Add application file

app.py

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+# Import Dependencies
+import gradio as gr
+import pandas as pd
+import numpy as np
+from joblib import load
+
+# Function to make Inference
+
+
+def predict_disease_from_symptom(symptom_list):
+    symptoms = {'itching': 0, 'skin_rash': 0, 'nodal_skin_eruptions': 0, 'continuous_sneezing': 0,
+                'shivering': 0, 'chills': 0, 'joint_pain': 0, 'stomach_pain': 0, 'acidity': 0, 'ulcers_on_tongue': 0,
+                'muscle_wasting': 0, 'vomiting': 0, 'burning_micturition': 0, 'spotting_ urination': 0, 'fatigue': 0,
+                'weight_gain': 0, 'anxiety': 0, 'cold_hands_and_feets': 0, 'mood_swings': 0, 'weight_loss': 0,
+                'restlessness': 0, 'lethargy': 0, 'patches_in_throat': 0, 'irregular_sugar_level': 0, 'cough': 0,
+                'high_fever': 0, 'sunken_eyes': 0, 'breathlessness': 0, 'sweating': 0, 'dehydration': 0,
+                'indigestion': 0, 'headache': 0, 'yellowish_skin': 0, 'dark_urine': 0, 'nausea': 0, 'loss_of_appetite': 0,
+                'pain_behind_the_eyes': 0, 'back_pain': 0, 'constipation': 0, 'abdominal_pain': 0, 'diarrhoea': 0, 'mild_fever': 0,
+                'yellow_urine': 0, 'yellowing_of_eyes': 0, 'acute_liver_failure': 0, 'fluid_overload': 0, 'swelling_of_stomach': 0,
+                'swelled_lymph_nodes': 0, 'malaise': 0, 'blurred_and_distorted_vision': 0, 'phlegm': 0, 'throat_irritation': 0,
+                'redness_of_eyes': 0, 'sinus_pressure': 0, 'runny_nose': 0, 'congestion': 0, 'chest_pain': 0, 'weakness_in_limbs': 0,
+                'fast_heart_rate': 0, 'pain_during_bowel_movements': 0, 'pain_in_anal_region': 0, 'bloody_stool': 0,
+                'irritation_in_anus': 0, 'neck_pain': 0, 'dizziness': 0, 'cramps': 0, 'bruising': 0, 'obesity': 0, 'swollen_legs': 0,
+                'swollen_blood_vessels': 0, 'puffy_face_and_eyes': 0, 'enlarged_thyroid': 0, 'brittle_nails': 0, 'swollen_extremeties': 0,
+                'excessive_hunger': 0, 'extra_marital_contacts': 0, 'drying_and_tingling_lips': 0, 'slurred_speech': 0,
+                'knee_pain': 0, 'hip_joint_pain': 0, 'muscle_weakness': 0, 'stiff_neck': 0, 'swelling_joints': 0, 'movement_stiffness': 0,
+                'spinning_movements': 0, 'loss_of_balance': 0, 'unsteadiness': 0, 'weakness_of_one_body_side': 0, 'loss_of_smell': 0,
+                'bladder_discomfort': 0, 'foul_smell_of urine': 0, 'continuous_feel_of_urine': 0, 'passage_of_gases': 0, 'internal_itching': 0,
+                'toxic_look_(typhos)': 0, 'depression': 0, 'irritability': 0, 'muscle_pain': 0, 'altered_sensorium': 0,
+                'red_spots_over_body': 0, 'belly_pain': 0, 'abnormal_menstruation': 0, 'dischromic _patches': 0, 'watering_from_eyes': 0,
+                'increased_appetite': 0, 'polyuria': 0, 'family_history': 0, 'mucoid_sputum': 0, 'rusty_sputum': 0, 'lack_of_concentration': 0,
+                'visual_disturbances': 0, 'receiving_blood_transfusion': 0, 'receiving_unsterile_injections': 0, 'coma': 0,
+                'stomach_bleeding': 0, 'distention_of_abdomen': 0, 'history_of_alcohol_consumption': 0, 'fluid_overload.1': 0,
+                'blood_in_sputum': 0, 'prominent_veins_on_calf': 0, 'palpitations': 0, 'painful_walking': 0, 'pus_filled_pimples': 0,
+                'blackheads': 0, 'scurring': 0, 'skin_peeling': 0, 'silver_like_dusting': 0, 'small_dents_in_nails': 0, 'inflammatory_nails': 0,
+                'blister': 0, 'red_sore_around_nose': 0, 'yellow_crust_ooze': 0}
+
+    # Set value to 1 for corresponding symptoms
+    for s in symptom_list:
+        symptoms[s] = 1
+
+    # Put all data in a test dataset
+    df_test = pd.DataFrame(columns=list(symptoms.keys()))
+    df_test.loc[0] = np.array(list(symptoms.values()))
+
+    # Load pre-trained model
+    clf = load(str("./saved_model/random_forest.joblib"))
+    result = clf.predict(df_test)
+
+    # Cleanup
+    del df_test
+
+    return f"{result[0]}"
+
+
+    # Run Inference Server
+# Click on Public URL to run demo on separate page or for sharing purposes
+iface = gr.Interface(
+    predict_disease_from_symptom,
+    [
+        gr.inputs.CheckboxGroup(['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_of urine', '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', 'fluid_overload.1', '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']),
+    ],
+    "text",
+    description="Select a symptom from the list and click submit to get predicted Disease as the Output. \
+    [ NOTE: This app is meant for demo purposes only. Please consult a Doctor if you have any symptoms. ]"
+)
+
+iface.launch(share=False)

requirements.txt

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+pandas
+numpy
+joblib>=1.2.0s

saved_model/decision_tree.joblib

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+version https://git-lfs.github.com/spec/v1
+oid sha256:b7c6c037f1e0835acd5775b7258dc755f1f581defda3a7e6c85c19e3d13fb159
+size 95491

saved_model/gradient_boost.joblib

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+version https://git-lfs.github.com/spec/v1
+oid sha256:783bc8a1fb7ff4e30939cad1a764b542c8b7385371e01ec73dc92d763e2ccb0c
+size 6322117

saved_model/mnb.joblib

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+version https://git-lfs.github.com/spec/v1
+oid sha256:16ac379df5d9de918cd51ee0a36f62b434ab10a86e5e65bca405809ea45821ac
+size 97378

saved_model/random_forest.joblib

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+version https://git-lfs.github.com/spec/v1
+oid sha256:cfb34933dd597ef610b491b5b962f8218e4c65dd000dc79428bd337f037074de
+size 720723