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ysamide
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AlzheimersPrediction

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train · 74.3k rows

Country stringclasses 20 values	Age int64 50 94	Gender stringclasses 2 values	Education Level int64 0 19	BMI float64 18.5 35	Physical Activity Level stringclasses 3 values	Smoking Status stringclasses 3 values	Alcohol Consumption stringclasses 3 values	Diabetes stringclasses 2 values	Hypertension stringclasses 2 values	Cholesterol Level stringclasses 2 values	Family History of Alzheimer’s stringclasses 2 values	Cognitive Test Score int64 30 99	Depression Level stringclasses 3 values	Sleep Quality stringclasses 3 values	Dietary Habits stringclasses 3 values	Air Pollution Exposure stringclasses 3 values	Employment Status stringclasses 3 values	Marital Status stringclasses 3 values	Genetic Risk Factor (APOE-ε4 allele) stringclasses 2 values	Social Engagement Level stringclasses 3 values	Income Level stringclasses 3 values	Stress Levels stringclasses 3 values	Urban vs Rural Living stringclasses 2 values	Alzheimer’s Diagnosis stringclasses 2 values
Spain	90	Male	1	33	Medium	Never	Occasionally	No	No	Normal	No	90	Low	Poor	Healthy	High	Retired	Single	No	Low	Medium	High	Urban	No
Argentina	72	Male	7	29.9	Medium	Former	Never	No	No	Normal	No	65	Low	Good	Healthy	Medium	Unemployed	Widowed	No	High	Low	High	Urban	No
South Africa	86	Female	19	22.9	High	Current	Occasionally	No	Yes	Normal	No	43	High	Good	Average	Medium	Employed	Single	No	Low	Medium	High	Rural	No
China	53	Male	17	31.2	Low	Never	Regularly	Yes	No	Normal	No	81	Medium	Average	Healthy	Medium	Retired	Single	No	High	Medium	Low	Rural	No
Sweden	58	Female	3	30	High	Former	Never	Yes	No	Normal	No	49	High	Poor	Unhealthy	High	Employed	Married	No	Low	Medium	High	Rural	No
Spain	55	Female	2	34	Medium	Current	Never	No	No	High	Yes	36	Low	Average	Healthy	Low	Retired	Married	No	Low	Medium	High	Rural	No
South Korea	91	Female	18	24.1	High	Former	Occasionally	No	Yes	Normal	No	68	High	Poor	Average	High	Employed	Widowed	No	High	Low	Medium	Urban	No
China	67	Female	11	23.6	Low	Current	Regularly	No	No	High	No	49	Low	Good	Unhealthy	Low	Unemployed	Widowed	No	Low	Medium	High	Urban	Yes
China	84	Female	11	22	High	Current	Regularly	No	No	High	No	55	Low	Good	Average	High	Employed	Single	No	Medium	Low	Low	Rural	No
Germany	72	Female	11	32.4	Medium	Never	Occasionally	No	Yes	Normal	Yes	50	High	Poor	Average	High	Employed	Single	No	Low	Low	Medium	Rural	No
Sweden	80	Female	2	31.6	Medium	Current	Never	No	Yes	Normal	No	89	Medium	Good	Unhealthy	Medium	Unemployed	Widowed	No	High	High	Low	Rural	No
UK	69	Male	2	19.8	Low	Never	Occasionally	No	No	Normal	Yes	93	Low	Good	Unhealthy	Low	Unemployed	Married	Yes	High	Low	Medium	Rural	Yes
Canada	56	Female	11	35	Medium	Current	Never	Yes	Yes	High	No	65	Medium	Average	Unhealthy	High	Retired	Widowed	No	High	Medium	Medium	Urban	No
India	61	Male	15	22.9	High	Former	Regularly	No	No	Normal	No	89	Low	Average	Healthy	High	Employed	Married	No	Medium	High	High	Urban	Yes
Italy	86	Male	10	32.1	Low	Never	Never	No	No	Normal	Yes	49	High	Good	Average	Medium	Unemployed	Widowed	No	Low	Low	Medium	Urban	Yes
Canada	53	Female	6	29.1	Low	Never	Occasionally	No	No	Normal	Yes	38	Low	Poor	Unhealthy	Low	Employed	Married	Yes	Medium	High	Low	Rural	No
USA	61	Female	13	33.1	Medium	Former	Never	No	Yes	High	No	51	High	Good	Healthy	High	Employed	Married	No	High	Low	Low	Urban	No
India	64	Male	2	27.9	Low	Former	Occasionally	No	No	Normal	No	76	Medium	Poor	Average	Low	Unemployed	Single	No	Low	High	Low	Urban	No
India	51	Male	12	31.7	Low	Never	Never	Yes	Yes	Normal	No	78	Medium	Poor	Unhealthy	High	Retired	Single	No	Medium	Medium	High	Rural	No
Russia	60	Male	1	28	Medium	Never	Never	No	No	Normal	No	99	High	Average	Unhealthy	Medium	Retired	Single	No	Medium	Low	Medium	Urban	No
Japan	82	Female	15	30.9	Low	Current	Occasionally	No	No	High	Yes	39	Medium	Poor	Unhealthy	Medium	Employed	Single	No	High	Low	Medium	Urban	Yes
Australia	63	Male	4	29.9	Medium	Current	Occasionally	No	No	High	Yes	86	High	Poor	Average	Low	Employed	Single	Yes	High	Low	Low	Rural	No
South Africa	76	Male	11	19.3	High	Current	Never	No	No	High	No	52	Low	Good	Average	High	Unemployed	Married	No	Low	Medium	Medium	Rural	Yes
South Africa	53	Female	16	25	High	Never	Occasionally	No	Yes	Normal	No	68	Low	Good	Healthy	Medium	Unemployed	Single	No	Medium	High	Medium	Urban	Yes
South Korea	87	Male	12	20.5	High	Current	Never	No	Yes	Normal	Yes	91	Medium	Average	Unhealthy	High	Employed	Married	No	Medium	Medium	Medium	Rural	Yes
India	89	Male	7	30.7	Medium	Former	Occasionally	No	No	High	No	55	Low	Average	Healthy	Low	Employed	Single	No	Medium	Low	Low	Urban	No
Argentina	69	Female	17	27.9	Low	Never	Occasionally	No	Yes	Normal	No	49	Medium	Poor	Healthy	Low	Retired	Single	No	Medium	High	Low	Urban	No
UK	51	Male	15	31.3	Low	Current	Regularly	No	No	High	No	96	Low	Good	Unhealthy	Medium	Unemployed	Single	No	High	High	High	Rural	No
France	53	Male	12	26	High	Current	Occasionally	No	No	High	Yes	36	Medium	Good	Unhealthy	Low	Retired	Married	No	High	Medium	Low	Urban	No
South Korea	73	Male	5	34.1	Medium	Former	Occasionally	No	Yes	Normal	No	31	Medium	Average	Unhealthy	High	Retired	Widowed	No	Medium	Medium	Low	Rural	No
Spain	58	Male	14	25.6	High	Never	Regularly	No	No	Normal	Yes	47	Medium	Poor	Unhealthy	Medium	Retired	Single	No	Medium	Low	Medium	Urban	Yes
Norway	68	Female	12	27	Medium	Current	Never	No	Yes	Normal	No	43	Low	Poor	Average	High	Unemployed	Single	Yes	High	Medium	High	Rural	Yes
Spain	57	Female	0	25.8	Medium	Current	Occasionally	No	Yes	Normal	No	52	High	Average	Healthy	Medium	Retired	Widowed	No	Low	Low	High	Urban	Yes
Saudi Arabia	90	Female	16	27.2	Low	Never	Never	No	Yes	Normal	Yes	96	Medium	Good	Healthy	Low	Unemployed	Single	No	Medium	High	Medium	Urban	Yes
Germany	77	Female	10	27.5	High	Former	Never	No	No	High	No	60	Low	Poor	Average	High	Retired	Single	No	High	Medium	Medium	Rural	Yes
Mexico	62	Female	3	19.7	Low	Never	Occasionally	No	No	Normal	Yes	64	High	Good	Average	High	Unemployed	Married	No	Low	Medium	Low	Rural	Yes
Saudi Arabia	57	Male	16	30.2	High	Current	Never	No	No	Normal	No	60	High	Poor	Unhealthy	Low	Employed	Single	No	High	Medium	Low	Urban	No
Norway	63	Female	15	27.8	Low	Former	Occasionally	No	No	Normal	No	73	High	Poor	Average	Medium	Retired	Married	No	High	High	Medium	Rural	No
Canada	59	Female	10	34.1	High	Never	Never	No	No	Normal	No	53	Medium	Average	Healthy	Low	Unemployed	Married	No	High	Low	High	Rural	No
Argentina	69	Female	3	26.1	Medium	Current	Never	No	No	Normal	Yes	39	High	Average	Average	Low	Retired	Married	No	Low	High	High	Urban	Yes
South Africa	50	Male	13	19.5	High	Current	Occasionally	Yes	No	Normal	Yes	92	Medium	Good	Healthy	Low	Employed	Widowed	No	Medium	Medium	Medium	Urban	No
Spain	61	Male	1	33.2	Medium	Current	Never	No	Yes	High	Yes	72	High	Poor	Healthy	Medium	Retired	Single	Yes	High	High	Medium	Urban	No
India	84	Male	11	30.4	Low	Former	Occasionally	No	Yes	Normal	No	43	Low	Poor	Average	Low	Retired	Married	No	Low	Low	High	Urban	Yes
Sweden	69	Male	4	24.1	Low	Current	Occasionally	No	Yes	Normal	No	88	Low	Average	Healthy	Medium	Retired	Married	No	Medium	High	Low	Urban	No
South Africa	61	Female	11	19.5	Low	Former	Never	No	No	Normal	No	92	Medium	Average	Unhealthy	Medium	Unemployed	Single	No	High	Medium	Medium	Urban	No
UK	61	Female	16	25.4	Low	Former	Occasionally	No	No	High	No	51	Low	Good	Healthy	High	Retired	Widowed	Yes	Low	High	Low	Urban	No
Mexico	88	Male	7	30.8	Medium	Current	Never	Yes	No	Normal	Yes	54	High	Poor	Unhealthy	Medium	Unemployed	Married	No	High	Low	Low	Rural	No
Russia	78	Male	8	33.8	Low	Former	Never	No	No	Normal	No	54	Medium	Average	Healthy	High	Retired	Widowed	No	Low	High	High	Rural	Yes
Germany	52	Male	0	28.6	High	Never	Regularly	No	Yes	High	No	54	Low	Good	Average	Low	Unemployed	Widowed	No	High	Low	Medium	Urban	No
Saudi Arabia	56	Male	0	27.7	Medium	Current	Occasionally	No	No	High	No	94	Medium	Good	Unhealthy	Medium	Retired	Married	No	Medium	Medium	Low	Rural	No
Sweden	72	Male	5	25	High	Current	Occasionally	No	No	Normal	Yes	92	High	Average	Healthy	Low	Retired	Single	No	Medium	Low	High	Rural	No
Germany	62	Female	5	26.3	Low	Former	Never	No	No	High	No	49	High	Average	Unhealthy	High	Retired	Single	No	High	Low	Medium	Urban	No
Canada	60	Male	18	28.4	High	Current	Never	No	No	Normal	No	66	High	Average	Unhealthy	Medium	Employed	Widowed	Yes	High	High	High	Urban	No
Italy	74	Female	18	29.5	High	Current	Never	No	No	Normal	No	56	Low	Good	Average	High	Unemployed	Widowed	No	Low	High	Low	Urban	No
Japan	69	Male	0	29	Low	Former	Regularly	No	No	Normal	Yes	81	Low	Poor	Unhealthy	High	Employed	Married	No	Medium	Low	Medium	Urban	No
Germany	76	Male	3	33.6	Medium	Never	Never	No	No	Normal	No	72	Low	Average	Unhealthy	Low	Unemployed	Single	No	Low	Low	High	Urban	Yes
Saudi Arabia	55	Male	3	23.5	Low	Current	Regularly	No	No	Normal	No	41	Medium	Good	Healthy	High	Employed	Married	Yes	Low	Low	Low	Urban	Yes
India	55	Male	15	31.4	Low	Never	Occasionally	No	No	Normal	No	52	High	Poor	Average	Low	Unemployed	Widowed	No	Low	High	High	Rural	No
Canada	88	Male	14	19.9	Medium	Current	Never	No	No	Normal	No	47	Low	Average	Average	Low	Employed	Widowed	Yes	Low	Medium	High	Rural	Yes
Japan	90	Female	16	20.1	Low	Current	Regularly	No	No	Normal	No	56	High	Poor	Unhealthy	High	Employed	Widowed	No	Medium	Low	Low	Urban	No
Germany	58	Female	13	18.8	High	Former	Regularly	No	No	Normal	No	65	Low	Poor	Unhealthy	Low	Employed	Widowed	No	High	Low	High	Urban	No
Mexico	70	Male	10	19	High	Current	Regularly	Yes	No	Normal	Yes	55	Low	Poor	Average	Medium	Unemployed	Married	No	Medium	High	Low	Urban	No
Australia	67	Male	19	23.1	Low	Current	Occasionally	Yes	No	Normal	No	93	Low	Poor	Average	High	Retired	Widowed	No	High	Low	Medium	Urban	No
South Africa	50	Female	14	34.7	Medium	Current	Occasionally	Yes	No	Normal	No	77	Medium	Good	Average	High	Unemployed	Single	Yes	Low	High	Low	Rural	No
Sweden	61	Male	15	22.9	High	Current	Occasionally	No	No	Normal	No	37	Low	Poor	Average	Medium	Employed	Single	No	Low	Medium	High	Rural	No
Mexico	50	Female	17	31.9	Low	Current	Never	No	No	Normal	No	39	Medium	Good	Average	Low	Employed	Married	Yes	Medium	Medium	Low	Rural	No
Sweden	77	Female	0	26	Low	Current	Regularly	No	No	High	Yes	90	Low	Good	Average	High	Unemployed	Single	No	Medium	Low	High	Rural	No
Australia	73	Male	1	29.3	Low	Never	Never	Yes	No	Normal	No	79	Medium	Good	Unhealthy	Medium	Unemployed	Married	No	High	Low	High	Urban	No
Brazil	68	Female	11	29	Medium	Former	Regularly	No	No	Normal	No	99	High	Poor	Average	Medium	Employed	Single	No	Low	Low	High	Rural	No
Saudi Arabia	63	Male	8	22.6	Medium	Current	Occasionally	Yes	No	Normal	Yes	52	Medium	Good	Healthy	Low	Employed	Single	Yes	High	Medium	High	Urban	Yes
South Africa	63	Female	4	28.6	Medium	Former	Never	No	No	High	No	73	Low	Poor	Unhealthy	Low	Unemployed	Widowed	No	High	Medium	Low	Rural	Yes
Brazil	75	Male	9	33.2	High	Former	Never	Yes	No	Normal	No	57	High	Average	Healthy	Low	Employed	Widowed	Yes	Medium	High	High	Urban	No
Norway	65	Female	11	21.3	High	Never	Never	No	No	Normal	No	31	High	Average	Average	High	Employed	Married	Yes	Low	Medium	Medium	Rural	No
South Africa	73	Female	3	23.3	Low	Current	Never	No	No	Normal	No	55	High	Good	Healthy	Medium	Unemployed	Married	No	Medium	High	Low	Urban	No
Brazil	81	Male	5	26.5	High	Never	Never	No	Yes	High	No	33	Low	Average	Unhealthy	Medium	Employed	Widowed	No	Low	Low	Medium	Rural	No
USA	55	Male	16	29.9	Medium	Former	Occasionally	No	No	High	No	48	Medium	Poor	Healthy	Low	Retired	Widowed	No	Low	Medium	Low	Rural	No
Spain	94	Female	11	23.9	Medium	Current	Never	No	No	Normal	No	80	Medium	Poor	Average	Low	Unemployed	Widowed	No	Medium	Low	Medium	Rural	No
Norway	79	Male	4	23.6	High	Never	Occasionally	No	No	High	No	89	Low	Poor	Unhealthy	Low	Employed	Single	Yes	Medium	Medium	Low	Rural	No
USA	72	Male	2	31.5	Low	Former	Regularly	No	No	Normal	No	75	High	Poor	Average	High	Employed	Widowed	No	High	High	Medium	Urban	No
India	68	Male	1	32.6	Medium	Current	Occasionally	No	No	Normal	No	99	Medium	Good	Healthy	High	Retired	Single	No	Low	Low	Low	Rural	No
Sweden	74	Female	14	24.3	High	Current	Regularly	No	Yes	Normal	No	36	High	Poor	Average	Medium	Employed	Married	No	High	Medium	Medium	Rural	No
China	74	Female	10	22.2	Medium	Never	Regularly	No	No	High	Yes	81	High	Good	Unhealthy	Low	Retired	Married	No	Low	Medium	Medium	Urban	Yes
South Korea	51	Female	2	32	Low	Former	Occasionally	Yes	No	Normal	Yes	78	High	Average	Average	Medium	Unemployed	Single	Yes	High	Medium	Medium	Rural	No
Russia	59	Male	9	29.6	Low	Former	Occasionally	No	No	High	No	37	Medium	Poor	Unhealthy	Low	Retired	Married	No	High	High	Low	Urban	No
Sweden	90	Male	2	25.2	Low	Former	Never	No	Yes	Normal	No	65	Medium	Average	Healthy	High	Retired	Widowed	No	High	Medium	High	Rural	No
UK	76	Female	9	33.6	High	Former	Regularly	No	No	Normal	Yes	81	High	Good	Healthy	Low	Employed	Widowed	No	Medium	High	High	Urban	No
UK	93	Female	9	33.8	Low	Former	Never	No	No	Normal	No	55	Medium	Good	Average	Medium	Unemployed	Single	No	High	Medium	High	Rural	Yes
USA	57	Female	0	30.7	Low	Current	Regularly	No	Yes	High	Yes	58	High	Good	Unhealthy	Low	Employed	Single	No	High	Medium	Medium	Rural	No
France	90	Male	8	33.9	Medium	Current	Never	No	No	High	Yes	91	High	Good	Unhealthy	Medium	Employed	Married	No	High	Medium	High	Rural	Yes
Japan	92	Male	16	24.3	Low	Former	Regularly	Yes	No	High	No	63	Low	Poor	Unhealthy	High	Employed	Married	Yes	Medium	Medium	High	Urban	Yes
Spain	82	Male	6	32	Low	Current	Regularly	No	No	Normal	Yes	42	Medium	Poor	Unhealthy	High	Employed	Married	Yes	Low	High	Medium	Urban	Yes
Norway	92	Female	16	27.7	Low	Never	Regularly	No	No	Normal	No	85	Medium	Average	Average	High	Retired	Widowed	No	High	Medium	High	Urban	No
Spain	68	Male	6	20.9	High	Current	Occasionally	No	Yes	Normal	No	78	High	Good	Average	Medium	Unemployed	Married	Yes	Low	High	Medium	Rural	Yes
Norway	79	Female	18	26.1	High	Former	Occasionally	No	Yes	Normal	Yes	59	High	Average	Healthy	Medium	Employed	Single	No	Low	Low	Medium	Urban	No
Sweden	83	Female	10	18.8	High	Never	Regularly	No	Yes	Normal	No	85	Medium	Average	Unhealthy	Low	Employed	Widowed	No	High	Low	High	Rural	Yes
India	63	Female	2	31.4	Medium	Never	Never	No	Yes	High	Yes	63	Low	Average	Unhealthy	Low	Employed	Single	Yes	Medium	High	Low	Urban	No
Canada	85	Male	1	28.6	Low	Never	Never	No	No	Normal	No	88	Medium	Good	Unhealthy	Medium	Retired	Widowed	Yes	Medium	Low	Medium	Urban	Yes
USA	69	Female	12	19.7	High	Former	Regularly	No	No	High	No	83	Medium	Good	Average	Medium	Retired	Married	No	Low	Medium	Low	Urban	No
Australia	72	Male	15	27	Low	Current	Regularly	No	Yes	Normal	Yes	47	High	Poor	Unhealthy	Low	Unemployed	Single	No	Low	High	Low	Urban	No
France	64	Male	15	21	High	Current	Regularly	No	Yes	High	No	41	Low	Good	Unhealthy	Low	Retired	Married	No	Medium	Medium	Medium	Urban	No

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