Split (3)

train · 58.8k rows

docdesc stringlengths 2 165	dxcode stringlengths 3 8	shortdesc stringlengths 5 155	longdesc stringlengths 5 184
Eye disorder screening	H57.9	Unspecified disorder of eye and adnexa	Unspecified disorder of eye and adnexa
eye doctor as well as the patient has vision loss	H54.60	Unqualified visual loss, one eye, unspecified	Unqualified visual loss, one eye, unspecified
Eye exam revealed small subconjunctival hemorrhage	H11.30	Conjunctival hemorrhage, unspecified eye	Conjunctival hemorrhage, unspecified eye
eye for glaucoma	H40.9	Unspecified glaucoma	Unspecified glaucoma
eye procedure for diabetic retinopathy	E11.319	Type 2 diabetes w unsp diabetic rtnop w/o macular edema	Type 2 diabetes mellitus with unspecified diabetic retinopathy without macular edema
eye stye	H00.019	Hordeolum externum unspecified eye, unspecified eyelid	Hordeolum externum unspecified eye, unspecified eyelid
Eyelid abrasion	S00.219A	Abrasion of unsp eyelid and periocular area, init encntr	Abrasion of unspecified eyelid and periocular area, initial encounter
eyelid abscess	H00.039	Abscess of eyelid unspecified eye, unspecified eyelid	Abscess of eyelid unspecified eye, unspecified eyelid
face became flushed	R23.2	Flushing	Flushing
face which could reflect cellulitis	L03.211	Cellulitis of face	Cellulitis of face
facet osteoarthritis	M19.90	Unspecified osteoarthritis, unspecified site	Unspecified osteoarthritis, unspecified site
facial abrasion, dental	K03.1	Abrasion of teeth	Abrasion of teeth
facial asymmetry	Q67.0	Congenital facial asymmetry	Congenital facial asymmetry
Facial droop slight	R29.810	Facial weakness	Facial weakness
facial ecchymosis	R58	Hemorrhage, not elsewhere classified	Hemorrhage, not elsewhere classified
facial nerve deficits stroke	I63.9	Cerebral infarction, unspecified	Cerebral infarction, unspecified
Factor V Leiden deficiency	D68.2	Hereditary deficiency of other clotting factors	Hereditary deficiency of other clotting factors
Factor V Leiden mutation	D68.51	Activated protein C resistance	Activated protein C resistance
Failed renal transplant	Z98.85	Transplanted organ removal status	Transplanted organ removal status
failure #5 heart failure	I50.9	Heart failure, unspecified	Heart failure, unspecified
failure due to aspiration pneumonia , lactic acidosis	J69.0	Pneumonitis due to inhalation of food and vomit	Pneumonitis due to inhalation of food and vomit
FAILURE W HYPOXIA	R09.02	Hypoxemia	Hypoxemia
fall #4 renal	W19.XXXA	Unspecified fall, initial encounter	Unspecified fall, initial encounter
fall ___ hemoptysis	W19.XXXA	Unspecified fall, initial encounter	Unspecified fall, initial encounter
fall and body	Z91.81	History of falling	History of falling
fall and had a left tibial	W19.XXXA	Unspecified fall, initial encounter	Unspecified fall, initial encounter
fall and landed on her left hip	Z91.81	History of falling	History of falling
fall and low back	Z91.81	History of falling	History of falling
fall and noted to have sacral	Z91.81	History of falling	History of falling
fall and sustaining a right hip	Z91.81	History of falling	History of falling
fall and twisted her left ankle	Z91.81	History of falling	History of falling
fall approximately 15 feet	W19.XXXA	Unspecified fall, initial encounter	Unspecified fall, initial encounter
fall at home, hitting his midback as well as the knee	W19.XXXA	Unspecified fall, initial encounter	Unspecified fall, initial encounter
fall clinically stable	W19.XXXA	Unspecified fall, initial encounter	Unspecified fall, initial encounter
Fall from 20 feet	W19.XXXA	Unspecified fall, initial encounter	Unspecified fall, initial encounter
fall from approx 6 feet up attic	W19.XXXA	Unspecified fall, initial encounter	Unspecified fall, initial encounter
Fall in hospital hitting head	W19.XXXA	Unspecified fall, initial encounter	Unspecified fall, initial encounter
fall lead	Z91.81	History of falling	History of falling
fall leads to right femoral neck	W19.XXXA	Unspecified fall, initial encounter	Unspecified fall, initial encounter
fall on her left hip	Z91.81	History of falling	History of falling
fall palying fb and R elbow	W19.XXXA	Unspecified fall, initial encounter	Unspecified fall, initial encounter
fall the patient will get benefit from the therapy	W19.XXXA	Unspecified fall, initial encounter	Unspecified fall, initial encounter
FALL WAS UNWITNESSED BUT POSITIVE HEAD	Z91.81	History of falling	History of falling
fall which was likely due to seizures	Z91.81	History of falling	History of falling
Fall with contusion	W19.XXXA	Unspecified fall, initial encounter	Unspecified fall, initial encounter
fall with fracture	Z91.81	History of falling	History of falling
fall with pain in left hip	Z91.81	History of falling	History of falling
fall with trauma to his left shoulder	W19.XXXA	Unspecified fall, initial encounter	Unspecified fall, initial encounter
fall, alcohol intoxication	W19.XXXA	Unspecified fall, initial encounter	Unspecified fall, initial encounter
fall, butt pain	W19.XXXA	Unspecified fall, initial encounter	Unspecified fall, initial encounter
fall, confusion	W19.XXXA	Unspecified fall, initial encounter	Unspecified fall, initial encounter
fall, eval for acute	W19.XXXA	Unspecified fall, initial encounter	Unspecified fall, initial encounter
Fall, head	W19.XXXA	Unspecified fall, initial encounter	Unspecified fall, initial encounter
fall, head and back	W19.XXXA	Unspecified fall, initial encounter	Unspecified fall, initial encounter
fall, hitting her head	W19.XXXA	Unspecified fall, initial encounter	Unspecified fall, initial encounter
fall, right-sided paralysis	W19.XXXA	Unspecified fall, initial encounter	Unspecified fall, initial encounter
fall, was advised of bruising	W19.XXXA	Unspecified fall, initial encounter	Unspecified fall, initial encounter
fall, which had resulted in fracture	Z91.81	History of falling	History of falling
falling	Z91.81	History of falling	History of falling
family problems	Z63.9	Problem related to primary support group, unspecified	Problem related to primary support group, unspecified
fasciitis of the right perineal and groin	M72.8	Other fibroblastic disorders	Other fibroblastic disorders
fascitis left foot	M72.9	Fibroblastic disorder, unspecified	Fibroblastic disorder, unspecified
fat hernia	M35.6	Relapsing panniculitis [Weber-Christian]	Relapsing panniculitis [Weber-Christian]
fat necrosis of abdominal wall	M79.89	Other specified soft tissue disorders	Other specified soft tissue disorders
Fatty atrophy of the musculature of the thigh	E32.8	Other diseases of thymus	Other diseases of thymus
fatty liver from ETOH	K76.0	Fatty (change of) liver, not elsewhere classified	Fatty (change of) liver, not elsewhere classified
fatty liver, infection.	K76.0	Fatty (change of) liver, not elsewhere classified	Fatty (change of) liver, not elsewhere classified
fatty liver, cirrhosis	K76.0	Fatty (change of) liver, not elsewhere classified	Fatty (change of) liver, not elsewhere classified
feet for diabetic	E11.9	Type 2 diabetes mellitus without complications	Type 2 diabetes mellitus without complications
femoral endarterectomy, rhabdomyolysis and AKI	N17.9	Acute kidney failure, unspecified	Acute kidney failure, unspecified
Fentanyl	T40.4X1A	Poisoning by oth synthetic narcotics, accidental, init	Poisoning by other synthetic narcotics, accidental (unintentional), initial encounter
fever Reports slight	R50.9	Fever, unspecified	Fever, unspecified
fever + severe	R50.9	Fever, unspecified	Fever, unspecified
Fever - continues to have fever	R50.9	Fever, unspecified	Fever, unspecified
fever - flu	R50.9	Fever, unspecified	Fever, unspecified
fever 101.2 this morning, tachycardia 111.	R50.9	Fever, unspecified	Fever, unspecified
fever 99.4 at home with nausea	R50.9	Fever, unspecified	Fever, unspecified
fever and chest	R50.9	Fever, unspecified	Fever, unspecified
fever and stomach	R50.9	Fever, unspecified	Fever, unspecified
fever as well as for neutropenia	D70.9	Neutropenia, unspecified	Neutropenia, unspecified
fever as well as right breast	R50.9	Fever, unspecified	Fever, unspecified
fever as well as worsening leukocytosis	D72.829	Elevated white blood cell count, unspecified	Elevated white blood cell count, unspecified
fever caused by sepsis	R50.9	Fever, unspecified	Fever, unspecified
fever congestion	R50.9	Fever, unspecified	Fever, unspecified
fever CXR showed congestion	R50.9	Fever, unspecified	Fever, unspecified
fever dyspnea	R06.00	Dyspnea, unspecified	Dyspnea, unspecified
fever has been reported she still has 4-5 bowel	R50.9	Fever, unspecified	Fever, unspecified
fever headache	R50.9	Fever, unspecified	Fever, unspecified
fever here presenting with viral	R50.9	Fever, unspecified	Fever, unspecified
fever initially then developed fever	R50.9	Fever, unspecified	Fever, unspecified
Fever likely due to infection	B99.9	Unspecified infectious disease	Unspecified infectious disease
fever noted though the patient has allergic reaction	R50.9	Fever, unspecified	Fever, unspecified
FEVER OR HYPOXIA	R50.9	Fever, unspecified	Fever, unspecified
Fever pyelonephritis	R50.9	Fever, unspecified	Fever, unspecified
Fever secondary to pneumonia	R50.9	Fever, unspecified	Fever, unspecified
fever slight	R50.9	Fever, unspecified	Fever, unspecified
fever started after the patient finished the first dose of chemotherapy	R50.9	Fever, unspecified	Fever, unspecified
fever the patient advised to come back	R50.9	Fever, unspecified	Fever, unspecified
Fever with occult infection	B99.9	Unspecified infectious disease	Unspecified infectious disease
fever, confusion.	R50.9	Fever, unspecified	Fever, unspecified

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.