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AlzheimersPrediction

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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	60	Female	17	32.1	Medium	Former	Occasionally	Yes	No	Normal	No	43	High	Average	Average	Low	Unemployed	Married	No	Low	Low	Medium	Rural	No
South Africa	67	Female	6	20	Medium	Former	Never	No	No	Normal	No	89	Medium	Good	Healthy	Low	Retired	Married	No	High	Medium	Low	Rural	No
Japan	51	Female	12	19.4	Low	Former	Occasionally	No	No	Normal	Yes	35	High	Poor	Average	Low	Retired	Married	No	Medium	Low	Medium	Rural	Yes
Italy	70	Male	17	33.6	Low	Never	Never	Yes	No	Normal	No	48	Low	Poor	Average	High	Retired	Married	No	Medium	High	Medium	Urban	No
Australia	94	Female	12	29	High	Former	Regularly	No	Yes	High	Yes	48	High	Good	Unhealthy	High	Unemployed	Single	No	Medium	High	High	Rural	Yes
Mexico	67	Female	13	26.9	Medium	Never	Occasionally	No	No	High	No	90	High	Poor	Unhealthy	Low	Unemployed	Widowed	Yes	Low	Medium	High	Rural	Yes
India	61	Male	14	31.3	Medium	Never	Regularly	No	No	Normal	Yes	61	High	Good	Healthy	Low	Unemployed	Married	No	High	Low	High	Urban	Yes
Russia	66	Female	15	25.5	Low	Former	Occasionally	No	Yes	Normal	Yes	48	Medium	Good	Unhealthy	Medium	Retired	Widowed	No	High	Medium	High	Rural	Yes
Japan	68	Male	19	32.7	Medium	Former	Regularly	No	No	High	No	61	Low	Average	Unhealthy	Low	Retired	Single	No	Low	Low	Low	Rural	No
Japan	65	Male	0	31.9	High	Never	Never	No	No	Normal	No	90	Medium	Poor	Average	High	Retired	Widowed	No	High	Low	High	Urban	No
Sweden	68	Female	7	29	Low	Never	Regularly	No	No	Normal	No	40	Low	Poor	Healthy	Low	Employed	Married	No	Low	Low	Medium	Urban	No
China	94	Female	12	24.4	High	Never	Never	No	No	Normal	No	31	High	Average	Healthy	Medium	Unemployed	Single	No	Low	High	Medium	Rural	Yes
Saudi Arabia	51	Female	13	26.3	Low	Current	Occasionally	No	No	High	No	71	Low	Poor	Healthy	Medium	Unemployed	Married	No	Medium	Low	Medium	Rural	No
Brazil	72	Female	12	34	Medium	Former	Never	No	No	Normal	Yes	59	High	Poor	Unhealthy	High	Retired	Single	No	Medium	Low	Medium	Urban	No
Argentina	84	Male	3	33.1	High	Current	Never	No	No	High	No	81	High	Poor	Unhealthy	High	Employed	Widowed	Yes	High	Low	Medium	Urban	Yes
Australia	59	Male	16	22.2	Medium	Current	Regularly	Yes	No	Normal	No	64	Medium	Good	Average	Low	Employed	Married	No	Low	Medium	Low	Rural	No
Mexico	84	Male	13	30.8	Medium	Former	Occasionally	No	No	Normal	No	62	Low	Poor	Healthy	Medium	Employed	Married	Yes	High	Medium	Medium	Rural	Yes
India	71	Female	11	18.9	Low	Never	Regularly	No	No	Normal	No	85	Low	Average	Average	Medium	Employed	Single	No	Medium	Low	High	Urban	Yes
Brazil	92	Male	4	34.9	High	Never	Never	No	No	High	Yes	89	High	Average	Average	Low	Retired	Single	Yes	Low	Medium	High	Urban	Yes
Brazil	89	Female	4	26	High	Current	Never	No	No	Normal	Yes	62	Medium	Average	Unhealthy	High	Retired	Single	No	Medium	Medium	Low	Rural	Yes
Australia	61	Female	11	25.5	High	Former	Occasionally	No	No	High	No	31	Medium	Poor	Unhealthy	Low	Unemployed	Single	No	High	High	High	Urban	No
USA	89	Male	15	23.7	High	Never	Regularly	No	No	Normal	No	84	High	Good	Healthy	Medium	Retired	Married	Yes	Medium	Low	High	Rural	Yes
India	78	Female	18	21.2	High	Current	Occasionally	No	No	Normal	No	78	High	Poor	Unhealthy	High	Employed	Married	Yes	High	Low	Medium	Rural	Yes
Norway	62	Male	4	26	Medium	Current	Regularly	Yes	Yes	Normal	No	52	High	Good	Average	High	Unemployed	Single	No	Low	Medium	High	Rural	No
Brazil	65	Female	2	33.8	High	Current	Regularly	Yes	No	High	Yes	47	Low	Good	Healthy	High	Unemployed	Single	No	Medium	Medium	Low	Rural	Yes
Brazil	75	Male	13	25.4	High	Never	Never	No	No	Normal	No	49	High	Average	Unhealthy	Low	Unemployed	Widowed	Yes	Low	Medium	Medium	Urban	No
Sweden	64	Female	18	23.9	Medium	Former	Occasionally	No	No	Normal	No	63	Low	Average	Healthy	High	Unemployed	Single	No	Medium	Medium	High	Urban	No
Saudi Arabia	55	Female	14	31.7	Medium	Never	Never	No	No	Normal	No	45	Low	Average	Healthy	Low	Unemployed	Single	No	Medium	Low	Low	Urban	No
Saudi Arabia	73	Female	8	32.7	Medium	Never	Occasionally	No	No	Normal	Yes	77	Low	Good	Healthy	Low	Employed	Single	No	Medium	Medium	Low	Urban	No
Norway	71	Female	11	30.2	Medium	Never	Never	Yes	Yes	High	Yes	33	Low	Average	Average	High	Retired	Widowed	No	Low	Medium	Medium	Urban	Yes
USA	81	Female	9	23.3	Medium	Current	Occasionally	No	No	Normal	No	74	Low	Average	Healthy	Medium	Unemployed	Married	No	High	Low	Low	Rural	No
Spain	71	Male	11	20.5	Low	Current	Regularly	No	Yes	Normal	No	38	Low	Good	Average	Low	Retired	Married	No	Medium	High	Low	Urban	Yes
Brazil	66	Female	3	22.6	Low	Current	Never	No	Yes	High	No	85	Medium	Poor	Unhealthy	Low	Retired	Married	No	High	High	Low	Rural	No
South Africa	50	Female	14	32.4	Low	Former	Never	No	No	Normal	No	99	Medium	Poor	Average	Low	Employed	Widowed	No	Medium	High	High	Rural	No
Canada	70	Male	12	28	High	Current	Occasionally	No	Yes	Normal	No	54	Medium	Average	Unhealthy	Low	Employed	Married	No	High	High	Medium	Urban	No
Sweden	63	Male	6	25.4	Medium	Never	Regularly	No	No	Normal	Yes	48	Medium	Poor	Average	Medium	Unemployed	Widowed	No	High	High	High	Urban	No
Argentina	87	Male	5	28.3	Low	Current	Never	Yes	No	High	No	94	Medium	Poor	Unhealthy	Medium	Unemployed	Widowed	No	Medium	High	High	Urban	Yes
France	68	Male	18	23.8	Low	Never	Never	No	No	High	No	95	High	Poor	Healthy	High	Employed	Widowed	No	Low	High	Medium	Rural	Yes
Norway	52	Male	7	19.2	Medium	Never	Never	No	No	Normal	No	78	Medium	Average	Healthy	Medium	Unemployed	Married	No	High	High	Low	Urban	No
Russia	77	Female	8	28.5	Low	Never	Occasionally	No	Yes	Normal	No	39	High	Good	Average	Low	Retired	Single	No	Medium	High	High	Rural	Yes
Mexico	68	Female	18	30.9	Low	Former	Occasionally	No	Yes	Normal	No	50	Low	Good	Average	Low	Employed	Single	No	High	High	High	Urban	Yes
Norway	69	Male	3	34.6	Low	Never	Regularly	No	Yes	Normal	No	73	Medium	Poor	Average	Medium	Unemployed	Married	Yes	Low	Medium	Low	Rural	Yes
South Africa	58	Male	10	30.9	Low	Never	Regularly	No	No	Normal	No	58	Low	Average	Healthy	High	Employed	Widowed	No	Low	High	Medium	Rural	No
Argentina	80	Male	12	33.4	High	Former	Occasionally	No	No	Normal	No	75	High	Average	Healthy	Medium	Retired	Married	Yes	Low	High	Medium	Urban	Yes
USA	93	Male	8	18.6	Low	Former	Occasionally	No	No	High	Yes	90	Medium	Poor	Unhealthy	High	Employed	Widowed	Yes	Low	Low	Low	Urban	Yes
Brazil	57	Male	19	31.1	Medium	Never	Regularly	No	No	Normal	No	91	High	Poor	Healthy	Medium	Retired	Single	No	High	Medium	Medium	Urban	Yes
Japan	81	Female	11	29.3	Low	Current	Never	No	Yes	Normal	No	34	High	Average	Healthy	Low	Unemployed	Single	No	Low	Medium	Low	Rural	No
India	74	Male	0	34.8	High	Former	Regularly	No	Yes	Normal	No	32	Low	Average	Average	Medium	Employed	Single	No	High	Low	Medium	Urban	No
Mexico	71	Male	10	28.4	Medium	Current	Regularly	No	No	High	No	33	High	Average	Average	High	Employed	Widowed	No	High	High	Medium	Urban	Yes
Italy	71	Male	1	27	Low	Never	Occasionally	No	No	Normal	No	94	High	Good	Healthy	High	Unemployed	Single	No	Low	Low	Medium	Rural	No
China	85	Female	10	27.5	High	Former	Regularly	No	Yes	High	No	69	Medium	Poor	Healthy	High	Unemployed	Married	No	Low	Medium	Medium	Rural	No
Spain	87	Female	8	29.2	Low	Former	Regularly	No	No	High	No	99	Medium	Average	Healthy	Medium	Retired	Single	No	Low	Low	High	Rural	Yes
Argentina	90	Female	10	19.6	Medium	Never	Never	No	Yes	Normal	Yes	58	High	Average	Unhealthy	High	Retired	Single	No	High	Low	Medium	Urban	No
Germany	86	Female	8	21.2	Low	Current	Regularly	No	No	Normal	No	42	High	Good	Average	Low	Employed	Single	No	Medium	Medium	High	Rural	No
India	55	Female	8	27.3	Low	Current	Occasionally	Yes	Yes	High	No	99	High	Good	Average	Low	Retired	Married	No	Medium	Low	High	Urban	No
Canada	62	Male	4	27.5	Low	Current	Never	No	No	Normal	No	55	Low	Average	Unhealthy	High	Retired	Widowed	No	Medium	Medium	High	Rural	No
Argentina	58	Female	10	29.4	Medium	Former	Regularly	No	Yes	Normal	No	98	High	Good	Unhealthy	High	Employed	Married	No	Low	High	Medium	Urban	No
Mexico	70	Female	14	29.6	Medium	Former	Occasionally	No	No	Normal	No	92	Medium	Good	Healthy	High	Employed	Married	Yes	Low	Medium	Medium	Rural	No
Norway	65	Female	3	20.8	Medium	Current	Regularly	No	No	Normal	Yes	42	Medium	Average	Healthy	Medium	Unemployed	Married	No	Low	High	High	Urban	No
Mexico	66	Male	5	25.3	Medium	Former	Never	No	No	High	No	72	Medium	Poor	Unhealthy	High	Employed	Widowed	No	Low	Low	Low	Urban	No
Italy	54	Female	9	24.3	Medium	Never	Occasionally	Yes	No	High	Yes	87	Low	Good	Healthy	Medium	Employed	Single	No	Medium	Medium	Medium	Urban	No
France	94	Male	15	26.5	High	Never	Occasionally	Yes	No	High	No	54	Low	Good	Average	Low	Employed	Widowed	No	High	High	High	Urban	Yes
Argentina	55	Female	13	19.6	Medium	Never	Regularly	No	No	High	No	93	High	Average	Unhealthy	Low	Retired	Single	No	High	High	Low	Rural	No
South Korea	69	Male	3	19.7	High	Current	Never	No	No	Normal	No	74	High	Poor	Healthy	Medium	Retired	Single	No	Medium	Medium	Low	Urban	No
Saudi Arabia	69	Male	9	24.5	Low	Former	Never	No	No	High	No	73	Medium	Good	Healthy	High	Unemployed	Single	No	Low	Low	Low	Urban	No
Spain	64	Male	18	20.4	Low	Former	Occasionally	Yes	No	High	Yes	90	High	Good	Healthy	High	Unemployed	Single	No	Low	Medium	Medium	Rural	No
USA	72	Female	7	19.1	Low	Current	Occasionally	No	No	High	Yes	55	High	Average	Unhealthy	Medium	Retired	Married	No	High	Medium	Low	Rural	Yes
Argentina	57	Male	14	26.3	Medium	Current	Occasionally	No	No	Normal	No	39	Medium	Good	Unhealthy	Low	Employed	Widowed	No	Low	Medium	High	Rural	No
Norway	74	Female	18	29.5	Low	Current	Occasionally	No	No	High	No	62	High	Good	Unhealthy	Low	Unemployed	Married	No	High	Low	Low	Rural	No
Sweden	55	Female	1	23.3	Medium	Current	Never	No	Yes	Normal	No	80	High	Good	Unhealthy	Medium	Employed	Married	Yes	High	Low	Low	Rural	No
China	64	Female	17	31.9	High	Current	Never	Yes	No	High	Yes	44	Medium	Average	Unhealthy	Medium	Employed	Single	Yes	High	High	Low	Rural	No
Spain	76	Male	10	18.9	Low	Never	Occasionally	Yes	Yes	Normal	No	30	Low	Poor	Average	Low	Retired	Married	No	Medium	Medium	High	Urban	Yes
Russia	89	Male	18	31.7	Medium	Current	Never	No	No	Normal	No	95	High	Poor	Healthy	High	Employed	Married	No	High	Medium	Medium	Urban	No
South Africa	80	Female	7	26.2	Medium	Current	Occasionally	No	No	High	No	68	Low	Average	Average	Medium	Employed	Single	Yes	High	Medium	Low	Urban	Yes
Sweden	56	Female	12	28.2	Low	Never	Regularly	No	No	Normal	No	47	High	Average	Unhealthy	High	Unemployed	Single	Yes	High	Low	Low	Urban	Yes
Argentina	82	Male	8	34.7	High	Never	Never	Yes	Yes	High	No	37	Low	Poor	Healthy	Medium	Unemployed	Widowed	No	Medium	High	Medium	Urban	No
India	85	Female	1	24.5	Low	Never	Occasionally	No	No	High	Yes	35	Low	Average	Unhealthy	High	Employed	Married	No	Low	Low	High	Rural	Yes
France	67	Male	12	26.8	Medium	Former	Never	No	No	Normal	No	58	High	Average	Unhealthy	High	Unemployed	Married	No	Low	Medium	Low	Rural	Yes
Sweden	93	Female	5	28.2	High	Current	Never	No	No	Normal	No	87	High	Average	Unhealthy	Low	Employed	Single	Yes	Medium	Medium	High	Rural	No
France	79	Male	4	21.4	Low	Never	Never	Yes	No	Normal	No	90	Medium	Good	Average	Low	Retired	Widowed	No	High	High	Medium	Urban	No
Mexico	76	Male	16	29.1	Low	Current	Occasionally	No	Yes	High	No	53	Medium	Good	Average	Low	Unemployed	Single	No	Low	High	High	Urban	No
Germany	59	Female	18	20.2	Medium	Current	Occasionally	No	No	Normal	Yes	67	Medium	Average	Healthy	High	Unemployed	Single	Yes	High	High	High	Urban	No
South Africa	73	Male	5	21.1	High	Former	Regularly	No	No	High	No	31	Low	Poor	Unhealthy	Medium	Unemployed	Single	No	Low	Low	Medium	Urban	Yes
Argentina	84	Female	9	30.7	High	Never	Regularly	No	No	High	Yes	54	Medium	Average	Healthy	High	Unemployed	Married	No	Medium	Medium	Low	Urban	No
Japan	79	Female	8	19.7	Low	Never	Regularly	Yes	Yes	High	No	77	High	Average	Healthy	High	Retired	Married	No	High	Medium	High	Urban	No
Russia	52	Male	4	20.3	High	Never	Regularly	No	No	Normal	No	71	High	Average	Average	Low	Retired	Single	No	Low	Medium	High	Urban	Yes
Germany	58	Female	12	31.7	Medium	Current	Never	No	Yes	Normal	No	34	Low	Good	Average	High	Retired	Widowed	No	Medium	High	Medium	Urban	No
USA	65	Male	5	29.5	High	Former	Never	Yes	No	Normal	No	89	Medium	Average	Healthy	High	Retired	Single	No	Medium	High	Medium	Urban	No
Italy	83	Female	2	24.1	Medium	Current	Regularly	No	No	High	No	65	High	Good	Healthy	High	Employed	Married	No	Medium	High	Medium	Rural	No
Sweden	50	Male	17	31.2	Medium	Former	Occasionally	Yes	No	Normal	No	67	Low	Average	Healthy	High	Retired	Widowed	No	High	Medium	High	Urban	No
Germany	52	Female	19	24.5	Low	Former	Occasionally	No	No	Normal	Yes	39	High	Average	Average	High	Unemployed	Single	No	Low	High	Medium	Urban	No
Mexico	54	Female	2	29.7	High	Current	Never	No	Yes	Normal	No	77	Medium	Average	Healthy	Medium	Retired	Widowed	No	Low	Medium	Medium	Rural	No
Canada	74	Male	17	27	Low	Never	Never	No	No	Normal	Yes	97	Medium	Average	Healthy	Medium	Retired	Single	No	High	High	High	Rural	No
France	86	Female	2	21.8	Low	Current	Regularly	Yes	No	Normal	Yes	95	Low	Poor	Unhealthy	High	Unemployed	Widowed	No	High	Low	Low	Urban	Yes
South Africa	61	Male	2	27.2	Low	Current	Never	No	Yes	Normal	No	84	Low	Good	Healthy	Medium	Unemployed	Married	No	Medium	Medium	Low	Urban	No
South Korea	51	Female	13	22.7	Medium	Never	Regularly	No	No	Normal	No	52	High	Average	Unhealthy	Low	Employed	Single	Yes	High	Low	Low	Rural	No
Mexico	63	Female	9	29.1	Low	Never	Regularly	No	Yes	Normal	No	77	Medium	Average	Healthy	Low	Employed	Widowed	Yes	Medium	Medium	High	Urban	No
Spain	78	Male	4	20.2	High	Never	Never	No	No	Normal	No	73	Medium	Poor	Average	Low	Retired	Married	No	Low	High	Low	Rural	No
Norway	77	Male	4	20.6	Medium	Never	Never	No	No	Normal	Yes	91	High	Average	Healthy	Medium	Employed	Married	Yes	Medium	High	High	Urban	Yes
USA	69	Male	10	22.1	Medium	Current	Occasionally	Yes	No	Normal	Yes	54	Medium	Average	Unhealthy	High	Unemployed	Married	No	Medium	Medium	High	Urban	No