Due to restrictions following results are derived from synthetic data to demonstrate capability of Computational Healthcare. Please do no derive any inferences from results below.

Visits
Adult patients (Age > 20 years)

5,320

Sex Count
Male 2690
Female 2600
Sex unknown 20
In hospital
Mortality
Length of Stay Distribution
Mean LOS: 4.11 days FQ: 2 days Median: 3 days TQ: 5 days
Aggregation Policy
Minimum count20
Multiple10
Min hospitals2
Min subset100

Temporal Distribution : Admission all sources ( N1_a ) followed by Discharged or Transferred alive ( N1_d )

Mean ΔT: 4.11 days FQ: 2 days Median: 3 days TQ: 5 days

Variation by ΔT for

Source Distribution
Source Count
Routine, birth, etc 870
Another hospital 860
Another health facility including LTC 880
Emergency department 940
Unknown 870
Court/Law enforcement 880
Disposition Distribution
Disposition Count
Routine 2460
Transfer to short-term hospital 180
Home Health Care 730
Transfer other SNF, ICF, etc. 1840
Against medical advice 40
Unknown, Alive 40
Payer Distribution
Payer Count
Medicare 780
Medicaid 720
Private insurance 760
Self-pay 760
Other payer 760
Unknown payer 750
No charge 750
Race Distribution
Race Count
White 730
Black 760
Hispanic 710
Asian or Pacific Islander 770
Native American 750
Other 780
Race missing, unknown 780
State variation
S1 S2
Count 2640 2670
Sex : Male 50.4% 50.6%
Sex : Female 48.9% 49.1%
Source : Routine, birth, etc 16.3% 16.1%
Source : Another hospital 16.3% 15.7%
Source : Another health facility including LTC 16.7% 16.5%
Source : Emergency department 18.2% 17.2%
Source : Unknown 16.7% 16.1%
Source : Court/Law enforcement 15.5% 17.2%
Disposition : Routine 46.6% 46.1%
Disposition : Transfer to short-term hospital 2.7% 3.7%
Disposition : Home Health Care 13.6% 13.5%
Disposition : Transfer other SNF, ICF, etc. 34.8% 34.5%
Disposition : Against medical advice 0.8% 0.7%
Disposition : Unknown, Alive 0% 0.7%
Payer : Medicare 14.4% 15.0%
Payer : Medicaid 14.0% 13.1%
Payer : Private insurance 14.0% 14.6%
Payer : Self-pay 14.8% 13.5%
Payer : Other payer 14.4% 13.9%
Payer : Unknown payer 13.6% 14.6%
Payer : No charge 13.6% 14.6%
Race : White 13.6% 13.9%
Race : Black 15.2% 13.5%
Race : Hispanic 13.6% 13.1%
Race : Asian or Pacific Islander 13.6% 15.0%
Race : Native American 14.4% 13.9%
Race : Other 14.8% 14.6%
Race : Race missing, unknown 14.0% 15.4%
Yearly variation
2006 2007 2008 2009 2010 2011
Count 1120 930 870 750 770 860
Sex : Male 47.3% 49.5% 47.1% 53.3% 57.1% 50.0%
Sex : Female 51.8% 49.5% 51.7% 46.7% 42.9% 48.8%
Source : Routine, birth, etc 15.2% 16.1% 16.1% 16.0% 18.2% 14.0%
Source : Another hospital 15.2% 16.1% 16.1% 16.0% 14.3% 17.4%
Source : Another health facility including LTC 17.9% 14.0% 17.2% 17.3% 14.3% 15.1%
Source : Emergency department 17.9% 19.4% 17.2% 13.3% 18.2% 18.6%
Source : Unknown 16.1% 16.1% 14.9% 17.3% 15.6% 16.3%
Source : Court/Law enforcement 15.2% 16.1% 14.9% 18.7% 16.9% 16.3%
Disposition : Routine 41.1% 46.2% 42.5% 49.3% 50.6% 48.8%
Disposition : Transfer to short-term hospital 2.7% 4.3% 2.3% 2.7% 2.6% 3.5%
Disposition : Home Health Care 14.3% 11.8% 13.8% 12.0% 14.3% 12.8%
Disposition : Transfer other SNF, ICF, etc. 39.3% 33.3% 37.9% 33.3% 29.9% 31.4%
Payer : Medicare 15.2% 12.9% 13.8% 13.3% 14.3% 15.1%
Payer : Medicaid 13.4% 11.8% 13.8% 16.0% 11.7% 12.8%
Payer : Private insurance 13.4% 15.1% 13.8% 14.7% 14.3% 12.8%
Payer : Self-pay 14.3% 12.9% 13.8% 13.3% 13.0% 16.3%
Payer : Other payer 13.4% 14.0% 13.8% 14.7% 15.6% 12.8%
Payer : Unknown payer 14.3% 16.1% 13.8% 12.0% 13.0% 14.0%
Payer : No charge 14.3% 12.9% 14.9% 13.3% 14.3% 12.8%
Race : White 13.4% 14.0% 13.8% 13.3% 13.0% 11.6%
Race : Black 12.5% 14.0% 14.9% 14.7% 13.0% 16.3%
Race : Hispanic 12.5% 15.1% 12.6% 13.3% 11.7% 14.0%
Race : Asian or Pacific Islander 14.3% 14.0% 13.8% 13.3% 15.6% 14.0%
Race : Native American 13.4% 11.8% 16.1% 14.7% 13.0% 15.1%
Race : Other 14.3% 12.9% 14.9% 16.0% 14.3% 12.8%
Race : Race missing, unknown 17.0% 14.0% 12.6% 13.3% 15.6% 14.0%
Age Distribution
Age Count
20 - 39 50
100 - 119 80
40 - 59 800
60 - 79 2170
80 - 99 2190
Mean age First quartile Median Third quartile
74.98 years 65 years 76 years 87 years
45 >= Age > 20 65 >= Age > 45 85 >= Age > 65 Age > 85
Count 150 1250 2380 1530
Sex : Male 60.0% 64.0% 52.1% 35.9%
Sex : Female 33.3% 34.4% 47.5% 63.4%
Source : Routine, birth, etc 0% 17.6% 15.5% 16.3%
Source : Another hospital 20.0% 16.0% 16.0% 15.7%
Source : Another health facility including LTC 13.3% 16.0% 16.4% 17.0%
Source : Emergency department 20.0% 16.8% 17.6% 17.6%
Source : Unknown 13.3% 15.2% 16.4% 16.3%
Source : Court/Law enforcement 13.3% 16.0% 16.8% 15.7%
Disposition : Routine 73.3% 67.2% 46.6% 26.1%
Disposition : Transfer to short-term hospital 0% 3.2% 3.4% 2.6%
Disposition : Home Health Care 0% 8.0% 14.7% 16.3%
Disposition : Transfer other SNF, ICF, etc. 0% 18.4% 33.6% 51.6%
Payer : Medicare 13.3% 14.4% 14.7% 14.4%
Payer : Medicaid 20.0% 12.8% 13.0% 13.7%
Payer : Private insurance 13.3% 15.2% 13.4% 14.4%
Payer : Self-pay 0% 15.2% 13.9% 13.7%
Payer : Other payer 13.3% 12.8% 14.3% 14.4%
Payer : Unknown payer 0% 13.6% 14.7% 14.4%
Payer : No charge 13.3% 13.6% 14.3% 13.7%
Race : White 13.3% 14.4% 14.3% 12.4%
Race : Black 13.3% 15.2% 13.4% 15.0%
Race : Hispanic 13.3% 12.8% 13.4% 13.1%
Race : Asian or Pacific Islander 0% 12.8% 13.9% 16.3%
Race : Native American 13.3% 13.6% 15.1% 12.4%
Race : Other 0% 13.6% 15.1% 14.4%
Race : Race missing, unknown 13.3% 15.2% 14.3% 15.0%
Disposition : Against medical advice 0% 1.6% 0% 0%
Disposition : Unknown, Alive 0% 0% 0% 1.3%
Procedure Distribution
Procedure Code Description Count
P9910 Injection or infusion of thrombolytic agent 140
P8891_2 Magnetic resonance imaging of brain and brain stem 2nd 20
P8703 Computerized axial tomography of head 440
P8703_2 Computerized axial tomography of head 2nd 30
P9955 Prophylactic administration of vaccine against other diseases 60
P4311 Percutaneous [endoscopic] gastrostomy [PEG] 130
P9604 Insertion of endotracheal tube 40
P8914 Electroencephalogram 40
P966 Enteral infusion of concentrated nutritional substances 30
P8872 Diagnostic ultrasound of heart 540
P8838 Other computerized axial tomography 20
P8897 Magnetic resonance imaging of other and unspecified sites 70
P8952 Electrocardiogram 20
P9952 Prophylactic vaccination against influenza 30
P5794 Insertion of indwelling urinary catheter 30
P0331 Spinal tap 70
P8891 Magnetic resonance imaging of brain and brain stem 430
P9339 Other physical therapy 60
P9904 Transfusion of packed cells 70
P4513 Other endoscopy of small intestine 20
P8877 Diagnostic ultrasound of peripheral vascular system 30
P3893 Venous catheterization, not elsewhere classified 80
P9301 Functional pt evaluation 30
P3995 Hemodialysis 20
P8954 Electrographic monitoring 30
P8841 Arteriography of cerebral arteries 250
P8871 Diagnostic ultrasound of head and neck 250
P4516 Esophagogastroduodenoscopy [EGD] with closed biopsy 20
P9375 Other speech training and therapy 40
P9383 Occupational therapy 50
P9671 Continuous invasive mechanical ventilation for less than 96 consecutive hours 30
DRG Distribution
DRG Code Description Count
DG559 DRG V24 : ACUTE ISCHEMIC STROKE WITH USE OF THROMBOLYTIC AGENT 130
DG7 DRG V24 : PERIPH & CRANIAL NERVE & OTHER NERV SYST PROC W CC 20
DG14 DRG V24 : INTRACRANIAL HEMORRHAGE OR CEREBRAL INFARCTION 5090
Diagnosis Distribution
Diagnosis Code Description Primary POA All
D78791 Diarrhea 0 0 20
D25002 Diabetes mellitus without mention of complication, type II or unspecified type, uncontrolled 0 0 70
D25000 Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled 0 0 720
D72989 Other musculoskeletal symptoms referable to limbs 0 0 310
D7813 Lack of coordination 0 0 130
D7812 Abnormality of gait 0 0 80
DV1581 Personal history of noncompliance with medical treatment, presenting hazards to health 0 0 140
D34690 Migraine, unspecified, without mention of intractable migraine without mention of status migrainosus 0 0 40
D3510 Bell's palsy 0 0 20
D4359 Unspecified transient cerebral ischemia 0 0 30
D5859 Chronic kidney disease, unspecified 0 0 80
D4280 Congestive heart failure, unspecified 0 0 140
D2859 Anemia, unspecified 0 0 150
D7140 Rheumatoid arthritis 0 0 30
D43820 Late effects of cerebrovascular disease, hemiplegia affecting unspecified side 0 0 60
D34590 Epilepsy, unspecified, without mention of intractable epilepsy 0 0 20
D40290 Unspecified hypertensive heart disease without heart failure 0 0 40
D7455 Ostium secundum type atrial septal defect 0 0 40
D7802 Syncope and collapse 0 0 20
D2720 Pure hypercholesterolemia 0 0 320
DV5866 Long-term (current) use of aspirin 0 0 180
DV4581 Aortocoronary bypass status 0 0 90
D2724 Other and unspecified hyperlipidemia 0 0 1170
DV4582 Percutaneous transluminal coronary angioplasty status 0 0 60
D78830 Urinary incontinence, unspecified 0 0 20
DV1582 Personal history of tobacco use 0 0 260
DV066 Need for prophylactic vaccination and inoculation against streptococcus pneumoniae [pneumococcus] and influenza 0 0 20
D60000 Hypertrophy (benign) of prostate without urinary obstruction and other lower urinary tract symptom (LUTS) 0 0 90
D49390 Asthma, unspecified type, unspecified 0 0 70
D2900 Senile dementia, uncomplicated 0 0 20
DV653 Dietary surveillance and counseling 0 0 30
D73300 Osteoporosis, unspecified 0 0 100
D78009 Other alteration of consciousness 0 0 20
DV140 Personal history of allergy to penicillin 0 0 50
DV4501 Cardiac pacemaker in situ 0 0 60
D3682 Diplopia 0 0 30
D3320 Paralysis agitans 0 0 30
D71590 Osteoarthrosis, unspecified whether generalized or localized, site unspecified 0 0 160
D4370 Cerebral atherosclerosis 0 0 50
DV1046 Personal history of malignant neoplasm of prostate 0 0 40
D36250 Macular degeneration (senile), unspecified 0 0 20
D25060 Diabetes with neurological manifestations, type II or unspecified type, not stated as uncontrolled 0 0 30
DV5867 Long-term (current) use of insulin 0 0 70
D4010 Malignant essential hypertension 0 0 80
D71690 Arthropathy, unspecified, site unspecified 0 0 30
DV667 Encounter for palliative care 0 0 30
D78039 Other convulsions 0 0 70
DV171 Family history of stroke (cerebrovascular) 0 0 30
D7804 Dizziness and giddiness 0 0 50
D43310 Occlusion and stenosis of carotid artery without mention of cerebral infarction 0 0 140
D43491 Cerebral artery occlusion, unspecified with cerebral infarction 5320 0 4970
D43889 Other late effects of cerebrovascular disease 0 0 50
D25040 Diabetes with renal manifestations, type II or unspecified type, not stated as uncontrolled 0 0 30
D42731 Atrial fibrillation 0 0 370
D3659 Unspecified glaucoma 0 0 40
D5070 Pneumonitis due to inhalation of food or vomitus 0 0 30
DV5869 Long-term (current) use of other medications 0 0 20
D2809 Iron deficiency anemia, unspecified 0 0 40
D79029 Other abnormal glucose 0 0 40
D30500 Alcohol abuse, unspecified 0 0 40
DV4364 Hip joint replacement 0 0 30
D29040 Vascular dementia, uncomplicated 0 0 20
D27801 Morbid obesity 0 0 30
D34291 Hemiplegia, unspecified, affecting dominant side 0 0 50
D34292 Hemiplegia, unspecified, affecting nondominant side 0 0 40
D5939 Unspecified disorder of kidney and ureter 0 0 70
D42789 Other specified cardiac dysrhythmias 0 0 130
D36846 Homonymous bilateral field defects 0 0 50
D42781 Sinoatrial node dysfunction 0 0 20
D78459 Other speech disturbance 0 0 100
D4241 Aortic valve disorders 0 0 50
D4240 Mitral valve disorders 0 0 40
D78451 Dysarthria 0 0 110
D3310 Alzheimer's disease 0 0 80
DV4986 Do not resuscitate status 0 0 20
D56400 Constipation, unspecified 0 0 20
D34280 Other specified hemiplegia and hemiparesis affecting unspecified side 0 0 50
D4254 Other primary cardiomyopathies 0 0 50
D486 Pneumonia, organism unspecified 0 0 50
D2760 Hyperosmolality and/or hypernatremia 0 0 20
D2761 Hyposmolality and/or hyponatremia 0 0 60
D2948 Other persistent mental disorders due to conditions classified elsewhere 0 0 140
D2768 Hypopotassemia 0 0 170
DV103 Personal history of malignant neoplasm of breast 0 0 40
D5853 Chronic kidney disease, Stage III (moderate) 0 0 40
D4019 Unspecified essential hypertension 0 0 2330
D5990 Urinary tract infection, site not specified 0 0 240
D3899 Unspecified hearing loss 0 0 30
D29410 Dementia in conditions classified elsewhere without behavioral disturbance 0 0 60
D27651 Dehydration 0 0 90
D40390 Hypertensive chronic kidney disease, unspecified, with chronic kidney disease stage I through stage IV, or unspecified 0 0 140
D40391 Hypertensive chronic kidney disease, unspecified, with chronic kidney disease stage V or end stage renal disease 0 0 30
D3004 Dysthymic disorder 0 0 20
D32723 Obstructive sleep apnea (adult)(pediatric) 0 0 30
D496 Chronic airway obstruction, not elsewhere classified 0 0 120
D4439 Peripheral vascular disease, unspecified 0 0 40
D311 Depressive disorder, not elsewhere classified 0 0 110
D5849 Acute kidney failure, unspecified 0 0 60
D78079 Other malaise and fatigue 0 0 140
D34290 Hemiplegia, unspecified, affecting unspecified side 0 0 650
D0414 Escherichia coli [E. coli] infection in conditions classified elsewhere and of unspecified site 0 0 40
D2449 Unspecified acquired hypothyroidism 0 0 280
D27800 Obesity, unspecified 0 0 150
D30000 Anxiety state, unspecified 0 0 70
DV0382 Other specified vaccinations against streptococcus pneumoniae [pneumococcus] 0 0 40
DV5861 Long-term (current) use of anticoagulants 0 0 70
DV5863 Long-term (current) use of antiplatelet/antithrombotic 0 0 40
D7872 Description not found for D7872 0 0 90
D3569 Unspecified hereditary and idiopathic peripheral neuropathy 0 0 20
DV1259 Personal history of other diseases of circulatory system 0 0 90
D7840 Headache 0 0 40
D51881 Acute respiratory failure 0 0 20
DV1254 Personal history of transient ischemic attack (TIA), and cerebral infarction without residual deficits 0 0 130
D7843 Aphasia 0 0 360
D7845 Description not found for D7845 0 0 320
DV1251 Personal history of venous thrombosis and embolism 0 0 20
D3051 Tobacco use disorder 0 0 440
D2749 Gout, unspecified 0 0 40
D53081 Esophageal reflux 0 0 190
D43330 Occlusion and stenosis of multiple and bilateral precerebral arteries without mention of cerebral infarction 0 0 30
D7820 Disturbance of skin sensation 0 0 100
D41401 Coronary atherosclerosis of native coronary artery 0 0 240
D41400 Coronary atherosclerosis of unspecified type of vessel, native or graft 0 0 110
DV433 Heart valve replaced by other means 0 0 20
DV4365 Knee joint replacement 0 0 30
D78194 Facial weakness 0 0 260
DV1083 Personal history of other malignant neoplasm of skin 0 0 20
D56210 Diverticulosis of colon (without mention of hemorrhage) 0 0 20
D28860 Leukocytosis, unspecified 0 0 20
D72887 Muscle weakness (generalized) 0 0 40
DV173 Family history of ischemic heart disease 0 0 20
DV1005 Personal history of malignant neoplasm of large intestine 0 0 20
D78720 Dysphagia, unspecified 0 0 110
D3572 Polyneuropathy in diabetes 0 0 30
D412 Old myocardial infarction 0 0 130
External Causes Distribution
External Cause Code Description Count
EE8859 Fall from other slipping, tripping, or stumbling 20
EE8497 Accidents occurring in residential institution 90
EE8889 Unspecified fall 60
EE8490 Accident in home 140
EE8499 Accidents occurring in unspecified place 40