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healthcare_data

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train · 500k rows

Available Extra Rooms in Hospital int64 0 24	Department stringclasses 5 values	Ward_Facility_Code stringclasses 6 values	doctor_name stringclasses 9 values	staff_available int64 0 10	patientid int64 -3,269 134k	Age stringclasses 10 values	gender stringclasses 3 values	Type of Admission stringclasses 3 values	Severity of Illness stringclasses 3 values	health_conditions stringclasses 5 values	Visitors with Patient int64 0 32	Insurance stringclasses 2 values	Admission_Deposit float64 1.65k 10.1k	Stay (in days) int64 3 51
4	gynecology	D	Dr Sophia	0	33,070	41-50	Female	Trauma	Extreme	Diabetes	4	Yes	2,966.408696	8
4	gynecology	B	Dr Sophia	2	34,808	31-40	Female	Trauma	Minor	Heart disease	2	No	3,554.835677	9
2	gynecology	B	Dr Sophia	8	44,577	21-30	Female	Trauma	Extreme	Diabetes	2	Yes	5,624.733654	7
4	gynecology	D	Dr Olivia	7	3,695	31-40	Female	Urgent	Moderate	null	4	No	4,814.149231	8
2	anesthesia	E	Dr Mark	10	108,956	71-80	Male	Trauma	Moderate	Diabetes	2	No	5,169.269637	34
2	gynecology	F	Dr Olivia	2	130,189	21-30	Female	Trauma	Moderate	Other	2	Yes	4,539.268397	11
7	gynecology	D	Dr Olivia	5	11,175	31-40	Female	Emergency	Moderate	Other	3	Yes	4,669.961786	8
3	gynecology	B	Dr Sophia	8	82,988	21-30	Female	Emergency	Moderate	Heart disease	3	Yes	5,101.67548	7
2	TB & Chest disease	A	Dr John	7	80,339	31-40	Other	Trauma	Moderate	Other	2	No	4,899.767616	12
4	gynecology	D	Dr Sarah	7	89,055	41-50	Female	Trauma	Extreme	Asthama	4	No	3,350.366777	8
4	anesthesia	A	Dr John	9	43,685	31-40	Other	Trauma	Minor	Heart disease	2	Yes	4,948.361736	16
3	gynecology	F	Dr Sarah	9	128,845	11-20	Female	Trauma	Moderate	Asthama	2	No	4,013.745709	8
5	gynecology	F	Dr Sarah	3	75,122	41-50	Female	Trauma	Moderate	High Blood Pressure	11	Yes	3,780.044174	8
3	gynecology	F	Dr Sarah	2	47,617	41-50	Female	Emergency	Minor	High Blood Pressure	9	Yes	7,490.500433	11
4	gynecology	F	Dr Sarah	7	74,327	11-20	Female	Emergency	Minor	High Blood Pressure	4	Yes	7,006.50635	9
3	radiotherapy	E	Dr Sam	8	29,701	31-40	Male	Trauma	Moderate	Heart disease	2	No	3,986.82143	5
3	radiotherapy	E	Dr John	6	59,508	31-40	Other	Urgent	Moderate	null	6	Yes	4,067.512043	5
2	gynecology	B	Dr Olivia	6	28,214	21-30	Female	Trauma	Moderate	Other	2	No	4,283.167951	9
4	radiotherapy	E	Dr John	5	116,434	51-60	Other	Emergency	Moderate	Other	4	No	3,747.83007	26
4	gynecology	F	Dr Sophia	10	29,197	21-30	Female	Trauma	Moderate	Diabetes	4	Yes	4,090.595978	9
2	radiotherapy	E	Dr John	5	46,808	21-30	Other	Urgent	Extreme	null	4	No	4,938.861702	21
3	gynecology	F	Dr Sophia	6	31,578	21-30	Female	Emergency	Extreme	Diabetes	2	No	7,210.860025	10
2	gynecology	F	Dr Nathan	0	24,680	21-30	Female	Trauma	Minor	null	2	Yes	4,496.93205	10
2	gynecology	D	Dr Olivia	10	23,721	41-50	Female	Emergency	Moderate	Other	2	Yes	5,412.00905	10
2	gynecology	D	Dr Olivia	2	107,345	41-50	Female	Trauma	Moderate	Other	4	Yes	3,511.08133	8
2	gynecology	B	Dr Sarah	4	117,749	31-40	Female	Trauma	Moderate	High Blood Pressure	6	Yes	6,148.124858	9
5	gynecology	B	Dr Sarah	10	3,380	11-20	Female	Trauma	Extreme	Asthama	2	No	4,403.050171	9
4	radiotherapy	E	Dr John	0	12,266	31-40	Female	Trauma	Moderate	Diabetes	4	No	4,896.301777	5
2	radiotherapy	A	Dr John	7	81,577	41-50	Female	Trauma	Extreme	Diabetes	2	Yes	3,917.356476	6
3	radiotherapy	E	Dr Sam	8	126,893	21-30	Male	Trauma	Minor	Heart disease	8	Yes	3,990.442735	20
5	radiotherapy	E	Dr John	6	5,170	21-30	Female	Emergency	Minor	null	4	Yes	3,678.545078	22
2	radiotherapy	A	Dr John	4	33,438	41-50	Female	Emergency	Extreme	Asthama	4	No	4,941.894275	6
4	anesthesia	E	Dr Mark	4	25,729	21-30	Male	Trauma	Minor	Diabetes	4	No	4,808.587819	34
10	TB & Chest disease	E	Dr John	0	24,354	31-40	Female	Urgent	Extreme	Asthama	6	Yes	5,029.649724	10
3	anesthesia	A	Dr John	2	124,374	21-30	Female	Urgent	Moderate	High Blood Pressure	12	Yes	5,063.558274	39
2	TB & Chest disease	E	Dr John	9	50,693	61-70	Female	Trauma	Moderate	Diabetes	2	No	3,944.622601	26
2	radiotherapy	E	Dr Sam	4	17,417	21-30	Male	Trauma	Moderate	Diabetes	4	No	2,698.507578	20
4	gynecology	F	Dr Nathan	4	85,436	31-40	Female	Emergency	Minor	null	3	No	4,448.043015	8
4	anesthesia	E	Dr John	10	65,702	41-50	Female	Trauma	Extreme	Asthama	4	Yes	3,348.847211	14
3	anesthesia	E	Dr John	6	128,123	41-50	Female	Urgent	Moderate	High Blood Pressure	2	Yes	5,697.153126	17
6	surgery	A	Dr Simon	8	24,853	31-40	Female	Urgent	Moderate	null	6	No	7,110.157482	10
3	gynecology	F	Dr Sarah	10	15,048	31-40	Female	Emergency	Minor	High Blood Pressure	2	Yes	4,473.264962	8
2	radiotherapy	E	Dr Sam	7	94,749	31-40	Male	Emergency	Minor	High Blood Pressure	2	No	3,943.378468	7
5	gynecology	D	Dr Sophia	0	123,244	31-40	Female	Trauma	Moderate	Heart disease	2	Yes	3,891.486702	7
6	gynecology	B	Dr Sarah	10	125,725	31-40	Female	Trauma	Moderate	High Blood Pressure	6	Yes	7,061.540308	9
3	gynecology	D	Dr Sarah	9	106,670	11-20	Female	Trauma	Minor	Asthama	3	Yes	5,127.172763	10
4	radiotherapy	E	Dr Sam	10	1,289	31-40	Male	Trauma	Minor	Other	4	Yes	3,772.561924	8
2	radiotherapy	A	Dr Sam	2	47,222	31-40	Male	Trauma	Extreme	Asthama	3	Yes	4,785.413778	6
3	anesthesia	A	Dr John	7	35,071	31-40	Female	Trauma	Moderate	Diabetes	2	No	5,281.23263	17
5	gynecology	D	Dr Sophia	5	85,900	31-40	Female	Emergency	Moderate	Heart disease	4	No	5,556.462309	7
3	gynecology	F	Dr Sophia	4	105,925	21-30	Female	Trauma	Minor	Diabetes	2	No	4,635.366405	8
2	gynecology	B	Dr Sarah	4	127,887	21-30	Female	Trauma	Minor	High Blood Pressure	4	Yes	4,261.713894	8
3	gynecology	F	Dr Sophia	7	75,198	21-30	Female	Trauma	Moderate	Diabetes	11	Yes	4,600.873904	9
4	gynecology	D	Dr Olivia	9	3,749	21-30	Female	Trauma	Moderate	Other	4	Yes	4,930.132302	7
4	anesthesia	C	Dr John	3	32,610	61-70	Other	Trauma	Extreme	Other	4	No	3,922.684871	39
2	gynecology	B	Dr Olivia	9	112,080	41-50	Female	Trauma	Moderate	null	3	No	4,713.805431	9
5	gynecology	F	Dr Sarah	7	15,520	11-20	Female	Trauma	Moderate	Asthama	4	Yes	3,809.19033	8
4	gynecology	F	Dr Sophia	9	50,641	21-30	Female	Trauma	Moderate	Diabetes	6	Yes	4,709.999771	8
2	gynecology	D	Dr Sarah	7	31,295	11-20	Female	Trauma	Moderate	Asthama	3	Yes	6,678.051153	8
3	radiotherapy	A	Dr John	4	116,251	61-70	Female	Trauma	Extreme	Heart disease	4	Yes	3,429.89739	26
2	gynecology	F	Dr Sarah	9	83,242	11-20	Female	Trauma	Moderate	High Blood Pressure	2	Yes	4,612.64597	10
3	gynecology	D	Dr Olivia	1	120,754	41-50	Female	Emergency	Moderate	Other	6	No	4,663.125422	10
4	gynecology	B	Dr Sophia	1	40,476	41-50	Female	Trauma	Moderate	Diabetes	3	Yes	5,167.654743	10
4	gynecology	F	Dr Olivia	4	121,454	31-40	Female	Emergency	Moderate	null	3	Yes	7,005.024039	8
3	anesthesia	A	Dr Mark	7	114,135	51-60	Male	Emergency	Moderate	null	2	No	4,831.783761	34
3	gynecology	D	Dr Olivia	7	15,250	21-30	Female	Emergency	Moderate	null	4	No	5,135.139129	8
3	anesthesia	A	Dr Mark	5	15,974	51-60	Male	Trauma	Extreme	Diabetes	6	No	5,297.601956	32
4	gynecology	F	Dr Olivia	3	56,312	31-40	Female	Trauma	Moderate	null	3	No	4,439.064651	8
4	gynecology	D	Dr Nathan	5	106,428	41-50	Female	Emergency	Extreme	null	5	Yes	4,268.185548	8
5	gynecology	F	Dr Olivia	3	48,355	41-50	Female	Trauma	Moderate	Other	4	No	2,258.038752	10
6	surgery	A	Dr Simon	5	38,914	31-40	Female	Trauma	Minor	null	2	No	4,748.367924	14
2	radiotherapy	E	Dr John	3	86,229	31-40	Female	Trauma	Moderate	High Blood Pressure	1	No	3,711.560886	5
3	radiotherapy	E	Dr John	2	101,072	21-30	Other	Trauma	Minor	Diabetes	2	Yes	3,740.708921	21
3	radiotherapy	E	Dr John	0	128,138	71-80	Other	Trauma	Moderate	Other	2	Yes	4,717.733468	26
3	gynecology	D	Dr Olivia	5	88,018	21-30	Female	Emergency	Moderate	null	4	No	3,940.951326	10
2	radiotherapy	A	Dr John	8	45,364	61-70	Other	Trauma	Moderate	null	2	Yes	5,124.076045	22
2	gynecology	F	Dr Olivia	9	91,104	21-30	Female	Emergency	Moderate	Other	1	Yes	4,365.784555	9
5	gynecology	D	Dr Olivia	0	40,003	21-30	Female	Emergency	Moderate	null	4	No	5,111.623283	8
5	radiotherapy	A	Dr John	10	5,015	71-80	Other	Emergency	Moderate	Other	3	Yes	7,035.792895	22
2	anesthesia	E	Dr Mark	10	28,803	51-60	Male	Urgent	Minor	null	2	Yes	4,765.634076	34
4	gynecology	D	Dr Sarah	3	54,516	11-20	Female	Emergency	Moderate	Asthama	4	Yes	4,686.892787	9
5	gynecology	F	Dr Sophia	3	63,542	41-50	Female	Trauma	Moderate	Diabetes	4	No	4,718.362709	8
6	radiotherapy	E	Dr John	7	60,539	51-60	Other	Trauma	Moderate	null	4	Yes	4,479.989499	24
2	gynecology	D	Dr Sarah	4	84,890	11-20	Female	Urgent	Minor	Asthama	2	No	7,632.386582	9
2	gynecology	B	Dr Sophia	7	96,689	41-50	Female	Trauma	Extreme	Diabetes	4	Yes	3,207.934454	8
3	radiotherapy	E	Dr John	2	73,791	31-40	Other	Trauma	Extreme	Asthama	2	No	4,079.185965	5
4	gynecology	D	Dr Nathan	0	82,263	21-30	Female	Trauma	Minor	null	2	No	3,891.545022	8
2	anesthesia	A	Dr Mark	6	17,657	61-70	Male	Emergency	Extreme	null	2	Yes	5,140.239551	35
3	radiotherapy	E	Dr Sam	8	103,160	71-80	Male	Trauma	Minor	Diabetes	2	No	4,658.696506	22
3	radiotherapy	E	Dr Sam	1	81,333	31-40	Male	Trauma	Minor	null	3	No	4,935.997962	6
4	gynecology	B	Dr Sarah	10	3,151	31-40	Female	Trauma	Minor	High Blood Pressure	3	Yes	5,928.445706	8
4	gynecology	B	Dr Sarah	6	123,360	11-20	Female	Trauma	Extreme	Asthama	3	Yes	5,365.8252	8
3	gynecology	F	Dr Nathan	7	15,765	21-30	Female	Trauma	Minor	null	4	No	7,275.646177	9
3	radiotherapy	E	Dr John	6	111,130	31-40	Female	Trauma	Minor	High Blood Pressure	3	No	7,110.214056	6
4	gynecology	D	Dr Sarah	6	127,602	31-40	Female	Trauma	Minor	Asthama	14	Yes	4,138.555622	9
1	radiotherapy	E	Dr John	8	41,395	21-30	Other	Urgent	Minor	High Blood Pressure	6	Yes	5,379.441445	25
2	gynecology	F	Dr Nathan	2	72,703	31-40	Female	Emergency	Minor	null	2	No	5,846.414922	9
1	gynecology	F	Dr Olivia	2	8,447	31-40	Female	Emergency	Moderate	null	2	No	4,246.709854	10
4	radiotherapy	E	Dr John	9	128,984	41-50	Female	Emergency	Extreme	Diabetes	4	Yes	3,720.666237	7
5	gynecology	F	Dr Olivia	3	61,017	21-30	Female	Trauma	Moderate	null	4	No	3,280.927746	9