MarioBarbeque
/

RoBERTa-base-DReiFT

@@ -1,5 +1,5 @@
 {
-  "_name_or_path": "/Volumes/workspace_dogfood/jgr/distributed_training_cache/test/checkpoint-5724",
   "architectures": [
     "RobertaForSequenceClassification"
   ],
@@ -11,1620 +11,1620 @@
   "hidden_dropout_prob": 0.1,
   "hidden_size": 768,
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+    "1": "bacterial skin infection",
+    "2": "wound cleansing",
+    "3": "expectoration",
+    "4": "dandruff",
+    "5": "anal itching",
+    "6": "tuberculosis, prophylaxis",
+    "7": "gallbladder disease",
+    "8": "nausea/vomiting, radiation induced",
+    "9": "copd, maintenance",
+    "10": "breast cancer, prevention",
+    "11": "nocardiosis",
+    "12": "endometriosis",
+    "13": "herpes simplex, suppression",
+    "14": "supraventricular tachycardia",
+    "15": "precocious puberty",
+    "16": "otitis externa",
+    "17": "brain tum",
+    "18": "schnitzler syndrome",
+    "19": "prevention of cardiovascular disease",
+    "20": "nausea/vomiting",
+    "21": "thyroid cance",
+    "22": "dry eye disease",
+    "23": "thromboembolic stroke prophylaxis",
+    "24": "ulcerative proctitis",
+    "25": "aspergillosis, aspergilloma",
+    "26": "moterol)",
+    "27": "melasma",
+    "28": "light anesthesia",
+    "29": "dysautonomia",
+    "30": "deep vein thrombosis",
+    "31": "cold sores",
+    "32": "herpes simplex",
+    "33": "bowel preparation",
+    "34": "legionella pneumonia",
+    "35": "diabetic peripheral neuropathy",
+    "36": "chronic pancreatitis",
+    "37": "anorexia/feeding problems",
+    "38": "diabetes, type 2",
+    "39": "breast cancer, metastatic",
+    "40": "ailure to thrive",
+    "41": "influenza",
+    "42": "gouty arthritis",
+    "43": "infectious diarrhea",
+    "44": "mountain sickness / altitude sickness",
+    "45": "oral and dental conditions",
+    "46": "gastric cance",
+    "47": "dissociative identity disorde",
+    "48": "duodenal ulce",
+    "49": "bacterial vaginitis",
+    "50": "upper respiratory tract infection",
+    "51": "systemic mastocytosis",
+    "52": "siadh",
+    "53": "lyme disease, arthritis",
+    "54": "postural orthostatic tachycardia syndrome",
+    "55": "rheumatoid arthritis",
+    "56": "weight loss",
+    "57": "bleeding disorde",
+    "58": "transient ischemic attack",
+    "59": "bulimia",
+    "60": "neuropathic pain",
+    "61": "diverticulitis",
+    "62": "niacin deficiency",
+    "63": "colorectal cance",
+    "64": "nsaid-induced ulcer prophylaxis",
+    "65": "underactive thyroid",
+    "66": "indigestion",
+    "67": "xerostomia",
+    "68": "inflammatory bowel disease",
+    "69": "chronic spasticity",
+    "70": "meningitis, meningococcal",
+    "71": "diarrhea, chronic",
+    "72": "scabies",
+    "73": "stress ulcer prophylaxis",
+    "74": "birth control",
+    "75": "hydrocephalus",
+    "76": "sedation",
+    "77": "ventricular tachycardia",
+    "78": "mixed connective tissue disease",
+    "79": "gender dysphoria",
+    "80": "myeloproliferative disorders",
+    "81": "stomach cance",
+    "82": "persistent depressive disorde",
+    "83": "ibromyalgia",
+    "84": "chronic fatigue syndrome",
+    "85": "linear iga disease",
+    "86": "prosthetic heart valves, mechanical valves - thrombosis prophylaxis",
+    "87": "gestational diabetes",
+    "88": "renal transplant",
+    "89": "bronchospasm prophylaxis",
+    "90": "sarcoidosis",
+    "91": "costochondritis",
+    "92": "pertussis",
+    "93": "acne",
+    "94": "bronchiectasis",
+    "95": "hemorrhoids (pramoxine / zinc oxide)",
+    "96": "pityriasis rubra pilaris",
+    "97": "narcolepsy",
+    "98": "perimenopausal symptoms",
+    "99": "post-cholecystectomy diarrhea",
+    "100": "copd",
+    "101": "high cholesterol",
+    "102": "asthma, acute",
+    "103": "trichomoniasis",
+    "104": "chronic myelogenous leukemia",
+    "105": "ulcerative colitis",
+    "106": "urinary incontinence",
+    "107": "avian influenza",
+    "108": "infection prophylaxis",
+    "109": "major depressive disorde",
+    "110": "barrett's esophagus",
+    "111": "myelofibrosis",
+    "112": "asthma, maintenance",
+    "113": "head injury",
+    "114": "peptic ulce",
+    "115": "pain/feve",
+    "116": "hirsutism",
+    "117": "lichen sclerosus",
+    "118": "adrenocortical insufficiency",
+    "119": "upper limb spasticity",
+    "120": "obsessive compulsive disorde",
+    "121": "seizure prevention",
+    "122": "juvenile rheumatoid arthritis",
+    "123": "glaucoma",
+    "124": "meningitis",
+    "125": "migraine prevention",
+    "126": "anemia, chemotherapy induced",
+    "127": "urinary tract stones",
+    "128": "auditory processing disorde",
+    "129": "varicose veins",
+    "130": "alpha-1 proteinase inhibitor deficiency",
+    "131": "onychomycosis, fingernail",
+    "132": "tsh suppression",
+    "133": "klinefelter syndrome",
+    "134": "hypomagnesemia",
+    "135": "hyperkalemia",
+    "136": "ungal pneumonia",
+    "137": "insomnia",
+    "138": "soft tissue sarcoma",
+    "139": "sinusitis",
+    "140": "hypoglycemia",
+    "141": "pre-exposure prophylaxis",
+    "142": "amyotrophic lateral sclerosis",
+    "143": "autoimmune hepatitis",
+    "144": "intraocular hypertension",
+    "145": "epicondylitis, tennis elbow",
+    "146": "gastrointestinal stromal tum",
+    "147": "percutaneous coronary intervention",
+    "148": "eye redness/itching",
+    "149": "deep vein thrombosis, prophylaxis",
+    "150": "herpes simplex, mucocutaneous/immunocompetent host",
+    "151": "ovarian cysts",
+    "152": "dermatitis",
+    "153": "pediatric growth hormone deficiency",
+    "154": "deep vein thrombosis, first event",
+    "155": "abortion",
+    "156": "macular degeneration",
+    "157": "strabismus",
+    "158": "intermittent claudication",
+    "159": "tuberculosis, latent",
+    "160": "obesity",
+    "161": "menopausal disorders",
+    "162": "body dysmorphic disorde",
+    "163": "dietary supplementation",
+    "164": "human papillomavirus prophylaxis",
+    "165": "zollinger-ellison syndrome",
+    "166": "primary ovarian failure",
+    "167": "reversal of nondepolarizing muscle relaxants",
+    "168": "prosthetic heart valves, tissue valves - thrombosis prophylaxis",
+    "169": "dercum's disease",
+    "170": "pharyngitis",
+    "171": "ocular rosacea",
+    "172": "cmv prophylaxis",
+    "173": "pemphigoid",
+    "174": "q feve",
+    "175": "chronic lymphocytic leukemia",
+    "176": "lactose intolerance",
+    "177": "coronary artery disease",
+    "178": "non-small cell lung cance",
+    "179": "mucositis",
+    "180": "squamous cell carcinoma",
+    "181": "hyperlipoproteinemia",
+    "182": "gingivitis",
+    "183": "tourette's syndrome",
+    "184": "urinary retention",
+    "185": "atrial flutte",
+    "186": "local anesthesia",
+    "187": "allergic reactions",
+    "188": "varicella-zoste",
+    "189": "asthma",
+    "190": "hyperthyroidism",
+    "191": "amenorrhea",
+    "192": "mis",
+    "193": "insomnia, stimulant-associated",
+    "194": "hypokalemia",
+    "195": "hypertriglyceridemia",
+    "196": "paranoid disorde",
+    "197": "myelodysplastic syndrome",
+    "198": "t pac with cyclobenzaprine (cyclobenzaprine)",
+    "199": "postpartum breast pain",
+    "200": "ungal infection prophylaxis",
+    "201": "post traumatic stress disorde",
+    "202": "intraabdominal infection",
+    "203": "mononucleosis",
+    "204": "rhinorrhea",
+    "205": "tinea versicol",
+    "206": "uterine bleeding",
+    "207": "cutaneous candidiasis",
+    "208": "hemorrhoids",
+    "209": "migraine",
+    "210": "tendonitis",
+    "211": "influenza prophylaxis",
+    "212": "ectopic pregnancy",
+    "213": "alcohol dependence",
+    "214": "moterol / mometasone)",
+    "215": "aggressive behavi",
+    "216": "dermatomyositis",
+    "217": "oligospermia",
+    "218": "hyperhidrosis",
+    "219": "pain",
+    "220": "bullous pemphigoid",
+    "221": "cns magnetic resonance imaging",
+    "222": "osteoporosis",
+    "223": "iritis",
+    "224": "primary nocturnal enuresis",
+    "225": "submental fullness",
+    "226": "acute coronary syndrome",
+    "227": "hepatitis b",
+    "228": "restless legs syndrome",
+    "229": "spondylolisthesis",
+    "230": "extrapyramidal reaction",
+    "231": "clostridial infection",
+    "232": "anal fissure and fistula",
+    "233": "systemic sclerosis",
+    "234": "paget's disease",
+    "235": "portal hypertension",
+    "236": "sunburn",
+    "237": "diarrhea",
+    "238": "vitamin/mineral supplementation and deficiency",
+    "239": "sore throat",
+    "240": "min)",
+    "241": "burning mouth syndrome",
+    "242": "oppositional defiant disorde",
+    "243": "obstructive sleep apnea/hypopnea syndrome",
+    "244": "zen shoulde",
+    "245": "aplastic anemia",
+    "246": "anesthesia",
+    "247": "benzodiazepine withdrawal",
+    "248": "kidney infections",
+    "249": "menstrual disorders",
+    "250": "dermatological disorders",
+    "251": "deep vein thrombosis, recurrent event",
+    "252": "women (oxybutynin)",
+    "253": "bone infection",
+    "254": "acial wrinkles",
+    "255": "herpes zoste",
+    "256": "constipation",
+    "257": "performance anxiety",
+    "258": "cutaneous larva migrans",
+    "259": "nsaid-induced gastric ulce",
+    "260": "myotonia congenita",
+    "261": "dupuytren's contracture",
+    "262": "vitamin/mineral supplementation during pregnancy/lactation",
+    "263": "gastroenteritis",
+    "264": "jet lag",
+    "265": "hyperphosphatemia",
+    "266": "anti nmda receptor encephalitis",
+    "267": "dystonia",
+    "268": "acetaminophen overdose",
+    "269": "hemangioma",
+    "270": "av heart block",
+    "271": "back pain",
+    "272": "peripheral arterial disease",
+    "273": "hepatitis c",
+    "274": "cerebral edema",
+    "275": "premenstrual syndrome",
+    "276": "nephrotic syndrome",
+    "277": "menorrhagia",
+    "278": "abdominal distension",
+    "279": "anxiety",
+    "280": "meniere's disease",
+    "281": "addison's disease",
+    "282": "urticaria",
+    "283": "deep neck infection",
+    "284": "hiccups",
+    "285": "vulvodynia",
+    "286": "irritable bowel syndrome",
+    "287": "atrophic vaginitis",
+    "288": "crohn's disease, maintenance",
+    "289": "histoplasmosis",
+    "290": "opioid overdose",
+    "291": "panic disorde",
+    "292": "anaplastic oligodendroglioma",
+    "293": "microscopic polyangiitis",
+    "294": "prevention of dental caries",
+    "295": "head lice",
+    "296": "uveitis",
+    "297": "cluster-tic syndrome",
+    "298": "ibrocystic breast disease",
+    "299": "gerd",
+    "300": "psychosis",
+    "301": "acute otitis externa",
+    "302": "primary hyperaldosteronism diagnosis",
+    "303": "porphyria",
+    "304": "pupillary dilation",
+    "305": "computed tomography",
+    "306": "pinworm infection (enterobius vermicularis)",
+    "307": "meningococcal meningitis prophylaxis",
+    "308": "min / rosiglitazone)",
+    "309": "allergic urticaria",
+    "310": "bacterial endocarditis prevention",
+    "311": "herbal supplementation",
+    "312": "pseudobulbar affect",
+    "313": "coccidioidomycosis",
+    "314": "opiate adjunct",
+    "315": "methicillin-resistant staphylococcus aureus infection",
+    "316": "generalized anxiety disorde",
+    "317": "postoperative pain",
+    "318": "enterocolitis",
+    "319": "vitamin b12 deficiency",
+    "320": "endometrial cance",
+    "321": "shift work sleep disorde",
+    "322": "nephrocalcinosis",
+    "323": "vitamin d deficiency",
+    "324": "deep vein thrombosis prophylaxis after hip replacement surgery",
+    "325": "pseudotumor cerebri",
+    "326": "autoimmune hemolytic anemia",
+    "327": "diabetic kidney disease",
+    "328": "emale infertility",
+    "329": "psoriatic arthritis",
+    "330": "cutaneous t-cell lymphoma",
+    "331": "b12 nutritional deficiency",
+    "332": "hepatic tum",
+    "333": "constipation, chronic",
+    "334": "anemia associated with chronic renal failure",
+    "335": "dermatophytosis",
+    "336": "hypercalcemia of malignancy",
+    "337": "borderline personality disorde",
+    "338": "chronic pain",
+    "339": "tinea corporis",
+    "340": "me",
+    "341": "anemia",
+    "342": "dental abscess",
+    "343": "prevention of hypokalemia",
+    "344": "human papilloma virus",
+    "345": "thrombocythemia",
+    "346": "traveler's diarrhea",
+    "347": "psoriasis",
+    "348": "anemia, sickle cell",
+    "349": "interstitial cystitis",
+    "350": "gastroparesis",
+    "351": "granuloma annulare",
+    "352": "hiv infection",
+    "353": "gaucher disease",
+    "354": "amilial cold autoinflammatory syndrome",
+    "355": "raynaud's syndrome",
+    "356": "seasonal affective disorde",
+    "357": "intermittent explosive disorde",
+    "358": "organ transplant, rejection prophylaxis",
+    "359": "status epilepticus",
+    "360": "conjunctivitis",
+    "361": "amilial mediterranean feve",
+    "362": "gas",
+    "363": "light sedation",
+    "364": "prevention of atherothrombotic events",
+    "365": "head and neck cance",
+    "366": "angioedema",
+    "367": "trigeminal neuralgia",
+    "368": "body imaging",
+    "369": "labor induction",
+    "370": "heart failure",
+    "371": "short stature for age",
+    "372": "acial lipoatrophy",
+    "373": "high cholesterol, familial homozygous",
+    "374": "seizures",
+    "375": "angina pectoris prophylaxis",
+    "376": "min / sitagliptin)",
+    "377": "gonococcal infection, uncomplicated",
+    "378": "still's disease",
+    "379": "tinea barbae",
+    "380": "icu agitation",
+    "381": "platelet aggregation inhibition",
+    "382": "lennox-gastaut syndrome",
+    "383": "biliary cirrhosis",
+    "384": "urinary tract infection",
+    "385": "streptococcal infection",
+    "386": "cataplexy",
+    "387": "diabetes insipidus",
+    "388": "wolff-parkinson-white syndrome",
+    "389": "helicobacter pylori infection",
+    "390": "hereditary angioedema",
+    "391": "ge hct (amlodipine / hydrochlorothiazide / valsartan)",
+    "392": "gout, acute",
+    "393": "herpes simplex, mucocutaneous/immunocompromised host",
+    "394": "ehrlichiosis",
+    "395": "hyperlipoproteinemia type iii, elevated beta-vldl   idl",
+    "396": "juvenile idiopathic arthritis",
+    "397": "croup",
+    "398": "postoperative ocular inflammation",
+    "399": "yellow fever prophylaxis",
+    "400": "uterine fibroids",
+    "401": "tinea capitis",
+    "402": "prevention of perinatal group b streptococcal disease",
+    "403": "nonoccupational exposure",
+    "404": "breast cancer, adjuvant",
+    "405": "toothache",
+    "406": "impetig",
+    "407": "conjunctivitis, allergic",
+    "408": "alopecia",
+    "409": "erosive esophagitis",
+    "410": "renal tubular acidosis",
+    "411": "cystic fibrosis",
+    "412": "chlamydia infection",
+    "413": "alzheimer's disease",
+    "414": "prevention of thromboembolism in atrial fibrillation",
+    "415": "mitral valve prolapse",
+    "416": "pseudomembranous colitis",
+    "417": "lymphocytic colitis",
+    "418": "unctional gastric disorde",
+    "419": "turner's syndrome",
+    "420": "topical disinfection",
+    "421": "pulmonary embolism, first event",
+    "422": "behcet's disease",
+    "423": "angina",
+    "424": "swine flu",
+    "425": "undifferentiated connective tissue disease",
+    "426": "paragonimus westermani, lung fluke",
+    "427": "ventricular fibrillation",
+    "428": "periodic limb movement disorde",
+    "429": "hyperphosphatemia of renal failure",
+    "430": "otitis media",
+    "431": "premature lab",
+    "432": "lymphoma",
+    "433": "hyperlipoproteinemia type iia, elevated ldl",
+    "434": "gastrointestinal decontamination",
+    "435": "high blood pressure",
+    "436": "surgical prophylaxis",
+    "437": "mycobacterium avium-intracellulare, treatment",
+    "438": "short stature",
+    "439": "malaria prevention",
+    "440": "nausea (phosphorated carbohydrate solution)",
+    "441": "steroid responsive inflammatory conditions",
+    "442": "autism",
+    "443": "mild cognitive impairment",
+    "444": "transverse myelitis",
+    "445": "warts",
+    "446": "period pain",
+    "447": "mance anxiety",
+    "448": "hypersomnia",
+    "449": "gastrointestinal hemorrhage",
+    "450": "systemic candidiasis",
+    "451": "amebiasis",
+    "452": "polycystic ovary syndrome",
+    "453": "dumping syndrome",
+    "454": "eyelash hypotrichosis",
+    "455": "bronchitis",
+    "456": "oral thrush",
+    "457": "night terrors",
+    "458": "actinic keratosis",
+    "459": "babesiosis",
+    "460": "nightmares",
+    "461": "cyclitis",
+    "462": "lipodystrophy",
+    "463": "m pain disorde",
+    "464": "overactive bladde",
+    "465": "herpes simplex dendritic keratitis",
+    "466": "dermatologic lesion",
+    "467": "rabies prophylaxis",
+    "468": "tardive dyskinesia",
+    "469": "ophthalmic surgery",
+    "470": "osteolytic bone lesions of multiple myeloma",
+    "471": "herpes zoster, prophylaxis",
+    "472": "thrombocytopenia",
+    "473": "dietary fiber supplementation",
+    "474": "pseudogout, prophylaxis",
+    "475": "candidemia",
+    "476": "lactation augmentation",
+    "477": "pneumonia",
+    "478": "secondary hyperparathyroidism",
+    "479": "ventricular arrhythmia",
+    "480": "aids related wasting",
+    "481": "anesthetic adjunct",
+    "482": "gout, prophylaxis",
+    "483": "epilepsy",
+    "484": "mania",
+    "485": "ovarian cance",
+    "486": "glaucoma, open angle",
+    "487": "pulmonary embolism, recurrent event",
+    "488": "insulin resistance syndrome",
+    "489": "dry skin",
+    "490": "pe",
+    "491": "min / pioglitazone)",
+    "492": "peritonitis",
+    "493": "neurosis",
+    "494": "esophageal variceal hemorrhage prophylaxis",
+    "495": "lyme disease, neurologic",
+    "496": "melanoma",
+    "497": "hypothyroidism, after thyroid removal",
+    "498": "pruritus",
+    "499": "gout",
+    "500": "breakthrough pain",
+    "501": "skin and structure infection",
+    "502": "duodenal ulcer prophylaxis",
+    "503": "condylomata acuminata",
+    "504": "aspiration pneumonia",
+    "505": "uveitis, posteri",
+    "506": "hypotension",
+    "507": "tic (mycophenolic acid)",
+    "508": "hyperprolactinemia",
+    "509": "asperger syndrome",
+    "510": "lyme disease",
+    "511": "premenstrual dysphoric disorde",
+    "512": "multiple myeloma",
+    "513": "skin or soft tissue infection",
+    "514": "lyme disease, erythema chronicum migrans",
+    "515": "atopic dermatitis",
+    "516": "labor pain",
+    "517": "idiopathic thrombocytopenic purpura",
+    "518": "hodgkin's lymphoma",
+    "519": "dementia",
+    "520": "hypoactive sexual desire disorde",
+    "521": "peripheral t-cell lymphoma",
+    "522": "hypoparathyroidism",
+    "523": "high cholesterol, familial heterozygous",
+    "524": "onychomycosis, toenail",
+    "525": "myxedema coma",
+    "526": "occipital neuralgia",
+    "527": "melanoma, metastatic",
+    "528": "anaplastic astrocytoma",
+    "529": "hypogonadism, male",
+    "530": "endometrial hyperplasia",
+    "531": "pulmonary edema",
+    "532": "hypertensive emergency",
+    "533": "delayed puberty, male",
+    "534": "cluster headaches",
+    "535": "reflex sympathetic dystrophy syndrome",
+    "536": "tuberculosis, active",
+    "537": "social anxiety disorde",
+    "538": "keratosis",
+    "539": "corneal refractive surgery",
+    "540": "neuralgia",
+    "541": "aphthous ulce",
+    "542": "myasthenia gravis",
+    "543": "anaphylaxis",
+    "544": "schizophrenia",
+    "545": "anthrax",
+    "546": "nonalcoholic fatty liver disease",
+    "547": "left ventricular dysfunction",
+    "548": "mycoplasma pneumonia",
+    "549": "pancreatic exocrine dysfunction",
+    "550": "pertussis prophylaxis",
+    "551": "temporomandibular joint disorde",
+    "552": "paroxysmal supraventricular tachycardia",
+    "553": "cough",
+    "554": "esophageal spasm",
+    "555": "benign essential trem",
+    "556": "tinnitus",
+    "557": "pathological hypersecretory conditions",
+    "558": "ge (amlodipine / valsartan)",
+    "559": "tinea cruris",
+    "560": "neutropenia associated with chemotherapy",
+    "561": "nasal congestion",
+    "562": "euvolemic hyponatremia",
+    "563": "headache",
+    "564": "eve",
+    "565": "cyclothymic disorde",
+    "566": "cough and nasal congestion",
+    "567": "glioblastoma multi",
+    "568": "llicular lymphoma",
+    "569": "hepatitis b prevention",
+    "570": "actor ix deficiency",
+    "571": "adult human growth hormone deficiency",
+    "572": "basal cell carcinoma",
+    "573": "mulation) (phenylephrine)",
+    "574": "iron deficiency anemia",
+    "575": "pudendal neuralgia",
+    "576": "lichen planus",
+    "577": "chronic inflammatory demyelinating polyradiculoneuropathy",
+    "578": "smoking cessation",
+    "579": "schizoaffective disorde",
+    "580": "atherosclerosis",
+    "581": "breast cance",
+    "582": "hepatic encephalopathy",
+    "583": "pulmonary embolism",
+    "584": "somatoform pain disorde",
+    "585": "prevention of bladder infection",
+    "586": "bladder infection",
+    "587": "diabetes, type 1",
+    "588": "endometrial hyperplasia, prophylaxis",
+    "589": "neck pain",
+    "590": "cold symptoms",
+    "591": "periodontitis",
+    "592": "edema",
+    "593": "eczema",
+    "594": "breast cancer, palliative",
+    "595": "atigue",
+    "596": "muscle pain",
+    "597": "binge eating disorde",
+    "598": "carcinoid tum",
+    "599": "sleep paralysis",
+    "600": "nausea/vomiting of pregnancy",
+    "601": "wegener's granulomatosis",
+    "602": "atrophic urethritis",
+    "603": "lewy body dementia",
+    "604": "strongyloidiasis",
+    "605": "postpartum depression",
+    "606": "min / saxagliptin)",
+    "607": "solid tumors",
+    "608": "blepharitis",
+    "609": "vitamin k deficiency",
+    "610": "pulmonary hypertension",
+    "611": "gastritis/duodenitis",
+    "612": "small bowel or pancreatic fistula",
+    "613": "glaucoma/intraocular hypertension",
+    "614": "ichthyosis",
+    "615": "malaria",
+    "616": "premature ejaculation",
+    "617": "nausea/vomiting, chemotherapy induced",
+    "618": "ulcerative colitis, maintenance",
+    "619": "ramsay hunt syndrome",
+    "620": "syringomyelia",
+    "621": "nausea/vomiting, postoperative",
+    "622": "parkinsonian trem",
+    "623": "hepatocellular carcinoma",
+    "624": "spondyloarthritis",
+    "625": "anxiety and stress",
+    "626": "pneumococcal disease prophylaxis",
+    "627": "crohn's disease",
+    "628": "prostatitis",
+    "629": "deep vein thrombosis prophylaxis after knee replacement surgery",
+    "630": "systemic lupus erythematosus",
+    "631": "non-hodgkin's lymphoma",
+    "632": "renal cell carcinoma",
+    "633": "leukemia",
+    "634": "epididymitis, sexually transmitted",
+    "635": "candida urinary tract infection",
+    "636": "photoaging of the skin",
+    "637": "corneal ulce",
+    "638": "agitated state",
+    "639": "acute lymphoblastic leukemia",
+    "640": "giardiasis",
+    "641": "hashimoto's disease",
+    "642": "diagnosis and investigation",
+    "643": "bacterial infection",
+    "644": "opiate withdrawal",
+    "645": "postmenopausal symptoms",
+    "646": "diagnostic bronchograms",
+    "647": "oophorectomy",
+    "648": "conjunctivitis, bacterial",
+    "649": "vaginal yeast infection",
+    "650": "sexual dysfunction, ssri induced",
+    "651": "nocturnal leg cramps",
+    "652": "burns, external",
+    "653": "new daily persistent headache",
+    "654": "arrhythmia",
+    "655": "llicle stimulation",
+    "656": "ischemic stroke, prophylaxis",
+    "657": "gastric ulcer maintenance treatment",
+    "658": "pelvic inflammatory disease",
+    "659": "schistosoma japonicum",
+    "660": "mantle cell lymphoma",
+    "661": "esophageal candidiasis",
+    "662": "women (minoxidil)",
+    "663": "prevention of osteoporosis",
+    "664": "hypoestrogenism",
+    "665": "radionuclide myocardial perfusion study",
+    "666": "occupational exposure",
+    "667": "strep throat",
+    "668": "cerebrovascular insufficiency",
+    "669": "bipolar disorde",
+    "670": "osteoarthritis",
+    "671": "skin rash",
+    "672": "ascariasis",
+    "673": "pemphigus",
+    "674": "stomach ulce",
+    "675": "macular edema",
+    "676": "sciatica",
+    "677": "constipation, acute",
+    "678": "std prophylaxis",
+    "679": "sepsis",
+    "680": "neoplastic diseases",
+    "681": "subarachnoid hemorrhage",
+    "682": "anorexia",
+    "683": "small fiber neuropathy",
+    "684": "adhd",
+    "685": "multiple endocrine adenomas",
+    "686": "tonsillitis/pharyngitis",
+    "687": "agitation",
+    "688": "schilling test",
+    "689": "cance",
+    "690": "reiter's syndrome",
+    "691": "hypocalcemia",
+    "692": "pruritus of partial biliary obstruction",
+    "693": "ischemic stroke",
+    "694": "premature ventricular depolarizations",
+    "695": "cardiovascular risk reduction",
+    "696": "thyrotoxicosis",
+    "697": "primary immunodeficiency syndrome",
+    "698": "diaper rash",
+    "699": "primary hyperaldosteronism",
+    "700": "small bowel bacterial overgrowth",
+    "701": "salivary gland cance",
+    "702": "acute nonlymphocytic leukemia",
+    "703": "sjogren's syndrome",
+    "704": "peripheral neuropathy",
+    "705": "allergic rhinitis",
+    "706": "neutropenia",
+    "707": "mist (",
+    "708": "cyclic vomiting syndrome",
+    "709": "leukocytoclastic vasculitis",
+    "710": "bursitis",
+    "711": "nasal carriage of staphylococcus aureus",
+    "712": "abnormal uterine bleeding",
+    "713": "dyspareunia",
+    "714": "neurosurgery",
+    "715": "not listed / othe",
+    "716": "sinus symptoms",
+    "717": "glioblastoma multiforme",
+    "718": "gonococcal infection, disseminated",
+    "719": "depression",
+    "720": "skin cance",
+    "721": "hidradenitis suppurativa",
+    "722": "lic acid deficiency",
+    "723": "inflammatory conditions",
+    "724": "nasal polyps",
+    "725": "seasonal allergic conjunctivitis",
+    "726": "seborrheic dermatitis",
+    "727": "opioid-induced constipation",
+    "728": "heart attack",
+    "729": "liver magnetic resonance imaging",
+    "730": "somat",
+    "731": "alcohol withdrawal",
+    "732": "rosacea",
+    "733": "tympanostomy tube placement surgery",
+    "734": "von willebrand's disease",
+    "735": "salmonella gastroenteritis",
+    "736": "secondary cutaneous bacterial infections",
+    "737": "polymyositis/dermatomyositis",
+    "738": "tinea pedis",
+    "739": "allergies",
+    "740": "vertig",
+    "741": "hot flashes",
+    "742": "keratoconjunctivitis sicca",
+    "743": "benign prostatic hyperplasia",
+    "744": "tic disorde",
+    "745": "plaque psoriasis",
+    "746": "androgenetic alopecia",
+    "747": "acute promyelocytic leukemia",
+    "748": "chronic idiopathic constipation",
+    "749": "diabetic macular edema",
+    "750": "polycythemia vera",
+    "751": "hemophilia a",
+    "752": "ovulation induction",
+    "753": "cal segmental glomerulosclerosis",
+    "754": "hyperekplexia",
+    "755": "rhinitis",
+    "756": "rejection prophylaxis",
+    "757": "prostate cance",
+    "758": "trichotillomania",
+    "759": "chronic myofascial pain",
+    "760": "atrial fibrillation",
+    "761": "reversal of opioid sedation",
+    "762": "bartonellosis",
+    "763": "hyperlipoproteinemia type iv, elevated vldl",
+    "764": "crohn's disease, acute",
+    "765": "hemophilia b",
+    "766": "muscle twitching",
+    "767": "cervical dystonia",
+    "768": "cachexia",
+    "769": "ankylosing spondylitis",
+    "770": "noninfectious colitis",
+    "771": "antiphospholipid syndrome",
+    "772": "multiple sclerosis",
+    "773": "hypokalemic periodic paralysis",
+    "774": "pancreatic cance",
+    "775": "motion sickness",
+    "776": "sporotrichosis",
+    "777": "chronic eosinophilic leukemia",
+    "778": "erectile dysfunction",
+    "779": "scleroderma",
+    "780": "hypercalcemia",
+    "781": "postherpetic neuralgia",
+    "782": "hairy cell leukemia",
+    "783": "opiate dependence",
+    "784": "ulcerative colitis, active",
+    "785": "progesterone insufficiency",
+    "786": "ear wax impaction",
+    "787": "muscle spasm",
+    "788": "immunosuppression",
+    "789": "copd, acute",
+    "790": "parkinson's disease",
+    "791": "cogan's syndrome",
+    "792": "eye redness",
+    "793": "eosinophilic esophagitis",
+    "794": "severe mood dysregulation",
+    "795": "endoscopy or radiology premedication",
+    "796": "diarrhea, acute",
+    "797": "skin disinfection, preoperative",
+    "798": "osteolytic bone metastases of solid tumors",
+    "799": "emergency contraception",
+    "800": "cerebral spasticity",
+    "801": "perioral dermatitis",
+    "802": "constipation, drug induced",
+    "803": "dysuria",
+    "804": "dientamoeba fragilis"
   },
   "initializer_range": 0.02,
   "intermediate_size": 3072,
   "label2id": {
+    "abdominal distension": 278,
+    "abnormal uterine bleeding": 712,
+    "abortion": 155,
+    "acetaminophen overdose": 268,
+    "acial lipoatrophy": 372,
+    "acial wrinkles": 254,
+    "acne": 93,
+    "actinic keratosis": 458,
+    "actor ix deficiency": 570,
+    "acute coronary syndrome": 226,
+    "acute lymphoblastic leukemia": 639,
+    "acute nonlymphocytic leukemia": 702,
+    "acute otitis externa": 301,
+    "acute promyelocytic leukemia": 747,
+    "addison's disease": 281,
+    "adhd": 684,
+    "adrenocortical insufficiency": 118,
+    "adult human growth hormone deficiency": 571,
+    "aggressive behavi": 215,
+    "agitated state": 638,
+    "agitation": 687,
+    "aids related wasting": 480,
+    "ailure to thrive": 40,
+    "alcohol dependence": 213,
+    "alcohol withdrawal": 731,
+    "allergic reactions": 187,
+    "allergic rhinitis": 705,
+    "allergic urticaria": 309,
+    "allergies": 739,
+    "alopecia": 408,
+    "alpha-1 proteinase inhibitor deficiency": 130,
+    "alzheimer's disease": 413,
+    "amebiasis": 451,
+    "amenorrhea": 191,
+    "amilial cold autoinflammatory syndrome": 354,
+    "amilial mediterranean feve": 361,
+    "amyotrophic lateral sclerosis": 142,
+    "anal fissure and fistula": 232,
+    "anal itching": 5,
+    "anaphylaxis": 543,
+    "anaplastic astrocytoma": 528,
+    "anaplastic oligodendroglioma": 292,
+    "androgenetic alopecia": 746,
+    "anemia": 341,
+    "anemia associated with chronic renal failure": 334,
+    "anemia, chemotherapy induced": 126,
+    "anemia, sickle cell": 348,
+    "anesthesia": 246,
+    "anesthetic adjunct": 481,
+    "angina": 423,
+    "angina pectoris prophylaxis": 375,
+    "angioedema": 366,
+    "ankylosing spondylitis": 769,
+    "anorexia": 682,
+    "anorexia/feeding problems": 37,
+    "anthrax": 545,
+    "anti nmda receptor encephalitis": 266,
+    "antiphospholipid syndrome": 771,
+    "anxiety": 279,
+    "anxiety and stress": 625,
+    "aphthous ulce": 541,
+    "aplastic anemia": 245,
+    "arrhythmia": 654,
+    "ascariasis": 672,
+    "asperger syndrome": 509,
+    "aspergillosis, aspergilloma": 25,
+    "aspiration pneumonia": 504,
+    "asthma": 189,
+    "asthma, acute": 102,
+    "asthma, maintenance": 112,
+    "atherosclerosis": 580,
+    "atigue": 595,
+    "atopic dermatitis": 515,
+    "atrial fibrillation": 760,
+    "atrial flutte": 185,
+    "atrophic urethritis": 602,
+    "atrophic vaginitis": 287,
+    "auditory processing disorde": 128,
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