--- license: apache-2.0 library_name: sklearn tags: - sklearn - skops - tabular-classification model_format: pickle model_file: skops-dis9phuf.pkl widget: - structuredData: x0: - 3 - 5 - 1 x1: - 5 - 5 - 3 x10: - 0 - 0 - 0 x11: - 0 - 0 - 0 x12: - 0 - 0 - 0 x13: - 0 - 0 - 0 x14: - 0 - 0 - 0 x15: - 0 - 0 - 0 x16: - 0 - 0 - 0 x2: - 3 - 4 - 0 x3: - 5 - 4 - 0 x4: - 4 - 4 - 0 x5: - 4 - 0 - 0 x6: - 3 - 0 - 0 x7: - 2 - 0 - 0 x8: - 3 - 0 - 0 x9: - 0 - 0 - 0 --- # Model description This model was created following the instructions in the following Kaggle notebook:https://www.kaggle.com/code/thedankdel/disease-symptom-prediction-ml-99The possible classified diseases are:The possible symptoms are: ## Intended uses & limitations This model follows the limitations of the Apache 2.0 license. ## Training Procedure [More Information Needed] ### Hyperparameters
Click to expand | Hyperparameter | Value | |--------------------------|---------| | bootstrap | True | | ccp_alpha | 0.0 | | class_weight | | | criterion | gini | | max_depth | 13 | | max_features | sqrt | | max_leaf_nodes | | | max_samples | | | min_impurity_decrease | 0.0 | | min_samples_leaf | 1 | | min_samples_split | 2 | | min_weight_fraction_leaf | 0.0 | | n_estimators | 500 | | n_jobs | | | oob_score | False | | random_state | 42 | | verbose | 0 | | warm_start | False |
### Model Plot 
RandomForestClassifier(max_depth=13, n_estimators=500, random_state=42)
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## Evaluation Results | Metric | Value | |----------|----------| | accuracy | 0.995935 | | f1 score | 0.995935 | ### Model description/Evaluation Results/Classification report | index | precision | recall | f1-score | support | |-----------------------------------------|-------------|----------|------------|-----------| | (vertigo) Paroymsal Positional Vertigo | 1 | 1 | 1 | 18 | | AIDS | 1 | 1 | 1 | 20 | | Acne | 1 | 1 | 1 | 32 | | Alcoholic hepatitis | 1 | 1 | 1 | 29 | | Allergy | 1 | 0.947368 | 0.972973 | 19 | | Arthritis | 1 | 1 | 1 | 31 | | Bronchial Asthma | 1 | 1 | 1 | 28 | | Cervical spondylosis | 0.9375 | 1 | 0.967742 | 30 | | Chicken pox | 1 | 1 | 1 | 27 | | Chronic cholestasis | 1 | 1 | 1 | 19 | | Common Cold | 1 | 1 | 1 | 25 | | Dengue | 1 | 1 | 1 | 22 | | Diabetes | 1 | 1 | 1 | 23 | | Dimorphic hemmorhoids(piles) | 1 | 1 | 1 | 30 | | Drug Reaction | 1 | 1 | 1 | 21 | | Fungal infection | 1 | 1 | 1 | 25 | | GERD | 1 | 1 | 1 | 24 | | Gastroenteritis | 1 | 0.95 | 0.974359 | 20 | | Heart attack | 1 | 1 | 1 | 18 | | Hepatitis B | 1 | 1 | 1 | 28 | | Hepatitis C | 1 | 1 | 1 | 19 | | Hepatitis D | 1 | 1 | 1 | 22 | | Hepatitis E | 1 | 1 | 1 | 30 | | Hypertension | 1 | 0.931034 | 0.964286 | 29 | | Hyperthyroidism | 1 | 1 | 1 | 24 | | Hypoglycemia | 1 | 1 | 1 | 27 | | Hypothyroidism | 1 | 1 | 1 | 28 | | Impetigo | 1 | 1 | 1 | 24 | | Jaundice | 1 | 1 | 1 | 25 | | Malaria | 1 | 1 | 1 | 26 | | Migraine | 1 | 1 | 1 | 18 | | Osteoarthristis | 1 | 1 | 1 | 20 | | Paralysis (brain hemorrhage) | 0.904762 | 1 | 0.95 | 19 | | Peptic ulcer diseae | 1 | 1 | 1 | 27 | | Pneumonia | 1 | 1 | 1 | 21 | | Psoriasis | 1 | 1 | 1 | 22 | | Tuberculosis | 1 | 1 | 1 | 23 | | Typhoid | 1 | 1 | 1 | 20 | | Urinary tract infection | 1 | 1 | 1 | 24 | | Varicose veins | 1 | 1 | 1 | 26 | | hepatitis A | 1 | 1 | 1 | 21 | | macro avg | 0.996153 | 0.995815 | 0.995838 | 984 | | weighted avg | 0.996256 | 0.995935 | 0.995955 | 984 | # How to Get Started with the Model [More Information Needed] # Model Card Authors gianlab # Model Card Contact You can contact the model card authors through following channels: [More Information Needed] # Citation **BibTeX** ``` @inproceedings{...,year={2020}} ```