Datasets:

jason1966
/

abdallaahmed77_healthcare-risk-factors-dataset

Age float64	Gender string	Medical Condition string	Glucose float64	Blood Pressure float64	BMI float64	Oxygen Saturation float64	LengthOfStay int64	Cholesterol float64	Triglycerides float64	HbA1c float64	Smoking int64	Alcohol int64	Physical Activity float64	Diet Score float64	Family History int64	Stress Level float64	Sleep Hours float64	random_notes string	noise_col float64
46	Male	Diabetes	137.04	135.27	28.9	96.04	6	231.88	210.56	7.61	0	0	-0.2	3.54	0	5.07	6.05	lorem	-137.057211
22	Male	Healthy	71.58	113.27	26.29	97.54	2	165.57	129.41	4.91	0	0	8.12	5.9	0	5.87	7.72	ipsum	-11.23061
50	null	Asthma	95.24	null	22.53	90.31	2	214.94	165.35	5.6	0	0	5.01	4.65	1	3.09	4.82	ipsum	98.331195
57	null	Obesity	null	130.53	38.47	96.6	5	197.71	182.13	6.92	0	0	3.16	3.37	0	3.01	5.33	lorem	44.187175
66	Female	Hypertension	95.15	178.17	31.12	94.9	4	259.53	115.85	5.98	0	1	3.56	3.4	0	6.38	6.64	lorem	44.831426
50	Male	Hypertension	107	171.8	25.33	95.21	5	233.1	203.67	5.48	1	0	5.01	4.65	0	7.25	6.35	ipsum	108.411983
80	Male	Hypertension	null	174.52	29.87	97.96	3	247.11	128.27	5.99	1	1	1.92	5.76	1	8.25	7.23	ipsum	7.009539
50	Male	Cancer	null	136.13	26.37	82.72	19	209.26	137.79	6.23	1	0	5.34	3.34	0	8.76	4.94	###	64.247308
60	Female	Obesity	null	null	35.49	98.62	3	264.69	194.21	6.83	0	0	1.66	2.99	0	5.93	5.87	lorem	45.855558
13	Female	Asthma	90.6	126.88	29.24	97.96	6	193.44	163.65	6.18	1	0	5.27	5.63	0	7.09	5.41	lorem	-45.916696
58	Male	Hypertension	134.58	null	30.63	99.37	2	245.33	246.49	4.72	1	1	4.33	0.37	1	6.26	6.85	lorem	100.522206
32	Male	Healthy	114.41	122.99	24.92	95.71	1	153.71	135.57	4.77	1	0	4.92	6.55	1	3.4	7.99	??	-41.851833
37	Male	Cancer	null	120.98	26.3	95.84	8	253.63	173.84	4.37	0	1	5.35	5.03	0	6.93	3.16	??	13.955102
60	Male	Hypertension	92.3	128.3	27.33	96.3	4	198.27	164.57	4.3	1	0	6.78	2.95	1	6.6	7.24	??	102.442797
74	Male	Hypertension	104.78	125.27	29.19	99.43	6	184.59	195.14	4.34	1	1	4.97	4.17	0	7.73	6.47	###	-145.328903
53	Male	Hypertension	null	226.38	26.06	94.59	2	210.57	152.72	6.42	1	0	5.2	3.38	0	6.78	7.12	lorem	-75.514743
45	Male	Diabetes	204.82	135.38	29.67	88.88	5	194.29	94.98	8.7	1	1	3.98	2.58	1	5.91	6.03	###	-32.371503
64	Female	Diabetes	278.41	151.13	33.49	95.79	6	222.42	148.66	7.68	0	1	1.1	3.4	0	7.52	5.94	??	130.220928
null	Female	Diabetes	219.73	157.39	29.21	95.93	5	213.5	219.72	7.06	0	0	4.38	2.21	1	7.92	6.06	ipsum	105.291688
51	Male	Diabetes	null	153.27	23.43	95.19	3	149.74	197.75	6.34	0	1	5.58	1.29	1	7.71	7.29	###	-98.633554
63	Male	null	116.84	147.37	44.69	97.02	5	216.48	150	6.29	1	0	0.89	2.17	0	4.17	4.96	###	1.57226
78	Male	Hypertension	118.7	118	32.42	98.07	4	235.06	275.5	4.86	1	0	2.09	5.44	1	8.24	5.37	lorem	-116.117153
46	Male	Diabetes	147.24	135.78	34.65	88.59	6	222.02	195.05	6.8	0	0	1.6	2.2	0	6.03	5.1	ipsum	45.6989
63	Male	Diabetes	198.52	142.32	33.84	90.77	3	177.28	64.13	7.92	0	0	2.25	2.56	0	4.89	6.17	###	-32.924575
58	Male	Diabetes	184.13	143.06	33.54	88.4	4	223.54	141.01	7.37	1	0	3.69	2.73	1	8.02	7.11	lorem	220.066222
82	Female	Arthritis	80.65	124.5	42.44	92.68	2	210.98	189.89	5.53	0	1	3.1	4.78	0	6.3	6.87	lorem	-164.764043
74	Female	Hypertension	114.31	154.22	29.55	93.09	4	206.79	220.85	5.05	0	0	2.95	5.5	1	8.32	6.43	lorem	-9.454445
45	null	Diabetes	223.9	127.73	31.45	95.75	7	150.75	195.63	9.65	1	0	4.1	1.42	0	5.47	6.02	ipsum	50.80539
33	Male	Obesity	115.23	149.68	28.39	95.34	3	217.1	168.43	5.29	0	1	1.75	3.07	0	4.67	6.23	??	-47.13759
46	Female	Hypertension	103.56	154.95	20.11	94.51	6	235.27	139.26	6.09	0	0	5.95	1.68	1	8.62	4.98	lorem	46.769174
62	null	null	108.28	null	40.01	92.89	4	225.84	153.21	7.68	0	0	4.7	2.75	1	2.75	6.66	??	3.878347
46	Female	Hypertension	100.21	161.52	26.48	94.94	2	251.62	189.48	6.91	0	0	4.91	3.37	1	6.5	6.88	###	-20.407802
73	Male	Hypertension	91.02	140.09	31.07	99.22	5	229.84	122.54	5.37	0	0	2.37	1.91	1	4.22	6.5	lorem	241.893357
25	null	Healthy	84.04	135.36	22.65	94.01	1	173.99	148.42	5.4	0	0	5.38	5.76	1	6.01	7.81	lorem	-87.20135
39	Male	Healthy	112.58	122.77	29.16	96.73	1	130.99	159.43	5.21	0	0	9.83	6.71	1	4.42	8.22	ipsum	111.27695
86	null	Arthritis	117.02	134.93	19.07	99.92	2	219.48	218.37	5.44	0	1	4.49	4.68	0	7.18	7.33	lorem	102.570787
53	Female	Diabetes	190.55	149.88	24.11	94.85	7	160.97	189.33	8.58	0	0	4.83	2.3	1	3.72	5.89	??	35.77614
63	Female	null	null	160.71	31.27	93	3	181.27	140.16	6.53	1	1	2.71	3.42	0	8.06	3.39	###	-26.26102
12	Male	Asthma	104.69	99.28	27.07	89.41	3	188.37	148.44	5.13	0	0	5.07	2.95	0	7.77	6.31	###	-102.452583
null	Male	Diabetes	125.74	142.31	34.43	89.32	3	227.27	135.65	8.63	0	0	4.39	4.87	0	5.24	7.08	??	225.863996
52	Male	Hypertension	157.07	164.04	29.53	90.68	2	251.58	233.38	5.06	0	0	2.07	2.24	0	7.43	4.91	??	200.482432
null	null	Diabetes	null	158.48	22.86	98.39	4	192.4	157.67	8.99	0	0	2.69	2.6	0	1.27	5.9	###	-97.946074
56	Male	Hypertension	149.31	187.22	30.95	96.41	6	164.84	213.63	4.8	1	0	3.63	3.2	0	7.11	5.41	###	143.809129
62	null	Healthy	76.3	136.7	26.39	98.63	2	176.49	160.44	5.65	0	0	7.68	7.7	0	2.81	7.72	??	10.032621
56	Male	Hypertension	130.67	null	25.19	97.65	2	256.11	268.03	5.95	0	1	3.37	7.44	1	7.67	6.12	ipsum	-131.923452
null	null	Obesity	114.98	106.82	39.13	94.75	3	225.25	202.22	6.12	0	0	1.45	2.3	1	4.31	7.02	###	-79.166236
41	null	Diabetes	132.32	150.12	24.56	92.99	5	215.8	204.92	8.88	0	0	4.73	3.49	1	6.88	3.68	lorem	-170.565197
42	Female	null	146.24	122.34	22.8	98.28	6	248.64	199.54	6.82	0	0	4.21	1.81	0	4.5	7.72	ipsum	-63.424308
32	Female	Obesity	117.08	157.63	25.49	96.53	3	191.47	189.55	6.64	0	0	3.08	3.47	0	3.72	6.28	###	-33.528613
55	Female	Hypertension	95.3	149.02	30.7	96	2	236	151.26	6.12	0	1	3.19	3.07	1	8.4	6.95	lorem	9.614416
34	null	Healthy	83.35	118.1	19.9	97.29	2	183.55	119.63	5.03	0	0	5.01	7.02	1	2.06	7.31	ipsum	35.771461
64	null	Arthritis	106.65	115.87	24.34	96.65	2	202.04	136.48	5.33	1	1	3.63	4.74	1	6.72	6.51	ipsum	-70.991209
62	Female	Healthy	101.34	117.85	24.43	98.68	2	145.84	139.31	5.33	1	0	6.2	7.21	0	3.64	7.6	###	68.76636
24	Male	Healthy	72.81	109.65	25.78	93.46	1	190.09	161.15	5.05	0	0	6.49	6.2	1	6.05	8.09	lorem	-108.343778
35	Male	Obesity	127.3	null	36.45	94.62	3	310.5	213.72	5.09	0	1	2.88	3.96	0	4.2	6.47	lorem	1.299981
null	Male	Healthy	93.31	109.76	29.84	95.67	2	211.2	127.6	5.11	0	0	6.79	7.56	0	1.65	6.95	lorem	8.206177
58	Male	Hypertension	128.04	null	26.13	93.6	2	232.46	99.09	6.11	0	0	2.65	4.51	1	5.29	5.19	###	-59.561062
72	Male	Hypertension	97.52	170.92	35.11	100.01	2	174.12	211.88	5.33	0	0	4.82	4.46	0	8.66	6.17	??	152.590949
84	Female	Hypertension	null	146.62	22.29	87.43	5	167.86	133.22	5.43	0	1	4.4	5.56	1	9.9	4.57	??	-90.45846
63	Female	Diabetes	164.09	109.74	20.1	89.22	4	199.62	154.16	11.28	0	1	1.94	3.53	1	4.6	5.86	###	25.202677
55	Female	Diabetes	250.68	170.15	27.67	95.24	3	201.66	159.28	9.21	0	0	2.31	3.53	1	6.67	6.95	###	3.189116
80	null	Hypertension	95	null	31.15	95.58	3	263.21	153.48	6.63	0	0	3.73	2.84	1	6.48	6.75	###	81.591833
null	Female	Arthritis	63.96	155.46	22.41	97.97	2	200.86	123.24	6.44	0	0	3.6	5.01	0	5.22	6.45	###	212.146714
62	Male	null	141.31	119.94	22.49	92.93	8	181.95	177.79	8.08	0	0	2.35	2.88	0	7.77	7.71	lorem	9.224788
46	Female	Diabetes	197.78	null	30.8	94.84	4	160.98	174.05	8.75	1	0	3.7	2.27	0	9.87	7.28	ipsum	17.620628
62	Male	Obesity	92.8	162.68	35.85	94.71	2	246.03	247.67	6.44	0	0	0.55	2.7	0	2.35	6.7	lorem	136.309704
66	null	Hypertension	101.78	154.7	35.77	93.97	2	209.77	151.58	5.07	0	0	2.78	4.35	1	6.16	7.07	###	-68.807232
null	null	Arthritis	91.61	162.24	21.09	96.42	3	184.25	172.21	5.07	0	1	2.01	3.83	0	4.89	6.15	###	82.952831
64	Female	Hypertension	126.74	148.18	31.91	96	4	276.57	193.14	5.95	1	0	3.97	3	0	7.64	6.79	??	199.224047
null	Female	Healthy	86.29	null	23.78	100.07	1	187.67	154.32	5.04	0	0	9.13	9.13	1	2.16	7.42	??	-204.932641
51	Male	Arthritis	89.46	110.65	28.25	91.6	2	217.63	88	6.84	0	0	3.45	3.16	0	3.42	6.05	###	-50.099614
79	Female	null	91.79	140.02	28.51	93.37	3	232.19	171.84	5.64	0	0	1.17	5.65	1	3.85	7.2	###	9.553821
null	Female	Hypertension	107.51	186.72	22.78	95.83	5	330.53	167.99	6.13	0	1	3.82	5.73	0	8.19	3.78	??	53.117796
75	Female	Arthritis	null	142.05	31.35	97.4	5	227.64	232.62	5.31	0	0	3.72	3.99	0	2.77	6.7	###	-49.419118
51	Female	Asthma	103.12	161.28	27.26	90.91	2	218.76	119.92	5.61	0	0	6.51	4.32	0	6.33	6.13	??	0.592863
46	Male	Asthma	98.67	132.21	24.79	96.68	3	171.16	162.4	6.08	0	0	4.53	5.6	1	3.53	6.17	??	190.490009
75	Male	Arthritis	97.75	146.66	33.01	97.33	5	205.87	122.06	5.48	0	0	2.14	3.67	1	2.98	7.35	ipsum	13.522285
52	Male	Hypertension	130.98	186.18	23.62	93.72	4	222.71	236.53	5.81	0	0	5.85	4.77	0	3.58	5.45	###	-70.384792
51	Female	Diabetes	149.64	145.76	24.02	88.99	8	163.14	195.69	9.37	1	0	4.09	3.01	0	5.09	5.63	ipsum	-159.506067
54	Female	Hypertension	82.64	196.44	27.16	92.84	4	257.79	125.41	5.18	1	0	5.63	5.17	1	3.68	6.55	###	36.911465
48	Female	Cancer	null	127.12	24.89	86.22	14	169.98	248.44	4.83	1	0	2.78	2.73	1	10.16	7.03	###	-54.624265
30	Male	Obesity	110	null	38.79	102.41	5	248.77	139.79	6.74	1	0	0.42	2.27	1	4.43	6.45	??	-20.808435
63	Female	Diabetes	216.14	140.26	39.76	94.37	5	171.28	179.08	7.85	0	1	1.49	3.86	1	4.38	6.72	??	-115.756249
48	Male	Hypertension	108.37	166.41	29.6	91.81	4	193.99	276.09	5.02	0	0	3.63	2.73	0	1.52	6.38	lorem	-120.037795
66	Female	Diabetes	128.31	127.62	34.61	95.77	4	239.75	194.32	6.4	0	1	3.09	2.44	1	5.45	6.59	###	1.372475
72	Male	Diabetes	173.73	154.41	31.51	97.53	8	181.99	145.14	8.69	0	0	2.39	5.51	0	3.28	5.7	###	-135.135184
54	Male	Asthma	93.91	null	24.77	92.92	5	194.84	182.48	5.09	0	0	8.93	2.04	1	5.75	6.8	??	-253.632971
61	Female	Obesity	133.4	150.69	41.79	95.74	2	184.47	260.92	6.3	0	0	3.47	2.9	0	3.48	7.46	###	144.455219
56	null	Healthy	81.19	142.48	17.92	94.8	1	181.91	159.03	5.42	0	0	7.4	10.37	1	2.71	6.48	lorem	10.277991
49	Male	Diabetes	null	154.13	28.23	91.25	3	252.1	140.86	8.78	1	0	3.65	0.68	0	7.54	6.52	###	-106.04127
61	null	Hypertension	126.48	170.54	32.57	97.41	5	283.44	277.85	4.69	0	0	1.37	7.7	1	7.56	4.53	ipsum	142.787049
37	Female	Asthma	87.36	null	30.6	79.71	6	214.57	124.74	5.05	1	0	5.35	4.25	0	6.79	4.9	lorem	48.428289
54	Male	null	108.56	129.61	29.37	96.12	3	223.64	233.13	6.04	1	1	4.4	3.38	1	3.56	5.85	ipsum	-97.755476
null	Female	Obesity	87.55	130.36	29.99	94.37	3	240.12	194.68	6.86	1	1	2.22	2.99	1	1.28	7.39	###	-99.510704
58	Female	Arthritis	87.84	129.51	33.27	97.27	3	192.47	128.75	5.5	0	0	2.45	4.37	1	3.86	7.26	lorem	233.381204
50	Male	Diabetes	193.76	144.01	32.1	100.51	5	168.59	189.24	9.11	0	1	4.04	4.01	0	4.48	6.96	ipsum	209.891154
69	null	Diabetes	243.31	137.1	32.18	99.14	7	221.25	195.91	8.56	0	0	1.81	2.11	0	4.38	4.84	lorem	109.151485
null	Female	Diabetes	142.29	146.6	24.72	95.78	3	200.4	220.51	6.56	0	0	3.63	3.61	1	5.55	5.34	###	-46.203719
45	Male	Hypertension	124.64	166.46	29.09	94.28	2	268.36	221.42	4.82	1	0	3.61	0.88	1	8.8	8.5	??	-5.309254
84	Male	Hypertension	null	159.63	26.36	89.79	2	241.32	235.72	6.72	0	1	4.35	6.29	1	7.1	4.16	lorem	-19.930864

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Healthcare Risk Factors Dataset

"A synthetic dataset for healthcare risk factor analysis"

Dataset Info

Source: Kaggle
Original Size: 1.28 MB
Kaggle Downloads: 4,158
Files: 1

Files

dirty_v3_path.csv

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