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)

3,590

Sex Count
Male 1960
Female 1620
In hospital
Mortality

46.8 %

Length of Stay Distribution
Mean LOS: 12.11 days FQ: 4 days Median: 9 days TQ: 16 days
Aggregation Policy
Minimum count20
Multiple10
Min hospitals2
Min subset100

Temporal Distribution : Insertion of endotracheal tube ( P9604 ) followed by Venous catheterization, not elsewhere classified ( P3893 )

Mean ΔT: 1.61 days FQ: 0 days Median: 0 days TQ: 1 days

Variation by ΔT for

Source Distribution
Source Count
Routine, birth, etc 600
Another hospital 590
Another health facility including LTC 610
Emergency department 620
Unknown 600
Court/Law enforcement 560
Disposition Distribution
Disposition Count
Routine 540
Transfer to short-term hospital 220
Home Health Care 250
Died in hospital 1680
Transfer other SNF, ICF, etc. 820
Against medical advice 20
Unknown, Alive 30
Payer Distribution
Payer Count
Medicare 470
Medicaid 500
Private insurance 490
Self-pay 540
Other payer 510
Unknown payer 520
No charge 530
Race Distribution
Race Count
White 490
Black 500
Hispanic 500
Asian or Pacific Islander 490
Native American 510
Other 550
Race missing, unknown 520
State variation
S1 S2
Count 1800 1790
Sex : Male 55.0% 53.6%
Sex : Female 44.4% 45.8%
Source : Routine, birth, etc 15.6% 17.3%
Source : Another hospital 15.6% 17.3%
Source : Another health facility including LTC 16.7% 17.3%
Source : Emergency department 17.2% 16.8%
Source : Unknown 18.3% 15.1%
Source : Court/Law enforcement 15.0% 15.6%
Disposition : Routine 15.6% 14.0%
Disposition : Transfer to short-term hospital 6.7% 5.6%
Disposition : Home Health Care 6.7% 6.7%
Disposition : Died in hospital 45.0% 48.6%
Disposition : Transfer other SNF, ICF, etc. 22.8% 22.3%
Payer : Medicare 13.9% 12.3%
Payer : Medicaid 13.9% 13.4%
Payer : Private insurance 13.3% 14.0%
Payer : Self-pay 14.4% 15.1%
Payer : Other payer 13.9% 14.5%
Payer : Unknown payer 13.9% 14.5%
Payer : No charge 14.4% 14.5%
Race : White 13.3% 14.0%
Race : Black 12.8% 15.1%
Race : Hispanic 13.9% 14.0%
Race : Asian or Pacific Islander 12.2% 14.5%
Race : Native American 15.0% 13.4%
Race : Other 15.6% 15.1%
Race : Race missing, unknown 15.6% 12.8%
Yearly variation
2006 2007 2008 2009 2010 2011
Count 770 630 600 600 510 460
Sex : Male 54.5% 54.0% 53.3% 53.3% 56.9% 56.5%
Sex : Female 45.5% 46.0% 46.7% 45.0% 41.2% 41.3%
Source : Routine, birth, etc 15.6% 19.0% 18.3% 13.3% 15.7% 17.4%
Source : Another hospital 18.2% 14.3% 15.0% 16.7% 17.6% 13.0%
Source : Another health facility including LTC 16.9% 19.0% 15.0% 15.0% 15.7% 15.2%
Source : Emergency department 18.2% 14.3% 15.0% 18.3% 17.6% 15.2%
Source : Unknown 14.3% 15.9% 18.3% 16.7% 15.7% 15.2%
Source : Court/Law enforcement 14.3% 15.9% 15.0% 15.0% 13.7% 19.6%
Disposition : Routine 13.0% 14.3% 15.0% 13.3% 15.7% 19.6%
Disposition : Transfer to short-term hospital 6.5% 6.3% 5.0% 5.0% 5.9% 6.5%
Disposition : Home Health Care 5.2% 6.3% 6.7% 6.7% 5.9% 8.7%
Disposition : Died in hospital 48.1% 47.6% 50.0% 45.0% 45.1% 41.3%
Disposition : Transfer other SNF, ICF, etc. 24.7% 20.6% 18.3% 23.3% 23.5% 21.7%
Payer : Medicare 10.4% 12.7% 13.3% 15.0% 11.8% 13.0%
Payer : Medicaid 15.6% 12.7% 11.7% 11.7% 13.7% 15.2%
Payer : Private insurance 14.3% 11.1% 13.3% 15.0% 13.7% 13.0%
Payer : Other payer 13.0% 15.9% 13.3% 13.3% 13.7% 13.0%
Payer : Unknown payer 14.3% 14.3% 15.0% 13.3% 11.8% 13.0%
Payer : No charge 14.3% 14.3% 15.0% 13.3% 13.7% 13.0%
Payer : Self-pay 14.3% 14.3% 15.0% 15.0% 13.7% 13.0%
Race : White 14.3% 14.3% 13.3% 11.7% 11.8% 13.0%
Race : Black 14.3% 12.7% 11.7% 15.0% 11.8% 13.0%
Race : Hispanic 13.0% 12.7% 13.3% 13.3% 15.7% 13.0%
Race : Asian or Pacific Islander 13.0% 12.7% 11.7% 13.3% 15.7% 10.9%
Race : Native American 14.3% 14.3% 13.3% 13.3% 11.8% 13.0%
Race : Other 15.6% 14.3% 15.0% 13.3% 11.8% 15.2%
Race : Race missing, unknown 13.0% 12.7% 15.0% 13.3% 15.7% 13.0%
Age Distribution
Age Count
20 - 39 170
40 - 59 640
60 - 79 1420
100 - 119 30
80 - 99 1320
Mean age First quartile Median Third quartile
71.73 years 61 years 74 years 85 years
45 >= Age > 20 65 >= Age > 45 85 >= Age > 65 Age > 85
Count 260 920 1540 850
Sex : Male 61.5% 62.0% 52.6% 48.2%
Sex : Female 34.6% 38.0% 47.4% 51.8%
Source : Routine, birth, etc 11.5% 15.2% 16.9% 17.6%
Source : Another hospital 11.5% 15.2% 16.9% 17.6%
Source : Another health facility including LTC 15.4% 17.4% 16.2% 16.5%
Source : Emergency department 19.2% 16.3% 17.5% 16.5%
Source : Unknown 15.4% 17.4% 15.6% 16.5%
Source : Court/Law enforcement 15.4% 15.2% 15.6% 14.1%
Disposition : Routine 38.5% 21.7% 12.3% 4.7%
Disposition : Transfer to short-term hospital 0% 6.5% 5.8% 5.9%
Disposition : Died in hospital 30.8% 42.4% 46.8% 56.5%
Disposition : Transfer other SNF, ICF, etc. 11.5% 17.4% 25.3% 25.9%
Disposition : Home Health Care 0% 7.6% 7.1% 4.7%
Payer : Medicare 11.5% 10.9% 14.3% 12.9%
Payer : Medicaid 11.5% 14.1% 13.0% 14.1%
Payer : Private insurance 11.5% 13.0% 13.6% 14.1%
Payer : Self-pay 15.4% 14.1% 14.9% 15.3%
Payer : Other payer 11.5% 14.1% 14.3% 14.1%
Payer : Unknown payer 15.4% 15.2% 14.3% 12.9%
Payer : No charge 11.5% 15.2% 14.3% 14.1%
Race : White 11.5% 13.0% 14.3% 12.9%
Race : Black 15.4% 13.0% 13.6% 14.1%
Race : Hispanic 11.5% 14.1% 13.6% 12.9%
Race : Asian or Pacific Islander 11.5% 13.0% 13.0% 15.3%
Race : Native American 11.5% 15.2% 14.3% 12.9%
Race : Other 11.5% 15.2% 14.9% 15.3%
Race : Race missing, unknown 15.4% 13.0% 14.9% 12.9%
Procedure Distribution
Procedure Code Description Count
P9910 Injection or infusion of thrombolytic agent 20
P8961 Systemic arterial pressure monitoring 30
P8856 Coronary arteriography using two catheters 20
P8703 Computerized axial tomography of head 50
P022 Ventriculostomy 30
P3322 Fiber-optic bronchoscopy 70
P5491 Percutaneous abdominal drainage 30
P9962 Other electric countershock of heart 60
P9955 Prophylactic administration of vaccine against other diseases 20
P4311 Percutaneous [endoscopic] gastrostomy [PEG] 130
P311 Temporary tracheostomy 110
P9604 Insertion of endotracheal tube 3590
P9915 Parenteral infusion of concentrated nutritional substances 90
P0017 Infusion of vasopressor agent 60
P8914 Electroencephalogram 20
P966 Enteral infusion of concentrated nutritional substances 90
P8872 Diagnostic ultrasound of heart 130
P3891 Arterial catheterization 330
P9921 Injection of antibiotic 30
P0131 Incision of cerebral meninges 20
P9672 Continuous invasive mechanical ventilation for 96 consecutive hours or more 1210
P9960 Cardiopulmonary resuscitation, not otherwise specified 390
P5794 Insertion of indwelling urinary catheter 50
P0331 Spinal tap 110
P9904 Transfusion of packed cells 570
P4513 Other endoscopy of small intestine 50
P8964 Pulmonary artery wedge monitoring 20
P8877 Diagnostic ultrasound of peripheral vascular system 20
P8841 Arteriography of cerebral arteries 20
P3404 Insertion of intercostal catheter for drainage 90
P3893_2 Venous catheterization, not elsewhere classified 2nd 160
P3129 Other permanent tracheostomy 30
P9905 Transfusion of platelets 80
P3995 Hemodialysis 120
P3491 Thoracentesis 60
P3895 Venous catheterization for renal dialysis 80
P3893 Venous catheterization, not elsewhere classified 3590
P9396 Other oxygen enrichment 60
P8741 Computerized axial tomography of thorax 20
P9607 Insertion of other (naso-)gastric tube 50
P9656 Other lavage of bronchus and trachea 30
P3324 Closed [endoscopic] biopsy of bronchus 240
P4516 Esophagogastroduodenoscopy [EGD] with closed biopsy 40
P3722 Left heart cardiac catheterization 20
P3409 Other incision of pleura 20
P9671 Continuous invasive mechanical ventilation for less than 96 consecutive hours 1660
P9390 Non-invasive mechanical ventilation 190
P9907 Transfusion of other serum 200
P9604_2 Insertion of endotracheal tube 2nd 70
DRG Distribution
DRG Code Description Count
DG127 DRG V24 : HEART FAILURE & SHOCK 60
DG294 DRG V24 : DIABETES AGE >35 20
DG565 DRG V24 : RESPIRATORY SYSTEM DIAGNOSIS WITH VENTILATOR SUPPORT 96+ HOURS 470
DG204 DRG V24 : DISORDERS OF PANCREAS EXCEPT MALIGNANCY 20
DG76 DRG V24 : OTHER RESP SYSTEM O.R. PROCEDURES W CC 20
DG174 DRG V24 : G.I. HEMORRHAGE W CC 30
DG576 DRG V24 : SEPTICEMIA W/O MV 96+ HOURS AGE >17 490
DG489 DRG V24 : HIV W MAJOR RELATED CONDITION 20
DG566 DRG V24 : RESPIRATORY SYSTEM DIAGNOSIS WITH VENTILATOR SUPPORT <96 HOURS 490
DG569 DRG V24 : MAJOR SMALL & LARGE BOWEL PROCEDURES W CC W MAJOR GI DX 20
DG75 DRG V24 : MAJOR CHEST PROCEDURES 20
DG578 DRG V24 : INFECTIOUS & PARASITIC DISEASES W O.R. PROCEDURE 70
DG27 DRG V24 : TRAUMATIC STUPOR & COMA, COMA >1 HR 20
DG468 DRG V24 : EXTENSIVE O.R. PROCEDURE UNRELATED TO PRINCIPAL DIAGNOSIS 30
DG202 DRG V24 : CIRRHOSIS & ALCOHOLIC HEPATITIS 30
DG1 DRG V24 : CRANIOTOMY AGE >17 W CC 20
DG123 DRG V24 : CIRCULATORY DISORDERS W AMI, EXPIRED 60
DG110 DRG V24 : MAJOR CARDIOVASCULAR PROCEDURES W CC 20
DG449 DRG V24 : POISONING & TOXIC EFFECTS OF DRUGS AGE >17 W CC 50
DG541 DRG V24 : ECMO OR TRACH W MV 96+ HRS OR PDX EXC FACE, MOUTH & NECK W MAJ O.R. 60
DG28 DRG V24 : TRAUMATIC STUPOR & COMA, COMA <1 HR AGE >17 W CC 20
DG562 DRG V24 : SEIZURE AGE >17 W CC 20
DG138 DRG V24 : CARDIAC ARRHYTHMIA & CONDUCTION DISORDERS W CC 20
DG542 DRG V24 : TRACH W MV 96+ HRS OR PDX EXC FACE, MOUTH & NECK W/O MAJ O.R. 170
DG121 DRG V24 : CIRCULATORY DISORDERS W AMI & MAJOR COMP, DISCHARGED ALIVE 40
DG575 DRG V24 : SEPTICEMIA W MV 96+ HOURS AGE >17 340
DG316 DRG V24 : RENAL FAILURE 30
DG14 DRG V24 : INTRACRANIAL HEMORRHAGE OR CEREBRAL INFARCTION 140
DG543 DRG V24 : CRANIOTOMY W MAJOR DEVICE IMPLANT OR ACUTE COMPLEX CNS PDX 50
DG205 DRG V24 : DISORDERS OF LIVER EXCEPT MALIG,CIRR,ALC HEPA W CC 20
Diagnosis Distribution
Diagnosis Code Description Primary POA All
D78791 Diarrhea 0 0 30
D25002 Diabetes mellitus without mention of complication, type II or unspecified type, uncontrolled 0 0 20
D78559 Other shock without mention of trauma 0 0 20
D25000 Diabetes mellitus without mention of complication, type II or unspecified type, not stated as uncontrolled 0 0 240
D29181 Alcohol withdrawal 0 0 20
D78552 Septic shock 0 0 290
D78551 Cardiogenic shock 0 0 70
D4019 Unspecified essential hypertension 0 0 500
D03842 Septicemia due to escherichia coli [E. coli] 50 0 20
D3484 Compression of brain 0 0 20
D4280 Congestive heart failure, unspecified 50 0 350
D79902 Hypoxemia 0 0 50
D99592 Severe sepsis 0 0 410
D6826 Cellulitis and abscess of leg, except foot 0 0 20
D2859 Anemia, unspecified 0 0 240
D34839 Other encephalopathy 0 0 20
D60000 Hypertrophy (benign) of prostate without urinary obstruction and other lower urinary tract symptom (LUTS) 0 0 30
D43820 Late effects of cerebrovascular disease, hemiplegia affecting unspecified side 0 0 30
D34590 Epilepsy, unspecified, without mention of intractable epilepsy 0 0 30
D99591 Sepsis 0 0 100
D30391 Other and unspecified alcohol dependence, continuous 0 0 40
D30390 Other and unspecified alcohol dependence, unspecified 0 0 30
DV090 Infection with microorganisms resistant to penicillins 0 0 50
D00845 Intestinal infection due to Clostridium difficile 0 0 40
D2720 Pure hypercholesterolemia 0 0 40
DV5866 Long-term (current) use of aspirin 0 0 20
DV4581 Aortocoronary bypass status 0 0 40
D2724 Other and unspecified hyperlipidemia 0 0 180
DV4582 Percutaneous transluminal coronary angioplasty status 0 0 30
D5859 Chronic kidney disease, unspecified 0 0 90
D5185 Pulmonary insufficiency following trauma and surgery 0 0 80
DV1582 Personal history of tobacco use 0 0 150
D5180 Pulmonary collapse 0 0 70
D431 Intracerebral hemorrhage 100 0 50
DV1581 Personal history of noncompliance with medical treatment, presenting hazards to health 0 0 30
DV4611 Dependence on respirator, status 0 0 30
D49390 Asthma, unspecified type, unspecified 0 0 40
D73300 Osteoporosis, unspecified 0 0 40
D78001 Coma 0 0 60
D430 Subarachnoid hemorrhage 40 0 20
D42741 Ventricular fibrillation 0 0 40
D78009 Other alteration of consciousness 0 0 20
DV140 Personal history of allergy to penicillin 0 0 20
DV4501 Cardiac pacemaker in situ 0 0 30
D4821 Pneumonia due to Pseudomonas 0 0 20
D2639 Unspecified protein-calorie malnutrition 0 0 90
D42731 Atrial fibrillation 0 0 260
D3320 Paralysis agitans 0 0 20
D5601 Paralytic ileus 0 0 50
D71590 Osteoarthrosis, unspecified whether generalized or localized, site unspecified 0 0 40
DV4987 Physical restraints status 0 0 20
DV4986 Do not resuscitate status 0 0 30
D41519 Other pulmonary embolism and infarction 20 0 20
D49322 Chronic obstructive asthma with (acute) exacerbation 0 0 20
D03849 Other septicemia due to gram-negative organisms 30 0 0
DV667 Encounter for palliative care 0 0 90
D78039 Other convulsions 0 0 60
D49121 Obstructive chronic bronchitis with (acute) exacerbation 30 0 110
D43411 Cerebral embolism with cerebral infarction 20 0 0
D1629 Malignant neoplasm of bronchus and lung, unspecified 0 0 20
D4589 Hypotension, unspecified 0 0 100
D43491 Cerebral artery occlusion, unspecified with cerebral infarction 50 0 40
D34830 Encephalopathy, unspecified 0 0 40
D34831 Metabolic encephalopathy 0 0 30
D42732 Atrial flutter 0 0 20
DV462 Other dependence on machines, supplemental oxygen 0 0 40
D5070 Pneumonitis due to inhalation of food or vomitus 80 0 220
D5533 Diaphragmatic hernia without mention of obstruction or gangrene 0 0 20
D4275 Cardiac arrest 0 0 150
D5770 Acute pancreatitis 20 0 20
D2809 Iron deficiency anemia, unspecified 0 0 20
D4271 Paroxysmal ventricular tachycardia 0 0 50
D79029 Other abnormal glucose 0 0 50
D30500 Alcohol abuse, unspecified 0 0 30
D34290 Hemiplegia, unspecified, affecting unspecified side 0 0 30
D27800 Obesity, unspecified 0 0 60
D5939 Unspecified disorder of kidney and ureter 0 0 60
D515 Postinflammatory pulmonary fibrosis 0 0 30
D5712 Alcoholic cirrhosis of liver 20 0 30
D4148 Other specified forms of chronic ischemic heart disease 0 0 30
D42789 Other specified cardiac dysrhythmias 0 0 110
D5119 Unspecified pleural effusion 0 0 50
D4168 Other chronic pulmonary heart diseases 0 0 40
D2851 Acute posthemorrhagic anemia 0 0 30
D496 Chronic airway obstruction, not elsewhere classified 0 0 120
D4241 Aortic valve disorders 0 0 30
D4240 Mitral valve disorders 0 0 20
D25040 Diabetes with renal manifestations, type II or unspecified type, not stated as uncontrolled 0 0 30
D3314 Obstructive hydrocephalus 0 0 20
D3310 Alzheimer's disease 0 0 20
D41071 Subendocardial infarction, initial episode of care 50 0 90
D27541 Hypocalcemia 0 0 30
DV441 Gastrostomy status 0 0 20
D56400 Constipation, unspecified 0 0 20
D4254 Other primary cardiomyopathies 0 0 80
D2767 Hyperpotassemia 0 0 100
D486 Pneumonia, organism unspecified 120 0 290
D2762 Acidosis 0 0 240
D2763 Alkalosis 0 0 20
D2760 Hyperosmolality and/or hypernatremia 0 0 80
D2761 Hyposmolality and/or hyponatremia 0 0 150
D2948 Other persistent mental disorders due to conditions classified elsewhere 0 0 60
D2768 Hypopotassemia 0 0 170
D2769 Electrolyte and fluid disorders not elsewhere classified 0 0 20
D04111 Methicillin susceptible Staphylococcus aureus in conditions classified elsewhere and of unspecified site 0 0 20
D5853 Chronic kidney disease, Stage III (moderate) 0 0 20
D03811 Methicillin susceptible Staphylococcus aureus septicemia 40 0 0
D5856 End stage renal disease 0 0 30
D5990 Urinary tract infection, site not specified 0 0 180
D3485 Cerebral edema 0 0 20
D3481 Anoxic brain damage 0 0 90
D570 Acute and subacute necrosis of liver 0 0 60
D2866 Defibrination syndrome 0 0 20
D29410 Dementia in conditions classified elsewhere without behavioral disturbance 0 0 30
D27651 Dehydration 0 0 130
D2869 Other and unspecified coagulation defects 0 0 30
D40390 Hypertensive chronic kidney disease, unspecified, with chronic kidney disease stage I through stage IV, or unspecified 0 0 100
D40391 Hypertensive chronic kidney disease, unspecified, with chronic kidney disease stage V or end stage renal disease 0 0 50
D5789 Hemorrhage of gastrointestinal tract, unspecified 0 0 60
D32723 Obstructive sleep apnea (adult)(pediatric) 0 0 50
D28529 Anemia of other chronic disease 0 0 30
D7850 Tachycardia, unspecified 0 0 20
D2753 Disorders of phosphorus metabolism 0 0 30
D2752 Disorders of magnesium metabolism 0 0 40
D4439 Peripheral vascular disease, unspecified 0 0 20
D311 Depressive disorder, not elsewhere classified 0 0 70
D5845 Acute kidney failure with lesion of tubular necrosis 0 0 90
D5849 Acute kidney failure, unspecified 20 0 320
D27801 Morbid obesity 0 0 80
D0414 Escherichia coli [E. coli] infection in conditions classified elsewhere and of unspecified site 0 0 30
D2875 Thrombocytopenia, unspecified 0 0 90
D2449 Unspecified acquired hypothyroidism 0 0 90
D30000 Anxiety state, unspecified 0 0 30
D41091 Acute myocardial infarction of unspecified site, initial episode of care 0 0 20
DV5861 Long-term (current) use of anticoagulants 0 0 40
D7872 Description not found for D7872 0 0 20
DV5865 Long-term (current) use of steroids 0 0 20
DV5867 Long-term (current) use of insulin 0 0 40
DV1259 Personal history of other diseases of circulatory system 0 0 20
D51881 Acute respiratory failure 590 0 970
DV1254 Personal history of transient ischemic attack (TIA), and cerebral infarction without residual deficits 0 0 30
D7843 Aphasia 0 0 20
D51884 Acute and chronic respiratory failure 60 0 40
DV1251 Personal history of venous thrombosis and embolism 0 0 20
D3051 Tobacco use disorder 0 0 180
D53081 Esophageal reflux 0 0 70
D5128 Other spontaneous pneumothorax 0 0 20
D2874 Description not found for D2874 0 0 20
D41401 Coronary atherosclerosis of native coronary artery 0 0 130
D41400 Coronary atherosclerosis of unspecified type of vessel, native or graft 0 0 50
D78550 Shock, unspecified 0 0 20
D48241 Methicillin susceptible pneumonia due to Staphylococcus aureus 0 0 50
DV103 Personal history of malignant neoplasm of breast 0 0 30
D28860 Leukocytosis, unspecified 0 0 40
D0382 Pneumococcal septicemia [Streptococcus pneumoniae septicemia] 20 0 0
D70703 Pressure ulcer, lower back 0 0 50
D0380 Streptococcal septicemia 40 0 0
D70705 Pressure ulcer, buttock 0 0 20
D78720 Dysphagia, unspecified 0 0 40
D0389 Unspecified septicemia 670 0 380
D412 Old myocardial infarction 0 0 60
D72888 Rhabdomyolysis 0 0 50
External Causes Distribution
External Cause Code Description Count
EE9320 Adrenal cortical steroids causing adverse effects in therapeutic use 110
EE8859 Fall from other slipping, tripping, or stumbling 30
EE8889 Unspecified fall 60
EE8497 Accidents occurring in residential institution 410
EE8495 Street and highway accidents 40
EE9289 Unspecified accident 30
EE0008 Other external cause status 20
EE9331 Antineoplastic and immunosuppressive drugs causing adverse effects in therapeutic use 20
EE8788 Other specified surgical operations and procedures causing abnormal patient reaction, or later complication, without mention of misadventure at time of operation 40
EE9342 Anticoagulants causing adverse effects in therapeutic use 40
EE8490 Accident in home 290
EE8499 Accidents occurring in unspecified place 110
EE8798 Other specified procedures as the cause of abnormal reaction of patient, or of later complication, without mention of misadventure at time of procedure 70
EE8498 Accidents occurring in other specified places 70
EE9308 Other specified antibiotics causing adverse effects in therapeutic use 20