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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
2	radiotherapy	E	Dr Sam	0	61,658	41-50	Male	Trauma	Minor	null	6	Yes	4,354.118799	5
2	gynecology	D	Dr Olivia	9	23,326	21-30	Female	Trauma	Moderate	Other	4	Yes	7,840.385901	8
2	radiotherapy	E	Dr John	1	95,361	71-80	Female	Urgent	Moderate	Other	10	Yes	4,183.838323	21
2	gynecology	B	Dr Nathan	6	113,514	41-50	Female	Trauma	Minor	null	3	Yes	6,525.275369	9
5	gynecology	D	Dr Nathan	2	100,567	21-30	Female	Urgent	Extreme	null	2	Yes	6,176.530704	9
3	radiotherapy	E	Dr John	3	63,142	31-40	Other	Trauma	Minor	null	2	Yes	5,556.595848	6
3	radiotherapy	E	Dr John	8	5,585	61-70	Female	Trauma	Moderate	Other	4	Yes	3,959.589366	21
4	gynecology	F	Dr Nathan	4	45,195	41-50	Female	Trauma	Minor	Other	4	Yes	4,446.610072	12
4	gynecology	F	Dr Nathan	0	92,331	21-30	Female	Urgent	Extreme	null	4	Yes	4,686.971252	9
4	gynecology	B	Dr Olivia	5	4,696	41-50	Female	Emergency	Moderate	Other	4	Yes	3,822.478832	9
1	gynecology	B	Dr Olivia	3	111,223	41-50	Female	Trauma	Moderate	Other	2	Yes	4,980.456647	8
3	gynecology	B	Dr Nathan	7	113,581	21-30	Female	Trauma	Minor	Other	2	Yes	4,741.914135	8
2	surgery	A	Dr Simon	4	5,531	71-80	Female	Trauma	Moderate	null	2	Yes	5,742.232168	38
4	gynecology	D	Dr Olivia	9	107,388	21-30	Female	Emergency	Moderate	Other	4	Yes	3,308.071104	10
2	gynecology	D	Dr Nathan	8	125,694	31-40	Female	Trauma	Extreme	Other	2	Yes	4,596.305762	10
2	gynecology	F	Dr Nathan	6	42,695	21-30	Female	Emergency	Extreme	Other	2	Yes	7,800.969837	10
4	gynecology	D	Dr Olivia	7	24,913	21-30	Female	Trauma	Moderate	null	3	Yes	4,727.838105	7
4	gynecology	F	Dr Olivia	7	2,560	31-40	Female	Trauma	Moderate	Other	2	Yes	5,840.223087	8
4	gynecology	D	Dr Olivia	9	67,142	31-40	Female	Emergency	Moderate	Other	2	Yes	4,093.854403	7
3	TB & Chest disease	E	Dr Mark	6	61,283	31-40	Male	Trauma	Moderate	Other	6	Yes	3,729.828291	8
3	radiotherapy	E	Dr John	6	99,142	31-40	Female	Emergency	Minor	null	2	Yes	7,342.042365	7
1	gynecology	F	Dr Olivia	2	112,614	21-30	Female	Trauma	Moderate	null	2	Yes	3,951.778382	9
4	TB & Chest disease	A	Dr Mark	6	128,998	61-70	Male	Trauma	Moderate	Other	3	Yes	3,519.571037	25
2	radiotherapy	A	Dr Sam	10	43,288	61-70	Male	Trauma	Moderate	Other	2	Yes	4,694.409442	23
4	gynecology	B	Dr Olivia	0	104,281	21-30	Female	Trauma	Moderate	Other	4	Yes	4,747.467057	9
4	gynecology	B	Dr Olivia	0	110,977	21-30	Female	Trauma	Moderate	Other	2	Yes	4,862.600709	8
2	radiotherapy	A	Dr John	4	81,337	91-100	Female	Emergency	Moderate	null	2	Yes	5,616.231658	21
2	gynecology	D	Dr Nathan	3	66,929	31-40	Female	Trauma	Extreme	null	4	Yes	4,092.682121	7
1	gynecology	D	Dr Nathan	10	38,655	41-50	Female	Urgent	Extreme	Other	2	Yes	4,238.091835	8
3	radiotherapy	E	Dr John	9	19,093	31-40	Female	Trauma	Moderate	Other	2	Yes	3,986.767575	5
5	gynecology	F	Dr Olivia	0	99,040	21-30	Female	Emergency	Moderate	Other	5	Yes	4,753.706723	8
4	gynecology	F	Dr Olivia	10	81,320	31-40	Female	Trauma	Moderate	Other	14	Yes	4,583.886038	8
4	TB & Chest disease	E	Dr John	7	126,659	31-40	Female	Trauma	Moderate	Other	4	Yes	4,058.718313	10
3	gynecology	D	Dr Nathan	3	15,511	21-30	Female	Urgent	Extreme	Other	3	Yes	3,813.451715	9
3	anesthesia	E	Dr Mark	1	92,493	51-60	Male	Trauma	Moderate	null	4	Yes	4,802.193048	37
3	surgery	A	Dr Simon	7	34,343	21-30	Female	Trauma	Moderate	Other	2	Yes	5,235.265235	33
4	gynecology	F	Dr Olivia	1	48,666	31-40	Female	Emergency	Moderate	Other	4	Yes	5,022.541424	10
3	radiotherapy	E	Dr John	5	6,397	41-50	Female	Emergency	Minor	null	2	Yes	6,369.258157	7
3	gynecology	F	Dr Olivia	7	119,698	31-40	Female	Urgent	Moderate	Other	2	Yes	3,750.174104	8
3	TB & Chest disease	E	Dr John	4	123,291	91-100	Other	Trauma	Minor	Other	6	Yes	4,367.333701	25
4	gynecology	D	Dr Nathan	1	96,676	21-30	Female	Emergency	Minor	Other	4	Yes	4,984.632226	8
4	gynecology	B	Dr Olivia	3	44,500	41-50	Female	Trauma	Moderate	null	6	Yes	3,824.904943	6
3	radiotherapy	E	Dr Sam	9	25,720	51-60	Male	Trauma	Moderate	Other	2	Yes	4,758.478376	24
6	gynecology	B	Dr Nathan	2	81,925	41-50	Female	Emergency	Minor	null	3	Yes	4,524.57444	8
4	TB & Chest disease	E	Dr Mark	8	9,678	61-70	Male	Trauma	Moderate	null	4	Yes	4,300.919498	21
2	gynecology	B	Dr Olivia	0	90,381	21-30	Female	Trauma	Moderate	Other	4	Yes	5,584.632477	8
3	TB & Chest disease	A	Dr John	6	9,971	81-90	Female	Trauma	Minor	Other	2	Yes	5,076.431304	30
3	gynecology	B	Dr Nathan	10	126,627	21-30	Female	Trauma	Minor	Other	2	Yes	5,896.334144	10
3	gynecology	F	Dr Nathan	10	108,174	21-30	Female	Trauma	Minor	Other	2	Yes	4,766.483285	7
11	gynecology	B	Dr Olivia	4	126,773	41-50	Female	Trauma	Moderate	Other	3	Yes	4,937.085286	9
2	gynecology	B	Dr Olivia	9	80,734	41-50	Female	Urgent	Moderate	null	2	Yes	5,405.698503	6
4	gynecology	B	Dr Olivia	6	83,466	21-30	Female	Trauma	Moderate	Other	2	Yes	5,877.61452	9
2	surgery	A	Dr Isaac	6	125,199	71-80	Male	Trauma	Moderate	Other	4	Yes	4,076.314173	45
4	radiotherapy	E	Dr John	1	119,836	31-40	Female	Emergency	Minor	Other	6	Yes	3,904.745071	6
5	gynecology	F	Dr Olivia	3	58,135	21-30	Female	Trauma	Moderate	Other	8	Yes	5,427.918286	8
4	surgery	A	Dr Simon	8	8,594	41-50	Female	Trauma	Minor	null	2	Yes	4,689.900905	13
5	gynecology	D	Dr Olivia	1	3,338	31-40	Female	Emergency	Moderate	Other	4	Yes	4,543.793081	7
5	gynecology	F	Dr Nathan	10	54,083	31-40	Female	Trauma	Minor	null	4	Yes	4,589.995031	9
2	gynecology	B	Dr Nathan	5	4,360	41-50	Female	Urgent	Minor	Other	2	Yes	6,614.383872	8
2	gynecology	F	Dr Olivia	2	113,899	31-40	Female	Trauma	Moderate	Other	3	Yes	4,057.133313	8
3	gynecology	D	Dr Nathan	1	53,931	21-30	Female	Urgent	Extreme	Other	8	Yes	6,343.942277	7
4	gynecology	B	Dr Nathan	5	27,429	21-30	Female	Trauma	Minor	null	2	Yes	4,463.960859	8
4	radiotherapy	A	Dr John	1	109,385	31-40	Other	Trauma	Moderate	Other	2	Yes	4,427.396958	6
2	TB & Chest disease	A	Dr John	9	20,965	31-40	Female	Trauma	Moderate	null	8	Yes	4,185.789503	6
4	radiotherapy	E	Dr John	8	48,133	31-40	Other	Emergency	Moderate	null	4	Yes	7,119.973901	7
3	gynecology	F	Dr Nathan	9	16,039	21-30	Female	Trauma	Minor	null	2	Yes	4,309.295221	10
10	gynecology	D	Dr Nathan	9	120,964	21-30	Female	Trauma	Extreme	null	4	Yes	4,698.452029	7
3	gynecology	F	Dr Olivia	10	48,356	21-30	Female	Emergency	Moderate	null	2	Yes	7,042.347538	9
4	anesthesia	E	Dr Mark	0	20,222	31-40	Male	Trauma	Moderate	Other	8	Yes	4,556.75421	20
4	gynecology	B	Dr Nathan	6	60,805	31-40	Female	Trauma	Minor	null	4	Yes	4,817.895919	7
5	gynecology	B	Dr Olivia	9	101,864	41-50	Female	Emergency	Moderate	Other	2	Yes	5,558.115581	8
4	TB & Chest disease	E	Dr Mark	10	25,941	61-70	Male	Emergency	Moderate	Other	12	Yes	3,960.508543	28
3	gynecology	D	Dr Nathan	10	25,672	21-30	Female	Urgent	Extreme	null	3	Yes	3,692.380793	8
4	gynecology	D	Dr Nathan	9	36,990	31-40	Female	Trauma	Extreme	null	4	Yes	4,691.352946	9
10	gynecology	D	Dr Olivia	1	69,840	21-30	Female	Urgent	Moderate	null	4	Yes	7,012.482094	9
2	gynecology	B	Dr Olivia	3	112,393	21-30	Female	Trauma	Moderate	Other	2	Yes	4,680.067785	7
3	gynecology	B	Dr Olivia	1	111,742	21-30	Female	Trauma	Moderate	Other	2	Yes	5,258.864911	10
3	TB & Chest disease	A	Dr Mark	7	84,402	81-90	Male	Trauma	Minor	Other	2	Yes	4,421.977053	26
2	gynecology	B	Dr Olivia	4	120,263	21-30	Female	Trauma	Moderate	Other	2	Yes	5,278.188135	9
2	TB & Chest disease	E	Dr John	1	54,459	31-40	Other	Emergency	Moderate	null	2	Yes	7,390.953935	10
2	gynecology	D	Dr Olivia	4	97,166	21-30	Female	Emergency	Moderate	Other	3	Yes	6,867.527121	8
3	gynecology	B	Dr Olivia	1	42,483	21-30	Female	Trauma	Moderate	Other	2	Yes	4,866.29051	9
6	gynecology	D	Dr Olivia	3	2,086	21-30	Female	Emergency	Moderate	Other	4	Yes	3,286.955644	8
3	gynecology	D	Dr Nathan	1	49,715	21-30	Female	Trauma	Extreme	null	2	Yes	5,385.362955	8
4	TB & Chest disease	A	Dr John	7	14,186	41-50	Other	Trauma	Minor	Other	13	Yes	6,370.807634	13
3	gynecology	F	Dr Olivia	5	12,033	21-30	Female	Trauma	Moderate	null	3	Yes	5,988.202631	9
3	gynecology	B	Dr Nathan	4	123,302	21-30	Female	Urgent	Minor	Other	8	Yes	3,986.161274	10
2	gynecology	F	Dr Nathan	9	118,563	41-50	Female	Urgent	Minor	Other	6	Yes	6,794.111032	7
3	gynecology	B	Dr Olivia	2	122,867	21-30	Female	Trauma	Moderate	Other	2	Yes	4,836.749716	9
3	gynecology	B	Dr Olivia	3	31,429	21-30	Female	Trauma	Moderate	Other	3	Yes	5,056.396236	9
2	gynecology	B	Dr Olivia	2	2,938	31-40	Female	Trauma	Moderate	Other	3	Yes	4,235.283848	9
4	gynecology	B	Dr Olivia	7	7,144	21-30	Female	Trauma	Moderate	null	4	Yes	3,946.25377	10
3	gynecology	F	Dr Olivia	4	87,760	31-40	Female	Trauma	Moderate	null	2	Yes	4,456.381303	8
2	anesthesia	E	Dr John	5	92,353	51-60	Female	Trauma	Moderate	Other	22	Yes	4,865.671381	30
6	gynecology	B	Dr Nathan	6	30,333	31-40	Female	Trauma	Minor	Other	4	Yes	4,723.998782	9
3	gynecology	F	Dr Nathan	0	12,586	31-40	Female	Emergency	Minor	null	5	Yes	4,645.567583	8
5	gynecology	D	Dr Nathan	3	46,969	21-30	Female	Trauma	Extreme	Other	4	Yes	7,058.255581	9
3	radiotherapy	E	Dr Sam	9	8,373	71-80	Male	Urgent	Minor	Other	3	Yes	4,554.88355	25
4	gynecology	D	Dr Nathan	5	102,684	41-50	Female	Trauma	Extreme	Other	4	Yes	3,839.165597	10
4	gynecology	D	Dr Olivia	9	27,014	31-40	Female	Emergency	Moderate	null	4	Yes	4,120.145509	6