Datasets:

peoplemaketh
/

humigy-tiny-data

Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
text: string
clinic: string
style: string
dx: list<item: string>
  child 0, item: string
labs: list<item: string>
  child 0, item: string
med: list<item: string>
  child 0, item: string
must_not: list<item: string>
  child 0, item: string
kind: string
to
{'text': Value('string'), 'dx': List(Value('string')), 'labs': List(Value('string')), 'med': List(Value('string')), 'must_not': List(Value('string')), 'kind': Value('string'), 'clinic': Value('string')}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1827, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
                  for item in generator(*args, **kwargs):
                              ~~~~~~~~~^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2306, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              text: string
              clinic: string
              style: string
              dx: list<item: string>
                child 0, item: string
              labs: list<item: string>
                child 0, item: string
              med: list<item: string>
                child 0, item: string
              must_not: list<item: string>
                child 0, item: string
              kind: string
              to
              {'text': Value('string'), 'dx': List(Value('string')), 'labs': List(Value('string')), 'med': List(Value('string')), 'must_not': List(Value('string')), 'kind': Value('string'), 'clinic': Value('string')}
              because column names don't match
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1879, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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text string	dx list	labs list	med list	must_not list	kind string	clinic string
sugar and BP review today	[ "type2_diabetes", "essential_hypertension" ]	[]	[ "metformin", "amlodipine" ]	[]	combo2	gp
diabetes with hypertension follow up, HbA1c advised	[ "type2_diabetes", "essential_hypertension" ]	[ "hba1c" ]	[ "metformin", "telmisartan" ]	[]	combo2	gp
fever with cough since 3 days	[ "viral_fever", "cough" ]	[]	[ "paracetamol" ]	[]	combo2	gp
bukhar aur khansi 2 din se	[ "viral_fever", "cough" ]	[]	[ "paracetamol" ]	[]	combo2	gp
sore throat and cold, steam advised	[ "sore_throat", "common_cold" ]	[]	[ "cetirizine" ]	[]	combo2	gp
acidity and gas after meals	[ "heartburn", "flatulence" ]	[]	[ "pantoprazole", "simethicone" ]	[]	combo2	gp
knee pain and back pain	[ "knee_pain", "low_back_pain" ]	[]	[ "aceclofenac+paracetamol" ]	[]	combo2	rheum
toothache and gum bleeding	[ "toothache", "gingivitis_chronic" ]	[]	[ "paracetamol" ]	[]	combo2	dental
headache with vomiting since morning	[ "headache", "nausea_vomiting" ]	[]	[ "paracetamol", "ondansetron" ]	[]	combo2	gp
loose motion and vomiting since last night	[ "acute_diarrhoea", "nausea_vomiting" ]	[]	[ "ors", "ondansetron" ]	[]	combo2	gp
thyroid and sugar check up	[ "hypothyroidism", "type2_diabetes" ]	[ "tsh", "hba1c" ]	[ "levothyroxine", "metformin" ]	[]	combo2	gp
BP high, cholesterol also high	[ "essential_hypertension", "dyslipidaemia" ]	[ "lipid_profile" ]	[ "amlodipine", "atorvastatin" ]	[]	combo2	gp
cold and sneezing, itchy eyes	[ "allergic_rhinitis", "allergic_conjunctivitis" ]	[]	[ "levocetirizine" ]	[]	combo2	gp
cough and breathlessness at night	[ "cough", "dyspnoea" ]	[]	[ "levosalbutamol" ]	[]	combo2	gp
body pain and weakness	[ "myalgia", "fatigue" ]	[]	[ "paracetamol" ]	[]	combo2	gp
weakness, hb low, iron started	[ "fatigue", "iron_deficiency_anaemia" ]	[ "hemoglobin" ]	[ "ferrous_ascorbate+folic_acid" ]	[]	combo2	gp
vitamin D and B12 both low	[ "vitamin_d_deficiency", "vitamin_b12_deficiency" ]	[ "vitamin_d", "vitamin_b12" ]	[ "cholecalciferol_sachet", "methylcobalamin" ]	[]	combo2	gp
constipation and piles	[ "constipation", "haemorrhoids" ]	[]	[ "isabgol", "lactulose" ]	[]	combo2	gp
burning urine with fever	[ "dysuria", "viral_fever" ]	[ "urine_routine" ]	[ "paracetamol" ]	[]	combo2	gp
UTI and lower abdominal pain, urine culture sent	[ "uti_lower", "abdominal_pain" ]	[ "urine_culture" ]	[ "nitrofurantoin" ]	[]	combo2	gp
dizziness and ear blocked	[ "dizziness", "ear_wax" ]	[]	[ "betahistine" ]	[]	combo2	gp
skin rash with itching	[ "rash", "pruritus" ]	[]	[ "cetirizine" ]	[]	combo2	gp
ringworm in groin and feet	[ "tinea_cruris", "tinea_pedis" ]	[]	[ "terbinafine_topical" ]	[]	combo2	gp
anxiety with insomnia	[ "anxiety_disorder", "insomnia" ]	[]	[ "melatonin" ]	[]	combo2	gp
sugar high and burning feet	[ "type2_diabetes", "peripheral_neuropathy" ]	[]	[ "metformin", "methylcobalamin+pregabalin" ]	[]	combo2	gp
fatty liver and obesity, usg abdomen done	[ "fatty_liver", "obesity" ]	[ "usg_abdomen" ]	[]	[]	combo2	gp
asthma with allergic rhinitis	[ "bronchial_asthma", "allergic_rhinitis" ]	[]	[ "montelukast", "levocetirizine" ]	[]	combo2	gp
chest pain and palpitations, ecg done	[ "chest_pain", "palpitations" ]	[ "ecg" ]	[]	[]	combo2	gp
pcos with irregular periods	[ "pcos", "irregular_menses" ]	[]	[ "norethisterone" ]	[]	combo2	gp
heavy periods and anaemia	[ "menorrhagia", "anaemia_unspecified" ]	[ "hemoglobin" ]	[ "tranexamic_acid", "ferrous_sulfate+folic_acid" ]	[]	combo2	gp
conjunctivitis and cold in child	[ "conjunctivitis_acute", "common_cold" ]	[]	[ "ofloxacin_eye" ]	[]	combo2	gp
ear pain and fever	[ "otitis_media_acute", "viral_fever" ]	[]	[ "paracetamol", "amoxicillin" ]	[]	combo2	gp
sinusitis with headache	[ "acute_sinusitis", "headache" ]	[]	[ "xylometazoline", "paracetamol" ]	[]	combo2	gp
tonsillitis with high fever	[ "tonsillitis_acute", "viral_fever" ]	[]	[ "paracetamol", "amoxicillin" ]	[]	combo2	gp
gastritis and nausea	[ "gastritis", "nausea_vomiting" ]	[]	[ "pantoprazole", "domperidone" ]	[]	combo2	gp
worms in child with loss of appetite	[ "intestinal_worms", "loss_of_appetite" ]	[]	[ "albendazole" ]	[]	combo2	gp
COPD with cough, spirometry advised	[ "copd", "cough" ]	[ "spirometry" ]	[ "ipratropium+levosalbutamol" ]	[]	combo2	gp
kidney stone with vomiting, usg kub	[ "kidney_stone", "nausea_vomiting" ]	[ "usg_kub" ]	[ "drotaverine", "ondansetron" ]	[]	combo2	gp
dengue ns1 positive, platelets low	[ "dengue_fever" ]	[ "dengue_ns1", "platelet_count" ]	[ "paracetamol" ]	[]	combo2	gp
BPH and UTI	[ "bph", "uti_lower" ]	[]	[ "tamsulosin", "nitrofurantoin" ]	[]	combo2	gp
migraine with nausea	[ "migraine", "nausea_vomiting" ]	[]	[ "rizatriptan", "ondansetron" ]	[]	combo2	gp
eczema and dry skin	[ "eczema", "xerosis" ]	[]	[ "white_soft_paraffin", "hydrocortisone_topical" ]	[]	combo2	gp
acne and dandruff	[ "acne_vulgaris", "dandruff" ]	[]	[ "benzoyl_peroxide", "ketoconazole" ]	[]	combo2	gp
hairfall and weakness, thyroid test	[ "telogen_effluvium", "fatigue" ]	[ "tsh" ]	[]	[]	combo2	gp
piles with bleeding, constipation since 1 week	[ "haemorrhoids", "constipation" ]	[]	[ "lactulose", "isabgol" ]	[]	combo2	gp
high uric acid, big toe pain	[ "hyperuricaemia", "gouty_arthritis" ]	[ "uric_acid" ]	[ "colchicine", "allopurinol" ]	[]	combo2	gp
RA with osteoporosis, dexa advised	[ "rheumatoid_arthritis", "osteoporosis" ]	[ "dexa_scan" ]	[ "methotrexate", "calcium_carbonate+vitamin_d3" ]	[]	combo2	rheum
neck pain and shoulder pain	[ "neck_pain", "shoulder_pain" ]	[]	[ "aceclofenac+thiocolchicoside" ]	[]	combo2	rheum
knee OA and vit D deficiency	[ "osteoarthritis_knee", "vitamin_d_deficiency" ]	[ "vitamin_d" ]	[ "cholecalciferol_sachet", "glucosamine" ]	[]	combo2	rheum
heel pain and calf cramps	[ "plantar_fasciitis", "leg_cramps" ]	[]	[ "diclofenac_gel" ]	[]	combo2	rheum
tennis elbow and wrist pain	[ "tennis_elbow", "wrist_pain" ]	[]	[ "diclofenac_gel" ]	[]	combo2	rheum
morning stiffness, joint swelling in hands, RF anti ccp sent	[ "joint_stiffness", "polyarthritis" ]	[ "rheumatoid_factor", "anti_ccp" ]	[]	[]	combo2	rheum
sciatica with low back pain	[ "sciatica", "low_back_pain" ]	[]	[ "pregabalin", "aceclofenac+paracetamol" ]	[]	combo2	rheum
hip pain and knee pain, xray both	[ "hip_pain", "knee_pain" ]	[ "xray_hip", "xray_knee" ]	[]	[]	combo2	rheum
gout and high BP	[ "gouty_arthritis", "essential_hypertension" ]	[]	[ "colchicine", "amlodipine" ]	[]	combo2	rheum
frozen shoulder with diabetes	[ "frozen_shoulder", "type2_diabetes" ]	[]	[ "metformin" ]	[]	combo2	rheum
cervical spondylosis, giddiness	[ "cervical_spondylosis", "dizziness" ]	[]	[ "betahistine" ]	[]	combo2	rheum
tooth sensitivity and calculus, scaling advised	[ "dentinal_hypersensitivity", "dental_calculus" ]	[]	[ "potassium_nitrate+sodium_fluoride" ]	[]	combo2	dental
bad breath and bleeding gums	[ "halitosis", "gingivitis_chronic" ]	[]	[ "chlorhexidine" ]	[]	combo2	dental
wisdom tooth pain, pericoronitis	[ "impacted_wisdom_tooth", "pericoronitis" ]	[]	[ "amoxicillin", "aceclofenac+paracetamol" ]	[]	combo2	dental
mouth ulcer and burning in mouth	[ "aphthous_ulcer", "burning_mouth" ]	[]	[ "triamcinolone_oral_paste" ]	[]	combo2	dental
caries in lower molar with toothache, iopa taken	[ "dental_caries", "toothache" ]	[ "iopa_xray" ]	[]	[]	combo2	dental
jaw clicking and teeth grinding	[ "tmj_clicking", "bruxism" ]	[]	[]	[]	combo2	dental
root canal pain, apical abscess	[ "chronic_apical_periodontitis", "periapical_abscess" ]	[]	[ "amoxicillin+clavulanic_acid" ]	[]	combo2	dental
after extraction bleeding and pain	[ "post_extraction_bleeding", "toothache" ]	[]	[ "tranexamic_acid", "paracetamol" ]	[]	combo2	dental
denture sore and fungal infection	[ "denture_stomatitis", "oral_thrush" ]	[]	[ "miconazole_oral_gel" ]	[]	combo2	dental
crowded teeth, braces consult	[ "crowded_teeth", "orthodontic_fitting" ]	[]	[]	[]	combo2	dental
dry mouth and mouth ulcers	[ "xerostomia", "aphthous_ulcer" ]	[]	[]	[]	combo2	dental
broken tooth and sensitivity	[ "tooth_fracture", "dentinal_hypersensitivity" ]	[]	[]	[]	combo2	dental
child fever and loose stools	[ "viral_fever", "acute_diarrhoea" ]	[]	[ "paracetamol", "ors_zinc" ]	[]	combo2	gp
diabetes, hypertension and cholesterol review	[ "type2_diabetes", "essential_hypertension", "dyslipidaemia" ]	[ "hba1c", "lipid_profile" ]	[ "metformin", "amlodipine", "atorvastatin" ]	[]	combo3	gp
fever, cough and sore throat	[ "viral_fever", "cough", "sore_throat" ]	[]	[ "paracetamol" ]	[]	combo3	gp
bukhar, khansi aur gale mein dard	[ "viral_fever", "cough", "sore_throat" ]	[]	[ "paracetamol" ]	[]	combo3	gp
fever, headache and body ache	[ "viral_fever", "headache", "myalgia" ]	[]	[ "paracetamol" ]	[]	combo3	gp
cold, cough and fever	[ "common_cold", "cough", "viral_fever" ]	[]	[ "paracetamol", "cetirizine" ]	[]	combo3	gp
vomiting, loose motion and fever	[ "nausea_vomiting", "acute_diarrhoea", "viral_fever" ]	[]	[ "ondansetron", "ors", "paracetamol" ]	[]	combo3	gp
sugar, BP and kidney disease follow up	[ "type2_diabetes", "essential_hypertension", "ckd" ]	[ "kft", "serum_creatinine" ]	[ "telmisartan" ]	[]	combo3	gp
acidity, gas and constipation	[ "heartburn", "flatulence", "constipation" ]	[]	[ "pantoprazole", "lactulose" ]	[]	combo3	gp
fever, rash and joint pain, chikungunya suspected	[ "viral_fever", "rash", "polyarthritis" ]	[]	[ "paracetamol" ]	[]	combo3	gp
cough, wheeze and breathlessness	[ "cough", "wheeze", "dyspnoea" ]	[]	[ "salbutamol_inhaler" ]	[]	combo3	gp
thyroid, vitamin D and B12 low	[ "hypothyroidism", "vitamin_d_deficiency", "vitamin_b12_deficiency" ]	[ "tsh", "vitamin_d", "vitamin_b12" ]	[ "levothyroxine", "cholecalciferol_sachet", "methylcobalamin" ]	[]	combo3	gp
obesity, fatty liver and prediabetes	[ "obesity", "fatty_liver", "prediabetes" ]	[ "usg_abdomen", "hba1c" ]	[]	[]	combo3	gp
headache, dizziness and weakness	[ "headache", "dizziness", "fatigue" ]	[]	[]	[]	combo3	gp
sore throat, cold and ear pain	[ "sore_throat", "common_cold", "otitis_media_acute" ]	[]	[ "paracetamol" ]	[]	combo3	gp
hypertension, diabetes and leg swelling	[ "essential_hypertension", "type2_diabetes", "leg_oedema" ]	[]	[ "amlodipine", "metformin" ]	[]	combo3	gp
asthma, allergic rhinitis and sinusitis	[ "bronchial_asthma", "allergic_rhinitis", "chronic_sinusitis" ]	[]	[ "montelukast", "levocetirizine" ]	[]	combo3	gp
abdominal pain, nausea and diarrhoea	[ "abdominal_pain", "nausea_vomiting", "acute_diarrhoea" ]	[]	[ "dicyclomine", "ondansetron", "ors" ]	[]	combo3	gp
anxiety, insomnia and palpitations	[ "anxiety_disorder", "insomnia", "palpitations" ]	[]	[]	[]	combo3	gp
burning urine, fever and back pain	[ "dysuria", "viral_fever", "low_back_pain" ]	[ "urine_routine", "urine_culture" ]	[ "paracetamol" ]	[]	combo3	gp
piles, constipation and anal fissure	[ "haemorrhoids", "constipation", "anal_fissure" ]	[]	[ "lactulose" ]	[]	combo3	gp
skin itching, rash and urticaria	[ "pruritus", "rash", "urticaria" ]	[]	[ "levocetirizine" ]	[]	combo3	gp
chest pain, sweating and breathlessness	[ "chest_pain", "dyspnoea", "palpitations" ]	[ "ecg", "troponin_i" ]	[]	[]	combo3	gp
hairfall, acne and irregular periods, PCOS query	[ "telogen_effluvium", "acne_vulgaris", "irregular_menses" ]	[]	[]	[]	combo3	gp
dengue with vomiting and weakness	[ "dengue_fever", "nausea_vomiting", "fatigue" ]	[ "dengue_ns1", "platelet_count" ]	[ "paracetamol", "ondansetron" ]	[]	combo3	gp
tinea on body, groin and feet	[ "tinea_corporis", "tinea_cruris", "tinea_pedis" ]	[]	[ "terbinafine", "clotrimazole" ]	[]	combo3	gp
knee pain, back pain and neck pain	[ "knee_pain", "low_back_pain", "neck_pain" ]	[]	[ "aceclofenac+paracetamol" ]	[]	combo3	rheum
knee OA, diabetes and hypertension	[ "osteoarthritis_knee", "type2_diabetes", "essential_hypertension" ]	[]	[ "metformin", "amlodipine" ]	[]	combo3	rheum
RA, osteoporosis and vitamin D low	[ "rheumatoid_arthritis", "osteoporosis", "vitamin_d_deficiency" ]	[ "vitamin_d" ]	[ "methotrexate", "folic_acid", "calcium_carbonate+vitamin_d3" ]	[]	combo3	rheum
shoulder pain, neck pain and tingling in arm	[ "shoulder_pain", "neck_pain", "cervical_radiculopathy" ]	[]	[ "pregabalin" ]	[]	combo3	rheum
gout, high uric acid and kidney stone	[ "gouty_arthritis", "hyperuricaemia", "kidney_stone" ]	[ "uric_acid" ]	[ "colchicine", "febuxostat" ]	[]	combo3	rheum

End of preview.

Humigy Tiny: data

Everything the Humigy Tiny model learned from, plus the independent benchmark. All of it is synthetic: written by an AI, never reviewed by a doctor. Real clinicians are the most valuable contributors here: please correct anything that is wrong or unsafe.

folder	what	contribute by
`vocab/dx.tsv`	526 diagnoses: token, display name, ICD-10 code, clinic, confidence (h/m)	fixing codes/names (rows marked `m` are least verified)
`vocab/labs.tsv`	239 lab tests (names should match what Indian labs use)	fixing names
`vocab/medcomp.tsv`	436 generic medicines / fixed-dose combinations (no brand names)	fixing/adding generics
`profiles/`	per condition: phrases (en/hi/ab), the labs and medicines to suggest, related diagnoses	fixing what is suggested for a condition
`phrases/`	~128k phrasings (English, Hinglish, shorthand) written per condition	adding natural Hinglish / regional / shorthand phrasings
`handwritten_records/`	~3.6k notes with their labels (pilot and coverage fixes)	corrections
`benchmark/`	486 test notes (common Indian clinic complaints, combined problems, negation, shorthand, irrelevant)	new notes (never copied from training phrasings)

Rules: no real patient data, no personal data, no brand names, no copyrighted text. Safety fixes come first (controlled drugs, paediatric doses, antibiotics for viral illness, anything unsafe). Open a discussion or pull request with a one-line reason. Models trained on this: humigy-tiny-v1. ICD-10 is copyright of the World Health Organization.

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