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Browse files- Untitled5 (1).ipynb +1 -0
- symptomssingle.csv +0 -0
Untitled5 (1).ipynb
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{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyMywDqQKjHIj2nCoE/aAud8"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","execution_count":6,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"tbjpNBbRGeci","executionInfo":{"status":"ok","timestamp":1680079042105,"user_tz":-330,"elapsed":128180,"user":{"displayName":"Narasimha","userId":"12170851504195323998"}},"outputId":"b406a30c-b3c7-4655-88ff-7b00dfccd647"},"outputs":[{"output_type":"stream","name":"stdout","text":["Accuracy: 0.0\n","Classification Report:\n"," precision recall f1-score support\n","\n"," Acanthosis nigricans 0.00 0.00 0.00 0.0\n"," Acariasis 0.00 0.00 0.00 0.0\n"," Acne 0.00 0.00 0.00 0.0\n"," Acute bronchitis 0.00 0.00 0.00 1.0\n"," Acute bronchospasm 0.00 0.00 0.00 1.0\n"," Acute glaucoma 0.00 0.00 0.00 1.0\n"," Acute pancreatitis 0.00 0.00 0.00 0.0\n"," Acute stress reaction 0.00 0.00 0.00 1.0\n"," Adjustment reaction 0.00 0.00 0.00 1.0\n"," Alcohol intoxication 0.00 0.00 0.00 0.0\n"," Alcohol withdrawal 0.00 0.00 0.00 1.0\n"," Alcoholic liver disease 0.00 0.00 0.00 0.0\n"," Allergy 0.00 0.00 0.00 0.0\n"," Allergy to animals 0.00 0.00 0.00 1.0\n"," Anemia due to chronic kidney disease 0.00 0.00 0.00 1.0\n"," Anemia of chronic disease 0.00 0.00 0.00 1.0\n"," Angina 0.00 0.00 0.00 0.0\n"," Ankylosing spondylitis 0.00 0.00 0.00 0.0\n"," Aphakia 0.00 0.00 0.00 0.0\n"," Aphthous ulcer 0.00 0.00 0.00 1.0\n"," Arthritis of the hip 0.00 0.00 0.00 1.0\n"," Asthma 0.00 0.00 0.00 0.0\n"," Atelectasis 0.00 0.00 0.00 0.0\n"," Athlete's foot 0.00 0.00 0.00 1.0\n"," Atonic bladder 0.00 0.00 0.00 0.0\n"," Atrial fibrillation 0.00 0.00 0.00 0.0\n"," Benign vaginal discharge (leukorrhea) 0.00 0.00 0.00 0.0\n"," Bipolar disorder 0.00 0.00 0.00 1.0\n"," Birth trauma 0.00 0.00 0.00 0.0\n"," Bladder cancer 0.00 0.00 0.00 0.0\n"," Breast cancer 0.00 0.00 0.00 1.0\n"," Breast cyst 0.00 0.00 0.00 0.0\n"," Bursitis 0.00 0.00 0.00 1.0\n"," Carbon monoxide poisoning 0.00 0.00 0.00 0.0\n"," Cellulitis or abscess of mouth 0.00 0.00 0.00 1.0\n"," Cervicitis 0.00 0.00 0.00 0.0\n"," Chalazion 0.00 0.00 0.00 0.0\n"," Cholecystitis 0.00 0.00 0.00 0.0\n"," Choledocholithiasis 0.00 0.00 0.00 0.0\n"," Cholesteatoma 0.00 0.00 0.00 0.0\n"," Chondromalacia of the patella 0.00 0.00 0.00 0.0\n"," Chronic back pain 0.00 0.00 0.00 0.0\n"," Chronic glaucoma 0.00 0.00 0.00 1.0\n"," Chronic kidney disease 0.00 0.00 0.00 0.0\n"," Chronic obstructive pulmonary disease (COPD) 0.00 0.00 0.00 0.0\n"," Chronic otitis media 0.00 0.00 0.00 1.0\n"," Chronic pain disorder 0.00 0.00 0.00 1.0\n"," Chronic pancreatitis 0.00 0.00 0.00 1.0\n"," Chronic rheumatic fever 0.00 0.00 0.00 0.0\n"," Chronic ulcer 0.00 0.00 0.00 0.0\n"," Cirrhosis 0.00 0.00 0.00 1.0\n"," Cold sore 0.00 0.00 0.00 0.0\n"," Colorectal cancer 0.00 0.00 0.00 0.0\n"," Congenital rubella 0.00 0.00 0.00 1.0\n"," Conjunctivitis due to allergy 0.00 0.00 0.00 1.0\n"," Coronary atherosclerosis 0.00 0.00 0.00 1.0\n"," Croup 0.00 0.00 0.00 0.0\n"," Crushing injury 0.00 0.00 0.00 1.0\n"," Cyst of the eyelid 0.00 0.00 0.00 1.0\n"," Cystic Fibrosis 0.00 0.00 0.00 1.0\n"," Cytomegalovirus infection 0.00 0.00 0.00 1.0\n"," De Quervain disease 0.00 0.00 0.00 1.0\n"," Degenerative disc disease 0.00 0.00 0.00 1.0\n"," Dengue fever 0.00 0.00 0.00 0.0\n"," Depression 0.00 0.00 0.00 0.0\n"," Diabetes insipidus 0.00 0.00 0.00 1.0\n"," Diaper rash 0.00 0.00 0.00 0.0\n"," Dislocation of the ankle 0.00 0.00 0.00 0.0\n"," Dislocation of the finger 0.00 0.00 0.00 1.0\n"," Dislocation of the foot 0.00 0.00 0.00 1.0\n"," Dislocation of the hip 0.00 0.00 0.00 1.0\n"," Dislocation of the shoulder 0.00 0.00 0.00 0.0\n"," Dissociative disorder 0.00 0.00 0.00 1.0\n"," Down syndrome 0.00 0.00 0.00 1.0\n"," Drug abuse (cocaine) 0.00 0.00 0.00 0.0\n"," Drug reaction 0.00 0.00 0.00 1.0\n"," Dry eye of unknown cause 0.00 0.00 0.00 0.0\n"," Dyshidrosis 0.00 0.00 0.00 1.0\n"," Ear drum damage 0.00 0.00 0.00 0.0\n"," Ear wax impaction 0.00 0.00 0.00 1.0\n"," Emphysema 0.00 0.00 0.00 0.0\n"," Empyema 0.00 0.00 0.00 1.0\n"," Encephalitis 0.00 0.00 0.00 0.0\n"," Endocarditis 0.00 0.00 0.00 1.0\n"," Endometrial hyperplasia 0.00 0.00 0.00 1.0\n"," Esophageal cancer 0.00 0.00 0.00 0.0\n"," Essential tremor 0.00 0.00 0.00 1.0\n"," Factitious disorder 0.00 0.00 0.00 1.0\n"," Fat embolism 0.00 0.00 0.00 1.0\n"," Female genitalia infection 0.00 0.00 0.00 1.0\n"," Fibroadenoma 0.00 0.00 0.00 1.0\n"," Fibromyalgia 0.00 0.00 0.00 0.0\n"," Floaters 0.00 0.00 0.00 0.0\n"," Fluid overload 0.00 0.00 0.00 1.0\n"," Foreign body in the eye 0.00 0.00 0.00 0.0\n"," Foreign body in the throat 0.00 0.00 0.00 0.0\n"," Foreign body in the vagina 0.00 0.00 0.00 0.0\n"," Fracture of the ankle 0.00 0.00 0.00 1.0\n"," Fracture of the arm 0.00 0.00 0.00 1.0\n"," Fracture of the finger 0.00 0.00 0.00 0.0\n"," Fracture of the hand 0.00 0.00 0.00 0.0\n"," Fracture of the jaw 0.00 0.00 0.00 1.0\n"," Fracture of the leg 0.00 0.00 0.00 0.0\n"," Fracture of the patella 0.00 0.00 0.00 1.0\n"," G6PD enzyme deficiency 0.00 0.00 0.00 0.0\n"," Galactorrhea of unknown cause 0.00 0.00 0.00 0.0\n"," Gallstone 0.00 0.00 0.00 0.0\n"," Gastritis 0.00 0.00 0.00 0.0\n"," Gastroduodenal ulcer 0.00 0.00 0.00 1.0\n"," Gout 0.00 0.00 0.00 0.0\n"," Granuloma inguinale 0.00 0.00 0.00 0.0\n"," Gynecomastia 0.00 0.00 0.00 0.0\n"," Hashimoto thyroiditis 0.00 0.00 0.00 1.0\n"," Head and neck cancer 0.00 0.00 0.00 1.0\n"," Heart attack 0.00 0.00 0.00 1.0\n"," Heart contusion 0.00 0.00 0.00 0.0\n"," Heart failure 0.00 0.00 0.00 1.0\n"," Hemarthrosis 0.00 0.00 0.00 1.0\n"," Hematoma 0.00 0.00 0.00 1.0\n"," Hemolytic anemia 0.00 0.00 0.00 1.0\n"," High blood pressure 0.00 0.00 0.00 0.0\n"," Hirsutism 0.00 0.00 0.00 1.0\n"," Human immunodeficiency virus infection (HIV) 0.00 0.00 0.00 1.0\n"," Hydatidiform mole 0.00 0.00 0.00 1.0\n"," Hydrocele of the testicle 0.00 0.00 0.00 0.0\n"," Hydronephrosis 0.00 0.00 0.00 1.0\n"," Hyperemesis gravidarum 0.00 0.00 0.00 0.0\n"," Hypergammaglobulinemia 0.00 0.00 0.00 1.0\n"," Hyperkalemia 0.00 0.00 0.00 0.0\n"," Hypernatremia 0.00 0.00 0.00 1.0\n","Hypertrophic obstructive cardiomyopathy (HOCM) 0.00 0.00 0.00 1.0\n"," Hyponatremia 0.00 0.00 0.00 0.0\n"," Impetigo 0.00 0.00 0.00 1.0\n"," Indigestion 0.00 0.00 0.00 1.0\n"," Infectious gastroenteritis 0.00 0.00 0.00 1.0\n"," Ingrown toe nail 0.00 0.00 0.00 1.0\n"," Inguinal hernia 0.00 0.00 0.00 0.0\n"," Injury of the ankle 0.00 0.00 0.00 0.0\n"," Injury to the abdomen 0.00 0.00 0.00 1.0\n"," Injury to the finger 0.00 0.00 0.00 1.0\n"," Injury to the hip 0.00 0.00 0.00 1.0\n"," Injury to the knee 0.00 0.00 0.00 0.0\n"," Insect bite 0.00 0.00 0.00 0.0\n"," Intestinal cancer 0.00 0.00 0.00 1.0\n"," Intestinal malabsorption 0.00 0.00 0.00 1.0\n"," Intestinal obstruction 0.00 0.00 0.00 0.0\n"," Intracranial abscess 0.00 0.00 0.00 1.0\n"," Irritable bowel syndrome 0.00 0.00 0.00 0.0\n"," Kaposi sarcoma 0.00 0.00 0.00 1.0\n"," Kidney cancer 0.00 0.00 0.00 1.0\n"," Kidney stone 0.00 0.00 0.00 1.0\n"," Knee ligament or meniscus tear 0.00 0.00 0.00 1.0\n"," Lactose intolerance 0.00 0.00 0.00 1.0\n"," Leishmaniasis 0.00 0.00 0.00 1.0\n"," Lichen planus 0.00 0.00 0.00 1.0\n"," Lipoma 0.00 0.00 0.00 1.0\n"," Lung cancer 0.00 0.00 0.00 1.0\n"," Lymphadenitis 0.00 0.00 0.00 0.0\n"," Lymphangitis 0.00 0.00 0.00 1.0\n"," Lymphogranuloma venereum 0.00 0.00 0.00 1.0\n"," Magnesium deficiency 0.00 0.00 0.00 1.0\n"," Malignant hypertension 0.00 0.00 0.00 1.0\n"," Marijuana abuse 0.00 0.00 0.00 0.0\n"," Mastoiditis 0.00 0.00 0.00 1.0\n"," Meckel diverticulum 0.00 0.00 0.00 0.0\n"," Migraine 0.00 0.00 0.00 1.0\n"," Mitral valve disease 0.00 0.00 0.00 1.0\n"," Molluscum contagiosum 0.00 0.00 0.00 1.0\n"," Mononucleosis 0.00 0.00 0.00 0.0\n"," Moyamoya disease 0.00 0.00 0.00 0.0\n"," Mucositis 0.00 0.00 0.00 0.0\n"," Mumps 0.00 0.00 0.00 1.0\n"," Muscle spasm 0.00 0.00 0.00 1.0\n"," Narcolepsy 0.00 0.00 0.00 0.0\n"," Neonatal jaundice 0.00 0.00 0.00 1.0\n"," Neurosis 0.00 0.00 0.00 0.0\n"," Noninfectious gastroenteritis 0.00 0.00 0.00 0.0\n"," Obstructive sleep apnea (OSA) 0.00 0.00 0.00 1.0\n"," Onychomycosis 0.00 0.00 0.00 0.0\n"," Open wound of the cheek 0.00 0.00 0.00 1.0\n"," Open wound of the finger 0.00 0.00 0.00 0.0\n"," Open wound of the hand 0.00 0.00 0.00 1.0\n"," Open wound of the head 0.00 0.00 0.00 1.0\n"," Open wound of the hip 0.00 0.00 0.00 0.0\n"," Open wound of the mouth 0.00 0.00 0.00 1.0\n"," Open wound of the neck 0.00 0.00 0.00 1.0\n"," Open wound of the shoulder 0.00 0.00 0.00 0.0\n"," Oral leukoplakia 0.00 0.00 0.00 0.0\n"," Oral mucosal lesion 0.00 0.00 0.00 0.0\n"," Oral thrush (yeast infection) 0.00 0.00 0.00 1.0\n"," Osteoarthritis 0.00 0.00 0.00 0.0\n"," Otitis externa (swimmer's ear) 0.00 0.00 0.00 0.0\n"," Pancreatic cancer 0.00 0.00 0.00 1.0\n"," Panic disorder 0.00 0.00 0.00 0.0\n"," Parkinson disease 0.00 0.00 0.00 0.0\n"," Paronychia 0.00 0.00 0.00 0.0\n"," Patau syndrome 0.00 0.00 0.00 0.0\n"," Pelvic fistula 0.00 0.00 0.00 1.0\n"," Pelvic organ prolapse 0.00 0.00 0.00 0.0\n"," Pemphigus 0.00 0.00 0.00 0.0\n"," Pericarditis 0.00 0.00 0.00 1.0\n"," Perirectal infection 0.00 0.00 0.00 1.0\n"," Peritonsillar abscess 0.00 0.00 0.00 1.0\n"," Personality disorder 0.00 0.00 0.00 0.0\n"," Phimosis 0.00 0.00 0.00 1.0\n"," Pilonidal cyst 0.00 0.00 0.00 1.0\n"," Placental abruption 0.00 0.00 0.00 1.0\n"," Pleural effusion 0.00 0.00 0.00 1.0\n"," Pneumonia 0.00 0.00 0.00 0.0\n"," Pneumothorax 0.00 0.00 0.00 1.0\n"," Poisoning due to analgesics 0.00 0.00 0.00 1.0\n"," Poisoning due to antidepressants 0.00 0.00 0.00 0.0\n"," Polycystic ovarian syndrome (PCOS) 0.00 0.00 0.00 0.0\n"," Premature ovarian failure 0.00 0.00 0.00 1.0\n"," Premenstrual tension syndrome 0.00 0.00 0.00 0.0\n"," Problem during pregnancy 0.00 0.00 0.00 0.0\n"," Protein deficiency 0.00 0.00 0.00 0.0\n"," Pseudohypoparathyroidism 0.00 0.00 0.00 1.0\n"," Psoriasis 0.00 0.00 0.00 0.0\n"," Psychotic disorder 0.00 0.00 0.00 1.0\n"," Pulmonary embolism 0.00 0.00 0.00 0.0\n"," Pulmonary eosinophilia 0.00 0.00 0.00 1.0\n"," Pulmonary fibrosis 0.00 0.00 0.00 0.0\n"," Pyelonephritis 0.00 0.00 0.00 0.0\n"," Pyloric stenosis 0.00 0.00 0.00 1.0\n"," Rabies 0.00 0.00 0.00 0.0\n"," Reactive arthritis 0.00 0.00 0.00 1.0\n"," Sarcoidosis 0.00 0.00 0.00 1.0\n"," Scarlet fever 0.00 0.00 0.00 1.0\n"," Sciatica 0.00 0.00 0.00 0.0\n"," Scoliosis 0.00 0.00 0.00 1.0\n"," Scurvy 0.00 0.00 0.00 1.0\n"," Sebaceous cyst 0.00 0.00 0.00 0.0\n"," Sepsis 0.00 0.00 0.00 1.0\n"," Septic arthritis 0.00 0.00 0.00 1.0\n"," Shingles (herpes zoster) 0.00 0.00 0.00 0.0\n"," Sickle cell crisis 0.00 0.00 0.00 1.0\n"," Sjogren syndrome 0.00 0.00 0.00 1.0\n"," Skin pigmentation disorder 0.00 0.00 0.00 1.0\n"," Smoking or tobacco addiction 0.00 0.00 0.00 1.0\n"," Spermatocele 0.00 0.00 0.00 1.0\n"," Spondylitis 0.00 0.00 0.00 0.0\n"," Spondylolisthesis 0.00 0.00 0.00 1.0\n"," Spondylosis 0.00 0.00 0.00 0.0\n"," Sporotrichosis 0.00 0.00 0.00 1.0\n"," Sprain or strain 0.00 0.00 0.00 0.0\n"," Stenosis of the tear duct 0.00 0.00 0.00 1.0\n"," Strep throat 0.00 0.00 0.00 1.0\n"," Stress incontinence 0.00 0.00 0.00 1.0\n"," Stroke 0.00 0.00 0.00 1.0\n"," Subarachnoid hemorrhage 0.00 0.00 0.00 1.0\n"," Subconjunctival hemorrhage 0.00 0.00 0.00 1.0\n"," Tendinitis 0.00 0.00 0.00 1.0\n"," Testicular torsion 0.00 0.00 0.00 1.0\n"," Thoracic aortic aneurysm 0.00 0.00 0.00 1.0\n"," Tietze syndrome 0.00 0.00 0.00 0.0\n"," Tonsillar hypertrophy 0.00 0.00 0.00 1.0\n"," Tonsillitis 0.00 0.00 0.00 0.0\n"," Tooth abscess 0.00 0.00 0.00 0.0\n"," Tooth disorder 0.00 0.00 0.00 0.0\n"," Torticollis 0.00 0.00 0.00 1.0\n"," Tourette syndrome 0.00 0.00 0.00 1.0\n"," Toxoplasmosis 0.00 0.00 0.00 1.0\n"," Tracheitis 0.00 0.00 0.00 1.0\n"," Transient ischemic attack 0.00 0.00 0.00 0.0\n"," Trichinosis 0.00 0.00 0.00 1.0\n"," Trichomonas infection 0.00 0.00 0.00 1.0\n"," Tricuspid valve disease 0.00 0.00 0.00 1.0\n"," Turner syndrome 0.00 0.00 0.00 1.0\n"," Urethral stricture 0.00 0.00 0.00 0.0\n"," Urge incontinence 0.00 0.00 0.00 1.0\n"," Urinary tract obstruction 0.00 0.00 0.00 0.0\n"," Vaginal yeast infection 0.00 0.00 0.00 0.0\n"," Vaginitis 0.00 0.00 0.00 0.0\n"," Varicocele of the testicles 0.00 0.00 0.00 1.0\n"," Viral exanthem 0.00 0.00 0.00 1.0\n"," Viral warts 0.00 0.00 0.00 0.0\n"," Vitamin A deficiency 0.00 0.00 0.00 1.0\n"," Vitreous degeneration 0.00 0.00 0.00 0.0\n"," Vulvar cancer 0.00 0.00 0.00 1.0\n"," Vulvar disorder 0.00 0.00 0.00 1.0\n"," Vulvodynia 0.00 0.00 0.00 1.0\n"," West Nile virus 0.00 0.00 0.00 1.0\n"," Whooping cough 0.00 0.00 0.00 0.0\n"," Wilson disease 0.00 0.00 0.00 0.0\n","\n"," accuracy 0.00 160.0\n"," macro avg 0.00 0.00 0.00 160.0\n"," weighted avg 0.00 0.00 0.00 160.0\n","\n"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.9/dist-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, msg_start, len(result))\n","/usr/local/lib/python3.9/dist-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, msg_start, len(result))\n","/usr/local/lib/python3.9/dist-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, msg_start, len(result))\n","/usr/local/lib/python3.9/dist-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, msg_start, len(result))\n","/usr/local/lib/python3.9/dist-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, msg_start, len(result))\n","/usr/local/lib/python3.9/dist-packages/sklearn/metrics/_classification.py:1344: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, msg_start, len(result))\n"]}],"source":["import pandas as pd\n","import re\n","import spacy\n","from sklearn.model_selection import train_test_split\n","from sklearn.feature_extraction.text import TfidfVectorizer\n","from sklearn.pipeline import Pipeline\n","from sklearn.metrics import accuracy_score, classification_report\n","from sklearn.linear_model import LogisticRegression\n","\n","# Load the data\n","data = pd.read_csv('symptomssingle.csv')\n","\n","# Check for any missing values and remove them\n","data = data.dropna()\n","\n","# Define a function to separate symptoms and diseases from the text\n","def separate_symptoms_and_diseases(text):\n"," symptoms = re.findall(r'{\"symptoms\":\"(.*?)\"}', text)\n"," disease = re.sub(r'(?:{\"symptoms\":\".*?\"},?)+', '', text).strip()\n"," disease = disease.replace('],', '').strip() # Remove '],' from the disease name\n"," return symptoms, disease\n","\n","# Apply the function to the data\n","data['symptoms_and_diseases'] = data['data'].apply(separate_symptoms_and_diseases)\n","data[['symptoms', 'disease']] = pd.DataFrame(data['symptoms_and_diseases'].tolist(), index=data.index)\n","data = data.drop(columns=['data', 'symptoms_and_diseases'])\n","\n","# Load the spaCy model\n","nlp = spacy.load('en_core_web_sm')\n","\n","# Preprocessing function\n","def preprocess(symptoms):\n"," processed_symptoms = []\n"," for symptom in symptoms:\n"," doc = nlp(symptom)\n"," processed_symptom = ' '.join(token.lemma_.lower() for token in doc if not token.is_stop and token.is_alpha)\n"," processed_symptoms.append(processed_symptom)\n"," return ' '.join(processed_symptoms)\n","\n","# Preprocess the symptoms column\n","data['symptoms_preprocessed'] = data['symptoms'].apply(preprocess)\n","\n","\n","# Split the data into train and test sets\n","X_train, X_test, y_train, y_test = train_test_split(data['symptoms_preprocessed'], data['disease'], test_size=0.2, random_state=42)\n","\n","# Create a pipeline for text classification\n","pipeline = Pipeline([\n"," ('tfidf', TfidfVectorizer(ngram_range=(1, 2))),\n"," ('classifier', LogisticRegression(solver='liblinear', C=10))\n","])\n","\n","# Train the model\n","pipeline.fit(X_train, y_train)\n","\n","# Make predictions\n","y_pred = pipeline.predict(X_test)\n","\n","# Evaluate the model\n","print(\"Accuracy: \", accuracy_score(y_test, y_pred))\n","print(\"Classification Report:\\n\", classification_report(y_test, y_pred))"]},{"cell_type":"code","source":["!pip install joblib\n","import joblib\n","\n","# Save the trained model\n","joblib.dump(pipeline, 'DiseasePredictionBasedonSymptoms.joblib')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Nu9cKYqDJp5x","executionInfo":{"status":"ok","timestamp":1680079067336,"user_tz":-330,"elapsed":5845,"user":{"displayName":"Narasimha","userId":"12170851504195323998"}},"outputId":"f0e30f33-3e39-46aa-838d-de348f620f78"},"execution_count":7,"outputs":[{"output_type":"stream","name":"stdout","text":["Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Requirement already satisfied: joblib in /usr/local/lib/python3.9/dist-packages (1.1.1)\n"]},{"output_type":"execute_result","data":{"text/plain":["['DiseasePredictionBasedonSymptoms.joblib']"]},"metadata":{},"execution_count":7}]},{"cell_type":"code","source":["import joblib\n","\n","# Load the saved model\n","loaded_pipeline = joblib.load('DiseasePredictionBasedonSymptoms.joblib')\n","\n","# Make predictions using the loaded model (example)\n","sample_symptom = input(\"Enter Symptoms: \")\n","processed_symptom = preprocess([sample_symptom])\n","prediction = loaded_pipeline.predict([processed_symptom])\n","\n","print(\"Predicted disease:\", prediction[0])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"n2KS4-xXJqyL","executionInfo":{"status":"ok","timestamp":1680079313091,"user_tz":-330,"elapsed":12218,"user":{"displayName":"Narasimha","userId":"12170851504195323998"}},"outputId":"a5781746-9ac5-4133-bd7a-c153846818f5"},"execution_count":19,"outputs":[{"output_type":"stream","name":"stdout","text":["Enter Symptoms: Throat Pain\n","Predicted disease: Tonsillitis\n"]}]}]}
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symptomssingle.csv
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