AI-Powered-Preventive-HC / Git / [2629da] /Model Buliding/CVD

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RaymondKing/

AI-Powered-Preventive-HC

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[2629da]: / Model Buliding / CVD_cleaned.csv

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#	General_Health	Checkup	Exercise	Heart_Disease	Skin_Cancer	Other_Cancer	Depression	Diabetes	Arthritis	Sex	Age_Category	Height_(cm)	Weight_(kg)	BMI	Smoking_History	Alcohol_Consumption	Fruit_Consumption	Green_Vegetables_Consumption	FriedPotato_Consumption
1	Poor	Within the past 2 years	No	No	No	No	No	No	Yes	Female	70-74	150.0	32.66	14.54	Yes	0.0	30.0	16.0	12.0
2	Very Good	Within the past year	No	Yes	No	No	No	Yes	No	Female	70-74	165.0	77.11	28.29	No	0.0	30.0	0.0	4.0
3	Very Good	Within the past year	Yes	No	No	No	No	Yes	No	Female	60-64	163.0	88.45	33.47	No	4.0	12.0	3.0	16.0
4	Poor	Within the past year	Yes	Yes	No	No	No	Yes	No	Male	75-79	180.0	93.44	28.73	No	0.0	30.0	30.0	8.0
5	Good	Within the past year	No	No	No	No	No	No	No	Male	80+	191.0	88.45	24.37	Yes	0.0	8.0	4.0	0.0
6	Good	Within the past year	No	No	No	No	Yes	No	Yes	Male	60-64	183.0	154.22	46.11	No	0.0	12.0	12.0	12.0
7	Fair	Within the past year	Yes	Yes	No	No	No	No	Yes	Male	60-64	175.0	69.85	22.74	Yes	0.0	16.0	8.0	0.0
8	Good	Within the past year	Yes	No	No	No	No	No	Yes	Female	65-69	165.0	108.86	39.94	Yes	3.0	30.0	8.0	8.0
9	Fair	Within the past year	No	No	No	No	Yes	No	No	Female	65-69	163.0	72.57	27.46	Yes	0.0	12.0	12.0	4.0
10	Fair	Within the past year	No	No	No	No	No	Yes	Yes	Female	70-74	163.0	91.63	34.67	No	0.0	12.0	12.0	1.0
11	Fair	Within the past year	Yes	Yes	No	No	No	No	Yes	Female	75-79	160.0	74.84	29.23	No	0.0	30.0	20.0	2.0
12	Fair	Within the past year	No	Yes	Yes	No	No	Yes	No	Male	75-79	175.0	73.48	23.92	No	0.0	2.0	8.0	30.0
13	Very Good	Within the past year	No	No	No	No	Yes	No	No	Female	50-54	168.0	83.91	29.86	No	8.0	8.0	0.0	2.0
14	Fair	Within the past year	No	No	Yes	No	No	No	No	Male	65-69	178.0	113.4	35.87	Yes	4.0	2.0	3.0	4.0
15	Excellent	Within the past 2 years	Yes	No	No	No	No	No	No	Female	70-74	152.0	52.16	22.46	No	0.0	30.0	4.0	0.0
16	Fair	Within the past year	No	No	No	No	No	Yes	Yes	Female	70-74	163.0	116.12	43.94	No	0.0	8.0	8.0	4.0
17	Good	Within the past year	No	No	No	No	No	No	No	Male	80+	183.0	99.79	29.84	No	0.0	1.0	4.0	20.0
18	Very Good	Within the past year	Yes	No	No	No	No	No	Yes	Male	80+	168.0	81.65	29.05	No	30.0	30.0	12.0	8.0
19	Fair	Within the past year	Yes	No	No	No	No	Yes	No	Male	45-49	178.0	104.33	33.0	Yes	2.0	16.0	12.0	8.0
20	Good	Within the past year	No	No	Yes	Yes	No	Yes	Yes	Female	70-74	163.0	79.38	30.04	No	0.0	12.0	8.0	4.0
21	Very Good	Within the past 2 years	Yes	No	No	No	Yes	No	No	Female	18-24	157.0	55.79	22.5	No	0.0	60.0	30.0	1.0
22	Fair	Within the past year	No	No	No	Yes	No	Yes	Yes	Male	80+	175.0	81.65	26.58	No	0.0	0.0	1.0	1.0
23	Very Good	5 or more years ago	Yes	No	No	No	No	No	No	Female	30-34	180.0	124.74	38.35	No	0.0	2.0	4.0	12.0
24	Good	Within the past 2 years	No	No	No	No	No	Yes	No	Female	55-59	163.0	81.19	30.72	Yes	0.0	30.0	20.0	4.0
25	Good	Within the past year	No	No	Yes	Yes	No	No	Yes	Female	80+	160.0	70.31	27.46	Yes	12.0	8.0	16.0	4.0
26	Good	Within the past year	Yes	No	No	Yes	No	No	Yes	Female	70-74	160.0	88.45	34.54	Yes	0.0	8.0	4.0	2.0
27	Fair	Within the past year	No	No	No	No	No	No, pre-diabetes or borderline diabetes	Yes	Female	70-74	157.0	81.65	32.92	No	0.0	30.0	8.0	0.0
28	Very Good	Within the past year	Yes	No	No	No	No	No	No	Female	65-69	157.0	74.84	30.18	No	0.0	30.0	4.0	1.0
29	Excellent	Within the past year	Yes	No	No	No	No	No	Yes	Male	70-74	191.0	112.49	31.0	No	0.0	30.0	10.0	15.0
30	Fair	Within the past year	No	No	No	No	Yes	Yes	Yes	Male	65-69	180.0	147.42	45.33	No	0.0	2.0	5.0	10.0
31	Very Good	Within the past year	No	No	No	No	No	No, pre-diabetes or borderline diabetes	Yes	Female	70-74	160.0	83.91	32.77	No	0.0	30.0	30.0	4.0
32	Fair	Within the past year	Yes	No	No	No	No	No	Yes	Female	65-69	165.0	84.82	31.12	Yes	1.0	60.0	1.0	2.0
33	Fair	Within the past year	Yes	No	Yes	No	No	No	Yes	Male	70-74	188.0	102.06	28.89	No	0.0	30.0	1.0	12.0
34	Good	Within the past year	Yes	No	No	No	Yes	No	Yes	Female	50-54	160.0	70.31	27.46	Yes	0.0	7.0	2.0	0.0
35	Good	Within the past year	Yes	No	Yes	No	No	No	No	Male	70-74	185.0	88.45	25.73	No	1.0	30.0	12.0	3.0
36	Good	Within the past year	Yes	Yes	No	Yes	No	Yes	Yes	Female	75-79	170.0	64.41	22.24	No	1.0	12.0	4.0	4.0
37	Excellent	Within the past 2 years	Yes	No	No	No	No	No	No	Female	60-64	168.0	60.78	21.63	No	0.0	60.0	30.0	2.0
38	Good	Within the past year	No	No	Yes	No	No	No	Yes	Female	80+	165.0	70.31	25.79	Yes	3.0	60.0	30.0	8.0
39	Good	Within the past year	No	No	Yes	No	No	No	Yes	Female	80+	168.0	77.11	27.44	No	0.0	5.0	8.0	12.0
40	Good	Within the past year	No	No	No	No	No	No	Yes	Female	75-79	165.0	69.85	25.63	Yes	0.0	30.0	30.0	1.0
41	Excellent	Within the past year	No	No	No	No	No	No	No	Female	80+	157.0	61.23	24.69	No	0.0	30.0	8.0	0.0
42	Good	Within the past year	Yes	No	No	No	No	Yes	No	Male	70-74	178.0	88.45	27.98	Yes	0.0	5.0	5.0	0.0
43	Good	Within the past year	No	No	No	No	Yes	No	Yes	Female	70-74	165.0	77.11	28.29	No	0.0	3.0	0.0	2.0
44	Very Good	Within the past year	Yes	No	No	No	No	No	No	Male	55-59	178.0	88.0	27.84	No	3.0	30.0	20.0	7.0
45	Good	Within the past year	No	No	No	No	No	No	No	Female	55-59	163.0	81.65	30.9	No	0.0	30.0	0.0	3.0
46	Fair	Within the past 2 years	No	No	No	Yes	Yes	No	Yes	Female	55-59	175.0	90.72	29.53	Yes	0.0	2.0	16.0	16.0
47	Excellent	Within the past year	Yes	No	Yes	No	No	No	No	Female	75-79	168.0	49.9	17.75	No	0.0	30.0	30.0	0.0
48	Fair	Within the past year	Yes	No	No	No	Yes	No	Yes	Female	60-64	168.0	85.28	30.34	Yes	4.0	0.0	3.0	2.0
49	Good	Within the past year	No	No	No	Yes	Yes	No	Yes	Female	60-64	163.0	120.2	45.49	Yes	0.0	60.0	30.0	1.0
50	Poor	Within the past year	Yes	No	Yes	No	Yes	No, pre-diabetes or borderline diabetes	Yes	Female	65-69	152.0	69.4	29.88	No	0.0	6.0	6.0	0.0
51	Fair	Within the past year	No	No	No	No	No	Yes	No	Female	80+	163.0	62.14	23.52	Yes	0.0	8.0	30.0	4.0
52	Very Good	Within the past year	Yes	No	No	No	No	No	Yes	Male	70-74	178.0	88.45	27.98	No	0.0	8.0	60.0	0.0
53	Good	Within the past year	Yes	Yes	Yes	No	No	No	Yes	Male	65-69	173.0	104.33	34.97	No	30.0	12.0	5.0	7.0
54	Good	Within the past year	No	No	No	Yes	No	No	No	Male	60-64	170.0	65.77	22.71	No	0.0	90.0	12.0	0.0
55	Very Good	Within the past 2 years	No	No	Yes	No	No	No, pre-diabetes or borderline diabetes	Yes	Male	65-69	178.0	88.45	27.98	Yes	0.0	8.0	12.0	0.0
56	Fair	Within the past 2 years	No	No	No	Yes	No	No	No	Female	80+	152.0	32.66	14.06	Yes	0.0	1.0	0.0	0.0
57	Very Good	Within the past year	Yes	No	No	No	No	No	No	Male	70-74	173.0	89.81	30.11	Yes	0.0	28.0	28.0	0.0
58	Fair	Within the past year	No	No	No	Yes	Yes	No	No	Female	65-69	155.0	66.68	27.78	Yes	0.0	16.0	4.0	3.0
59	Good	Within the past 2 years	Yes	No	No	No	No	No	No	Female	75-79	165.0	72.57	26.63	No	0.0	8.0	0.0	1.0
60	Excellent	Within the past 5 years	Yes	No	No	No	No	No	No	Female	70-74	155.0	74.84	31.18	Yes	0.0	20.0	16.0	12.0
61	Very Good	Within the past year	Yes	No	No	No	No	No	No	Male	45-49	180.0	86.18	26.5	Yes	4.0	2.0	10.0	15.0
62	Excellent	Within the past year	Yes	No	No	No	No	No	No	Male	45-49	175.0	72.12	23.48	No	5.0	30.0	12.0	8.0
63	Excellent	Within the past year	Yes	No	No	No	Yes	No	Yes	Female	70-74	163.0	60.78	23.0	No	10.0	30.0	30.0	2.0
64	Good	Within the past year	Yes	No	No	No	Yes	No	No	Male	18-24	180.0	81.65	25.1	No	0.0	30.0	2.0	4.0
65	Good	Within the past year	Yes	No	No	No	Yes	No	No	Female	50-54	157.0	61.23	24.69	Yes	0.0	8.0	25.0	0.0
66	Fair	Within the past year	No	No	Yes	No	Yes	Yes	Yes	Female	70-74	165.0	90.72	33.28	No	0.0	4.0	1.0	4.0
67	Fair	Within the past year	No	No	Yes	No	No	No	Yes	Male	75-79	183.0	87.54	26.18	Yes	0.0	2.0	4.0	4.0
68	Very Good	Within the past year	No	No	No	No	No	No	No	Female	60-64	160.0	62.6	24.45	Yes	0.0	28.0	20.0	1.0
69	Fair	Within the past year	No	No	No	No	Yes	No	Yes	Female	65-69	173.0	75.75	25.39	Yes	20.0	16.0	10.0	0.0
70	Poor	Within the past year	No	No	No	Yes	Yes	No	Yes	Female	45-49	152.0	88.9	38.28	No	0.0	30.0	14.0	28.0
71	Good	Within the past year	Yes	No	No	Yes	No	No	No	Female	65-69	175.0	81.65	26.58	No	0.0	8.0	12.0	0.0
72	Good	Within the past year	No	No	No	No	No	No	Yes	Male	60-64	178.0	92.08	29.13	Yes	0.0	30.0	1.0	2.0
73	Good	5 or more years ago	Yes	No	No	No	Yes	No	Yes	Female	45-49	170.0	81.65	28.19	Yes	17.0	3.0	0.0	1.0
74	Fair	Within the past 2 years	Yes	No	No	No	Yes	No	No	Female	55-59	160.0	72.57	28.34	Yes	4.0	80.0	40.0	12.0
75	Good	Within the past year	No	No	No	Yes	Yes	Yes	No	Female	60-64	163.0	72.57	27.46	Yes	2.0	30.0	4.0	4.0
76	Excellent	Within the past 2 years	Yes	No	No	No	No	No	No	Female	55-59	152.0	56.7	24.41	No	0.0	30.0	30.0	1.0
77	Good	Within the past year	No	No	No	No	No	No	No	Female	35-39	168.0	68.04	24.21	No	0.0	24.0	12.0	12.0
78	Good	Within the past year	No	No	No	Yes	No	No	Yes	Female	65-69	173.0	79.83	26.76	No	0.0	0.0	4.0	0.0
79	Very Good	Within the past year	No	No	No	No	No	No	No	Male	60-64	170.0	61.23	21.14	No	30.0	16.0	12.0	4.0
80	Fair	Within the past year	Yes	No	No	No	Yes	No	Yes	Female	55-59	157.0	63.5	25.61	Yes	0.0	16.0	4.0	4.0
81	Excellent	Within the past year	No	No	No	No	No	No	No	Female	65-69	173.0	86.18	28.89	Yes	0.0	1.0	8.0	0.0
82	Good	Within the past year	Yes	No	No	No	Yes	No	Yes	Female	60-64	163.0	58.97	22.31	Yes	0.0	30.0	12.0	12.0
83	Very Good	Within the past year	No	No	No	Yes	No	No	Yes	Female	80+	163.0	83.91	31.75	No	0.0	30.0	4.0	1.0
84	Good	Within the past 2 years	No	No	No	No	No	Yes	Yes	Female	65-69	170.0	89.81	31.01	Yes	0.0	3.0	3.0	2.0
85	Fair	Within the past year	Yes	No	No	No	No	No, pre-diabetes or borderline diabetes	No	Female	80+	170.0	74.84	25.84	No	0.0	8.0	4.0	0.0
86	Fair	Within the past year	Yes	No	No	No	No	No	Yes	Female	80+	168.0	90.72	32.28	No	0.0	15.0	3.0	5.0
87	Very Good	Within the past 2 years	No	No	No	Yes	No	No	Yes	Female	75-79	155.0	84.82	35.33	No	0.0	60.0	8.0	4.0
88	Fair	Within the past year	No	No	No	No	No	No	Yes	Female	70-74	160.0	72.57	28.34	No	0.0	12.0	16.0	0.0
89	Very Good	Within the past year	Yes	Yes	No	No	No	No	Yes	Male	70-74	183.0	90.72	27.12	Yes	12.0	10.0	20.0	16.0
90	Excellent	Within the past 2 years	Yes	No	Yes	No	No	No	No	Female	35-39	165.0	61.23	22.46	No	0.0	60.0	12.0	1.0
91	Excellent	Within the past year	Yes	No	Yes	No	No	No	No	Female	70-74	163.0	62.14	23.52	No	0.0	30.0	8.0	0.0
92	Good	Within the past 5 years	Yes	No	No	Yes	No	No	Yes	Female	80+	168.0	88.45	31.47	Yes	0.0	8.0	2.0	2.0
93	Very Good	Within the past year	No	No	No	No	Yes	No	No	Male	70-74	178.0	90.72	28.7	Yes	0.0	12.0	8.0	1.0
94	Very Good	Within the past year	Yes	Yes	No	Yes	No	No	Yes	Male	75-79	180.0	114.76	35.29	Yes	0.0	2.0	20.0	0.0
95	Very Good	Within the past 2 years	Yes	No	No	No	No	No	No	Female	65-69	160.0	65.77	25.69	No	4.0	5.0	4.0	2.0
96	Fair	Within the past year	No	No	Yes	No	No	Yes	Yes	Male	70-74	183.0	88.0	26.31	Yes	0.0	12.0	8.0	4.0
97	Good	Within the past year	No	No	No	No	No	No	Yes	Female	75-79	157.0	81.65	32.92	No	0.0	12.0	8.0	1.0
98	Fair	Within the past 2 years	Yes	Yes	No	No	No	No	Yes	Female	80+	155.0	45.36	18.89	Yes	20.0	12.0	16.0	0.0
99	Very Good	Within the past year	Yes	No	No	Yes	No	No	Yes	Female	80+	160.0	63.5	24.8	No	0.0	16.0	0.0	1.0
100	Very Good	Within the past year	Yes	No	No	No	No	No	No	Female	35-39	157.0	58.97	23.78	No	0.0	12.0	16.0	8.0