Update README.md

README.md

@@ -6,7 +6,7 @@ tags:
 - skops
 - tabular-classification
 model_format: pickle
-model_file: skops-iw9h_jza.pkl
+model_file: skops-dis9phuf.pkl
 widget:
 - structuredData:
     x0:
@@ -81,15 +81,74 @@ widget:
 
 # 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:
-
+This model was created following the instructions in the following Kaggle notebook: https://www.kaggle.com/code/thedankdel/disease-symptom-prediction-ml-99 
+
+This model allows you to predict diseases through their symptoms.
+
+**The possible classified diseases are:**
+
+'Acne', 'Hyperthyroidism', 'AIDS', 'Chronic cholestasis',
+       'Hypertension', 'Hypoglycemia', 'Arthritis', 'Hepatitis B',
+       'Migraine', 'Urinary tract infection', 'Diabetes', 'Hepatitis D',
+       'Psoriasis', 'Alcoholic hepatitis', 'Dimorphic hemmorhoids(piles)',
+       'Hepatitis E', 'Cervical spondylosis', 'Bronchial Asthma',
+       'hepatitis A', 'Allergy', 'Hepatitis C', 'Pneumonia',
+       'Hypothyroidism', 'Gastroenteritis', 'Varicose veins', 'Jaundice',
+       'Drug Reaction', '(vertigo) Paroymsal  Positional Vertigo',
+       'Heart attack', 'Tuberculosis', 'Typhoid', 'Common Cold',
+       'Peptic ulcer diseae', 'Paralysis (brain hemorrhage)',
+       'Fungal infection', 'Impetigo', 'GERD', 'Dengue', 'Malaria',
+       'Chicken pox', 'Osteoarthristis'
+
+
+**The possible symptoms are:**
+
+'itching', 'skin rash', 'nodal skin eruptions',
+       'continuous sneezing', 'shivering', 'chills', 'joint pain',
+       'stomach pain', 'acidity', 'ulcers on tongue', 'muscle wasting',
+       'vomiting', 'burning micturition', 'spotting urination', 'fatigue',
+       'weight gain', 'anxiety', 'cold hands and feets', 'mood swings',
+       'weight loss', 'restlessness', 'lethargy', 'patches in throat',
+       'irregular sugar level', 'cough', 'high fever', 'sunken eyes',
+       'breathlessness', 'sweating', 'dehydration', 'indigestion',
+       'headache', 'yellowish skin', 'dark urine', 'nausea',
+       'loss of appetite', 'pain behind the eyes', 'back pain',
+       'constipation', 'abdominal pain', 'diarrhoea', 'mild fever',
+       'yellow urine', 'yellowing of eyes', 'acute liver failure',
+       'fluid overload', 'swelling of stomach', 'swelled lymph nodes',
+       'malaise', 'blurred and distorted vision', 'phlegm',
+       'throat irritation', 'redness of eyes', 'sinus pressure',
+       'runny nose', 'congestion', 'chest pain', 'weakness in limbs',
+       'fast heart rate', 'pain during bowel movements',
+       'pain in anal region', 'bloody stool', 'irritation in anus',
+       'neck pain', 'dizziness', 'cramps', 'bruising', 'obesity',
+       'swollen legs', 'swollen blood vessels', 'puffy face and eyes',
+       'enlarged thyroid', 'brittle nails', 'swollen extremeties',
+       'excessive hunger', 'extra marital contacts',
+       'drying and tingling lips', 'slurred speech', 'knee pain',
+       'hip joint pain', 'muscle weakness', 'stiff neck',
+       'swelling joints', 'movement stiffness', 'spinning movements',
+       'loss of balance', 'unsteadiness', 'weakness of one body side',
+       'loss of smell', 'bladder discomfort', 'foul smell ofurine',
+       'continuous feel of urine', 'passage of gases', 'internal itching',
+       'toxic look (typhos)', 'depression', 'irritability', 'muscle pain',
+       'altered sensorium', 'red spots over body', 'belly pain',
+       'abnormal menstruation', 'dischromic patches',
+       'watering from eyes', 'increased appetite', 'polyuria',
+       'family history', 'mucoid sputum', 'rusty sputum',
+       'lack of concentration', 'visual disturbances',
+       'receiving blood transfusion', 'receiving unsterile injections',
+       'coma', 'stomach bleeding', 'distention of abdomen',
+       'history of alcohol consumption', 'blood in sputum',
+       'prominent veins on calf', 'palpitations', 'painful walking',
+       'pus filled pimples', 'blackheads', 'scurring', 'skin peeling',
+       'silver like dusting', 'small dents in nails',
+       'inflammatory nails', 'blister', 'red sore around nose',
+       'yellow crust ooze', 'prognosis'
 ## Intended uses & limitations
 
 This model follows the limitations of the Apache 2.0 license.
 
-## Training Procedure
-
-[More Information Needed]
 
 ### Hyperparameters
 
@@ -130,71 +189,11 @@ This model follows the limitations of the Apache 2.0 license.
 | 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
+# How to Get Started with the Model
 
-You can contact the model card authors through following channels:
-[More Information Needed]
+This model can be tested by running the code contained in this Colab notebook: https://colab.research.google.com/drive/1jC-4OFrDhvp8N068Wa9Coq36jWs7SJ3M?usp=sharing
 
-# Citation
 
-**BibTeX**
 
-```
-@inproceedings{...,year={2020}}
-```