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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	B	Dr Olivia	8	8,535	21-30	Female	Trauma	Moderate	Other	2	Yes	3,870.615575	10
2	gynecology	D	Dr Nathan	5	116,473	21-30	Female	Trauma	Extreme	null	2	Yes	4,170.827586	9
2	gynecology	D	Dr Sarah	0	11,531	11-20	Female	Trauma	Moderate	High Blood Pressure	2	Yes	5,049.228615	9
2	gynecology	F	Dr Nathan	2	38,494	21-30	Female	Emergency	Minor	Other	4	Yes	5,165.033271	8
5	gynecology	F	Dr Nathan	6	9,185	31-40	Female	Trauma	Minor	Other	8	Yes	7,518.473602	9
4	gynecology	D	Dr Nathan	8	102,231	21-30	Female	Trauma	Extreme	Other	4	Yes	3,701.21047	10
4	anesthesia	A	Dr Mark	3	13,342	31-40	Male	Trauma	Minor	Other	6	Yes	5,116.571712	18
4	radiotherapy	E	Dr John	10	34,305	71-80	Female	Emergency	Moderate	null	4	Yes	4,100.743415	23
3	radiotherapy	E	Dr Sam	0	9,904	51-60	Male	Emergency	Moderate	null	3	Yes	6,321.1479	20
3	radiotherapy	E	Dr Sam	8	58,556	61-70	Male	Emergency	Moderate	Other	4	Yes	3,926.737272	22
5	gynecology	D	Dr Olivia	10	115,060	41-50	Female	Trauma	Moderate	null	6	Yes	6,539.532122	9
4	gynecology	F	Dr Nathan	0	55,505	21-30	Female	Urgent	Extreme	null	2	Yes	5,654.480592	9
4	surgery	A	Dr Simon	6	75,113	81-90	Female	Trauma	Moderate	null	3	Yes	5,009.104811	39
5	gynecology	B	Dr Olivia	1	38,326	41-50	Female	Trauma	Moderate	Other	4	Yes	4,658.602999	8
4	radiotherapy	A	Dr John	10	86,579	51-60	Other	Emergency	Minor	Other	2	Yes	3,563.549831	23
4	gynecology	F	Dr Nathan	10	102,204	31-40	Female	Trauma	Minor	Other	2	Yes	4,723.262741	9
5	anesthesia	E	Dr John	4	110,019	51-60	Other	Trauma	Moderate	null	4	Yes	4,107.257335	28
3	gynecology	D	Dr Nathan	1	37,738	21-30	Female	Trauma	Minor	null	2	Yes	3,569.914261	9
5	gynecology	D	Dr Nathan	4	73,223	21-30	Female	Trauma	Extreme	Other	4	Yes	3,673.512407	9
11	gynecology	B	Dr Olivia	4	47,791	21-30	Female	Emergency	Moderate	Other	13	Yes	3,250.698861	9
3	gynecology	B	Dr Olivia	4	83,370	21-30	Female	Trauma	Moderate	Other	2	Yes	4,829.442337	10
3	radiotherapy	E	Dr John	5	118,928	31-40	Other	Trauma	Moderate	Other	2	Yes	6,752.395533	7
3	gynecology	B	Dr Olivia	2	6,086	41-50	Female	Trauma	Moderate	null	4	Yes	3,169.833743	8
4	radiotherapy	E	Dr John	1	40,921	71-80	Other	Emergency	Minor	Other	3	Yes	4,182.823448	23
3	TB & Chest disease	E	Dr John	2	9,330	21-30	Female	Emergency	Moderate	Other	14	Yes	5,121.367997	21
2	gynecology	B	Dr Olivia	7	109,472	21-30	Female	Trauma	Moderate	Other	2	Yes	5,091.29076	11
4	gynecology	F	Dr Olivia	0	124,391	21-30	Female	Trauma	Moderate	null	2	Yes	2,846.55588	8
2	radiotherapy	A	Dr John	9	13,166	71-80	Female	Trauma	Moderate	null	4	Yes	4,755.762329	26
4	radiotherapy	A	Dr John	2	116,124	61-70	Female	Trauma	Moderate	Other	11	Yes	2,844.99329	20
2	radiotherapy	A	Dr Sam	5	74,844	21-30	Male	Trauma	Extreme	Other	2	Yes	6,304.064531	20
4	gynecology	B	Dr Olivia	2	49,900	21-30	Female	Trauma	Moderate	Other	11	Yes	4,335.471167	8
2	gynecology	F	Dr Olivia	6	96,478	21-30	Female	Trauma	Moderate	Other	2	Yes	5,174.878472	9
2	gynecology	B	Dr Olivia	4	84,544	21-30	Female	Trauma	Moderate	Other	4	Yes	3,473.165415	9
3	gynecology	D	Dr Nathan	0	20,638	21-30	Female	Trauma	Minor	Other	8	Yes	4,835.857127	9
5	gynecology	F	Dr Olivia	6	57,811	21-30	Female	Trauma	Moderate	Other	4	Yes	4,148.941942	8
4	gynecology	F	Dr Nathan	4	19,849	21-30	Female	Emergency	Minor	Other	2	Yes	5,068.990933	9
2	surgery	A	Dr Isaac	6	60,990	61-70	Male	Trauma	Moderate	null	4	Yes	4,379.761493	33
2	gynecology	D	Dr Nathan	10	37,928	21-30	Female	Trauma	Minor	Other	4	Yes	6,570.096449	7
2	gynecology	B	Dr Olivia	8	52,669	21-30	Female	Emergency	Moderate	Other	2	Yes	4,822.787137	10
5	gynecology	B	Dr Nathan	5	39,806	21-30	Female	Trauma	Minor	null	2	Yes	4,812.942434	8
3	gynecology	F	Dr Olivia	0	16,699	31-40	Female	Trauma	Moderate	null	2	Yes	4,814.310704	12
3	gynecology	F	Dr Olivia	2	29,767	21-30	Female	Trauma	Moderate	Other	3	Yes	5,876.779474	9
3	gynecology	B	Dr Olivia	10	202	31-40	Female	Trauma	Moderate	Other	4	Yes	3,524.582316	8
3	gynecology	D	Dr Nathan	0	110,592	21-30	Female	Urgent	Minor	null	2	Yes	3,180.601827	8
2	gynecology	B	Dr Olivia	9	34,997	21-30	Female	Trauma	Moderate	Other	2	Yes	3,287.564913	7
4	radiotherapy	C	Dr John	9	355	71-80	Other	Emergency	Moderate	Other	4	Yes	3,850.186755	21
3	gynecology	F	Dr Olivia	2	121,562	21-30	Female	Trauma	Moderate	Other	2	Yes	4,531.748023	10
4	gynecology	F	Dr Nathan	6	1,460	31-40	Female	Trauma	Minor	Other	4	Yes	4,556.748265	9
6	gynecology	D	Dr Nathan	2	126,151	31-40	Female	Trauma	Extreme	null	4	Yes	4,978.795081	9
3	radiotherapy	E	Dr John	10	37,957	71-80	Female	Trauma	Moderate	Other	6	Yes	4,325.376688	25
3	gynecology	D	Dr Olivia	5	128,287	31-40	Female	Urgent	Moderate	null	2	Yes	4,465.673127	9
3	anesthesia	E	Dr John	0	109,668	31-40	Other	Trauma	Minor	Other	9	Yes	4,114.217365	16
4	gynecology	B	Dr Olivia	2	126,734	21-30	Female	Emergency	Moderate	Other	6	Yes	4,649.339948	8
4	gynecology	F	Dr Olivia	10	77,718	21-30	Female	Trauma	Moderate	null	4	Yes	2,555.82843	8
2	radiotherapy	E	Dr Sam	8	17,571	51-60	Male	Trauma	Moderate	Other	6	Yes	3,580.994974	19
3	gynecology	F	Dr Nathan	3	105,588	31-40	Female	Urgent	Minor	Other	2	Yes	6,989.511523	9
3	gynecology	F	Dr Nathan	1	44,302	21-30	Female	Urgent	Minor	null	2	Yes	4,271.528172	8
3	gynecology	F	Dr Olivia	1	12,896	21-30	Female	Trauma	Moderate	Other	6	Yes	2,377.473804	11
5	radiotherapy	E	Dr John	6	23,128	51-60	Female	Trauma	Moderate	Other	4	Yes	4,192.644092	27
4	anesthesia	C	Dr John	4	118,794	71-80	Other	Emergency	Minor	Other	2	Yes	6,406.54134	34
5	radiotherapy	C	Dr John	9	7,122	41-50	Other	Emergency	Moderate	Other	5	Yes	5,276.178345	6
3	gynecology	F	Dr Olivia	2	125,722	41-50	Female	Trauma	Moderate	null	4	Yes	4,192.051162	7
4	gynecology	F	Dr Nathan	7	79,994	31-40	Female	Trauma	Minor	null	4	Yes	4,627.28245	8
4	gynecology	F	Dr Olivia	7	29,888	41-50	Female	Trauma	Moderate	Other	4	Yes	6,780.787254	9
2	TB & Chest disease	A	Dr John	5	4,501	51-60	Other	Trauma	Moderate	Other	2	Yes	4,890.467586	27
3	gynecology	D	Dr Olivia	0	14,556	31-40	Female	Trauma	Moderate	null	4	Yes	4,680.153644	9
2	radiotherapy	A	Dr Sam	2	2,739	31-40	Male	Trauma	Moderate	null	2	Yes	4,190.846511	5
3	gynecology	F	Dr Nathan	1	43,475	21-30	Female	Urgent	Minor	Other	2	Yes	6,994.664095	8
4	gynecology	D	Dr Nathan	6	39,299	21-30	Female	Trauma	Extreme	Other	4	Yes	3,186.147402	9
4	gynecology	B	Dr Olivia	4	52,990	41-50	Female	Emergency	Moderate	Other	4	Yes	3,985.166619	9
2	gynecology	D	Dr Olivia	9	125,468	21-30	Female	Emergency	Moderate	Other	6	Yes	4,745.760423	8
10	gynecology	D	Dr Nathan	1	79,649	21-30	Female	Trauma	Minor	Other	6	Yes	7,305.419679	8
4	gynecology	F	Dr Olivia	10	52,001	31-40	Female	Trauma	Moderate	null	3	Yes	3,945.152024	9
4	gynecology	F	Dr Olivia	2	37,233	21-30	Female	Trauma	Moderate	null	2	Yes	4,467.439516	8
2	gynecology	B	Dr Olivia	4	38,600	21-30	Female	Trauma	Moderate	Other	2	Yes	4,830.422078	7
4	gynecology	D	Dr Nathan	4	105,877	21-30	Female	Trauma	Extreme	Other	3	Yes	4,297.092079	8
2	anesthesia	A	Dr John	2	5,098	21-30	Female	Urgent	Minor	null	2	Yes	4,319.298992	36
3	gynecology	F	Dr Nathan	3	11,460	41-50	Female	Trauma	Minor	Other	3	Yes	3,924.933089	7
2	anesthesia	E	Dr John	6	61,892	71-80	Female	Trauma	Moderate	Other	2	Yes	3,963.485442	30
4	gynecology	B	Dr Nathan	3	79,012	41-50	Female	Emergency	Minor	null	4	Yes	3,278.301851	8
4	gynecology	D	Dr Nathan	3	40,172	41-50	Female	Trauma	Extreme	null	3	Yes	3,809.334968	8
2	gynecology	D	Dr Olivia	0	82,219	21-30	Female	Trauma	Moderate	Other	4	Yes	4,777.910779	9
3	gynecology	D	Dr Olivia	7	77,210	21-30	Female	Emergency	Moderate	Other	2	Yes	4,337.200498	9
6	radiotherapy	C	Dr John	7	82,112	31-40	Female	Emergency	Moderate	Other	4	Yes	4,102.671611	4
2	gynecology	F	Dr Olivia	3	29,034	41-50	Female	Emergency	Moderate	Other	3	Yes	3,828.225907	9
2	gynecology	B	Dr Olivia	9	3,066	21-30	Female	Trauma	Moderate	null	2	Yes	4,569.563833	10
3	anesthesia	A	Dr John	6	126,590	61-70	Other	Urgent	Moderate	Other	4	Yes	4,340.363051	35
3	radiotherapy	E	Dr Sam	6	107,695	81-90	Male	Urgent	Moderate	Other	3	Yes	5,014.224636	22
3	anesthesia	A	Dr John	9	3,874	41-50	Other	Trauma	Moderate	Other	2	Yes	4,810.627233	18
2	gynecology	D	Dr Nathan	5	59,684	41-50	Female	Trauma	Extreme	null	4	Yes	5,990.781433	7
2	gynecology	F	Dr Nathan	0	108,601	31-40	Female	Emergency	Minor	Other	9	Yes	3,721.262999	9
3	gynecology	D	Dr Olivia	1	108,221	21-30	Female	Emergency	Moderate	Other	2	Yes	4,111.7109	10
5	gynecology	F	Dr Olivia	2	9,051	41-50	Female	Emergency	Moderate	Other	9	Yes	4,199.032344	9
2	gynecology	D	Dr Olivia	10	110,997	21-30	Female	Emergency	Moderate	Other	3	Yes	3,603.907246	8
2	TB & Chest disease	A	Dr Mark	8	125,494	51-60	Male	Urgent	Minor	Other	2	Yes	4,376.053997	29
3	gynecology	F	Dr Nathan	1	124,815	31-40	Female	Urgent	Minor	null	3	Yes	5,052.309048	9
3	radiotherapy	E	Dr John	5	21,047	71-80	Female	Emergency	Moderate	Other	8	Yes	4,623.940209	21
9	gynecology	F	Dr Nathan	6	128,279	21-30	Female	Trauma	Extreme	null	4	Yes	3,559.230519	9
4	gynecology	D	Dr Nathan	9	131,062	41-50	Female	Urgent	Minor	Other	3	Yes	4,607.663178	7
4	gynecology	D	Dr Olivia	8	62,012	21-30	Female	Trauma	Moderate	null	4	Yes	3,963.286483	9