Split (1)

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
UK	75	Female	15	28.2	Medium	Current	Regularly	No	Yes	High	No	66	Low	Poor	Healthy	Low	Unemployed	Married	No	High	High	Low	Rural	No
South Korea	88	Female	13	23.8	Low	Former	Regularly	No	No	Normal	Yes	44	High	Average	Unhealthy	High	Employed	Single	No	Low	Low	Medium	Rural	Yes
Argentina	92	Female	19	30.4	Medium	Current	Never	No	No	High	Yes	63	High	Poor	Unhealthy	Low	Employed	Married	No	High	High	Medium	Urban	Yes
Spain	72	Female	1	19.5	High	Never	Never	No	No	Normal	Yes	77	Medium	Average	Unhealthy	Low	Retired	Single	No	High	Low	Low	Rural	Yes
Argentina	65	Female	15	25	Low	Former	Never	No	Yes	High	No	46	Low	Good	Healthy	High	Employed	Married	Yes	Low	Medium	High	Rural	Yes
Norway	52	Male	4	23.1	Low	Former	Regularly	No	No	Normal	No	43	Medium	Poor	Average	Low	Retired	Single	No	Low	Medium	High	Urban	No
USA	79	Female	7	22.3	Medium	Never	Never	No	No	Normal	No	72	High	Poor	Average	Low	Employed	Married	No	Medium	High	Low	Urban	Yes
Sweden	62	Female	4	29.1	Low	Former	Regularly	Yes	No	High	Yes	71	Medium	Good	Average	High	Retired	Married	No	Low	Medium	Medium	Urban	No
Spain	57	Female	6	28.7	High	Never	Occasionally	No	No	Normal	Yes	30	Low	Good	Average	High	Unemployed	Widowed	No	High	Low	High	Urban	No
Saudi Arabia	73	Female	0	25.1	Medium	Never	Never	No	No	Normal	Yes	79	Low	Poor	Unhealthy	Medium	Employed	Widowed	Yes	High	Low	Low	Rural	No
Sweden	54	Female	15	26.9	High	Former	Occasionally	No	No	Normal	Yes	40	Medium	Poor	Unhealthy	Medium	Unemployed	Single	Yes	High	High	Medium	Rural	No
USA	56	Male	8	23.1	Low	Former	Occasionally	No	No	Normal	No	32	High	Poor	Unhealthy	High	Employed	Widowed	No	Low	Medium	High	Urban	No
China	76	Female	9	26	Low	Former	Never	Yes	No	Normal	Yes	64	Medium	Poor	Average	Medium	Retired	Widowed	No	High	Medium	Medium	Rural	Yes
Saudi Arabia	61	Female	13	31.5	Medium	Never	Never	Yes	No	Normal	Yes	87	High	Poor	Average	High	Unemployed	Single	Yes	High	Medium	Medium	Rural	No
Japan	90	Male	9	23.3	High	Never	Occasionally	Yes	Yes	Normal	No	62	Low	Good	Healthy	Medium	Retired	Single	No	Low	High	Low	Rural	No
UK	74	Male	6	23.2	High	Former	Never	No	Yes	Normal	No	40	Low	Poor	Average	High	Employed	Single	No	High	Low	Medium	Rural	Yes
Spain	91	Female	19	29	Medium	Former	Never	No	Yes	Normal	No	80	Low	Average	Healthy	High	Unemployed	Single	No	High	Low	High	Rural	No
Australia	82	Male	11	32.1	High	Never	Regularly	No	No	Normal	No	90	Medium	Poor	Unhealthy	High	Employed	Widowed	No	Low	High	Low	Urban	Yes
Australia	64	Female	16	32	Low	Former	Occasionally	No	No	Normal	No	95	Medium	Average	Average	High	Employed	Married	No	Low	High	Low	Urban	No
Argentina	80	Female	1	24.8	Low	Never	Occasionally	No	No	Normal	No	91	Low	Poor	Unhealthy	High	Employed	Single	No	Medium	Low	Medium	Urban	Yes
Russia	60	Female	16	19.8	Medium	Never	Occasionally	No	No	High	Yes	76	Medium	Average	Healthy	Medium	Retired	Widowed	No	Medium	Low	High	Rural	No
Canada	85	Female	19	21.6	High	Former	Regularly	Yes	No	Normal	No	85	Medium	Good	Average	Medium	Unemployed	Married	No	Low	Medium	High	Rural	Yes
USA	55	Female	8	21.3	High	Current	Regularly	No	Yes	Normal	No	93	Medium	Poor	Average	Low	Retired	Single	No	Medium	Low	Medium	Rural	No
Australia	94	Female	1	21	Low	Never	Occasionally	Yes	No	Normal	Yes	82	Low	Poor	Average	Medium	Unemployed	Married	Yes	Low	High	High	Rural	Yes
India	75	Male	1	34.3	Medium	Never	Occasionally	No	No	Normal	Yes	60	Medium	Average	Unhealthy	High	Retired	Married	No	High	Low	Low	Urban	Yes
France	57	Male	16	24.5	Low	Former	Never	No	No	Normal	No	93	High	Poor	Healthy	Medium	Unemployed	Single	Yes	Low	High	High	Urban	No
France	88	Male	9	28.1	Medium	Former	Never	No	No	Normal	No	68	Medium	Poor	Healthy	High	Unemployed	Single	Yes	Medium	High	Medium	Urban	Yes
Norway	86	Male	18	25.6	Medium	Never	Regularly	No	No	Normal	Yes	68	High	Poor	Average	Medium	Retired	Widowed	No	Low	Medium	Low	Urban	Yes
Norway	86	Male	6	33.6	Medium	Never	Never	Yes	No	Normal	No	39	High	Average	Unhealthy	Low	Unemployed	Married	No	Medium	Medium	High	Rural	Yes
UK	79	Male	16	30.7	Medium	Current	Never	No	Yes	High	No	37	High	Average	Average	Medium	Retired	Single	No	High	High	High	Urban	Yes
South Korea	87	Male	14	30.4	Low	Former	Occasionally	Yes	No	Normal	No	46	Medium	Poor	Average	Low	Employed	Single	No	High	Medium	High	Urban	No
Australia	65	Male	5	26.1	Low	Never	Regularly	No	Yes	High	No	70	Low	Good	Average	High	Retired	Single	No	Medium	High	Low	Urban	No
Australia	64	Female	14	30.8	Medium	Current	Occasionally	Yes	Yes	High	No	80	High	Poor	Healthy	Low	Retired	Married	No	Low	High	Low	Urban	No
UK	87	Female	12	31.7	High	Never	Regularly	Yes	No	Normal	Yes	34	Medium	Poor	Average	High	Retired	Widowed	No	Low	Low	Low	Rural	No
Argentina	57	Female	13	34.7	High	Never	Regularly	No	No	Normal	No	92	Medium	Poor	Healthy	High	Unemployed	Single	No	Low	Medium	High	Rural	No
USA	84	Female	0	20.8	High	Never	Never	Yes	No	Normal	No	98	High	Average	Unhealthy	Medium	Unemployed	Married	No	Medium	Low	Low	Urban	No
Argentina	58	Female	10	29.7	High	Current	Regularly	No	No	Normal	No	41	High	Average	Unhealthy	High	Unemployed	Single	No	Medium	Low	High	Urban	No
China	70	Female	12	21.7	High	Never	Occasionally	No	No	Normal	No	47	Low	Poor	Average	Low	Retired	Widowed	No	Low	Low	Medium	Urban	No
Russia	90	Male	8	28.9	High	Current	Occasionally	No	No	High	Yes	60	Low	Average	Unhealthy	Low	Retired	Married	No	Low	Medium	Medium	Urban	Yes
Sweden	54	Female	7	22.5	Low	Current	Never	No	No	Normal	Yes	87	Medium	Average	Unhealthy	Medium	Employed	Widowed	No	High	High	High	Urban	No
Germany	68	Female	12	19.8	High	Current	Occasionally	No	No	Normal	Yes	93	High	Poor	Unhealthy	Low	Retired	Widowed	No	High	High	Low	Urban	Yes
Italy	65	Female	8	31.1	High	Never	Never	No	Yes	Normal	No	35	Low	Average	Unhealthy	Low	Employed	Single	No	Low	Low	Medium	Rural	No
Sweden	67	Female	7	24.9	High	Former	Occasionally	No	Yes	Normal	Yes	80	Medium	Poor	Unhealthy	Low	Retired	Widowed	No	Low	High	High	Rural	Yes
Argentina	61	Female	5	22.6	Medium	Current	Never	Yes	No	Normal	No	69	Medium	Average	Healthy	High	Retired	Married	No	Medium	Low	Medium	Urban	No
UK	65	Male	10	31.4	Low	Current	Never	Yes	No	Normal	Yes	89	High	Poor	Unhealthy	Low	Employed	Married	No	High	Low	Low	Urban	Yes
Australia	54	Female	16	25.1	Medium	Never	Never	No	No	Normal	Yes	62	Low	Good	Unhealthy	Medium	Employed	Single	No	Medium	Low	Low	Rural	Yes
UK	52	Female	6	22.1	Low	Never	Regularly	Yes	No	Normal	Yes	49	Medium	Poor	Unhealthy	Low	Unemployed	Married	Yes	High	Medium	Low	Rural	Yes
Saudi Arabia	56	Male	7	28.9	Low	Former	Regularly	Yes	Yes	Normal	Yes	31	High	Poor	Average	Low	Employed	Married	No	Medium	Medium	High	Rural	No
Mexico	81	Female	9	22.2	High	Current	Occasionally	No	No	Normal	No	99	High	Average	Average	Low	Employed	Married	No	Medium	Medium	Medium	Rural	Yes
Saudi Arabia	80	Male	3	34.4	High	Former	Occasionally	No	No	High	Yes	75	High	Average	Average	High	Unemployed	Widowed	No	Medium	Medium	Medium	Urban	No
Canada	63	Male	2	26.9	Low	Current	Occasionally	No	Yes	High	Yes	32	Medium	Average	Unhealthy	High	Retired	Single	Yes	High	Low	High	Urban	Yes
UK	73	Female	7	33.1	High	Current	Never	No	No	Normal	No	91	Low	Average	Healthy	High	Employed	Married	No	Low	Medium	Medium	Urban	No
Australia	82	Male	4	19.7	High	Former	Regularly	Yes	No	Normal	No	38	High	Average	Unhealthy	High	Unemployed	Married	No	High	Medium	Low	Rural	Yes
Norway	54	Female	13	25.5	Low	Former	Occasionally	Yes	No	High	Yes	54	Medium	Average	Healthy	Low	Unemployed	Widowed	No	Medium	Low	Low	Rural	No
Germany	57	Female	9	18.7	High	Former	Regularly	No	No	High	No	77	Low	Good	Healthy	Medium	Retired	Single	No	High	Low	High	Rural	No
USA	51	Female	16	27.5	Medium	Never	Occasionally	No	Yes	Normal	Yes	93	Medium	Good	Healthy	High	Employed	Widowed	No	Medium	High	High	Rural	Yes
Germany	88	Female	9	24.2	Low	Never	Never	No	Yes	Normal	Yes	72	Low	Average	Healthy	High	Unemployed	Single	No	High	Low	Medium	Urban	Yes
USA	87	Male	19	31	High	Never	Never	No	No	Normal	No	42	High	Average	Unhealthy	Medium	Unemployed	Married	No	High	Medium	Low	Urban	No
Mexico	91	Male	18	19.7	Low	Never	Never	No	No	High	Yes	83	Low	Good	Average	High	Retired	Widowed	No	Medium	Low	Medium	Rural	Yes
Australia	84	Female	4	25.9	Medium	Current	Occasionally	No	Yes	Normal	No	76	Medium	Average	Average	High	Retired	Single	No	Medium	High	Medium	Urban	Yes
Argentina	87	Male	1	23.1	High	Current	Never	No	Yes	High	No	59	Low	Poor	Unhealthy	Low	Employed	Married	No	Low	Low	Medium	Rural	Yes
Sweden	83	Male	0	24.6	Low	Former	Occasionally	No	No	High	No	90	Medium	Good	Unhealthy	Low	Retired	Married	No	Low	Low	Medium	Rural	No
Spain	79	Male	16	29.8	High	Current	Never	No	No	High	Yes	76	Low	Poor	Healthy	Low	Retired	Single	Yes	Medium	Medium	High	Urban	Yes
UK	72	Female	17	22.7	Low	Former	Occasionally	Yes	No	Normal	Yes	57	Medium	Average	Unhealthy	Medium	Employed	Widowed	No	Low	High	Low	Urban	No
Russia	53	Male	18	31.9	Medium	Former	Occasionally	No	No	Normal	No	67	Low	Good	Healthy	Medium	Unemployed	Single	No	High	High	Low	Urban	No
USA	84	Female	5	22.3	High	Former	Regularly	No	No	Normal	Yes	40	High	Good	Unhealthy	Low	Retired	Widowed	No	Medium	Medium	Low	Rural	Yes
Australia	63	Female	16	28.7	High	Never	Never	No	No	High	No	59	Medium	Poor	Average	High	Employed	Married	No	Medium	Low	High	Urban	No
India	71	Female	14	29.1	Medium	Former	Regularly	Yes	Yes	High	Yes	67	Low	Average	Healthy	Low	Unemployed	Widowed	No	Low	Low	High	Rural	No
South Korea	79	Female	14	23.6	Low	Former	Never	No	Yes	Normal	Yes	31	Low	Poor	Unhealthy	Low	Employed	Single	No	High	Medium	Medium	Rural	Yes
Mexico	52	Female	16	25.8	Low	Never	Occasionally	No	No	High	Yes	74	High	Average	Healthy	Medium	Employed	Married	No	Medium	Medium	High	Urban	No
Italy	60	Male	6	20.6	High	Former	Never	No	No	Normal	Yes	50	Low	Average	Average	Medium	Retired	Married	No	Medium	High	High	Urban	Yes
Italy	59	Male	18	25.4	Low	Former	Never	No	Yes	High	Yes	30	High	Average	Healthy	Medium	Retired	Married	No	Medium	Low	High	Urban	No
Brazil	52	Female	16	29.5	High	Current	Regularly	No	No	High	No	71	High	Poor	Average	Low	Unemployed	Single	No	Medium	High	High	Rural	No
South Korea	90	Male	10	26	High	Former	Never	No	No	Normal	No	89	Medium	Average	Healthy	Medium	Employed	Single	No	Low	Low	Low	Urban	No
Sweden	54	Female	3	26.9	High	Current	Never	No	No	Normal	No	61	High	Poor	Unhealthy	Low	Unemployed	Married	No	High	High	High	Urban	No
Canada	64	Female	5	23.4	High	Never	Never	Yes	No	High	No	34	High	Poor	Healthy	Low	Employed	Married	Yes	Medium	High	Low	Rural	No
USA	55	Female	6	34.1	Medium	Former	Occasionally	No	No	Normal	No	62	Medium	Good	Unhealthy	High	Employed	Single	No	Low	Low	High	Urban	No
South Africa	53	Female	8	22.4	Low	Former	Occasionally	No	No	Normal	No	70	High	Poor	Average	Low	Retired	Widowed	No	Low	High	High	Urban	No
USA	72	Female	3	19.2	Medium	Never	Regularly	No	Yes	Normal	Yes	76	High	Average	Healthy	Low	Retired	Single	No	Medium	Medium	Low	Rural	No
France	94	Female	13	30.8	Low	Current	Never	Yes	No	Normal	No	49	High	Average	Healthy	Medium	Unemployed	Widowed	No	Medium	Low	Low	Urban	No
Australia	50	Male	13	33.4	Low	Current	Occasionally	No	No	Normal	Yes	80	High	Average	Healthy	Medium	Employed	Single	No	Low	Medium	Low	Rural	No
South Korea	83	Male	18	22.9	Low	Former	Never	Yes	No	High	Yes	59	Medium	Poor	Healthy	Low	Retired	Single	Yes	Medium	Medium	Medium	Urban	Yes
Germany	64	Female	15	25.9	Low	Current	Occasionally	No	No	Normal	Yes	47	Medium	Poor	Average	Low	Employed	Single	No	High	Low	Low	Rural	No
UK	53	Female	9	23.9	High	Former	Never	No	No	High	No	57	High	Good	Unhealthy	High	Retired	Married	No	High	Low	Medium	Urban	No
Russia	76	Female	4	32.4	High	Former	Occasionally	No	No	Normal	Yes	92	Medium	Average	Unhealthy	Medium	Employed	Single	No	Low	High	High	Rural	Yes
Russia	62	Female	8	23.8	Medium	Current	Never	No	No	Normal	Yes	72	Low	Poor	Healthy	Medium	Retired	Single	Yes	Medium	High	Medium	Urban	No
India	89	Female	8	19.7	Medium	Former	Regularly	No	Yes	High	No	51	Low	Average	Healthy	Medium	Employed	Single	Yes	Medium	High	Low	Urban	Yes
Mexico	81	Female	12	30.1	High	Former	Occasionally	No	No	Normal	No	48	Low	Good	Average	Low	Employed	Married	No	High	High	High	Urban	No
Italy	58	Female	15	33.6	Medium	Former	Regularly	Yes	Yes	High	No	63	High	Average	Unhealthy	Medium	Retired	Single	No	Medium	Low	High	Urban	No
UK	86	Male	1	32.4	High	Never	Occasionally	No	No	Normal	Yes	74	Low	Good	Unhealthy	High	Unemployed	Widowed	No	Low	Medium	Medium	Urban	Yes
Norway	74	Male	13	27.8	High	Former	Regularly	No	No	Normal	Yes	64	Low	Good	Healthy	Low	Employed	Widowed	No	Low	High	Medium	Rural	Yes
France	52	Female	4	26	Medium	Current	Regularly	No	No	Normal	Yes	68	Medium	Average	Healthy	Medium	Unemployed	Married	No	Low	High	Low	Rural	No
Russia	88	Male	8	21.1	Low	Current	Regularly	No	Yes	High	No	49	Low	Poor	Average	Low	Unemployed	Married	No	High	Low	Medium	Urban	Yes
Mexico	89	Female	1	24.1	High	Current	Regularly	No	No	High	No	55	Medium	Poor	Average	Low	Unemployed	Widowed	No	High	High	Low	Urban	No
UK	65	Male	9	27	Medium	Former	Regularly	Yes	No	Normal	Yes	55	Medium	Average	Unhealthy	High	Unemployed	Single	No	Medium	Low	Low	Rural	Yes
USA	66	Male	2	18.8	Low	Never	Never	No	No	Normal	No	88	Low	Average	Unhealthy	High	Employed	Widowed	No	High	Medium	Low	Urban	No
Argentina	76	Female	7	20.2	High	Current	Regularly	No	No	Normal	No	70	Low	Good	Healthy	Medium	Retired	Single	No	Medium	Medium	High	Rural	No
USA	59	Male	9	27.6	Medium	Former	Regularly	No	Yes	High	No	47	High	Good	Average	Low	Employed	Widowed	No	High	Low	High	Rural	No
UK	50	Female	3	24	High	Current	Regularly	Yes	Yes	Normal	No	72	High	Poor	Healthy	Medium	Retired	Single	No	High	High	Low	Rural	No
Saudi Arabia	78	Female	12	23.9	Low	Never	Never	No	No	High	No	96	Medium	Good	Average	Medium	Employed	Married	No	High	Medium	High	Rural	Yes

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