Datasets:

MaxPrestige
/

Synthetic-Diabetes-Dataset

abdominal_obesity int64	activity_level string	age int64	alcohol_consumption_per_week int64	alcohol_group string	bmi float64	bmi_group string	cardiovascular_history int64	cholesterol_total int64	diabetes_risk_score float64	diabetes_stage string	diastolic_bp int64	education_level string	employment_status string	ethnicity string	family_history_diabetes int64	gender string	glucose_fasting int64	glucose_postprandial int64	hba1c float64	hdl_cholesterol int64	heart_rate int64	hypertension_history int64	income_level string	insulin_level float64	ldl_cholesterol int64	physical_activity_minutes_per_week int64	screen_time_hours_per_day float64	sleep_hours_per_day float64	smoking_status string	systolic_bp int64	triglycerides int64	waist_to_hip_ratio float64	diagnosed_diabetes int64
0	High	58	0	Light	30.5	Obese	0	239	29.6	Type 2	78	Highschool	Employed	Asian	0	Male	136	236	8.18	41	68	0	Lower-Middle	6.36	160	215	7.9	7.9	Never	134	145	0.89	1
0	Moderate	48	1	Light	23.1	Normal	0	116	23	No Diabetes	76	Highschool	Employed	White	0	Female	93	150	5.63	55	67	0	Middle	2	50	143	8.7	6.5	Former	129	30	0.8	0
0	Low	60	1	Light	22.2	Normal	0	213	44.7	Type 2	73	Highschool	Unemployed	Hispanic	1	Male	118	195	7.51	66	74	0	Middle	5.07	99	57	8.1	10	Never	115	36	0.81	1
1	Low	74	0	Light	26.8	Overweight	0	171	38.2	Type 2	93	Highschool	Retired	Black	0	Female	139	253	9.03	50	68	0	Low	5.28	79	49	5.2	6.6	Never	120	140	0.88	1
0	Moderate	46	1	Light	21.2	Normal	0	210	23.5	Type 2	67	Graduate	Retired	White	0	Male	137	184	7.2	52	67	0	Middle	12.74	125	109	5	7.4	Never	92	160	0.78	1
0	Moderate	46	2	Light	26.1	Overweight	0	218	23.5	Pre-Diabetes	81	Highschool	Employed	White	0	Female	100	133	6.03	61	57	0	Upper-Middle	8.77	119	124	5.4	6.2	Never	95	179	0.85	0
1	Low	75	0	Light	25.1	Overweight	0	238	36.1	Pre-Diabetes	77	Graduate	Retired	White	0	Female	101	100	5.24	46	81	1	Upper-Middle	10.14	161	53	8	7.8	Never	129	155	0.88	0
0	Moderate	62	1	Light	23.9	Normal	1	241	34.2	Type 2	83	Postgraduate	Unemployed	White	0	Male	110	189	7.04	49	76	1	Middle	8.96	159	75	12.9	9	Current	128	120	0.86	1
0	Moderate	42	1	Light	24.7	Normal	1	187	26.7	Type 2	71	Highschool	Employed	Black	0	Male	116	172	6.9	33	72	0	Lower-Middle	5.7	132	114	8.5	8.5	Current	103	98	0.84	1
0	Moderate	59	3	Moderate	26.7	Overweight	0	188	30	No Diabetes	81	Graduate	Employed	White	0	Female	76	109	4.99	52	70	0	Middle	4.49	103	86	7.4	5.3	Current	124	104	0.81	0
1	Moderate	43	1	Light	24.8	Normal	0	144	25.3	Type 2	85	Highschool	Employed	White	0	Female	124	177	7.34	44	66	0	Middle	14.48	79	118	5.4	5.2	Never	109	182	0.86	1
0	High	43	1	Light	22.3	Normal	0	163	18.5	Type 2	69	Highschool	Employed	White	0	Female	117	183	7.4	59	66	1	Middle	12.93	61	167	5.1	6.9	Former	119	49	0.76	1
1	Low	54	2	Light	31.2	Obese	0	196	37.5	Type 2	84	Highschool	Employed	White	0	Female	123	150	6.88	40	79	0	Middle	17.86	118	13	7.7	6.9	Never	120	222	0.94	1
0	High	19	6	Moderate	21.6	Normal	0	131	7.3	No Diabetes	76	Graduate	Employed	White	0	Male	83	118	5.59	64	76	0	Lower-Middle	5.18	50	364	2.3	6.8	Former	105	141	0.83	0
1	Moderate	22	3	Moderate	31.4	Obese	0	188	21.1	Pre-Diabetes	69	Highschool	Employed	Asian	0	Male	105	152	5.88	47	62	0	Lower-Middle	16.58	100	105	1.9	9.2	Never	113	131	0.91	0
0	Moderate	41	0	Light	25.9	Overweight	0	127	24.1	Pre-Diabetes	76	Highschool	Student	Hispanic	0	Male	110	147	6.05	54	62	0	Lower-Middle	10.14	61	99	3.7	5.7	Never	118	140	0.86	0
0	Low	34	2	Light	20.3	Normal	0	206	23.1	Type 2	70	Highschool	Retired	White	0	Male	105	187	6.88	56	87	1	Middle	6.63	112	31	8.4	6.3	Current	107	73	0.83	1
1	Low	55	1	Light	24.8	Normal	0	139	32.8	Type 2	76	Graduate	Retired	Black	0	Female	100	128	5.89	52	70	0	Lower-Middle	6.32	54	54	7.8	7.2	Never	110	180	0.87	1
0	Low	35	0	Light	18	Underweight	0	184	26.1	Type 2	76	Graduate	Employed	White	0	Male	101	167	6.61	40	82	0	High	2	114	14	8.2	7.6	Current	100	148	0.77	1
0	High	27	2	Light	22.8	Normal	0	150	16	Pre-Diabetes	58	No formal	Student	White	0	Male	91	170	6.23	61	74	0	Middle	10.03	63	164	9	9.3	Former	99	148	0.84	0
0	Moderate	73	3	Moderate	29.6	Overweight	0	220	34.3	Pre-Diabetes	81	Graduate	Retired	White	0	Male	121	145	6.31	72	63	0	Upper-Middle	3.29	105	128	6.3	7.2	Never	126	140	0.9	0
1	Moderate	46	2	Light	28.2	Overweight	0	247	24.7	Pre-Diabetes	69	Highschool	Unemployed	Black	0	Female	86	145	6.01	67	61	0	Middle	2.66	147	147	7.2	7.1	Former	126	115	0.86	0
0	High	51	1	Light	27.4	Overweight	0	248	19.6	No Diabetes	76	Graduate	Retired	Hispanic	0	Male	93	117	5.42	54	70	0	Lower-Middle	6.09	168	241	2	4.5	Former	91	89	0.84	0
0	Moderate	27	0	Light	25.4	Overweight	0	200	35	Type 2	76	Highschool	Employed	Hispanic	1	Female	132	163	7.18	73	77	0	Low	2.15	96	105	7.5	5.6	Never	90	44	0.84	1
1	High	41	0	Light	26.2	Overweight	0	167	23.3	Type 2	69	Highschool	Employed	White	0	Female	117	164	7.01	57	64	0	Lower-Middle	18.58	68	185	7.4	7.6	Never	118	172	0.88	1
1	Moderate	52	5	Moderate	31.8	Obese	0	216	32.5	Type 2	69	Graduate	Employed	White	0	Female	113	198	7.65	35	66	1	Low	11.27	134	78	7.4	7	Current	114	135	0.92	1
1	Moderate	32	0	Light	27.8	Overweight	0	213	38.2	Type 2	74	Highschool	Retired	White	1	Female	107	194	7.39	57	62	0	Middle	13.5	136	148	6.4	8	Former	109	163	0.92	1
0	Moderate	56	5	Moderate	24.6	Normal	0	222	26	Type 2	71	Postgraduate	Employed	White	0	Male	100	148	6.89	64	62	0	Middle	16.67	121	88	4.2	6.8	Never	134	52	0.86	1
0	Low	40	2	Light	18.5	Normal	0	155	24.4	Type 2	71	Highschool	Retired	Hispanic	0	Male	107	167	6.6	59	65	1	Middle	8.02	71	29	5.2	4.9	Current	113	118	0.76	1
1	Moderate	45	2	Light	24.6	Normal	0	211	43.1	Type 2	91	Graduate	Retired	Black	1	Female	129	163	6.78	45	71	0	Lower-Middle	7.97	160	115	9.8	5.5	Never	129	106	0.89	1
0	High	40	3	Moderate	20.6	Normal	0	160	17.3	Pre-Diabetes	58	Highschool	Employed	White	0	Male	100	146	6.45	67	68	0	Middle	10.32	59	182	5.9	5.1	Never	95	68	0.8	0
1	Low	80	2	Light	30.7	Obese	0	198	39.3	Pre-Diabetes	84	Highschool	Employed	White	0	Female	110	146	6.25	63	70	0	Middle	13.71	95	49	5.7	7.2	Never	143	121	0.95	0
0	Moderate	50	2	Light	19.6	Normal	1	199	23.2	Type 2	59	Postgraduate	Employed	White	0	Female	108	202	7.09	50	68	0	Middle	2	121	106	5.1	7.4	Never	122	59	0.76	1
0	Moderate	33	3	Moderate	24.1	Normal	0	191	20.9	Type 2	81	Highschool	Employed	Black	0	Male	118	232	8.26	48	67	0	Lower-Middle	7.51	106	113	9.2	6.9	Never	96	80	0.8	1
0	Low	63	0	Light	29.4	Overweight	0	235	49.6	Type 2	77	Highschool	Employed	White	1	Male	119	167	6.78	51	64	0	Low	16.61	142	51	5.4	5.8	Never	122	140	0.87	1
0	High	30	0	Light	20.8	Normal	0	182	18.7	Type 2	58	Highschool	Employed	Black	0	Female	124	175	7.09	46	76	1	Middle	5.75	107	170	3.9	5.9	Current	97	50	0.85	1
1	Low	53	1	Light	24.1	Normal	0	190	28.4	Pre-Diabetes	90	Postgraduate	Unemployed	White	0	Female	109	140	6.06	44	82	0	Lower-Middle	10.15	117	72	5.3	7.6	Current	114	93	0.91	0
1	Moderate	19	1	Light	27.7	Overweight	0	148	30.4	Type 2	71	Highschool	Employed	White	1	Female	137	191	7.76	60	70	0	Upper-Middle	16.51	50	133	0.5	5.9	Current	106	101	0.88	1
0	Low	29	3	Moderate	20.2	Normal	0	162	36.8	Type 2	79	Highschool	Employed	Black	1	Female	120	168	7.52	59	87	1	Middle	11.1	84	34	8.8	7.4	Never	111	46	0.79	1
0	Moderate	53	0	Light	23.4	Normal	0	176	26.6	Pre-Diabetes	60	Highschool	Employed	Asian	0	Female	112	158	6.42	65	65	1	Lower-Middle	9.23	74	78	9	6.8	Former	124	82	0.85	0
0	Low	62	3	Moderate	29.6	Overweight	0	237	51.9	Type 2	76	Highschool	Employed	Black	1	Male	120	159	6.68	47	85	0	Middle	22.04	163	59	5.8	7.2	Current	112	188	0.87	1
0	Moderate	53	1	Light	19.8	Normal	0	127	21.8	No Diabetes	65	Highschool	Retired	Hispanic	0	Male	93	122	5.4	61	72	1	Low	4.88	50	123	6.5	7.9	Current	119	129	0.77	0
0	Low	48	4	Moderate	26.1	Overweight	1	156	27.3	Type 2	73	Postgraduate	Unemployed	White	0	Female	133	212	7.94	65	61	0	Middle	14.01	76	71	6.3	6.6	Former	119	133	0.84	1
1	Moderate	45	3	Moderate	33.6	Obese	0	162	30.8	Pre-Diabetes	78	Highschool	Employed	White	0	Female	113	140	6.09	54	74	1	Middle	13.15	70	91	3.6	7.6	Current	121	192	0.96	0
1	Low	26	3	Moderate	28.3	Overweight	0	149	25.3	Pre-Diabetes	63	Highschool	Employed	White	0	Female	109	124	5.49	54	75	0	Low	12.36	71	17	9.3	10	Never	108	86	0.9	0
1	Low	38	4	Moderate	27.9	Overweight	0	227	44.4	Pre-Diabetes	90	Graduate	Student	White	1	Female	101	85	4.88	48	66	0	Low	3.7	139	31	5.1	7.4	Former	112	133	0.92	0
0	High	43	1	Light	24.5	Normal	0	156	21.4	Pre-Diabetes	90	Highschool	Employed	Asian	0	Male	106	137	5.92	48	71	0	Upper-Middle	13.54	64	175	5.1	7	Never	98	73	0.81	0
0	Low	67	3	Moderate	26.5	Overweight	0	204	35.1	Type 2	82	Graduate	Employed	Hispanic	0	Female	124	174	6.8	53	71	0	High	4.32	119	30	2.8	7.2	Never	120	136	0.82	1
0	Low	55	3	Moderate	25.1	Overweight	0	200	28	Type 2	75	Graduate	Student	Black	0	Male	101	169	6.53	62	73	1	Lower-Middle	13.4	96	39	5.9	8.6	Former	125	65	0.78	1
0	Moderate	22	2	Light	31.3	Obese	0	182	41.5	Type 2	90	Highschool	Employed	Asian	1	Male	114	163	6.66	44	61	0	Upper-Middle	5.02	87	77	9.3	6.1	Former	112	143	0.88	1
1	Moderate	55	1	Light	27.5	Overweight	0	223	29.3	Pre-Diabetes	82	Highschool	Employed	Black	0	Female	106	149	6.33	47	74	0	Middle	6.65	141	121	8.1	8.2	Never	122	154	0.89	0
0	High	44	5	Moderate	20.6	Normal	0	215	16.7	Pre-Diabetes	72	Graduate	Employed	Black	0	Male	109	139	6.02	60	67	1	Upper-Middle	7.56	118	240	5.6	5.3	Never	123	160	0.83	0
1	Moderate	39	1	Light	30.5	Obese	0	278	28.5	Type 2	81	Graduate	Unemployed	Hispanic	0	Male	101	138	5.53	49	77	0	Lower-Middle	17.74	195	80	8.9	7.9	Current	105	144	0.91	1
0	High	60	2	Light	24.8	Normal	0	223	44.1	Type 2	70	Highschool	Retired	White	1	Female	120	172	6.57	58	60	0	Low	10.99	119	188	5.4	5.1	Never	131	163	0.84	1
1	Moderate	66	2	Light	24.8	Normal	0	220	32.6	Type 2	84	Highschool	Retired	White	0	Female	119	184	6.89	70	60	0	Lower-Middle	3.88	94	85	9.4	5.5	Never	105	160	0.88	1
0	Low	65	1	Light	24.1	Normal	0	227	29.3	Type 2	90	Postgraduate	Retired	Asian	0	Female	106	199	7.17	63	63	0	Middle	2	132	56	5.1	6.6	Never	127	71	0.83	1
0	Moderate	37	2	Light	24.8	Normal	0	173	19.9	Pre-Diabetes	72	Postgraduate	Employed	Hispanic	0	Female	117	119	5.83	71	83	0	Lower-Middle	8.58	67	118	2.4	5.2	Never	104	104	0.85	0
0	Low	45	0	Light	28.5	Overweight	0	231	28.4	Type 2	79	Graduate	Retired	White	0	Male	124	181	7.32	63	59	0	Lower-Middle	3.61	150	61	7.7	5.8	Never	118	134	0.87	1
0	Low	55	1	Light	21.9	Normal	0	210	44.4	Type 2	79	No formal	Employed	White	1	Male	154	217	8.53	53	68	0	Middle	8.82	132	47	6.5	7.4	Current	131	64	0.79	1
1	Low	66	4	Moderate	27.5	Overweight	1	193	49.9	Type 2	85	Graduate	Employed	Hispanic	1	Female	130	186	7.74	45	85	0	Upper-Middle	9.7	112	62	5.6	7.3	Former	122	93	0.87	1
0	Moderate	42	1	Light	19.2	Normal	0	145	19.9	No Diabetes	74	Highschool	Retired	White	0	Female	94	103	5.54	69	84	0	Middle	10.42	50	88	5	8	Never	99	38	0.81	0
0	High	47	1	Light	24.1	Normal	0	182	22.1	No Diabetes	87	Graduate	Retired	Asian	0	Female	97	122	5.44	55	66	1	Middle	9.84	92	180	5.9	6.3	Never	124	92	0.85	0
1	Moderate	32	0	Light	31.2	Obese	0	153	26.6	No Diabetes	68	Highschool	Unemployed	Hispanic	0	Female	89	103	4.96	53	72	0	Upper-Middle	6.55	53	99	4.5	6.9	Never	96	208	0.91	0
0	Moderate	31	2	Light	30.4	Obese	0	166	26.5	Type 2	71	Highschool	Unemployed	Other	0	Male	96	170	6.52	44	65	1	Middle	12.92	105	135	8.4	5.8	Never	90	99	0.9	1
1	Moderate	63	2	Light	23.3	Normal	0	254	33	Type 2	77	Highschool	Retired	White	0	Female	121	192	7.26	41	80	1	Low	2	192	75	10.8	7.7	Never	129	110	0.87	1
0	Low	72	1	Light	21.8	Normal	0	187	33.5	Type 2	82	Graduate	Employed	Hispanic	0	Male	116	204	7.47	48	79	1	Lower-Middle	6.5	120	29	5.9	5.8	Current	118	140	0.82	1
0	Low	49	3	Moderate	24.8	Normal	0	175	28.1	Type 2	70	No formal	Unemployed	Asian	0	Female	105	156	6.78	51	73	1	Middle	2	100	59	10.4	7.5	Never	120	72	0.82	1
0	High	66	1	Light	28.1	Overweight	0	251	41	Type 2	79	Highschool	Retired	Black	1	Male	143	190	7.54	53	78	0	Lower-Middle	14.37	175	287	5.6	8.4	Former	111	96	0.82	1
1	Low	56	4	Moderate	32.6	Obese	0	167	34.2	Type 2	75	Highschool	Employed	White	0	Male	119	179	7.32	49	64	0	Upper-Middle	7.93	80	73	6.6	5.6	Former	123	139	0.94	1
0	Low	40	2	Light	29.6	Overweight	0	228	48.4	Type 2	77	Highschool	Employed	Hispanic	1	Male	130	173	6.55	64	75	0	Low	7.04	151	18	6.8	7.8	Former	107	217	0.87	1
0	High	56	3	Moderate	22.3	Normal	0	203	25.1	Type 2	78	Graduate	Retired	White	0	Female	100	162	6.85	56	59	1	Middle	2	106	156	6.5	4.5	Never	140	123	0.78	1
1	Low	75	4	Moderate	30.4	Obese	1	229	40.1	Type 2	78	Graduate	Unemployed	Black	0	Female	120	186	7.03	43	75	0	Middle	8.53	162	73	6.9	7.1	Former	124	200	0.91	1
0	Low	49	2	Light	25.3	Overweight	0	156	27.7	Type 2	66	Highschool	Employed	Black	0	Male	98	140	5.88	40	79	0	Low	3.9	94	74	3.3	7.7	Former	90	106	0.82	1
0	Moderate	75	1	Light	27.1	Overweight	0	192	35.6	Type 2	75	Highschool	Employed	Hispanic	0	Male	118	185	7.68	64	70	0	Upper-Middle	16.79	103	78	8.4	7.8	Current	131	197	0.9	1
0	Moderate	18	6	Moderate	23.9	Normal	0	157	29.9	Pre-Diabetes	75	Graduate	Employed	White	1	Male	96	177	6.38	72	88	0	Lower-Middle	2.82	78	115	1.1	6.1	Never	99	96	0.85	0
1	Low	63	0	Light	29.3	Overweight	0	203	35.7	Pre-Diabetes	93	Highschool	Employed	White	0	Female	109	166	6.3	50	68	1	Middle	14.08	127	69	8.4	10	Current	105	152	0.95	0
0	High	51	3	Moderate	18.9	Normal	0	137	22.3	Type 2	80	Graduate	Employed	White	0	Female	127	134	6.39	59	62	1	Upper-Middle	7.87	50	155	5.2	7.1	Former	109	104	0.79	1
0	Low	45	1	Light	28.9	Overweight	0	230	45	Type 2	81	Graduate	Unemployed	Black	1	Male	126	206	7.67	57	63	0	Low	4.49	164	47	10.7	6.5	Former	145	106	0.87	1
0	Moderate	51	1	Light	24	Normal	0	221	23.6	Type 2	71	Highschool	Employed	White	0	Male	101	179	6.83	61	56	1	Upper-Middle	2	128	97	2	5.6	Never	106	158	0.86	1
0	Moderate	18	1	Light	28.4	Overweight	0	199	17.5	No Diabetes	67	Postgraduate	Unemployed	White	0	Female	90	118	5.42	61	64	0	Middle	2	99	135	7.6	6.3	Never	94	129	0.85	0
1	High	46	0	Light	24	Normal	0	172	22.3	Type 2	62	Graduate	Employed	White	0	Female	109	174	7.21	55	81	0	Middle	10.9	86	175	5.4	8	Never	119	98	0.87	1
0	Moderate	56	1	Light	24	Normal	0	189	26.8	Type 2	70	Graduate	Employed	Hispanic	0	Male	125	210	7.95	56	69	1	Middle	2	98	88	3.2	5	Never	125	79	0.82	1
0	Moderate	74	1	Light	28.6	Overweight	0	243	34.4	Type 2	90	No formal	Employed	Asian	0	Female	120	155	6.97	50	84	0	Middle	10.58	143	99	2.3	5.9	Former	148	131	0.84	1
0	Moderate	42	1	Light	25.8	Overweight	0	142	23	Type 2	67	Highschool	Employed	Hispanic	0	Female	111	181	7.09	43	78	0	Low	13.34	65	144	4.6	6.5	Current	115	82	0.85	1
0	High	37	2	Light	22.4	Normal	0	162	36.3	Type 2	69	Highschool	Employed	Asian	1	Male	127	216	8.19	38	60	0	Upper-Middle	7.28	112	228	7.7	7.7	Never	90	223	0.79	1
0	Low	42	1	Light	18.4	Underweight	0	167	20.5	Pre-Diabetes	88	Highschool	Retired	Black	0	Male	115	143	6.13	57	70	0	Middle	8.67	97	60	6.8	8	Never	95	81	0.78	0
0	High	65	2	Light	19.8	Normal	1	160	21.8	Type 2	82	Graduate	Employed	Black	0	Male	121	174	7	57	81	1	Middle	3.62	69	237	6.9	7.3	Never	103	94	0.76	1
0	High	55	0	Light	24.9	Normal	0	192	23.8	Type 2	79	Graduate	Student	Black	0	Male	104	174	6.81	57	75	0	Middle	10	95	194	6.2	8.8	Never	124	113	0.9	1
1	Low	42	2	Light	32	Obese	0	234	44.4	Gestational	70	Highschool	Retired	Asian	1	Female	107	156	6.52	62	68	0	Upper-Middle	14.47	144	44	4.5	7.2	Current	147	139	0.92	1
1	Low	58	3	Moderate	24.9	Normal	0	173	31.7	Pre-Diabetes	75	Graduate	Employed	White	0	Female	106	143	6.12	51	72	0	Middle	9.47	95	63	4.9	6.2	Former	114	147	0.92	0
0	Moderate	52	1	Light	27	Overweight	0	170	28.6	Type 2	80	Postgraduate	Employed	White	0	Female	113	176	7.12	55	79	0	Upper-Middle	3.94	92	91	8.6	7.1	Never	118	53	0.84	1
0	Low	65	1	Light	28.7	Overweight	0	166	50	Type 2	76	Highschool	Employed	White	1	Male	113	178	7.02	60	67	1	Middle	2	73	43	5.9	6.4	Never	137	193	0.88	1
0	Low	39	1	Light	25.3	Overweight	0	174	23.6	Type 2	74	Graduate	Employed	White	0	Male	112	174	6.63	64	80	0	Lower-Middle	12.46	74	54	1.2	7.3	Never	106	75	0.8	1
0	Moderate	45	3	Moderate	21.2	Normal	0	203	24.6	Pre-Diabetes	71	Highschool	Retired	White	0	Female	105	156	6.26	45	81	0	Low	10.45	131	126	5.9	6.1	Current	90	101	0.84	0
0	Moderate	44	3	Moderate	23.7	Normal	0	196	26.5	Pre-Diabetes	66	Highschool	Employed	Black	0	Female	103	120	5.79	58	63	0	High	11.23	84	97	10.3	6.9	Never	110	116	0.83	0
0	Moderate	27	2	Light	18.1	Underweight	0	162	16.1	No Diabetes	63	Highschool	Unemployed	White	0	Male	82	144	5.66	67	66	0	Middle	5.3	80	103	9.6	7	Current	99	67	0.75	0
1	Moderate	55	3	Moderate	27.6	Overweight	0	149	27.6	No Diabetes	77	Postgraduate	Retired	White	0	Male	87	92	4.78	66	60	0	Lower-Middle	4.77	54	142	9.1	7.4	Current	106	161	0.92	0
0	Moderate	54	0	Light	22.3	Normal	0	148	26	Type 2	63	No formal	Unemployed	Hispanic	0	Female	122	171	6.81	66	57	1	Upper-Middle	7.73	55	83	2	8.1	Former	140	82	0.83	1
0	Moderate	50	0	Light	26.4	Overweight	0	154	44.9	Type 2	72	Postgraduate	Employed	Hispanic	1	Male	123	134	6.02	52	64	0	Middle	17.26	84	86	9.9	6.9	Former	121	132	0.85	1
0	Low	46	2	Light	20.7	Normal	0	175	24.6	Type 2	92	Graduate	Employed	Hispanic	0	Male	111	165	6.59	75	72	0	High	6.37	66	30	4.8	7.2	Former	96	107	0.77	1

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⛽ Synthetic Diabetes Data

This dataset contains various features that are helpful for predicting if a patient has diabetes. The data is compiled into a single csv file for analysis and model training.

📁 Dataset Description

Contains synthetic data on based on synthetic patient information.

Columns

The dataset includes the following columns:

abdominal_obesity (int)
alcohol_consumption_per_week (int):

The amount of alcohol consumption per week of the patient.
alcohol_group (string):

The category the patient is placed in, in regards to their alcohol consumption.
bmi (float):

The body mass index of the patient.
bmi_group (string):

The category the patient is placed in, in regards to their bmi.
cardiovascular_history (int):

Indicates whether or not patient has a history of cardiovascular.
cholesterol_total (int):

Sum of all cholesterol types in blood. Indicator of diabetic dyslipidemia, referring to a specific pattern of abnormal blood lipid levels commonly seen in people with diabetes.

Total Cholesterol = HDL+LDL+VLDL = HDL+LDL+(Triglycerides/5) Ideal Level: Total Cholesterol: <200 mg/dL
diabetes_risk_score (float)
diabetes_stage (string)
diastolic_bp (int):

Pressure when the heart relaxes between beats.

Elevated BP is common in diabetes but does not diagnose it.

Useful for risk stratification, not for diagnosis.
education_level (string):

The education level of the patient.
employment_status (string):

The employment status of the patient.
ethnicity (string):

The ethnicity of the patient.
family_history_diabetes (int):

Indicates whether or not the patient's family has history of diabetes.
gender (string):

The gender of the patient.
glucose_fasting (int):

Glucose levels when fasting
glucose_postprandial (int):

Measure of blood glucose levels ~ 2 hours after a meal.

Elevated post-meal glucose is an early sign of impaired glucose metabolism and type 2 diabetes.

Ranges: <18 µU/mL too Low; Typical peak: 18–276 mg/dL = Healty insulin response; ≥276 mg/dL = insulin resistance or hyperinsulinemia
hba1c (float):

Hemoglobin A1c

Average blood sugar over 2–3 months.

Diagnostic use: HbA1c 5.7–6.4% = prediabetes. HbA1c ≥6.5% = diabetes

Strength: Does not require fasting and is widely used for diagnosis and monitoring.
hdl_cholesterol (int):

High-Density Lipoprotein Cholesterol: “Good” cholesterol. Removes excess cholesterol from arteries. Higher HDL = better.

Ideal Level: >40 mg/dL (men), >50 mg/dL (women)
heart_rate (int)

Diabetes can cause autonomic neuropathy, leading to abnormal heart rate or variability. Not diagnostic, but may indicate complications.
hypertension_history (int):

Indicates whether or not the patient has a history of hypertension.
income_level (string):

The income bracket of the patient.
insulin_level (float):

Units: µU/mL (micro-units per milliliter) or mIU/L (milli-international units per liter). Units are interchangeable: 1 µU/mL = 1 mIU/L

Fasting Insulin (after 8–12 hours without food):
- Normal: 2–25 µU/mL
- Optimal: Many experts suggest <10 µU/mL for best metabolic health
- Above 25 µU/mL: May indicate insulin resistance or hyperinsulinemia
- Below 2 µU/mL: May indicate type 1 diabetes or pancreatic dysfunction
Postprandial (after eating, usually 30–90 minutes):
- Normal peak: 18–276 µU/mL
- Should return to baseline within 2–3 hours
- Higher spikes often occur after high-carb meals
ldl_cholesterol (int):

Low-Density Lipoprotein Cholesterol: “Bad” cholesterol.

Deposits cholesterol in artery walls, leading to plaque buildup. Lower LDL = better.

Ideal Level: <100 mg/dL
physical_activity_minutes_per_week (int):

The average time of performing physical activities per week (in minutes).
screen_time_hours_per_day (float):

The time (in hours) that the patient spends using technology.
sleep_hours_per_day (float):

The amount of time the patient sleeps per night.
smoking_status (string):

The smoking status of the patient.
systolic_bp (int):

Normal peak: 18–276 µU/mL

Should return to baseline within 2–3 hours

Higher spikes often occur after high-carb meals
triglycerides (int):

A type of fat in blood. High levels often linked to insulin resistance and diabetes.

Ideal Level: <150 mg/dL
waist_to_hip_ratio (float):

The waist circumference divided by the hip circumference.
diagnosed_diabetes (int)

Label/Target Column

📚 Data Sources

The data in this project is sourced from the following source: Diabetes EDA Analysis

Downloads last month: 51

Size of downloaded dataset files:

16.4 MB

Size of the auto-converted Parquet files:

4.17 MB

Number of rows:

100,000