Split (3)

train · 58.8k rows

docdesc stringlengths 2 165	dxcode stringlengths 3 8	shortdesc stringlengths 5 155	longdesc stringlengths 5 184
melena	P54.1	Neonatal melena	Neonatal melena
melena (NM GIB	K92.1	Melena	Melena
Memory loss - from alcohol induced	R41.3	Other amnesia	Other amnesia
Memory loss - will do CT head	R41.3	Other amnesia	Other amnesia
meningioma over the left cerebellar	D33.1	Benign neoplasm of brain, infratentorial	Benign neoplasm of brain, infratentorial
meningism	R29.1	Meningismus	Meningismus
meningitis (no fever	R50.9	Fever, unspecified	Fever, unspecified
Meningitis: CT head	G03.9	Meningitis, unspecified	Meningitis, unspecified
meningococcal	A39.9	Meningococcal infection, unspecified	Meningococcal infection, unspecified
menometrorrhagia	N92.1	Excessive and frequent menstruation with irregular cycle	Excessive and frequent menstruation with irregular cycle
MENTAL RETARDATION	F79	Unspecified intellectual disabilities	Unspecified intellectual disabilities
Merkel cell carcinoma of the pelvis	C4A.9	Merkel cell carcinoma, unspecified	Merkel cell carcinoma, unspecified
mesenteric or retroperitoneal adenopathy	R59.9	Enlarged lymph nodes, unspecified	Enlarged lymph nodes, unspecified
mesenteric abscess with necrosis	K65.1	Peritoneal abscess	Peritoneal abscess
mesenteric adenitis	I88.0	Nonspecific mesenteric lymphadenitis	Nonspecific mesenteric lymphadenitis
mesenteric adenopathy	R59.0	Localized enlarged lymph nodes	Localized enlarged lymph nodes
mesenteric and periaortic lymph node biopsy confirmed B cell lymphoma	C85.10	Unspecified B-cell lymphoma, unspecified site	Unspecified B-cell lymphoma, unspecified site
metabolic acidosis - AG , likely from renal disease	E87.2	Acidosis	Acidosis
metabolic acidosis - this should improve with HD	E87.2	Acidosis	Acidosis
Metabolic acidosis due to renal failure	E87.2	Acidosis	Acidosis
Metabolic acidosis from chronic kidney disease	E87.2	Acidosis	Acidosis
metabolic acidosis from ckd, diarrhea	R19.7	Diarrhea, unspecified	Diarrhea, unspecified
metabolic acidosis with hypoxia	E87.2	Acidosis	Acidosis
Metabolic acidosis, this is coming from her renal disease	E87.2	Acidosis	Acidosis
metabolic alkalosis with co 2 retention	E87.3	Alkalosis	Alkalosis
Metabolic and toxic encephalopathy	G92	Toxic encephalopathy	Toxic encephalopathy
metabolic and toxic encephalopathy urinary tract infection	G93.41	Metabolic encephalopathy	Metabolic encephalopathy
metabolic disease lumbar spine	E88.9	Metabolic disorder, unspecified	Metabolic disorder, unspecified
metabolic disturbance	E88.9	Metabolic disorder, unspecified	Metabolic disorder, unspecified
Metabolic encephalopathy	G93.41	Metabolic encephalopathy	Metabolic encephalopathy
metabolic encephalopathy congestive heart failure	G93.41	Metabolic encephalopathy	Metabolic encephalopathy
Metabolic encephalopathy due to electrolyte imbalance	G93.41	Metabolic encephalopathy	Metabolic encephalopathy
Metabolic encephalopathy due to significant hyponatremia	G93.41	Metabolic encephalopathy	Metabolic encephalopathy
metabolic encephalopathy hypernatremia	G93.41	Metabolic encephalopathy	Metabolic encephalopathy
Metabolic encephalopathy secondary to hyponatremia	G93.41	Metabolic encephalopathy	Metabolic encephalopathy
metabolic encephalopathy secondary to sepsis	G93.41	Metabolic encephalopathy	Metabolic encephalopathy
Metabolic encephalopathy secondary to the hyponatremia	G93.41	Metabolic encephalopathy	Metabolic encephalopathy
Metabolic encephalopathy with acute exacerbation	G93.41	Metabolic encephalopathy	Metabolic encephalopathy
Metabolic encephalopathy- patient was having some hallucination	R44.2	Other hallucinations	Other hallucinations
metastases to the brain	C79.31	Secondary malignant neoplasm of brain	Secondary malignant neoplasm of brain
metastasis to bone	C79.51	Secondary malignant neoplasm of bone	Secondary malignant neoplasm of bone
metastasis to brain	C79.31	Secondary malignant neoplasm of brain	Secondary malignant neoplasm of brain
metastasis to the bones	C79.51	Secondary malignant neoplasm of bone	Secondary malignant neoplasm of bone
metastasis to the brain	C79.31	Secondary malignant neoplasm of brain	Secondary malignant neoplasm of brain
metastatic anorectal melanoma	C43.9	Malignant melanoma of skin, unspecified	Malignant melanoma of skin, unspecified
Metastatic disease to the lymph node	C77.9	Secondary and unsp malignant neoplasm of lymph node, unsp	Secondary and unspecified malignant neoplasm of lymph node, unspecified
metastatic esophageal adenocarcinoma	C15.9	Malignant neoplasm of esophagus, unspecified	Malignant neoplasm of esophagus, unspecified
metastatic esophageal adenocarcinoma	C78.7	Secondary malig neoplasm of liver and intrahepatic bile duct	Secondary malignant neoplasm of liver and intrahepatic bile duct
metastatic Right breast cancer	C50.911	Malignant neoplasm of unsp site of right female breast	Malignant neoplasm of unspecified site of right female breast
metastatic testicular cancer	C62.90	Malig neoplasm of unsp testis, unsp descended or undescended	Malignant neoplasm of unspecified testis, unspecified whether descended or undescended
metatarsal and second toe osteomyelitis	M86.9	Osteomyelitis, unspecified	Osteomyelitis, unspecified
metatarsal bone osteomyelitis	M86.9	Osteomyelitis, unspecified	Osteomyelitis, unspecified
metatarsal osteomyelitis	Z87.39	Personal history of diseases of the ms sys and conn tiss	Personal history of other diseases of the musculoskeletal system and connective tissue
Metatarsalgia plantar head 1st metatarsal R foot	M77.40	Metatarsalgia, unspecified foot	Metatarsalgia, unspecified foot
Metatarsalgia second metatarsal right foot	M77.41	Metatarsalgia, right foot	Metatarsalgia, right foot
methamphetamine abuse	F15.10	Other stimulant abuse, uncomplicated	Other stimulant abuse, uncomplicated
methamphetamine intoxication	T43.625A	Adverse effect of amphetamines, initial encounter	Adverse effect of amphetamines, initial encounter
methicillin resistant Staphylococcus aureus screen	B95.62	Methicillin resis staph infct causing diseases classd elswhr	Methicillin resistant Staphylococcus aureus infection as the cause of diseases classified elsewhere
Methicillin-resistant Staphylococcus aureus colonization	Z16.11	Resistance to penicillins	Resistance to penicillins
Methicillin-resistant Staphylococcus aureus endocarditis	I38	Endocarditis, valve unspecified	Endocarditis, valve unspecified
Methicillin-resistant Staphylococcus aureus infecion right arm	B95.62	Methicillin resis staph infct causing diseases classd elswhr	Methicillin resistant Staphylococcus aureus infection as the cause of diseases classified elsewhere
Methicillin-resistant Staphylococcus aureus native aortic valve	B95.62	Methicillin resis staph infct causing diseases classd elswhr	Methicillin resistant Staphylococcus aureus infection as the cause of diseases classified elsewhere
methicillin-resistant Staphylococcus aureus pneumonia	Z87.01	Personal history of pneumonia (recurrent)	Personal history of pneumonia (recurrent)
Methicillin-resistant Staphylococcus aureus prosthetic	B95.62	Methicillin resis staph infct causing diseases classd elswhr	Methicillin resistant Staphylococcus aureus infection as the cause of diseases classified elsewhere
Methicillin-resistant Staphylococcus aureus sepsis	A41.02	Sepsis due to Methicillin resistant Staphylococcus aureus	Sepsis due to Methicillin resistant Staphylococcus aureus
Methicillin-resistant staphylococcus aureus superimposed bacterial	B95.62	Methicillin resis staph infct causing diseases classd elswhr	Methicillin resistant Staphylococcus aureus infection as the cause of diseases classified elsewhere
Methicillin-susceptible Staphylococcus aureus right lower extremity	B95.61	Methicillin suscep staph infct causing dis classd elswhr	Methicillin susceptible Staphylococcus aureus infection as the cause of diseases classified elsewhere
mets to the bones	C79.51	Secondary malignant neoplasm of bone	Secondary malignant neoplasm of bone
Mexican born Spanish speaking female who has been coughing	R05	Cough	Cough
MI type 2 (insulin dependent	I25.2	Old myocardial infarction	Old myocardial infarction
MI, Asthma	I25.2	Old myocardial infarction	Old myocardial infarction
MI, electrolyte imbalance	I21.3	ST elevation (STEMI) myocardial infarction of unsp site	ST elevation (STEMI) myocardial infarction of unspecified site
MI, kidney	I25.2	Old myocardial infarction	Old myocardial infarction
MI, Renal Disease	I25.2	Old myocardial infarction	Old myocardial infarction
microcytic anemia	D50.9	Iron deficiency anemia, unspecified	Iron deficiency anemia, unspecified
microcytic anemia can be associated with iron deficiency	D50.9	Iron deficiency anemia, unspecified	Iron deficiency anemia, unspecified
Microcytic anemia patient is presenting with anemia	D50.9	Iron deficiency anemia, unspecified	Iron deficiency anemia, unspecified
Microscopic hematuria	R31.29	Other microscopic hematuria	Other microscopic hematuria
microscopic polyangiitis	M31.7	Microscopic polyangiitis	Microscopic polyangiitis
middle aged WM extensive smoking	F17.200	Nicotine dependence, unspecified, uncomplicated	Nicotine dependence, unspecified, uncomplicated
midline abdominal wall fistula	K63.2	Fistula of intestine	Fistula of intestine
midline disc protrusion	M50.80	Other cervical disc disorders, unspecified cervical region	Other cervical disc disorders, unspecified cervical region
midline lumbar pain	M54.5	Low back pain	Low back pain
midsternal chest pain and also had left leg	R07.89	Other chest pain	Other chest pain
midsternal chest pain that radiated to the left side of her chest	R07.89	Other chest pain	Other chest pain
Migraine headache, intracranial	G43.909	Migraine, unsp, not intractable, without status migrainosus	Migraine, unspecified, not intractable, without status migrainosus
migraine headache, sinusitis	G43.909	Migraine, unsp, not intractable, without status migrainosus	Migraine, unspecified, not intractable, without status migrainosus
Migraine headache, subarachnoid	G43.909	Migraine, unsp, not intractable, without status migrainosus	Migraine, unspecified, not intractable, without status migrainosus
migraine radiating to the right ear	G43.909	Migraine, unsp, not intractable, without status migrainosus	Migraine, unspecified, not intractable, without status migrainosus
migraine w/aura	G43.109	Migraine with aura, not intractable, w/o status migrainosus	Migraine with aura, not intractable, without status migrainosus
migraine" type HA with nausea	G43.909	Migraine, unsp, not intractable, without status migrainosus	Migraine, unspecified, not intractable, without status migrainosus
Mild hypomagnesemia	E83.42	Hypomagnesemia	Hypomagnesemia
mild sob	R06.02	Shortness of breath	Shortness of breath
mild acute alcoholic pancreatitis	K85.20	Alcohol induced acute pancreatitis without necrosis or infct	Alcohol induced acute pancreatitis without necrosis or infection
Mild acute left maxillary sinusitis	J01.00	Acute maxillary sinusitis, unspecified	Acute maxillary sinusitis, unspecified
mild acute on chronic renal failure	N18.9	Chronic kidney disease, unspecified	Chronic kidney disease, unspecified
Mild acute pancreatitis involves the pancreatic tail	K85.90	Acute pancreatitis without necrosis or infection, unsp	Acute pancreatitis without necrosis or infection, unspecified
mild anemia nad hypokalemia	D64.9	Anemia, unspecified	Anemia, unspecified
mild anemia point towards a stable	D64.9	Anemia, unspecified	Anemia, unspecified
mild ARF	N17.9	Acute kidney failure, unspecified	Acute kidney failure, 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.