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diabetes

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train · 10k rows

rowID int64 1 10k	race stringclasses 6 values	gender stringclasses 2 values	age stringclasses 10 values	weight stringclasses 8 values	admission_type_id stringclasses 6 values	discharge_disposition_id stringclasses 21 values	admission_source_id stringclasses 10 values	time_in_hospital int64 1 14	payer_code stringclasses 16 values	medical_specialty stringlengths 1 36	num_lab_procedures int64 1 120	num_procedures int64 0 6	num_medications int64 1 81	number_outpatient int64 0 36	number_emergency int64 0 42	number_inpatient int64 0 10	diag_1 stringlengths 1 6	diag_2 stringlengths 1 6	diag_3 stringlengths 1 6	number_diagnoses int64 1 9	max_glu_serum stringclasses 3 values	A1Cresult stringclasses 3 values	metformin stringclasses 4 values	repaglinide stringclasses 4 values	nateglinide stringclasses 4 values	chlorpropamide stringclasses 3 values	glimepiride stringclasses 4 values	acetohexamide stringclasses 1 value	glipizide stringclasses 4 values	glyburide stringclasses 4 values	tolbutamide stringclasses 2 values	pioglitazone stringclasses 4 values	rosiglitazone stringclasses 4 values	acarbose stringclasses 3 values	miglitol stringclasses 4 values	troglitazone stringclasses 1 value	tolazamide stringclasses 2 values	examide stringclasses 1 value	citoglipton stringclasses 1 value	insulin stringclasses 4 values	glyburide.metformin stringclasses 4 values	glipizide.metformin stringclasses 2 values	glimepiride.pioglitazone stringclasses 1 value	metformin.rosiglitazone stringclasses 1 value	metformin.pioglitazone stringclasses 1 value	change stringclasses 2 values	diabetesMed stringclasses 2 values	readmitted bool 2 classes	diag_1_desc stringlengths 6 152 ⌀	diag_2_desc stringlengths 6 160 ⌀	diag_3_desc stringlengths 8 160 ⌀
401	AfricanAmerican	Female	[60-70)	?	Emergency	Discharged/transferred to another rehab fac including rehab units of a hospital.	Emergency Room	11	?	Family/GeneralPractice	51	3	36	0	0	0	235	599	578	8	null	null	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	Ch	Yes	false	Neoplasm of uncertain behavior of major salivary glands	Urinary tract infection, site not specified	Hematemesis
402	Caucasian	Female	[0-10)	?	Emergency	Discharged to home	Emergency Room	2	?	Pediatrics	70	1	11	0	0	0	250.13	112	?	2	null	>8	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	false	Diabetes with ketoacidosis, type I [juvenile type], uncontrolled	Candidiasis of mouth	null
403	Caucasian	Male	[60-70)	?	Emergency	Discharged to home	Emergency Room	3	?	Cardiology	33	2	15	0	0	0	426	414	V45	6	null	null	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Yes	false	Atrioventricular block, complete	Coronary atherosclerosis of unspecified type of vessel, native or graft	Unspecified cardiac device in situ
404	Caucasian	Male	[60-70)	?	Not Available	Discharged/transferred to SNF	null	3	?	Orthopedics-Reconstructive	23	1	21	4	1	1	715	250	401	3	>200	null	Steady	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Ch	Yes	false	Osteoarthrosis, generalized, site unspecified	Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled	Malignant essential hypertension
405	AfricanAmerican	Female	[60-70)	[75-100)	null	Discharged to home	null	2	?	?	71	0	11	0	0	0	789	397	402	7	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	true	Abdominal pain, unspecified site	Diseases of tricuspid valve	Malignant hypertensive heart disease without heart failure
406	Caucasian	Male	[50-60)	?	Urgent	Discharged to home	Physician Referral	3	?	Cardiology	32	5	17	0	0	0	410	428	414	9	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	false	Acute myocardial infarction of anterolateral wall, episode of care unspecified	Congestive heart failure, unspecified	Coronary atherosclerosis of unspecified type of vessel, native or graft
407	Caucasian	Female	[60-70)	?	Emergency	Discharged to home	Emergency Room	1	MC	Orthopedics	48	2	16	0	0	0	813	E885	250	5	null	null	Steady	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Ch	Yes	true	Closed fracture of upper end of forearm, unspecified	Fall from (nonmotorized) scooter	Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled
408	Caucasian	Female	[60-70)	?	Emergency	Discharged to home	Emergency Room	5	SP	?	66	0	21	0	0	1	429	423	599	9	null	Norm	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	Yes	true	Myocarditis, unspecified	Hemopericardium	Urinary tract infection, site not specified
409	Caucasian	Female	[50-60)	?	Emergency	Discharged to home	Emergency Room	5	MC	?	50	0	21	0	0	1	482	403	428	9	null	>8	No	No	No	No	No	No	No	Steady	No	Down	No	No	No	No	No	No	No	Up	No	No	No	No	No	Ch	Yes	false	Pneumonia due to Klebsiella pneumoniae	Hypertensive chronic kidney disease, malignant, with chronic kidney disease stage I through stage IV, or unspecified	Congestive heart failure, unspecified
410	Caucasian	Female	[50-60)	?	Urgent	Discharged to home	Transfer from a hospital	1	?	?	13	3	9	0	0	0	414	411	250	3	null	null	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Yes	false	Coronary atherosclerosis of unspecified type of vessel, native or graft	Postmyocardial infarction syndrome	Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled
411	Caucasian	Female	[70-80)	?	Elective	Discharged to home	Physician Referral	4	?	?	40	0	14	0	0	0	287	599	695	9	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Up	No	No	No	No	No	Ch	Yes	false	Allergic purpura	Urinary tract infection, site not specified	Toxic erythema
412	Caucasian	Male	[80-90)	?	Emergency	Discharged/transferred to SNF	Emergency Room	7	?	InternalMedicine	59	0	13	0	0	2	599	276	41	9	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	false	Urinary tract infection, site not specified	Hyperosmolality and/or hypernatremia	Streptococcus infection in conditions classified elsewhere and of unspecified site, streptococcus, unspecified
413	AfricanAmerican	Female	[50-60)	?	Urgent	Discharged to home	Physician Referral	9	HM	Surgery-Cardiovascular/Thoracic	62	5	37	0	0	0	414	411	428	5	null	null	Steady	No	No	No	No	No	Up	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	Ch	Yes	false	Coronary atherosclerosis of unspecified type of vessel, native or graft	Postmyocardial infarction syndrome	Congestive heart failure, unspecified
414	Caucasian	Female	[60-70)	?	Emergency	Discharged to home	Transfer from a hospital	3	MC	InternalMedicine	32	0	12	0	0	0	435	402	428	9	null	>8	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	false	Basilar artery syndrome	Malignant hypertensive heart disease without heart failure	Congestive heart failure, unspecified
415	AfricanAmerican	Female	[60-70)	?	Emergency	Discharged/transferred to another type of inpatient care institution	Physician Referral	4	?	InternalMedicine	9	0	24	0	1	2	428	276	593	9	null	null	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	Steady	No	No	No	No	No	Ch	Yes	true	Congestive heart failure, unspecified	Hyperosmolality and/or hypernatremia	Nephroptosis
416	Caucasian	Male	[90-100)	?	Emergency	Discharged/transferred to SNF	Emergency Room	6	MC	?	49	0	19	0	0	0	491	428	250	9	null	null	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	Ch	Yes	true	Simple chronic bronchitis	Congestive heart failure, unspecified	Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled
417	AfricanAmerican	Female	[50-60)	?	Emergency	Discharged to home	Transfer from another health care facility	10	UN	Family/GeneralPractice	32	2	19	0	0	0	996	41	250	5	null	null	Up	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	Ch	Yes	false	Mechanical complication of unspecified cardiac device, implant, and graft	Streptococcus infection in conditions classified elsewhere and of unspecified site, streptococcus, unspecified	Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled
418	Caucasian	Female	[60-70)	?	Emergency	Discharged to home	Emergency Room	6	PO	?	57	2	24	2	0	0	285	403	496	9	null	null	Steady	No	No	No	No	No	No	Steady	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	Ch	Yes	true	Sideroblastic anemia	Hypertensive chronic kidney disease, malignant, with chronic kidney disease stage I through stage IV, or unspecified	Chronic airway obstruction, not elsewhere classified
419	Caucasian	Male	[70-80)	?	Emergency	Discharged to home	Emergency Room	2	?	?	47	0	11	0	0	0	427	496	401	7	null	null	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Yes	false	Paroxysmal supraventricular tachycardia	Chronic airway obstruction, not elsewhere classified	Malignant essential hypertension
420	Caucasian	Female	[80-90)	?	Urgent	Discharged/transferred to home with home health service	Physician Referral	9	?	InternalMedicine	47	2	24	0	0	0	682	428	707	9	null	null	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Yes	false	Cellulitis and abscess of face	Congestive heart failure, unspecified	Pressure ulcer, unspecified site
421	Caucasian	Male	[70-80)	[75-100)	Urgent	Discharged to home	Physician Referral	1	MC	Cardiology	37	2	10	0	0	0	427	428	414	7	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	false	Paroxysmal supraventricular tachycardia	Congestive heart failure, unspecified	Coronary atherosclerosis of unspecified type of vessel, native or graft
422	Caucasian	Male	[70-80)	?	Not Available	Discharged/transferred to home with home health service	Physician Referral	4	MC	?	60	0	13	0	0	0	434	276	250.02	9	null	>8	Steady	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	Ch	Yes	true	Cerebral thrombosis without mention of cerebral infarction	Hyperosmolality and/or hypernatremia	Diabetes mellitus without mention of complication, type II or unspecified type, uncontrolled
423	Caucasian	Female	[40-50)	?	Emergency	Discharged to home	Emergency Room	4	HM	?	58	1	30	0	0	0	574	V42	571	9	null	Norm	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	false	Calculus of gallbladder with acute cholecystitis, without mention of obstruction	Kidney replaced by transplant	Alcoholic fatty liver
424	AfricanAmerican	Female	[80-90)	?	Emergency	Discharged to home	Emergency Room	7	MC	InternalMedicine	47	5	28	0	0	0	574	276	518	9	null	null	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	Ch	Yes	false	Calculus of gallbladder with acute cholecystitis, without mention of obstruction	Hyperosmolality and/or hypernatremia	Pulmonary collapse
425	Caucasian	Female	[70-80)	?	Emergency	Discharged/transferred to home with home health service	Emergency Room	3	MC	?	58	0	15	0	0	0	584	276	403	9	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	true	Acute kidney failure	Hyperosmolality and/or hypernatremia	Hypertensive chronic kidney disease, malignant, with chronic kidney disease stage I through stage IV, or unspecified
426	Caucasian	Male	[50-60)	?	Urgent	Discharged/transferred to home with home health service	Physician Referral	2	?	InternalMedicine	1	1	18	0	0	0	682	340	41	9	null	null	Steady	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Ch	Yes	true	Cellulitis and abscess of face	Multiple sclerosis	Streptococcus infection in conditions classified elsewhere and of unspecified site, streptococcus, unspecified
427	?	Male	[50-60)	?	Urgent	Discharged to home	Transfer from a hospital	4	?	InternalMedicine	20	0	12	0	0	1	250.82	707	276	8	null	null	Up	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Ch	Yes	false	Diabetes with other specified manifestations, type II or unspecified type, uncontrolled	Pressure ulcer, unspecified site	Hyperosmolality and/or hypernatremia
428	AfricanAmerican	Male	[60-70)	?	null	Discharged to home	Emergency Room	5	?	InternalMedicine	91	2	16	0	0	1	434	382	593	6	>200	>8	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	false	Cerebral thrombosis without mention of cerebral infarction	Acute suppurative otitis media without spontaneous rupture of eardrum	Nephroptosis
429	Caucasian	Male	[60-70)	?	Emergency	Discharged/transferred to home with home health service	Emergency Room	6	MC	?	65	0	15	0	0	1	599	595	41	9	null	null	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	Ch	Yes	true	Urinary tract infection, site not specified	Acute cystitis	Streptococcus infection in conditions classified elsewhere and of unspecified site, streptococcus, unspecified
430	Caucasian	Male	[40-50)	?	Emergency	Discharged/transferred to another rehab fac including rehab units of a hospital.	Emergency Room	4	MC	InternalMedicine	40	2	26	0	0	0	250.7	440	707	9	null	null	Steady	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	Ch	Yes	false	Diabetes with peripheral circulatory disorders, type II or unspecified type, not stated as uncontrolled	Atherosclerosis of aorta	Pressure ulcer, unspecified site
431	Caucasian	Male	[60-70)	?	Emergency	Discharged to home	Emergency Room	2	?	?	58	0	7	0	0	0	599	305	599	4	null	>8	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Yes	false	Urinary tract infection, site not specified	Alcohol abuse, unspecified	Urinary tract infection, site not specified
432	Caucasian	Male	[50-60)	?	Elective	Discharged to home	Physician Referral	2	SP	?	38	0	13	0	0	0	593	496	250.92	6	null	null	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	Down	No	No	No	No	No	Ch	Yes	true	Nephroptosis	Chronic airway obstruction, not elsewhere classified	Diabetes with unspecified complication, type II or unspecified type, uncontrolled
433	Caucasian	Male	[60-70)	?	Emergency	Discharged to home	Emergency Room	4	MC	InternalMedicine	42	0	14	0	0	0	434	342	414	9	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	false	Cerebral thrombosis without mention of cerebral infarction	Flaccid hemiplegia and hemiparesis affecting unspecified side	Coronary atherosclerosis of unspecified type of vessel, native or graft
434	Caucasian	Female	[80-90)	?	Urgent	Discharged to home	Transfer from a hospital	3	MC	Cardiology	47	5	12	0	0	1	410	414	250	5	null	null	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Yes	false	Acute myocardial infarction of anterolateral wall, episode of care unspecified	Coronary atherosclerosis of unspecified type of vessel, native or graft	Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled
435	Caucasian	Female	[70-80)	?	Emergency	Discharged to home	Emergency Room	4	HM	?	78	0	20	3	0	0	428	491	414	9	null	null	Steady	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Ch	Yes	true	Congestive heart failure, unspecified	Simple chronic bronchitis	Coronary atherosclerosis of unspecified type of vessel, native or graft
436	Caucasian	Female	[60-70)	?	Emergency	Discharged to home	Emergency Room	1	?	InternalMedicine	40	1	9	0	0	2	578	428	571	6	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	false	Hematemesis	Congestive heart failure, unspecified	Alcoholic fatty liver
437	AfricanAmerican	Male	[60-70)	?	Elective	Discharged to home	Physician Referral	4	MC	Family/GeneralPractice	1	0	6	0	0	0	562	250	501	4	null	null	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Yes	false	Diverticulosis of small intestine (without mention of hemorrhage)	Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled	Asbestosis
438	AfricanAmerican	Male	[40-50)	?	Emergency	Expired	Emergency Room	1	?	?	30	2	8	0	0	0	431	518	584	5	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	false	Intracerebral hemorrhage	Pulmonary collapse	Acute kidney failure
439	Caucasian	Male	[60-70)	?	Urgent	Discharged/transferred to home with home health service	Physician Referral	4	?	InternalMedicine	49	2	17	0	0	1	996	38	203	7	null	null	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Yes	false	Mechanical complication of unspecified cardiac device, implant, and graft	Streptococcal septicemia	Multiple myeloma, without mention of having achieved remission
440	Caucasian	Male	[50-60)	?	Emergency	Discharged to home	Emergency Room	6	?	?	62	3	15	0	0	0	402	414	414	9	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	false	Malignant hypertensive heart disease without heart failure	Coronary atherosclerosis of unspecified type of vessel, native or graft	Coronary atherosclerosis of unspecified type of vessel, native or graft
441	Caucasian	Female	[0-10)	?	Emergency	Discharged to home	Emergency Room	1	?	?	43	0	3	0	0	0	250.01	?	?	1	null	>8	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	false	Diabetes mellitus without mention of complication, type I [juvenile type], not stated as uncontrolled	null	null
442	Caucasian	Male	[60-70)	?	Urgent	Discharged/transferred to another short term hospital	Physician Referral	10	SP	Neurology	1	1	10	1	0	1	348	780	591	9	null	null	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Down	No	No	No	No	No	Ch	Yes	true	Cerebral cysts	Alteration of consciousness	Hydronephrosis
443	Caucasian	Female	[80-90)	?	Emergency	Discharged to home	Emergency Room	1	MC	?	73	0	13	4	0	0	414	396	397	9	null	null	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Yes	true	Coronary atherosclerosis of unspecified type of vessel, native or graft	Mitral valve stenosis and aortic valve stenosis	Diseases of tricuspid valve
444	?	Male	[50-60)	?	Emergency	Discharged/transferred to another short term hospital	Transfer from another health care facility	1	UN	InternalMedicine	39	0	9	0	0	0	410	401	250	3	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	false	Acute myocardial infarction of anterolateral wall, episode of care unspecified	Malignant essential hypertension	Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled
445	Caucasian	Male	[50-60)	?	null	Discharged to home	null	3	?	Surgery-General	56	1	21	0	0	1	575	V64	414	6	null	null	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	Yes	true	Acute cholecystitis	Vaccination not carried out, unspecified reason	Coronary atherosclerosis of unspecified type of vessel, native or graft
446	Caucasian	Female	[90-100)	?	Emergency	Discharged/transferred to SNF	Emergency Room	5	MC	?	2	0	13	0	2	1	162	486	428	9	null	null	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Yes	false	Malignant neoplasm of trachea	Pneumonia, organism unspecified	Congestive heart failure, unspecified
447	Caucasian	Male	[80-90)	?	Emergency	Discharged/transferred to home with home health service	Emergency Room	6	SP	Emergency/Trauma	1	0	2	0	2	5	458	276	599	9	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	true	Orthostatic hypotension	Hyperosmolality and/or hypernatremia	Urinary tract infection, site not specified
448	Caucasian	Female	[60-70)	?	Urgent	Discharged/transferred to SNF	Emergency Room	5	?	?	63	2	16	0	0	6	250.43	496	38	9	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	true	Diabetes with renal manifestations, type I [juvenile type], uncontrolled	Chronic airway obstruction, not elsewhere classified	Streptococcal septicemia
449	Caucasian	Male	[70-80)	?	Not Mapped	Discharged to home	Emergency Room	1	?	InternalMedicine	37	0	7	3	0	2	729	729	780	7	null	null	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Yes	true	Rheumatism, unspecified and fibrositis	Rheumatism, unspecified and fibrositis	Alteration of consciousness
450	AfricanAmerican	Female	[30-40)	?	Emergency	Discharged to home	Emergency Room	2	?	ObstetricsandGynecology	54	0	9	0	0	0	250.03	564	V45	3	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Down	No	No	No	No	No	Ch	Yes	false	Diabetes mellitus without mention of complication, type I [juvenile type], uncontrolled	Constipation, unspecified	Unspecified cardiac device in situ
451	Caucasian	Female	[70-80)	?	Not Available	Discharged to home	Physician Referral	13	MC	?	45	0	17	4	0	2	298	530	530	9	null	>7	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Up	No	No	No	No	No	Ch	Yes	false	Depressive type psychosis	Achalasia and cardiospasm	Achalasia and cardiospasm
452	AfricanAmerican	Male	[70-80)	?	Emergency	Discharged to home	Emergency Room	8	?	Family/GeneralPractice	49	3	18	0	0	0	584	403	276	9	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	true	Acute kidney failure	Hypertensive chronic kidney disease, malignant, with chronic kidney disease stage I through stage IV, or unspecified	Hyperosmolality and/or hypernatremia
453	Caucasian	Male	[50-60)	?	Emergency	null	Emergency Room	1	?	?	38	0	7	0	0	0	786	414	250	4	null	null	No	No	No	No	No	No	No	Steady	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	Ch	Yes	false	Respiratory abnormality, unspecified	Coronary atherosclerosis of unspecified type of vessel, native or graft	Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled
454	Caucasian	Female	[70-80)	[50-75)	Elective	Discharged to home	Physician Referral	1	UN	?	23	1	11	3	0	2	433	401	250	8	null	null	Steady	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Ch	Yes	true	Occlusion and stenosis of basilar artery without mention of cerebral infarction	Malignant essential hypertension	Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled
455	Hispanic	Female	[40-50)	?	Not Available	Discharged to home	null	4	DM	?	1	3	21	1	0	0	278	998	998	9	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	false	Obesity, unspecified	Postoperative shock, unspecified	Postoperative shock, unspecified
456	AfricanAmerican	Female	[10-20)	?	Emergency	Discharged to home	Emergency Room	4	?	Surgery-Pediatric	29	1	14	0	0	0	682	276	250.03	5	null	>8	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	false	Cellulitis and abscess of face	Hyperosmolality and/or hypernatremia	Diabetes mellitus without mention of complication, type I [juvenile type], uncontrolled
457	Caucasian	Female	[70-80)	?	Emergency	Discharged/transferred to SNF	Emergency Room	8	?	InternalMedicine	80	4	29	0	0	0	398	403	441	9	null	Norm	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Down	No	No	No	No	No	Ch	Yes	true	Rheumatic myocarditis	Hypertensive chronic kidney disease, malignant, with chronic kidney disease stage I through stage IV, or unspecified	Dissection of aorta, unspecified site
458	AfricanAmerican	Female	[70-80)	?	Elective	Discharged to home	Physician Referral	2	MC	InternalMedicine	41	3	8	0	0	0	786	425	401	6	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	false	Respiratory abnormality, unspecified	Endomyocardial fibrosis	Malignant essential hypertension
459	Caucasian	Female	[70-80)	?	Elective	Discharged to home	Physician Referral	2	?	?	11	3	12	0	0	0	414	411	250.01	8	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	false	Coronary atherosclerosis of unspecified type of vessel, native or graft	Postmyocardial infarction syndrome	Diabetes mellitus without mention of complication, type I [juvenile type], not stated as uncontrolled
460	Caucasian	Female	[70-80)	?	Urgent	Discharged/transferred to home with home health service	Physician Referral	6	MC	Family/GeneralPractice	57	0	17	0	0	0	562	276	112	9	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	false	Diverticulosis of small intestine (without mention of hemorrhage)	Hyperosmolality and/or hypernatremia	Candidiasis of mouth
461	?	Female	[80-90)	?	Emergency	Discharged to home	Transfer from another health care facility	14	MC	Psychiatry	62	0	14	0	0	0	296	496	250	5	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	false	Bipolar I disorder, single manic episode, unspecified	Chronic airway obstruction, not elsewhere classified	Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled
462	Caucasian	Male	[70-80)	?	Emergency	Discharged/transferred to SNF	Emergency Room	8	?	?	47	1	14	0	0	1	728	198	428	9	null	null	Steady	No	No	No	Steady	No	No	No	No	Steady	No	No	No	No	No	No	No	Down	No	No	No	No	No	Ch	Yes	true	Infective myositis	Secondary malignant neoplasm of kidney	Congestive heart failure, unspecified
463	?	Male	[90-100)	?	Urgent	Discharged/transferred to ICF	Physician Referral	5	MC	InternalMedicine	38	0	11	0	0	0	8	788	730	5	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	true	Intestinal infection due to E. coli, unspecified	Renal colic	Acute osteomyelitis, site unspecified
464	AfricanAmerican	Female	[40-50)	?	Emergency	Discharged to home	Emergency Room	5	?	InternalMedicine	63	1	21	0	0	1	250.6	599	536	6	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	true	Diabetes with neurological manifestations, type II or unspecified type, not stated as uncontrolled	Urinary tract infection, site not specified	Achlorhydria
465	Asian	Male	[70-80)	?	null	Discharged to home	Emergency Room	2	?	InternalMedicine	59	2	21	0	0	0	592	591	496	6	Norm	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	false	Calculus of kidney	Hydronephrosis	Chronic airway obstruction, not elsewhere classified
466	Caucasian	Female	[50-60)	?	Elective	Discharged to home	Physician Referral	1	HM	?	30	3	10	0	0	0	996	996	E878	5	null	null	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Yes	false	Mechanical complication of unspecified cardiac device, implant, and graft	Mechanical complication of unspecified cardiac device, implant, and graft	Surgical operation with transplant of whole organ causing abnormal patient reaction, or later complication, without mention of misadventure at time of operation
467	Caucasian	Male	[50-60)	?	Emergency	Discharged to home	Emergency Room	2	?	InternalMedicine	38	2	17	0	0	2	427	584	427	9	null	null	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Yes	false	Paroxysmal supraventricular tachycardia	Acute kidney failure	Paroxysmal supraventricular tachycardia
468	AfricanAmerican	Female	[60-70)	?	Elective	Discharged to home	Physician Referral	1	MC	Nephrology	17	1	11	2	0	0	250.4	403	585	5	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Up	No	No	No	No	No	Ch	Yes	false	Diabetes with renal manifestations, type II or unspecified type, not stated as uncontrolled	Hypertensive chronic kidney disease, malignant, with chronic kidney disease stage I through stage IV, or unspecified	Chronic kidney disease (ckd)
469	AfricanAmerican	Male	[50-60)	?	Elective	null	Physician Referral	2	?	Urology	1	1	19	0	0	0	607	428	250	6	null	null	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Yes	false	Leukoplakia of penis	Congestive heart failure, unspecified	Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled
470	Caucasian	Male	[70-80)	?	Emergency	Discharged to home	Emergency Room	2	MC	Radiologist	26	2	7	0	0	0	426	413	272	9	null	null	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Yes	true	Atrioventricular block, complete	Angina decubitus	Pure hypercholesterolemia
471	AfricanAmerican	Female	[40-50)	?	Emergency	Discharged to home	Emergency Room	1	?	InternalMedicine	33	0	2	0	0	0	786	250	?	2	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	false	Respiratory abnormality, unspecified	Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled	null
472	Caucasian	Male	[40-50)	?	Elective	Discharged to home	Physician Referral	1	BC	Orthopedics-Reconstructive	26	1	17	0	1	0	810	250	401	5	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	false	Closed fracture of clavicle, unspecified part	Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled	Malignant essential hypertension
473	Caucasian	Female	[80-90)	?	Emergency	null	Emergency Room	3	?	?	54	0	13	0	0	0	434	427	342	8	null	>7	Steady	No	No	No	No	No	No	Steady	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	Ch	Yes	true	Cerebral thrombosis without mention of cerebral infarction	Paroxysmal supraventricular tachycardia	Flaccid hemiplegia and hemiparesis affecting unspecified side
474	Caucasian	Female	[30-40)	?	Emergency	null	Emergency Room	7	?	?	67	6	29	0	0	0	444	250.03	440	9	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	false	Arterial embolism and thrombosis	Diabetes mellitus without mention of complication, type I [juvenile type], uncontrolled	Atherosclerosis of aorta
475	AfricanAmerican	Female	[70-80)	?	Elective	Discharged/transferred to SNF	Physician Referral	3	MC	Neurology	1	1	21	0	0	0	724	250	401	4	null	null	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Yes	false	Spinal stenosis, unspecified region	Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled	Malignant essential hypertension
476	Caucasian	Female	[70-80)	?	Urgent	Discharged to home	Emergency Room	1	?	Emergency/Trauma	50	1	7	0	0	0	250.8	276	244	6	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	false	Diabetes with other specified manifestations, type II or unspecified type, not stated as uncontrolled	Hyperosmolality and/or hypernatremia	Postsurgical hypothyroidism
477	Caucasian	Female	[80-90)	?	Emergency	Discharged/transferred to ICF	Emergency Room	3	MC	?	5	0	8	0	0	0	486	250	401	4	null	null	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	Ch	Yes	true	Pneumonia, organism unspecified	Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled	Malignant essential hypertension
478	AfricanAmerican	Female	[30-40)	?	null	Discharged to home	Emergency Room	9	?	InternalMedicine	55	0	14	0	0	0	250.83	707	682	6	>300	>8	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	true	Diabetes with other specified manifestations, type I [juvenile type], uncontrolled	Pressure ulcer, unspecified site	Cellulitis and abscess of face
479	Caucasian	Female	[70-80)	?	Urgent	Discharged/transferred to home with home health service	Transfer from a hospital	1	?	?	28	4	15	0	0	0	996	453	403	5	null	null	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	Steady	No	No	No	No	No	Ch	Yes	false	Mechanical complication of unspecified cardiac device, implant, and graft	Budd-chiari syndrome	Hypertensive chronic kidney disease, malignant, with chronic kidney disease stage I through stage IV, or unspecified
480	Other	Female	[70-80)	?	Elective	null	Physician Referral	7	?	?	31	2	26	0	0	2	709	785	250.01	9	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	true	Dyschromia, unspecified	Tachycardia, unspecified	Diabetes mellitus without mention of complication, type I [juvenile type], not stated as uncontrolled
481	AfricanAmerican	Male	[30-40)	?	Elective	Discharged to home	Physician Referral	2	BC	InternalMedicine	37	0	9	0	0	0	250.03	?	?	1	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Down	No	No	No	No	No	Ch	Yes	false	Diabetes mellitus without mention of complication, type I [juvenile type], uncontrolled	null	null
482	Caucasian	Female	[30-40)	?	Emergency	Discharged to home	Emergency Room	3	MC	InternalMedicine	59	0	16	0	1	0	38	585	584	8	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Up	No	No	No	No	No	Ch	Yes	true	Streptococcal septicemia	Chronic kidney disease (ckd)	Acute kidney failure
483	Caucasian	Male	[60-70)	?	Emergency	Discharged/transferred to another short term hospital	Emergency Room	4	?	?	65	2	19	0	0	0	428	410	518	7	null	Norm	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	true	Congestive heart failure, unspecified	Acute myocardial infarction of anterolateral wall, episode of care unspecified	Pulmonary collapse
484	AfricanAmerican	Female	[20-30)	?	Emergency	Discharged to home	Emergency Room	5	MD	ObstetricsandGynecology	47	0	26	0	0	1	648	250.11	646	8	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Up	No	No	No	No	No	Ch	Yes	false	Diabetes mellitus of mother, complicating pregnancy, childbirth, or the puerperium, unspecified as to episode of care or not applicable	Diabetes with ketoacidosis, type I [juvenile type], not stated as uncontrolled	Papyraceous fetus, unspecified as to episode of care or not applicable
485	Caucasian	Female	[60-70)	?	Urgent	Discharged to home	Physician Referral	5	HM	?	46	1	17	0	2	0	577	204	276	7	null	null	Steady	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Ch	Yes	true	Acute pancreatitis	Acute lymphoid leukemia, without mention of having achieved remission	Hyperosmolality and/or hypernatremia
486	Caucasian	Male	[30-40)	?	Emergency	Discharged to home	Emergency Room	4	BC	?	55	3	14	0	0	0	250.22	276	276	6	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Down	No	No	No	No	No	Ch	Yes	false	Diabetes with hyperosmolarity, type II or unspecified type, uncontrolled	Hyperosmolality and/or hypernatremia	Hyperosmolality and/or hypernatremia
487	Caucasian	Female	[40-50)	?	Elective	Discharged to home	Transfer from a hospital	8	?	PhysicalMedicineandRehabilitation	43	0	20	0	0	1	V57	496	715	8	null	null	No	No	No	No	No	No	Steady	No	No	No	Steady	No	No	No	No	No	No	Steady	No	No	No	No	No	Ch	Yes	false	Care involving breathing exercises	Chronic airway obstruction, not elsewhere classified	Osteoarthrosis, generalized, site unspecified
488	Caucasian	Female	[20-30)	?	Elective	Discharged to home	Physician Referral	3	?	ObstetricsandGynecology	22	1	14	0	0	0	648	250	656	9	null	null	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	Ch	Yes	false	Diabetes mellitus of mother, complicating pregnancy, childbirth, or the puerperium, unspecified as to episode of care or not applicable	Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled	Fetal-maternal hemorrhage, unspecified as to episode of care or not applicable
489	Caucasian	Male	[60-70)	?	Emergency	null	Emergency Room	2	?	?	42	0	8	0	0	0	410	428	496	9	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	false	Acute myocardial infarction of anterolateral wall, episode of care unspecified	Congestive heart failure, unspecified	Chronic airway obstruction, not elsewhere classified
490	Caucasian	Male	[60-70)	?	Emergency	Discharged to home	Emergency Room	6	UN	?	65	2	21	0	0	0	482	496	162	7	null	>8	No	No	No	No	No	No	Steady	No	No	Steady	No	No	No	No	No	No	No	Up	No	No	No	No	No	Ch	Yes	false	Pneumonia due to Klebsiella pneumoniae	Chronic airway obstruction, not elsewhere classified	Malignant neoplasm of trachea
491	Caucasian	Female	[30-40)	?	Emergency	Discharged to home	Emergency Room	6	?	InternalMedicine	83	1	15	0	0	2	250.03	276	276	8	null	>8	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	true	Diabetes mellitus without mention of complication, type I [juvenile type], uncontrolled	Hyperosmolality and/or hypernatremia	Hyperosmolality and/or hypernatremia
492	Caucasian	Male	[70-80)	?	null	Expired	null	10	?	InternalMedicine	74	1	30	3	0	1	428	197	250	8	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	false	Congestive heart failure, unspecified	Secondary malignant neoplasm of lung	Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled
493	Caucasian	Male	[50-60)	?	Elective	Discharged to home	Physician Referral	1	BC	Orthopedics-Reconstructive	26	1	22	0	1	0	726	840	726	9	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	false	Adhesive capsulitis of shoulder	Acromioclavicular (joint) (ligament) sprain	Adhesive capsulitis of shoulder
494	Caucasian	Male	[60-70)	?	Emergency	Discharged to home	Emergency Room	2	DM	?	31	0	18	0	0	2	491	287	250	8	null	Norm	Steady	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	Ch	Yes	true	Simple chronic bronchitis	Allergic purpura	Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled
495	Caucasian	Female	[40-50)	?	Urgent	Discharged/transferred to home with home health service	Physician Referral	11	?	InternalMedicine	56	2	38	0	0	2	112	493	337	8	null	Norm	No	No	No	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	Ch	Yes	true	Candidiasis of mouth	Extrinsic asthma, unspecified	Idiopathic peripheral autonomic neuropathy, unspecified
496	?	Male	[60-70)	?	Elective	Discharged to home	Physician Referral	4	?	Surgery-Cardiovascular/Thoracic	67	2	43	0	0	0	424	428	401	5	null	null	Steady	No	No	No	No	No	No	Steady	No	No	No	Steady	No	No	No	No	No	No	No	No	No	No	No	Ch	Yes	false	Mitral valve disorders	Congestive heart failure, unspecified	Malignant essential hypertension
497	Caucasian	Female	[80-90)	?	Urgent	Discharged to home	Physician Referral	2	?	InternalMedicine	9	0	5	0	0	0	428	569	280	8	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	false	Congestive heart failure, unspecified	Anal and rectal polyp	Iron deficiency anemia secondary to blood loss (chronic)
498	Caucasian	Male	[80-90)	?	Emergency	Discharged/transferred to SNF	Physician Referral	4	MC	?	61	0	16	7	0	0	507	491	799	9	null	Norm	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Yes	false	Pneumonitis due to inhalation of food or vomitus	Simple chronic bronchitis	Other ill-defined and unknown causes of morbidity and mortality
499	Caucasian	Male	[70-80)	?	Emergency	Discharged to home	Emergency Room	1	MC	Cardiology	44	1	10	0	0	0	458	E942	E942	9	null	null	No	No	No	No	No	No	No	No	No	No	Steady	No	No	No	No	No	No	Up	No	No	No	No	No	Ch	Yes	false	Orthostatic hypotension	Cardiac rhythm regulators causing adverse effects in therapeutic use	Cardiac rhythm regulators causing adverse effects in therapeutic use
500	Caucasian	Female	[80-90)	?	Elective	Discharged to home	Physician Referral	2	SP	Cardiology	8	2	11	0	0	1	434	428	781	6	null	null	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	No	true	Cerebral thrombosis without mention of cerebral infarction	Congestive heart failure, unspecified	Abnormal involuntary movements