,2.29,COPD,Therapy,8.0,Yes 83.0,Female,No,1.19,Pneumonia,Surgery,13.0,No 46.0,Female,Yes,3.92,Bronchitis,Surgery,11.0,No 82.0,Male,Yes,2.15,Pneumonia,Surgery,10.0,Yes 36.0,Male,No,1.74,Pneumonia,Surgery,10.0,No 52.0,Male,Yes,4.27,Asthma,Surgery,9.0,No 48.0,,No,4.41,Pneumonia,Therapy,9.0,No 32.0,Female,Yes,4.76,Lung Cancer,Therapy,9.0,No 65.0,Male,No,3.52,Bronchitis,Therapy,3.0,Yes 54.0,Male,No,5.47,Asthma,Therapy,7.0,Yes 25.0,Female,,5.68,Bronchitis,Surgery,12.0,No 88.0,Female,Yes,5.04,Asthma,Medication,1.0,No 66.0,Female,Yes,4.18,Lung Cancer,Surgery,9.0, 44.0,Male,Yes,2.52,Pneumonia,,14.0, 85.0,Female,Yes,5.91,Asthma,Surgery,9.0,Yes 29.0,Male,No,2.37,Asthma,Surgery,3.0,Yes 75.0,Female,No,2.01,Asthma,Surgery,5.0, 49.0,Female,No,3.21,Lung Cancer,Medication,12.0,Yes 24.0,Male,Yes,1.28,Bronchitis,Surgery,13.0,No ,Male,Yes,5.89,Lung Cancer,Surgery,8.0,Yes ,Male,Yes,3.94,Asthma,Medication,6.0,Yes 37.0,Female,No,3.78,Asthma,Surgery,10.0,No 68.0,Female,Yes,4.28,Pneumonia,Surgery,10.0,Yes 30.0,Female,Yes,3.49,Lung Cancer,Surgery,9.0,No 45.0,Male,No,1.16,Lung Cancer,Surgery,14.0,No 82.0,Female,No,4.06,COPD,Surgery,,Yes 78.0,Male,Yes,4.58,Bronchitis,,3.0,Yes 46.0,Male,No,3.08,COPD,Surgery,12.0,Yes 68.0,Male,Yes,4.79,COPD,Medication,7.0,Yes 52.0,,No,2.14,Bronchitis,Surgery,13.0,No 20.0,Female,No,2.11,Pneumonia,Therapy,6.0,No 40.0,,No,1.81,Pneumonia,Medication,14.0,Yes 74.0,Female,Yes,2.86,Bronchitis,Medication,5.0,No 25.0,Male,Yes,5.24,Bronchitis,Surgery,4.0,No 88.0,Male,Yes,5.14,Lung Cancer,Therapy,5.0,No 24.0,Female,,2.91,Lung Cancer,Surgery,13.0,Yes 22.0,Male,No,3.95,Lung Cancer,Therapy,4.0,No 72.0,Male,No,4.6,Lung Cancer,Therapy,3.0,No 42.0,Female,No,2.21,Asthma,Surgery,7.0,No 72.0,Male,Yes,1.84,,Therapy,6.0,Yes 56.0,Male,Yes,5.86,Pneumonia,Surgery,4.0,No 36.0,,Yes,4.09,Asthma,Therapy,9.0,No ,Male,No,5.91,Asthma,,1.0,No 70.0,Male,No,2.69,Lung Cancer,Surgery,,No 64.0,Male,Yes,4.52,Lung Cancer,Therapy,9.0,No 23.0,Male,No,2.11,Bronchitis,Medication,7.0,No 81.0,Female,Yes,2.31,Lung Cancer,Medication,2.0,No 84.0,Female,No,3.56,Bronchitis,,11.0,Yes ,Male,No,2.6,Bronchitis,,10.0,Yes 53.0,Male,Yes,1.84,Asthma,Surgery,5.0,Yes 58.0,Female,Yes,2.31,Lung Cancer,Therapy,13.0, 45.0,Female,No,1.18,Asthma,Medication,4.0,Yes ,Female,Yes,4.52,Lung Cancer,Therapy,1.0,Yes 73.0,Female,Yes,3.46,Asthma,Therapy,12.0,No ,Female,No,,Asthma,Therapy,13.0,Yes 69.0,Male,No,1.86,Asthma,Surgery,9.0,Yes 31.0,Female,No,1.51,Pneumonia,Surgery,6.0,Yes 84.0,Female,Yes,4.06,Asthma,Medication,11.0,Yes ,Female,No,1.47,COPD,Therapy,,No 24.0,Male,No,4.77,COPD,Surgery,14.0,No 76.0,Male,No,1.1,COPD,Surgery,12.0,No 36.0,Male,No,2.25,Bronchitis,Surgery,6.0,No ,Male,No,5.45,Asthma,Medication,4.0,Yes 42.0,Male,Yes,4.59,COPD,Surgery,13.0,No 33.0,Male,No,1.36,Bronchitis,Therapy,2.0,Yes 85.0,,No,5.11,COPD,Surgery,8.0,No 70.0,Male,Yes,3.47,Lung Cancer,Surgery,8.0,Yes 57.0,Male,No,5.23,Pneumonia,Medication,3.0,Yes 83.0,Female,No,4.0,Asthma,,7.0,No 57.0,Male,Yes,4.41,Pneumonia,Surgery,14.0,No 69.0,Female,No,5.97,Pneumonia,Therapy,7.0,No 49.0,Female,Yes,2.16,Lung Cancer,,14.0,No 70.0,Male,No,4.12,Lung Cancer,Surgery,5.0,No 82.0,Female,Yes,3.3,Lung Cancer,Medication,5.0,No 71.0,Female,Yes,1.2,Bronchitis,Therapy,8.0,No 57.0,Female,No,1.07,COPD,Surgery,4.0,Yes 49.0,Female,Yes,1.6,Asthma,Therapy,1.0,No 70.0,Male,,4.25,Lung Cancer,,1.0,Yes 24.0,Female,No,3.84,Asthma,Therapy,,Yes 48.0,Male,No,3.77,Asthma,Surgery,4.0,No 23.0,Female,Yes,1.16,Asthma,Therapy,1.0,Yes 29.0,Female,No,3.35,Lung Cancer,Therapy,13.0, 75.0,Female,Yes,5.62,Lung Cancer,Medication,2.0,Yes 36.0,,Yes,2.99,COPD,Surgery,10.0,No 36.0,Male,No,4.12,Lung Cancer,,7.0, 88.0,,No,4.9,Lung Cancer,Therapy,2.0,No 53.0,Female,Yes,4.92,Asthma,,1.0,No 25.0,Female,No,3.6,COPD,Therapy,10.0,No 72.0,Female,No,5.29,Pneumonia,Therapy,14.0,Yes 85.0,Female,Yes,2.96,Lung Cancer,,9.0,No 62.0,Male,Yes,5.44,Lung Cancer,Medication,14.0,No 42.0,Female,Yes,2.2,Pneumonia,,5.0,Yes 74.0,Male,Yes,2.4,,Surgery,14.0,No 35.0,Female,Yes,1.27,COPD,Therapy,13.0, 27.0,Male,Yes,,Asthma,Therapy,4.0,No 23.0,,No,3.09,Bronchitis,Medication,4.0,Yes ,Female,Yes,,Lung Cancer,,14.0,No ,Female,No,2.16,Bronchitis,Medication,11.0,No 44.0,Male,No,5.51,Lung Cancer,Therapy,13.0,Yes 86.0,Female,Yes,5.17,Bronchitis,,1.0,Yes 86.0,Female,No,3.77,Pneumonia,Surgery,,Yes 46.0,Male,Yes,4.08,Lung Cancer,,13.0,Yes 51.0,Male,No,3.37,Lung Cancer,Medication,1.0,Yes 69.0,Male,Yes,2.96,Bronchitis,Therapy,5.0,No 80.0,Male,Yes,5.58,COPD,Therapy,5.0,No 70.0,Female,Yes,1.63,Bronchitis,Surgery,9.0,Yes 38.0,Male,Yes,3.09,Lung Cancer,Surgery,13.0,Yes ,,No,2.72,Lung Cancer,Surgery,8.0,Yes 24.0,Male,No,3.49,COPD,Therapy,5.0, 61.0,,No,3.29,Asthma,Therapy,5.0,No 80.0,Male,No,3.59,COPD,Surgery,7.0,Yes 41.0,Female,No,1.7,Asthma,Therapy,12.0,No 40.0,Male,Yes,3.57,Lung Cancer,Surgery,2.0,Yes 89.0,Male,Yes,2.21,Pneumonia,Surgery,,No 20.0,Female,Yes,1.92,,Medication,7.0,Yes ,Male,Yes,1.32,Bronchitis,Surgery,1.0,Yes 31.0,Male,Yes,4.81,COPD,Medication,14.0,No 65.0,Female,No,3.14,COPD,Surgery,5.0,No 53.0,Male,Yes,4.13,Pneumonia,Therapy,12.0,Yes 68.0,Male,Yes,4.64,Asthma,Medication,12.0,Yes 64.0,Male,No,4.4,COPD,Therapy,6.0, 46.0,Male,No,3.35,Asthma,Therapy,13.0,Yes 45.0,Female,Yes,2.94,Asthma,Surgery,11.0,Yes 66.0,Male,Yes,2.88,Asthma,Surgery,14.0,Yes 75.0,Female,No,4.2,Asthma,Therapy,10.0,Yes 82.0,Male,Yes,3.47,,Surgery,1.0,Yes 67.0,Female,Yes,5.25,Bronchitis,Surgery,9.0,Yes 80.0,Male,Yes,,Pneumonia,Surgery,9.0,No 45.0,Female,No,1.85,Bronchitis,Therapy,1.0,No 55.0,Male,Yes,1.68,COPD,Medication,4.0,Yes 20.0,Female,Yes,4.15,Bronchitis,Medication,8.0,Yes 27.0,Female,No,2.51,COPD,Therapy,2.0,No 71.0,,No,1.09,COPD,Surgery,13.0, 66.0,Female,No,5.44,Asthma,Surgery,13.0,No 75.0,Male,Yes,2.13,Pneumonia,Medication,11.0,No 33.0,Male,No,5.65,Asthma,Therapy,13.0,Yes 47.0,Male,Yes,4.59,Asthma,Therapy,8.0,Yes 21.0,Male,No,4.81,,Surgery,10.0,Yes 45.0,Male,Yes,2.01,,Surgery,13.0,No 33.0,Female,No,2.17,COPD,Surgery,12.0,No 78.0,Male,,3.61,Bronchitis,Therapy,14.0,Yes 75.0,Male,,1.86,Bronchitis,Medication,,Yes 26.0,Male,No,,Lung Cancer,Therapy,9.0,Yes 22.0,Male,No,2.61,COPD,Therapy,9.0,No 42.0,Male,Yes,1.8,COPD,Therapy,14.0,Yes 37.0,,No,2.03,Lung Cancer,Medication,1.0,No 57.0,Female,Yes,4.94,COPD,Surgery,9.0,Yes 34.0,Female,No,1.84,Pneumonia,,4.0,Yes 83.0,Male,No,1.14,Pneumonia,Therapy,12.0,No 47.0,Female,Yes,4.15,Lung Cancer,Therapy,12.0,No 58.0,,No,5.88,Bronchitis,Medication,8.0,No 76.0,Male,No,,,Medication,13.0,No 36.0,Male,Yes,1.59,,Surgery,14.0,No 63.0,Male,Yes,3.85,Pneumonia,Therapy,9.0,No 44.0,Male,,,,Medication,,Yes 36.0,Female,Yes,4.92,Lung Cancer,Medication,6.0,No 32.0,Female,No,4.11,COPD,Therapy,3.0,Yes 44.0,Female,No,2.58,Pneumonia,Therapy,1.0,Yes 87.0,Female,Yes,3.71,COPD,Therapy,10.0,Yes 29.0,Male,Yes,1.46,Lung Cancer,Therapy,6.0,No 86.0,Female,Yes,4.39,Pneumonia,Therapy,5.0,No 37.0,,Yes,4.63,COPD,Therapy,3.0,Yes 53.0,Female,Yes,5.83,Bronchitis,Medication,14.0,Yes 27.0,Female,Yes,2.3,Bronchitis,Therapy,14.0,Yes 59.0,,No,1.09,Asthma,Surgery,4.0, 61.0,Female,No,3.73,Lung Cancer,Therapy,2.0,Yes ,Male,Yes,4.53,COPD,Surgery,12.0,No ,Female,No,4.95,Asthma,Surgery,10.0,Yes 71.0,Female,No,1.97,Lung Cancer,Surgery,10.0,No 45.0,Male,No,2.31,Bronchitis,Therapy,,No 83.0,,No,3.56,COPD,Therapy,14.0,Yes 78.0,Female,Yes,2.65,Pneumonia,Surgery,4.0,No 75.0,Male,No,5.3,Bronchitis,Therapy,4.0,Yes 78.0,Male,No,3.37,Pneumonia,Medication,3.0, 89.0,Male,Yes,5.0,Pneumonia,,6.0,Yes 52.0,Female,Yes,3.9,COPD,Medication,1.0,Yes 72.0,Male,Yes,4.87,COPD,Medication,9.0,Yes 41.0,Female,Yes,2.66,Pneumonia,Therapy,11.0,No 40.0,Female,No,5.16,Asthma,Surgery,10.0,Yes 89.0,Female,Yes,2.37,Pneumonia,Therapy,3.0,No 89.0,Female,No,3.73,Pneumonia,Medication,3.0,Yes 23.0,Male,No,2.07,COPD,Therapy,12.0,Yes 81.0,Female,Yes,3.38,Lung Cancer,Therapy,3.0,No 81.0,Male,Yes,2.59,Bronchitis,Medication,7.0,Yes ,Female,Yes,2.33,COPD,Surgery,8.0,Yes 74.0,Male,Yes,5.83,Asthma,Therapy,2.0,No 28.0,Female,Yes,1.8,Bronchitis,Therapy,1.0,No 22.0,Male,Yes,4.94,COPD,Medication,5.0,Yes 50.0,Female,No,5.92,COPD,,8.0,Yes 59.0,Female,,1.1,Lung Cancer,Medication,14.0,Yes 55.0,Male,No,4.5,Asthma,Medication,3.0,Yes 43.0,Female,No,2.26,Asthma,,6.0,Yes 25.0,Female,Yes,1.2,COPD,Surgery,3.0,Yes 85.0,Female,Yes,3.01,Lung Cancer,Medication,6.0,Yes 23.0,Male,No,,COPD,Therapy,12.0,Yes 25.0,Female,No,1.06,Pneumonia,Medication,4.0,Yes 70.0,Female,No,3.94,Pneumonia,Therapy,14.0,No 81.0,Male,Yes,,Lung Cancer,Surgery,11.0,No 76.0,Male,Yes,5.37,COPD,Medication,7.0,Yes 85.0,Male,Yes,1.42,Lung Cancer,Surgery,11.0,No 27.0,Male,No,4.41,COPD,Surgery,10.0,No 45.0,Male,No,4.4,COPD,Therapy,1.0,Yes 70.0,Female,Yes,4.35,Pneumonia,Medication,1.0,No 64.0,Female,Yes,5.71,Bronchitis,Medication,5.0,No 63.0,Female,No,5.12,Asthma,Therapy,9.0, 24.0,Male,No,1.21,Asthma,Therapy,5.0,No 89.0,Female,Yes,,Lung Cancer,Surgery,4.0,No 45.0,Male,No,,Asthma,Medication,8.0,Yes 87.0,Male,Yes,2.55,Pneumonia,Medication,13.0,Yes 38.0,Female,Yes,,Bronchitis,Therapy,5.0,No 39.0,,No,2.92,COPD,Therapy,1.0,No 31.0,Male,No,3.16,COPD,,7.0,No 66.0,Female,No,5.9,Pneumonia,Medication,11.0,Yes 20.0,,Yes,1.44,Asthma,,4.0,No 33.0,Male,No,5.61,COPD,Surgery,10.0,Yes 83.0,Female,No,3.4,Asthma,Therapy,5.0,No 57.0,Male,Yes,4.12,Pneumonia,Surgery,13.0,No 56.0,,Yes,5.15,COPD,Medication,6.0,Yes 30.0,Female,No,2.8,Lung Cancer,Surgery,13.0,Yes 22.0,Female,Yes,3.15,Bronchitis,Surgery,7.0,Yes 52.0,Female,Yes,3.05,Asthma,Surgery,11.0,No 25.0,Female,Yes,2.87,Asthma,Therapy,2.0,No 69.0,Male,No,5.63,Asthma,Medication,14.0,Yes 29.0,Male,No,5.14,Asthma,Therapy,1.0,No 24.0,Female,Yes,1.54,Pneumonia,Surgery,12.0,Yes 42.0,Male,Yes,1.54,Pneumonia,Therapy,3.0,Yes 29.0,Male,Yes,3.14,Pneumonia,Medication,10.0,No 63.0,Female,No,1.49,Pneumonia,Medication,12.0,No 21.0,Female,Yes,4.1,COPD,Surgery,1.0,No 32.0,Male,Yes,1.72,Pneumonia,Surgery,4.0,No 59.0,Female,No,3.61,COPD,Therapy,6.0,No 21.0,Female,Yes,1.04,Lung Cancer,Medication,5.0,No 84.0,Female,No,2.58,Pneumonia,Medication,13.0,No 82.0,Male,No,4.39,Lung Cancer,Therapy,11.0,Yes 36.0,Female,No,3.42,Pneumonia,Medication,4.0,Yes 28.0,Male,,5.89,,Surgery,7.0,No 34.0,Male,Yes,5.37,Bronchitis,Surgery,13.0, 43.0,Male,No,2.8,,Therapy,11.0,Yes 57.0,Female,Yes,1.23,COPD,Therapy,11.0,Yes 54.0,Female,No,5.23,Asthma,Therapy,6.0,Yes 68.0,Female,Yes,5.56,Lung Cancer,Surgery,3.0,No 88.0,Female,No,5.1,Asthma,Therapy,9.0,Yes 81.0,Female,No,1.64,Bronchitis,Medication,,Yes 79.0,Male,Yes,5.99,Bronchitis,,13.0,No 69.0,Male,Yes,2.29,COPD,Medication,10.0,Yes 28.0,Male,Yes,4.62,COPD,,1.0,Yes 53.0,Female,Yes,,Lung Cancer,Medication,13.0,No 54.0,Male,No,2.18,Pneumonia,Medication,,Yes 20.0,Male,No,5.54,Bronchitis,Medication,5.0,No 59.0,Female,Yes,2.55,Asthma,,10.0, 83.0,Female,Yes,5.88,Pneumonia,Medication,8.0,No 41.0,Male,No,2.41,Bronchitis,Medication,4.0,Yes 79.0,Male,Yes,5.77,,Therapy,12.0,Yes 83.0,Female,Yes,1.27,Bronchitis,Therapy,1.0,No 30.0,Female,Yes,4.55,COPD,Therapy,11.0,No 33.0,Female,Yes,3.66,Asthma,Medication,2.0,No 79.0,Female,No,3.39,Asthma,Medication,,Yes 49.0,Male,No,2.12,COPD,Surgery,10.0,Yes 54.0,Male,Yes,4.53,Pneumonia,Medication,,No 56.0,Female,No,1.95,COPD,Medication,,Yes 24.0,Male,Yes,3.76,Asthma,Surgery,14.0,Yes 45.0,Male,Yes,2.27,Lung Cancer,Medication,5.0,No 81.0,Female,Yes,5.78,Pneumonia,Surgery,6.0,Yes 23.0,Male,No,1.14,Bronchitis,Surgery,2.0,Yes 61.0,Male,No,2.0,Lung Cancer,Therapy,11.0,No 37.0,Male,No,2.21,Pneumonia,Medication,12.0,Yes 59.0,Female,No,3.07,,Therapy,9.0,Yes 58.0,Female,No,2.16,Asthma,Medication,6.0,Yes 33.0,Male,Yes,3.46,Lung Cancer,Therapy,12.0, 51.0,Female,Yes,5.36,Pneumonia,Surgery,9.0,Yes 70.0,Female,No,4.56,Bronchitis,Surgery,11.0,Yes 57.0,Female,No,3.9,Bronchitis,Surgery,10.0,Yes 42.0,Male,No,1.45,COPD,Surgery,3.0,Yes 82.0,,Yes,4.47,Lung Cancer,Medication,6.0,Yes 34.0,Female,No,1.83,Pneumonia,Medication,10.0,No 44.0,Male,Yes,4.93,Lung Cancer,Therapy,5.0,Yes 36.0,Male,Yes,2.25,Bronchitis,Medication,9.0,No 85.0,Male,No,3.09,Pneumonia,Medication,13.0,Yes 72.0,Male,Yes,2.75,Asthma,Therapy,10.0,No ,,,5.29,Asthma,Surgery,1.0,No 58.0,,No,1.63,Pneumonia,Therapy,9.0,Yes 70.0,Male,Yes,3.83,,Therapy,5.0,No 89.0,Male,No,1.71,Lung Cancer,,1.0,Yes 25.0,Male,Yes,4.52,,Therapy,10.0,No 86.0,Female,No,5.53,Asthma,,,Yes 26.0,Female,No,3.17,Bronchitis,Therapy,7.0,Yes 70.0,Female,Yes,3.44,Pneumonia,Medication,,Yes 61.0,Male,No,5.64,Lung Cancer,Surgery,6.0,Yes 83.0,Female,Yes,3.6,Bronchitis,Surgery,2.0,No 34.0,Female,Yes,3.44,Lung Cancer,Therapy,5.0,Yes 48.0,,No,,Asthma,Medication,,Yes 52.0,Female,Yes,4.45,Pneumonia,Surgery,2.0,Yes 46.0,Male,No,1.53,COPD,Surgery,14.0,No 55.0,Female,Yes,5.11,,Therapy,10.0,Yes 48.0,Female,Yes,,COPD,Therapy,1.0,No 57.0,Male,No,1.36,Bronchitis,,9.0,No 76.0,Male,Yes,4.93,COPD,Surgery,2.0,Yes 46.0,Female,Yes,,COPD,Therapy,13.0,No 74.0,Male,,1.5,Bronchitis,Therapy,,Yes 52.0,Female,Yes,4.17,Pneumonia,Therapy,1.0,No 87.0,Male,Yes,5.4,Bronchitis,Medication,14.0,Yes 85.0,Male,Yes,5.44,Asthma,Therapy,7.0,Yes 29.0,Female,Yes,5.79,Asthma,Surgery,9.0,Yes 24.0,Male,Yes,5.34,COPD,,6.0,No 57.0,Female,No,1.01,Bronchitis,Surgery,8.0,No 32.0,Male,Yes,2.9,Bronchitis,,11.0, 50.0,Female,Yes,5.09,Bronchitis,Medication,7.0,No 66.0,Male,No,2.83,,Therapy,,Yes 71.0,Male,No,4.01,Lung Cancer,Surgery,7.0,Yes 75.0,Male,No,4.03,Lung Cancer,Therapy,13.0,No 34.0,Male,Yes,2.83,Lung Cancer,Therapy,6.0,No ,Male,No,5.52,Pneumonia,Surgery,1.0,No 27.0,Female,No,3.52,Bronchitis,Surgery,9.0,No 24.0,Male,Yes,3.32,Lung Cancer,Surgery,10.0,Yes 48.0,Female,Yes,5.99,Bronchitis,Surgery,,Yes 66.0,,No,3.47,COPD,Surgery,13.0,Yes 87.0,Female,No,1.89,Lung Cancer,Medication,2.0,No 64.0,Male,Yes,3.57,COPD,Medication,14.0,No 21.0,Female,Yes,,Pneumonia,Medication,12.0,No 46.0,Male,Yes,4.88,Asthma,Surgery,,No 55.0,Female,Yes,4.94,Pneumonia,Surgery,8.0,Yes 55.0,Female,Yes,4.54,,Surgery,13.0,Yes 45.0,Female,No,2.27,Pneumonia,Therapy,4.0,No 62.0,Female,Yes,5.31,Lung Cancer,Medication,14.0,Yes 46.0,Female,Yes,5.47,COPD,Medication,3.0,Yes 88.0,Male,Yes,1.97,Lung Cancer,Therapy,13.0,Yes 39.0,Female,Yes,1.65,Asthma,Therapy,1.0,Yes 30.0,Female,Yes,5.88,Pneumonia,Medication,5.0,No 57.0,Male,No,5.34,Bronchitis,Surgery,3.0,Yes 25.0,Male,Yes,,Asthma,Medication,4.0,Yes 42.0,Male,No,5.43,COPD,Surgery,9.0,Yes 66.0,,Yes,3.71,Asthma,Medication,11.0,Yes 65.0,Female,No,4.23,Lung Cancer,Medication,14.0,No 31.0,Female,No,3.73,Bronchitis,Therapy,7.0,Yes 32.0,,Yes,1.26,Lung Cancer,Therapy,11.0,Yes 81.0,Female,Yes,4.73,,Surgery,5.0,No 79.0,Female,Yes,3.53,Pneumonia,Surgery,,No 62.0,Male,Yes,4.24,Asthma,Medication,6.0,No 87.0,Male,Yes,3.51,Pneumonia,Therapy,10.0,No 24.0,Female,No,3.46,Pneumonia,Surgery,2.0,No 56.0,Female,Yes,1.86,COPD,Surgery,7.0,No 50.0,Female,Yes,2.39,COPD,Surgery,1.0,Yes 28.0,Female,No,1.79,Lung Cancer,Medication,3.0,Yes 70.0,Female,Yes,1.98,Lung Cancer,Surgery,12.0,No 48.0,Male,No,5.86,COPD,Surgery,1.0,Yes 59.0,Male,Yes,1.77,Asthma,,14.0,Yes ,Female,,2.35,COPD,,1.0,Yes 30.0,Male,Yes,3.95,Lung Cancer,Therapy,5.0,Yes 42.0,Female,No,,Bronchitis,Medication,6.0,Yes 20.0,Female,No,1.77,Pneumonia,Therapy,12.0,No 65.0,Female,Yes,4.97,Bronchitis,Therapy,3.0, 40.0,Male,Yes,4.93,Bronchitis,Therapy,14.0,Yes 55.0,Male,Yes,2.19,Pneumonia,Therapy,3.0,No 73.0,Female,No,2.44,COPD,Surgery,3.0,Yes ,Male,No,5.69,Asthma,Medication,1.0,Yes 20.0,Male,No,5.13,Bronchitis,Surgery,,Yes 82.0,Female,Yes,4.49,Asthma,Surgery,1.0,Yes 73.0,Male,Yes,,Lung Cancer,Medication,10.0,Yes 74.0,Male,No,3.09,Bronchitis,Surgery,10.0,Yes 59.0,Female,Yes,,Lung Cancer,Therapy,3.0,No 34.0,Female,No,1.94,COPD,Medication,13.0,Yes 40.0,Male,Yes,,Bronchitis,Surgery,6.0,No 66.0,Female,Yes,4.01,Lung Cancer,Surgery,11.0,No 72.0,Male,No,2.64,Lung Cancer,Therapy,6.0,Yes 28.0,Female,Yes,4.9,COPD,Surgery,3.0,Yes 71.0,Female,Yes,5.2,Asthma,Surgery,9.0,Yes 76.0,Female,Yes,2.62,Asthma,Surgery,8.0,No 45.0,Female,Yes,5.19,Bronchitis,Medication,11.0,No 60.0,Male,Yes,1.52,COPD,Medication,3.0,No 54.0,Female,No,5.19,Bronchitis,Surgery,5.0,Yes 82.0,Female,Yes,1.76,,Surgery,5.0,No 44.0,Female,No,1.41,COPD,,14.0,Yes 57.0,Male,Yes,,Pneumonia,Medication,5.0,Yes 21.0,,Yes,3.36,COPD,,3.0,No 26.0,Female,No,5.54,COPD,Medication,5.0,No 53.0,,No,2.82,Pneumonia,Surgery,5.0,Yes 36.0,Female,Yes,2.44,Lung Cancer,Therapy,4.0,No 62.0,Female,Yes,3.5,Lung Cancer,Therapy,4.0,No 78.0,Female,No,3.28,Lung Cancer,Surgery,2.0, 70.0,Female,,2.72,Asthma,Surgery,9.0,No ,Male,No,4.47,COPD,Therapy,7.0, 43.0,,No,4.8,Pneumonia,Therapy,1.0,Yes 44.0,Female,,5.26,Asthma,Medication,5.0, 71.0,Female,Yes,5.86,Pneumonia,Surgery,2.0,No 89.0,Female,Yes,2.33,Asthma,Medication,10.0,No 52.0,Female,Yes,4.58,Asthma,Therapy,6.0,No ,Female,Yes,2.97,Asthma,Medication,7.0,Yes 48.0,Male,No,,Pneumonia,Therapy,12.0,No 82.0,Male,,3.38,Bronchitis,Therapy,2.0,Yes 41.0,Male,No,5.97,Asthma,Medication,11.0,Yes 45.0,Male,Yes,4.64,Lung Cancer,Surgery,6.0,Yes 47.0,Male,No,5.76,COPD,Medication,,Yes 68.0,Male,Yes,5.17,,Medication,3.0, 68.0,Female,Yes,5.51,Bronchitis,Surgery,9.0,No 39.0,Female,Yes,5.07,Pneumonia,Surgery,4.0, 82.0,Female,No,3.3,Bronchitis,Medication,3.0,No 80.0,Female,Yes,2.26,Pneumonia,Therapy,13.0, 68.0,Female,Yes,2.85,Pneumonia,Medication,11.0,Yes ,Female,,1.1,Lung Cancer,Therapy,3.0,Yes 32.0,Male,Yes,3.62,Asthma,Surgery,2.0,No 70.0,Female,No,3.53,Bronchitis,Surgery,12.0,No 75.0,Male,Yes,3.63,Asthma,Therapy,9.0,No 81.0,Male,No,5.87,Asthma,Medication,8.0,No 51.0,Female,Yes,5.56,Asthma,Surgery,5.0,Yes 49.0,Female,Yes,1.81,Pneumonia,Therapy,14.0,No 48.0,Female,No,2.84,Asthma,Therapy,14.0,Yes 68.0,Female,Yes,3.12,Bronchitis,Medication,13.0,Yes 64.0,Female,No,2.8,Pneumonia,Therapy,9.0,No 49.0,Female,Yes,4.99,Bronchitis,Therapy,13.0,Yes ,Female,No,3.62,Pneumonia,Medication,2.0,No ,Male,Yes,3.86,COPD,Surgery,6.0,Yes 38.0,Female,Yes,5.27,COPD,Surgery,7.0,Yes 37.0,Female,Yes,5.03,COPD,Surgery,6.0,Yes 20.0,Male,No,1.66,COPD,Therapy,3.0,Yes 66.0,Female,No,4.57,Pneumonia,Therapy,10.0,Yes 85.0,Female,No,3.18,Asthma,Medication,14.0,No 57.0,Male,No,2.47,Lung Cancer,Therapy,10.0,Yes 70.0,Female,No,1.25,Lung Cancer,Therapy,10.0,No 82.0,Female,,3.44,COPD,Surgery,9.0,No 23.0,,Yes,2.78,Asthma,Therapy,14.0,Yes 20.0,Female,Yes,,Bronchitis,Therapy,12.0,No 27.0,Female,Yes,4.47,Asthma,Therapy,8.0,Yes ,Female,Yes,4.85,Bronchitis,,8.0,No 74.0,Male,No,2.22,Lung Cancer,Therapy,8.0,No 22.0,,Yes,1.25,Asthma,Medication,9.0,Yes 51.0,,No,5.24,Asthma,Surgery,1.0,No 29.0,Male,Yes,1.05,Lung Cancer,Therapy,8.0,No 53.0,Male,No,5.69,Asthma,,,No ,,No,4.14,Bronchitis,,4.0,Yes 51.0,Male,No,2.61,Asthma,Therapy,1.0,No 69.0,Female,Yes,2.23,Bronchitis,Medication,12.0,No 26.0,Female,Yes,1.05,COPD,Medication,6.0,Yes 27.0,Male,Yes,2.18,Asthma,Surgery,10.0,No 84.0,Female,Yes,1.69,Bronchitis,Therapy,1.0,Yes 76.0,,No,4.06,Lung Cancer,Therapy,12.0,No 86.0,Male,No,1.83,COPD,Therapy,5.0,No 78.0,Male,No,3.64,Asthma,Medication,9.0,No 73.0,Male,No,3.95,,Therapy,1.0,Yes ,Male,Yes,2.49,Asthma,Medication,9.0,No ,Female,No,,Bronchitis,Medication,4.0,Yes 27.0,Male,Yes,1.19,Asthma,Surgery,3.0,Yes 53.0,Male,No,1.13,,Medication,8.0,No 54.0,Male,No,4.7,COPD,Surgery,6.0,No 51.0,Male,No,2.59,Asthma,Surgery,7.0,Yes 65.0,Male,Yes,4.98,Asthma,Therapy,,No 35.0,Female,Yes,3.16,Pneumonia,Surgery,5.0,No 87.0,Male,No,3.26,Asthma,Therapy,13.0,No 56.0,Female,No,3.56,Asthma,Surgery,2.0,No 73.0,Male,,4.57,COPD,Medication,3.0, 33.0,Male,,2.37,Asthma,Therapy,3.0,No 74.0,Male,,1.61,Lung Cancer,,4.0,Yes 67.0,Male,Yes,3.78,Asthma,,10.0,Yes 26.0,Male,No,2.63,Pneumonia,Medication,7.0,Yes 26.0,Male,Yes,3.21,Bronchitis,Surgery,12.0,Yes 52.0,Male,No,4.23,COPD,Therapy,10.0,Yes 42.0,Male,Yes,3.47,Lung Cancer,Therapy,6.0,Yes 38.0,Female,No,4.1,Bronchitis,Therapy,3.0,Yes 38.0,Male,No,3.72,Lung Cancer,Surgery,14.0,No 55.0,Female,Yes,4.7,COPD,Medication,7.0,No 48.0,Male,No,4.53,Pneumonia,Surgery,4.0,Yes 79.0,Female,No,3.67,COPD,Surgery,10.0,No 21.0,Male,No,4.39,Lung Cancer,,11.0,No 20.0,Male,Yes,5.37,Lung Cancer,Medication,11.0,No 66.0,Male,No,3.16,COPD,Surgery,8.0,No 88.0,Female,,3.06,Asthma,,7.0,Yes 39.0,Female,Yes,4.82,COPD,Surgery,7.0,No 30.0,Female,No,3.91,Pneumonia,Medication,9.0,Yes 21.0,Female,Yes,1.36,COPD,Therapy,8.0,No 86.0,Male,No,5.46,Bronchitis,,12.0,No 31.0,Male,Yes,1.15,Asthma,Surgery,1.0,Yes 39.0,Male,No,4.74,Bronchitis,Medication,7.0,Yes 24.0,Female,Yes,4.79,COPD,Therapy,3.0,Yes 56.0,Male,No,5.77,Asthma,Medication,12.0,No 57.0,Female,No,1.27,Bronchitis,Therapy,4.0,No 28.0,Female,No,3.98,Bronchitis,Therapy,6.0,No 72.0,Female,,3.14,Asthma,Surgery,5.0,Yes 63.0,Female,Yes,2.65,Asthma,Surgery,8.0, 43.0,Female,Yes,1.45,Lung Cancer,Therapy,2.0,Yes 49.0,Male,No,3.81,Asthma,Medication,5.0,Yes 78.0,Female,Yes,3.4,COPD,Therapy,5.0,Yes 33.0,Female,No,1.52,Pneumonia,Surgery,3.0,No 28.0,Male,No,4.06,Lung Cancer,Medication,14.0,Yes 59.0,,Yes,4.69,Asthma,Therapy,10.0,Yes 85.0,Female,Yes,4.84,Pneumonia,Surgery,13.0,No 44.0,Male,No,5.53,Lung Cancer,Therapy,5.0,Yes 41.0,Male,Yes,3.05,COPD,Therapy,4.0, 23.0,Male,No,5.77,Pneumonia,Therapy,11.0,Yes 45.0,Female,Yes,5.33,Asthma,Medication,5.0,Yes 77.0,Male,,2.48,Asthma,Surgery,10.0,No 48.0,Male,Yes,1.8,COPD,Surgery,9.0,Yes 56.0,Male,Yes,3.18,Lung Cancer,Therapy,7.0,No 89.0,Female,Yes,3.01,Pneumonia,Therapy,1.0,Yes 37.0,Male,No,3.88,COPD,Therapy,3.0,No 61.0,,Yes,3.92,Lung Cancer,Medication,9.0,No 60.0,Female,Yes,,Bronchitis,Surgery,4.0,Yes 57.0,Male,No,3.55,Bronchitis,Therapy,4.0,No 53.0,Female,No,1.52,Lung Cancer,Surgery,10.0,No 36.0,Female,No,5.29,Asthma,Therapy,6.0,No 56.0,Male,Yes,2.55,Asthma,Surgery,3.0,Yes 44.0,Female,Yes,5.86,Bronchitis,,3.0,No 46.0,Male,No,1.59,Asthma,Medication,9.0,No 76.0,Female,,5.79,Asthma,Therapy,13.0,No 50.0,Female,,1.46,Lung Cancer,,5.0,Yes 25.0,Male,No,2.16,Lung Cancer,,14.0,Yes 59.0,Male,Yes,1.23,Asthma,,7.0,No 31.0,Female,Yes,4.53,Lung Cancer,Therapy,5.0,No 72.0,Female,Yes,5.25,Pneumonia,Surgery,6.0,Yes 29.0,Male,Yes,3.17,Bronchitis,,8.0,No ,Female,Yes,5.64,Pneumonia,Medication,8.0,Yes 36.0,Female,No,3.95,Pneumonia,Therapy,2.0,No 45.0,Female,Yes,4.15,Asthma,Surgery,11.0,No 81.0,Female,No,5.23,Asthma,Surgery,9.0,Yes ,Male,No,2.48,Pneumonia,Therapy,10.0,Yes 83.0,Male,No,,,Therapy,12.0,No 21.0,Male,Yes,5.53,COPD,Medication,12.0,Yes 73.0,Male,No,5.5,COPD,Medication,12.0,No 84.0,Male,Yes,5.88,Bronchitis,Surgery,14.0,No 70.0,Male,No,5.51,Pneumonia,,6.0,Yes 72.0,Female,Yes,1.64,Lung Cancer,Surgery,7.0,No 55.0,Male,No,5.12,COPD,Medication,3.0,No 45.0,Female,Yes,,Asthma,Therapy,4.0,Yes 48.0,Female,No,5.95,Pneumonia,Medication,6.0,No 40.0,Female,No,3.36,Lung Cancer,Surgery,7.0,No 30.0,Male,No,3.77,Lung Cancer,,6.0,No 59.0,Female,No,3.65,Lung Cancer,Surgery,5.0,No 30.0,Male,Yes,2.61,Asthma,Surgery,14.0,Yes 55.0,Female,Yes,1.38,COPD,Medication,12.0,No 78.0,Female,Yes,5.48,Lung Cancer,Medication,2.0,No 58.0,Male,No,5.01,COPD,Surgery,12.0,No 73.0,Female,No,1.7,Bronchitis,Therapy,7.0,No 74.0,Female,No,4.88,Asthma,Medication,5.0, 43.0,Female,,4.13,COPD,Surgery,12.0,Yes 41.0,Female,No,3.05,COPD,Therapy,9.0,Yes 88.0,Male,No,2.27,Lung Cancer,Surgery,13.0,No 75.0,Female,Yes,5.3,Lung Cancer,Medication,11.0,No 52.0,Female,Yes,4.5,Asthma,Surgery,4.0,Yes 55.0,,Yes,3.74,COPD,Surgery,14.0,Yes 39.0,Female,Yes,4.05,Pneumonia,,10.0,No 81.0,Female,Yes,1.46,Lung Cancer,Medication,12.0,Yes 45.0,Female,Yes,3.37,Lung Cancer,Therapy,2.0,No 85.0,Female,Yes,1.97,Bronchitis,,7.0,No 59.0,Male,Yes,2.04,,Therapy,7.0,No 36.0,Female,No,4.31,COPD,Therapy,1.0,No 20.0,Male,No,5.56,COPD,Medication,11.0,No 80.0,Female,No,3.02,COPD,Surgery,14.0,No 62.0,,No,2.04,Lung Cancer,Therapy,,No 61.0,Female,,4.24,Asthma,Therapy,5.0,No 44.0,Male,No,5.36,,Medication,3.0,Yes 58.0,Female,No,4.74,Pneumonia,Surgery,9.0,Yes 54.0,Female,Yes,5.34,Bronchitis,Surgery,9.0,Yes ,Male,Yes,3.68,Bronchitis,Therapy,,Yes 63.0,Male,No,4.76,COPD,Therapy,12.0,No 70.0,Male,Yes,1.7,Lung Cancer,Surgery,9.0,Yes 31.0,Male,Yes,2.74,,Medication,12.0,Yes ,Female,Yes,2.95,Bronchitis,Surgery,2.0,No 63.0,Female,Yes,3.56,Bronchitis,Surgery,11.0, 78.0,Female,Yes,5.65,Bronchitis,Therapy,10.0,Yes 68.0,Female,No,5.37,COPD,Medication,8.0, ,Male,Yes,1.67,Asthma,Medication,10.0,Yes 36.0,Female,No,1.86,Asthma,Medication,10.0,No 76.0,Female,No,2.79,Lung Cancer,Therapy,10.0,Yes 74.0,Female,No,2.45,Pneumonia,Medication,13.0,Yes 66.0,Female,Yes,4.07,,Medication,1.0,Yes 31.0,Male,No,5.51,Pneumonia,Therapy,3.0,Yes 81.0,Female,No,5.81,Asthma,Surgery,8.0, ,Female,No,4.27,Asthma,Medication,11.0,No 40.0,Female,No,5.19,Lung Cancer,Surgery,8.0,Yes 89.0,Male,Yes,3.63,,Medication,14.0,No ,Male,No,2.04,Lung Cancer,Surgery,10.0,No 31.0,Female,No,3.62,Asthma,Surgery,8.0,No 34.0,Female,No,,Bronchitis,Therapy,11.0,No 78.0,Female,No,4.71,Bronchitis,Therapy,12.0,Yes 45.0,Male,,2.1,Bronchitis,Medication,11.0,No 45.0,Female,No,2.84,Pneumonia,Medication,7.0,Yes 66.0,Female,No,2.82,Asthma,Therapy,2.0,Yes 51.0,Female,No,,COPD,Medication,3.0,Yes 29.0,Male,No,3.22,Lung Cancer,Medication,9.0,Yes 35.0,Female,No,4.78,Pneumonia,Therapy,2.0,Yes 36.0,Female,No,4.75,Lung Cancer,Surgery,13.0,Yes 42.0,Male,Yes,2.33,COPD,Medication,7.0,Yes ,Male,,3.86,Bronchitis,Therapy,1.0,Yes 26.0,Female,,5.47,COPD,Medication,3.0,Yes 33.0,Male,,3.38,,Medication,13.0,Yes 26.0,Female,No,5.73,COPD,Therapy,14.0,No 28.0,Male,Yes,2.07,Asthma,Therapy,1.0,No 67.0,Male,No,1.37,COPD,Medication,6.0,No 78.0,Female,Yes,5.46,Asthma,Medication,4.0,Yes 58.0,Female,No,5.24,,Surgery,1.0,Yes 37.0,Female,Yes,5.96,Asthma,Surgery,5.0,Yes 78.0,Male,Yes,4.4,Asthma,,14.0,Yes 36.0,Female,No,,COPD,,4.0,Yes ,Female,Yes,5.13,Pneumonia,Therapy,14.0,No 50.0,Female,Yes,5.22,Bronchitis,Therapy,11.0,No 43.0,Female,Yes,3.85,Bronchitis,Medication,10.0, 79.0,Female,Yes,2.91,,Surgery,14.0,Yes 64.0,Male,Yes,5.67,Asthma,,11.0,No 22.0,Female,No,3.16,Bronchitis,Therapy,10.0,No 56.0,Female,Yes,3.69,Asthma,Medication,2.0,No 62.0,Male,Yes,3.23,Pneumonia,Surgery,13.0,Yes 59.0,Female,No,3.82,COPD,Surgery,7.0,Yes 74.0,Female,No,3.35,COPD,Medication,12.0,Yes 58.0,Female,No,1.24,Asthma,Therapy,8.0,Yes 34.0,Female,Yes,5.41,Asthma,Medication,4.0,No 23.0,Female,Yes,3.22,Pneumonia,Medication,9.0,No 44.0,Male,Yes,3.94,Bronchitis,Surgery,3.0,Yes 32.0,Male,,1.7,Pneumonia,Therapy,13.0,No 52.0,Male,No,1.02,COPD,Therapy,6.0,Yes ,,,2.23,COPD,Surgery,,No 61.0,Male,Yes,4.52,Bronchitis,,14.0,Yes 85.0,Female,Yes,1.5,COPD,Therapy,14.0,No 74.0,Female,Yes,5.54,Asthma,Medication,7.0, 61.0,Female,Yes,2.08,COPD,Medication,,No 53.0,Male,No,2.02,Lung Cancer,Medication,6.0,Yes 49.0,Male,No,1.91,,Therapy,9.0,No ,Male,Yes,1.07,Bronchitis,Therapy,1.0, 32.0,,No,,Bronchitis,Therapy,13.0,Yes ,Male,Yes,5.38,Lung Cancer,Therapy,9.0,No 51.0,Female,Yes,4.07,Pneumonia,Surgery,13.0,Yes 58.0,Male,No,1.94,Asthma,Surgery,9.0,Yes 65.0,Male,Yes,2.43,Bronchitis,Therapy,4.0,Yes 48.0,Female,No,3.38,COPD,Medication,13.0,Yes 81.0,Female,Yes,5.77,Asthma,Medication,12.0,No 81.0,Male,No,2.24,COPD,Surgery,12.0,Yes 76.0,Male,Yes,4.66,Asthma,Surgery,5.0,No 35.0,Male,No,3.2,Asthma,Therapy,3.0,Yes 75.0,Female,Yes,2.49,COPD,Therapy,7.0,Yes 29.0,Female,Yes,3.28,COPD,Therapy,2.0,Yes 49.0,Male,No,1.36,Asthma,Therapy,,Yes 44.0,Male,Yes,4.99,Bronchitis,Therapy,9.0,Yes 24.0,,No,2.22,COPD,Medication,6.0,Yes 84.0,Male,No,4.63,,Medication,9.0,Yes 68.0,Female,Yes,1.34,Lung Cancer,Therapy,6.0,Yes ,Female,,5.78,Asthma,Medication,3.0,Yes 64.0,,Yes,1.97,Pneumonia,Therapy,10.0,No 33.0,Female,Yes,5.41,Asthma,Therapy,3.0,No 49.0,Female,,5.05,Asthma,Surgery,2.0,Yes 87.0,Female,Yes,,,Medication,5.0,Yes 37.0,Male,Yes,3.39,,Medication,13.0,Yes 81.0,Female,Yes,4.64,Pneumonia,Surgery,,No 56.0,Female,No,2.85,Pneumonia,Medication,4.0,No 44.0,Male,Yes,1.92,Pneumonia,Surgery,12.0,No 67.0,Female,No,3.22,Pneumonia,Medication,6.0, 84.0,,Yes,1.83,Pneumonia,Therapy,5.0,Yes 72.0,Female,No,5.91,Asthma,Surgery,6.0,No 34.0,Male,Yes,1.48,Asthma,Therapy,4.0,Yes 68.0,Male,Yes,3.95,Lung Cancer,Therapy,14.0,Yes 87.0,Female,No,4.13,Lung Cancer,Medication,13.0,No 31.0,,Yes,3.69,COPD,Surgery,3.0,Yes 78.0,,Yes,4.31,Asthma,Therapy,1.0,No 56.0,Female,Yes,1.58,Pneumonia,Therapy,5.0, ,Male,No,3.78,COPD,Surgery,6.0,Yes 62.0,Male,Yes,2.44,Bronchitis,Medication,5.0,No 89.0,Male,No,5.7,Asthma,Therapy,5.0,Yes ,Female,No,4.81,Lung Cancer,,12.0,No 75.0,Male,No,5.86,Asthma,Surgery,6.0,Yes 82.0,Female,Yes,1.19,Asthma,Medication,4.0,Yes 65.0,Female,,2.43,Asthma,Surgery,14.0,Yes 30.0,,No,1.98,Asthma,Medication,12.0,Yes 81.0,Female,Yes,1.06,Bronchitis,Medication,4.0,No 44.0,Male,No,2.21,Lung Cancer,,11.0,No 71.0,,No,4.39,Asthma,,13.0,Yes 23.0,Male,Yes,2.16,Bronchitis,Therapy,8.0,Yes 78.0,Female,Yes,3.55,COPD,,11.0,Yes 39.0,Male,No,5.44,Asthma,Surgery,8.0,No 82.0,Male,Yes,4.47,Bronchitis,,12.0,No 73.0,Female,Yes,2.97,Pneumonia,,3.0,Yes 76.0,Female,Yes,2.86,COPD,Surgery,7.0,No 60.0,Male,No,3.28,Lung Cancer,Surgery,5.0,Yes 22.0,Female,,1.89,Asthma,Surgery,5.0,No ,Female,Yes,4.17,Asthma,Therapy,12.0,Yes 24.0,Female,No,2.82,Bronchitis,Surgery,,Yes 24.0,Male,Yes,5.26,Lung Cancer,Surgery,3.0,Yes ,Male,Yes,4.78,Pneumonia,Surgery,2.0,No 66.0,Female,,4.05,,Surgery,13.0,Yes 68.0,Female,Yes,2.82,Lung Cancer,Therapy,3.0,No 28.0,Male,Yes,2.05,Asthma,Therapy,7.0,No 39.0,Female,No,4.88,Bronchitis,Medication,3.0,Yes 80.0,Male,No,3.43,Pneumonia,Surgery,11.0,Yes 54.0,Female,No,2.12,Bronchitis,Therapy,13.0,Yes ,Female,No,1.98,COPD,Medication,2.0,No 81.0,Female,Yes,1.83,Lung Cancer,Medication,4.0,No 36.0,Male,Yes,4.89,Bronchitis,Surgery,,No 22.0,Male,No,2.14,Bronchitis,Medication,5.0,No 51.0,Male,No,3.63,Asthma,Therapy,13.0,No 32.0,Male,Yes,3.26,Bronchitis,Medication,7.0,No ,Female,Yes,3.9,Pneumonia,Medication,1.0,No 33.0,Female,Yes,5.39,Lung Cancer,,14.0,Yes 30.0,Male,No,5.34,COPD,Medication,8.0,Yes 75.0,Female,Yes,3.26,Bronchitis,Medication,10.0,Yes 86.0,Female,Yes,1.08,Pneumonia,Medication,,No 48.0,Male,No,3.13,COPD,Medication,14.0, 28.0,Female,No,4.03,Pneumonia,Surgery,11.0,No 86.0,Female,No,3.79,Bronchitis,Surgery,6.0,No 44.0,Male,Yes,4.26,Bronchitis,Therapy,4.0,No 61.0,Female,Yes,1.77,Lung Cancer,Medication,14.0,No 28.0,Female,No,4.23,Asthma,Therapy,5.0,Yes 59.0,Female,Yes,1.91,Pneumonia,Surgery,10.0,No 44.0,Male,Yes,4.75,Asthma,Medication,12.0,Yes 24.0,Male,Yes,2.7,Asthma,Medication,6.0,No 30.0,Female,No,4.55,COPD,Surgery,2.0,Yes 78.0,Female,No,,COPD,Medication,13.0,No 57.0,Female,Yes,3.04,Pneumonia,Medication,3.0,No 24.0,Male,Yes,4.53,,Surgery,8.0,Yes 67.0,Male,Yes,2.13,,Therapy,8.0,Yes 37.0,,Yes,4.98,Asthma,Therapy,1.0,Yes ,,No,4.15,COPD,Medication,10.0,No 56.0,Female,No,3.94,Asthma,Surgery,8.0,No 79.0,Female,Yes,2.77,Bronchitis,Therapy,11.0,No 67.0,Female,Yes,3.41,Bronchitis,Therapy,2.0,Yes 47.0,Female,No,3.99,Lung Cancer,Medication,10.0,Yes 88.0,Male,Yes,3.36,Pneumonia,Therapy,10.0,Yes 59.0,Female,No,4.49,Asthma,Surgery,13.0,No 64.0,Female,Yes,3.17,Bronchitis,Therapy,8.0,No 81.0,Female,No,2.01,Pneumonia,Surgery,12.0,Yes 77.0,Male,Yes,2.07,Bronchitis,Surgery,10.0,No 86.0,Female,Yes,1.03,Pneumonia,Medication,5.0,No 75.0,,No,2.5,Pneumonia,Therapy,1.0,No 59.0,Male,No,4.74,Bronchitis,Medication,8.0,Yes 59.0,Male,Yes,4.97,COPD,Therapy,12.0,Yes 52.0,Male,Yes,2.01,Pneumonia,Medication,5.0,Yes 25.0,Male,No,5.8,Asthma,Medication,1.0,No 38.0,Female,No,3.51,Bronchitis,Medication,,Yes 59.0,Female,Yes,5.58,COPD,Therapy,13.0,Yes 78.0,Male,Yes,4.53,Bronchitis,Medication,1.0,No 78.0,Male,No,4.61,Lung Cancer,,13.0,No 67.0,Male,No,1.43,,Therapy,9.0,No 60.0,Female,No,2.1,Lung Cancer,Surgery,10.0,No 32.0,Female,No,1.04,Pneumonia,Medication,2.0,Yes 64.0,Male,No,4.58,Pneumonia,Medication,8.0,No 72.0,Female,Yes,2.72,Lung Cancer,Surgery,4.0,No 61.0,Female,Yes,4.93,Lung Cancer,Medication,9.0,No 82.0,Male,No,2.69,Pneumonia,,2.0,No 46.0,Male,Yes,5.1,COPD,Surgery,12.0,No 57.0,Female,Yes,1.65,Asthma,Therapy,3.0,No 79.0,Female,No,1.87,Bronchitis,Therapy,,Yes 26.0,Female,Yes,2.7,Lung Cancer,Therapy,10.0, 24.0,Male,Yes,3.04,Asthma,Medication,14.0,Yes 64.0,Male,,2.74,Bronchitis,Medication,, 77.0,Male,No,4.82,Bronchitis,Surgery,11.0,No 50.0,Female,No,1.48,Lung Cancer,Surgery,,No 42.0,Female,Yes,2.76,COPD,Therapy,12.0,No 61.0,Male,Yes,5.19,COPD,Medication,3.0,Yes 29.0,Female,Yes,1.33,Asthma,Medication,1.0,No 51.0,Male,Yes,5.71,Asthma,Medication,10.0,No 72.0,Female,Yes,5.93,Pneumonia,Surgery,,No 49.0,Male,Yes,1.44,COPD,Medication,8.0,No 58.0,Female,No,2.46,Asthma,Therapy,12.0,Yes 50.0,Female,Yes,2.86,Pneumonia,Therapy,4.0,No 21.0,Male,Yes,4.88,Bronchitis,Therapy,3.0,No 31.0,Male,No,3.98,Asthma,Medication,, 58.0,Male,,4.22,Pneumonia,Therapy,13.0,Yes 85.0,Male,Yes,4.79,COPD,Therapy,9.0,No 32.0,Male,Yes,1.59,Bronchitis,Surgery,8.0,No ,Female,Yes,5.17,Asthma,Surgery,6.0,No 46.0,Male,No,4.53,COPD,Medication,14.0,No 36.0,Male,Yes,3.89,Bronchitis,Medication,3.0,No ,Male,No,5.45,Lung Cancer,Medication,8.0,No 83.0,Male,Yes,4.5,COPD,Medication,13.0,No 54.0,Male,Yes,,Lung Cancer,Medication,5.0,Yes 89.0,Female,No,3.15,Asthma,Surgery,5.0, 49.0,Male,Yes,3.47,Pneumonia,Surgery,12.0,No 82.0,Male,No,1.28,Asthma,Surgery,9.0,No 47.0,Male,,5.77,COPD,,1.0,Yes 79.0,Female,No,,Lung Cancer,Therapy,7.0,Yes 56.0,Female,Yes,4.49,Lung Cancer,Surgery,8.0,Yes 41.0,Male,Yes,3.53,Bronchitis,Surgery,11.0,Yes 87.0,Male,Yes,1.13,Asthma,Medication,,No 39.0,Female,Yes,5.62,Asthma,Surgery,,No 87.0,Female,No,5.26,COPD,Medication,8.0,No 83.0,Female,Yes,3.62,Lung Cancer,,1.0,No 36.0,Male,Yes,2.14,COPD,Medication,8.0,No 31.0,Male,No,1.61,COPD,Surgery,7.0,Yes 41.0,Female,,2.82,Lung Cancer,Medication,4.0,Yes 36.0,Male,Yes,2.28,COPD,Therapy,11.0,Yes 29.0,Female,No,3.53,Lung Cancer,,7.0,Yes 84.0,Female,No,5.83,COPD,Medication,10.0,Yes 41.0,Female,No,3.87,Pneumonia,Medication,14.0,No 69.0,Male,No,5.45,COPD,Therapy,11.0,Yes 33.0,Female,,4.25,COPD,Surgery,7.0,Yes 83.0,Female,Yes,3.38,Pneumonia,Medication,13.0,No 66.0,Male,Yes,5.27,Asthma,Surgery,10.0,No 48.0,Female,,3.36,Lung Cancer,Therapy,13.0,No 55.0,Male,Yes,5.34,Bronchitis,Therapy,12.0,No 71.0,Female,Yes,2.46,Pneumonia,Medication,1.0,No 26.0,Male,Yes,1.64,Asthma,Surgery,3.0,Yes 48.0,Female,Yes,5.28,COPD,Therapy,7.0,No 30.0,Female,No,3.94,Asthma,Surgery,11.0,No 52.0,Female,Yes,5.45,Pneumonia,Therapy,13.0,Yes 25.0,Female,Yes,5.69,COPD,Medication,5.0,Yes 51.0,Female,Yes,1.27,Asthma,Surgery,9.0,No 70.0,Male,No,3.5,Bronchitis,,7.0,No 77.0,Male,Yes,2.87,Lung Cancer,Medication,3.0,Yes 45.0,Female,Yes,,Lung Cancer,Medication,1.0,No 65.0,Female,No,4.97,Pneumonia,Medication,5.0,No 48.0,Female,Yes,2.4,COPD,Medication,14.0,No 23.0,Male,Yes,3.78,COPD,Therapy,13.0,No 32.0,,No,4.54,Lung Cancer,Surgery,10.0, 58.0,Female,Yes,1.67,Asthma,Therapy,13.0,Yes 34.0,Male,No,5.07,COPD,Medication,5.0,Yes 48.0,Female,Yes,4.03,Bronchitis,Therapy,7.0,No 48.0,Female,Yes,5.75,Bronchitis,,14.0,No 51.0,Female,Yes,2.7,COPD,Surgery,1.0,Yes 21.0,,No,1.54,COPD,Surgery,10.0,Yes 66.0,Female,No,3.53,Lung Cancer,Surgery,2.0,Yes 41.0,Female,No,1.43,Pneumonia,Medication,11.0,No ,Female,Yes,5.85,Lung Cancer,Medication,6.0,Yes 86.0,Male,Yes,1.19,Pneumonia,Surgery,8.0,No 75.0,Male,No,4.77,Bronchitis,Therapy,4.0,No ,Male,No,3.63,Pneumonia,Surgery,3.0,No 66.0,Female,Yes,2.84,Lung Cancer,Medication,3.0,No 78.0,Male,,1.33,COPD,Therapy,3.0,No 25.0,Female,Yes,4.11,Pneumonia,Medication,2.0,Yes 38.0,Male,Yes,3.93,Lung Cancer,Surgery,,Yes ,Female,No,2.4,Bronchitis,Surgery,5.0,Yes 88.0,Male,Yes,5.55,Pneumonia,,10.0,Yes 22.0,Female,Yes,2.52,Bronchitis,Surgery,5.0,No 20.0,Male,Yes,3.25,Bronchitis,Medication,5.0,Yes 77.0,,Yes,3.72,Asthma,Medication,4.0,Yes 57.0,Male,Yes,1.5,Pneumonia,Medication,3.0,Yes 34.0,Female,Yes,5.66,Lung Cancer,Therapy,12.0,Yes ,Male,Yes,2.87,Pneumonia,Medication,3.0,Yes 80.0,Male,No,1.4,Pneumonia,,2.0,Yes 54.0,Male,No,2.94,Bronchitis,Therapy,5.0,No 83.0,,No,4.0,Bronchitis,Medication,4.0,No 44.0,Female,Yes,3.57,Bronchitis,Medication,6.0,Yes 43.0,Male,No,4.47,Bronchitis,,2.0,No 31.0,Female,Yes,1.28,Lung Cancer,Surgery,2.0,No ,,,2.42,COPD,Therapy,8.0,No 34.0,Female,Yes,5.1,Asthma,Medication,6.0, 46.0,Female,Yes,1.4,Bronchitis,Medication,3.0,No 79.0,Male,No,5.28,Bronchitis,Surgery,5.0,Yes 65.0,Female,Yes,1.46,Asthma,Therapy,3.0,No 36.0,Female,Yes,5.17,Bronchitis,Surgery,11.0,No 72.0,Female,No,2.8,COPD,Surgery,2.0,Yes 27.0,,No,4.06,Pneumonia,Therapy,3.0,No 46.0,Male,No,1.76,Asthma,Medication,1.0,No 65.0,Male,Yes,1.33,Lung Cancer,Medication,14.0,Yes 69.0,,,2.08,Asthma,Medication,7.0,No 22.0,Female,Yes,1.64,COPD,Therapy,6.0,Yes 83.0,Female,Yes,2.56,Lung Cancer,Therapy,5.0,No 63.0,Male,No,,Pneumonia,Therapy,6.0,No 72.0,Male,No,3.94,Bronchitis,Therapy,8.0,Yes 43.0,Male,No,4.95,Asthma,,3.0,No 79.0,,Yes,4.28,,Surgery,3.0,Yes 22.0,Male,Yes,,Asthma,Medication,12.0,No 39.0,Female,Yes,3.06,Pneumonia,Therapy,5.0,No 65.0,Male,Yes,3.37,Asthma,Medication,5.0,No 34.0,Male,Yes,3.07,Lung Cancer,Therapy,14.0,No 44.0,Female,Yes,5.21,COPD,Medication,11.0,Yes 36.0,Male,No,2.15,Lung Cancer,,1.0,No 28.0,Male,Yes,1.03,Asthma,Medication,4.0, 57.0,Male,No,4.26,,Medication,9.0,Yes 67.0,,No,2.01,Bronchitis,Therapy,8.0,Yes 79.0,Male,No,5.45,Bronchitis,Medication,3.0,Yes 82.0,,No,5.3,Pneumonia,Surgery,5.0,No 21.0,Female,No,1.38,Asthma,Surgery,5.0,Yes 30.0,Male,Yes,1.53,Pneumonia,Surgery,7.0,Yes 83.0,Male,Yes,3.48,Asthma,Therapy,8.0,Yes 40.0,Male,Yes,,Lung Cancer,Therapy,9.0,Yes ,Male,Yes,2.37,COPD,Therapy,7.0, 83.0,Female,No,,Asthma,Therapy,2.0, 57.0,Male,No,3.97,Bronchitis,Therapy,,No 51.0,Female,No,2.62,Bronchitis,Surgery,8.0,Yes 30.0,Female,Yes,1.13,COPD,Medication,11.0,Yes 64.0,Female,Yes,4.75,Asthma,Surgery,13.0,Yes 52.0,Female,Yes,2.07,COPD,Therapy,14.0,No 60.0,Female,Yes,5.17,Lung Cancer,Surgery,2.0,Yes 27.0,Male,No,3.1,COPD,Medication,13.0,Yes 30.0,,No,3.89,Lung Cancer,Therapy,6.0,No 70.0,Female,Yes,5.36,Bronchitis,Surgery,13.0,No 60.0,Male,Yes,5.32,Lung Cancer,Surgery,10.0,No 36.0,Male,No,2.86,Asthma,,1.0,No 65.0,Female,No,2.04,Asthma,Therapy,,No 51.0,,No,4.88,Asthma,Therapy,7.0,Yes 73.0,Male,No,3.17,,Medication,10.0,Yes 39.0,Female,Yes,1.96,Pneumonia,Medication,2.0,Yes 52.0,Male,No,5.52,Lung Cancer,Medication,5.0,No 59.0,Male,No,1.99,Asthma,Medication,14.0,No 51.0,Female,No,,COPD,,7.0,No 21.0,Male,No,1.1,COPD,Therapy,10.0,No 52.0,Female,Yes,4.11,Pneumonia,Surgery,11.0,Yes 49.0,Female,Yes,4.31,Lung Cancer,Surgery,9.0,Yes 52.0,Female,Yes,2.56,Lung Cancer,Surgery,,Yes 45.0,Male,,2.6,Lung Cancer,Therapy,1.0,Yes 41.0,Female,Yes,2.7,Pneumonia,Therapy,9.0,Yes 85.0,Male,,4.4,Lung Cancer,,11.0,Yes 57.0,Female,No,1.29,Lung Cancer,Surgery,5.0,Yes 65.0,Female,No,5.65,Asthma,Medication,6.0,Yes 34.0,Male,No,2.11,Lung Cancer,,14.0,No 63.0,Female,No,6.0,Asthma,Medication,8.0,Yes 68.0,,Yes,1.86,Asthma,Medication,11.0,Yes 80.0,Male,No,4.86,Lung Cancer,Medication,14.0,No 86.0,Male,Yes,2.12,COPD,Therapy,2.0,No 25.0,Male,No,1.4,Bronchitis,Surgery,12.0,Yes 28.0,Female,No,5.37,COPD,Medication,7.0,Yes 25.0,Male,No,,Lung Cancer,Medication,12.0, 51.0,Male,,3.02,Lung Cancer,Medication,4.0,No 60.0,Female,No,4.51,COPD,Therapy,9.0,No 27.0,Male,Yes,3.79,Lung Cancer,Medication,6.0,Yes 69.0,Female,Yes,5.26,Asthma,Surgery,,No 81.0,Female,No,2.58,Pneumonia,Therapy,11.0,Yes ,Male,Yes,3.62,Lung Cancer,Therapy,6.0,No 26.0,Female,Yes,3.43,Lung Cancer,Therapy,11.0,Yes 23.0,Male,No,2.77,COPD,Medication,8.0,No 25.0,Male,No,5.46,Asthma,Medication,6.0,Yes 77.0,,No,1.83,COPD,Medication,7.0,No 41.0,Male,No,1.75,COPD,Medication,8.0,No 45.0,Female,No,3.88,Lung Cancer,Surgery,,Yes 22.0,Female,No,4.29,Asthma,Therapy,10.0,Yes 60.0,Male,Yes,1.97,Lung Cancer,Medication,12.0,Yes 79.0,Male,No,2.95,Lung Cancer,Surgery,4.0,No 33.0,Female,No,5.73,Lung Cancer,Therapy,6.0, 31.0,Male,Yes,2.23,Lung Cancer,Therapy,1.0,No 31.0,Female,No,4.34,Pneumonia,Therapy,4.0,No 32.0,Male,Yes,4.7,Bronchitis,Medication,6.0,No 44.0,,No,3.24,Asthma,Therapy,7.0,Yes 64.0,Female,No,5.69,Pneumonia,Medication,13.0,Yes ,Female,Yes,4.68,Bronchitis,Surgery,,No 74.0,Male,No,3.29,Bronchitis,Therapy,11.0,No 64.0,Male,Yes,3.85,Bronchitis,Surgery,4.0,Yes 27.0,Male,No,4.46,Pneumonia,Medication,12.0,No 72.0,Male,No,3.96,Asthma,Medication,13.0,Yes 74.0,Male,Yes,5.39,COPD,Medication,7.0,Yes 51.0,Female,No,2.78,Bronchitis,Therapy,10.0,Yes 70.0,Female,No,2.5,COPD,Therapy,14.0,Yes 63.0,,Yes,2.07,COPD,,2.0,Yes 89.0,Female,No,1.19,Lung Cancer,Medication,6.0, 37.0,Female,Yes,1.22,COPD,Surgery,5.0,Yes 41.0,Female,No,5.35,Lung Cancer,Medication,2.0,No 56.0,Female,Yes,4.39,Asthma,Medication,9.0,Yes 75.0,Male,,,Asthma,Surgery,13.0,No 78.0,Female,Yes,4.07,Lung Cancer,Medication,7.0,Yes 22.0,Male,Yes,5.25,Asthma,Surgery,14.0,No 47.0,Female,No,,Bronchitis,Therapy,3.0,No 54.0,Female,No,5.35,Asthma,Surgery,7.0,Yes ,Male,Yes,2.8,Lung Cancer,Surgery,,Yes 73.0,Female,No,5.63,Bronchitis,Medication,11.0,Yes 82.0,,Yes,4.49,COPD,Surgery,6.0, ,Female,No,2.29,COPD,Therapy,7.0,Yes 68.0,Male,No,3.82,COPD,Therapy,4.0,Yes 50.0,Female,Yes,3.67,Lung Cancer,Therapy,13.0,No ,Male,Yes,1.69,COPD,Therapy,13.0,Yes 80.0,Male,No,3.96,Asthma,Surgery,10.0,Yes 43.0,Female,No,2.57,,Therapy,13.0,No 39.0,Female,No,1.26,Pneumonia,Surgery,8.0,Yes 56.0,Male,No,5.74,Pneumonia,Surgery,8.0, 23.0,Female,No,4.21,COPD,Medication,7.0,Yes 39.0,Male,Yes,5.38,COPD,Surgery,13.0,No ,Female,No,4.38,Pneumonia,Surgery,7.0,No 43.0,Male,No,2.78,COPD,Medication,10.0,Yes ,Female,Yes,3.56,Bronchitis,Therapy,13.0,No 68.0,Male,Yes,4.38,Pneumonia,Therapy,13.0,Yes 70.0,Female,,5.8,Lung Cancer,Surgery,8.0,No 55.0,,No,2.27,Pneumonia,Medication,1.0,No 85.0,Male,Yes,5.37,Asthma,Surgery,6.0,Yes 53.0,Female,Yes,,Bronchitis,Surgery,2.0,Yes 55.0,Female,Yes,4.35,Lung Cancer,,1.0,Yes 25.0,Male,Yes,5.66,COPD,Medication,12.0,No 58.0,Male,No,2.99,Asthma,Surgery,10.0,Yes 61.0,Male,No,5.77,Asthma,Therapy,7.0,No 77.0,Male,No,4.51,Bronchitis,Surgery,6.0,No 31.0,Female,,1.21,Lung Cancer,Therapy,5.0,Yes 22.0,Male,Yes,5.53,Asthma,Medication,5.0,No 37.0,Male,Yes,3.42,Lung Cancer,Surgery,9.0,Yes 59.0,Male,Yes,3.3,,Medication,9.0,No 40.0,Female,Yes,3.83,Asthma,Therapy,12.0,Yes 34.0,,Yes,1.75,Lung Cancer,Medication,12.0,No 45.0,Female,No,3.35,Bronchitis,Medication,6.0,No 27.0,Female,No,5.16,Asthma,Medication,13.0,Yes 61.0,Female,Yes,,Bronchitis,Surgery,3.0, 63.0,Female,No,,Bronchitis,Therapy,,No 33.0,Female,Yes,,Lung Cancer,Medication,4.0,No 21.0,Female,Yes,,Lung Cancer,Surgery,5.0,No 56.0,Female,No,4.64,Asthma,Therapy,7.0,No 88.0,Male,,4.99,COPD,Therapy,12.0,Yes 57.0,,,5.73,Asthma,Therapy,7.0,Yes 60.0,Female,Yes,4.04,Bronchitis,,10.0,No 81.0,Male,,2.27,Lung Cancer,Medication,8.0,Yes 79.0,Male,No,5.62,Bronchitis,Medication,1.0,Yes 33.0,Female,Yes,4.88,Pneumonia,Therapy,5.0,No 21.0,Male,Yes,3.87,,Therapy,12.0,Yes ,Female,Yes,4.48,Bronchitis,Medication,9.0,No 36.0,Male,No,5.62,COPD,,7.0,Yes 47.0,Female,Yes,4.56,COPD,Therapy,11.0,No 85.0,Female,Yes,2.84,Asthma,Therapy,12.0,No 54.0,Male,Yes,4.57,Asthma,Surgery,,No 24.0,Male,No,1.2,Asthma,Surgery,2.0,No 84.0,Female,No,2.93,Lung Cancer,Medication,1.0,Yes ,Female,No,3.03,COPD,Therapy,8.0,Yes 75.0,Female,No,1.83,Bronchitis,Therapy,9.0,No 55.0,Male,No,1.12,Pneumonia,Surgery,10.0,Yes 64.0,Male,Yes,1.67,COPD,Therapy,5.0,No 42.0,Male,No,4.27,COPD,Medication,14.0,No 66.0,Male,No,5.01,COPD,Surgery,11.0,Yes 50.0,Female,Yes,5.94,Asthma,Therapy,6.0,No 30.0,Female,No,2.73,Lung Cancer,Therapy,2.0,No 29.0,Female,Yes,4.0,Bronchitis,Medication,11.0,Yes 86.0,Female,No,5.69,Asthma,Therapy,5.0,No 33.0,Male,Yes,1.84,Lung Cancer,Surgery,12.0,No 29.0,Female,Yes,,COPD,Surgery,4.0,Yes 20.0,Female,No,4.77,Lung Cancer,Therapy,8.0,Yes 24.0,,No,1.44,Asthma,Therapy,8.0, 39.0,Male,Yes,,COPD,Therapy,14.0,Yes 27.0,Female,Yes,5.07,Asthma,Therapy,5.0,Yes 62.0,Male,Yes,1.17,Bronchitis,Surgery,11.0,Yes 20.0,Female,Yes,1.46,COPD,Medication,8.0,Yes 76.0,Male,Yes,1.25,Lung Cancer,Surgery,6.0,Yes 83.0,Male,,2.67,Asthma,Therapy,10.0,Yes 47.0,Female,Yes,3.55,Pneumonia,Therapy,6.0,No ,Male,No,3.66,Lung Cancer,Surgery,13.0,No 66.0,Female,Yes,2.34,Lung Cancer,Surgery,13.0,Yes 56.0,Male,No,5.56,COPD,Therapy,4.0,Yes 68.0,Male,No,2.84,Lung Cancer,Surgery,10.0,Yes 63.0,Male,Yes,1.23,Asthma,Therapy,12.0,No 75.0,Male,Yes,2.5,Pneumonia,Surgery,11.0,No 47.0,Male,No,3.66,Bronchitis,Therapy,3.0,No 25.0,Female,,3.04,Pneumonia,Surgery,9.0,No 80.0,Male,Yes,2.37,,Therapy,5.0,Yes 39.0,Female,No,1.66,COPD,,10.0,Yes 21.0,Male,No,5.1,Asthma,Medication,10.0,Yes 56.0,Female,No,5.98,Lung Cancer,Surgery,4.0,Yes 39.0,Male,Yes,2.65,COPD,Medication,6.0,Yes 45.0,Female,Yes,2.91,Bronchitis,Therapy,14.0,No 48.0,Female,No,4.09,Bronchitis,Surgery,4.0,Yes 20.0,Male,Yes,4.59,Asthma,Surgery,6.0,No 54.0,Male,No,2.96,Lung Cancer,Therapy,10.0,Yes 89.0,Male,Yes,5.52,Bronchitis,Therapy,8.0,Yes 78.0,Female,No,3.8,,Therapy,,No 88.0,Female,Yes,3.25,COPD,Surgery,12.0,No 52.0,Male,No,4.23,Pneumonia,Therapy,,Yes 70.0,Male,Yes,5.76,Bronchitis,Medication,1.0,No 31.0,Female,Yes,4.97,Bronchitis,Surgery,13.0,No 39.0,Female,No,1.2,Asthma,Therapy,1.0,No 72.0,Male,Yes,2.66,Asthma,Surgery,14.0,Yes 62.0,Female,Yes,3.35,COPD,Medication,3.0,Yes 69.0,Male,No,2.57,Asthma,Medication,2.0,Yes 48.0,Male,Yes,4.5,Lung Cancer,Therapy,1.0,No 76.0,Male,Yes,5.13,COPD,Surgery,1.0,No 58.0,Female,Yes,4.66,Lung Cancer,Therapy,12.0,Yes 75.0,Female,No,5.95,Asthma,Surgery,12.0,Yes 62.0,Female,No,2.36,COPD,Therapy,12.0, 69.0,Female,No,5.37,Bronchitis,Therapy,6.0, 42.0,Male,No,4.83,Pneumonia,Surgery,7.0,Yes 63.0,Female,No,2.81,Bronchitis,Surgery,8.0,No 57.0,Male,Yes,,Lung Cancer,Medication,3.0,No 42.0,Male,Yes,1.52,Bronchitis,Medication,,Yes 64.0,Male,No,4.95,Bronchitis,Surgery,5.0,No 71.0,Female,Yes,3.66,Pneumonia,Medication,,No 69.0,Male,Yes,2.46,Pneumonia,Medication,12.0,Yes 27.0,Male,Yes,4.28,Bronchitis,Surgery,11.0,No 20.0,Female,Yes,4.21,,Surgery,14.0,No 27.0,Male,No,,Bronchitis,Surgery,11.0,Yes 48.0,Female,No,1.15,COPD,Therapy,4.0,No 24.0,Female,,3.17,Bronchitis,Surgery,2.0, ,Female,Yes,3.85,Asthma,Surgery,9.0,Yes ,Male,No,5.38,Pneumonia,Surgery,12.0,No 84.0,Female,Yes,5.64,,Medication,13.0,Yes 74.0,,Yes,3.64,,Surgery,9.0,Yes 62.0,Female,Yes,4.77,Lung Cancer,Medication,3.0,No ,Female,No,3.2,,Therapy,7.0,Yes 36.0,Male,No,4.73,Pneumonia,Surgery,13.0,Yes 45.0,Female,Yes,2.02,Pneumonia,,1.0,No 27.0,Male,Yes,,Lung Cancer,Medication,8.0,Yes 66.0,Female,Yes,4.17,Lung Cancer,Therapy,8.0,Yes 65.0,Male,Yes,1.09,Bronchitis,Surgery,13.0,No ,Female,Yes,4.61,Pneumonia,Therapy,3.0,Yes 52.0,Male,Yes,5.18,Pneumonia,Therapy,,Yes 20.0,Female,No,3.0,Bronchitis,Surgery,5.0,No 38.0,Male,No,3.24,Pneumonia,Therapy,4.0, 50.0,Male,Yes,,Asthma,Therapy,7.0, 33.0,Male,No,4.88,Lung Cancer,Surgery,11.0,Yes 72.0,Female,Yes,2.44,Lung Cancer,Medication,,Yes 67.0,Male,Yes,2.62,Lung Cancer,Surgery,11.0,No 88.0,Male,No,4.39,,Therapy,8.0,Yes 81.0,Male,No,3.82,Asthma,Surgery,5.0,No 85.0,Male,Yes,1.81,Asthma,Medication,13.0,Yes ,Female,Yes,,Bronchitis,Therapy,11.0,Yes 89.0,Male,No,5.5,COPD,Therapy,,No 82.0,Male,No,4.44,Pneumonia,Medication,8.0,Yes 52.0,Male,,5.93,Asthma,Medication,5.0,No 60.0,Female,Yes,4.84,COPD,Therapy,13.0,No 67.0,Male,,5.71,COPD,Medication,14.0,Yes 32.0,Male,No,2.08,Asthma,Surgery,13.0,Yes 50.0,Male,Yes,4.86,Bronchitis,Medication,1.0,No 87.0,Male,No,1.1,COPD,Surgery,11.0,No 23.0,Female,Yes,4.35,Lung Cancer,Therapy,3.0,No 38.0,Male,No,3.35,COPD,Therapy,2.0,Yes 89.0,Male,No,2.73,Pneumonia,Therapy,,Yes 32.0,Female,No,5.31,Asthma,Therapy,10.0,Yes ,Female,No,5.27,Pneumonia,Therapy,5.0,Yes 20.0,Female,Yes,1.11,Bronchitis,Medication,13.0,No 73.0,Male,No,4.05,Lung Cancer,Medication,8.0,No 34.0,Female,No,2.84,Asthma,Therapy,9.0,No 84.0,Male,No,3.08,COPD,Medication,9.0,Yes 34.0,Female,Yes,5.16,Lung Cancer,Medication,1.0,Yes 40.0,Male,Yes,2.55,COPD,Therapy,1.0,Yes 38.0,Female,Yes,,Bronchitis,Medication,1.0,No 79.0,Male,Yes,1.9,Asthma,Therapy,1.0,No 52.0,Female,Yes,4.31,Bronchitis,Therapy,9.0,No 68.0,Male,Yes,4.36,Bronchitis,Therapy,1.0,No 54.0,Male,No,2.26,Bronchitis,Therapy,7.0,Yes 63.0,Male,No,2.62,Bronchitis,Medication,6.0,Yes 30.0,Male,No,5.17,COPD,Medication,9.0,Yes 85.0,Male,Yes,4.81,Pneumonia,Surgery,11.0,No 65.0,Male,No,2.65,COPD,Surgery,9.0, 28.0,Male,No,3.67,Lung Cancer,Therapy,4.0, 22.0,Male,Yes,1.31,,Surgery,9.0,No 45.0,Female,No,2.04,Lung Cancer,Medication,14.0,Yes 67.0,Male,Yes,3.43,COPD,Medication,13.0,Yes 85.0,Male,No,1.43,Bronchitis,Surgery,14.0,No 89.0,Female,Yes,5.22,COPD,Surgery,6.0,Yes 47.0,Male,Yes,4.59,Bronchitis,Medication,5.0, 45.0,Female,Yes,5.72,COPD,Surgery,9.0,No 44.0,Male,No,4.47,Asthma,Medication,,No 31.0,Female,No,5.7,Pneumonia,Medication,9.0,No 24.0,Female,Yes,3.77,Pneumonia,Surgery,5.0,No 67.0,Male,Yes,4.0,Bronchitis,Surgery,4.0,Yes 56.0,Female,No,5.88,,Therapy,,Yes 63.0,Male,No,4.21,Lung Cancer,Therapy,3.0,Yes 34.0,Male,Yes,1.15,Asthma,Therapy,5.0,Yes 62.0,Male,No,4.62,Bronchitis,Therapy,9.0,Yes 67.0,Male,No,5.53,Asthma,Therapy,3.0, 89.0,Female,No,4.98,Lung Cancer,Medication,1.0,No 65.0,Male,Yes,3.92,Bronchitis,Surgery,,No 62.0,Female,Yes,4.36,Pneumonia,Medication,10.0,Yes 40.0,Female,No,5.95,Asthma,Therapy,5.0, 42.0,Male,Yes,1.45,Pneumonia,Therapy,3.0,No 66.0,Male,No,4.34,Pneumonia,Surgery,6.0,No 34.0,Male,No,2.42,COPD,Medication,11.0,Yes 44.0,Male,Yes,4.2,Lung Cancer,Therapy,8.0,Yes 55.0,Female,,4.04,Asthma,Therapy,6.0,Yes 70.0,Male,Yes,1.77,Pneumonia,Therapy,10.0,No 34.0,Female,No,2.03,Pneumonia,Therapy,9.0, 87.0,Male,,4.11,Lung Cancer,Medication,6.0,Yes 40.0,,Yes,1.64,Pneumonia,Medication,14.0,Yes 32.0,Male,Yes,2.33,Pneumonia,Therapy,5.0,No 38.0,Male,Yes,5.18,Pneumonia,Medication,4.0,Yes 53.0,,No,2.64,Pneumonia,Therapy,2.0,Yes 87.0,Female,No,3.44,COPD,Surgery,6.0,Yes 71.0,Male,No,5.71,,Surgery,2.0,No 46.0,Female,Yes,2.14,Bronchitis,,5.0,Yes 48.0,Female,Yes,2.95,Asthma,Medication,1.0,Yes 47.0,Male,No,4.03,,Therapy,3.0,No 54.0,Male,Yes,4.78,Bronchitis,Surgery,10.0,Yes 27.0,Female,Yes,5.51,COPD,Surgery,5.0,Yes ,Female,Yes,5.58,COPD,Medication,13.0,Yes 55.0,Female,Yes,4.88,COPD,Medication,13.0, 49.0,Female,No,2.14,Bronchitis,Surgery,7.0,No 37.0,Male,Yes,1.12,COPD,Therapy,8.0,No 21.0,Male,No,2.92,Bronchitis,Therapy,7.0,No 68.0,Female,No,1.71,COPD,Therapy,7.0,Yes 23.0,Male,Yes,4.55,Pneumonia,,11.0, 26.0,Female,No,4.31,Pneumonia,Medication,2.0,Yes 58.0,Female,No,1.22,Asthma,Therapy,6.0,Yes 32.0,Male,,5.18,COPD,Surgery,5.0,No 50.0,Female,No,2.24,Asthma,Surgery,11.0,Yes 82.0,Female,No,3.16,Bronchitis,Medication,9.0,No 75.0,Male,No,4.34,Asthma,Therapy,12.0,Yes 61.0,Male,No,3.15,COPD,Surgery,10.0,Yes 80.0,Female,,3.21,Bronchitis,Therapy,11.0,No 61.0,Female,No,1.33,Bronchitis,Therapy,4.0,Yes ,Male,No,3.01,,Therapy,12.0,Yes 55.0,Female,No,4.82,Bronchitis,Surgery,7.0,Yes 87.0,Female,Yes,5.58,Bronchitis,Therapy,11.0,Yes 26.0,Male,Yes,,Asthma,Medication,8.0, 73.0,Male,Yes,3.12,Bronchitis,Surgery,14.0,Yes 20.0,Male,No,4.51,Lung Cancer,Surgery,,No 63.0,Male,No,5.71,Pneumonia,Therapy,3.0,No 64.0,Male,No,2.34,Pneumonia,Therapy,11.0,Yes 66.0,,Yes,3.2,Bronchitis,Therapy,5.0,Yes 32.0,Female,Yes,4.98,Asthma,Surgery,1.0,No 41.0,Female,Yes,4.05,,Medication,14.0,No 40.0,Male,No,,Pneumonia,Medication,13.0,Yes 28.0,Male,Yes,4.14,Lung Cancer,Surgery,8.0,Yes 45.0,Female,Yes,1.93,Bronchitis,Medication,12.0,No 28.0,Female,No,3.55,Pneumonia,Therapy,12.0,Yes ,Female,Yes,3.65,Pneumonia,Surgery,12.0,Yes 29.0,Male,No,5.38,Pneumonia,Medication,11.0,No 61.0,Male,Yes,3.31,Pneumonia,Surgery,2.0,Yes ,Female,No,2.4,Asthma,Medication,13.0,No 68.0,Male,No,,COPD,Surgery,10.0,Yes 45.0,Male,No,5.37,Lung Cancer,Medication,,No 56.0,Male,No,1.86,Asthma,Surgery,9.0,No 87.0,Female,No,3.13,Lung Cancer,Surgery,1.0,No 69.0,Female,Yes,1.94,Pneumonia,Surgery,,No 43.0,,No,4.87,Lung Cancer,Surgery,,No 38.0,,No,3.37,Bronchitis,Surgery,7.0,Yes 79.0,Male,No,2.76,Bronchitis,Therapy,14.0,Yes 58.0,Male,No,2.81,COPD,Surgery,9.0,No 37.0,Male,Yes,5.26,COPD,,2.0,No 38.0,Female,No,3.77,Lung Cancer,Surgery,2.0,No 55.0,Male,,4.59,Asthma,Medication,6.0,No 74.0,Male,No,5.49,Asthma,Surgery,3.0,No 88.0,Male,No,,Pneumonia,Therapy,4.0,Yes 66.0,Female,Yes,2.64,Asthma,,3.0,No 68.0,Female,Yes,5.76,COPD,,13.0,Yes 52.0,Male,Yes,1.12,Asthma,Medication,1.0,No 40.0,Female,,2.88,Pneumonia,Surgery,14.0,No 41.0,,Yes,,Bronchitis,Surgery,14.0,Yes 67.0,Female,No,2.37,Asthma,Surgery,6.0,No 56.0,Female,Yes,2.37,Asthma,Surgery,11.0,No 34.0,Female,Yes,,COPD,Medication,11.0,Yes 54.0,Female,No,4.06,Lung Cancer,Surgery,13.0,Yes 51.0,Male,Yes,3.19,Bronchitis,Medication,2.0,No 30.0,Female,Yes,4.63,Lung Cancer,Medication,,Yes 29.0,Female,No,5.47,Pneumonia,,7.0,No 76.0,Male,No,4.37,,Medication,5.0,Yes 44.0,Male,No,2.02,Lung Cancer,Surgery,8.0,No 21.0,,Yes,5.66,COPD,Surgery,14.0,Yes 83.0,Male,Yes,,COPD,Surgery,2.0,No 54.0,Female,Yes,1.75,COPD,Surgery,13.0,Yes 26.0,Female,Yes,1.45,Bronchitis,Therapy,10.0,Yes 37.0,Female,Yes,3.82,Pneumonia,Therapy,8.0,No 86.0,Female,No,1.57,Pneumonia,Therapy,7.0,No 61.0,Male,Yes,1.69,Pneumonia,Therapy,13.0,No 58.0,Female,No,2.5,Bronchitis,Medication,10.0,Yes ,Female,Yes,2.41,Pneumonia,Therapy,14.0,No 43.0,Male,No,4.02,Lung Cancer,Medication,8.0,No 79.0,Female,Yes,5.08,Asthma,Surgery,11.0,Yes 65.0,Female,Yes,4.81,Bronchitis,Medication,3.0,Yes 38.0,Female,No,2.31,Asthma,Medication,,No 87.0,Female,Yes,2.23,Lung Cancer,Therapy,6.0,No 61.0,,No,5.83,COPD,Surgery,2.0,Yes 51.0,Male,Yes,1.04,COPD,Surgery,6.0,Yes 58.0,Male,Yes,5.4,COPD,Therapy,5.0,No 55.0,Male,No,2.0,Bronchitis,Medication,3.0,Yes 55.0,Male,Yes,5.74,COPD,Therapy,1.0,Yes 22.0,Female,No,2.71,Bronchitis,Medication,7.0,No 27.0,Female,Yes,3.2,Bronchitis,Therapy,2.0,No 89.0,Male,Yes,4.54,Asthma,Therapy,1.0,No 60.0,Male,Yes,3.94,COPD,Surgery,1.0,Yes 87.0,Male,Yes,,Pneumonia,,7.0,No 32.0,Female,Yes,3.77,COPD,Surgery,12.0,Yes 68.0,Male,Yes,,COPD,Therapy,1.0,Yes 79.0,Female,Yes,1.21,COPD,Surgery,9.0,Yes 21.0,Female,No,1.06,Pneumonia,Surgery,,Yes 79.0,Female,Yes,3.29,,Therapy,,No 24.0,Female,Yes,1.66,Bronchitis,Surgery,12.0,Yes 63.0,Male,Yes,4.32,Pneumonia,Medication,4.0,No 46.0,Female,No,2.07,Bronchitis,Surgery,13.0,Yes 51.0,Female,No,3.16,Asthma,Medication,12.0,Yes 40.0,Male,Yes,1.99,Bronchitis,,14.0,No 27.0,Female,Yes,3.74,COPD,Therapy,5.0,No 69.0,Female,Yes,1.58,Lung Cancer,Therapy,2.0,No 86.0,Female,No,1.12,Lung Cancer,Surgery,,No 63.0,Male,Yes,1.26,COPD,Medication,2.0,No 77.0,Female,No,5.77,Bronchitis,Surgery,,No 22.0,Female,,1.71,COPD,Therapy,4.0,Yes 89.0,Male,No,4.54,Pneumonia,Surgery,10.0,No 21.0,Male,No,1.34,Bronchitis,Therapy,11.0,Yes 63.0,Female,Yes,1.54,COPD,Medication,14.0,Yes 21.0,Female,Yes,,Pneumonia,Medication,5.0,No 54.0,Male,Yes,3.32,Pneumonia,Therapy,6.0,Yes 49.0,Female,Yes,5.76,Bronchitis,Medication,6.0,Yes 27.0,Male,,,Asthma,Therapy,9.0,No 41.0,Female,Yes,4.9,Asthma,Therapy,4.0,No 63.0,Male,Yes,4.01,Pneumonia,Therapy,13.0,Yes 77.0,Female,No,3.27,Asthma,Surgery,14.0,No 55.0,Male,Yes,2.78,Pneumonia,Medication,,No 88.0,Male,,5.74,Asthma,Surgery,6.0,Yes 50.0,Male,No,4.01,Pneumonia,Surgery,4.0,No 66.0,,,3.9,Pneumonia,Medication,6.0,No 74.0,,Yes,2.16,Pneumonia,Surgery,2.0,No 81.0,Female,Yes,1.23,Pneumonia,,12.0,Yes 49.0,Female,Yes,5.73,Lung Cancer,Surgery,,Yes ,Male,No,,Asthma,Therapy,,No 35.0,Female,,,Pneumonia,Medication,3.0,No 31.0,Female,Yes,1.57,COPD,Surgery,14.0,No 36.0,Female,Yes,5.18,Bronchitis,Medication,10.0, 35.0,Female,No,1.14,COPD,Therapy,4.0,Yes 31.0,Female,Yes,5.17,COPD,Surgery,9.0,No 27.0,Female,No,1.7,Lung Cancer,Therapy,12.0,No 22.0,Male,No,5.43,Asthma,Therapy,,Yes 35.0,Female,No,4.65,Lung Cancer,Therapy,5.0,No 49.0,Female,Yes,1.82,Asthma,Medication,9.0,No 42.0,Female,Yes,3.83,Pneumonia,Medication,10.0,Yes 24.0,Male,Yes,2.56,Lung Cancer,Medication,13.0,No 84.0,Female,No,1.89,Bronchitis,Surgery,10.0,No ,Female,Yes,5.3,,Therapy,10.0,Yes 40.0,Female,Yes,3.02,Lung Cancer,Medication,12.0,No 89.0,Male,No,2.99,Bronchitis,Therapy,,Yes 41.0,Female,Yes,1.85,COPD,Medication,6.0,Yes 51.0,Male,Yes,2.92,,Therapy,,Yes 52.0,Female,Yes,5.36,Pneumonia,Medication,5.0,No 35.0,Male,No,2.82,COPD,Medication,5.0,No 57.0,Male,Yes,5.76,Lung Cancer,Medication,3.0,No 33.0,Male,No,5.73,COPD,Medication,7.0,No 55.0,Female,No,1.72,Bronchitis,Therapy,2.0, 42.0,Male,No,1.89,Asthma,Medication,11.0,Yes 85.0,Male,Yes,5.31,Lung Cancer,Medication,12.0,Yes ,Male,Yes,2.96,Asthma,Medication,3.0,No 84.0,Male,Yes,1.02,COPD,Therapy,2.0, 86.0,Female,No,2.37,Pneumonia,Medication,13.0,Yes 71.0,Female,No,3.99,Asthma,Therapy,8.0, 81.0,Female,Yes,5.0,Asthma,Surgery,,No 42.0,Female,No,1.67,Pneumonia,Therapy,10.0,Yes 45.0,Male,Yes,1.55,Asthma,Surgery,8.0,No 87.0,Female,Yes,5.61,Asthma,Medication,8.0,No 74.0,Male,Yes,4.76,Pneumonia,Medication,8.0,No 25.0,Female,Yes,3.95,Pneumonia,Therapy,8.0,Yes 54.0,Female,Yes,,COPD,Medication,8.0,Yes 41.0,Female,Yes,,COPD,Medication,, 62.0,Male,,4.79,Asthma,,9.0,Yes 34.0,Female,No,2.86,Lung Cancer,Medication,2.0,Yes 79.0,Female,Yes,2.22,,Surgery,9.0,Yes 31.0,Female,No,4.65,COPD,Surgery,8.0,Yes 68.0,Male,No,3.1,Lung Cancer,Medication,11.0,Yes 61.0,Female,Yes,5.91,Lung Cancer,Medication,10.0,No 57.0,Female,No,2.75,Pneumonia,Surgery,1.0,No 64.0,Male,No,5.61,,Medication,14.0,Yes 54.0,,No,5.66,Bronchitis,Surgery,5.0,No 49.0,Female,Yes,2.21,Bronchitis,Therapy,11.0,No 49.0,Female,Yes,4.99,Asthma,Surgery,2.0,Yes 25.0,Female,Yes,3.17,COPD,Medication,10.0,Yes 86.0,Male,Yes,5.59,Bronchitis,Medication,5.0,Yes 26.0,Male,Yes,,COPD,Surgery,13.0,No 71.0,Male,No,4.72,COPD,Surgery,8.0,No 33.0,Female,No,3.33,Bronchitis,Medication,9.0,Yes 34.0,Male,Yes,2.14,COPD,Medication,9.0,Yes 40.0,Female,,2.0,Lung Cancer,Medication,1.0,No 54.0,Male,No,3.13,Asthma,Therapy,7.0,Yes 85.0,,No,4.78,Pneumonia,Therapy,12.0,Yes 21.0,Male,No,4.03,Bronchitis,Surgery,11.0,No 54.0,Female,Yes,4.44,Pneumonia,Surgery,,No 39.0,Female,Yes,2.41,Asthma,Therapy,10.0,Yes 29.0,Female,Yes,3.41,Lung Cancer,Therapy,3.0,No 44.0,Female,No,1.22,Lung Cancer,Surgery,13.0,No 85.0,Male,No,,Lung Cancer,Therapy,6.0,Yes 44.0,Female,Yes,5.95,Lung Cancer,Surgery,11.0,Yes ,Male,Yes,3.03,Bronchitis,Medication,3.0,Yes 52.0,Female,No,1.05,Bronchitis,Surgery,9.0,Yes 55.0,Female,Yes,1.85,COPD,,13.0,Yes 33.0,Male,Yes,4.26,,Therapy,3.0,Yes 84.0,Male,No,4.06,Asthma,Therapy,2.0,Yes 73.0,Female,No,4.94,COPD,Surgery,9.0,No 71.0,Female,Yes,2.27,Asthma,Therapy,11.0,Yes 22.0,Male,No,4.82,Asthma,Surgery,13.0,No 60.0,Male,Yes,4.44,Asthma,Medication,14.0,Yes 25.0,Male,No,2.61,Lung Cancer,Medication,8.0,Yes 44.0,Male,No,3.73,Pneumonia,Therapy,8.0,Yes 32.0,Male,Yes,1.74,Pneumonia,Surgery,2.0,Yes 27.0,,No,,Bronchitis,Surgery,6.0,Yes 40.0,Female,Yes,5.41,Asthma,Therapy,13.0,Yes ,Female,No,3.11,Lung Cancer,Surgery,13.0,No 44.0,,Yes,5.2,COPD,Therapy,5.0,Yes 87.0,Male,No,3.95,COPD,Therapy,14.0,Yes 64.0,Male,No,1.96,Bronchitis,Medication,,Yes 79.0,Male,Yes,3.91,,Therapy,2.0,No 31.0,Female,No,3.53,Asthma,,5.0,No 51.0,Male,Yes,2.99,Asthma,Therapy,4.0,Yes ,Male,No,1.6,COPD,,9.0, 50.0,Female,No,3.08,COPD,Medication,12.0,Yes 39.0,Female,Yes,1.36,COPD,,1.0,Yes 37.0,Female,No,1.49,COPD,Therapy,6.0,Yes 79.0,Male,No,3.08,Pneumonia,Surgery,7.0,No 82.0,Male,Yes,2.53,Asthma,Surgery,12.0,Yes 25.0,Female,No,5.63,Asthma,Therapy,6.0,No 51.0,Female,Yes,,COPD,Medication,5.0,No 62.0,Male,Yes,4.79,Lung Cancer,,12.0,Yes 21.0,Female,Yes,3.65,COPD,Surgery,4.0,No 79.0,Male,No,4.52,Bronchitis,Medication,5.0,Yes 42.0,Female,No,2.3,Lung Cancer,Therapy,9.0,No 50.0,Female,Yes,5.71,Bronchitis,Therapy,5.0,Yes 24.0,Female,No,3.65,Lung Cancer,Therapy,,Yes ,Male,Yes,5.16,Bronchitis,Medication,8.0,Yes 29.0,Male,No,2.83,COPD,Surgery,7.0,Yes 21.0,Female,Yes,1.5,COPD,Medication,4.0,No ,Male,Yes,4.37,Lung Cancer,Surgery,10.0,No 69.0,Female,No,1.04,Bronchitis,,5.0,No 50.0,Female,Yes,3.38,Pneumonia,Therapy,7.0,Yes 75.0,Male,Yes,1.96,,Therapy,6.0,Yes 28.0,Male,No,4.14,Lung Cancer,Therapy,13.0,No 40.0,Male,Yes,5.9,Asthma,Medication,3.0,Yes 47.0,Male,Yes,3.32,Lung Cancer,,10.0,Yes 81.0,Female,No,5.09,Pneumonia,Medication,3.0,No 26.0,Male,Yes,3.54,COPD,Therapy,2.0,Yes ,,Yes,3.48,Bronchitis,Therapy,14.0,No 23.0,Female,Yes,5.65,Asthma,Therapy,3.0,Yes 23.0,,Yes,5.45,Bronchitis,Medication,11.0,Yes 59.0,Female,Yes,4.93,COPD,Surgery,10.0,No 36.0,Female,Yes,2.48,Lung Cancer,Medication,13.0,No 71.0,Male,Yes,3.73,Pneumonia,Medication,1.0,No 71.0,Male,Yes,2.12,Asthma,Medication,13.0,No 55.0,Female,No,3.22,Pneumonia,Surgery,9.0,No 57.0,Female,Yes,3.42,Pneumonia,Medication,2.0,Yes 69.0,Male,Yes,5.16,Pneumonia,Therapy,12.0,No 82.0,Male,No,5.48,Pneumonia,Surgery,,Yes 82.0,Male,Yes,3.07,COPD,,3.0,Yes 81.0,Male,Yes,1.09,,,5.0,No 26.0,Male,Yes,5.31,Pneumonia,Surgery,10.0,No 46.0,Female,Yes,1.87,COPD,Medication,12.0,Yes 33.0,Female,Yes,4.11,Bronchitis,Surgery,4.0,No 24.0,Female,Yes,1.12,,Therapy,13.0, 74.0,Female,No,,Lung Cancer,Medication,5.0,Yes 21.0,Male,No,5.93,COPD,Medication,6.0,Yes 81.0,Female,No,,,Therapy,5.0,No 40.0,Male,No,3.12,Lung Cancer,Medication,10.0,Yes 40.0,Male,No,2.54,Lung Cancer,Medication,1.0,Yes 29.0,Male,Yes,5.53,,Surgery,6.0,Yes ,Male,Yes,5.35,Pneumonia,Medication,9.0,Yes 58.0,Male,Yes,2.19,Lung Cancer,Therapy,3.0,Yes 24.0,Male,Yes,1.41,Lung Cancer,Medication,2.0,Yes 84.0,Male,Yes,4.14,Bronchitis,Surgery,6.0,Yes 32.0,,No,2.68,Lung Cancer,Therapy,12.0,Yes 72.0,Male,No,4.36,Bronchitis,Therapy,14.0,Yes 64.0,Female,Yes,1.16,Pneumonia,Therapy,,Yes 51.0,Female,Yes,1.67,Asthma,Therapy,4.0,No 55.0,Male,,4.43,Asthma,Surgery,6.0, 79.0,Male,No,2.06,Pneumonia,Surgery,12.0,No 30.0,Female,No,5.29,,Surgery,13.0, 82.0,Female,Yes,1.29,COPD,Surgery,12.0,Yes 40.0,Female,No,2.08,Lung Cancer,Medication,6.0,Yes 71.0,Female,Yes,5.99,Lung Cancer,Surgery,12.0,Yes 74.0,Male,No,3.17,Lung Cancer,Medication,2.0,Yes 45.0,Male,No,4.51,Bronchitis,Therapy,,No 87.0,Male,Yes,1.91,COPD,Medication,13.0,Yes 53.0,Female,No,4.05,Lung Cancer,Medication,3.0, 71.0,Male,No,4.63,Bronchitis,Medication,13.0,No 71.0,Female,Yes,2.57,Bronchitis,Surgery,9.0,No 48.0,Male,No,,Asthma,Surgery,2.0,Yes 57.0,Female,Yes,,Bronchitis,Therapy,3.0,No 61.0,Male,No,2.95,Pneumonia,Surgery,,Yes 40.0,Male,Yes,3.79,Bronchitis,Medication,4.0,Yes ,Female,Yes,,Pneumonia,Surgery,1.0,No 32.0,Female,No,1.83,Pneumonia,Surgery,11.0,No 83.0,Female,No,3.01,Asthma,Medication,13.0,No 36.0,Female,Yes,2.72,Asthma,Therapy,2.0,Yes 28.0,Female,No,3.0,Bronchitis,Surgery,3.0,Yes 60.0,Male,No,4.81,Asthma,Therapy,,No 20.0,Female,No,3.41,Asthma,Medication,9.0, 21.0,Male,Yes,5.7,Lung Cancer,,11.0,Yes 79.0,Male,Yes,2.47,Bronchitis,Therapy,6.0,Yes 67.0,Male,Yes,3.08,Bronchitis,Therapy,14.0,No 48.0,Male,No,4.93,Bronchitis,Medication,11.0,No 29.0,,No,3.73,Asthma,Surgery,6.0,No 77.0,Female,,3.74,Asthma,Therapy,3.0,Yes 79.0,Female,Yes,1.27,,Therapy,5.0,No 40.0,Male,No,,COPD,Therapy,11.0,Yes 47.0,Male,No,,COPD,Therapy,4.0,Yes 53.0,Female,No,6.0,COPD,Therapy,10.0,Yes 27.0,Female,No,2.54,Lung Cancer,Therapy,10.0,Yes 78.0,Male,,5.42,Asthma,Therapy,,No 68.0,Female,No,4.38,Pneumonia,Therapy,9.0,No 36.0,Female,No,2.7,Pneumonia,Therapy,9.0,Yes 79.0,,Yes,3.72,COPD,Therapy,1.0,No 64.0,Male,Yes,5.2,Lung Cancer,Surgery,8.0, 88.0,Female,No,,,Medication,9.0,No 51.0,Male,Yes,1.8,COPD,Medication,5.0,No 63.0,Male,No,,COPD,Medication,4.0,No 84.0,Male,No,2.68,Asthma,Therapy,10.0,No 27.0,Male,Yes,1.21,Lung Cancer,Medication,4.0,No 62.0,Male,Yes,3.99,Pneumonia,Therapy,2.0,No 20.0,Female,,5.27,COPD,Surgery,9.0, 70.0,Male,Yes,2.91,Asthma,Medication,5.0,No 43.0,Male,No,4.7,Pneumonia,Surgery,11.0,No 43.0,Male,No,4.14,Lung Cancer,Surgery,3.0, 36.0,Female,No,2.88,COPD,Therapy,6.0,Yes 24.0,Female,Yes,1.71,COPD,Medication,9.0,No 39.0,Female,No,4.55,Asthma,Surgery,9.0,No 40.0,Female,No,5.27,Asthma,Medication,12.0, 77.0,Female,No,4.43,,Surgery,13.0,No 50.0,Female,Yes,1.09,COPD,Surgery,,Yes 30.0,Female,No,,Asthma,Therapy,8.0,Yes 71.0,Male,No,1.35,,Medication,4.0,No 34.0,Male,No,3.85,Lung Cancer,Therapy,5.0,Yes 26.0,Female,Yes,4.78,COPD,Therapy,7.0,No 47.0,Male,No,1.55,Pneumonia,Therapy,7.0,Yes 70.0,Male,,5.19,COPD,Therapy,13.0,No 77.0,Female,Yes,3.78,Bronchitis,Therapy,,Yes 24.0,Male,Yes,,Bronchitis,Surgery,8.0, 24.0,Male,No,,Lung Cancer,Medication,11.0,Yes 27.0,Female,No,,Lung Cancer,Medication,5.0, 83.0,Male,,5.51,Lung Cancer,Therapy,1.0,Yes 29.0,Female,Yes,1.63,Pneumonia,Medication,11.0,No 57.0,Female,Yes,2.96,Pneumonia,Surgery,9.0,Yes 27.0,Male,No,5.26,COPD,Therapy,9.0,Yes 44.0,Male,Yes,5.53,Asthma,,7.0,No 85.0,Male,No,3.53,Bronchitis,Surgery,12.0,No 69.0,Female,No,3.97,Bronchitis,Therapy,6.0,No 86.0,Female,Yes,4.54,Bronchitis,Surgery,13.0,Yes 68.0,Female,No,5.16,COPD,Therapy,13.0,No 55.0,Male,,1.61,COPD,,5.0, 87.0,Male,Yes,5.05,Lung Cancer,Medication,5.0,No 60.0,Female,No,3.41,Asthma,,3.0,Yes 81.0,Male,Yes,3.25,Lung Cancer,Medication,10.0, 29.0,Male,No,3.12,COPD,Therapy,1.0,No 40.0,Female,Yes,3.55,Pneumonia,Surgery,6.0,Yes 55.0,Female,No,5.73,Lung Cancer,Surgery,8.0,No 31.0,Male,No,,COPD,Medication,14.0,Yes 21.0,Female,No,5.77,COPD,Medication,2.0,No 32.0,Male,Yes,1.9,Pneumonia,Therapy,8.0,No 72.0,Female,No,4.62,Pneumonia,Therapy,8.0,No 51.0,Female,Yes,5.06,,Surgery,10.0,No 35.0,Female,Yes,,Asthma,Therapy,8.0,Yes 51.0,Male,Yes,4.03,COPD,Therapy,10.0,Yes 51.0,Male,Yes,3.82,Pneumonia,Therapy,3.0,Yes 30.0,Female,Yes,5.3,Asthma,Medication,10.0,Yes 29.0,Female,No,5.11,Bronchitis,Medication,8.0,Yes 34.0,Female,Yes,1.61,Bronchitis,Surgery,11.0,Yes 36.0,Male,No,5.24,Bronchitis,,12.0,No 59.0,Female,No,3.07,,Medication,12.0,No 37.0,Female,Yes,2.27,Asthma,Therapy,14.0,No 74.0,Female,No,5.35,Asthma,Surgery,4.0,Yes 44.0,Female,No,3.16,Bronchitis,Therapy,3.0,No 78.0,Male,Yes,5.04,Lung Cancer,Surgery,11.0,Yes 41.0,Male,No,2.32,Bronchitis,Surgery,9.0,Yes 49.0,Female,Yes,1.02,COPD,Medication,8.0,No 63.0,Male,Yes,3.48,Bronchitis,Therapy,10.0,No 51.0,Male,Yes,1.5,Bronchitis,Medication,13.0, 70.0,Male,No,4.77,Asthma,Therapy,13.0,Yes 65.0,Female,No,,Bronchitis,Therapy,2.0,Yes 40.0,Male,No,3.22,Pneumonia,Surgery,13.0,No 51.0,Male,No,,Pneumonia,Surgery,13.0,Yes 58.0,Male,Yes,2.43,Lung Cancer,Therapy,13.0,Yes 31.0,,Yes,4.91,COPD,Medication,14.0,No 66.0,Female,No,1.76,COPD,Surgery,8.0,Yes 37.0,Male,Yes,4.24,Asthma,Surgery,11.0, 40.0,Male,No,5.59,COPD,Therapy,11.0,Yes 32.0,Female,Yes,4.4,Lung Cancer,Therapy,3.0, 40.0,Female,Yes,5.06,Pneumonia,Surgery,10.0,Yes 27.0,Male,Yes,1.54,Asthma,,12.0,No 65.0,Male,Yes,2.25,Pneumonia,,14.0,Yes 26.0,Female,Yes,5.47,Lung Cancer,Therapy,6.0,Yes 42.0,Female,No,4.58,,Surgery,5.0,No 41.0,Male,No,4.2,Bronchitis,Therapy,8.0,No 41.0,Female,Yes,4.32,COPD,Surgery,9.0,Yes 48.0,Male,No,3.07,Lung Cancer,Therapy,11.0,Yes 32.0,Male,Yes,1.22,Asthma,Therapy,,Yes 21.0,Male,,4.92,Pneumonia,Medication,6.0,Yes 48.0,Female,Yes,4.39,Asthma,Therapy,6.0,Yes 71.0,,Yes,3.36,Bronchitis,Surgery,1.0,Yes 46.0,Male,No,5.5,,Therapy,5.0,Yes 69.0,Female,Yes,2.68,Asthma,Surgery,14.0,No 42.0,Female,No,2.47,Lung Cancer,Medication,8.0,Yes 63.0,Male,Yes,,Lung Cancer,Surgery,6.0,No 41.0,Male,Yes,4.98,Pneumonia,Medication,12.0,Yes 62.0,Female,No,3.57,COPD,Medication,1.0,Yes ,Female,Yes,1.65,Bronchitis,Therapy,5.0,No ,Female,Yes,2.08,Asthma,Medication,13.0,Yes 75.0,Male,,4.28,COPD,Surgery,11.0,No 22.0,,No,2.93,Pneumonia,Medication,12.0,Yes 82.0,Male,No,5.18,COPD,Medication,5.0,Yes ,Female,Yes,5.75,Lung Cancer,Therapy,12.0,Yes 42.0,Male,Yes,5.03,Lung Cancer,Surgery,3.0,Yes 48.0,Female,No,2.89,Bronchitis,Medication,8.0,No 49.0,Male,No,4.94,,Therapy,9.0,No 58.0,Female,Yes,2.76,Asthma,Therapy,6.0,No 44.0,Male,Yes,1.84,Pneumonia,Surgery,6.0, 27.0,Male,No,1.17,,Therapy,2.0,No 77.0,Female,No,2.93,Asthma,Medication,10.0,Yes 35.0,Female,No,5.52,Lung Cancer,Therapy,,No 20.0,Male,No,2.19,Bronchitis,Surgery,6.0,Yes 24.0,Female,Yes,2.03,COPD,Surgery,12.0,No 22.0,,Yes,5.85,Bronchitis,Therapy,8.0,No 84.0,Male,Yes,1.13,Bronchitis,Medication,2.0,No 23.0,Female,Yes,4.93,Asthma,Therapy,9.0,No 83.0,Male,No,2.61,Pneumonia,Surgery,13.0,Yes 29.0,Male,Yes,1.19,Pneumonia,Therapy,,No 40.0,Female,No,5.59,,Therapy,14.0,No 65.0,Female,Yes,1.7,Asthma,Medication,9.0,No 46.0,,Yes,3.76,Asthma,Therapy,14.0,No 85.0,Male,Yes,2.37,Pneumonia,,4.0,Yes 60.0,Male,No,,Asthma,Therapy,4.0,Yes 32.0,Male,Yes,1.25,COPD,Therapy,4.0,Yes 28.0,Male,No,1.58,,Medication,11.0,No 55.0,Male,No,1.36,Lung Cancer,Medication,5.0,No 77.0,Female,Yes,,,Surgery,8.0,Yes 73.0,Female,No,3.43,Bronchitis,Medication,2.0, 31.0,Female,Yes,2.71,Lung Cancer,Therapy,11.0,Yes 33.0,Male,No,3.09,COPD,Surgery,5.0,Yes 53.0,Female,Yes,5.64,Bronchitis,Medication,14.0,Yes 72.0,,No,5.55,COPD,Medication,2.0,No 39.0,Male,No,4.58,Bronchitis,Surgery,11.0,No 35.0,Female,Yes,5.42,Asthma,Therapy,11.0,Yes 89.0,Male,Yes,2.6,Bronchitis,Therapy,,No 75.0,,Yes,2.91,Asthma,Surgery,1.0,No 77.0,Male,Yes,4.07,Bronchitis,Therapy,7.0,Yes 23.0,Male,No,4.12,,Medication,3.0,Yes 23.0,Male,No,3.41,COPD,Therapy,4.0, 39.0,Male,No,3.0,Bronchitis,Medication,14.0,Yes ,Female,No,5.93,COPD,Therapy,8.0,No 43.0,Male,Yes,5.11,Bronchitis,Medication,3.0,No ,Male,No,3.17,Pneumonia,Surgery,,No 56.0,Male,,4.64,Lung Cancer,Medication,13.0,No 73.0,Male,No,2.35,COPD,Therapy,13.0,Yes 40.0,Female,Yes,1.5,COPD,Medication,7.0,No 57.0,Female,Yes,2.76,Asthma,Therapy,12.0,Yes 65.0,Male,Yes,3.01,Pneumonia,Therapy,1.0,No 23.0,Male,Yes,1.08,Asthma,Medication,9.0,No 79.0,Male,Yes,5.07,Pneumonia,Therapy,13.0, 76.0,Female,No,2.8,Pneumonia,Surgery,6.0,Yes 64.0,Female,Yes,3.9,Bronchitis,Therapy,3.0, 39.0,Female,No,1.37,Asthma,,7.0,No 36.0,Female,No,1.87,Lung Cancer,Surgery,13.0,Yes 23.0,Male,Yes,5.45,Pneumonia,Therapy,5.0,No 33.0,Female,No,4.04,Pneumonia,Surgery,8.0,No ,Female,No,,COPD,Surgery,8.0,Yes 77.0,Male,No,5.99,Bronchitis,Medication,12.0,No 74.0,,Yes,2.86,Lung Cancer,,9.0, 23.0,Female,Yes,2.49,Pneumonia,Surgery,,Yes 43.0,Female,Yes,5.29,COPD,Surgery,,No 53.0,Female,Yes,5.99,Asthma,Surgery,13.0,No 49.0,Female,No,4.15,Pneumonia,Surgery,2.0,No 38.0,Male,No,4.98,COPD,Therapy,3.0,Yes 50.0,Male,No,4.91,Asthma,Surgery,5.0,Yes 79.0,Female,No,2.78,Bronchitis,Therapy,8.0,Yes 79.0,Female,No,3.87,Asthma,Therapy,12.0,No 38.0,Female,No,5.17,Pneumonia,Therapy,10.0,Yes 68.0,Female,Yes,4.44,Lung Cancer,Medication,2.0,No 82.0,Female,No,1.11,Asthma,Medication,5.0,Yes 41.0,Male,No,2.68,Lung Cancer,Therapy,14.0,Yes 43.0,Male,No,1.72,Lung Cancer,Medication,9.0,No 49.0,Male,Yes,2.16,Asthma,Surgery,2.0,No 77.0,Female,No,5.53,,Therapy,8.0,No 50.0,Female,No,1.18,Asthma,Therapy,3.0,Yes 83.0,Male,Yes,2.1,COPD,Therapy,8.0,No 38.0,Male,No,2.55,Lung Cancer,Medication,4.0,No 67.0,Female,Yes,4.08,Pneumonia,Medication,4.0,No 64.0,Male,Yes,3.67,,Medication,12.0,No 74.0,Female,No,2.09,Pneumonia,Surgery,7.0,Yes 74.0,Female,No,1.82,COPD,Medication,5.0,Yes 37.0,Male,Yes,2.18,COPD,Therapy,4.0,No 82.0,Male,No,3.51,COPD,Medication,7.0,No 66.0,Male,No,2.36,Asthma,Medication,12.0,Yes 76.0,Female,Yes,5.74,Lung Cancer,Medication,3.0,No 64.0,Female,Yes,,Pneumonia,Medication,9.0,No 52.0,Male,No,1.29,COPD,Therapy,14.0,No ,Female,Yes,4.65,COPD,Medication,13.0,Yes 89.0,Female,No,2.64,,Therapy,,Yes 23.0,Female,No,4.27,Lung Cancer,Medication,12.0,Yes 39.0,Male,No,2.4,,Surgery,3.0,No 66.0,Female,No,3.85,Pneumonia,Surgery,2.0,No 34.0,Male,Yes,4.86,Bronchitis,Therapy,7.0,No 89.0,Male,No,5.64,Lung Cancer,Therapy,12.0,Yes 66.0,Female,Yes,2.31,Pneumonia,Surgery,7.0,Yes 28.0,Male,No,2.67,Pneumonia,Surgery,12.0, 35.0,Female,No,3.32,COPD,Medication,,No 88.0,Male,Yes,5.64,Pneumonia,Surgery,5.0,No 80.0,Male,No,5.51,Asthma,Therapy,4.0,No 29.0,Female,Yes,1.45,COPD,,,No 69.0,Male,Yes,,,Surgery,11.0,Yes 22.0,Male,No,3.48,Lung Cancer,Therapy,2.0,Yes 89.0,Male,No,,Bronchitis,Medication,2.0,Yes 70.0,Female,No,2.73,Lung Cancer,Medication,7.0,Yes 38.0,Female,No,1.74,Asthma,Surgery,10.0, 61.0,Male,Yes,4.18,COPD,Therapy,7.0,Yes 54.0,Male,No,5.75,COPD,Surgery,4.0,Yes 65.0,Male,No,5.98,Pneumonia,Therapy,14.0,No 45.0,Female,No,2.88,Bronchitis,Therapy,4.0,Yes 88.0,Female,No,4.0,Bronchitis,Therapy,4.0,No 83.0,Male,No,5.28,Pneumonia,Medication,11.0,Yes 56.0,Female,Yes,1.59,Asthma,Therapy,2.0,No 68.0,Female,No,4.45,Bronchitis,Medication,13.0,No 40.0,Female,Yes,3.04,COPD,Therapy,13.0,No 83.0,Female,No,2.03,Asthma,Surgery,9.0,Yes 24.0,Male,,3.01,Lung Cancer,Medication,1.0,Yes 89.0,Female,No,1.38,Lung Cancer,Medication,8.0,No 23.0,Female,Yes,4.48,Asthma,Medication,6.0,Yes 58.0,Male,No,2.26,COPD,Surgery,13.0,No 54.0,,Yes,2.56,Lung Cancer,Medication,10.0,No 20.0,Female,Yes,1.61,COPD,Surgery,7.0,No ,Female,No,5.32,Pneumonia,Therapy,12.0,No 76.0,Male,Yes,3.47,Bronchitis,Therapy,5.0,No 89.0,Male,No,3.86,,Surgery,6.0,No 60.0,Male,No,3.85,Bronchitis,Medication,6.0,No 73.0,,Yes,3.05,Pneumonia,,13.0,Yes 65.0,Female,No,1.96,,Surgery,,Yes 79.0,Male,No,4.73,COPD,Therapy,10.0,Yes 79.0,Female,Yes,1.64,COPD,Surgery,13.0,Yes 76.0,Male,Yes,1.52,,Medication,4.0,Yes 50.0,Female,Yes,4.55,Asthma,Medication,12.0,Yes 43.0,Male,Yes,2.04,Bronchitis,Medication,11.0,No 55.0,Male,Yes,2.53,Lung Cancer,Medication,12.0,Yes 49.0,Female,Yes,3.38,,Therapy,13.0,No 43.0,Female,No,3.25,Pneumonia,,5.0,Yes 49.0,Female,Yes,4.54,Pneumonia,Therapy,4.0,No 26.0,Female,Yes,4.12,COPD,Medication,1.0,Yes 54.0,Female,No,4.22,Lung Cancer,Medication,10.0,Yes 74.0,,No,4.57,Asthma,Medication,6.0,Yes 33.0,Male,Yes,2.46,COPD,Surgery,5.0,Yes 29.0,Female,Yes,2.61,Lung Cancer,Medication,4.0,Yes 35.0,Male,No,3.19,Bronchitis,Therapy,6.0,No 73.0,Male,Yes,2.54,Bronchitis,Therapy,12.0,No 89.0,Female,Yes,5.92,COPD,Therapy,5.0,Yes 63.0,Male,No,5.07,Asthma,Surgery,3.0,No 64.0,Male,Yes,1.82,Lung Cancer,Therapy,2.0,No 75.0,Female,No,1.03,Bronchitis,Surgery,13.0,No 76.0,Female,Yes,1.21,Bronchitis,Surgery,6.0,No 40.0,Female,No,2.22,Asthma,Surgery,4.0,Yes 87.0,Male,,1.57,COPD,Medication,11.0,Yes 69.0,Female,No,3.67,Pneumonia,Medication,13.0,No 52.0,,Yes,5.29,Lung Cancer,,10.0,Yes 26.0,Female,No,4.68,Bronchitis,Therapy,3.0,Yes 89.0,Female,Yes,2.08,Pneumonia,Surgery,14.0,Yes 34.0,Male,No,3.0,Asthma,Medication,,Yes 51.0,Female,No,3.54,COPD,Therapy,12.0,No 39.0,Male,No,5.05,Lung Cancer,Therapy,9.0,No 34.0,Female,Yes,5.2,Asthma,Medication,7.0,No ,Male,Yes,5.55,COPD,Surgery,2.0,Yes 40.0,Male,No,3.55,,Therapy,8.0,No 61.0,Male,,4.47,Bronchitis,Therapy,11.0,No 45.0,Female,Yes,1.56,Bronchitis,Medication,13.0,No 33.0,Male,Yes,3.83,Pneumonia,Medication,13.0,No 76.0,Female,No,2.24,Asthma,Surgery,, ,Female,Yes,3.16,Bronchitis,Surgery,5.0,No 77.0,Female,No,4.17,COPD,Therapy,11.0,Yes 40.0,,No,2.28,Pneumonia,Surgery,10.0,Yes 88.0,Female,No,1.26,Lung Cancer,Therapy,7.0,No 22.0,Male,Yes,1.05,Asthma,Therapy,5.0,Yes 56.0,Female,No,1.11,Bronchitis,Medication,2.0,Yes 68.0,Male,Yes,,COPD,Therapy,12.0,No 38.0,Male,Yes,1.55,Asthma,Medication,12.0,No 31.0,Male,No,2.2,COPD,Therapy,12.0,No 80.0,Male,No,2.11,Pneumonia,Therapy,4.0,No 60.0,Male,No,5.93,Bronchitis,Therapy,13.0,No 52.0,Male,Yes,2.53,Bronchitis,Surgery,11.0,Yes 69.0,Male,Yes,,Pneumonia,Surgery,5.0,No 87.0,Female,No,3.73,COPD,Medication,,Yes 52.0,Male,No,,Asthma,Therapy,5.0,Yes 43.0,,Yes,4.39,,Medication,10.0,No 80.0,Male,Yes,2.48,Asthma,Medication,11.0,Yes 80.0,,No,3.81,Pneumonia,Therapy,1.0,Yes 47.0,Male,Yes,4.57,Lung Cancer,Surgery,1.0,No 77.0,Male,Yes,4.64,Asthma,Surgery,3.0,No 62.0,Female,,4.33,Bronchitis,Medication,9.0,Yes 60.0,Female,Yes,5.35,Bronchitis,Surgery,11.0,Yes 58.0,Female,Yes,5.35,Bronchitis,Therapy,2.0,Yes 68.0,,Yes,,COPD,Therapy,10.0,Yes 36.0,Male,No,3.15,COPD,Surgery,5.0,Yes 89.0,Male,Yes,4.21,COPD,Surgery,9.0,No 89.0,Female,No,5.09,,Medication,7.0,No 84.0,Male,No,1.03,Asthma,Surgery,11.0,No 24.0,Female,Yes,5.96,Bronchitis,Medication,,No 21.0,Female,No,1.91,Asthma,Therapy,2.0,Yes 41.0,Male,No,3.35,COPD,Therapy,5.0,No 76.0,Male,No,,,Therapy,9.0,No 85.0,Female,Yes,2.13,COPD,Surgery,1.0,Yes 35.0,,No,,Pneumonia,Surgery,1.0,Yes 70.0,Female,Yes,1.66,Asthma,Surgery,10.0,Yes 58.0,Male,No,,Lung Cancer,Medication,,No 59.0,Male,No,1.89,COPD,Medication,2.0,No ,Male,,2.82,Lung Cancer,Medication,9.0,Yes 79.0,Male,No,2.87,Bronchitis,Therapy,10.0,Yes 78.0,Male,Yes,5.97,,Medication,9.0,No 29.0,Male,No,5.97,Pneumonia,Surgery,4.0,Yes 83.0,Female,No,1.57,Bronchitis,Surgery,2.0, 82.0,Female,Yes,4.63,Lung Cancer,Therapy,3.0,Yes 68.0,Female,Yes,1.26,COPD,Surgery,10.0,No 83.0,Male,Yes,1.15,Asthma,Surgery,,No 51.0,Female,No,1.53,Pneumonia,Surgery,3.0,No ,Male,Yes,5.83,COPD,Medication,5.0,Yes 40.0,Male,Yes,5.7,Pneumonia,Medication,3.0,Yes 39.0,Female,Yes,1.97,Asthma,Surgery,3.0,No 45.0,Male,Yes,1.81,Lung Cancer,Surgery,10.0,Yes 87.0,Female,Yes,2.2,Pneumonia,Surgery,6.0,Yes 34.0,Female,Yes,3.58,,,3.0, 33.0,Male,No,3.85,Pneumonia,Medication,3.0, 46.0,Female,Yes,2.11,COPD,Therapy,9.0,Yes 59.0,Female,No,4.78,,Surgery,2.0,Yes 77.0,Female,Yes,2.55,COPD,Medication,1.0,Yes 47.0,Female,Yes,5.61,COPD,Surgery,10.0,No 45.0,,Yes,4.28,Asthma,Therapy,,Yes 82.0,Female,No,3.18,Bronchitis,Medication,,No 85.0,Female,Yes,4.95,Pneumonia,Medication,14.0,No 44.0,Female,Yes,5.09,Lung Cancer,Therapy,3.0,No 22.0,Male,Yes,2.45,COPD,Therapy,7.0,No 63.0,Female,Yes,2.7,Bronchitis,Medication,2.0,Yes 61.0,Male,No,5.68,COPD,Therapy,11.0,Yes ,Female,No,1.82,Bronchitis,Surgery,11.0,No 58.0,Female,No,1.21,Bronchitis,,12.0,No 71.0,Female,No,3.27,Lung Cancer,,8.0,No 42.0,Male,No,5.01,Bronchitis,Medication,9.0,No ,Male,Yes,4.86,Lung Cancer,Therapy,8.0,Yes 62.0,Male,Yes,5.6,Asthma,Medication,8.0,No 38.0,Male,,3.67,COPD,Surgery,8.0,No 88.0,Male,No,1.5,Lung Cancer,Therapy,14.0,Yes 70.0,Male,Yes,3.94,COPD,Therapy,7.0,No ,Female,No,4.89,,Medication,2.0,Yes 31.0,Male,Yes,1.47,Asthma,Medication,8.0,Yes 27.0,Female,No,1.86,Pneumonia,Therapy,5.0,Yes 43.0,Male,Yes,1.06,Pneumonia,Medication,6.0,No 60.0,Male,Yes,3.97,Bronchitis,Therapy,,Yes 55.0,Male,Yes,5.43,Bronchitis,Surgery,1.0,Yes 74.0,Female,Yes,,Pneumonia,Therapy,13.0,No 28.0,Male,No,5.91,Bronchitis,Surgery,5.0,No 66.0,Male,Yes,1.32,COPD,Surgery,3.0,No 34.0,Female,Yes,5.52,Bronchitis,Medication,9.0,No ,Female,Yes,5.07,Pneumonia,Medication,4.0,Yes 61.0,Female,No,2.57,Bronchitis,Medication,10.0,No 79.0,Female,Yes,5.87,,Medication,2.0,Yes 89.0,Male,Yes,2.44,Lung Cancer,Therapy,4.0,Yes 31.0,Female,Yes,5.45,Lung Cancer,Surgery,3.0,No 21.0,Male,Yes,5.4,,Therapy,3.0,No 26.0,Male,Yes,4.79,COPD,Surgery,5.0,No 22.0,,No,3.82,Asthma,Surgery,1.0, 22.0,Male,No,1.6,Asthma,Surgery,5.0,Yes 46.0,Female,No,3.66,Pneumonia,Therapy,8.0,No 59.0,Male,Yes,2.78,COPD,Medication,10.0,Yes ,Female,No,4.96,COPD,Therapy,12.0,Yes 20.0,Female,Yes,4.79,,Surgery,9.0,No 27.0,Female,Yes,5.55,Lung Cancer,Therapy,12.0,No 51.0,Female,Yes,1.07,Pneumonia,Surgery,1.0,No 67.0,Female,Yes,5.05,Asthma,Medication,,Yes 23.0,Female,No,5.69,COPD,Medication,2.0,Yes 89.0,Male,No,4.95,Pneumonia,Therapy,2.0,Yes 38.0,Male,No,1.65,Asthma,Medication,6.0, 51.0,,Yes,1.41,Lung Cancer,Surgery,,No ,Female,No,1.1,Bronchitis,Surgery,11.0, 31.0,Male,No,4.14,Asthma,Medication,1.0,No 30.0,Female,Yes,4.15,Asthma,Medication,2.0,No 65.0,Male,No,,Asthma,Medication,,No 35.0,Male,Yes,,Bronchitis,Therapy,13.0,No 20.0,Female,No,2.66,,Therapy,4.0,Yes ,Male,No,4.12,Bronchitis,Surgery,2.0,Yes 40.0,Male,No,,Asthma,Therapy,4.0,Yes 49.0,Male,Yes,5.68,Lung Cancer,Therapy,,Yes 32.0,Female,No,5.02,Asthma,Surgery,3.0,No 53.0,Male,No,,,Surgery,9.0,No 23.0,Female,No,4.17,Pneumonia,Medication,8.0,No 47.0,Male,No,5.28,Lung Cancer,Medication,12.0,Yes 78.0,Male,Yes,,Asthma,Therapy,12.0,No 46.0,Male,Yes,2.08,Bronchitis,Surgery,10.0,Yes 88.0,Male,No,1.85,Asthma,Therapy,9.0,Yes 44.0,Female,No,1.0,Asthma,Therapy,1.0,Yes 22.0,Male,No,4.59,Pneumonia,Surgery,12.0,No 87.0,Female,Yes,1.56,COPD,Surgery,5.0,No 44.0,Female,No,2.22,Asthma,Surgery,12.0,Yes 39.0,Male,No,2.49,Pneumonia,Surgery,12.0,Yes 53.0,,Yes,3.8,Bronchitis,Therapy,4.0,No 45.0,Female,Yes,2.99,Pneumonia,Therapy,11.0,Yes 24.0,Female,Yes,4.37,Pneumonia,Therapy,14.0,No 80.0,,No,1.28,Lung Cancer,Surgery,9.0,Yes 28.0,Male,Yes,1.62,COPD,Medication,14.0,No 69.0,Male,Yes,3.5,COPD,Therapy,3.0,Yes 25.0,Male,No,2.68,Bronchitis,Medication,5.0,No 79.0,Male,Yes,2.48,Pneumonia,Medication,8.0,Yes 63.0,Female,No,1.34,,Medication,10.0,No 30.0,Male,No,5.48,Bronchitis,Surgery,5.0,Yes 85.0,Male,Yes,4.46,COPD,Surgery,9.0,No 66.0,Female,No,1.61,COPD,Therapy,2.0,Yes 22.0,Male,,1.33,COPD,Therapy,6.0,Yes 49.0,Male,Yes,5.87,Asthma,Surgery,5.0,Yes 40.0,Female,Yes,,Pneumonia,Surgery,9.0,Yes 47.0,Male,No,3.09,Bronchitis,Medication,7.0, 81.0,Female,Yes,,Pneumonia,Surgery,8.0,Yes 52.0,Male,No,4.78,Bronchitis,Surgery,7.0,No 54.0,Male,No,4.9,Bronchitis,Surgery,13.0,No 71.0,Male,No,3.39,Bronchitis,Surgery,10.0,Yes 53.0,Female,Yes,3.15,Bronchitis,Medication,10.0,No 60.0,Female,No,1.06,Lung Cancer,Therapy,,Yes 70.0,Female,No,5.63,Lung Cancer,Medication,11.0,Yes 66.0,Female,Yes,4.02,,Surgery,,No 77.0,Male,Yes,2.02,COPD,Surgery,14.0, 76.0,Female,No,5.6,Bronchitis,Therapy,5.0,Yes 42.0,Female,No,5.57,Pneumonia,Therapy,13.0,No 67.0,Female,Yes,5.95,Lung Cancer,Therapy,11.0,Yes 41.0,Male,No,5.37,COPD,Medication,4.0,Yes 36.0,Male,No,5.99,Asthma,Therapy,2.0,No 88.0,Female,No,2.22,COPD,Surgery,14.0,No 30.0,Female,No,5.21,Bronchitis,Surgery,9.0,Yes 34.0,Male,Yes,5.12,COPD,Surgery,10.0,Yes 54.0,Female,No,2.15,Bronchitis,Medication,10.0,Yes 52.0,Female,Yes,1.49,Lung Cancer,Therapy,12.0,Yes 35.0,Female,No,5.9,Lung Cancer,Therapy,10.0,Yes 53.0,Female,Yes,2.48,Bronchitis,Therapy,10.0,Yes 85.0,Male,No,5.35,Pneumonia,Therapy,3.0,Yes 59.0,Male,Yes,1.02,Lung Cancer,Surgery,11.0, 47.0,Male,No,1.11,Pneumonia,Medication,11.0,Yes 66.0,Female,Yes,,Bronchitis,Therapy,3.0,Yes 58.0,Female,No,,Bronchitis,Surgery,3.0,No 89.0,Male,No,4.45,Lung Cancer,Surgery,8.0,Yes ,Male,Yes,3.83,Pneumonia,Medication,6.0,Yes 20.0,Male,Yes,1.39,Bronchitis,Therapy,1.0,No 82.0,Female,,1.81,Lung Cancer,Medication,12.0,Yes 86.0,Male,Yes,2.94,Bronchitis,Therapy,13.0,No 23.0,Female,Yes,1.93,COPD,Medication,14.0,No 77.0,Female,No,4.96,COPD,Therapy,3.0,No 44.0,Male,Yes,3.08,Lung Cancer,Therapy,4.0,No 66.0,Male,Yes,1.47,Bronchitis,Medication,13.0,No 57.0,Female,No,3.42,Lung Cancer,Therapy,, 34.0,Male,Yes,1.45,Asthma,,6.0,No 82.0,Male,Yes,1.64,Lung Cancer,Medication,10.0,Yes 40.0,Female,Yes,2.2,Lung Cancer,Therapy,,No 76.0,Female,No,5.3,COPD,Therapy,1.0,No 72.0,Female,Yes,5.62,COPD,Medication,1.0,Yes 65.0,Female,No,5.13,Bronchitis,Surgery,8.0,Yes 33.0,Female,No,2.67,Lung Cancer,Medication,4.0,No 36.0,Male,Yes,2.36,Lung Cancer,Surgery,1.0,No 58.0,Female,No,3.75,Bronchitis,Surgery,7.0,No 28.0,Female,Yes,4.61,Pneumonia,,9.0,No ,Female,Yes,5.97,Bronchitis,Medication,10.0,Yes 42.0,Male,,1.66,COPD,Medication,7.0,Yes 78.0,Female,Yes,1.25,,Surgery,1.0,No 65.0,Female,Yes,4.47,Lung Cancer,Medication,1.0,Yes 57.0,Female,No,5.16,COPD,Medication,12.0,Yes 33.0,Male,No,5.23,Bronchitis,Therapy,1.0,Yes 81.0,Female,No,4.39,,Therapy,8.0,Yes 54.0,Female,No,5.77,Bronchitis,Therapy,7.0,No 38.0,Female,Yes,3.56,Bronchitis,Medication,14.0,Yes 49.0,Male,Yes,5.57,Lung Cancer,Medication,3.0,Yes 44.0,Male,No,5.84,Pneumonia,Medication,3.0,No 59.0,Male,Yes,5.24,COPD,Surgery,12.0,Yes 33.0,,No,2.55,Asthma,Surgery,3.0, 45.0,Female,No,1.98,Asthma,Therapy,2.0,No 41.0,Female,No,3.74,Asthma,Surgery,14.0,Yes 67.0,Male,No,3.27,COPD,Surgery,14.0,Yes 70.0,Male,Yes,5.39,Pneumonia,Surgery,4.0,No 22.0,Female,Yes,1.5,,Therapy,7.0,Yes 61.0,Female,No,2.29,Lung Cancer,Therapy,,No 38.0,Male,No,4.76,Pneumonia,Surgery,3.0,No 47.0,Male,No,1.47,Asthma,Medication,10.0,Yes ,Male,No,2.6,COPD,Therapy,7.0,No 82.0,Male,No,2.94,COPD,,12.0, 38.0,Female,Yes,4.11,Lung Cancer,Medication,4.0,Yes 66.0,Male,No,1.79,Bronchitis,Medication,1.0,Yes 33.0,Male,No,5.3,Pneumonia,Therapy,5.0,No 57.0,Female,Yes,3.24,,Medication,8.0,Yes 72.0,Female,Yes,5.59,Pneumonia,Therapy,3.0,No 80.0,Female,Yes,3.34,Bronchitis,,,Yes ,Female,Yes,2.38,Bronchitis,Therapy,4.0,No 59.0,Female,,1.71,Bronchitis,Medication,, 49.0,Male,Yes,1.02,Lung Cancer,Therapy,10.0,Yes 28.0,Male,Yes,3.66,COPD,Therapy,14.0,Yes 83.0,Male,Yes,,Asthma,Surgery,14.0,Yes 52.0,,Yes,2.96,Bronchitis,Medication,8.0,Yes 71.0,Male,No,3.95,COPD,,10.0,No 33.0,Female,Yes,2.38,Bronchitis,Surgery,8.0,No 72.0,Male,No,1.88,Asthma,,14.0,Yes 78.0,Male,No,4.87,Bronchitis,Surgery,4.0,No 60.0,Female,No,5.73,COPD,Surgery,11.0,Yes 87.0,Female,No,1.5,Lung Cancer,Surgery,2.0,No 87.0,Male,No,1.78,Asthma,Therapy,,No 27.0,Male,No,5.8,COPD,Therapy,3.0,No 21.0,Male,No,1.19,,Medication,3.0,Yes 60.0,Male,No,5.89,Pneumonia,Therapy,4.0,Yes 74.0,Male,Yes,1.02,Pneumonia,Medication,11.0,No 35.0,Female,No,5.37,,Medication,13.0,No 81.0,Female,No,2.54,Bronchitis,Medication,2.0,No 67.0,Female,No,5.69,Bronchitis,Therapy,2.0,No 49.0,Female,No,2.58,Bronchitis,Surgery,3.0,Yes 31.0,Male,Yes,4.27,Lung Cancer,Medication,12.0,Yes 54.0,,No,1.4,Pneumonia,Surgery,1.0,No 30.0,Female,Yes,2.21,Bronchitis,Medication,8.0,Yes 83.0,Male,Yes,,Lung Cancer,Therapy,6.0,No 69.0,Female,No,3.64,,Medication,3.0,Yes 40.0,Male,No,5.64,COPD,Therapy,1.0,No 88.0,Male,Yes,3.14,Bronchitis,Surgery,3.0,Yes 67.0,,No,5.35,Pneumonia,Therapy,1.0,No 39.0,Female,No,3.24,Asthma,Surgery,3.0,Yes 86.0,Female,Yes,5.9,Lung Cancer,Therapy,4.0,No 63.0,Female,Yes,5.8,COPD,Medication,,Yes 52.0,Female,No,2.65,Asthma,Medication,7.0,No 80.0,Male,No,5.43,Lung Cancer,Therapy,7.0,No 28.0,Male,No,5.24,COPD,Surgery,9.0,Yes 87.0,Male,Yes,2.05,Bronchitis,,8.0, 54.0,Male,No,4.12,COPD,Surgery,13.0,Yes 84.0,Female,Yes,1.36,Lung Cancer,Therapy,4.0,No 27.0,Male,Yes,5.18,Bronchitis,Therapy,6.0,No 64.0,Male,No,1.87,Pneumonia,Therapy,11.0,No 66.0,,Yes,1.35,COPD,Therapy,1.0,Yes 59.0,Female,No,3.0,,Surgery,8.0,No 73.0,,No,3.88,Bronchitis,Surgery,6.0,Yes 65.0,Female,Yes,5.27,Bronchitis,Therapy,2.0,No 66.0,Male,,5.87,Pneumonia,Therapy,8.0,No 34.0,Female,Yes,3.2,COPD,Surgery,4.0,No 38.0,Male,Yes,1.3,Asthma,Surgery,9.0,Yes 45.0,Male,No,4.75,Pneumonia,Medication,, 71.0,Male,No,3.83,COPD,Therapy,1.0,No 41.0,Female,No,3.24,Asthma,Medication,7.0,Yes 40.0,Female,No,2.55,Asthma,Surgery,10.0,No 70.0,Male,Yes,3.51,Lung Cancer,Surgery,5.0,Yes 57.0,Male,Yes,2.69,Asthma,Therapy,10.0,No ,Female,Yes,,COPD,Medication,11.0,No 48.0,Female,No,3.72,,Surgery,12.0,Yes 70.0,Female,Yes,5.38,Pneumonia,Medication,,No 23.0,Male,Yes,3.72,Lung Cancer,Medication,,Yes 74.0,Male,No,2.19,COPD,Medication,6.0,Yes 47.0,Male,No,5.26,Asthma,Medication,1.0,No 23.0,Female,No,3.79,Lung Cancer,Medication,3.0,No 41.0,Female,,2.03,Bronchitis,Therapy,11.0,No 64.0,Female,No,4.12,COPD,Therapy,,No 86.0,Male,Yes,2.79,Lung Cancer,,7.0,No 85.0,Male,Yes,5.22,Pneumonia,Therapy,11.0,Yes 53.0,Female,Yes,,Lung Cancer,Surgery,8.0,Yes ,Male,Yes,4.63,Bronchitis,Medication,12.0,Yes 20.0,Female,Yes,1.48,COPD,Therapy,9.0,Yes 57.0,Male,No,2.98,Lung Cancer,Therapy,1.0,Yes 25.0,Female,Yes,5.92,Asthma,Surgery,4.0,No 44.0,Male,No,5.04,COPD,Surgery,2.0,Yes 36.0,Male,Yes,1.8,Lung Cancer,Surgery,2.0,Yes 80.0,Female,Yes,2.39,Lung Cancer,Surgery,1.0,No 31.0,Female,No,2.65,COPD,Medication,5.0,No 25.0,Female,Yes,4.25,Pneumonia,Therapy,2.0,No 46.0,Female,Yes,4.78,Asthma,Therapy,,No 27.0,Female,No,4.75,,Surgery,9.0,Yes ,Male,No,3.55,Asthma,Therapy,11.0,No 76.0,Female,Yes,5.05,Asthma,Therapy,3.0, 59.0,Female,Yes,3.19,COPD,,8.0,No 33.0,Female,Yes,1.62,Lung Cancer,Surgery,10.0,No 54.0,Male,No,3.82,Pneumonia,,13.0,Yes 67.0,Female,Yes,5.76,Asthma,,6.0,Yes 75.0,Female,No,4.96,Asthma,Therapy,10.0,No 68.0,Female,No,3.89,Lung Cancer,Medication,5.0,Yes 32.0,Male,Yes,4.23,COPD,Medication,2.0,No 80.0,Male,No,5.65,Pneumonia,Therapy,11.0,No 68.0,Female,Yes,3.14,Asthma,Therapy,13.0, 65.0,Male,Yes,2.66,Asthma,Therapy,3.0,Yes 81.0,Female,No,5.89,COPD,Therapy,8.0,Yes 27.0,Male,No,5.32,Lung Cancer,Therapy,,No 62.0,Female,No,2.62,Bronchitis,Therapy,12.0,Yes 39.0,Male,No,3.32,Lung Cancer,Medication,9.0,Yes 58.0,Female,No,3.08,Asthma,Surgery,11.0, 68.0,Female,,1.75,Asthma,Therapy,11.0,Yes 83.0,Male,Yes,5.79,Pneumonia,Therapy,7.0,Yes 81.0,Female,,3.02,Lung Cancer,Therapy,1.0,Yes ,Female,Yes,5.38,Bronchitis,Surgery,12.0,Yes 28.0,Female,No,1.95,Pneumonia,Therapy,12.0,No 56.0,Female,No,3.74,,Therapy,13.0,Yes 68.0,Male,No,1.12,Pneumonia,Surgery,13.0,No 60.0,Female,Yes,4.82,Lung Cancer,Therapy,6.0,No 36.0,Male,Yes,3.9,Asthma,Surgery,7.0,Yes 40.0,Male,No,4.13,Bronchitis,Surgery,12.0,No 70.0,Male,No,1.26,Lung Cancer,Therapy,6.0,Yes 78.0,,No,2.06,Bronchitis,Medication,10.0,No 58.0,Female,No,1.37,Lung Cancer,Medication,11.0,Yes 74.0,Female,Yes,2.44,Pneumonia,Therapy,13.0,No 60.0,Male,Yes,4.14,Lung Cancer,Surgery,2.0,No 58.0,Female,Yes,3.83,Pneumonia,Surgery,13.0,No 32.0,Male,No,4.06,Asthma,Surgery,9.0,No 83.0,Female,Yes,3.75,Pneumonia,Therapy,3.0,No 30.0,Female,No,2.37,COPD,Medication,6.0,No ,Female,No,2.22,Asthma,Surgery,,Yes 30.0,Male,No,1.69,Lung Cancer,Surgery,,No 65.0,Male,Yes,5.25,Lung Cancer,Therapy,13.0,Yes 64.0,Female,Yes,4.08,COPD,Medication,4.0,No 20.0,,No,1.93,Lung Cancer,Medication,6.0,Yes 59.0,Male,Yes,1.89,Asthma,Therapy,1.0,No ,Female,No,5.37,Asthma,Medication,9.0, 80.0,Male,No,4.71,Pneumonia,Therapy,12.0,No 31.0,Female,No,4.3,Bronchitis,Surgery,9.0,No 80.0,Female,Yes,3.03,,Therapy,7.0,No 52.0,Female,Yes,2.31,,Surgery,11.0,No 64.0,Male,No,5.9,Asthma,Therapy,13.0,No 88.0,Female,Yes,4.99,Asthma,Surgery,1.0,No 27.0,Female,Yes,2.51,Asthma,Surgery,3.0,Yes 44.0,Male,Yes,5.24,Bronchitis,Therapy,12.0,Yes 65.0,Male,Yes,4.79,Bronchitis,Surgery,5.0,No ,Male,No,2.49,Lung Cancer,,4.0,Yes 66.0,Male,Yes,3.13,COPD,Therapy,5.0,No 68.0,Female,No,1.93,Bronchitis,Medication,7.0,Yes ,Male,No,1.56,Pneumonia,Surgery,9.0,No 37.0,Male,Yes,4.61,Bronchitis,Surgery,1.0,Yes 85.0,Male,No,2.34,Asthma,Surgery,5.0,Yes 87.0,Male,No,5.1,COPD,Therapy,3.0,No 52.0,Female,,5.98,Lung Cancer,Surgery,3.0,Yes 55.0,Male,No,1.38,Bronchitis,Medication,11.0,No 38.0,Female,No,,Asthma,Medication,,No 47.0,Male,Yes,5.01,Pneumonia,Therapy,6.0,Yes 59.0,Female,Yes,4.94,Pneumonia,Medication,14.0,No 34.0,Female,,4.8,,,6.0,Yes 60.0,Male,Yes,2.74,Lung Cancer,Therapy,3.0,Yes 58.0,Female,Yes,3.27,Bronchitis,Surgery,1.0,Yes 21.0,Male,No,3.97,Lung Cancer,Medication,7.0,Yes 82.0,Female,,5.87,Asthma,Medication,2.0,Yes 48.0,,Yes,2.64,Asthma,Medication,8.0,Yes 85.0,Female,Yes,5.62,Asthma,Surgery,3.0,No 70.0,Male,No,2.35,Bronchitis,Therapy,,Yes 29.0,Female,Yes,5.95,Bronchitis,Medication,10.0,Yes 33.0,Male,Yes,4.35,Lung Cancer,Medication,9.0,Yes 70.0,Female,No,3.32,Bronchitis,Medication,5.0,No 58.0,Female,No,4.07,Asthma,Medication,1.0,No 47.0,Female,No,2.36,COPD,Surgery,10.0, 22.0,Female,Yes,2.37,,Therapy,11.0,Yes 89.0,Female,No,1.57,COPD,Medication,6.0,Yes 46.0,Female,Yes,1.57,Lung Cancer,Medication,10.0,Yes 21.0,Male,No,2.74,Pneumonia,Therapy,3.0,No 57.0,Male,Yes,4.81,Bronchitis,Surgery,11.0,No 22.0,Male,Yes,4.04,,Surgery,4.0,No 35.0,Female,Yes,1.51,Asthma,Surgery,8.0, 59.0,Male,No,5.26,Asthma,Surgery,5.0,Yes 21.0,Female,No,4.01,COPD,Medication,12.0, 60.0,Male,No,5.8,Bronchitis,Therapy,6.0,Yes 31.0,Male,Yes,4.35,Lung Cancer,Therapy,10.0,No 54.0,,No,1.88,Asthma,Therapy,4.0,No 84.0,Female,No,3.37,Bronchitis,Surgery,6.0, 74.0,Male,Yes,4.24,Pneumonia,Surgery,3.0,Yes 64.0,Male,Yes,1.14,COPD,Therapy,10.0,No 81.0,Male,No,1.07,Asthma,Medication,12.0,No 68.0,Male,No,1.65,Asthma,Surgery,1.0,Yes 44.0,Female,No,2.26,Lung Cancer,Medication,6.0,Yes 42.0,Male,Yes,3.15,Asthma,Therapy,14.0,No ,Female,No,3.44,,Surgery,13.0, 57.0,Female,Yes,1.69,Bronchitis,Medication,1.0,Yes 47.0,Male,Yes,4.37,Bronchitis,Surgery,10.0,Yes 40.0,Female,No,3.98,Pneumonia,Therapy,12.0,Yes 73.0,Male,No,2.47,Pneumonia,Therapy,3.0,No 37.0,Female,Yes,1.07,Asthma,Therapy,12.0,Yes 55.0,Female,Yes,1.39,Pneumonia,Medication,8.0,No 64.0,Male,No,2.96,Pneumonia,Surgery,7.0,Yes 72.0,Female,No,1.77,Lung Cancer,Surgery,8.0,Yes 49.0,Female,,,Pneumonia,,10.0,No 79.0,Male,Yes,4.14,COPD,Therapy,10.0,Yes 51.0,Female,Yes,3.74,COPD,Medication,2.0,Yes 86.0,,No,2.16,COPD,Therapy,10.0,No 86.0,Male,Yes,2.72,Asthma,Therapy,,No 47.0,Male,Yes,4.07,Bronchitis,Medication,14.0,No 63.0,Female,No,5.3,Lung Cancer,Therapy,4.0,Yes 60.0,Female,Yes,4.77,Asthma,Therapy,1.0,Yes 82.0,Female,No,3.77,Bronchitis,Surgery,11.0,Yes 42.0,Male,No,,Lung Cancer,Medication,3.0,No 67.0,Female,Yes,2.83,Lung Cancer,Medication,5.0,Yes 51.0,Female,Yes,5.4,Lung Cancer,Surgery,14.0,No 76.0,Female,No,1.2,COPD,Medication,10.0,No 52.0,Female,Yes,5.94,COPD,Surgery,8.0,No 43.0,Female,,4.32,COPD,Therapy,2.0,No 58.0,Female,Yes,4.41,Lung Cancer,Medication,2.0,No 53.0,Male,Yes,1.19,Lung Cancer,Medication,8.0,Yes 75.0,Male,,4.03,COPD,Therapy,14.0,No 47.0,Female,No,3.42,Lung Cancer,Therapy,9.0,No 56.0,Female,Yes,1.53,COPD,Medication,10.0,No 26.0,Male,No,2.39,,Medication,13.0,No 87.0,Male,No,5.45,COPD,Medication,13.0,Yes 56.0,Male,No,3.75,Bronchitis,Surgery,1.0,Yes 75.0,Female,Yes,3.07,Lung Cancer,Medication,14.0,Yes 84.0,Female,No,1.36,Asthma,Medication,2.0,No 84.0,Female,No,4.57,COPD,Therapy,4.0,Yes 66.0,Female,,4.51,Asthma,Therapy,12.0,Yes 39.0,Male,No,4.07,Bronchitis,Surgery,,No 38.0,Male,No,3.55,Lung Cancer,Therapy,1.0,No 48.0,Male,Yes,3.17,COPD,Medication,4.0,No 79.0,Male,No,3.97,COPD,Medication,11.0,No 37.0,Female,Yes,2.17,COPD,Surgery,13.0,No 54.0,Female,No,5.71,Asthma,Therapy,11.0,Yes 62.0,Male,No,3.94,Bronchitis,Therapy,2.0,Yes 30.0,Male,Yes,2.56,,,10.0,Yes 68.0,Male,No,3.25,Bronchitis,Surgery,5.0,Yes 57.0,Male,No,5.03,COPD,Therapy,1.0,Yes 83.0,Male,No,1.81,Bronchitis,Therapy,14.0, 88.0,Female,Yes,2.46,Asthma,Therapy,8.0,Yes 27.0,Female,Yes,4.4,Pneumonia,Medication,,Yes 53.0,Male,Yes,2.58,Pneumonia,Surgery,2.0,Yes 67.0,Male,Yes,4.96,Lung Cancer,Medication,11.0,Yes 75.0,Male,Yes,1.65,Lung Cancer,Surgery,3.0,Yes 84.0,Female,No,4.81,Bronchitis,Therapy,3.0,No 50.0,Female,Yes,1.34,Lung Cancer,Medication,4.0,No 23.0,Female,Yes,1.06,Asthma,Therapy,7.0,Yes 69.0,Male,Yes,5.49,COPD,Therapy,13.0,No 88.0,Female,No,3.91,COPD,Surgery,,Yes 49.0,Male,No,2.76,Bronchitis,Therapy,3.0,Yes 78.0,Female,Yes,2.16,COPD,Medication,1.0,No 86.0,Female,No,4.08,,Surgery,11.0,No 64.0,Female,No,3.55,Lung Cancer,Surgery,10.0,No 23.0,Male,No,5.96,Lung Cancer,Medication,1.0,Yes 45.0,Male,No,5.92,,Therapy,,Yes 46.0,,Yes,4.18,COPD,Therapy,11.0,Yes 65.0,Male,Yes,3.21,Asthma,Therapy,6.0,No 83.0,Male,No,3.46,Pneumonia,Therapy,5.0,No 70.0,Male,No,4.41,Asthma,Therapy,10.0,Yes 69.0,Male,No,1.51,Bronchitis,Surgery,,No ,Male,No,2.64,Bronchitis,Surgery,7.0,No 78.0,Male,Yes,1.38,Asthma,Medication,3.0,Yes 34.0,,No,1.37,Lung Cancer,Therapy,7.0, 49.0,Female,,1.98,Pneumonia,Therapy,9.0,No 61.0,Male,No,3.43,Asthma,Therapy,8.0, 56.0,Male,Yes,4.92,,Medication,3.0,Yes 61.0,Female,No,3.43,Asthma,Therapy,10.0, 54.0,Female,Yes,2.68,COPD,Surgery,5.0,No 25.0,,Yes,1.41,Bronchitis,Therapy,13.0,Yes 87.0,Female,Yes,3.75,COPD,Medication,13.0,No 37.0,Male,,2.36,COPD,Surgery,14.0,Yes 48.0,Female,Yes,4.07,Pneumonia,Surgery,8.0,Yes 78.0,Female,,5.89,Lung Cancer,Surgery,2.0,Yes 66.0,Male,Yes,1.56,Bronchitis,Therapy,14.0,No 36.0,,Yes,2.06,COPD,Medication,14.0, ,Male,No,3.37,Bronchitis,Medication,7.0,Yes 87.0,Female,Yes,5.84,,Therapy,11.0,No 88.0,Male,No,,Asthma,Medication,10.0,No 56.0,Female,No,5.49,COPD,Surgery,10.0,Yes 68.0,Male,No,2.67,Lung Cancer,Surgery,7.0,Yes 32.0,Male,No,5.96,Bronchitis,Medication,11.0,Yes 53.0,Female,Yes,1.51,Lung Cancer,Medication,12.0,No 72.0,Male,Yes,1.26,Asthma,,14.0,No 70.0,,No,5.28,Lung Cancer,Therapy,13.0,Yes 22.0,Male,,5.64,,Therapy,8.0,Yes 61.0,Male,Yes,1.45,COPD,Therapy,1.0,Yes 51.0,Male,No,1.57,COPD,Therapy,8.0,Yes 70.0,Female,Yes,1.17,Pneumonia,Therapy,14.0,No 65.0,Female,No,1.52,,Surgery,1.0, 40.0,Male,Yes,2.05,Pneumonia,Medication,3.0,No 63.0,Female,Yes,5.85,Pneumonia,Therapy,9.0,Yes 30.0,Female,No,4.34,Asthma,Surgery,4.0,Yes 87.0,,Yes,4.89,Bronchitis,,10.0,No 20.0,Male,Yes,4.88,COPD,Medication,13.0,Yes 82.0,Male,No,3.68,Bronchitis,Medication,9.0,No 43.0,Male,Yes,4.99,Asthma,Therapy,1.0,Yes 32.0,Female,No,3.98,Bronchitis,Therapy,8.0,Yes ,Female,Yes,2.57,Bronchitis,Therapy,3.0,Yes 70.0,Male,No,3.81,Pneumonia,Medication,11.0,No 36.0,Male,No,3.67,Bronchitis,Medication,7.0,Yes 43.0,Female,No,5.12,Pneumonia,Surgery,2.0, 38.0,Female,No,5.91,Pneumonia,Surgery,13.0,No 56.0,Male,No,3.06,Lung Cancer,Surgery,7.0,Yes 27.0,Female,Yes,4.82,Asthma,Surgery,7.0,Yes 47.0,Female,Yes,1.5,Pneumonia,Medication,9.0, 24.0,,No,4.88,Bronchitis,Therapy,,Yes 36.0,Female,Yes,2.86,Pneumonia,Therapy,8.0, 55.0,Female,No,1.2,Pneumonia,Therapy,5.0,Yes 38.0,Female,Yes,2.82,Pneumonia,Therapy,10.0,Yes 83.0,Female,Yes,4.05,COPD,Surgery,9.0,No 30.0,,No,1.6,COPD,Medication,8.0,Yes ,Male,No,5.62,COPD,Therapy,3.0,No 64.0,Female,Yes,1.39,COPD,Medication,3.0,Yes 66.0,Female,Yes,5.65,Lung Cancer,Surgery,11.0,No 31.0,Female,No,4.54,Pneumonia,Surgery,12.0,Yes 40.0,Male,Yes,2.65,Lung Cancer,Therapy,10.0,Yes 30.0,Male,Yes,2.95,Bronchitis,Therapy,8.0,Yes 24.0,Female,No,4.7,Asthma,Surgery,9.0,Yes 75.0,Male,Yes,4.01,Lung Cancer,Surgery,2.0,Yes 39.0,Female,No,4.36,COPD,Medication,3.0,No 60.0,Female,No,2.95,COPD,Surgery,,Yes ,Female,No,3.44,Bronchitis,Medication,14.0,No 31.0,Female,Yes,5.95,Pneumonia,Surgery,8.0,No 89.0,Female,Yes,2.07,Asthma,Medication,2.0,Yes 36.0,Female,No,3.09,Lung Cancer,Surgery,8.0,Yes 38.0,Female,,2.46,Pneumonia,Surgery,5.0,Yes 45.0,Male,Yes,4.83,Pneumonia,Medication,6.0, 67.0,Female,Yes,4.82,Lung Cancer,Medication,14.0,Yes 71.0,Male,Yes,2.46,Lung Cancer,Therapy,,Yes 89.0,Female,No,1.41,Lung Cancer,Therapy,12.0,Yes 74.0,Female,No,1.06,Lung Cancer,Surgery,4.0,Yes 52.0,Male,Yes,3.14,COPD,Surgery,3.0,Yes 81.0,Male,Yes,3.05,Pneumonia,Medication,8.0,Yes 42.0,Female,Yes,,Pneumonia,Surgery,9.0, 34.0,Male,No,3.35,COPD,Therapy,13.0,Yes 46.0,Female,No,2.28,Pneumonia,Medication,8.0,No 83.0,Female,Yes,5.46,Lung Cancer,Surgery,9.0,No 70.0,Male,Yes,3.46,Asthma,Medication,1.0,Yes 72.0,Male,No,4.0,Pneumonia,Therapy,5.0,Yes 70.0,Male,No,1.48,Asthma,Therapy,12.0,No 66.0,Male,Yes,,Asthma,Therapy,7.0, 23.0,Female,Yes,5.72,COPD,Surgery,, 26.0,Male,Yes,3.95,Bronchitis,Surgery,14.0,Yes 54.0,Male,No,2.72,Pneumonia,Surgery,11.0,Yes 67.0,Male,Yes,,,Surgery,2.0,No 64.0,Male,No,5.55,COPD,Surgery,12.0,No 38.0,Male,No,2.37,Asthma,Surgery,11.0,No 82.0,Female,Yes,3.53,,Therapy,14.0,Yes 57.0,Female,Yes,5.79,COPD,Therapy,4.0,No 86.0,Male,No,,Lung Cancer,Surgery,7.0,No 78.0,Male,Yes,4.6,COPD,Therapy,5.0,No 88.0,Female,No,4.07,Lung Cancer,Medication,1.0,Yes 32.0,Male,Yes,4.4,Bronchitis,Surgery,,Yes 66.0,Female,Yes,,Lung Cancer,Medication,14.0,Yes 80.0,Female,Yes,2.57,Lung Cancer,Surgery,2.0, 50.0,Male,Yes,4.42,Asthma,Surgery,5.0,Yes 41.0,Female,No,2.08,COPD,Therapy,6.0,No 62.0,Male,No,3.1,Bronchitis,Medication,1.0,No 86.0,Male,No,1.94,COPD,Therapy,12.0,Yes 73.0,Female,Yes,1.04,Lung Cancer,Surgery,3.0,Yes 29.0,,No,5.85,Lung Cancer,Medication,6.0,No 61.0,Male,No,3.16,COPD,Surgery,,No 83.0,Female,No,5.85,Bronchitis,Therapy,7.0,Yes 40.0,Male,Yes,1.7,Bronchitis,Surgery,10.0,Yes 85.0,Female,No,3.94,Asthma,Surgery,12.0, 60.0,Female,,2.0,Lung Cancer,Therapy,14.0, 43.0,Male,Yes,4.95,Lung Cancer,Surgery,14.0,No 54.0,Male,No,4.92,Asthma,Medication,3.0,Yes 75.0,Male,Yes,1.56,COPD,Therapy,1.0,Yes 49.0,Female,No,5.56,Lung Cancer,Surgery,,No 76.0,Male,No,1.97,COPD,Therapy,7.0, 66.0,Male,No,4.06,Bronchitis,Surgery,12.0, 54.0,Female,No,5.93,Pneumonia,Therapy,11.0,Yes 38.0,Female,No,5.41,Asthma,Therapy,3.0,Yes 27.0,Male,Yes,5.78,Lung Cancer,Medication,,Yes 45.0,Male,No,2.71,Asthma,Therapy,4.0,Yes 49.0,Male,Yes,1.53,Bronchitis,Medication,12.0,No 26.0,Male,No,1.94,Bronchitis,Therapy,,No 86.0,Female,,3.5,Bronchitis,Therapy,12.0,Yes 84.0,Female,No,,Bronchitis,Surgery,7.0,Yes 55.0,Male,Yes,1.75,Pneumonia,Surgery,14.0, 44.0,Male,Yes,4.3,COPD,Surgery,13.0, 56.0,Male,Yes,2.62,COPD,,4.0,Yes 20.0,Female,Yes,2.71,Pneumonia,Therapy,1.0,Yes 34.0,Male,No,4.31,COPD,Medication,11.0,Yes 56.0,Male,No,3.33,Bronchitis,Medication,6.0,Yes 32.0,Female,Yes,5.06,COPD,,4.0,Yes 27.0,Female,Yes,1.78,Asthma,Surgery,13.0,Yes 24.0,Male,Yes,4.95,COPD,Surgery,4.0,No 79.0,Male,No,1.32,Asthma,Medication,2.0,No 20.0,Female,Yes,1.97,Lung Cancer,Therapy,1.0,No 55.0,,Yes,4.28,Asthma,Surgery,3.0,No 54.0,Male,,5.27,Asthma,Surgery,,Yes 85.0,Female,Yes,2.26,Bronchitis,Medication,5.0,No 82.0,Female,No,2.64,Bronchitis,Surgery,12.0,No 42.0,Female,No,3.69,Bronchitis,Medication,9.0,No 28.0,Male,No,2.06,Asthma,Surgery,14.0,No 53.0,Female,No,5.06,Pneumonia,Therapy,7.0,No 65.0,Female,No,4.87,Bronchitis,Therapy,4.0,Yes 23.0,Male,Yes,1.73,Bronchitis,Surgery,8.0,No 49.0,Male,Yes,,Asthma,Medication,12.0,No 22.0,Female,No,4.87,Lung Cancer,Surgery,4.0,Yes 33.0,Female,No,2.69,Lung Cancer,Medication,,No 79.0,Male,Yes,4.17,COPD,Surgery,,Yes 64.0,Male,Yes,1.25,Lung Cancer,Therapy,1.0,No 53.0,Female,No,4.04,Bronchitis,Therapy,14.0,Yes 64.0,Female,Yes,1.76,Pneumonia,Surgery,6.0,Yes 80.0,Male,Yes,5.15,COPD,Surgery,10.0,Yes 35.0,Female,No,2.78,Pneumonia,Surgery,,No 85.0,Male,Yes,2.41,Pneumonia,Therapy,14.0,No 59.0,Female,Yes,,Bronchitis,Therapy,2.0,Yes 36.0,Male,Yes,1.25,Asthma,Medication,1.0,Yes 53.0,Male,Yes,2.98,Asthma,Surgery,13.0, 35.0,Female,No,2.85,Asthma,,6.0,Yes 79.0,Female,Yes,2.42,Lung Cancer,Therapy,,Yes 85.0,Male,,5.56,Asthma,Surgery,2.0,Yes 85.0,Female,Yes,4.75,Bronchitis,Medication,9.0,Yes 32.0,Female,No,1.32,Lung Cancer,Surgery,9.0,Yes 75.0,Female,No,4.57,Asthma,Therapy,1.0,Yes 50.0,,Yes,,Pneumonia,,5.0,Yes 53.0,Female,No,,Bronchitis,Therapy,8.0,No 58.0,Female,No,2.56,Bronchitis,Medication,4.0,Yes 86.0,Male,No,3.87,COPD,Medication,3.0,No 27.0,Female,No,3.5,Bronchitis,Surgery,5.0,Yes 74.0,Female,No,,Pneumonia,Surgery,5.0,No 46.0,Male,Yes,3.28,Bronchitis,Therapy,8.0,Yes ,Male,No,2.03,COPD,Medication,6.0,No 58.0,Female,No,4.78,Bronchitis,Medication,2.0,Yes 84.0,Female,Yes,3.26,Bronchitis,Medication,11.0,Yes 36.0,Male,Yes,5.79,COPD,Medication,1.0,Yes 49.0,Male,No,2.3,Bronchitis,Surgery,13.0,No 72.0,Female,Yes,4.41,Lung Cancer,Surgery,3.0,Yes 32.0,Female,Yes,5.7,,Therapy,2.0,Yes 40.0,Female,Yes,4.32,,Medication,4.0,Yes 38.0,Male,Yes,5.36,Asthma,,3.0,No 72.0,Female,Yes,5.14,Lung Cancer,Surgery,9.0,No 38.0,Male,Yes,2.8,Bronchitis,Medication,5.0,Yes 76.0,Male,No,4.0,Pneumonia,Surgery,4.0,Yes 44.0,Male,No,1.78,Bronchitis,Therapy,10.0,No 50.0,Female,Yes,3.68,Asthma,Therapy,9.0,No 74.0,Female,Yes,2.15,COPD,Medication,4.0,Yes 42.0,Female,No,4.72,Lung Cancer,Therapy,6.0, 51.0,Male,Yes,3.64,COPD,Surgery,14.0,Yes 81.0,Female,No,3.06,Pneumonia,Therapy,10.0,No 29.0,Male,Yes,2.34,Bronchitis,Surgery,1.0,No 73.0,Male,No,5.99,Pneumonia,Medication,13.0,Yes 71.0,Male,No,1.36,COPD,Medication,2.0,No 39.0,Male,Yes,1.22,Bronchitis,Surgery,4.0,No 51.0,Male,Yes,2.09,Pneumonia,Surgery,9.0,Yes 33.0,Male,Yes,5.86,Asthma,Therapy,6.0,Yes 69.0,Female,Yes,5.9,Asthma,Surgery,6.0,Yes 47.0,Male,No,4.27,Lung Cancer,Medication,11.0,No 72.0,Female,Yes,5.4,Asthma,Surgery,9.0,No 43.0,,No,2.07,Asthma,Therapy,12.0,Yes 41.0,Female,Yes,5.86,COPD,Therapy,4.0,No 49.0,Female,No,1.71,Asthma,Surgery,3.0,No ,Female,Yes,1.51,Asthma,Therapy,7.0,No 23.0,,Yes,,COPD,Therapy,12.0, 78.0,Male,No,3.87,Asthma,Medication,7.0,Yes 27.0,Male,Yes,4.9,Asthma,Surgery,9.0,No 31.0,,Yes,2.83,Lung Cancer,Medication,6.0,Yes 50.0,Male,Yes,5.89,Asthma,Medication,2.0,No 53.0,Female,Yes,3.17,Asthma,Therapy,6.0,Yes 68.0,Female,Yes,1.75,Lung Cancer,Medication,8.0,No 76.0,Female,No,3.33,COPD,Surgery,6.0,Yes 45.0,Male,Yes,4.4,Asthma,Surgery,9.0,Yes 37.0,Female,No,5.16,Pneumonia,,4.0,No 57.0,Male,Yes,3.29,COPD,Medication,3.0,No 69.0,Female,Yes,3.97,COPD,Surgery,11.0,Yes 27.0,Female,No,2.34,Asthma,,5.0,No 60.0,Female,No,4.23,Lung Cancer,,3.0,Yes 25.0,Female,No,5.93,,Medication,11.0,Yes 88.0,Female,No,1.25,Lung Cancer,Medication,12.0,Yes 63.0,Male,No,5.43,Pneumonia,Medication,,Yes 83.0,Female,Yes,3.81,Lung Cancer,Therapy,2.0,No 48.0,Male,No,2.26,Bronchitis,Medication,4.0,No 47.0,Male,No,5.77,Lung Cancer,Medication,3.0,No 30.0,Male,Yes,3.42,COPD,Surgery,9.0,No 84.0,Male,,2.66,Lung Cancer,Surgery,14.0,No 38.0,Male,No,1.91,Lung Cancer,Medication,7.0,Yes 28.0,Male,No,2.22,Bronchitis,Medication,6.0,No 46.0,Male,No,5.16,Bronchitis,Medication,10.0,No 53.0,Male,,4.07,Asthma,,12.0,No 63.0,Female,No,5.57,COPD,Surgery,8.0,Yes 87.0,Female,Yes,2.16,Asthma,Medication,9.0,No 34.0,Male,Yes,1.61,,Surgery,3.0,No 70.0,Male,Yes,1.03,,Surgery,12.0,No 32.0,Male,Yes,3.54,Bronchitis,Medication,10.0,No 68.0,Female,No,5.99,Pneumonia,Surgery,7.0,No 89.0,Female,Yes,4.47,Lung Cancer,Medication,9.0,Yes 75.0,Male,Yes,,Asthma,Therapy,1.0,No 70.0,Male,No,5.38,Lung Cancer,Therapy,10.0,No 56.0,Female,Yes,4.91,Pneumonia,,9.0, 36.0,Female,No,1.08,Bronchitis,Surgery,14.0,Yes 77.0,Male,Yes,5.08,COPD,Therapy,7.0,No 48.0,,No,2.5,COPD,Surgery,10.0,No ,Male,Yes,,COPD,Medication,14.0,Yes 79.0,Male,Yes,2.13,Bronchitis,Therapy,4.0,No 74.0,Female,No,3.34,COPD,Surgery,13.0,Yes 29.0,,Yes,3.12,Pneumonia,Therapy,11.0,No 66.0,Male,Yes,2.44,Bronchitis,Surgery,12.0,Yes 42.0,Male,No,1.86,COPD,Surgery,6.0,Yes 40.0,Male,Yes,4.81,Asthma,Medication,11.0,Yes 32.0,Female,Yes,5.95,,Surgery,11.0,Yes 52.0,Male,,4.89,Bronchitis,,6.0,No 43.0,Male,No,2.48,Lung Cancer,Therapy,6.0,Yes 30.0,Male,No,2.22,COPD,Medication,2.0,Yes ,Female,No,2.09,Asthma,Surgery,5.0,No 87.0,Male,No,1.68,Pneumonia,Therapy,7.0,No 66.0,,Yes,3.76,Bronchitis,Medication,6.0,Yes 44.0,Male,No,4.03,Pneumonia,Surgery,3.0,Yes 40.0,Male,Yes,4.53,Pneumonia,Therapy,11.0,No 31.0,Male,No,4.4,Pneumonia,Medication,12.0,Yes 56.0,Female,Yes,2.46,Lung Cancer,Medication,5.0,No ,Male,Yes,2.65,Pneumonia,,13.0,No 36.0,Male,No,4.41,COPD,Medication,8.0,Yes 67.0,Female,Yes,2.75,COPD,Surgery,11.0,No 47.0,Female,Yes,2.06,Asthma,Surgery,5.0,No ,Female,No,2.87,Asthma,Medication,12.0,Yes 66.0,,No,2.36,Pneumonia,Medication,10.0,No 37.0,Female,No,1.44,Pneumonia,Surgery,3.0,No 32.0,Male,No,5.15,Lung Cancer,Therapy,9.0,Yes 32.0,Female,Yes,5.27,Pneumonia,Medication,11.0,No 50.0,Female,Yes,2.1,Pneumonia,Surgery,3.0,No 21.0,Female,Yes,1.32,Pneumonia,Surgery,2.0,Yes 35.0,Male,Yes,4.69,Bronchitis,Therapy,6.0,No 28.0,,Yes,,Bronchitis,Surgery,8.0,No 57.0,Male,Yes,2.97,Lung Cancer,Medication,6.0,No 73.0,Male,,1.32,Lung Cancer,Surgery,1.0, 75.0,Male,Yes,2.13,COPD,Medication,8.0, 64.0,Male,Yes,4.96,Lung Cancer,Surgery,1.0,No 53.0,Male,,5.02,COPD,Medication,,Yes 28.0,Male,No,2.04,Pneumonia,Medication,8.0,No 27.0,Male,No,2.68,Lung Cancer,Surgery,6.0,Yes 26.0,Female,No,,Lung Cancer,Medication,2.0,No ,Female,No,1.37,Lung Cancer,Surgery,13.0,Yes 37.0,Male,Yes,5.96,COPD,Surgery,9.0,Yes ,Male,,4.28,COPD,Surgery,8.0,No 47.0,Male,Yes,3.71,Asthma,Medication,13.0,No 89.0,Male,No,4.83,COPD,Surgery,4.0, 63.0,Female,,5.2,COPD,Therapy,2.0,Yes 40.0,Female,,5.03,Bronchitis,Medication,13.0,Yes ,Male,Yes,1.08,Lung Cancer,Therapy,14.0,Yes 73.0,Female,No,1.93,COPD,Therapy,6.0,Yes 73.0,Female,No,4.27,Lung Cancer,Therapy,1.0, 84.0,Male,No,2.88,Lung Cancer,Therapy,7.0,No 40.0,Male,Yes,5.91,Bronchitis,Surgery,1.0,No 32.0,Male,Yes,,Lung Cancer,Therapy,13.0,Yes 76.0,Male,Yes,5.78,COPD,Medication,6.0,Yes 68.0,Female,Yes,2.01,Lung Cancer,Therapy,5.0,No 73.0,Male,No,5.32,Asthma,Therapy,12.0,Yes 29.0,Female,Yes,2.61,Asthma,Therapy,10.0,Yes 72.0,Male,No,5.95,Bronchitis,Surgery,,No 63.0,Female,Yes,1.79,COPD,Therapy,3.0,No 66.0,Male,No,,Bronchitis,Therapy,6.0,Yes 72.0,Male,Yes,4.96,Asthma,Therapy,4.0,No ,Female,Yes,3.16,COPD,Medication,14.0,Yes 32.0,Female,No,3.34,Lung Cancer,Surgery,12.0,No 56.0,Female,No,5.93,COPD,Surgery,,Yes 43.0,Male,,3.13,Pneumonia,Surgery,4.0,Yes ,Female,,4.02,COPD,Medication,1.0,Yes 33.0,Female,Yes,1.27,,,5.0,Yes 29.0,Female,No,5.21,Pneumonia,Medication,8.0,No 54.0,Female,Yes,4.24,Bronchitis,Surgery,,No 44.0,Female,No,3.02,COPD,Surgery,10.0,No 22.0,Female,Yes,1.08,Bronchitis,Surgery,9.0,Yes 36.0,Female,Yes,3.96,COPD,Medication,,No 31.0,Female,Yes,1.06,Asthma,Surgery,,Yes ,Female,Yes,1.01,Asthma,,9.0,Yes ,Male,No,4.08,Lung Cancer,Medication,8.0,No 48.0,Male,No,1.95,Asthma,Therapy,3.0,No 62.0,Female,,1.96,Pneumonia,Surgery,14.0,Yes 44.0,Male,Yes,4.27,Pneumonia,Surgery,6.0,Yes 79.0,Male,Yes,,COPD,Medication,4.0,No 84.0,Female,No,2.57,Bronchitis,Therapy,1.0,No 47.0,Female,Yes,1.75,Pneumonia,Medication,9.0, 35.0,,No,3.9,COPD,Therapy,4.0,No 66.0,Female,No,4.31,Bronchitis,Surgery,11.0,No 77.0,Female,No,4.61,Asthma,Medication,14.0,Yes 46.0,Female,No,2.28,COPD,Medication,5.0,Yes 72.0,Male,Yes,1.45,Bronchitis,Therapy,3.0,Yes 61.0,Female,Yes,1.39,Lung Cancer,,4.0,No 78.0,Male,No,3.13,Lung Cancer,Surgery,13.0,Yes 66.0,Female,Yes,5.73,Pneumonia,Therapy,9.0,No 53.0,Female,Yes,2.09,Bronchitis,Therapy,7.0,No 56.0,Male,Yes,2.28,Lung Cancer,Therapy,8.0,No 25.0,Female,No,1.5,Pneumonia,Therapy,3.0,Yes 26.0,Female,Yes,4.03,COPD,Therapy,3.0,Yes 44.0,Male,Yes,4.4,COPD,Surgery,14.0,Yes 52.0,Female,Yes,4.21,Bronchitis,Surgery,7.0,Yes 74.0,Male,Yes,5.31,Bronchitis,Medication,8.0,No 77.0,Female,,3.43,Bronchitis,Surgery,14.0,No 26.0,Female,Yes,1.67,Bronchitis,Therapy,5.0,Yes 76.0,Male,Yes,2.45,Lung Cancer,Surgery,1.0,Yes 31.0,Female,Yes,4.31,Lung Cancer,Surgery,3.0,No 35.0,Male,Yes,4.07,Pneumonia,Surgery,5.0,Yes 62.0,Male,Yes,3.66,Lung Cancer,Medication,3.0,Yes 26.0,Male,No,4.41,COPD,Medication,14.0,No 70.0,Female,Yes,4.19,Pneumonia,Therapy,1.0,Yes 51.0,Female,No,5.41,Lung Cancer,Therapy,7.0,Yes 27.0,Male,Yes,3.93,Bronchitis,Medication,1.0,Yes 64.0,Female,No,4.89,Lung Cancer,Surgery,,No 78.0,Female,No,2.24,Asthma,Surgery,13.0,Yes 23.0,Female,Yes,4.39,Pneumonia,Medication,6.0,Yes 86.0,,No,5.51,Lung Cancer,Therapy,6.0,No 48.0,,No,2.93,Lung Cancer,Surgery,14.0,No 48.0,Male,No,4.9,COPD,Therapy,7.0,No 47.0,Female,Yes,4.62,Bronchitis,Surgery,12.0,No 63.0,Female,No,1.3,Bronchitis,Therapy,11.0,No 23.0,Male,No,3.91,COPD,Surgery,1.0,No 28.0,Female,Yes,1.65,COPD,Therapy,11.0,No 24.0,,No,5.84,Asthma,Therapy,3.0,Yes 75.0,,No,5.06,Pneumonia,Therapy,,No 69.0,Male,No,1.55,Bronchitis,Medication,9.0,No 34.0,Female,Yes,1.61,COPD,,2.0,No 51.0,Female,No,3.97,COPD,Medication,14.0, 47.0,Female,Yes,2.72,Pneumonia,Medication,5.0,Yes ,Male,No,1.17,COPD,Therapy,3.0,No 36.0,Male,No,3.71,Asthma,Medication,12.0,No 78.0,Male,No,2.94,Pneumonia,Medication,12.0,No 76.0,Female,No,,Asthma,Medication,13.0,Yes 45.0,Male,Yes,5.01,Lung Cancer,Surgery,5.0, 44.0,Male,No,5.58,Bronchitis,Therapy,7.0,Yes 29.0,Male,Yes,4.78,COPD,Medication,1.0,Yes 64.0,Male,No,5.11,,Therapy,3.0,No ,Male,,2.08,Asthma,Medication,11.0,Yes 72.0,Male,No,2.32,Bronchitis,Therapy,13.0,No 87.0,Male,No,2.04,Bronchitis,Medication,6.0,Yes 47.0,Male,Yes,4.83,COPD,Surgery,7.0,Yes 84.0,Male,Yes,5.74,Bronchitis,Surgery,10.0,Yes 68.0,,Yes,4.58,COPD,,3.0,No 66.0,Female,Yes,5.41,Lung Cancer,Medication,4.0,Yes 71.0,Female,No,4.19,COPD,Therapy,6.0,Yes 73.0,Male,Yes,2.94,Asthma,Medication,5.0,No 79.0,Female,Yes,3.13,Bronchitis,Surgery,11.0,Yes 76.0,Female,Yes,1.38,Bronchitis,Medication,9.0,Yes 66.0,Male,No,1.16,Bronchitis,Therapy,13.0,No 50.0,Male,No,4.48,COPD,Surgery,12.0,No 65.0,Male,No,3.19,Pneumonia,Medication,1.0,No 45.0,Female,No,3.76,COPD,Therapy,13.0,Yes 24.0,Male,,3.79,Asthma,Surgery,,Yes 71.0,Female,No,,COPD,Therapy,11.0,Yes 73.0,Male,Yes,3.38,Bronchitis,Therapy,1.0,Yes 52.0,Female,No,3.35,Lung Cancer,Surgery,8.0,Yes 69.0,Female,Yes,,Asthma,Medication,7.0,No 57.0,Male,Yes,5.1,Lung Cancer,Medication,,Yes 46.0,Male,Yes,3.26,,Medication,6.0,No 34.0,Female,Yes,4.02,Asthma,Medication,4.0,Yes ,Female,Yes,5.48,Bronchitis,Therapy,9.0,Yes 40.0,Male,No,5.33,COPD,Medication,14.0, 65.0,Male,,5.45,,Medication,3.0,Yes 88.0,Female,Yes,2.35,Bronchitis,Therapy,2.0,Yes 25.0,Male,Yes,1.17,Bronchitis,Therapy,7.0,No 57.0,Female,Yes,2.31,Lung Cancer,Surgery,13.0,No 81.0,Male,No,,Asthma,Therapy,2.0, 81.0,Male,No,5.55,Pneumonia,Surgery,13.0,No 65.0,Male,,4.25,COPD,Surgery,6.0,Yes 32.0,Female,Yes,1.41,Bronchitis,Medication,11.0,No 22.0,,Yes,1.68,Asthma,Medication,8.0,Yes 25.0,Female,Yes,1.78,COPD,Medication,3.0,No 27.0,Male,No,4.15,Pneumonia,Therapy,3.0,No 63.0,Female,No,4.68,Pneumonia,,3.0,Yes 52.0,Female,,5.3,Bronchitis,Medication,1.0,No ,Male,Yes,5.7,Pneumonia,Medication,9.0,No 30.0,Female,Yes,2.01,Pneumonia,Therapy,5.0,No 47.0,Female,Yes,,COPD,Surgery,9.0,Yes 89.0,Female,Yes,2.2,COPD,Surgery,5.0,No 60.0,Female,No,2.79,Bronchitis,Medication,7.0,No 35.0,Male,No,5.57,Asthma,Medication,1.0,No 87.0,Male,Yes,3.88,Bronchitis,Medication,9.0,Yes 67.0,Male,No,4.69,Lung Cancer,Surgery,1.0,Yes 75.0,Female,No,3.45,Pneumonia,Medication,,No 83.0,Female,No,,Asthma,Surgery,7.0,Yes 78.0,Male,Yes,1.32,COPD,Therapy,,No 81.0,Male,No,3.69,Lung Cancer,,12.0,Yes 30.0,Female,No,4.59,Lung Cancer,Therapy,,No 37.0,Male,Yes,2.08,Pneumonia,Medication,1.0,Yes 38.0,Male,No,4.61,COPD,Therapy,12.0,No 74.0,Female,Yes,5.05,Asthma,Surgery,14.0,No 45.0,Male,No,,COPD,Surgery,13.0, 25.0,Female,Yes,4.73,Pneumonia,Surgery,11.0,No 23.0,Male,Yes,3.02,Lung Cancer,Medication,13.0,No 48.0,Female,No,4.39,Pneumonia,Medication,6.0,No 78.0,Female,No,4.82,Bronchitis,,11.0,Yes 36.0,Female,Yes,5.96,Lung Cancer,Surgery,10.0,No 62.0,Female,Yes,2.73,Pneumonia,Surgery,11.0,No 85.0,Female,No,3.06,Asthma,Surgery,5.0,No 53.0,Male,No,,Asthma,Therapy,3.0,Yes 27.0,Male,No,2.02,Asthma,Surgery,10.0,No 32.0,Male,No,4.47,Bronchitis,Medication,,Yes 27.0,Female,,5.59,COPD,Medication,1.0,No 84.0,Male,Yes,2.97,Asthma,Medication,2.0,Yes 62.0,,Yes,1.9,Bronchitis,Medication,12.0,Yes 58.0,Female,No,2.43,Asthma,Medication,13.0,Yes 78.0,Male,No,3.28,Bronchitis,Surgery,4.0,No 63.0,Female,Yes,2.45,Asthma,Surgery,6.0,Yes 28.0,Male,Yes,2.17,COPD,Therapy,12.0,Yes 56.0,Female,Yes,4.68,Pneumonia,Therapy,5.0,Yes 55.0,Female,Yes,1.04,Asthma,Therapy,14.0, 47.0,Male,Yes,3.7,Pneumonia,Surgery,4.0,Yes 61.0,Female,Yes,4.97,Asthma,Therapy,8.0,Yes 62.0,Male,No,2.33,COPD,Surgery,12.0,Yes 61.0,Female,Yes,4.02,Pneumonia,Medication,7.0,Yes 85.0,Male,Yes,4.34,Bronchitis,Surgery,14.0,Yes 74.0,Female,Yes,4.28,Asthma,Surgery,4.0,No 67.0,Male,Yes,3.23,Asthma,Medication,10.0,Yes 41.0,Male,Yes,2.73,Bronchitis,Medication,13.0,Yes 46.0,Female,Yes,5.18,COPD,,13.0,Yes 86.0,Male,Yes,4.79,Lung Cancer,Therapy,5.0,Yes 32.0,Female,No,2.61,Asthma,Therapy,12.0,Yes 64.0,Female,Yes,1.52,Bronchitis,Therapy,10.0,Yes 29.0,Male,No,1.36,Lung Cancer,Medication,5.0,Yes 28.0,Male,No,1.47,Asthma,Therapy,3.0,No 73.0,Male,No,3.91,Pneumonia,Medication,13.0,No 46.0,Male,Yes,1.26,,Medication,9.0,No ,Male,Yes,2.68,Pneumonia,,11.0,Yes 20.0,Female,Yes,4.77,,Therapy,5.0,Yes 51.0,Male,Yes,2.47,Lung Cancer,,12.0,No 86.0,Female,Yes,4.82,Bronchitis,Medication,13.0,No 39.0,,Yes,4.73,Asthma,Therapy,10.0,Yes 54.0,Male,Yes,2.23,Asthma,Surgery,2.0,Yes 36.0,Male,Yes,,Lung Cancer,Therapy,13.0,No ,Female,Yes,4.74,Pneumonia,Medication,4.0,No 64.0,Male,Yes,2.99,,Medication,12.0,No 72.0,Female,No,2.05,Bronchitis,Medication,4.0,No 87.0,Female,Yes,3.61,Bronchitis,Surgery,5.0,Yes 84.0,Female,Yes,5.61,Pneumonia,Medication,8.0,No 20.0,Male,Yes,4.2,Bronchitis,Medication,5.0,No 77.0,Female,No,1.86,Pneumonia,Therapy,1.0,Yes 45.0,Male,Yes,4.41,Lung Cancer,Surgery,2.0,No 39.0,Female,Yes,3.14,Bronchitis,Therapy,3.0,No 29.0,Male,No,3.96,Pneumonia,Medication,3.0,No 78.0,Female,Yes,4.67,Bronchitis,Medication,10.0,Yes 60.0,Male,No,3.57,Asthma,Surgery,6.0,Yes 24.0,Male,,5.07,Asthma,Medication,9.0,No 84.0,Male,,,COPD,,10.0,Yes 36.0,Female,No,4.08,Pneumonia,Therapy,1.0, 41.0,Female,Yes,1.75,COPD,Surgery,6.0,No 60.0,Male,No,5.18,Pneumonia,Therapy,9.0,Yes 87.0,Female,No,5.68,Bronchitis,Medication,, 88.0,Female,Yes,1.68,Pneumonia,Therapy,10.0,Yes 30.0,Female,Yes,3.44,Asthma,Therapy,3.0,No 75.0,Female,Yes,2.29,Bronchitis,Therapy,,Yes 70.0,,No,4.77,Asthma,,,Yes 40.0,Female,Yes,,Bronchitis,Therapy,6.0,No ,Female,No,1.7,Pneumonia,Surgery,13.0,No ,Male,No,5.39,Pneumonia,Surgery,,No 79.0,Male,Yes,1.9,Asthma,Surgery,5.0,No 66.0,Female,Yes,4.99,Lung Cancer,Medication,1.0,Yes 45.0,Male,Yes,3.28,Pneumonia,Medication,13.0,Yes 59.0,Male,Yes,,Lung Cancer,Medication,9.0,No 24.0,Male,,1.79,,Surgery,9.0,Yes 40.0,Female,Yes,1.84,Lung Cancer,Medication,,No 23.0,Female,No,4.31,Asthma,Therapy,5.0,Yes 42.0,Female,No,3.75,COPD,Surgery,3.0,No 34.0,Female,Yes,1.61,COPD,Medication,7.0,Yes 27.0,Female,No,1.56,Asthma,Surgery,13.0,No 60.0,Male,No,1.36,COPD,Medication,1.0, 38.0,Female,No,4.72,Asthma,Therapy,5.0,Yes 65.0,Male,No,4.56,Pneumonia,Surgery,6.0,No 47.0,,No,1.29,Lung Cancer,Medication,14.0,Yes 87.0,Male,No,3.8,COPD,Medication,11.0,Yes 34.0,Female,Yes,1.42,Pneumonia,Therapy,12.0,No 56.0,Female,Yes,5.52,COPD,Therapy,14.0,No 20.0,Female,Yes,5.54,Bronchitis,Medication,7.0,No ,Female,No,4.49,Asthma,Medication,3.0,No 43.0,Female,Yes,5.63,Asthma,Surgery,7.0,Yes 46.0,Female,Yes,5.06,Pneumonia,Surgery,4.0, 59.0,Male,Yes,5.14,Bronchitis,Medication,10.0,No 82.0,Female,No,3.85,Lung Cancer,Therapy,11.0,No 80.0,Male,Yes,2.53,Bronchitis,Surgery,14.0,Yes 55.0,Female,No,2.09,Bronchitis,Medication,6.0,Yes 43.0,Male,Yes,2.64,Lung Cancer,Therapy,5.0,Yes 43.0,Male,Yes,4.14,Lung Cancer,Therapy,4.0,Yes 23.0,Male,Yes,1.86,Bronchitis,Medication,6.0,No 86.0,Male,No,2.29,COPD,,13.0,Yes 53.0,Male,No,3.34,COPD,Surgery,,Yes 76.0,Male,No,2.17,Bronchitis,Medication,3.0,No 68.0,Female,No,3.94,COPD,Surgery,3.0,No 72.0,Male,,5.62,Lung Cancer,Therapy,5.0,Yes 42.0,Female,Yes,4.74,Lung Cancer,Surgery,11.0,No 88.0,Female,Yes,4.33,COPD,Medication,5.0,Yes 72.0,Male,No,3.91,Lung Cancer,,9.0,Yes 81.0,Male,No,3.44,Asthma,Therapy,4.0,Yes 60.0,Female,Yes,1.93,,Therapy,5.0,No 76.0,Male,No,5.47,Bronchitis,,12.0,No 79.0,Male,Yes,2.24,Pneumonia,,9.0,Yes 73.0,Male,,1.46,COPD,Medication,4.0,Yes 89.0,Male,,4.75,COPD,Medication,13.0,No 76.0,Male,,,Lung Cancer,Therapy,3.0,Yes 29.0,Male,No,2.86,Lung Cancer,Surgery,7.0,No 59.0,Male,Yes,1.14,Pneumonia,Medication,7.0,No 26.0,Female,Yes,1.69,Pneumonia,Therapy,8.0,No 57.0,Male,No,1.87,Bronchitis,Medication,4.0,No 80.0,Female,No,1.27,Asthma,Surgery,4.0,Yes 22.0,Female,Yes,4.28,Bronchitis,Medication,14.0,No 70.0,Female,No,5.19,COPD,Surgery,14.0,No ,Female,Yes,2.87,,Therapy,9.0,No 87.0,Male,Yes,5.37,Bronchitis,Therapy,10.0,Yes 57.0,Female,No,2.07,Lung Cancer,Medication,7.0,Yes 55.0,Female,,2.63,Lung Cancer,Therapy,3.0,Yes 60.0,Female,Yes,,Bronchitis,Medication,13.0,Yes 88.0,Female,No,4.1,Bronchitis,Medication,9.0,Yes 32.0,Female,Yes,,Pneumonia,Surgery,13.0,No 77.0,Male,,4.07,Asthma,Medication,5.0,Yes 69.0,Male,Yes,4.81,Pneumonia,,4.0,Yes 49.0,Female,Yes,3.73,Asthma,Medication,1.0,No 81.0,,No,4.14,Bronchitis,Surgery,9.0,Yes 44.0,Male,Yes,5.68,Asthma,Therapy,6.0,Yes 46.0,Female,No,2.5,COPD,Medication,11.0,No 70.0,Female,,2.8,Pneumonia,Surgery,2.0,Yes 76.0,Female,,,,Medication,13.0,Yes 66.0,,Yes,4.06,,Surgery,7.0,No 58.0,Female,No,1.89,Lung Cancer,Surgery,3.0,Yes 35.0,Male,Yes,2.88,Lung Cancer,Medication,6.0,Yes 41.0,Male,Yes,3.34,Bronchitis,Medication,8.0,No 73.0,Male,Yes,3.1,Bronchitis,,,Yes 40.0,Female,Yes,1.89,Lung Cancer,Therapy,13.0,Yes 35.0,Male,No,5.62,Pneumonia,Therapy,12.0,Yes 78.0,Female,No,4.81,Lung Cancer,,12.0,Yes 50.0,Female,Yes,3.41,Asthma,Therapy,5.0,Yes 61.0,Female,,4.4,Pneumonia,,14.0,No 51.0,Female,Yes,5.49,Lung Cancer,Medication,6.0,Yes ,Female,Yes,1.68,Bronchitis,Surgery,1.0,No 53.0,Male,No,2.25,Lung Cancer,Surgery,10.0,Yes 28.0,Male,No,3.71,COPD,Surgery,7.0,Yes 30.0,Male,No,5.0,Lung Cancer,,4.0,No 29.0,Male,Yes,1.18,Pneumonia,Medication,10.0, 36.0,Male,Yes,5.92,Lung Cancer,Therapy,11.0,No 87.0,Female,,3.27,Bronchitis,Therapy,7.0,Yes ,Female,Yes,2.8,Asthma,Therapy,7.0,Yes 71.0,Male,No,2.46,,Therapy,11.0,No 44.0,,No,1.87,Pneumonia,,5.0,Yes 40.0,,,4.96,Bronchitis,Medication,8.0,Yes 84.0,Female,No,5.78,COPD,Therapy,8.0,Yes 82.0,Female,No,3.07,Lung Cancer,Surgery,5.0,Yes 70.0,Female,No,5.76,COPD,Medication,5.0,Yes 55.0,Male,Yes,5.12,Asthma,Medication,7.0,No 85.0,Male,Yes,3.41,COPD,,6.0,Yes 34.0,Male,No,4.37,COPD,Surgery,4.0,No 58.0,Male,No,3.17,Lung Cancer,Therapy,2.0, 89.0,Female,No,3.79,Lung Cancer,,8.0,Yes 20.0,Male,Yes,1.29,Pneumonia,Surgery,3.0,Yes 42.0,Male,No,4.48,Lung Cancer,Medication,2.0,Yes 58.0,Male,No,1.26,,Surgery,,No 76.0,Female,No,5.09,Asthma,Therapy,,Yes 53.0,Female,Yes,5.12,Lung Cancer,Therapy,7.0,Yes 60.0,Male,No,2.19,Pneumonia,Medication,10.0,No 32.0,Female,Yes,2.62,Pneumonia,Therapy,6.0,Yes ,Female,Yes,3.41,COPD,Therapy,8.0,Yes 25.0,Female,No,3.98,Lung Cancer,Surgery,13.0,Yes 71.0,Female,Yes,2.44,Lung Cancer,Surgery,14.0,No 22.0,Female,Yes,3.96,Pneumonia,Medication,6.0,Yes 82.0,Male,Yes,2.49,Lung Cancer,Surgery,7.0,No 68.0,Male,,1.28,COPD,Therapy,2.0,No 66.0,Male,Yes,1.01,Asthma,Surgery,10.0,Yes 74.0,Female,No,1.51,COPD,,14.0,Yes 83.0,Female,No,4.96,Lung Cancer,Medication,2.0,Yes 84.0,Female,No,5.81,COPD,Therapy,6.0,Yes 86.0,Female,Yes,3.13,Bronchitis,Surgery,9.0,No 34.0,,No,3.56,Bronchitis,Surgery,14.0,Yes 51.0,Male,Yes,1.73,Lung Cancer,Surgery,3.0,Yes ,,Yes,3.76,Lung Cancer,Surgery,,Yes 37.0,Male,Yes,,Asthma,Medication,10.0,No 62.0,Male,,4.06,COPD,Therapy,14.0,Yes 54.0,Male,No,5.67,Asthma,Surgery,14.0,Yes 77.0,Female,No,1.98,Lung Cancer,Therapy,,Yes 52.0,Female,Yes,4.82,Lung Cancer,Medication,8.0, 33.0,Male,No,1.12,Pneumonia,Therapy,5.0,Yes 53.0,,No,2.88,Asthma,Surgery,13.0,Yes ,Male,No,1.55,Lung Cancer,Therapy,6.0,Yes 23.0,Male,Yes,2.76,Bronchitis,Surgery,6.0,No 78.0,Female,No,1.87,Pneumonia,Surgery,11.0,No 48.0,Male,,2.87,,Medication,12.0,Yes 25.0,Male,No,3.09,Pneumonia,Medication,10.0,Yes 68.0,Male,Yes,2.5,COPD,Therapy,11.0,Yes ,Female,Yes,4.28,Bronchitis,Therapy,13.0,No ,,Yes,5.59,COPD,Surgery,3.0, 88.0,Female,No,3.0,Asthma,Surgery,,Yes 46.0,Female,Yes,1.96,COPD,Surgery,11.0,No 25.0,Male,No,2.35,COPD,Surgery,5.0,No 32.0,Female,Yes,5.27,Pneumonia,Medication,12.0,Yes 83.0,Female,No,3.86,Bronchitis,Surgery,1.0, 81.0,Female,Yes,,COPD,Medication,2.0,No 38.0,Male,No,1.75,Asthma,Therapy,10.0,No 62.0,Female,Yes,3.25,Pneumonia,Therapy,3.0, 39.0,Female,Yes,2.39,Bronchitis,Medication,4.0,No 87.0,Male,Yes,5.72,Bronchitis,Surgery,13.0,Yes 63.0,Male,No,5.42,Lung Cancer,Therapy,9.0,Yes 42.0,Male,Yes,1.42,Asthma,Medication,1.0,No 21.0,Male,Yes,3.58,Pneumonia,Therapy,3.0,Yes 41.0,Female,Yes,2.13,Pneumonia,Surgery,3.0,Yes 76.0,Male,Yes,3.05,Asthma,Medication,13.0,No 26.0,,No,5.38,,Therapy,13.0,No 75.0,Female,Yes,3.64,COPD,Surgery,6.0,No ,Female,Yes,2.67,Asthma,Medication,5.0,Yes 35.0,Female,No,2.04,Pneumonia,Medication,3.0,Yes 70.0,Female,No,5.0,Asthma,Medication,4.0,Yes 31.0,Male,No,4.12,Bronchitis,Medication,,No ,Female,Yes,3.34,Lung Cancer,Therapy,7.0,Yes 24.0,Female,No,2.09,Lung Cancer,Medication,3.0,No 46.0,Female,,,COPD,Medication,9.0,Yes 31.0,Male,No,5.8,COPD,Medication,8.0,No 36.0,Female,Yes,3.6,Bronchitis,Medication,13.0,Yes 25.0,Female,Yes,3.0,COPD,Medication,2.0,Yes 24.0,Male,Yes,3.61,Lung Cancer,Surgery,5.0,No 76.0,Female,No,4.89,Bronchitis,,14.0,No 47.0,Female,Yes,2.7,Bronchitis,Surgery,4.0,Yes 88.0,Male,No,1.89,Bronchitis,Therapy,12.0,Yes 78.0,Female,No,3.92,,Medication,,No 52.0,Female,No,4.33,COPD,Therapy,5.0,Yes 81.0,Female,Yes,4.56,Pneumonia,Medication,3.0,Yes 69.0,Female,No,5.41,Lung Cancer,Medication,10.0,No 38.0,Female,No,2.86,COPD,Surgery,11.0,No 88.0,Male,Yes,1.38,Lung Cancer,Surgery,1.0,Yes 85.0,Male,No,5.79,COPD,Surgery,8.0,No 66.0,Male,No,3.18,,Therapy,9.0,Yes 58.0,Female,No,4.12,Lung Cancer,Therapy,8.0,Yes 87.0,Female,Yes,4.33,Pneumonia,Surgery,4.0,No 52.0,Female,No,3.73,Lung Cancer,Surgery,12.0,Yes ,Male,Yes,2.03,Asthma,Medication,2.0,Yes ,Female,Yes,4.78,Asthma,Therapy,,Yes 26.0,Female,No,5.02,Lung Cancer,Medication,14.0,Yes 33.0,Female,No,3.76,Lung Cancer,Therapy,9.0,Yes 38.0,Male,No,3.44,Pneumonia,Surgery,10.0,No 73.0,Male,No,,Bronchitis,Therapy,9.0,No 39.0,Female,Yes,1.42,Lung Cancer,Therapy,5.0,Yes 48.0,,Yes,2.7,COPD,Medication,5.0,Yes 43.0,,,2.55,COPD,Surgery,10.0,No 82.0,Male,Yes,5.77,COPD,,3.0,Yes 76.0,Male,No,4.92,Asthma,,14.0,No 27.0,Male,No,4.3,Pneumonia,,6.0,No 81.0,Female,No,3.59,Asthma,Medication,, 48.0,Male,No,1.84,COPD,Medication,12.0,Yes 36.0,Female,Yes,5.89,Lung Cancer,Therapy,10.0,Yes 85.0,Female,Yes,2.88,COPD,Therapy,14.0,Yes 25.0,Male,No,1.53,Lung Cancer,Medication,12.0,Yes 77.0,Female,No,3.47,Pneumonia,Medication,9.0,No 88.0,,Yes,5.37,Bronchitis,Surgery,7.0,Yes 47.0,Female,Yes,5.44,Lung Cancer,Therapy,3.0,Yes 81.0,Female,Yes,1.05,Asthma,Therapy,12.0,Yes 60.0,Male,No,5.43,COPD,Surgery,13.0,No 88.0,Female,Yes,2.36,COPD,Surgery,7.0,Yes 60.0,Female,No,1.19,COPD,Surgery,13.0,No 68.0,Female,No,5.24,Lung Cancer,,1.0,Yes 68.0,Female,Yes,5.32,Pneumonia,Medication,2.0,Yes 22.0,Female,No,3.98,Lung Cancer,Medication,4.0,Yes 29.0,Female,Yes,3.87,,Medication,7.0,Yes 54.0,Female,No,5.07,COPD,Medication,9.0, 21.0,Female,No,4.93,Lung Cancer,Therapy,5.0,No 43.0,Male,No,,COPD,Therapy,8.0,Yes 57.0,Male,No,3.76,Asthma,Therapy,7.0,No 41.0,Female,No,5.84,Bronchitis,Surgery,5.0,Yes 45.0,Female,No,5.98,Bronchitis,Therapy,13.0,Yes 62.0,Male,,1.58,Bronchitis,Surgery,3.0,No 74.0,Female,Yes,5.25,COPD,Therapy,3.0,Yes 58.0,Male,No,3.5,Lung Cancer,Medication,13.0,No 48.0,Male,Yes,2.94,,,6.0,No 39.0,Male,No,4.07,Pneumonia,Medication,10.0,Yes 60.0,Female,Yes,1.28,Lung Cancer,Medication,11.0,Yes 73.0,Female,Yes,3.53,Asthma,Therapy,4.0,Yes 39.0,Female,No,5.35,Bronchitis,Therapy,3.0,Yes 38.0,Male,Yes,,Lung Cancer,Medication,4.0,Yes 85.0,Male,No,3.13,Lung Cancer,Surgery,3.0,No 49.0,Male,Yes,5.7,Bronchitis,Surgery,13.0,No 72.0,Female,No,3.14,Asthma,Therapy,12.0,Yes 53.0,Male,Yes,2.79,COPD,Medication,10.0,Yes 41.0,,No,,COPD,Surgery,11.0,No 86.0,Female,Yes,3.6,Lung Cancer,Therapy,11.0,No ,Male,,4.16,Bronchitis,Therapy,13.0,No 46.0,Male,Yes,5.0,Pneumonia,,12.0,Yes 29.0,Female,No,3.26,Asthma,Surgery,6.0, 67.0,Female,Yes,5.09,COPD,Therapy,13.0,No 89.0,Male,No,3.67,Asthma,Surgery,7.0,No 78.0,Female,Yes,2.69,Asthma,,4.0,Yes 78.0,Male,No,4.29,Asthma,Therapy,3.0,No 21.0,Female,No,4.59,,Surgery,3.0,Yes 48.0,Male,No,3.79,Bronchitis,Surgery,11.0,No 87.0,Female,No,1.28,Bronchitis,Medication,3.0,Yes 84.0,Male,Yes,,Lung Cancer,Medication,9.0,No 45.0,,Yes,2.43,Bronchitis,Medication,11.0, 29.0,Female,Yes,2.41,Lung Cancer,Medication,11.0,No 72.0,Female,No,4.37,COPD,Surgery,14.0,No 78.0,Female,No,1.09,COPD,,14.0,Yes 41.0,,No,4.78,COPD,Surgery,12.0, 70.0,Female,No,2.33,COPD,Therapy,3.0,Yes 67.0,Female,No,2.55,COPD,Surgery,3.0,No 40.0,Male,Yes,3.64,Bronchitis,Medication,8.0,No ,,Yes,2.08,,Surgery,,Yes 49.0,Female,Yes,5.42,Bronchitis,Surgery,7.0,No 44.0,Female,No,1.43,Pneumonia,Surgery,3.0,No ,Male,,3.22,Bronchitis,Surgery,,Yes 84.0,Male,No,5.25,COPD,Surgery,3.0,No 64.0,Female,No,4.08,Asthma,Medication,5.0,No 87.0,Male,No,2.46,Pneumonia,Surgery,1.0,No 26.0,Male,No,3.1,Asthma,Medication,, 68.0,,No,4.53,COPD,Therapy,5.0,No 28.0,Female,Yes,5.87,Pneumonia,Surgery,6.0,Yes 55.0,Female,Yes,5.47,,Therapy,7.0,Yes 20.0,Male,No,2.71,Bronchitis,Medication,2.0,Yes 29.0,Female,No,5.99,COPD,Surgery,2.0,Yes 55.0,Female,No,1.02,Bronchitis,Therapy,14.0,No 65.0,Male,Yes,1.14,,Medication,9.0,No 51.0,Female,Yes,5.12,COPD,Therapy,,Yes 51.0,Male,No,2.0,Pneumonia,Surgery,1.0,No 25.0,Male,Yes,1.3,Lung Cancer,Surgery,2.0,No 67.0,Male,,2.19,Lung Cancer,Surgery,2.0,No 57.0,Male,Yes,3.13,COPD,Medication,13.0,No ,Male,No,4.65,Lung Cancer,Therapy,10.0,No 46.0,Male,Yes,4.12,Asthma,Medication,7.0,No 73.0,Female,,2.19,Pneumonia,Therapy,6.0,Yes 69.0,Female,No,3.52,Bronchitis,Medication,9.0,No 54.0,Female,No,5.63,Bronchitis,Surgery,11.0,Yes ,,,5.08,COPD,Therapy,7.0,No 47.0,Female,No,2.62,,Therapy,3.0,Yes 34.0,Male,Yes,5.91,Asthma,,3.0,No 23.0,Female,Yes,4.54,Asthma,Medication,1.0,Yes 46.0,Male,No,1.31,COPD,Surgery,8.0,Yes 45.0,Female,No,1.18,Bronchitis,Therapy,1.0,No 38.0,Male,Yes,1.84,Lung Cancer,Medication,,No 36.0,Female,No,4.64,Lung Cancer,Therapy,14.0,Yes 62.0,Male,No,1.92,Pneumonia,Surgery,2.0,No 60.0,Female,,3.56,,Therapy,,No 61.0,Male,Yes,1.47,,Surgery,12.0,No ,Female,Yes,5.6,Lung Cancer,Medication,7.0,No ,Female,Yes,2.72,Lung Cancer,Medication,1.0,Yes 58.0,Female,Yes,5.54,Lung Cancer,Surgery,,No ,Male,Yes,5.72,Pneumonia,Surgery,4.0,No 71.0,Male,No,1.03,COPD,Medication,9.0,No 66.0,Male,No,3.32,Asthma,Surgery,8.0,No 82.0,Male,Yes,1.12,Asthma,Surgery,11.0,Yes 88.0,Male,No,5.54,Lung Cancer,Therapy,14.0,No 62.0,Female,No,3.59,COPD,Medication,13.0,No 67.0,Male,Yes,1.37,COPD,Medication,8.0,No 53.0,Female,No,1.55,Bronchitis,Surgery,12.0, 59.0,Female,No,2.92,Bronchitis,Surgery,3.0,No 80.0,Male,Yes,5.7,Pneumonia,Surgery,5.0,Yes 69.0,,No,4.46,Bronchitis,Medication,4.0,No 86.0,Male,No,5.34,Pneumonia,Therapy,11.0,No 81.0,Male,Yes,2.83,Asthma,Medication,12.0,Yes 77.0,Male,No,1.22,Lung Cancer,Therapy,8.0,Yes 52.0,,No,5.87,COPD,Surgery,11.0,No 35.0,Male,No,1.09,Asthma,Medication,7.0,No 67.0,Male,Yes,5.74,Asthma,Therapy,14.0,No 29.0,Male,Yes,2.84,,,7.0,No 57.0,Female,No,1.05,Lung Cancer,Therapy,10.0,No ,Male,No,4.45,Pneumonia,Therapy,10.0,Yes 55.0,Female,Yes,5.9,Asthma,Medication,7.0,No 78.0,Female,Yes,5.83,COPD,Surgery,1.0,Yes 82.0,Male,No,1.8,Bronchitis,Medication,13.0,Yes 65.0,Female,Yes,1.91,Pneumonia,Surgery,7.0,No 22.0,Female,No,3.83,Asthma,Therapy,4.0,No ,Male,No,4.19,Bronchitis,Therapy,,Yes 27.0,Male,Yes,4.7,Bronchitis,Medication,3.0,Yes 70.0,Male,Yes,1.91,Asthma,Medication,,No 25.0,Female,No,5.8,Lung Cancer,Surgery,,Yes ,Male,No,4.19,Asthma,Surgery,13.0,Yes 79.0,Female,Yes,5.24,COPD,Medication,5.0,Yes 47.0,Female,No,3.7,Bronchitis,Surgery,2.0,No 73.0,Female,Yes,3.07,COPD,Surgery,8.0,No 56.0,Female,Yes,5.89,Pneumonia,Medication,12.0,Yes 28.0,Female,Yes,3.91,Bronchitis,Medication,12.0,Yes 75.0,Male,Yes,5.33,Lung Cancer,Therapy,9.0,No 78.0,Male,Yes,5.77,Asthma,Therapy,5.0,No 21.0,Female,No,,Pneumonia,Medication,3.0, 80.0,Female,Yes,3.74,COPD,Therapy,10.0,No 77.0,Male,Yes,1.02,Pneumonia,Surgery,7.0,No 79.0,Male,Yes,1.2,Lung Cancer,Medication,1.0,No ,Female,Yes,,Asthma,Therapy,10.0,No 55.0,Female,,1.93,,Medication,3.0,No 56.0,Male,Yes,2.27,COPD,Therapy,9.0,Yes 37.0,,Yes,,Pneumonia,Medication,2.0,Yes 82.0,Female,No,2.8,Asthma,Surgery,11.0,No 41.0,Male,No,3.1,Pneumonia,Therapy,14.0,No 30.0,Male,No,1.49,COPD,Medication,9.0,No 77.0,Female,No,1.21,Asthma,Surgery,11.0,No 76.0,Female,Yes,4.37,Lung Cancer,Therapy,1.0,Yes ,Female,No,3.69,Lung Cancer,,4.0,Yes 26.0,Male,Yes,3.22,Bronchitis,Medication,12.0,No 80.0,Female,No,4.17,Pneumonia,Surgery,10.0, 73.0,,No,5.14,COPD,Medication,13.0,No 87.0,Female,,3.14,Pneumonia,,6.0,No ,Female,Yes,4.21,Asthma,Medication,13.0,No ,,No,5.77,Bronchitis,Medication,7.0,Yes ,Male,No,5.2,COPD,Surgery,3.0,Yes 57.0,,No,,,Surgery,9.0,No 20.0,Female,No,4.22,COPD,Therapy,4.0,No 57.0,Male,Yes,1.89,Asthma,Surgery,5.0,Yes 48.0,Female,No,3.8,Bronchitis,Medication,8.0,Yes 24.0,,No,5.91,COPD,,12.0,Yes 40.0,Male,,3.59,Asthma,Surgery,14.0,No 86.0,Female,No,5.64,Lung Cancer,Medication,3.0,Yes 66.0,Male,No,3.04,COPD,Medication,8.0,No 54.0,Male,Yes,5.99,Bronchitis,Therapy,14.0,No 87.0,Male,Yes,3.9,COPD,,14.0,Yes 88.0,Female,Yes,1.21,COPD,Surgery,11.0,No 20.0,Male,Yes,3.93,Asthma,Surgery,1.0,Yes 87.0,Female,Yes,2.37,Pneumonia,Surgery,,No 31.0,Female,No,1.16,Pneumonia,Surgery,,Yes 79.0,Female,Yes,5.1,,Therapy,13.0,Yes 46.0,Male,Yes,2.38,Bronchitis,Medication,11.0,Yes 75.0,Male,No,4.98,Bronchitis,Medication,11.0,Yes 42.0,Female,Yes,2.44,Asthma,Surgery,12.0,No 44.0,Female,Yes,1.97,COPD,Therapy,,Yes 40.0,Male,Yes,5.87,COPD,Surgery,8.0,Yes 80.0,Female,Yes,2.81,Pneumonia,Surgery,6.0,Yes 82.0,Female,No,4.01,Asthma,Therapy,5.0,Yes 71.0,Male,No,4.05,Lung Cancer,Medication,9.0,No ,Female,Yes,3.8,Bronchitis,Medication,6.0,Yes 74.0,,No,5.57,Bronchitis,Surgery,,No 65.0,Male,Yes,4.37,COPD,Therapy,12.0,No 51.0,Female,No,3.02,Asthma,Medication,6.0,No 74.0,Male,No,5.31,Lung Cancer,Medication,1.0,Yes 24.0,Male,No,1.91,Bronchitis,,6.0,No 55.0,Male,No,3.72,Asthma,Therapy,3.0,Yes 68.0,Female,No,5.75,,Medication,6.0,Yes 77.0,Female,No,4.13,COPD,Surgery,13.0,Yes 58.0,Female,No,5.08,Pneumonia,Surgery,6.0,No 80.0,Male,No,4.27,Bronchitis,,1.0,Yes 28.0,Male,No,5.2,Bronchitis,Surgery,13.0,No 25.0,Female,No,5.72,,Surgery,9.0,No 54.0,Female,No,2.36,Pneumonia,Therapy,8.0,No 58.0,Male,,1.85,Asthma,Therapy,2.0,No 41.0,Female,No,3.42,COPD,Therapy,2.0,Yes 60.0,Female,Yes,,Asthma,Surgery,5.0,Yes 24.0,Female,No,2.14,Lung Cancer,Therapy,10.0,Yes 61.0,Female,Yes,1.02,Bronchitis,Therapy,2.0,Yes 86.0,Female,,2.71,,Medication,11.0,Yes 49.0,Male,Yes,5.84,Asthma,Therapy,1.0,No 76.0,Female,No,4.47,COPD,Medication,2.0,No 48.0,Female,No,3.01,Lung Cancer,Surgery,5.0,No 56.0,Male,,1.96,COPD,Therapy,11.0,Yes 32.0,Male,No,2.78,,Medication,10.0,No 51.0,Male,Yes,,COPD,Medication,14.0,Yes 65.0,Male,No,,Asthma,Medication,7.0,No 42.0,Female,No,5.53,Pneumonia,Surgery,5.0,No 64.0,Female,,5.99,Lung Cancer,Therapy,1.0,No 36.0,Female,No,1.82,Asthma,Surgery,7.0,Yes 85.0,Female,No,,Bronchitis,Medication,,Yes 25.0,Male,No,2.65,Bronchitis,Surgery,7.0, 37.0,Male,No,3.31,COPD,Surgery,2.0,Yes 41.0,Female,,2.02,Bronchitis,Medication,5.0,No 52.0,Female,,,Pneumonia,Therapy,14.0,Yes 49.0,Female,Yes,2.0,Lung Cancer,Therapy,8.0,Yes 51.0,Female,No,4.87,COPD,Surgery,13.0,No 61.0,Male,No,,Lung Cancer,Therapy,12.0,No 29.0,Female,No,4.17,Lung Cancer,Medication,7.0, 55.0,Male,No,2.94,Asthma,Therapy,6.0,Yes 53.0,Male,Yes,5.55,Bronchitis,Surgery,13.0,No 47.0,Male,Yes,5.85,Lung Cancer,Medication,6.0, 30.0,Male,No,1.87,Pneumonia,,12.0,Yes 58.0,,Yes,2.12,Pneumonia,Medication,1.0,No 66.0,Female,Yes,3.63,Bronchitis,Surgery,1.0,Yes 38.0,Female,No,1.46,,Surgery,7.0,Yes 34.0,Female,No,3.18,COPD,Therapy,3.0,Yes 47.0,Male,No,3.91,COPD,Surgery,6.0,No 43.0,Male,Yes,3.61,COPD,Medication,12.0,No 28.0,Male,Yes,2.65,Bronchitis,Surgery,5.0,No 66.0,Female,No,3.71,Lung Cancer,Surgery,3.0,Yes 52.0,Male,No,5.79,Asthma,Therapy,6.0,No 81.0,Male,Yes,2.03,COPD,,3.0,Yes 38.0,Male,Yes,,Asthma,Therapy,8.0,No 86.0,Male,No,1.22,Pneumonia,Therapy,14.0,Yes 59.0,Female,Yes,1.33,Bronchitis,Therapy,7.0, 66.0,Male,No,3.76,Pneumonia,Medication,9.0,Yes 84.0,Male,No,1.52,COPD,Therapy,,Yes 48.0,Female,Yes,1.11,Lung Cancer,Medication,12.0,Yes 69.0,Female,Yes,,,Therapy,1.0,Yes 32.0,Female,Yes,3.82,Asthma,Therapy,11.0,Yes 20.0,Male,No,4.52,COPD,Medication,10.0,Yes 53.0,Male,No,2.01,Lung Cancer,Surgery,,Yes ,Male,No,4.34,Lung Cancer,Therapy,8.0,Yes 67.0,Male,No,1.91,Bronchitis,Surgery,2.0,Yes 68.0,Female,No,4.07,,Therapy,6.0,Yes ,Male,No,3.06,Lung Cancer,Surgery,1.0,No 80.0,Male,Yes,4.27,Lung Cancer,,6.0,No 48.0,Female,No,5.98,Asthma,Surgery,4.0,Yes 58.0,Female,No,5.69,COPD,Surgery,,No 45.0,Female,No,1.02,Bronchitis,Surgery,10.0, 36.0,Male,No,5.43,Asthma,Medication,7.0,No 32.0,Male,Yes,1.33,COPD,Surgery,13.0,Yes 88.0,Male,No,5.77,Bronchitis,Medication,6.0,No 45.0,Male,Yes,2.41,Asthma,Therapy,1.0,Yes 68.0,Male,Yes,2.91,Pneumonia,Medication,9.0,No 86.0,Female,No,1.46,Pneumonia,Surgery,6.0,Yes 26.0,Female,No,1.56,Bronchitis,Medication,6.0,No 77.0,Male,,4.63,Asthma,Surgery,9.0,No 68.0,Male,Yes,5.72,COPD,Medication,12.0,No 72.0,Male,No,4.05,COPD,Therapy,10.0,Yes 84.0,Male,Yes,4.58,Asthma,Surgery,5.0,No 81.0,,No,4.81,Pneumonia,Surgery,11.0,No 36.0,Female,No,2.31,Asthma,Medication,6.0,Yes 62.0,Female,Yes,1.23,Pneumonia,Medication,6.0,Yes 44.0,Female,No,1.01,Pneumonia,Medication,7.0,No 22.0,Male,No,2.75,COPD,Medication,9.0,Yes 48.0,Male,No,2.21,Bronchitis,Medication,5.0,No 51.0,Female,Yes,1.31,Lung Cancer,Surgery,5.0,No 45.0,Female,Yes,1.9,Asthma,Therapy,4.0,Yes 35.0,Male,Yes,1.62,Pneumonia,Medication,10.0,No 44.0,Female,No,5.57,Asthma,,4.0,No 73.0,Female,Yes,,Bronchitis,Therapy,12.0,Yes 47.0,,Yes,3.69,Bronchitis,Therapy,8.0,Yes 75.0,Female,Yes,3.97,Lung Cancer,Medication,13.0,No 84.0,Female,No,3.72,Lung Cancer,Surgery,2.0,No 60.0,,No,,Pneumonia,Surgery,10.0,No 70.0,Male,Yes,,Lung Cancer,Surgery,8.0,Yes 48.0,Female,Yes,1.26,Pneumonia,,2.0,No 38.0,Female,Yes,2.98,COPD,Surgery,1.0,No 85.0,Female,No,1.94,Pneumonia,Therapy,10.0,No 60.0,Male,Yes,3.81,Lung Cancer,Therapy,13.0,Yes 64.0,Male,No,4.46,Asthma,Therapy,9.0,No 34.0,Female,No,3.66,Lung Cancer,Surgery,11.0,No 22.0,Male,No,3.17,Bronchitis,Therapy,8.0,Yes 30.0,Female,Yes,2.94,Lung Cancer,Therapy,6.0,Yes 72.0,Male,Yes,5.21,COPD,Medication,4.0,No 65.0,Male,No,2.1,Pneumonia,Therapy,2.0,Yes 49.0,Female,No,4.67,Bronchitis,Medication,8.0,No 76.0,Female,No,4.79,Pneumonia,Surgery,3.0,No 37.0,Female,No,3.1,Pneumonia,Surgery,10.0, ,Male,Yes,2.49,,,4.0,No 67.0,Female,Yes,3.35,Asthma,Surgery,5.0,No 85.0,Male,No,1.47,Bronchitis,Therapy,13.0,No 27.0,Male,No,1.23,COPD,Medication,4.0,No 41.0,Female,No,1.56,COPD,Surgery,11.0,No 25.0,Male,Yes,1.94,Asthma,Surgery,8.0,Yes 76.0,Female,No,3.52,,Medication,9.0,No 55.0,Male,,5.25,Lung Cancer,Medication,14.0,No 76.0,Female,No,2.18,COPD,,14.0,Yes 68.0,Male,Yes,5.68,Bronchitis,Medication,14.0,Yes 64.0,Male,Yes,5.77,Asthma,,1.0, 85.0,Female,No,5.79,Asthma,,2.0,Yes 64.0,Male,Yes,5.19,Asthma,Medication,12.0,Yes 39.0,Female,,2.82,Bronchitis,,4.0,Yes ,Male,Yes,1.36,COPD,Medication,1.0,Yes 86.0,Male,Yes,3.84,,Medication,,Yes 22.0,Male,,3.79,Bronchitis,Surgery,6.0,No 73.0,Female,No,5.25,Lung Cancer,Surgery,,No 83.0,,No,5.98,Asthma,Surgery,5.0,Yes 59.0,Female,No,3.54,COPD,Surgery,13.0,No 78.0,Female,No,2.73,,Surgery,7.0,No 74.0,Female,Yes,1.93,Lung Cancer,Surgery,12.0,No 81.0,Male,Yes,1.02,Pneumonia,Medication,6.0,No 23.0,Male,Yes,3.55,Asthma,,14.0,No 79.0,Female,Yes,3.78,,,14.0,Yes 49.0,Male,No,5.12,COPD,Surgery,3.0,Yes 21.0,Male,No,3.52,COPD,Surgery,5.0,No 81.0,Male,Yes,5.58,,Medication,3.0,Yes 68.0,Male,No,4.14,COPD,Surgery,9.0,No 28.0,Female,Yes,5.2,Bronchitis,Surgery,2.0, 50.0,Male,Yes,1.74,Bronchitis,Medication,6.0,No 80.0,,No,5.28,Asthma,Medication,9.0,Yes 67.0,Female,No,4.38,COPD,,10.0,No 44.0,Male,No,1.85,,Surgery,,No 55.0,Female,No,1.95,Pneumonia,Medication,5.0,No 27.0,Male,No,5.63,Pneumonia,Therapy,,Yes 77.0,Male,No,1.16,Bronchitis,Medication,2.0,No 64.0,,No,3.31,,Therapy,4.0,Yes 81.0,Female,Yes,2.57,COPD,Therapy,10.0,No 58.0,Female,No,4.33,COPD,Surgery,12.0,No 77.0,Female,Yes,5.2,Pneumonia,Surgery,2.0,No 83.0,Male,Yes,2.8,Lung Cancer,,12.0,Yes 63.0,Male,No,3.13,Pneumonia,Surgery,13.0,No 48.0,Male,Yes,5.91,Lung Cancer,Medication,13.0,No 78.0,Female,No,4.92,Asthma,Medication,8.0,No 28.0,Male,Yes,5.49,Asthma,Therapy,10.0,No 25.0,Male,Yes,3.19,COPD,Therapy,7.0,No 48.0,,Yes,,Bronchitis,,7.0,No 77.0,Female,,3.06,COPD,Medication,3.0,Yes 36.0,Female,Yes,4.58,COPD,Therapy,7.0,No 35.0,Male,,1.55,Bronchitis,Medication,8.0,Yes 22.0,Male,Yes,2.35,COPD,Medication,5.0,No 40.0,Male,No,1.23,Bronchitis,Therapy,1.0, 83.0,Female,Yes,3.16,COPD,,1.0,No 55.0,Female,No,5.14,Asthma,Medication,12.0,Yes 81.0,Female,Yes,1.12,Lung Cancer,Surgery,11.0,No 61.0,Female,Yes,4.38,COPD,Surgery,14.0,Yes 61.0,Male,Yes,5.66,Lung Cancer,Medication,4.0,No 80.0,Male,No,2.18,Pneumonia,Surgery,2.0,Yes 32.0,Male,Yes,4.47,COPD,Therapy,7.0,No ,Male,Yes,5.88,Asthma,Medication,13.0,No 73.0,Male,Yes,5.81,Bronchitis,Medication,3.0,No 35.0,Male,Yes,2.17,Asthma,Surgery,12.0,Yes 27.0,,No,1.5,Lung Cancer,Medication,4.0,Yes 78.0,Male,Yes,1.74,Bronchitis,,9.0,Yes 76.0,Female,,4.51,Asthma,Surgery,,No 59.0,Female,Yes,4.63,Asthma,Surgery,12.0,Yes 78.0,Male,Yes,4.37,Asthma,Medication,8.0,No 21.0,Female,No,2.68,Bronchitis,Medication,1.0,No 29.0,Male,Yes,1.85,Asthma,Therapy,3.0,No 63.0,Male,Yes,3.9,Asthma,Therapy,4.0,No 30.0,Female,No,3.42,Lung Cancer,Medication,14.0,No ,Male,Yes,4.64,Asthma,Medication,6.0, 69.0,Male,Yes,3.21,Asthma,Therapy,1.0,No 31.0,Male,Yes,2.69,Pneumonia,Surgery,14.0,Yes 42.0,Male,No,,Bronchitis,Medication,8.0,Yes 37.0,Male,Yes,2.06,,Therapy,2.0, 81.0,Male,No,2.33,Lung Cancer,Therapy,5.0,No 81.0,Male,No,,Pneumonia,,6.0,Yes 57.0,Female,No,,COPD,Medication,8.0,No 86.0,Female,No,1.18,Bronchitis,Therapy,3.0,Yes 57.0,Male,No,1.93,Asthma,Medication,12.0,No 86.0,Female,No,4.73,Pneumonia,Surgery,9.0,No 80.0,Male,No,2.63,Pneumonia,Medication,12.0,Yes 20.0,Male,Yes,4.34,Asthma,Therapy,5.0,Yes ,Male,Yes,4.58,Asthma,Therapy,8.0,No 47.0,Male,No,3.91,Lung Cancer,Medication,4.0,No ,Female,No,5.79,Pneumonia,Therapy,12.0,Yes 32.0,Female,,1.11,Pneumonia,Surgery,9.0,Yes 46.0,Female,No,4.69,COPD,,8.0,Yes 26.0,Female,No,5.79,COPD,Medication,5.0,No 41.0,,No,5.31,Pneumonia,Therapy,3.0,Yes 72.0,Female,Yes,1.84,COPD,Surgery,,No 23.0,Male,Yes,2.63,Pneumonia,Medication,5.0,Yes 42.0,Male,,1.86,Bronchitis,Therapy,5.0,Yes 89.0,Female,No,4.01,Lung Cancer,Medication,4.0,Yes 52.0,Male,No,4.56,COPD,Surgery,10.0,Yes 47.0,Female,Yes,2.59,Pneumonia,Therapy,10.0,No 27.0,Female,,3.7,COPD,Medication,8.0,No 20.0,Female,Yes,4.45,Lung Cancer,,3.0,Yes 56.0,Female,Yes,3.11,Bronchitis,Therapy,12.0,No 82.0,Female,Yes,,Asthma,Surgery,10.0,No 41.0,Male,No,4.86,Asthma,Surgery,9.0,No 89.0,Female,No,1.32,COPD,Medication,,Yes 40.0,Female,Yes,4.11,Pneumonia,Therapy,4.0,Yes ,Male,Yes,2.18,Lung Cancer,Therapy,6.0,No 24.0,,Yes,3.79,Bronchitis,Therapy,9.0,Yes 79.0,Female,Yes,5.78,Bronchitis,Medication,10.0,Yes 65.0,Male,No,5.4,Bronchitis,Surgery,2.0,Yes 69.0,Male,Yes,3.02,,Surgery,2.0,Yes 67.0,Female,No,2.46,Lung Cancer,Therapy,2.0,No 25.0,Male,Yes,2.17,Asthma,Medication,5.0,No 75.0,Female,No,,COPD,Therapy,6.0,Yes 78.0,Male,Yes,1.57,Bronchitis,Surgery,3.0,No 48.0,Female,No,3.75,Lung Cancer,Therapy,3.0,No 37.0,Female,No,1.01,Bronchitis,Therapy,2.0,No 21.0,Female,No,2.62,Asthma,Therapy,11.0, ,Male,Yes,2.1,Asthma,Surgery,6.0,No 73.0,Female,No,5.86,Asthma,,1.0,Yes 57.0,Male,Yes,4.64,Bronchitis,Therapy,9.0,No 67.0,Female,No,2.75,Lung Cancer,Surgery,11.0,No 46.0,Female,No,1.46,Lung Cancer,Therapy,10.0,Yes 39.0,Female,Yes,3.58,COPD,Medication,4.0,Yes 31.0,Female,No,2.07,,Therapy,14.0,Yes 62.0,Female,No,3.68,COPD,Medication,2.0,No 80.0,Male,,5.18,COPD,Surgery,13.0, 50.0,Male,No,4.08,,,12.0,Yes 80.0,Male,No,4.17,COPD,Medication,6.0,No 86.0,Female,No,3.71,Asthma,Surgery,5.0,Yes 54.0,Female,No,5.64,COPD,Medication,3.0,Yes 34.0,Male,Yes,5.66,Lung Cancer,Medication,13.0,No 35.0,Female,No,3.56,COPD,Surgery,3.0,Yes 32.0,Female,No,2.53,Asthma,Medication,5.0,No 54.0,Female,No,3.3,Pneumonia,Medication,4.0,Yes 78.0,Male,,1.93,Pneumonia,Therapy,5.0,Yes 40.0,Male,No,4.18,Pneumonia,Medication,2.0,Yes 73.0,Male,No,3.5,Bronchitis,Medication,11.0,No 49.0,Male,No,1.52,Lung Cancer,Medication,1.0,Yes 67.0,Male,,1.99,Asthma,Surgery,5.0,Yes 54.0,Female,Yes,3.4,Pneumonia,Medication,11.0,Yes 57.0,Female,Yes,5.44,Asthma,Surgery,1.0,No 50.0,Female,Yes,,Asthma,Surgery,3.0,No 43.0,Female,Yes,4.41,Bronchitis,Medication,8.0, 68.0,Male,No,2.7,Pneumonia,Medication,11.0,No 51.0,Male,No,3.86,,,8.0,No 74.0,Female,Yes,3.24,Asthma,Medication,9.0,Yes 77.0,Male,Yes,4.3,Pneumonia,Medication,1.0,Yes 22.0,Female,Yes,1.25,Asthma,Medication,4.0,Yes 88.0,Female,No,3.47,Bronchitis,Medication,6.0,Yes 29.0,Female,No,2.48,Bronchitis,Surgery,7.0,No 44.0,Female,Yes,2.63,COPD,Therapy,5.0,Yes 87.0,,Yes,,Bronchitis,Surgery,13.0,No 80.0,Female,Yes,1.91,Pneumonia,Medication,7.0,No 48.0,Male,,2.56,Bronchitis,Therapy,11.0,No ,Female,Yes,3.55,COPD,Therapy,10.0,Yes 62.0,Female,No,5.32,Lung Cancer,,8.0, 85.0,Female,Yes,3.08,Asthma,Medication,10.0,Yes 80.0,Female,,4.72,Asthma,Surgery,6.0,No 62.0,Male,Yes,5.28,Pneumonia,Therapy,11.0,Yes 44.0,Female,Yes,2.55,COPD,Therapy,4.0,Yes 39.0,Male,,2.96,COPD,Medication,1.0,No 67.0,Female,Yes,2.78,COPD,Medication,11.0,No 43.0,Female,No,5.16,Asthma,Therapy,,Yes 30.0,Female,No,1.22,Bronchitis,Therapy,10.0,Yes 74.0,Male,Yes,,Asthma,Medication,10.0,No 47.0,Female,Yes,4.4,Asthma,Medication,10.0, 88.0,Female,No,3.83,Asthma,Medication,,No 82.0,Female,No,3.18,Bronchitis,Surgery,5.0,Yes 78.0,Female,Yes,3.7,Lung Cancer,Surgery,4.0,No 24.0,Female,No,,Pneumonia,Medication,9.0,Yes 70.0,Male,Yes,3.15,Lung Cancer,Surgery,3.0, 40.0,Male,No,3.51,Lung Cancer,Therapy,3.0,No 31.0,Female,Yes,5.51,Asthma,Therapy,10.0,No 69.0,Female,No,2.3,Lung Cancer,Medication,7.0,Yes 23.0,Male,No,5.34,Asthma,Therapy,2.0,Yes 61.0,Female,Yes,4.22,Asthma,Therapy,9.0,Yes 57.0,Male,No,1.1,Pneumonia,Therapy,8.0,Yes 44.0,Female,No,4.62,COPD,Therapy,12.0,No 33.0,Female,No,1.18,,Therapy,14.0,No 51.0,Male,No,5.99,Lung Cancer,Surgery,6.0,No 30.0,Female,No,5.36,Pneumonia,Surgery,,Yes 80.0,Male,No,2.49,Lung Cancer,Medication,13.0,Yes 37.0,Male,No,2.29,COPD,Therapy,9.0,No 46.0,Male,Yes,2.91,Bronchitis,Surgery,11.0,No 74.0,Female,No,2.78,COPD,Surgery,3.0,Yes 73.0,Male,No,2.86,Pneumonia,Surgery,,Yes 40.0,Male,Yes,2.59,COPD,Therapy,7.0,Yes 63.0,Female,No,4.11,COPD,Surgery,1.0, 24.0,Female,No,1.82,Pneumonia,Medication,13.0,No 60.0,Female,Yes,,,Medication,1.0,Yes 78.0,Female,,5.06,Lung Cancer,,1.0,No 73.0,Female,,3.38,Asthma,Medication,12.0,No 41.0,Female,Yes,5.26,Bronchitis,Surgery,8.0,No 84.0,Male,,2.24,Bronchitis,Therapy,13.0,Yes 83.0,Female,No,1.09,Bronchitis,Medication,6.0,No 23.0,Male,No,4.1,COPD,Therapy,3.0,No 84.0,Female,Yes,3.29,Pneumonia,Surgery,10.0,No 34.0,Male,No,,Pneumonia,Medication,,Yes 41.0,Male,Yes,5.5,Pneumonia,Surgery,6.0,No 66.0,Female,Yes,5.85,Asthma,Medication,5.0,No 65.0,Female,Yes,4.17,Pneumonia,Therapy,3.0, 33.0,Male,No,4.82,Pneumonia,Medication,14.0,Yes 69.0,,Yes,1.42,COPD,Medication,4.0,Yes 39.0,Female,Yes,1.8,Lung Cancer,Medication,13.0,No 69.0,Male,Yes,4.67,Bronchitis,Therapy,13.0,No 52.0,Male,,3.16,COPD,Medication,11.0,Yes 78.0,Male,No,3.23,COPD,Surgery,11.0,Yes 62.0,Female,No,2.54,COPD,Therapy,1.0,Yes 31.0,,Yes,4.04,,Therapy,9.0,No 59.0,Female,No,1.93,COPD,Surgery,,Yes ,Female,,4.13,Lung Cancer,Therapy,2.0, 57.0,Male,Yes,1.87,Pneumonia,,12.0,Yes ,Female,Yes,1.32,,Therapy,11.0,Yes 47.0,Male,No,2.65,Pneumonia,Surgery,9.0,No 75.0,,No,2.16,Pneumonia,Therapy,12.0,Yes 32.0,Female,Yes,5.44,COPD,Surgery,7.0,No 85.0,Male,No,1.27,COPD,Therapy,14.0, 56.0,Female,Yes,1.88,Bronchitis,,14.0,No 68.0,Female,Yes,3.74,Asthma,Therapy,8.0,No 85.0,Male,No,3.41,Lung Cancer,Medication,13.0,No 55.0,Female,No,1.23,Bronchitis,Surgery,3.0,No 73.0,Male,No,1.04,,Surgery,14.0,Yes 45.0,Male,No,5.94,Lung Cancer,Therapy,7.0,No 59.0,Male,Yes,4.29,,Therapy,11.0,No 62.0,Male,No,2.83,Pneumonia,Therapy,1.0,No 41.0,Female,,3.35,Asthma,Medication,6.0,No 39.0,Female,No,2.33,COPD,Therapy,10.0,No 27.0,Female,Yes,2.72,Asthma,Surgery,6.0,Yes ,Male,No,4.25,Asthma,Therapy,11.0,No 59.0,Female,No,5.41,COPD,Medication,10.0,No 49.0,Female,Yes,1.92,Asthma,Therapy,12.0,No 74.0,Female,Yes,5.2,Bronchitis,Therapy,6.0, 35.0,Female,,1.61,Bronchitis,Surgery,3.0,No 65.0,Male,Yes,2.07,COPD,Therapy,6.0,Yes 81.0,Male,Yes,1.19,COPD,Medication,14.0,Yes 26.0,,No,1.7,Lung Cancer,Therapy,3.0,Yes 64.0,Male,Yes,5.59,Lung Cancer,,10.0,No 78.0,Female,Yes,3.3,Asthma,Surgery,9.0,No ,Female,Yes,1.39,Asthma,Therapy,7.0, 67.0,Female,Yes,5.8,COPD,Surgery,, 46.0,Male,Yes,5.39,Asthma,Surgery,13.0, 72.0,Female,Yes,4.77,Pneumonia,Therapy,,No 54.0,Male,,5.67,Bronchitis,Surgery,,No 70.0,Male,Yes,2.1,Asthma,Surgery,6.0,No 56.0,Female,No,5.18,Asthma,Therapy,9.0,Yes 76.0,Male,No,4.45,Lung Cancer,Therapy,3.0,Yes 27.0,Male,No,5.35,Pneumonia,Medication,8.0,Yes 39.0,Female,Yes,4.98,Asthma,Medication,6.0,Yes 72.0,Male,Yes,2.73,Bronchitis,Surgery,4.0,Yes 31.0,Male,Yes,4.87,,Surgery,5.0,Yes 68.0,Female,No,2.31,,Therapy,3.0,No 36.0,Female,Yes,2.64,Pneumonia,Medication,14.0,Yes 83.0,Male,Yes,1.54,,Medication,2.0,Yes ,Female,Yes,5.68,Pneumonia,Therapy,9.0,Yes 48.0,Female,,2.46,Asthma,Therapy,13.0, ,Male,No,3.6,Bronchitis,,3.0,No 30.0,Male,Yes,2.96,Bronchitis,Therapy,6.0,Yes 69.0,Female,No,5.8,Pneumonia,Medication,5.0,Yes 77.0,Male,Yes,2.68,Lung Cancer,Therapy,10.0,Yes 53.0,Female,Yes,4.89,Lung Cancer,Therapy,11.0,Yes 39.0,Female,No,5.28,,Medication,8.0,No 69.0,Male,No,3.18,Lung Cancer,Therapy,5.0,No 29.0,Male,No,2.89,Pneumonia,Medication,11.0, 51.0,Female,,4.74,Lung Cancer,Medication,8.0, 71.0,Female,,5.56,COPD,Therapy,11.0,Yes ,Female,Yes,4.77,Asthma,Therapy,5.0,Yes 22.0,Female,No,2.14,Lung Cancer,Surgery,11.0,No 56.0,Male,No,,Pneumonia,Surgery,10.0, 59.0,Female,Yes,2.94,Pneumonia,Medication,13.0,Yes 59.0,Male,Yes,3.88,COPD,,6.0,Yes 75.0,Male,Yes,5.16,COPD,Surgery,,Yes 42.0,Female,Yes,1.94,Bronchitis,Medication,2.0,No 30.0,,,4.92,,Surgery,10.0,Yes 83.0,Male,,,Bronchitis,Therapy,10.0,No ,Female,No,5.47,Asthma,Therapy,6.0,No 75.0,Male,Yes,1.86,Pneumonia,Therapy,14.0,No 79.0,Male,Yes,3.1,Bronchitis,Medication,7.0,No 29.0,Female,No,5.16,Pneumonia,Therapy,3.0,Yes ,Female,No,1.1,COPD,Medication,3.0,No 47.0,Female,No,1.56,Asthma,Therapy,12.0,Yes 68.0,Female,,5.95,COPD,Medication,7.0,No 55.0,Female,No,2.4,,Medication,11.0,Yes 32.0,Female,,5.88,Bronchitis,Surgery,10.0,No 55.0,Female,No,1.91,COPD,Surgery,4.0, 45.0,Male,No,2.81,Lung Cancer,Surgery,2.0,No 23.0,Male,No,4.76,Asthma,Medication,9.0,Yes 83.0,Female,Yes,4.29,Pneumonia,Surgery,14.0,No 57.0,Male,Yes,3.91,Bronchitis,Surgery,13.0,No 41.0,Male,Yes,3.65,COPD,Surgery,,No 21.0,,Yes,5.22,Asthma,Medication,6.0,No 50.0,Male,Yes,2.17,Bronchitis,Medication,,Yes 30.0,Female,Yes,3.21,COPD,Surgery,2.0,Yes 65.0,Male,No,1.78,Pneumonia,Surgery,3.0,Yes 81.0,Female,Yes,3.98,Lung Cancer,Medication,5.0,Yes 88.0,Male,,2.25,Lung Cancer,,,No 83.0,Male,Yes,2.67,Pneumonia,,11.0,No ,Male,,3.36,Asthma,Surgery,5.0,No 59.0,Female,No,1.13,Pneumonia,Surgery,13.0,Yes 43.0,Male,Yes,1.46,COPD,Medication,9.0,No 63.0,Male,No,4.43,Asthma,Surgery,,Yes 79.0,Female,Yes,3.14,Lung Cancer,Medication,3.0,Yes 81.0,,Yes,5.32,COPD,Therapy,2.0,Yes 36.0,Male,Yes,4.47,Bronchitis,Surgery,10.0,No 84.0,Male,Yes,1.04,Bronchitis,Therapy,8.0,No 76.0,Male,No,4.08,Bronchitis,Medication,7.0, 74.0,Male,Yes,1.47,Lung Cancer,Therapy,12.0,Yes 72.0,Female,No,4.9,Pneumonia,Surgery,9.0,No 75.0,Male,No,5.96,,Therapy,3.0,No 28.0,Male,No,3.66,Lung Cancer,Therapy,6.0,Yes 41.0,Female,Yes,4.41,COPD,Therapy,5.0,No 32.0,Male,No,2.19,COPD,Medication,5.0,No 67.0,Male,Yes,3.19,Bronchitis,Surgery,10.0,Yes 37.0,Male,No,5.28,Asthma,Medication,,Yes 59.0,Female,Yes,,,Therapy,1.0,No 36.0,Female,Yes,2.33,COPD,Therapy,1.0,Yes 34.0,Male,Yes,3.23,COPD,Medication,3.0,No 34.0,Male,Yes,4.56,Pneumonia,Medication,11.0,No 82.0,,No,2.88,Pneumonia,Therapy,2.0,Yes 58.0,Male,No,5.64,Pneumonia,Surgery,2.0,Yes 32.0,Male,Yes,1.47,Bronchitis,Medication,2.0,Yes 51.0,Female,No,2.85,Asthma,Therapy,4.0,Yes 28.0,Female,Yes,4.54,Pneumonia,Therapy,1.0,No 59.0,,Yes,2.13,Lung Cancer,Surgery,10.0,Yes 39.0,Male,No,4.28,Pneumonia,Therapy,9.0,Yes 82.0,Male,Yes,1.82,Bronchitis,Medication,14.0, 63.0,Male,Yes,1.28,Asthma,Therapy,5.0,Yes 57.0,Male,Yes,1.61,Pneumonia,Therapy,5.0, 79.0,Female,Yes,,Asthma,Therapy,9.0,Yes 67.0,Male,Yes,3.76,Lung Cancer,Therapy,14.0,Yes 37.0,Male,No,4.98,COPD,Surgery,5.0,No ,Female,,2.66,Asthma,Medication,13.0,Yes 74.0,Female,No,3.96,Pneumonia,Therapy,,No 58.0,,Yes,3.47,Bronchitis,Medication,11.0,No 87.0,Female,Yes,5.73,Bronchitis,Surgery,14.0,No 78.0,Female,Yes,,Bronchitis,Medication,8.0,No 81.0,Male,Yes,4.65,Bronchitis,Surgery,11.0,Yes 32.0,Male,Yes,1.23,Asthma,,1.0,No 25.0,Male,Yes,3.75,Bronchitis,Medication,1.0,Yes 79.0,Male,No,3.33,COPD,Therapy,4.0,No 33.0,Female,,5.64,Lung Cancer,Medication,8.0,No 73.0,Female,No,2.29,Asthma,Therapy,3.0,Yes 23.0,,Yes,2.35,Asthma,Therapy,1.0, 58.0,Male,No,3.06,Bronchitis,Medication,11.0,No 44.0,Female,Yes,2.22,Bronchitis,Therapy,12.0,Yes 51.0,Male,No,1.65,Asthma,Medication,9.0,No 78.0,Male,No,5.29,Bronchitis,Therapy,9.0,Yes 82.0,Male,Yes,3.79,Bronchitis,Therapy,9.0,No 57.0,Male,Yes,5.31,Bronchitis,Surgery,,Yes 72.0,Female,No,5.16,Bronchitis,Surgery,2.0,Yes 86.0,Male,Yes,,Bronchitis,Medication,14.0,No 47.0,Female,Yes,3.74,Pneumonia,Therapy,14.0,No 22.0,Male,Yes,1.42,Pneumonia,Surgery,11.0,No 41.0,Male,No,5.58,,Surgery,11.0,Yes 57.0,Female,Yes,3.02,Asthma,Surgery,11.0,Yes 81.0,Male,No,2.97,Lung Cancer,Therapy,4.0,No 76.0,Female,No,2.51,Asthma,Medication,2.0,Yes 25.0,Male,Yes,3.3,Pneumonia,Therapy,7.0,No 51.0,Male,No,2.26,Asthma,Therapy,11.0,Yes 29.0,Male,Yes,2.87,Lung Cancer,Surgery,3.0,Yes 22.0,Male,Yes,5.0,Bronchitis,Therapy,9.0,Yes 78.0,Male,No,,COPD,Therapy,7.0,No 68.0,Female,No,2.52,Pneumonia,Surgery,8.0, 78.0,Female,No,3.35,Pneumonia,Surgery,9.0,Yes 50.0,Male,No,5.37,Lung Cancer,Therapy,8.0,Yes 88.0,Male,No,1.26,Bronchitis,Surgery,7.0,Yes 81.0,Female,Yes,5.45,Bronchitis,Medication,9.0,No 71.0,Female,No,2.1,COPD,Medication,11.0,Yes 60.0,Male,Yes,4.39,Bronchitis,Medication,1.0,Yes 50.0,Male,Yes,3.91,Lung Cancer,Medication,11.0,Yes 41.0,Female,No,3.76,Bronchitis,Medication,4.0,Yes 23.0,Male,No,5.3,Lung Cancer,,4.0,No 32.0,Female,No,1.51,Pneumonia,Surgery,5.0,Yes 64.0,Male,No,2.74,Pneumonia,Medication,8.0,Yes 61.0,Female,No,,Pneumonia,Medication,10.0,Yes 68.0,Female,Yes,5.06,Asthma,Medication,1.0,Yes 39.0,Male,Yes,2.08,Pneumonia,Surgery,6.0,No 73.0,Female,Yes,5.01,Lung Cancer,Surgery,9.0,Yes 55.0,Male,No,3.0,COPD,Therapy,10.0,Yes 20.0,Male,No,1.94,,Therapy,8.0,No 34.0,Male,Yes,4.79,Pneumonia,Therapy,2.0,Yes 36.0,Male,No,1.45,Asthma,Therapy,7.0,No 43.0,Female,No,3.57,Asthma,Surgery,5.0, 77.0,Male,No,1.32,Lung Cancer,Surgery,2.0,Yes 42.0,Male,Yes,2.78,COPD,Surgery,11.0,Yes 65.0,Male,No,4.01,Pneumonia,Surgery,1.0,Yes 27.0,Male,Yes,3.78,Pneumonia,Medication,2.0,Yes 78.0,Female,No,3.02,Asthma,Therapy,11.0,Yes 78.0,Male,No,3.15,Lung Cancer,Surgery,10.0,Yes 32.0,Female,Yes,2.13,Asthma,Surgery,,Yes 58.0,Female,No,3.28,,Therapy,11.0,Yes 47.0,Female,No,5.77,COPD,Surgery,12.0,Yes 80.0,Male,No,5.25,,Medication,8.0,Yes 35.0,Male,Yes,1.73,COPD,Surgery,3.0,Yes 21.0,Male,No,1.15,Lung Cancer,Therapy,5.0,No 36.0,Male,No,5.67,Pneumonia,Medication,11.0, 49.0,Female,No,3.63,Bronchitis,Medication,2.0,No 32.0,Female,,3.69,Bronchitis,Therapy,12.0,No 32.0,Male,No,4.9,Lung Cancer,Therapy,8.0,Yes 62.0,Male,Yes,2.57,Bronchitis,Medication,,No 40.0,Male,Yes,3.41,Asthma,Surgery,11.0,Yes 74.0,Male,No,5.84,Pneumonia,Therapy,10.0,Yes 59.0,Male,No,4.36,Pneumonia,,12.0,No 34.0,Male,Yes,1.77,Bronchitis,Therapy,6.0,No 71.0,Male,No,1.67,Lung Cancer,Surgery,3.0,No 72.0,Female,No,2.02,Asthma,Surgery,11.0,Yes 71.0,Female,No,,Lung Cancer,Medication,8.0,No 49.0,Female,No,2.48,Bronchitis,Surgery,8.0,No 52.0,Female,No,1.11,Pneumonia,Surgery,3.0,No 76.0,Male,No,5.72,Pneumonia,Surgery,12.0,Yes ,Male,No,1.85,Lung Cancer,Therapy,9.0,Yes 28.0,Male,No,1.05,COPD,Medication,10.0,No 73.0,Male,Yes,2.19,Lung Cancer,Medication,,No 20.0,Male,Yes,2.18,COPD,Medication,5.0,No 63.0,Female,No,3.11,Lung Cancer,Surgery,10.0,No 28.0,Male,No,5.6,COPD,Therapy,9.0,No 51.0,Female,No,5.4,COPD,Medication,7.0,No 34.0,Male,No,3.28,COPD,Therapy,10.0,No 31.0,Female,Yes,3.05,COPD,Medication,3.0,Yes 76.0,Male,Yes,3.78,,Surgery,6.0,No 27.0,Female,Yes,2.22,COPD,Medication,10.0, 46.0,Male,Yes,1.26,COPD,,2.0,Yes 81.0,Male,No,5.7,Pneumonia,Surgery,6.0,No 31.0,,No,1.93,Asthma,Surgery,12.0,Yes 84.0,Male,,1.99,COPD,Medication,5.0,No 61.0,Female,Yes,3.36,Bronchitis,Therapy,13.0,Yes 81.0,Male,No,3.46,Asthma,Surgery,3.0,No 30.0,Female,No,1.09,Pneumonia,Medication,14.0,No 62.0,Male,Yes,1.74,Lung Cancer,Surgery,7.0,Yes 36.0,Female,,2.89,Pneumonia,Therapy,11.0,Yes 51.0,Male,Yes,4.42,Pneumonia,,4.0,Yes 59.0,Male,Yes,2.14,Asthma,Medication,11.0,No 42.0,Female,Yes,3.12,Asthma,Therapy,14.0,No 75.0,Male,No,3.79,Bronchitis,Therapy,6.0,No 25.0,Male,No,5.44,Bronchitis,Medication,9.0,No 69.0,Female,Yes,2.63,Asthma,Therapy,12.0,No 56.0,Male,No,1.67,Asthma,Therapy,14.0,Yes 83.0,Female,No,3.45,Asthma,Medication,6.0,No 73.0,Male,No,4.73,Lung Cancer,Surgery,4.0,Yes 68.0,Female,No,1.55,Pneumonia,Therapy,10.0,Yes 30.0,Female,Yes,3.12,Bronchitis,Surgery,2.0,No 68.0,Female,,1.09,Bronchitis,Surgery,9.0,No 40.0,Female,No,1.17,COPD,Surgery,14.0,Yes 85.0,Male,No,3.41,Lung Cancer,Therapy,4.0,No 82.0,Male,Yes,2.49,Asthma,Medication,4.0,Yes 47.0,Female,No,5.23,Asthma,Medication,2.0,No 36.0,Male,,4.01,Lung Cancer,Medication,5.0,Yes 25.0,Male,Yes,3.27,Bronchitis,Medication,13.0,No 38.0,Male,Yes,3.04,Asthma,Medication,6.0,No 75.0,Female,Yes,3.49,COPD,Medication,10.0,No 47.0,Male,No,1.2,Bronchitis,Surgery,6.0,Yes 85.0,Male,Yes,5.46,Pneumonia,Surgery,3.0,No 57.0,Female,Yes,5.99,Lung Cancer,Surgery,12.0,Yes 56.0,Male,Yes,1.91,Bronchitis,Therapy,14.0,No 87.0,Female,Yes,1.6,Pneumonia,Therapy,9.0,No 68.0,Female,Yes,1.72,COPD,Therapy,7.0,Yes 62.0,Female,No,4.31,Lung Cancer,Medication,13.0, 55.0,Male,Yes,4.31,Asthma,Surgery,14.0,Yes 77.0,Male,No,5.24,Asthma,Therapy,3.0,No 32.0,Female,No,4.76,Pneumonia,Surgery,4.0,No 71.0,Female,Yes,3.25,Bronchitis,Medication,7.0,No 77.0,Female,No,4.06,COPD,Surgery,11.0,No 51.0,Female,No,4.44,Pneumonia,Medication,8.0,No 79.0,Female,No,3.56,COPD,,6.0,No 77.0,Female,Yes,3.38,COPD,Medication,4.0,No 75.0,Male,Yes,4.23,,Medication,12.0, 47.0,Female,Yes,3.79,Lung Cancer,Surgery,2.0,No 20.0,Female,Yes,4.22,Pneumonia,Medication,10.0,Yes 61.0,Female,Yes,4.06,Lung Cancer,Therapy,8.0,No 67.0,Male,Yes,4.6,Bronchitis,Therapy,1.0,Yes 59.0,Male,Yes,4.21,Bronchitis,Medication,9.0,Yes 82.0,Male,No,3.6,Asthma,Surgery,8.0,Yes 23.0,Male,No,4.41,Asthma,Therapy,3.0,No 57.0,Female,Yes,3.25,Asthma,Therapy,10.0,Yes 46.0,Male,No,2.21,Bronchitis,Medication,4.0,Yes 28.0,Female,Yes,,,Medication,10.0,Yes 35.0,Female,Yes,3.8,,Therapy,4.0,Yes 75.0,Female,Yes,3.95,Pneumonia,Medication,2.0,No 50.0,Female,No,5.86,Bronchitis,Medication,12.0,No 33.0,Female,Yes,2.81,Asthma,Therapy,11.0,No 44.0,,Yes,2.97,Bronchitis,Surgery,10.0,No 53.0,Male,Yes,2.01,COPD,Surgery,5.0,Yes 86.0,Male,Yes,1.35,COPD,Therapy,13.0,No 43.0,Male,No,4.86,Lung Cancer,Medication,12.0,Yes 45.0,Male,Yes,2.25,Lung Cancer,Therapy,3.0,No ,Male,No,4.04,Pneumonia,Therapy,12.0,Yes 83.0,Female,No,4.44,Bronchitis,Medication,,Yes 29.0,,Yes,3.36,Lung Cancer,Surgery,1.0,Yes 86.0,Male,Yes,,Lung Cancer,Surgery,2.0,Yes 43.0,Male,No,3.22,Bronchitis,Medication,11.0,No 24.0,Female,No,2.42,COPD,Therapy,12.0,No 86.0,Female,No,5.48,Pneumonia,Medication,7.0,Yes 77.0,Female,No,5.31,Pneumonia,Therapy,1.0,Yes 46.0,Male,Yes,1.82,Pneumonia,Medication,12.0, 34.0,Male,No,1.13,Lung Cancer,Medication,13.0,No 54.0,Male,No,1.45,COPD,Surgery,13.0,No 72.0,Male,No,2.43,Pneumonia,Surgery,2.0,Yes 63.0,Male,No,5.86,Bronchitis,Medication,14.0,Yes 45.0,Female,Yes,3.79,Pneumonia,Medication,10.0,Yes 66.0,Male,Yes,2.87,Asthma,Surgery,7.0,Yes 53.0,Female,Yes,5.44,COPD,Therapy,1.0,No 69.0,Male,No,,Asthma,,7.0,Yes 31.0,Female,No,2.58,COPD,Therapy,13.0,No 23.0,Female,Yes,,Bronchitis,Surgery,8.0,Yes 67.0,Female,Yes,5.25,Lung Cancer,Surgery,11.0, 74.0,Female,No,5.22,Lung Cancer,Therapy,,Yes 20.0,Male,Yes,3.56,,Medication,14.0,No 85.0,Male,No,4.95,Pneumonia,Surgery,2.0, 49.0,Male,No,1.9,Asthma,Surgery,4.0,Yes 22.0,Female,,3.87,Bronchitis,Surgery,7.0,No 40.0,Male,No,5.92,,Medication,1.0,No 68.0,Male,No,2.45,Lung Cancer,Surgery,6.0,No 81.0,Male,No,4.97,Pneumonia,Medication,5.0,Yes 57.0,Male,,3.45,Asthma,Surgery,11.0,Yes 34.0,Female,Yes,1.2,Lung Cancer,Therapy,6.0,Yes 71.0,Female,Yes,4.82,COPD,Surgery,8.0,Yes 65.0,Male,No,,Bronchitis,Surgery,11.0,No 44.0,Male,Yes,4.16,Bronchitis,Medication,11.0, 40.0,Male,No,1.43,Lung Cancer,Medication,1.0,Yes 24.0,Female,No,5.73,COPD,Medication,3.0,No 89.0,Female,No,2.46,Asthma,Therapy,11.0,Yes 66.0,Female,No,2.13,Bronchitis,Therapy,13.0,Yes 87.0,,Yes,1.65,Lung Cancer,Medication,9.0,No 37.0,Female,Yes,5.73,Bronchitis,Therapy,12.0,Yes 40.0,Female,Yes,4.56,COPD,Medication,8.0,No 42.0,Female,No,4.71,Asthma,Therapy,4.0,Yes 83.0,Female,Yes,3.5,COPD,Medication,11.0,Yes 86.0,Female,Yes,3.37,Pneumonia,Medication,14.0,Yes 59.0,Male,Yes,1.55,COPD,Therapy,10.0,No 29.0,Male,No,3.8,,Surgery,9.0,Yes 71.0,Male,Yes,2.23,Bronchitis,Medication,7.0,No 80.0,Male,No,5.89,COPD,Medication,2.0,Yes 83.0,Female,Yes,4.98,Lung Cancer,Surgery,1.0,Yes 24.0,Male,No,3.06,Bronchitis,Medication,1.0,No 72.0,Male,Yes,,Bronchitis,Medication,13.0,No 74.0,Male,Yes,4.93,Pneumonia,Therapy,3.0,No 56.0,Female,Yes,1.61,Lung Cancer,Surgery,13.0,No 75.0,Male,,1.95,COPD,Medication,14.0,No 78.0,Female,Yes,2.06,Pneumonia,Medication,10.0,No 88.0,Female,Yes,3.78,Lung Cancer,Surgery,2.0,Yes 78.0,,No,4.94,Pneumonia,Surgery,4.0,No 21.0,Male,No,2.57,Asthma,Therapy,14.0,Yes 84.0,Female,No,1.42,COPD,Therapy,14.0,Yes 79.0,Male,No,3.32,Pneumonia,Therapy,8.0,Yes 70.0,Male,Yes,4.74,Asthma,Medication,5.0,No 49.0,Male,Yes,2.11,COPD,Surgery,5.0, 30.0,Female,No,2.1,Pneumonia,Therapy,6.0,Yes 58.0,Female,Yes,5.74,Pneumonia,Surgery,13.0,Yes 82.0,,No,5.77,Pneumonia,Medication,12.0,No ,Female,Yes,5.95,Pneumonia,Medication,5.0,Yes 80.0,Female,No,5.04,Bronchitis,Surgery,5.0,No 73.0,Female,,1.94,Pneumonia,Surgery,14.0,Yes 77.0,Male,No,2.06,Bronchitis,Therapy,7.0,No 75.0,Female,No,2.7,Bronchitis,Surgery,6.0,No 53.0,Female,Yes,2.59,Asthma,Therapy,13.0,Yes 50.0,Male,Yes,5.78,COPD,Surgery,13.0,Yes 71.0,Female,Yes,4.95,Bronchitis,Surgery,14.0,No 20.0,Male,No,4.62,Lung Cancer,,10.0,No 74.0,Female,Yes,1.93,Bronchitis,Medication,11.0,No 41.0,,No,5.55,Lung Cancer,Medication,,Yes 59.0,Female,Yes,5.14,Asthma,Medication,,Yes ,Female,Yes,1.82,Lung Cancer,Therapy,1.0,Yes 84.0,Female,No,5.36,Asthma,Therapy,1.0,Yes 82.0,Female,,2.36,Asthma,Medication,4.0,Yes 73.0,Male,Yes,1.4,Asthma,Medication,2.0,No 61.0,Female,No,4.28,Lung Cancer,Surgery,6.0,No ,Female,No,4.27,Lung Cancer,Surgery,12.0,No 41.0,Female,Yes,1.47,Asthma,Therapy,12.0,No 57.0,Male,No,,Asthma,Therapy,9.0,No 27.0,Male,,5.96,COPD,Surgery,10.0,No 81.0,Male,Yes,4.39,Asthma,Therapy,11.0,Yes 66.0,Female,,4.65,Pneumonia,Medication,14.0,No 36.0,Female,Yes,2.06,COPD,Surgery,10.0,Yes 36.0,Male,No,1.39,COPD,Surgery,8.0, 32.0,Male,,2.38,COPD,Therapy,4.0,Yes 36.0,,No,2.24,Pneumonia,Surgery,13.0,Yes 57.0,Female,No,2.17,COPD,Surgery,12.0,No 64.0,Male,No,1.96,COPD,Medication,2.0,No 25.0,Female,No,3.87,Lung Cancer,Surgery,1.0,Yes 54.0,,No,2.64,Lung Cancer,Surgery,7.0,Yes 33.0,Female,Yes,,Asthma,Surgery,10.0,No 80.0,Male,Yes,1.92,Asthma,Surgery,3.0,No 34.0,Female,No,3.32,Bronchitis,Medication,14.0,No 73.0,Male,Yes,1.07,Pneumonia,Surgery,6.0,Yes 46.0,Male,No,3.41,Lung Cancer,Medication,5.0,No ,Male,,1.28,Asthma,Medication,5.0,No 50.0,Male,Yes,5.89,Pneumonia,Medication,12.0,Yes 54.0,Female,Yes,4.95,COPD,Therapy,2.0,Yes 79.0,Female,,3.45,Pneumonia,Therapy,14.0,No 25.0,Female,No,,Lung Cancer,Surgery,9.0,Yes 88.0,Female,No,3.96,Bronchitis,Medication,11.0,Yes 77.0,,No,4.79,Lung Cancer,Therapy,4.0,Yes 68.0,Male,No,1.95,Asthma,Surgery,10.0,Yes 42.0,Male,No,3.84,Asthma,Therapy,1.0,Yes 53.0,Male,Yes,5.07,Pneumonia,Medication,2.0,No 45.0,Female,No,4.84,Lung Cancer,Surgery,9.0,No 66.0,Male,No,5.01,Asthma,Medication,7.0,No 24.0,Female,Yes,5.4,COPD,Medication,10.0,No ,Male,No,5.69,COPD,Therapy,2.0,No 25.0,Male,No,3.03,Bronchitis,Surgery,7.0,Yes 89.0,Male,Yes,3.84,Pneumonia,Surgery,14.0,No 78.0,Male,No,4.95,Asthma,Surgery,4.0,No 83.0,Female,Yes,4.49,Bronchitis,Therapy,10.0,Yes 37.0,Female,No,5.98,COPD,Surgery,2.0,No 23.0,Female,Yes,1.07,Bronchitis,Therapy,12.0,No ,Female,Yes,2.78,Bronchitis,Surgery,4.0,No 33.0,Male,Yes,2.41,Asthma,Therapy,5.0,No 32.0,Male,No,2.31,Asthma,Surgery,13.0,Yes 26.0,Female,No,2.11,Asthma,Therapy,14.0,Yes 63.0,Female,Yes,4.55,Pneumonia,Medication,4.0,Yes ,Male,Yes,1.42,Bronchitis,Medication,3.0,Yes 38.0,Male,No,4.71,Bronchitis,Medication,6.0,No ,Female,No,4.47,Pneumonia,Surgery,1.0,No 54.0,Female,No,,COPD,Therapy,8.0,No ,Female,No,2.26,Lung Cancer,Medication,12.0,No 38.0,Male,No,4.14,COPD,Surgery,5.0,No 39.0,Female,,4.81,Pneumonia,Therapy,8.0,No 54.0,Female,No,,Bronchitis,Medication,10.0,No 51.0,Female,Yes,5.26,Bronchitis,Medication,4.0,Yes ,Female,,5.82,Asthma,Surgery,4.0,Yes ,Female,Yes,3.91,Asthma,Therapy,5.0,Yes 43.0,Male,Yes,5.54,Bronchitis,Surgery,5.0,Yes 80.0,Female,No,5.04,Bronchitis,Medication,11.0,Yes 36.0,Male,Yes,5.47,Asthma,Surgery,6.0,Yes 69.0,Female,Yes,1.06,Asthma,Surgery,5.0,Yes 84.0,Female,Yes,5.83,COPD,Medication,5.0,No 51.0,Female,Yes,3.37,,Medication,13.0,No 55.0,Male,No,4.99,Bronchitis,Therapy,8.0,No 32.0,Male,Yes,1.64,Pneumonia,Therapy,6.0,No 89.0,Male,No,2.98,COPD,Medication,2.0,Yes 77.0,Female,Yes,2.36,Lung Cancer,Medication,4.0,Yes 33.0,Female,,2.46,Lung Cancer,Therapy,4.0,Yes 56.0,Male,No,1.62,Lung Cancer,Surgery,5.0,Yes 87.0,,No,,Asthma,Medication,6.0,No ,Female,Yes,1.05,Lung Cancer,Medication,11.0,No 78.0,Male,No,2.56,Pneumonia,Surgery,5.0,No 35.0,Female,No,1.87,Asthma,Therapy,14.0, 81.0,Male,Yes,3.95,Asthma,Therapy,14.0,Yes 23.0,Male,No,2.27,Lung Cancer,Surgery,11.0,Yes 64.0,Male,Yes,2.29,Asthma,Medication,6.0,No 47.0,Female,Yes,3.44,COPD,Surgery,8.0,No 85.0,Female,No,4.26,COPD,Medication,4.0,No 50.0,Male,Yes,1.61,Lung Cancer,Therapy,,No 22.0,Female,Yes,1.88,Pneumonia,Medication,3.0,No 27.0,Female,Yes,2.24,,Medication,9.0,No ,,No,5.87,Bronchitis,Medication,,Yes 34.0,Female,Yes,2.99,Lung Cancer,Medication,,Yes 62.0,Male,Yes,3.99,Asthma,Medication,8.0,No 50.0,Female,Yes,2.21,Lung Cancer,Therapy,10.0,Yes 64.0,Female,No,3.45,Lung Cancer,Surgery,12.0,Yes 85.0,Male,Yes,1.37,Pneumonia,Therapy,5.0,Yes 27.0,Female,No,1.17,Bronchitis,Medication,9.0,No ,Female,Yes,3.34,Asthma,Surgery,3.0,Yes 49.0,Female,No,2.99,Lung Cancer,Medication,10.0,Yes 37.0,Male,No,1.68,Lung Cancer,Therapy,10.0,Yes 88.0,Male,No,4.44,Asthma,Therapy,8.0,Yes 58.0,Female,Yes,5.96,Lung Cancer,Medication,14.0,Yes 79.0,Female,Yes,2.98,Lung Cancer,Medication,13.0,Yes 62.0,,Yes,4.12,Lung Cancer,Surgery,13.0,Yes 64.0,Male,No,5.81,COPD,,7.0,No 42.0,Male,Yes,5.16,COPD,Medication,12.0,Yes 88.0,Female,Yes,3.32,Bronchitis,Surgery,7.0,Yes 25.0,,No,4.69,Pneumonia,Medication,14.0,Yes 75.0,Male,Yes,1.64,Asthma,Medication,11.0,No 23.0,Female,Yes,3.56,Pneumonia,Medication,10.0,Yes 42.0,Female,No,2.4,Pneumonia,Therapy,9.0,No 25.0,Female,No,1.81,COPD,Medication,12.0,Yes 51.0,Female,Yes,3.13,,Medication,8.0,No 37.0,Female,No,1.66,Pneumonia,Medication,3.0,No 34.0,Female,Yes,4.49,Pneumonia,Surgery,14.0,No 59.0,Female,Yes,3.28,Lung Cancer,Medication,13.0,Yes 25.0,Male,Yes,3.66,Asthma,Therapy,6.0,No 82.0,Male,Yes,1.73,Bronchitis,Therapy,11.0,Yes 86.0,Male,Yes,1.7,Asthma,Medication,6.0,Yes 30.0,Male,No,3.92,COPD,Medication,5.0,Yes ,Male,No,5.93,Pneumonia,Medication,3.0,No 36.0,Male,Yes,1.48,Pneumonia,Therapy,9.0,Yes ,Male,No,2.43,Asthma,Surgery,7.0,No 82.0,Male,No,5.35,COPD,Surgery,4.0,Yes 87.0,Male,Yes,1.36,Lung Cancer,Medication,6.0, 60.0,Female,No,5.38,Lung Cancer,Surgery,5.0,Yes 24.0,Female,,3.62,Pneumonia,Therapy,1.0,Yes 51.0,Male,Yes,3.04,Pneumonia,Medication,2.0,Yes 89.0,,Yes,2.55,Bronchitis,,1.0,Yes 54.0,Female,Yes,2.49,,Medication,9.0,Yes 41.0,Male,Yes,2.53,Pneumonia,Medication,9.0, 84.0,Male,Yes,5.42,COPD,Therapy,5.0,Yes ,Male,Yes,4.62,Asthma,Therapy,8.0,Yes 30.0,Female,Yes,4.35,Bronchitis,Surgery,10.0,No 22.0,Female,No,,Lung Cancer,Therapy,4.0, 28.0,Male,Yes,2.29,Bronchitis,Medication,1.0,No 79.0,Female,No,4.09,Asthma,Therapy,13.0,Yes 33.0,Female,No,3.3,Lung Cancer,Surgery,,No 37.0,Female,Yes,4.91,COPD,Surgery,4.0,Yes 42.0,Male,No,2.55,Lung Cancer,Surgery,7.0,No 66.0,Female,No,4.22,Lung Cancer,Therapy,11.0,Yes 88.0,Female,No,5.41,COPD,Therapy,2.0, 66.0,Female,Yes,3.01,Pneumonia,Therapy,2.0, 49.0,Female,,1.33,Pneumonia,Therapy,6.0,Yes 44.0,Female,No,3.58,Lung Cancer,Therapy,9.0,Yes 47.0,Female,Yes,,Lung Cancer,Surgery,,No 44.0,Female,No,4.36,Bronchitis,Surgery,7.0,No 77.0,Male,No,5.76,Pneumonia,Therapy,10.0,No 60.0,Male,No,3.43,COPD,Medication,14.0,No 44.0,Female,No,3.33,Lung Cancer,Surgery,9.0,No 67.0,Male,No,4.27,Lung Cancer,Medication,11.0, 29.0,Female,Yes,1.52,Bronchitis,Medication,13.0,No 30.0,Female,No,2.27,Bronchitis,Surgery,9.0,Yes 40.0,Female,Yes,5.59,Bronchitis,Medication,11.0,Yes 64.0,Male,No,4.35,Asthma,Medication,4.0,Yes 26.0,Female,Yes,1.07,COPD,Surgery,2.0,Yes 83.0,Female,Yes,2.02,Asthma,Surgery,1.0,No 83.0,Male,Yes,4.41,Lung Cancer,Therapy,6.0,No 21.0,,No,4.82,Bronchitis,Surgery,5.0,No 61.0,Female,No,5.2,Bronchitis,Medication,6.0, 73.0,,No,2.46,Bronchitis,Surgery,7.0,No 35.0,Male,No,5.66,Pneumonia,Therapy,9.0,No 37.0,Female,No,3.76,COPD,Surgery,10.0,Yes 78.0,,,4.48,Asthma,Medication,10.0,No ,Female,Yes,3.98,COPD,Surgery,11.0,Yes 25.0,,Yes,1.61,Bronchitis,Medication,6.0,Yes 76.0,Male,,5.82,Lung Cancer,Surgery,6.0,Yes 66.0,Male,No,1.61,Pneumonia,Therapy,13.0,Yes 67.0,Female,Yes,2.27,COPD,Therapy,3.0,No 61.0,Male,No,5.07,,Surgery,,No ,Male,No,4.09,Bronchitis,Medication,8.0,Yes 23.0,Female,Yes,5.19,Bronchitis,Therapy,9.0,No 21.0,Female,Yes,3.58,Bronchitis,Medication,1.0,Yes ,Female,No,2.88,Bronchitis,Surgery,6.0,Yes 46.0,Male,No,5.61,Pneumonia,Therapy,7.0,Yes 46.0,Female,Yes,1.18,Pneumonia,Therapy,11.0,Yes 26.0,,No,5.28,COPD,Medication,8.0,No 82.0,Male,Yes,2.15,Bronchitis,Therapy,12.0,Yes 65.0,Female,Yes,5.24,Pneumonia,Medication,10.0,No 82.0,,Yes,1.7,Lung Cancer,Medication,11.0,Yes 31.0,Female,No,,Pneumonia,Surgery,,No 32.0,Female,Yes,5.44,Pneumonia,Medication,7.0,No 62.0,Female,Yes,3.37,COPD,Therapy,8.0,No 36.0,Male,No,4.73,Pneumonia,Medication,11.0,Yes 82.0,Male,Yes,5.02,Lung Cancer,Therapy,9.0,Yes 55.0,Male,No,,Bronchitis,Medication,10.0,No 27.0,,No,5.63,Asthma,Surgery,7.0,No 88.0,Male,No,3.23,COPD,Surgery,3.0,Yes 55.0,Female,,1.87,Lung Cancer,Medication,9.0,No 47.0,Female,Yes,1.24,COPD,Medication,1.0,No 66.0,Male,,2.23,Bronchitis,Medication,14.0,No 49.0,Male,No,,Pneumonia,Surgery,8.0,Yes 42.0,Female,No,3.79,Pneumonia,Medication,6.0,Yes 35.0,Male,Yes,1.92,Lung Cancer,Medication,11.0,Yes 33.0,,No,1.19,Bronchitis,Therapy,3.0,Yes 71.0,Male,No,1.18,Asthma,Surgery,9.0,Yes 56.0,Male,No,5.16,Asthma,Surgery,6.0,Yes 48.0,Male,Yes,3.96,Pneumonia,Medication,7.0,No 86.0,,No,2.79,Bronchitis,Medication,,No 34.0,Male,Yes,5.47,Bronchitis,Therapy,2.0,No 66.0,Female,Yes,1.35,Lung Cancer,Medication,1.0,No 65.0,Male,No,5.9,Asthma,Surgery,1.0,No 71.0,Male,No,,Lung Cancer,Therapy,3.0,No 38.0,Male,No,1.92,COPD,Surgery,11.0,Yes 40.0,Female,Yes,4.4,Bronchitis,Medication,3.0, 83.0,Female,Yes,4.82,Asthma,Therapy,8.0,No 56.0,Female,Yes,3.15,Lung Cancer,Surgery,7.0,Yes ,Female,No,5.31,Pneumonia,Surgery,10.0,Yes 74.0,Female,Yes,1.75,COPD,Surgery,8.0,No 48.0,Male,No,2.39,Lung Cancer,Medication,1.0,No 39.0,Male,No,1.47,Pneumonia,Medication,,No 44.0,Male,,,Asthma,Medication,8.0,Yes ,Female,Yes,2.19,,Medication,10.0,Yes 82.0,Female,Yes,5.59,COPD,Surgery,2.0,Yes 55.0,Male,,1.39,Pneumonia,Therapy,7.0,Yes 21.0,Female,No,3.14,Bronchitis,Medication,8.0,No 41.0,Female,Yes,3.66,Asthma,Therapy,14.0,No 35.0,Female,Yes,5.49,Bronchitis,Surgery,9.0,No 37.0,Male,No,5.99,Bronchitis,Medication,7.0,Yes 88.0,Male,No,4.77,Lung Cancer,Surgery,12.0,Yes 73.0,Female,Yes,5.85,Lung Cancer,Medication,9.0,No 49.0,Female,No,4.94,Asthma,Medication,2.0,No 64.0,Female,Yes,5.82,Bronchitis,Therapy,11.0,No 38.0,Female,No,4.54,Lung Cancer,Surgery,1.0,Yes 53.0,Male,No,1.4,Pneumonia,Surgery,1.0,No 32.0,Female,Yes,3.01,Pneumonia,Surgery,11.0, 62.0,,No,,Pneumonia,Therapy,12.0,No 81.0,Male,No,2.75,Pneumonia,Therapy,4.0,No 41.0,Male,No,,Bronchitis,Surgery,1.0,Yes 71.0,Female,Yes,3.89,Pneumonia,Surgery,7.0,Yes 71.0,Male,No,5.67,Bronchitis,Medication,8.0,Yes 55.0,Male,No,1.17,Asthma,Medication,3.0,No 38.0,Female,Yes,4.85,Asthma,Therapy,14.0,Yes 57.0,Female,Yes,4.61,Pneumonia,Medication,1.0,No 89.0,Female,No,5.82,Pneumonia,Surgery,3.0,Yes 76.0,Male,No,5.65,Pneumonia,Surgery,2.0,No 39.0,Female,No,4.81,Asthma,Medication,,Yes 28.0,Male,Yes,3.6,Lung Cancer,Medication,11.0,Yes 51.0,Male,No,2.02,Asthma,Therapy,7.0,No 23.0,Female,Yes,,Pneumonia,Medication,9.0,Yes 69.0,Male,Yes,4.83,Lung Cancer,Therapy,5.0,No 24.0,,No,5.48,Lung Cancer,Medication,4.0,No 39.0,Male,No,4.95,COPD,Medication,1.0,No 56.0,Male,Yes,1.98,Bronchitis,Medication,11.0,Yes 41.0,Female,,,Pneumonia,Medication,14.0,No 77.0,Male,No,2.66,Bronchitis,Surgery,6.0,Yes 87.0,Female,Yes,1.05,,Surgery,11.0,Yes 63.0,Male,No,2.0,Bronchitis,Surgery,8.0,No 53.0,Male,Yes,1.57,Pneumonia,Medication,4.0,Yes 61.0,Female,,5.21,COPD,Therapy,1.0,No 28.0,Male,Yes,2.29,Bronchitis,Medication,14.0,No 26.0,Male,Yes,2.42,Asthma,Surgery,14.0,No 87.0,Male,No,5.8,Lung Cancer,Therapy,,No 38.0,,Yes,2.9,COPD,Therapy,10.0,No 50.0,Male,Yes,1.05,Asthma,Surgery,5.0,No 54.0,Male,No,2.42,Pneumonia,Medication,2.0,Yes 76.0,Female,No,1.6,Lung Cancer,Therapy,6.0,Yes 80.0,Female,No,1.51,COPD,,10.0,Yes 50.0,Female,Yes,1.39,Lung Cancer,Surgery,9.0,Yes 72.0,Male,Yes,3.97,COPD,Therapy,14.0,Yes 51.0,Male,Yes,1.95,COPD,Therapy,,No 85.0,Male,No,2.81,Bronchitis,Therapy,8.0,Yes 78.0,Female,Yes,,Lung Cancer,Medication,10.0,No 29.0,Male,Yes,3.12,Lung Cancer,Medication,3.0,Yes 21.0,Female,No,5.58,Asthma,Surgery,10.0,Yes 85.0,Male,Yes,3.49,Pneumonia,Medication,2.0,No 79.0,Male,No,2.99,Asthma,,4.0,Yes ,Male,No,4.75,Bronchitis,,12.0,Yes 35.0,Female,No,1.37,COPD,Therapy,9.0,Yes 35.0,Male,Yes,1.45,Bronchitis,Therapy,9.0,No 65.0,Female,Yes,4.26,Bronchitis,Medication,3.0,Yes 58.0,Male,Yes,3.43,Asthma,Medication,12.0, 50.0,Male,No,4.95,COPD,Medication,13.0,Yes 20.0,Female,No,5.58,Pneumonia,,1.0,No 30.0,Male,No,2.94,Bronchitis,Surgery,1.0,Yes 23.0,Male,Yes,3.98,Pneumonia,Medication,4.0,No 45.0,,Yes,3.5,COPD,Surgery,4.0,No 69.0,Male,,5.91,COPD,Therapy,11.0,Yes 31.0,Female,Yes,5.16,Asthma,Surgery,12.0,Yes 84.0,Female,Yes,5.56,Lung Cancer,Therapy,10.0,Yes 66.0,Male,No,2.27,Asthma,Surgery,6.0,No 72.0,Male,Yes,4.86,Pneumonia,Surgery,5.0,Yes 21.0,Female,No,2.33,Asthma,Therapy,6.0,No 43.0,Male,,2.04,,Surgery,10.0,Yes 23.0,Female,Yes,5.72,Bronchitis,Therapy,7.0,Yes 38.0,Male,No,,Lung Cancer,Medication,7.0,No 45.0,Female,Yes,5.83,COPD,Therapy,10.0,Yes 59.0,Female,Yes,1.75,Bronchitis,Surgery,14.0,Yes 69.0,Female,No,5.1,Pneumonia,Medication,10.0,Yes 62.0,Female,Yes,2.38,Pneumonia,Surgery,9.0,No 86.0,Male,,2.75,Pneumonia,Medication,6.0,No 31.0,Male,No,2.08,Asthma,,,No 86.0,Female,No,3.93,Pneumonia,Medication,2.0,No 46.0,Female,No,2.74,Pneumonia,Medication,8.0,Yes 73.0,Female,No,4.29,Asthma,Medication,9.0,Yes 85.0,Female,No,1.08,Bronchitis,Surgery,4.0,Yes 68.0,Male,No,1.32,COPD,Medication,5.0,No 35.0,Female,Yes,1.5,Lung Cancer,Therapy,5.0,Yes 21.0,Female,Yes,3.09,Pneumonia,Therapy,2.0,No 79.0,Female,Yes,5.07,Pneumonia,Therapy,5.0,Yes 73.0,,No,5.44,Pneumonia,Medication,9.0,No 49.0,Female,Yes,2.22,Asthma,Therapy,4.0,No 57.0,Female,,3.87,Asthma,Surgery,10.0,Yes 47.0,Female,Yes,4.84,Asthma,Therapy,3.0,No 44.0,Male,No,2.44,Lung Cancer,Medication,14.0,No 29.0,Female,Yes,3.05,COPD,Therapy,7.0,Yes 79.0,Female,No,3.62,Pneumonia,Medication,8.0,No 61.0,Female,No,1.67,Bronchitis,Medication,13.0,No 59.0,Male,No,1.13,Pneumonia,Therapy,13.0,Yes 61.0,Male,No,1.76,Pneumonia,Surgery,10.0,No 66.0,Male,Yes,4.13,Pneumonia,Surgery,6.0,No 56.0,Female,Yes,1.37,Pneumonia,Therapy,6.0,No 41.0,Female,No,1.95,,Medication,13.0, 76.0,Female,No,,Bronchitis,Therapy,5.0,Yes 46.0,Male,No,1.39,Asthma,Medication,11.0,Yes 60.0,Female,Yes,1.96,Bronchitis,Medication,6.0,Yes 53.0,Male,,5.56,Pneumonia,Medication,9.0,No 51.0,Male,,,Bronchitis,Surgery,2.0,Yes 85.0,Male,Yes,4.27,Pneumonia,,10.0,Yes 31.0,Male,No,2.92,,Therapy,11.0,Yes 59.0,Male,,4.36,Lung Cancer,Surgery,3.0,Yes 29.0,Female,Yes,3.94,Bronchitis,Medication,1.0,No 67.0,Female,No,2.12,Asthma,Medication,4.0,No 39.0,Male,No,5.24,Asthma,Therapy,2.0,Yes 58.0,Female,Yes,3.46,Bronchitis,Medication,6.0,No 79.0,,No,5.11,Bronchitis,Therapy,,Yes 85.0,Male,Yes,3.03,COPD,Therapy,1.0,Yes 84.0,Male,No,5.92,Bronchitis,Medication,8.0,No 70.0,Female,No,4.85,Asthma,Surgery,10.0,No 55.0,Female,No,5.83,Lung Cancer,Medication,6.0,No ,Female,No,3.57,Asthma,Medication,9.0,No 46.0,Female,,3.37,COPD,Therapy,12.0,No 21.0,Male,Yes,4.78,Bronchitis,Surgery,6.0,No 50.0,Female,No,5.4,Lung Cancer,Therapy,10.0,Yes 76.0,Male,No,5.82,Asthma,Medication,7.0,No 85.0,Male,Yes,2.62,Lung Cancer,Therapy,5.0,Yes 48.0,Female,Yes,4.99,Pneumonia,Therapy,14.0,Yes 34.0,Female,No,2.05,Asthma,Medication,8.0,Yes 31.0,Female,Yes,3.73,Pneumonia,Therapy,8.0,Yes 47.0,Male,No,1.9,Lung Cancer,Medication,10.0,Yes 43.0,Male,Yes,2.74,Bronchitis,Therapy,9.0,No 40.0,Male,Yes,5.66,Bronchitis,Surgery,12.0,No 29.0,Male,No,1.73,Bronchitis,Medication,6.0,Yes 37.0,Female,Yes,4.16,Pneumonia,Surgery,1.0,Yes 33.0,Male,No,3.96,Bronchitis,Therapy,9.0,No 53.0,Male,Yes,1.6,COPD,Surgery,3.0,Yes 77.0,Female,Yes,2.63,Asthma,Surgery,9.0,No 41.0,Male,Yes,3.81,Asthma,Surgery,7.0,No ,Male,No,1.94,Lung Cancer,Therapy,14.0,No 55.0,Female,No,5.0,Pneumonia,Medication,12.0,Yes 64.0,Male,Yes,5.86,Asthma,Therapy,13.0,Yes 55.0,Male,No,2.07,Pneumonia,Therapy,3.0,Yes 41.0,Male,No,1.93,Lung Cancer,Therapy,9.0,Yes 80.0,Male,,3.27,Bronchitis,Medication,14.0,Yes 75.0,Female,Yes,4.74,Lung Cancer,Therapy,7.0,Yes 52.0,Male,No,2.41,COPD,Therapy,,Yes 64.0,Female,Yes,1.1,Bronchitis,Medication,7.0,Yes 55.0,Male,Yes,3.71,Bronchitis,Medication,2.0,No 39.0,Female,Yes,5.78,,Medication,11.0,Yes 37.0,Female,Yes,2.96,Lung Cancer,Surgery,4.0,No 57.0,Female,Yes,3.1,COPD,Medication,10.0,No 86.0,Male,No,5.84,Pneumonia,Surgery,8.0,No 42.0,Male,No,4.47,Lung Cancer,Surgery,12.0,Yes 35.0,Male,Yes,4.6,Asthma,Therapy,2.0,Yes 78.0,Female,No,3.81,Asthma,Surgery,13.0,Yes 88.0,Male,No,5.87,Lung Cancer,Therapy,4.0, 87.0,Male,No,4.44,Pneumonia,Surgery,10.0,Yes 40.0,Male,No,5.48,Asthma,Medication,,Yes 89.0,Male,,4.5,,Therapy,12.0,No 31.0,Female,No,4.68,Bronchitis,Surgery,,Yes 35.0,Female,No,2.45,Lung Cancer,Therapy,12.0,No 33.0,Male,Yes,2.52,Bronchitis,Medication,6.0,No 80.0,Male,Yes,4.91,Asthma,Surgery,12.0,No 65.0,Male,Yes,2.48,Pneumonia,Surgery,2.0,Yes 51.0,Female,,,Bronchitis,Medication,,No 34.0,,No,2.25,Asthma,Surgery,8.0,No 63.0,Female,Yes,5.08,COPD,Surgery,12.0,Yes 36.0,Female,No,1.55,,Therapy,13.0,No 60.0,Male,No,5.15,COPD,Surgery,1.0,Yes 73.0,Male,Yes,4.01,COPD,Medication,3.0,Yes 63.0,Male,Yes,1.93,Asthma,Surgery,14.0,No 24.0,Female,Yes,3.71,Lung Cancer,Therapy,2.0,Yes 46.0,Female,No,2.41,Pneumonia,Surgery,7.0,Yes 62.0,Male,No,2.62,Asthma,Therapy,7.0,Yes 50.0,Female,No,2.76,Bronchitis,Surgery,4.0,Yes 36.0,Male,Yes,1.32,Pneumonia,Therapy,12.0,No 73.0,Male,Yes,5.93,Lung Cancer,Therapy,12.0,Yes 81.0,Female,No,1.16,Asthma,Surgery,8.0,Yes 51.0,Female,Yes,4.31,Lung Cancer,Medication,3.0,Yes 59.0,Female,Yes,2.86,,Medication,14.0,Yes 32.0,Female,No,4.23,Asthma,Surgery,9.0,No 54.0,Male,Yes,2.78,Bronchitis,Surgery,5.0,No ,Male,Yes,4.37,Pneumonia,Surgery,14.0,Yes 48.0,Male,Yes,4.65,Pneumonia,Surgery,13.0,No 89.0,Female,No,,Lung Cancer,Surgery,14.0,Yes 44.0,Male,No,1.57,Lung Cancer,Medication,2.0,No 41.0,Female,Yes,4.28,Pneumonia,Therapy,9.0,Yes 85.0,Female,No,,COPD,Therapy,1.0,Yes 64.0,Female,,1.14,Pneumonia,Medication,11.0,No 88.0,Male,No,3.07,Asthma,Medication,8.0,No 20.0,Female,Yes,3.17,,Therapy,6.0,No 63.0,Female,No,3.34,Pneumonia,Medication,12.0,No ,Female,Yes,4.52,Pneumonia,Surgery,1.0,No 73.0,Female,Yes,,Bronchitis,Medication,14.0,Yes 48.0,Female,No,,Bronchitis,Medication,4.0,Yes 73.0,Female,Yes,1.3,,Medication,3.0,Yes 35.0,Female,No,4.43,Bronchitis,Medication,7.0,Yes 39.0,Female,,3.84,Lung Cancer,Therapy,7.0,No 65.0,Female,Yes,2.75,Pneumonia,Therapy,6.0,No 86.0,Female,Yes,4.53,Bronchitis,Therapy,14.0,Yes 84.0,Female,No,3.69,Asthma,Therapy,10.0,Yes 77.0,Female,No,3.35,Bronchitis,Surgery,14.0,No 72.0,Male,No,3.56,Pneumonia,Surgery,10.0,No 20.0,Male,No,4.18,COPD,Therapy,12.0,No 85.0,Female,Yes,4.3,Bronchitis,Therapy,8.0,No 48.0,Female,Yes,2.44,Lung Cancer,Therapy,7.0,No 89.0,Female,Yes,1.7,,Medication,4.0,Yes 27.0,Male,No,1.78,Asthma,Surgery,7.0,Yes 48.0,Male,Yes,4.2,Pneumonia,Surgery,1.0,Yes 70.0,Male,Yes,5.36,COPD,Medication,3.0,Yes ,Female,Yes,3.05,Asthma,,2.0,No 22.0,Female,Yes,1.85,COPD,Medication,7.0,Yes ,Female,,4.78,COPD,Surgery,9.0,Yes 54.0,Female,Yes,5.16,Lung Cancer,Medication,5.0,Yes 88.0,Male,Yes,5.4,Bronchitis,Medication,9.0,Yes 39.0,Female,Yes,4.03,Lung Cancer,Medication,12.0,Yes 58.0,Male,Yes,5.3,Lung Cancer,Therapy,13.0,No 23.0,Male,No,1.08,Lung Cancer,Medication,8.0,Yes 38.0,Female,No,1.54,Asthma,Therapy,1.0,Yes 64.0,Male,Yes,1.46,Bronchitis,Surgery,14.0,No ,Male,,4.56,Bronchitis,Surgery,11.0,No 32.0,Male,No,1.35,Asthma,Surgery,2.0,No 32.0,Male,No,3.48,Lung Cancer,Therapy,6.0,No 79.0,Female,No,3.36,Lung Cancer,Medication,5.0, 76.0,,Yes,2.55,COPD,Surgery,11.0,No 71.0,Male,No,5.35,COPD,Medication,7.0,Yes 72.0,Female,No,1.85,Pneumonia,Therapy,9.0,No 62.0,Male,Yes,2.76,COPD,Surgery,14.0,Yes 61.0,Female,Yes,4.87,Bronchitis,Medication,4.0,No 45.0,Female,Yes,1.15,Asthma,,8.0,No 42.0,Female,Yes,4.36,Lung Cancer,Surgery,4.0,Yes ,Female,No,,Pneumonia,Medication,3.0,Yes 47.0,Female,Yes,5.66,COPD,Therapy,12.0,No 28.0,Male,No,5.38,Pneumonia,Surgery,2.0,Yes 39.0,Female,No,2.6,Asthma,Surgery,8.0,Yes 75.0,,Yes,3.93,Asthma,Surgery,11.0,Yes 58.0,Male,Yes,1.39,Pneumonia,,8.0,Yes 70.0,Female,No,2.29,Pneumonia,Therapy,,No 31.0,Male,No,1.47,Pneumonia,Therapy,12.0,Yes 74.0,Female,Yes,,Lung Cancer,Medication,3.0,No 30.0,Male,Yes,5.38,Bronchitis,Therapy,1.0,Yes 45.0,Male,Yes,2.74,COPD,Medication,13.0,No 61.0,Female,,3.81,COPD,Medication,6.0, 46.0,Female,No,3.17,COPD,Surgery,5.0,No 30.0,Female,Yes,3.29,,Medication,8.0,No 57.0,Female,No,,Pneumonia,Surgery,6.0,Yes 62.0,Male,Yes,2.48,Pneumonia,Medication,4.0,Yes 38.0,Female,No,4.14,Lung Cancer,Therapy,10.0,No 83.0,Male,No,3.1,Lung Cancer,Surgery,10.0,Yes 25.0,Male,Yes,1.31,Lung Cancer,Medication,12.0,Yes 65.0,Male,Yes,3.45,Lung Cancer,Therapy,12.0,No 61.0,Male,Yes,,Asthma,Therapy,11.0,Yes 84.0,Male,No,1.49,Lung Cancer,Surgery,2.0,Yes 78.0,Male,No,1.35,Lung Cancer,Surgery,8.0,Yes 71.0,Female,Yes,,Lung Cancer,Surgery,5.0,Yes 66.0,Male,No,4.82,COPD,Medication,12.0,No 26.0,Male,,4.62,COPD,Surgery,8.0,No 30.0,Male,No,3.83,COPD,Therapy,5.0,Yes 80.0,Female,Yes,3.34,Bronchitis,Therapy,6.0,No 87.0,Female,No,5.44,Asthma,Surgery,13.0,No 44.0,Male,No,4.83,Pneumonia,,10.0,No 31.0,Female,No,5.06,Lung Cancer,Therapy,14.0,No 45.0,Male,No,5.07,COPD,Medication,5.0,Yes 31.0,Female,Yes,,Asthma,Therapy,11.0,Yes 62.0,Male,No,3.29,Lung Cancer,Therapy,3.0, 70.0,Female,Yes,5.32,Bronchitis,Therapy,10.0,No 56.0,Female,Yes,5.63,Pneumonia,Surgery,8.0,Yes 65.0,Female,Yes,1.12,Lung Cancer,Medication,3.0,Yes 72.0,Male,Yes,1.26,Pneumonia,Medication,4.0,Yes 32.0,Male,No,5.79,,Surgery,6.0,No 73.0,Male,Yes,2.39,Bronchitis,Therapy,2.0,Yes 76.0,Female,No,5.37,Asthma,,14.0,No 23.0,Female,No,2.94,Pneumonia,Surgery,7.0, 68.0,Male,No,1.6,Pneumonia,Medication,5.0,No 26.0,Female,No,1.4,Asthma,Medication,12.0,No 30.0,Male,Yes,1.78,Pneumonia,Surgery,10.0,No 73.0,Male,No,2.25,COPD,Surgery,13.0,Yes 64.0,Male,Yes,3.44,Asthma,Medication,5.0,No ,Male,No,4.51,,Medication,5.0,No 47.0,,No,5.93,Lung Cancer,Therapy,13.0,No 76.0,Female,,3.21,Lung Cancer,Surgery,13.0,Yes 45.0,Female,No,3.59,Asthma,Therapy,2.0,Yes 44.0,Male,No,3.61,COPD,Therapy,11.0,Yes 73.0,Female,No,3.7,Bronchitis,Therapy,13.0, 48.0,Male,No,3.59,Lung Cancer,Medication,12.0,No 55.0,Male,No,1.04,Lung Cancer,Therapy,10.0,No 33.0,Male,Yes,1.01,COPD,Medication,9.0,Yes 54.0,Male,No,1.49,Pneumonia,Medication,3.0,No 49.0,Male,No,1.51,Asthma,,12.0,Yes 36.0,Male,Yes,4.52,COPD,Surgery,7.0,Yes 86.0,Female,No,,COPD,Therapy,5.0,Yes 49.0,Female,Yes,5.47,COPD,Medication,10.0,No 64.0,Female,No,5.64,COPD,Surgery,10.0, 70.0,Female,No,5.88,Pneumonia,,,Yes 66.0,Male,Yes,5.7,Bronchitis,Surgery,4.0, 72.0,Male,No,2.36,COPD,Medication,10.0,No 83.0,Female,No,3.55,COPD,Medication,6.0,No 57.0,,Yes,1.88,Asthma,Medication,7.0,No 83.0,Female,Yes,5.03,Lung Cancer,Surgery,7.0,No 26.0,Female,No,5.44,Pneumonia,,11.0,No ,Female,Yes,5.26,COPD,Therapy,12.0,Yes 60.0,Female,No,3.17,Bronchitis,Medication,8.0,No 29.0,Female,,4.79,Bronchitis,Medication,,No 76.0,Female,No,1.49,Bronchitis,Therapy,7.0,No 26.0,Male,Yes,1.2,Asthma,Medication,12.0,Yes 69.0,Male,Yes,4.77,Bronchitis,Medication,14.0,No 71.0,Male,Yes,3.13,Asthma,Medication,4.0,Yes 52.0,Male,Yes,5.98,Pneumonia,Medication,,Yes 20.0,Female,Yes,1.49,Bronchitis,Surgery,5.0,Yes 72.0,Male,Yes,5.28,Lung Cancer,,3.0,Yes ,Female,Yes,3.4,COPD,Therapy,5.0, 53.0,Male,Yes,,Pneumonia,Therapy,9.0,No 23.0,Female,Yes,5.09,Lung Cancer,Surgery,13.0,No ,Female,No,5.58,,Medication,13.0,No 23.0,Male,Yes,2.49,Bronchitis,Therapy,,No 62.0,Male,No,5.75,Pneumonia,Surgery,8.0,No 23.0,Female,Yes,1.76,Pneumonia,Medication,1.0,Yes 20.0,Female,No,1.41,Pneumonia,Surgery,5.0,Yes 69.0,Female,No,3.16,Asthma,Medication,6.0,No 80.0,Male,Yes,5.14,Lung Cancer,Surgery,13.0,No 54.0,Male,Yes,,Bronchitis,Surgery,10.0,No 27.0,Female,,5.15,,Therapy,13.0,No 43.0,Male,No,4.65,Bronchitis,Therapy,11.0, 55.0,Female,,2.05,Bronchitis,Surgery,2.0,No 69.0,Male,Yes,5.74,Asthma,Medication,14.0, 62.0,Male,Yes,1.3,Asthma,Medication,6.0,Yes 46.0,Male,,5.49,Pneumonia,Medication,14.0,No 51.0,Male,Yes,2.52,Bronchitis,Medication,9.0,No 37.0,Male,Yes,3.5,Lung Cancer,Medication,14.0,No 47.0,Female,Yes,3.11,Asthma,Therapy,4.0,Yes 48.0,Female,Yes,1.86,Asthma,Surgery,3.0,Yes 35.0,Male,Yes,2.79,Lung Cancer,Therapy,9.0,Yes ,Female,No,1.96,Asthma,Medication,2.0,Yes 78.0,Female,No,2.02,,Surgery,12.0,Yes 50.0,Male,Yes,1.94,COPD,Medication,9.0,No 23.0,Female,Yes,3.45,Lung Cancer,Medication,11.0,No 56.0,Male,No,4.99,COPD,Surgery,10.0,Yes 36.0,Female,Yes,3.84,Pneumonia,Medication,11.0,No 58.0,Female,No,5.47,Pneumonia,Therapy,,Yes 67.0,Female,Yes,4.18,Asthma,Therapy,2.0,Yes 65.0,Female,No,4.45,Lung Cancer,Therapy,14.0,Yes 67.0,Female,No,4.34,Asthma,Medication,13.0,No 58.0,Female,Yes,3.25,Lung Cancer,Therapy,11.0,No 23.0,Female,No,4.45,Asthma,Medication,14.0,No 49.0,Male,Yes,1.35,Pneumonia,Medication,10.0,No 49.0,Male,No,5.3,Pneumonia,,3.0,No 41.0,Male,Yes,4.89,Asthma,Therapy,13.0,Yes 85.0,Male,Yes,2.23,Lung Cancer,Medication,7.0,Yes 31.0,Female,Yes,4.84,Bronchitis,Medication,2.0,Yes 55.0,Female,No,1.06,Lung Cancer,Medication,1.0,No 37.0,Female,Yes,2.09,Asthma,Medication,9.0,No ,Male,Yes,1.33,Lung Cancer,Therapy,6.0,No 20.0,Male,Yes,4.9,COPD,Medication,9.0,Yes 77.0,Male,No,4.78,Lung Cancer,Medication,12.0,Yes 25.0,Female,Yes,5.07,Pneumonia,Medication,3.0,Yes 89.0,Male,No,1.02,Pneumonia,Medication,3.0,No 63.0,Female,No,3.51,COPD,,10.0,No 43.0,Male,No,4.52,Lung Cancer,Surgery,,Yes 38.0,,Yes,1.78,Bronchitis,Surgery,3.0,Yes 37.0,Male,,,Lung Cancer,Surgery,2.0,Yes 49.0,Female,No,1.42,Pneumonia,Therapy,13.0,Yes 61.0,Male,Yes,1.91,Pneumonia,Medication,11.0,No 52.0,Male,Yes,3.38,Asthma,Therapy,6.0,Yes 31.0,Female,No,4.27,Pneumonia,Medication,3.0,No 46.0,Female,No,1.73,Asthma,Surgery,5.0,No 58.0,Male,Yes,1.93,Pneumonia,Medication,13.0,No 28.0,Female,No,2.02,Pneumonia,Therapy,11.0,No 40.0,Male,Yes,2.19,Bronchitis,Therapy,5.0,No 48.0,Female,No,2.13,Asthma,Medication,10.0,Yes 52.0,Male,,2.98,Asthma,Therapy,3.0,No 81.0,Female,Yes,4.27,,Surgery,3.0, 34.0,Male,No,3.19,Asthma,Medication,1.0,Yes 21.0,Male,Yes,4.88,Pneumonia,Surgery,6.0,No 71.0,Male,Yes,4.6,Pneumonia,Surgery,3.0,Yes 63.0,Female,No,1.63,Lung Cancer,Therapy,1.0,Yes 73.0,Male,Yes,1.24,Asthma,Medication,13.0,Yes 37.0,Female,Yes,5.39,COPD,Surgery,14.0,Yes 22.0,Female,Yes,1.4,Asthma,Surgery,,No 26.0,Female,No,1.74,Asthma,Medication,13.0,Yes 62.0,Male,No,1.11,Bronchitis,Therapy,10.0,Yes 57.0,Female,No,4.14,COPD,Surgery,9.0, 56.0,Female,,3.91,COPD,Medication,11.0,No 77.0,Female,No,5.93,Bronchitis,Medication,1.0,No 52.0,Male,,,Bronchitis,Surgery,5.0,No 78.0,Female,Yes,3.05,Asthma,Surgery,5.0,No 30.0,,Yes,2.86,Lung Cancer,Surgery,2.0, 87.0,Female,No,2.48,Bronchitis,Therapy,14.0,No 87.0,Female,Yes,1.76,COPD,Therapy,,Yes 41.0,Male,No,1.69,COPD,Medication,13.0,No 85.0,Male,Yes,1.66,Asthma,Medication,1.0,Yes 63.0,Female,No,1.57,Lung Cancer,Surgery,6.0,Yes 25.0,Female,Yes,,Pneumonia,Medication,7.0,No 61.0,Female,Yes,2.53,Bronchitis,Therapy,,Yes 44.0,Female,No,5.81,Bronchitis,Medication,11.0,No 76.0,Male,Yes,3.89,Asthma,Medication,9.0,Yes 74.0,Male,Yes,5.94,Lung Cancer,Surgery,8.0,No ,Male,No,2.86,COPD,Surgery,10.0,Yes 33.0,Male,Yes,3.29,COPD,Therapy,3.0,Yes 58.0,Female,Yes,2.62,Pneumonia,Medication,9.0,No 47.0,Female,No,1.91,COPD,Medication,1.0, 70.0,Male,No,1.72,Bronchitis,Medication,13.0,No 68.0,Male,No,5.73,Pneumonia,Surgery,6.0,No 28.0,Female,No,5.93,Lung Cancer,Therapy,13.0,No 77.0,Female,No,1.22,Pneumonia,Medication,14.0,No 64.0,Female,Yes,1.75,Lung Cancer,Medication,10.0,No 41.0,Female,,3.12,COPD,Medication,2.0,No 51.0,Female,No,1.93,Asthma,Medication,10.0,No 88.0,Male,Yes,2.82,Pneumonia,Therapy,9.0,No 88.0,Male,Yes,1.65,Pneumonia,Therapy,9.0,Yes 61.0,Female,Yes,3.28,Bronchitis,Therapy,8.0,Yes 72.0,Female,Yes,2.36,Bronchitis,Surgery,13.0,No 78.0,Male,Yes,2.76,Lung Cancer,Medication,11.0,No 58.0,Female,No,1.47,Asthma,Medication,7.0,Yes 34.0,Male,Yes,3.14,Bronchitis,Medication,14.0,No 48.0,Male,No,5.92,Bronchitis,Medication,6.0,Yes 22.0,,Yes,2.64,COPD,Therapy,2.0,Yes ,Male,No,5.38,COPD,Surgery,14.0,Yes 48.0,Female,Yes,5.22,Bronchitis,,4.0,Yes 54.0,Female,No,5.76,,Medication,10.0,Yes 25.0,Male,No,,Asthma,Therapy,7.0,No 31.0,Female,No,4.3,Bronchitis,Surgery,14.0,Yes 57.0,Female,No,5.28,Lung Cancer,Surgery,13.0,No 38.0,Female,No,1.38,Lung Cancer,Medication,6.0,Yes 86.0,Female,No,3.31,Bronchitis,Surgery,9.0,Yes 27.0,Male,No,5.95,Lung Cancer,Medication,13.0,Yes 27.0,Female,No,4.85,Pneumonia,Therapy,13.0,No 66.0,Male,No,,Lung Cancer,Medication,5.0,Yes 23.0,Male,No,4.9,Bronchitis,Surgery,12.0,Yes 70.0,Female,Yes,5.37,Lung Cancer,Medication,12.0,No 86.0,,No,4.53,Bronchitis,Medication,6.0,No 64.0,Female,No,4.8,COPD,Medication,,Yes 27.0,Female,Yes,3.62,Bronchitis,Medication,,Yes 35.0,Male,No,5.62,Lung Cancer,Medication,14.0,Yes 86.0,Female,No,5.13,Bronchitis,Medication,8.0,No 28.0,Male,Yes,5.22,Asthma,Surgery,8.0,Yes 79.0,Male,Yes,4.37,Bronchitis,Medication,6.0,No 34.0,Female,No,2.52,Bronchitis,Surgery,8.0,Yes ,Female,Yes,1.18,Asthma,Medication,7.0,No 41.0,Female,No,5.68,Asthma,Therapy,1.0,No 43.0,Male,No,3.93,Asthma,Medication,5.0,Yes 63.0,Female,No,2.49,Pneumonia,,11.0,Yes 20.0,Male,Yes,,Bronchitis,Surgery,10.0,No 29.0,Male,No,5.15,Asthma,Therapy,10.0,Yes 75.0,Female,No,5.18,Asthma,Medication,13.0,No 69.0,Female,Yes,5.07,COPD,Therapy,10.0,No 31.0,Female,No,4.23,Pneumonia,Medication,5.0,Yes 79.0,Male,No,2.83,Bronchitis,Medication,10.0,No 45.0,Female,No,2.52,Lung Cancer,Surgery,14.0,Yes 60.0,Male,No,1.04,Pneumonia,Therapy,9.0,No 55.0,Female,No,5.17,Pneumonia,,7.0,Yes 42.0,Female,No,1.44,COPD,Surgery,7.0,Yes 62.0,Male,Yes,4.15,Bronchitis,,10.0,Yes 25.0,Male,No,3.52,Bronchitis,Therapy,2.0,No 88.0,Female,No,3.63,Asthma,Surgery,8.0,Yes ,Female,Yes,5.63,Asthma,Medication,3.0,No 44.0,Female,No,1.16,Pneumonia,Therapy,9.0,No 37.0,Female,No,4.87,COPD,Therapy,6.0,Yes 81.0,Female,Yes,1.26,Bronchitis,Surgery,9.0,No 32.0,Male,Yes,1.19,COPD,Medication,9.0,Yes 62.0,Male,Yes,3.15,Lung Cancer,Therapy,7.0,No 47.0,Male,Yes,1.32,,Therapy,10.0,No ,Male,Yes,4.95,Asthma,Medication,12.0, 78.0,Female,Yes,3.65,Pneumonia,Surgery,8.0,Yes 79.0,Male,Yes,1.15,COPD,Surgery,2.0,No 82.0,Male,No,1.2,Asthma,Surgery,5.0,Yes 76.0,Male,No,4.06,Pneumonia,Surgery,3.0,Yes 70.0,Female,No,5.03,Asthma,Medication,1.0, 75.0,Male,Yes,3.19,Bronchitis,Medication,13.0,Yes 46.0,Female,No,3.77,,Therapy,6.0,No 51.0,Male,Yes,5.0,Lung Cancer,Therapy,13.0,Yes 28.0,Female,No,4.05,Asthma,Medication,12.0,Yes 87.0,Male,No,2.12,COPD,Therapy,9.0,No 65.0,Female,No,4.07,Bronchitis,Medication,,No 86.0,Male,No,4.14,Asthma,Surgery,9.0,Yes 45.0,,Yes,4.67,Bronchitis,Medication,8.0, 27.0,Female,Yes,4.1,Lung Cancer,Medication,11.0,No 25.0,Male,No,5.85,Lung Cancer,Therapy,9.0,Yes 43.0,,Yes,1.99,Pneumonia,Medication,5.0,Yes 67.0,Female,Yes,5.76,Pneumonia,,13.0,Yes 64.0,Male,No,3.69,Pneumonia,Surgery,2.0,Yes 32.0,Male,Yes,4.36,Bronchitis,Therapy,10.0,No 88.0,Female,,1.5,Pneumonia,Therapy,10.0,Yes 44.0,Male,Yes,,COPD,Medication,6.0,No 39.0,Male,Yes,,Bronchitis,Therapy,7.0, 85.0,Male,No,4.53,Bronchitis,,3.0,Yes 64.0,Female,No,1.2,Pneumonia,Therapy,14.0,No 66.0,Female,Yes,3.73,Pneumonia,Therapy,6.0,Yes 82.0,Female,No,1.44,Bronchitis,Surgery,6.0,Yes 74.0,Female,No,5.98,Lung Cancer,Medication,8.0,No 38.0,Female,No,5.49,Lung Cancer,Medication,1.0, ,,Yes,1.11,Pneumonia,Therapy,4.0,No 72.0,Female,Yes,5.29,Lung Cancer,Surgery,1.0,Yes 45.0,Male,No,5.6,COPD,Surgery,8.0,Yes 33.0,Female,No,2.77,COPD,Surgery,2.0,Yes 64.0,Female,Yes,4.6,COPD,Medication,8.0,No 63.0,Male,No,3.21,Bronchitis,Surgery,3.0,No 84.0,Male,Yes,4.28,Bronchitis,Surgery,8.0,No 70.0,Male,No,,Bronchitis,,6.0,No 62.0,Female,Yes,2.61,,,1.0,No 42.0,Male,Yes,3.12,Bronchitis,Medication,7.0,Yes 75.0,,Yes,1.73,Pneumonia,Therapy,13.0,Yes ,Female,Yes,5.16,Lung Cancer,Therapy,7.0,No 74.0,Female,No,2.74,,Therapy,6.0,No 79.0,Male,Yes,3.0,Lung Cancer,Therapy,1.0,No 78.0,Male,No,5.47,Pneumonia,Therapy,5.0,No 52.0,Female,Yes,3.48,COPD,Medication,1.0,Yes 38.0,Female,Yes,3.72,Asthma,Medication,1.0,No 47.0,Female,No,,Bronchitis,Medication,6.0,No 71.0,Male,No,5.43,Asthma,Surgery,8.0,No 68.0,Female,No,1.85,Asthma,Therapy,1.0,Yes 56.0,Male,Yes,3.37,COPD,Surgery,2.0,Yes 45.0,Female,Yes,5.86,Asthma,Surgery,5.0,No 59.0,Male,No,2.86,Asthma,,8.0,Yes 57.0,Female,Yes,2.86,COPD,Therapy,11.0,No 73.0,Male,No,,Lung Cancer,Surgery,4.0,No 41.0,Male,Yes,1.57,Pneumonia,Therapy,,No 35.0,Male,Yes,,Asthma,,5.0,Yes ,Male,Yes,4.85,Bronchitis,Therapy,10.0,No 54.0,Male,No,5.85,COPD,Surgery,5.0,No 79.0,Male,Yes,4.87,Asthma,Therapy,3.0,Yes 64.0,Female,No,2.22,Lung Cancer,Therapy,6.0,Yes 65.0,Female,No,1.2,Lung Cancer,Medication,5.0,No 74.0,Female,Yes,,Bronchitis,Surgery,2.0,No 45.0,Female,No,,Asthma,Medication,14.0,Yes 44.0,Male,No,2.56,Bronchitis,Medication,10.0,Yes 84.0,Female,,5.53,,Surgery,14.0,Yes 25.0,Male,No,3.93,Lung Cancer,Medication,4.0,No 42.0,Male,,2.07,Pneumonia,Therapy,11.0,No 83.0,Male,Yes,5.45,Lung Cancer,Medication,4.0,Yes 62.0,Female,Yes,5.97,COPD,,7.0,Yes 42.0,Male,Yes,1.43,Pneumonia,Therapy,7.0,No 49.0,Female,,5.31,Bronchitis,Medication,9.0,Yes 37.0,Female,No,2.95,Lung Cancer,Therapy,10.0,No 40.0,,Yes,3.62,COPD,Surgery,12.0,No 76.0,,No,5.57,Pneumonia,Medication,2.0,No 42.0,,Yes,5.87,COPD,Surgery,6.0,Yes 64.0,Male,Yes,2.31,Pneumonia,Medication,2.0,No 63.0,Male,Yes,2.06,Pneumonia,Therapy,9.0,Yes 66.0,Female,No,1.4,Pneumonia,Medication,2.0,Yes 59.0,Male,No,3.81,Bronchitis,Surgery,6.0,Yes 70.0,Female,Yes,1.07,Pneumonia,Therapy,8.0,Yes 61.0,Male,Yes,3.06,Pneumonia,Therapy,,No 26.0,Male,No,1.37,COPD,Surgery,12.0,No ,Male,Yes,3.03,,Surgery,3.0,No 67.0,Male,No,1.2,Bronchitis,Medication,5.0,Yes 25.0,Male,Yes,5.18,COPD,Medication,4.0,No 28.0,Male,Yes,2.05,Pneumonia,Therapy,1.0,No 76.0,Male,No,2.64,COPD,Surgery,5.0,No 50.0,Male,No,5.35,Bronchitis,Surgery,10.0,No 40.0,Male,No,4.73,COPD,Medication,12.0,Yes 59.0,Male,No,2.1,Bronchitis,Medication,5.0,Yes 64.0,Male,No,,Lung Cancer,Therapy,7.0,No 68.0,Male,Yes,4.58,Pneumonia,Surgery,12.0,Yes 39.0,Male,Yes,2.95,Bronchitis,Surgery,7.0,Yes 36.0,Female,No,4.83,,Surgery,2.0,Yes 47.0,,No,3.23,,,14.0,No 60.0,,Yes,2.73,Asthma,,4.0,No 85.0,Male,Yes,3.26,Asthma,Medication,1.0,Yes 44.0,Male,No,4.74,Asthma,Medication,13.0,Yes 77.0,Male,No,5.51,Bronchitis,Therapy,5.0,Yes 60.0,Male,Yes,1.25,Pneumonia,Surgery,5.0,Yes 25.0,Female,No,3.62,,Medication,4.0, 57.0,Female,,,Pneumonia,Surgery,10.0,Yes 25.0,Female,Yes,3.34,Bronchitis,Medication,12.0,No 64.0,Male,No,5.43,Pneumonia,Therapy,12.0,Yes 33.0,Male,Yes,2.81,Pneumonia,Medication,7.0,No 85.0,Male,Yes,5.66,Asthma,Therapy,6.0,Yes 59.0,Female,Yes,4.15,COPD,Surgery,13.0,No 22.0,Male,No,5.67,Lung Cancer,Medication,10.0,No 43.0,Male,Yes,4.79,Bronchitis,Medication,3.0,Yes 38.0,Female,No,1.52,Bronchitis,Medication,2.0,Yes 83.0,Female,No,3.55,COPD,Medication,6.0,No ,Male,Yes,4.81,Asthma,Medication,11.0, 25.0,Female,No,5.72,Lung Cancer,Surgery,9.0,No 47.0,Female,Yes,4.4,Asthma,Medication,10.0,No 49.0,Male,No,4.94,Asthma,Therapy,9.0,No 23.0,Male,No,5.96,Lung Cancer,Medication,1.0,Yes 66.0,Male,Yes,5.24,Pneumonia,Surgery,14.0,No 35.0,Male,Yes,4.69,Bronchitis,Therapy,6.0,No 45.0,Female,Yes,2.02,Pneumonia,Surgery,1.0,No 31.0,Male,No,5.51,Pneumonia,Therapy,3.0,Yes ,Female,Yes,3.13,Bronchitis,Medication,8.0,No 55.0,,Yes,1.02,Asthma,Surgery,2.0,Yes 44.0,Male,Yes,4.2,Lung Cancer,Therapy,8.0,Yes 36.0,Male,Yes,4.89,Bronchitis,Surgery,12.0,No 57.0,Male,No,5.34,Bronchitis,Surgery,3.0,Yes 59.0,Female,Yes,1.75,Bronchitis,Surgery,14.0,Yes 46.0,Male,Yes,3.76,Asthma,Therapy,14.0,No 50.0,Female,No,2.76,Bronchitis,Surgery,4.0,Yes 58.0,,Yes,5.3,Lung Cancer,Therapy,13.0,No 88.0,,Yes,2.82,Pneumonia,Therapy,9.0,No 38.0,Female,,5.72,Bronchitis,Medication,1.0,No 34.0,,No,3.84,Pneumonia,Medication,7.0,Yes ,Female,No,2.54,Lung Cancer,Therapy,10.0, 67.0,Male,Yes,3.78,Asthma,Therapy,10.0,Yes 49.0,Male,Yes,1.02,,Therapy,10.0,Yes 44.0,Male,No,4.74,Asthma,Medication,13.0,Yes 79.0,Male,Yes,4.28,Lung Cancer,Surgery,3.0,Yes 27.0,Female,No,5.96,COPD,Medication,7.0,Yes 82.0,Male,Yes,2.49,Lung Cancer,Surgery,7.0,No ,Male,Yes,2.29,Bronchitis,Medication,14.0,No 87.0,Male,No,3.8,COPD,Medication,11.0,Yes 22.0,Male,No,5.2,COPD,Surgery,3.0, 23.0,Female,No,3.79,Lung Cancer,Medication,3.0,No 47.0,Male,Yes,4.59,Asthma,Therapy,8.0,Yes 51.0,Male,Yes,5.69,Bronchitis,Therapy,1.0,Yes 68.0,Male,No,5.73,Pneumonia,Surgery,6.0,No 87.0,Female,No,5.26,COPD,Medication,8.0,No 77.0,Male,No,1.83,COPD,Medication,7.0,No ,Female,,5.26,Asthma,Surgery,7.0,No 51.0,Male,Yes,1.95,COPD,Therapy,6.0,No 23.0,Female,No,2.94,Pneumonia,Surgery,7.0,No 56.0,Male,No,1.62,Lung Cancer,Surgery,5.0,Yes 51.0,Male,No,2.02,Asthma,Therapy,7.0,No 43.0,Male,No,,Asthma,Therapy,12.0,Yes 30.0,Female,No,3.94,Asthma,,11.0,No 40.0,Male,No,4.73,COPD,Medication,12.0,Yes ,Male,,3.91,COPD,Surgery,6.0,No 74.0,Male,Yes,2.65,Bronchitis,Medication,13.0,No 38.0,Female,Yes,1.39,COPD,Surgery,2.0,No 20.0,Male,No,4.18,COPD,Therapy,12.0,No 54.0,Female,Yes,4.85,COPD,Medication,8.0,Yes 74.0,Male,No,5.77,Bronchitis,Medication,7.0,Yes 36.0,Male,Yes,5.65,Asthma,Surgery,12.0,No 22.0,Male,No,5.43,Asthma,Therapy,13.0,Yes 62.0,Female,Yes,5.97,COPD,Medication,7.0,Yes 55.0,Male,No,1.54,Bronchitis,Therapy,14.0,No 59.0,Male,Yes,5.24,COPD,Surgery,12.0,Yes 88.0,Female,Yes,1.68,Pneumonia,Therapy,10.0,Yes 80.0,Female,Yes,2.39,,Surgery,1.0, 59.0,Female,Yes,3.8,Lung Cancer,Therapy,3.0,No 34.0,Male,Yes,3.23,COPD,Medication,3.0,No 87.0,Male,No,2.04,Bronchitis,Medication,6.0,Yes 50.0,,Yes,2.86,Pneumonia,Therapy,4.0,No 67.0,Male,Yes,5.55,COPD,Surgery,2.0,Yes 36.0,Male,No,1.74,Pneumonia,Surgery,10.0,No 68.0,Female,Yes,3.74,Asthma,Therapy,8.0,No 78.0,Male,No,4.29,Asthma,Therapy,3.0,No 78.0,Female,No,3.8,Pneumonia,Therapy,8.0,No 86.0,Male,Yes,2.94,Bronchitis,Therapy,13.0,No 37.0,Male,Yes,1.72,Asthma,,10.0,No 79.0,Male,No,2.06,Pneumonia,Surgery,12.0,No 32.0,Male,Yes,5.18,COPD,Surgery,5.0,No 49.0,Female,No,5.56,Lung Cancer,Surgery,13.0,No 48.0,Male,Yes,1.8,COPD,Surgery,9.0,Yes 72.0,Male,Yes,2.61,Lung Cancer,Surgery,11.0,Yes 41.0,Male,Yes,2.08,Pneumonia,Surgery,4.0,Yes 52.0,Female,Yes,2.51,Pneumonia,Therapy,14.0,Yes 30.0,Female,Yes,,,Surgery,2.0,Yes 22.0,Female,No,,Asthma,Surgery,1.0,No 37.0,Female,Yes,4.17,Asthma,Medication,9.0,No 51.0,Female,Yes,4.31,Lung Cancer,Medication,3.0,Yes 61.0,Male,Yes,1.45,,Therapy,1.0,Yes 65.0,Female,,,Pneumonia,Medication,5.0,No 42.0,Female,No,4.75,Bronchitis,Surgery,10.0,Yes 29.0,Male,Yes,1.85,Asthma,Therapy,3.0,No 63.0,Male,,,Bronchitis,Surgery,8.0,No 75.0,Male,No,2.5,Pneumonia,Therapy,1.0,No 78.0,Male,No,4.61,Lung Cancer,Surgery,13.0,No 43.0,Female,No,3.57,,Medication,9.0,No 23.0,Female,No,5.69,COPD,Medication,2.0,Yes 33.0,Female,No,2.46,Lung Cancer,Therapy,4.0,Yes 25.0,Male,Yes,,Asthma,Medication,4.0,Yes ,Female,No,3.32,Bronchitis,Medication,5.0,No 46.0,,Yes,5.47,COPD,Medication,3.0,Yes 87.0,Male,No,2.46,Pneumonia,Surgery,1.0,No 50.0,Female,Yes,5.22,,Therapy,11.0,No 44.0,Male,Yes,5.24,Bronchitis,Therapy,12.0, 74.0,Female,Yes,2.86,Bronchitis,Medication,5.0,No 56.0,Female,No,,COPD,Surgery,10.0,Yes 33.0,Male,No,2.55,Asthma,Surgery,3.0,No 81.0,Male,No,2.33,Lung Cancer,Therapy,5.0,No 83.0,Male,No,3.56,COPD,Therapy,14.0,Yes 22.0,,Yes,4.94,COPD,Medication,5.0,Yes ,Male,No,2.36,Asthma,Medication,12.0,Yes 36.0,Male,No,3.71,Asthma,Medication,12.0,No 58.0,Female,Yes,1.93,Bronchitis,Medication,,Yes 26.0,Male,Yes,3.21,Bronchitis,Surgery,12.0,Yes 23.0,Female,Yes,1.93,COPD,Medication,14.0,No 46.0,Male,Yes,1.26,COPD,Medication,2.0,Yes 51.0,Male,Yes,2.92,Pneumonia,Therapy,8.0,Yes 29.0,Female,No,5.99,COPD,Surgery,2.0,Yes 22.0,Male,Yes,1.42,,Surgery,11.0,No 67.0,Female,Yes,4.82,Lung Cancer,Medication,14.0,Yes 50.0,Female,Yes,3.38,Pneumonia,Therapy,7.0,Yes 32.0,Male,Yes,1.33,COPD,Surgery,13.0,Yes ,Female,Yes,4.7,COPD,,7.0,No 24.0,Male,No,3.49,COPD,Therapy,5.0,No 51.0,Male,No,1.65,,Medication,9.0,No 59.0,Female,No,5.41,COPD,Medication,10.0,No 82.0,Female,No,3.18,Bronchitis,Surgery,5.0,Yes 47.0,Male,No,5.26,Asthma,Medication,1.0,No 82.0,Female,No,3.16,Bronchitis,Medication,9.0,No 39.0,Female,Yes,4.98,Asthma,Medication,6.0,Yes 66.0,Female,,2.31,,Surgery,7.0,Yes 86.0,Female,No,3.5,Bronchitis,Therapy,12.0,Yes 29.0,Female,Yes,3.41,Lung Cancer,Therapy,3.0,No 81.0,,No,2.75,Pneumonia,Therapy,4.0,No 77.0,Female,No,5.53,Bronchitis,Therapy,8.0,No 52.0,Female,Yes,3.05,Asthma,Surgery,11.0,No 39.0,Female,Yes,5.62,Asthma,Surgery,3.0,No 79.0,Male,Yes,3.74,Asthma,Therapy,2.0,Yes 58.0,Male,No,1.94,Asthma,Surgery,9.0,Yes 44.0,,No,5.58,Bronchitis,Therapy,7.0,Yes 83.0,Female,Yes,5.88,Pneumonia,Medication,8.0,No 72.0,Female,Yes,3.34,Lung Cancer,Therapy,7.0,Yes 67.0,Male,Yes,2.62,,Surgery,11.0,No 44.0,Female,Yes,5.09,Lung Cancer,Therapy,3.0,No 80.0,Male,No,3.27,Bronchitis,Medication,14.0,Yes 32.0,Male,No,3.48,Lung Cancer,Therapy,6.0,No ,Female,Yes,3.31,,Therapy,6.0,No 24.0,,,1.52,Pneumonia,Therapy,3.0,Yes 27.0,Female,Yes,5.49,Bronchitis,,8.0,Yes 73.0,Male,No,2.7,Bronchitis,Surgery,9.0,Yes 54.0,Female,Yes,5.16,Lung Cancer,Medication,5.0,Yes 39.0,Female,,,Asthma,Surgery,7.0,No 87.0,Male,Yes,1.36,Lung Cancer,Medication,6.0,Yes 79.0,Female,Yes,3.14,Lung Cancer,Medication,3.0,Yes 44.0,Female,Yes,3.57,Bronchitis,Medication,6.0,Yes 68.0,Male,Yes,3.89,COPD,Therapy,10.0,Yes 86.0,Female,No,3.79,Bronchitis,Surgery,6.0,No 44.0,Male,No,1.14,Lung Cancer,Therapy,5.0,Yes 41.0,Male,Yes,3.34,Bronchitis,Medication,8.0,No 60.0,,Yes,1.25,Pneumonia,Surgery,5.0, 25.0,Female,No,1.5,Pneumonia,Therapy,3.0,Yes 20.0,,Yes,1.97,Lung Cancer,Therapy,1.0, 84.0,Female,No,5.81,COPD,Therapy,6.0,Yes 86.0,Female,No,5.53,Asthma,Therapy,8.0,Yes 71.0,Male,No,1.18,Asthma,Surgery,9.0,Yes 37.0,Male,No,2.36,COPD,Surgery,14.0,Yes 53.0,Male,Yes,1.19,Lung Cancer,Medication,8.0,Yes 81.0,Female,Yes,4.51,Pneumonia,Surgery,8.0,Yes ,Female,,3.4,Asthma,Therapy,5.0,No 28.0,Female,No,3.55,Pneumonia,Therapy,12.0,Yes 21.0,Female,Yes,3.09,Pneumonia,Therapy,2.0,No 73.0,Female,No,3.7,Bronchitis,Therapy,13.0,Yes 26.0,Male,No,2.39,COPD,Medication,13.0,No 69.0,Female,Yes,2.68,Asthma,Surgery,14.0,No 21.0,Female,Yes,3.08,Lung Cancer,Surgery,5.0,No 20.0,Female,Yes,1.61,COPD,Surgery,7.0,No 58.0,Female,No,1.1,COPD,Medication,3.0,No 43.0,Male,Yes,2.87,Bronchitis,,6.0,Yes 20.0,Female,Yes,1.11,Bronchitis,Medication,13.0,No ,,No,3.81,Bronchitis,Surgery,6.0,Yes 40.0,Male,Yes,2.65,Lung Cancer,Therapy,10.0,Yes 25.0,Female,Yes,5.07,Pneumonia,Medication,3.0,Yes 83.0,Female,No,,Asthma,Medication,6.0,No ,Female,No,5.93,Lung Cancer,Therapy,13.0,No 52.0,Female,No,5.66,COPD,Surgery,5.0,No 77.0,Male,Yes,2.48,Asthma,Surgery,10.0,No 75.0,,Yes,2.29,Bronchitis,Therapy,13.0,Yes 61.0,Female,Yes,4.02,Pneumonia,Medication,7.0,Yes ,Male,Yes,5.12,Lung Cancer,,1.0,Yes ,Female,No,4.11,COPD,Therapy,3.0,Yes 89.0,Female,Yes,5.22,COPD,Surgery,6.0,Yes 30.0,Female,Yes,3.44,Asthma,Therapy,3.0,No 47.0,Female,Yes,4.62,Bronchitis,Surgery,12.0,No 54.0,Female,No,5.75,Bronchitis,Surgery,7.0,Yes 55.0,Male,Yes,5.25,Lung Cancer,Medication,14.0,No 80.0,Male,No,2.49,,Medication,13.0,Yes 58.0,Female,Yes,5.88,COPD,Therapy,13.0,No 27.0,Male,No,5.26,COPD,Therapy,9.0,Yes 29.0,Female,No,3.36,Asthma,,6.0,Yes 31.0,Female,No,1.51,Pneumonia,Surgery,6.0,Yes 35.0,Female,Yes,3.8,COPD,Therapy,4.0,Yes 59.0,Female,Yes,1.05,Lung Cancer,Medication,11.0,No 40.0,Male,No,1.43,Lung Cancer,Medication,1.0,Yes 21.0,,Yes,1.5,COPD,Medication,4.0,No 42.0,Female,No,5.53,Pneumonia,Surgery,5.0,No 82.0,Male,No,3.68,Bronchitis,Medication,9.0,No 45.0,Female,Yes,3.79,Pneumonia,Medication,10.0,Yes