Split (3)

train · 58.8k rows

Subsets and Splits

Stratified Sample of 3500

Provides a stratified random sample of approximately 3500 rows, ensuring representation from all dxcode classes, which is useful for balanced data analysis and model training.

Random Validation & Test Samples

Randomly selects 750 samples from both validation and test datasets, labeling them accordingly, which provides basic data exploration but limited analytical value.

Random Sampled Dataset Split

Randomly selects a subset of records from train, validation, and test datasets, which provides basic sampling but limited analytical value.

docdesc stringlengths 2 165	dxcode stringlengths 3 8	shortdesc stringlengths 5 155	longdesc stringlengths 5 184
elevated blood pressure and coronary artery	R03.0	Elevated blood-pressure reading, w/o diagnosis of htn	Elevated blood-pressure reading, without diagnosis of hypertension
Elevated blood pressure reading with hypertension	R03.0	Elevated blood-pressure reading, w/o diagnosis of htn	Elevated blood-pressure reading, without diagnosis of hypertension
elevated BNP 1350 with significant hypertension	R79.89	Other specified abnormal findings of blood chemistry	Other specified abnormal findings of blood chemistry
Elevated BNP BNP 105 pt w/STEMI	R79.89	Other specified abnormal findings of blood chemistry	Other specified abnormal findings of blood chemistry
Elevated BNP BNP 275 Echo results showed a mild	R79.89	Other specified abnormal findings of blood chemistry	Other specified abnormal findings of blood chemistry
elevated BNP, his CXR showed a stable	R79.89	Other specified abnormal findings of blood chemistry	Other specified abnormal findings of blood chemistry
elevated BP, likely hypertensive	R03.0	Elevated blood-pressure reading, w/o diagnosis of htn	Elevated blood-pressure reading, without diagnosis of hypertension
Elevated creatinine	R94.4	Abnormal results of kidney function studies	Abnormal results of kidney function studies
Elevated creatinine Hyperglycemia	R94.4	Abnormal results of kidney function studies	Abnormal results of kidney function studies
elevated creatinine level 2	R94.4	Abnormal results of kidney function studies	Abnormal results of kidney function studies
elevated creatinine, likely CKD	R94.4	Abnormal results of kidney function studies	Abnormal results of kidney function studies
Elevated creatinine, possibly due to longstanding hypertension	R94.4	Abnormal results of kidney function studies	Abnormal results of kidney function studies
Elevated liver enzymes alcoholic cirrhosis	R94.5	Abnormal results of liver function studies	Abnormal results of liver function studies
Elevated liver enzymes alcoholic fatty liver	R94.5	Abnormal results of liver function studies	Abnormal results of liver function studies
Elevated liver enzymes back	R94.5	Abnormal results of liver function studies	Abnormal results of liver function studies
Elevated liver enzymes due to cholelithiasis	R94.5	Abnormal results of liver function studies	Abnormal results of liver function studies
Elevated liver enzymes, likely secondary to the diabetes	R94.5	Abnormal results of liver function studies	Abnormal results of liver function studies
ELEVATED PSA	R97.20	Elevated prostate specific antigen [PSA]	Elevated prostate specific antigen [PSA]
elevated troponin suggested further evaluation including coronary	R79.89	Other specified abnormal findings of blood chemistry	Other specified abnormal findings of blood chemistry
elevated troponin (chronic	R79.89	Other specified abnormal findings of blood chemistry	Other specified abnormal findings of blood chemistry
elevated troponin due to hypertension	R79.89	Other specified abnormal findings of blood chemistry	Other specified abnormal findings of blood chemistry
elevated troponin with tachycardia	R79.89	Other specified abnormal findings of blood chemistry	Other specified abnormal findings of blood chemistry
elevated troponin, elevated renal	R79.89	Other specified abnormal findings of blood chemistry	Other specified abnormal findings of blood chemistry
elevated troponin, patient underwent a coronary	R79.89	Other specified abnormal findings of blood chemistry	Other specified abnormal findings of blood chemistry
Elevated troponin, possibly due to the myocarditis	R79.89	Other specified abnormal findings of blood chemistry	Other specified abnormal findings of blood chemistry
Elevated troponin, possibly due to the tachycardia	R79.89	Other specified abnormal findings of blood chemistry	Other specified abnormal findings of blood chemistry
elevated tsh, t4	R94.6	Abnormal results of thyroid function studies	Abnormal results of thyroid function studies
elevated WBC hyperglycemia	D72.829	Elevated white blood cell count, unspecified	Elevated white blood cell count, unspecified
elevated wbc, complete course of oral	D72.829	Elevated white blood cell count, unspecified	Elevated white blood cell count, unspecified
elevated white blood cell count	D72.829	Elevated white blood cell count, unspecified	Elevated white blood cell count, unspecified
elevated white blood cell count _____syndrome	D72.829	Elevated white blood cell count, unspecified	Elevated white blood cell count, unspecified
elevated white blood cell count pediatric appendicitis	D72.829	Elevated white blood cell count, unspecified	Elevated white blood cell count, unspecified
elevatedlipase	E78.5	Hyperlipidemia, unspecified	Hyperlipidemia, unspecified
elevation of troponins	R79.89	Other specified abnormal findings of blood chemistry	Other specified abnormal findings of blood chemistry
emboli in the left atrium from the atrial fibrillation	I48.91	Unspecified atrial fibrillation	Unspecified atrial fibrillation
embolism left lung	I74.9	Embolism and thrombosis of unspecified artery	Embolism and thrombosis of unspecified artery
embolus (chronic	I74.9	Embolism and thrombosis of unspecified artery	Embolism and thrombosis of unspecified artery
embolus in the central hilar vessels	I74.9	Embolism and thrombosis of unspecified artery	Embolism and thrombosis of unspecified artery
embolus is seen to the level of the lobar pulmonary arteries	I74.9	Embolism and thrombosis of unspecified artery	Embolism and thrombosis of unspecified artery
emphysema neck	J43.9	Emphysema, unspecified	Emphysema, unspecified
emphysema, chest	J43.9	Emphysema, unspecified	Emphysema, unspecified
empyema	J86.9	Pyothorax without fistula	Pyothorax without fistula
encephalitis	Z86.61	Personal history of infections of the central nervous system	Personal history of infections of the central nervous system
Encephalomalacia in the left occipital	G93.89	Other specified disorders of brain	Other specified disorders of brain
Encephalomalacia in the right temporal	G93.89	Other specified disorders of brain	Other specified disorders of brain
Encephalomalacia involving left temporal	G93.89	Other specified disorders of brain	Other specified disorders of brain
Encephalopathic with baseline dementia	G93.40	Encephalopathy, unspecified	Encephalopathy, unspecified
Encephalopathy - severe	G93.40	Encephalopathy, unspecified	Encephalopathy, unspecified
encephalopathy - thought to be from decreased perfusion	G93.40	Encephalopathy, unspecified	Encephalopathy, unspecified
Encephalopathy due to cerebrovascular accident	G93.40	Encephalopathy, unspecified	Encephalopathy, unspecified
encephalopathy likely secondary to the infection	G93.40	Encephalopathy, unspecified	Encephalopathy, unspecified
Encephalopathy secondary to anemia	G93.40	Encephalopathy, unspecified	Encephalopathy, unspecified
encephalopathy toxic	G92	Toxic encephalopathy	Toxic encephalopathy
Encephalopathy treated as meningoencephalitis	G04.90	Encephalitis and encephalomyelitis, unspecified	Encephalitis and encephalomyelitis, unspecified
encephalopathy with sepsis	G93.40	Encephalopathy, unspecified	Encephalopathy, unspecified
Encephalopathy, combination of the pain	G93.40	Encephalopathy, unspecified	Encephalopathy, unspecified
Encephalopathy, likely metabolic	G93.41	Metabolic encephalopathy	Metabolic encephalopathy
Encephalopathy, multifactorial	G93.49	Other encephalopathy	Other encephalopathy
Encephalopathy: baseline dementia	G93.40	Encephalopathy, unspecified	Encephalopathy, unspecified
encopresis	R15.9	Full incontinence of feces	Full incontinence of feces
encounter for immunization	Z23	Encounter for immunization	Encounter for immunization
End stage arthritis right shoulder	M19.011	Primary osteoarthritis, right shoulder	Primary osteoarthritis, right shoulder
end stage liver cirrhosis due to ETOH , hep c	Z65.8	Oth problems related to psychosocial circumstances	Other specified problems related to psychosocial circumstances
End stage OA	M19.90	Unspecified osteoarthritis, unspecified site	Unspecified osteoarthritis, unspecified site
end stage renal disease on dialysis	Z99.2	Dependence on renal dialysis	Dependence on renal dialysis
End Stage Renal Disease with hemodialysis	Z99.2	Dependence on renal dialysis	Dependence on renal dialysis
end-stage OA of the R knee	M19.90	Unspecified osteoarthritis, unspecified site	Unspecified osteoarthritis, unspecified site
End-stage osteoarthritis of the left ankle	M19.072	Primary osteoarthritis, left ankle and foot	Primary osteoarthritis, left ankle and foot
End-stage osteoarthritis, left knee	M17.12	Unilateral primary osteoarthritis, left knee	Unilateral primary osteoarthritis, left knee
End-stage renal disease - left femoral	N18.6	End stage renal disease	End stage renal disease
End-stage renal disease due to the diabetes mellitus	N18.6	End stage renal disease	End stage renal disease
end-stage renal disease required dialysis	Z99.2	Dependence on renal dialysis	Dependence on renal dialysis
End-stage renal disease secondary to glomerulosclerosis, chest pain	R07.9	Chest pain, unspecified	Chest pain, unspecified
end-stage renal disease secondary to hypertension	N18.6	End stage renal disease	End stage renal disease
end-stage renal disease with hyperglycemia	N18.6	End stage renal disease	End stage renal disease
end-stage renal disease, coronary artery	N18.6	End stage renal disease	End stage renal disease
end-stage renal disease, dialysis	Z99.2	Dependence on renal dialysis	Dependence on renal dialysis
End-stage renal disease, on hemodialysis	Z99.2	Dependence on renal dialysis	Dependence on renal dialysis
End-stage renal disease, on TTS dialysis	Z99.2	Dependence on renal dialysis	Dependence on renal dialysis
End-stage renal disease, patient has been on dialysis	Z99.2	Dependence on renal dialysis	Dependence on renal dialysis
End-stage renal disease, peritoneal dialysis dependent.	N18.6	End stage renal disease	End stage renal disease
end-stage renal failure, on hemodialysis	N18.6	End stage renal disease	End stage renal disease
endocarditis as a cause of his lung abscess	I38	Endocarditis, valve unspecified	Endocarditis, valve unspecified
endocarditis as a potential cause of his infection	I38	Endocarditis, valve unspecified	Endocarditis, valve unspecified
endometrial carcinoma	C54.1	Malignant neoplasm of endometrium	Malignant neoplasm of endometrium
endometrial cyst	N85.8	Other specified noninflammatory disorders of uterus	Other specified noninflammatory disorders of uterus
ENDOMETRIOSIS, HYPOGLYCEMIA	N80.9	Endometriosis, unspecified	Endometriosis, unspecified
enlarged heart	I51.7	Cardiomegaly	Cardiomegaly
enlarged lymph nodes are seen in the mediastinum	R59.9	Enlarged lymph nodes, unspecified	Enlarged lymph nodes, unspecified
enlarged prostate and a distended urinary bladder	N40.0	Benign prostatic hyperplasia without lower urinry tract symp	Benign prostatic hyperplasia without lower urinary tract symptoms
Enlarged spleen containing multiple	R16.1	Splenomegaly, not elsewhere classified	Splenomegaly, not elsewhere classified
enlarged tonsil	J35.1	Hypertrophy of tonsils	Hypertrophy of tonsils
Enteritis of the ileum	K52.9	Noninfective gastroenteritis and colitis, unspecified	Noninfective gastroenteritis and colitis, unspecified
enteritis without complications	K52.9	Noninfective gastroenteritis and colitis, unspecified	Noninfective gastroenteritis and colitis, unspecified
Enterobacter cloacae as well as Staphylococcus aureus	B96.89	Oth bacterial agents as the cause of diseases classd elswhr	Other specified bacterial agents as the cause of diseases classified elsewhere
Enterococcus faecium urinary tract infection	B95.2	Enterococcus as the cause of diseases classified elsewhere	Enterococcus as the cause of diseases classified elsewhere
Enterococcus, culture is growing coagulase-negative Staphylococcus.	B95.2	Enterococcus as the cause of diseases classified elsewhere	Enterococcus as the cause of diseases classified elsewhere
enterocolitis	K52.9	Noninfective gastroenteritis and colitis, unspecified	Noninfective gastroenteritis and colitis, unspecified
enterocolitis findings noted and a liver	K52.9	Noninfective gastroenteritis and colitis, unspecified	Noninfective gastroenteritis and colitis, unspecified
Enterocutaneous fistula abdominal	K63.2	Fistula of intestine	Fistula of intestine