Datasets:

kondratevakate
/

hospital-triage-and-patient-history-data

dep_name string	esi string	age int32	gender string	ethnicity string	race string	lang string	religion string	maritalstatus string	employstatus string	insurance_status string	disposition string	arrivalmode string	arrivalmonth string	arrivalday string	arrivalhour_bin string	previousdispo string	anemia float64	aneurysm float64	asthma float64	cataract float64	chrkidneydisease float64	coronathero float64	deliriumdementiaamnesticothercognitiv float64	diabmelnoc float64	diverticulos float64	esophgealdx float64	hdnckcancr float64	headachemig float64	hepatitis float64	hrtvalvedx float64	htn float64	hyperlipidem float64	maligneopls float64	mooddisorders float64	nauseavomit float64	nephritis float64	osteoporosis float64	otcirculdx float64	othematldx float64	othergidx float64	othergudx float64	othnervdx float64	otinflskin float64	otjointdx float64	unclassified float64	urinstone float64	viralinfect float64	n_edvisits int32	n_admissions int32	absolutelymphocytecount_last float64	acetonebld_last float64	alanineaminotransferase(alt)_last float64	albumin_last float64	alkphos_last float64	anc(absneutrophilcount)_last float64	aniongap_last float64	aspartateaminotransferase(ast)_last float64	b-typenatriureticpeptide,pro(probnp)_last float64	baseexcess(poc)_last float64	baseexcess,venous(poc)_last float64	basos_last float64	basosabs_last float64	benzodiazepinesscreen,urine,noconf._last float64	bilirubindirect_last float64	bilirubintotal_last float64	bun_last float64	bun/creatratio_last float64	calcium_last float64	calculatedco2(poc)_last float64	calculatedhco3(poc)i_last float64	calculatedo2saturation(poc)_last float64	chloride_last float64	cktotal_last float64	co2_last float64	co2calculated,venous(poc)_last float64	co2,poc_last float64	creatinine_last float64	d-dimer_last float64	egfr_last float64	egfr(nonafricanamerican)_last float64	egfr(aframer)_last float64	eos_last float64	eosinoabs_last float64	epithelialcells_last float64	globulin_last float64	glucose_last float64	glucose,meter_last float64	hco3calculated,venous(poc)_last float64	hematocrit_last float64	hemoglobin_last float64	immaturegrans(abs)_last float64	immaturegranulocytes_last float64	inr_last float64	lactate,poc_last float64	lipase_last float64	lymphs_last float64	magnesium_last float64	mch_last float64	mchc_last float64	mcv_last float64	monocytes_last float64	monosabs_last float64	mpv_last float64	neutrophils_last float64	nrbc_last float64	nrbcabsolute_last float64	o2satcalculated,venous(poc)_last float64	pco2(poc)_last float64	pco2,venous(poc)_last float64	ph,venous(poc)_last float64	phencyclidine(pcp)screen,urine,noconf._last float64	phosphorus_last float64	platelets_last float64	po2(poc)_last float64	po2,venous(poc)_last float64	pocbun_last float64	poccreatinine_last float64	pocglucose_last float64	pochematocrit_last float64	pocionizedcalcium_last float64	pocph_last float64	pocpotassium_last float64	pocsodium_last float64	poctroponini._last float64	potassium_last float64	proteintotal_last float64	prothrombintime_last float64	ptt_last float64	rbc_last float64	rbc/hpf_last float64	rdw_last float64	sodium_last float64	troponini(poc)_last float64	troponint_last float64	tsh_last float64	wbc_last float64	wbc/hpf_last float64	absolutelymphocytecount_min float64	acetonebld_min float64	alanineaminotransferase(alt)_min float64	albumin_min float64	alkphos_min float64	anc(absneutrophilcount)_min float64	aniongap_min float64	aspartateaminotransferase(ast)_min float64	b-typenatriureticpeptide,pro(probnp)_min float64	baseexcess(poc)_min float64	baseexcess,venous(poc)_min float64	basos_min float64	basosabs_min float64	benzodiazepinesscreen,urine,noconf._min float64	bilirubindirect_min float64	bilirubintotal_min float64	bun_min float64	bun/creatratio_min float64	calcium_min float64	calculatedco2(poc)_min float64	calculatedhco3(poc)i_min float64	calculatedo2saturation(poc)_min float64	chloride_min float64	cktotal_min float64	co2_min float64	co2calculated,venous(poc)_min float64	co2,poc_min float64	creatinine_min float64	d-dimer_min float64	egfr_min float64	egfr(nonafricanamerican)_min float64	egfr(aframer)_min float64	eos_min float64	eosinoabs_min float64	epithelialcells_min float64	globulin_min float64	glucose_min float64	glucose,meter_min float64	hco3calculated,venous(poc)_min float64	hematocrit_min float64	hemoglobin_min float64	immaturegrans(abs)_min float64	immaturegranulocytes_min float64	inr_min float64	lactate,poc_min float64	lipase_min float64	lymphs_min float64	magnesium_min float64	mch_min float64	mchc_min float64	mcv_min float64	monocytes_min float64	monosabs_min float64	mpv_min float64	neutrophils_min float64	nrbc_min float64	nrbcabsolute_min float64	o2satcalculated,venous(poc)_min float64	pco2(poc)_min float64	pco2,venous(poc)_min float64	ph,venous(poc)_min float64	phencyclidine(pcp)screen,urine,noconf._min float64	phosphorus_min float64	platelets_min float64	po2(poc)_min float64	po2,venous(poc)_min float64	pocbun_min float64	poccreatinine_min float64	pocglucose_min float64	pochematocrit_min float64	pocionizedcalcium_min float64	pocph_min float64	pocpotassium_min float64	pocsodium_min float64	poctroponini._min float64	potassium_min float64	proteintotal_min float64	prothrombintime_min float64	ptt_min float64	rbc_min float64	rbc/hpf_min float64	rdw_min float64	sodium_min float64	troponini(poc)_min float64	troponint_min float64	tsh_min float64	wbc_min float64	wbc/hpf_min float64	absolutelymphocytecount_max float64	acetonebld_max float64	alanineaminotransferase(alt)_max float64	albumin_max float64	alkphos_max float64	anc(absneutrophilcount)_max float64	aniongap_max float64	aspartateaminotransferase(ast)_max float64	b-typenatriureticpeptide,pro(probnp)_max float64	baseexcess(poc)_max float64	baseexcess,venous(poc)_max float64	basos_max float64	basosabs_max float64	benzodiazepinesscreen,urine,noconf._max float64	bilirubindirect_max float64	bilirubintotal_max float64	bun_max float64	bun/creatratio_max float64	calcium_max float64	calculatedco2(poc)_max float64	calculatedhco3(poc)i_max float64	calculatedo2saturation(poc)_max float64	chloride_max float64	cktotal_max float64	co2_max float64	co2calculated,venous(poc)_max float64	co2,poc_max float64	creatinine_max float64	d-dimer_max float64	egfr_max float64	egfr(nonafricanamerican)_max float64	egfr(aframer)_max float64	eos_max float64	eosinoabs_max float64	epithelialcells_max float64	globulin_max float64	glucose_max float64	glucose,meter_max float64	hco3calculated,venous(poc)_max float64	hematocrit_max float64	hemoglobin_max float64	immaturegrans(abs)_max float64	immaturegranulocytes_max float64	inr_max float64	lactate,poc_max float64	lipase_max float64	lymphs_max float64	magnesium_max float64	mch_max float64	mchc_max float64	mcv_max float64	monocytes_max float64	monosabs_max float64	mpv_max float64	neutrophils_max float64	nrbc_max float64	nrbcabsolute_max float64	o2satcalculated,venous(poc)_max float64	pco2(poc)_max float64	pco2,venous(poc)_max float64	ph,venous(poc)_max float64	phencyclidine(pcp)screen,urine,noconf._max float64	phosphorus_max float64	platelets_max float64	po2(poc)_max float64	po2,venous(poc)_max float64	pocbun_max float64	poccreatinine_max float64	pocglucose_max float64	pochematocrit_max float64	pocionizedcalcium_max float64	pocph_max float64	pocpotassium_max float64	pocsodium_max float64	poctroponini._max float64	potassium_max float64	proteintotal_max float64	prothrombintime_max float64	ptt_max float64	rbc_max float64	rbc/hpf_max float64	rdw_max float64	sodium_max float64	troponini(poc)_max float64	troponint_max float64	tsh_max float64	wbc_max float64	wbc/hpf_max float64	absolutelymphocytecount_median float64	acetonebld_median float64	alanineaminotransferase(alt)_median float64	albumin_median float64	alkphos_median float64	anc(absneutrophilcount)_median float64	aniongap_median float64	aspartateaminotransferase(ast)_median float64	b-typenatriureticpeptide,pro(probnp)_median float64	baseexcess(poc)_median float64	baseexcess,venous(poc)_median float64	basos_median float64	basosabs_median float64	benzodiazepinesscreen,urine,noconf._median float64	bilirubindirect_median float64	bilirubintotal_median float64	bun_median float64	bun/creatratio_median float64	calcium_median float64	calculatedco2(poc)_median float64	calculatedhco3(poc)i_median float64	calculatedo2saturation(poc)_median float64	chloride_median float64	cktotal_median float64	co2_median float64	co2calculated,venous(poc)_median float64	co2,poc_median float64	creatinine_median float64	d-dimer_median float64	egfr_median float64	egfr(nonafricanamerican)_median float64	egfr(aframer)_median float64	eos_median float64	eosinoabs_median float64	epithelialcells_median float64	globulin_median float64	glucose_median float64	glucose,meter_median float64	hco3calculated,venous(poc)_median float64	hematocrit_median float64	hemoglobin_median float64	immaturegrans(abs)_median float64	immaturegranulocytes_median float64	inr_median float64	lactate,poc_median float64	lipase_median float64	lymphs_median float64	magnesium_median float64	mch_median float64	mchc_median float64	mcv_median float64	monocytes_median float64	monosabs_median float64	mpv_median float64	neutrophils_median float64	nrbc_median float64	nrbcabsolute_median float64	o2satcalculated,venous(poc)_median float64	pco2(poc)_median float64	pco2,venous(poc)_median float64	ph,venous(poc)_median float64	phencyclidine(pcp)screen,urine,noconf._median float64	phosphorus_median float64	platelets_median float64	po2(poc)_median float64	po2,venous(poc)_median float64	pocbun_median float64	poccreatinine_median float64	pocglucose_median float64	pochematocrit_median float64	pocionizedcalcium_median float64	pocph_median float64	pocpotassium_median float64	pocsodium_median float64	poctroponini._median float64	potassium_median float64	proteintotal_median float64	prothrombintime_median float64	ptt_median float64	rbc_median float64	rbc/hpf_median float64	rdw_median float64	sodium_median float64	troponini(poc)_median float64	troponint_median float64	tsh_median float64	wbc_median float64	wbc/hpf_median float64	bloodua_last float64	bloodua_npos float64	bloodua_count float64	glucoseua_count float64	ketonesua_count float64	leukocytesua_count float64	nitriteua_count float64	proteinua_count float64	bloodculture,routine_count float64	urineculture,routine_count float64	triage_vital_hr float64	triage_vital_sbp float64	triage_vital_dbp float64	triage_vital_rr float64	triage_vital_o2 float64	triage_vital_o2_device float64	triage_vital_temp float64	pulse_last float64	resp_last float64	spo2_last float64	temp_last float64	sbp_last float64	dbp_last float64	o2_device_last float64	pulse_min float64	resp_min float64	spo2_min float64	temp_min float64	sbp_min float64	dbp_min float64	o2_device_min float64	pulse_max float64	resp_max float64	spo2_max float64	temp_max float64	sbp_max float64	dbp_max float64	o2_device_max float64	pulse_median float64	resp_median float64	spo2_median float64	temp_median float64	sbp_median float64	dbp_median float64	o2_device_median float64	cxr_count float64	echo_count float64	ekg_count float64	headct_count float64	otherct_count float64	otherus_count float64	otherxr_count float64	meds_antiarthritics float64	meds_antifungals float64	meds_antihyperglycemics float64	meds_cardiovascular float64	meds_cnsdrugs float64	meds_diuretics float64	meds_elect/caloric/h2o float64	meds_gastrointestinal float64	meds_psychotherapeuticdrugs float64	meds_sedative/hypnotics float64	meds_unclassifieddrugproducts float64	meds_vitamins float64	n_surgeries float64	cc_chestpain int32	cc_dizziness int32	cc_emesis int32	cc_extremitylaceration int32	cc_headachere-evaluation int32	cc_kneepain int32	cc_leginjury int32	cc_lossofconsciousness int32	cc_motorvehiclecrash int32	cc_multiplefalls int32	cc_neurologicproblem int32
B	4	40	Male	Hispanic or Latino	White or Caucasian	English	None	Single	Full Time	Other	Discharge	Walk-in	June	Tuesday	23-02	No previous dispo	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	0	0	0	63	146	85	18	97	0	97	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	1	0	0	0	0
B	4	66	Male	Hispanic or Latino	Native Hawaiian or Other Pacific Islander	English	Pentecostal	Married	Not Employed	Commercial	Discharge	Car	January	Tuesday	15-18	No previous dispo	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	0	0	0	83	125	77	16	null	0	98	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	0	0	0	0	0	0	0	0	1	0	0
B	2	66	Male	Hispanic or Latino	Native Hawaiian or Other Pacific Islander	English	Pentecostal	Married	Not Employed	Commercial	Discharge	Walk-in	July	Thursday	11-14	Discharge	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	0	0	0	78	134	78	16	97	null	97.8	83	16	null	98	125	77	0	83	16	null	98	125	77	0	83	16	null	98	125	77	0	83	16	null	98	125	77	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	0	1	0	0	0	0	0	0	0	0	0
A	2	66	Male	Hispanic or Latino	Native Hawaiian or Other Pacific Islander	English	Pentecostal	Married	Not Employed	Commercial	Discharge	Car	July	Saturday	11-14	Discharge	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	2	0	1.9	null	12	null	71	9.2	null	19	null	-1	null	2	null	null	0.1	0.4	null	null	null	26	24.8	50	null	null	null	null	25	null	null	null	null	null	2	null	null	null	null	null	null	42.3	14.9	null	null	1	0.6	null	16	null	31.1	35.2	88	5	null	10.3	76	null	null	null	44	null	null	null	null	238	28	null	10	1	109	44	4.5	7.36	4.2	136	null	null	null	10.3	null	4.8	null	12.6	null	0	null	null	12.2	null	1.9	null	12	null	71	9.2	null	19	null	-1	null	2	null	null	0.1	0.4	null	null	null	26	24.8	50	null	null	null	null	25	null	null	null	null	null	2	null	null	null	null	null	null	42.3	14.9	null	null	1	0.6	null	16	null	31.1	35.2	88	5	null	10.3	76	null	null	null	44	null	null	null	null	238	28	null	10	1	109	44	4.5	7.36	4.2	136	null	null	null	10.3	null	4.8	null	12.6	null	0	null	null	12.2	null	1.9	null	12	null	71	9.2	null	19	null	-1	null	2	null	null	0.1	0.4	null	null	null	26	24.8	50	null	null	null	null	25	null	null	null	null	null	2	null	null	null	null	null	null	42.3	14.9	null	null	1	0.6	null	16	null	31.1	35.2	88	5	null	10.3	76	null	null	null	44	null	null	null	null	238	28	null	10	1	109	44	4.5	7.36	4.2	136	null	null	null	10.3	null	4.8	null	12.6	null	0	null	null	12.2	null	1.9	null	12	null	71	9.2	null	19	null	-1	null	2	null	null	0.1	0.4	null	null	null	26	24.8	50	null	null	null	null	25	null	null	null	null	null	2	null	null	null	null	null	null	42.3	14.9	null	null	1	0.6	null	16	null	31.1	35.2	88	5	null	10.3	76	null	null	null	44	null	null	null	null	238	28	null	10	1	109	44	4.5	7.36	4.2	136	null	null	null	10.3	null	4.8	null	12.6	null	0	null	null	12.2	null	0	0	0	0	0	0	0	0	0	0	98	171	92	18	98	0	null	61	16	98	97.6	135	83	0	61	16	97	97.6	125	67	0	83	16	98	98	135	83	0	74.5	16	98	97.85	132.5	77.5	0	1	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	0	0	0	0	1	0	0	0	0	0	0
A	3	84	Female	Hispanic or Latino	Other	Other	Pentecostal	Widowed	Retired	Medicare	Admit	Walk-in	November	Tuesday	07-10	Discharge	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	0	0	0	101	133	72	18	97	0	98.4	75	18	97	98	140	58	0	70	18	97	98	96	58	0	76	18	98	98.4	140	76	0	75	18	97	98.2	132	70	0	0	0	0	0	0	1	0	1	1	0	2	1	1	2	2	0	1	0	1	5	0	0	1	0	0	0	0	0	0	0	0
A	3	86	Female	Hispanic or Latino	Other	Other	Pentecostal	Widowed	Retired	Medicare	Discharge	Walk-in	April	Monday	15-18	Admit	1	0	0	1	0	0	1	1	0	1	0	0	0	0	1	1	0	1	0	0	1	0	1	1	0	1	1	1	1	0	0	0	0	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	0	0	0	76	143	87	18	98	0	98.5	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	10	0	1	0	0	0	0	0	0	0	0	0
A	3	86	Female	Hispanic or Latino	Other	Other	Pentecostal	Widowed	Retired	Medicare	Admit	Car	September	Wednesday	11-14	Discharge	1	0	0	1	0	0	1	1	0	1	0	1	0	0	1	1	0	1	0	0	1	0	1	1	0	1	1	1	1	0	0	1	0	2.3	null	null	null	null	6.8	15	null	null	null	null	0	null	null	null	null	12	null	9.6	null	null	null	96	null	28.7	null	null	0.7	null	null	null	null	1	null	null	null	93	null	null	37.6	12.5	null	null	null	null	null	23	2	31.8	33.3	96	8	null	8.2	68	null	null	null	null	null	null	null	3.4	326	null	null	null	null	null	null	null	null	null	null	null	3.9	null	null	null	3.9	null	13.2	140	null	null	null	9.9	null	2.3	null	null	null	null	6.8	15	null	null	null	null	0	null	null	null	null	12	null	9.6	null	null	null	96	null	28.7	null	null	0.7	null	null	null	null	1	null	null	null	93	null	null	37.6	12.5	null	null	null	null	null	23	2	31.8	33.3	96	8	null	8.2	68	null	null	null	null	null	null	null	3.4	326	null	null	null	null	null	null	null	null	null	null	null	3.9	null	null	null	3.9	null	13.2	140	null	null	null	9.9	null	2.3	null	null	null	null	6.8	15	null	null	null	null	0	null	null	null	null	12	null	9.6	null	null	null	96	null	28.7	null	null	0.7	null	null	null	null	1	null	null	null	93	null	null	37.6	12.5	null	null	null	null	null	23	2	31.8	33.3	96	8	null	8.2	68	null	null	null	null	null	null	null	3.4	326	null	null	null	null	null	null	null	null	null	null	null	3.9	null	null	null	3.9	null	13.2	140	null	null	null	9.9	null	2.3	null	null	null	null	6.8	15	null	null	null	null	0	null	null	null	null	12	null	9.6	null	null	null	96	null	28.7	null	null	0.7	null	null	null	null	1	null	null	null	93	null	null	37.6	12.5	null	null	null	null	null	23	2	31.8	33.3	96	8	null	8.2	68	null	null	null	null	null	null	null	3.4	326	null	null	null	null	null	null	null	null	null	null	null	3.9	null	null	null	3.9	null	13.2	140	null	null	null	9.9	null	0	0	1	1	1	1	1	1	0	0	77	154	69	16	null	0	98	66	20	95	98.4	129	69	0	66	18	95	98.4	129	69	0	76	20	98	98.5	143	87	0	71	19	96.5	98.45	136	78	0	1	0	1	1	2	0	2	0	1	1	2	1	1	0	0	0	0	1	1	10	1	0	0	0	0	0	0	0	0	0	0
A	4	87	Female	Hispanic or Latino	Other	Other	Pentecostal	Widowed	Retired	Medicare	Discharge	Car	March	Saturday	11-14	Admit	1	0	0	1	0	0	1	1	0	1	0	1	0	0	1	1	0	1	0	0	1	0	1	1	0	1	1	1	1	0	0	2	1	1.9	null	14	null	57	5.2	12	21	556.9	null	null	0.4	0	null	0.1	0.3	11	16.2	9.4	null	null	null	99	null	28	null	null	0.68	null	null	null	null	0.4	0	null	null	87	null	null	33.9	11.2	0	0.3	null	null	33	24.7	null	30.9	33	93.6	8.3	0.7	11.5	65.9	0	0	null	null	null	null	null	null	266	null	null	null	null	null	null	null	null	null	null	null	4.6	null	null	null	3.6	null	14.3	139	0.18	0	null	7.8	null	1.9	null	14	null	57	5.2	12	21	556.9	null	null	0	0	null	0.1	0.3	11	16.2	9.4	null	null	null	96	null	28	null	null	0.68	null	null	null	null	0.4	0	null	null	87	null	null	33.9	11.2	0	0.3	null	null	33	23	2	30.9	33	93.6	8	0.7	8.2	65.9	0	0	null	null	null	null	null	3.4	266	null	null	null	null	null	null	null	null	null	null	null	3.9	null	null	null	3.6	null	13.2	139	0.18	0	null	7.8	null	2.3	null	14	null	57	6.8	15	21	556.9	null	null	0.4	0	null	0.1	0.3	12	16.2	9.6	null	null	null	99	null	28.7	null	null	0.7	null	null	null	null	1	0	null	null	93	null	null	37.6	12.5	0	0.3	null	null	33	24.7	2	31.8	33.3	96	8.3	0.7	11.5	68	0	0	null	null	null	null	null	3.4	326	null	null	null	null	null	null	null	null	null	null	null	4.6	null	null	null	3.9	null	14.3	140	0.18	0	null	9.9	null	2.1	null	14	null	57	6	13.5	21	556.9	null	null	0.2	0	null	0.1	0.3	11.5	16.2	9.5	null	null	null	97.5	null	28.35	null	null	0.69	null	null	null	null	0.7	0	null	null	90	null	null	35.75	11.85	0	0.3	null	null	33	23.85	2	31.35	33.15	94.8	8.15	0.7	9.85	66.95	0	0	null	null	null	null	null	3.4	296	null	null	null	null	null	null	null	null	null	null	null	4.25	null	null	null	3.75	null	13.75	139.5	0.18	0	null	8.85	null	0	0	1	1	1	1	1	1	0	0	88	155	75	17	98	0	97.8	68	13	98	null	null	null	null	66	13	95	97.5	117	51	0	79	20	98	98.5	154	87	0	76	17	98	98	131.5	62.5	0	2	1	3	1	2	0	2	0	0	0	0	0	0	0	0	0	0	0	0	11	0	0	0	0	0	1	0	0	0	0	0
B	2	75	Male	Non-Hispanic	White or Caucasian	English	None	Married	Retired	Medicare	Admit	ambulance	March	Sunday	03-06	Admit	0	1	1	0	1	1	0	0	1	1	0	1	1	1	1	1	0	0	1	1	0	0	0	0	1	0	0	0	0	1	0	1	1	0.8	null	31	5.1	94	14.6	18	26	null	null	null	0	null	null	0.3	0.6	31	16.3	10.2	null	null	null	108	31	17	null	null	1.9	null	37	null	null	0	null	null	3	213	null	null	48	16.1	null	null	1.13	null	18	5	1.9	32.8	33.6	98	2	null	9.6	93	null	null	null	null	null	null	null	3.6	239	null	null	null	null	null	null	null	5	null	null	null	4.7	8.1	12.8	28.2	4.9	null	12.7	143	null	0.02	0.78	15.7	null	0.8	null	31	5.1	94	14.6	18	26	null	null	null	0	null	null	0.3	0.6	31	16.3	10.2	null	null	null	108	31	17	null	null	1.9	null	37	null	null	0	null	null	3	213	null	null	48	16.1	null	null	1.13	null	18	5	1.9	32.8	33.6	98	2	null	9.6	93	null	null	null	null	null	null	null	3.6	239	null	null	null	null	null	null	null	5	null	null	null	4.7	8.1	12.8	28.2	4.9	null	12.7	143	null	0.02	0.78	15.7	null	0.8	null	31	5.1	94	14.6	18	26	null	null	null	0	null	null	0.3	0.6	31	16.3	10.2	null	null	null	108	31	17	null	null	1.9	null	37	null	null	0	null	null	3	213	null	null	48	16.1	null	null	1.13	null	18	5	1.9	32.8	33.6	98	2	null	9.6	93	null	null	null	null	null	null	null	3.6	239	null	null	null	null	null	null	null	5	null	null	null	4.7	8.1	12.8	28.2	4.9	null	12.7	143	null	0.02	0.78	15.7	null	0.8	null	31	5.1	94	14.6	18	26	null	null	null	0	null	null	0.3	0.6	31	16.3	10.2	null	null	null	108	31	17	null	null	1.9	null	37	null	null	0	null	null	3	213	null	null	48	16.1	null	null	1.13	null	18	5	1.9	32.8	33.6	98	2	null	9.6	93	null	null	null	null	null	null	null	3.6	239	null	null	null	null	null	null	null	5	null	null	null	4.7	8.1	12.8	28.2	4.9	null	12.7	143	null	0.02	0.78	15.7	null	1	1	1	1	1	1	1	1	1	1	null	null	null	null	null	null	null	84	16	97	null	151	91	0	84	16	97	98.6	132	80	0	103	18	97	100	184	95	0	100	18	97	100	150	89.5	0	1	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	4	0	0	0	0	0	0	0	0	0	0	1
B	2	75	Male	Non-Hispanic	White or Caucasian	English	None	Married	Retired	Medicare	Admit	ambulance	October	Sunday	15-18	Admit	0	1	1	0	1	1	0	0	1	1	0	1	1	1	1	1	0	0	1	1	0	0	0	0	1	0	0	0	0	1	0	1	1	null	null	53	4.4	81	null	17	39	null	null	null	null	null	null	null	0.7	107	28.2	9.7	null	null	null	110	null	21	null	null	3.8	null	16	null	null	null	null	null	3.1	123	null	null	50.2	17.3	null	null	1.23	null	46	null	null	33.7	34.5	98	null	null	9.6	null	null	null	null	null	null	null	null	null	196	null	null	null	null	null	null	null	null	null	null	null	5.8	7.5	13.4	30.2	5.1	null	13.5	148	null	null	null	22.6	null	null	null	53	4.4	81	null	17	39	null	null	null	null	null	null	null	0.7	107	28.2	9.7	null	null	null	110	null	21	null	null	3.8	null	16	null	null	null	null	null	3.1	123	null	null	50.2	17.3	null	null	1.23	null	46	null	null	33.7	34.5	98	null	null	9.6	null	null	null	null	null	null	null	null	null	196	null	null	null	null	null	null	null	null	null	null	null	5.8	7.5	13.4	30.2	5.1	null	13.5	148	null	null	null	22.6	null	null	null	53	4.4	81	null	17	39	null	null	null	null	null	null	null	0.7	107	28.2	9.7	null	null	null	110	null	21	null	null	3.8	null	16	null	null	null	null	null	3.1	123	null	null	50.2	17.3	null	null	1.23	null	46	null	null	33.7	34.5	98	null	null	9.6	null	null	null	null	null	null	null	null	null	196	null	null	null	null	null	null	null	null	null	null	null	5.8	7.5	13.4	30.2	5.1	null	13.5	148	null	null	null	22.6	null	null	null	53	4.4	81	null	17	39	null	null	null	null	null	null	null	0.7	107	28.2	9.7	null	null	null	110	null	21	null	null	3.8	null	16	null	null	null	null	null	3.1	123	null	null	50.2	17.3	null	null	1.23	null	46	null	null	33.7	34.5	98	null	null	9.6	null	null	null	null	null	null	null	null	null	196	null	null	null	null	null	null	null	null	null	null	null	5.8	7.5	13.4	30.2	5.1	null	13.5	148	null	null	null	22.6	null	0	0	0	0	0	0	0	0	0	0	null	null	null	null	null	null	null	86	18	94	null	106	75	0	82	16	93	97.5	92	53	0	104	18	98	99	106	75	0	86	18	97	98.25	101	73	0	1	0	1	1	0	2	0	0	0	0	0	0	0	0	0	1	0	0	0	4	0	1	0	0	0	0	0	1	0	1	0

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Hospital Triage and Patient History Data

Tabular dataset of emergency-department triage records and patient history, suitable for hospital-admission prediction and clinical-tabular LLM benchmarking.

Source

This is a re-hosted copy of the dataset released by Hong, Haimovich, and Taylor (Yale) at https://github.com/yaleemmlc/admissionprediction. The data has been losslessly converted from the original R .RData (via an intermediate .feather) to Apache Parquet with zstd compression so that the Hugging Face dataset viewer recognizes it. No rows, columns, or values were modified.

Shape

Rows: 560,486 emergency-department visits
Columns: 972 variables (triage vitals, chief complaint, medications, prior diagnoses, imaging history, labs, demographics)

Usage

from datasets import load_dataset

ds = load_dataset("kondratevakate/hospital-triage-and-patient-history-data", split="train")
print(ds.num_rows, ds.num_columns)

Citation

If you use this dataset, please cite the original paper:

@article{hong2018predicting,
  title   = {Predicting hospital admission at emergency department triage using machine learning},
  author  = {Hong, Woo Suk and Haimovich, Adrian Daniel and Taylor, Richard Andrew},
  journal = {PLOS ONE},
  volume  = {13},
  number  = {7},
  pages   = {e0201016},
  year    = {2018},
  doi     = {10.1371/journal.pone.0201016}
}

License

Apache-2.0 (as set on the original re-host on this repo). The upstream Yale release does not specify a separate data license; the authors made the de-identified dataset publicly available alongside the paper.

Ethical considerations

Records are de-identified per the original release. Downstream users remain responsible for compliance with applicable health-data regulations in their jurisdiction (e.g., HIPAA in the US, GDPR Article 9 in the EU, DHA HIPS in the UAE) and for obtaining any required institutional approvals (IRB) before using the data in research.

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