The Disease Recommendation API helps users identify potential diseases based on the symptoms they provide. The API utilizes a machine learning model to analyze the symptoms and returns three key pieces of information:
disease: The most likely disease that matches the given symptoms.doctor_type: The type of doctor recommended for further consultation.disease_description: A brief description of the identified disease, including common symptoms and potential treatment options.
To use this API, send a JSON object in the request body where each key represents a symptom, and the values as array of binary (1 if the symptom is present, 0 if absent).The array size for each symptom must be same. If user want to know the disease related to more than one set of symptoms we have used array. For Example: The size of array (as value) of each symptom (as key) is 3 in user request than the binary value at first position of each symptom array corresponds to the same set of symptoms related to one disease and similar for all other. Example Request:
{
"highfever": [1,0,0],
"cough": [1,1,0],
"headache": [1,0,1],
....
and so on.. other symptoms
}POST /predict
The request should be in JSON format and contain the following structure:
{
"symptom_1": 1,
"symptom_2": 0,
"symptom_3": 1,
...
}Symptoms should be selected from the given JSON below, and contain all the symptoms and and should be in this format:
{
"itching": [0],
" skin_rash": [0],
" nodal_skin_eruptions": [0],
" dischromic _patches": [0],
" continuous_sneezing": [0],
" shivering": [0],
" chills": [0],
" watering_from_eyes": [1],
" stomach_pain": [0],
" acidity": [0],
" ulcers_on_tongue": [0],
" vomiting": [0],
" cough": [0],
" chest_pain": [0],
" yellowish_skin": [0],
" nausea": [0],
" loss_of_appetite": [0],
" abdominal_pain": [0],
" yellowing_of_eyes": [0],
" burning_micturition": [0],
" spotting_ urination": [0],
" passage_of_gases": [0],
" internal_itching": [0],
" indigestion": [0],
" muscle_wasting": [0],
" patches_in_throat": [0],
" high_fever": [0],
" extra_marital_contacts": [0],
" fatigue": [0],
" weight_loss": [0],
" restlessness": [0],
" lethargy": [0],
" irregular_sugar_level": [0],
" blurred_and_distorted_vision": [0],
" obesity": [0],
" excessive_hunger": [0],
" increased_appetite": [0],
" polyuria": [0],
" sunken_eyes": [0],
" dehydration": [0],
" diarrhoea": [0],
" breathlessness": [0],
" family_history": [0],
" mucoid_sputum": [0],
" headache": [0],
" dizziness": [0],
" loss_of_balance": [0],
" lack_of_concentration": [0],
" stiff_neck": [1],
" depression": [0],
" irritability": [0],
" visual_disturbances": [0],
" back_pain": [0],
" weakness_in_limbs": [0],
" neck_pain": [0],
" weakness_of_one_body_side": [0],
" altered_sensorium": [0],
" dark_urine": [0],
" sweating": [0],
" muscle_pain": [0],
" mild_fever": [0],
" swelled_lymph_nodes": [0],
" malaise": [0],
" red_spots_over_body": [0],
" joint_pain": [0],
" pain_behind_the_eyes": [0],
" constipation": [0],
" toxic_look_(typhos)": [0],
" belly_pain": [0],
" yellow_urine": [0],
" receiving_blood_transfusion": [0],
" receiving_unsterile_injections": [0],
" coma": [0],
" stomach_bleeding": [0],
" acute_liver_failure": [0],
" swelling_of_stomach": [0],
" distention_of_abdomen": [0],
" history_of_alcohol_consumption": [0],
" fluid_overload": [0],
" phlegm": [0],
" blood_in_sputum": [0],
" throat_irritation": [0],
" redness_of_eyes": [0],
" sinus_pressure": [0],
" runny_nose": [0],
" congestion": [0],
" loss_of_smell": [0],
" fast_heart_rate": [0],
" rusty_sputum": [0],
" pain_during_bowel_movements": [0],
" pain_in_anal_region": [0],
" bloody_stool": [0],
" irritation_in_anus": [0],
" cramps": [0],
" bruising": [0],
" swollen_legs": [0],
" swollen_blood_vessels": [0],
" prominent_veins_on_calf": [0],
" weight_gain": [0],
" cold_hands_and_feets": [0],
" mood_swings": [0],
" puffy_face_and_eyes": [0],
" enlarged_thyroid": [0],
" brittle_nails": [0],
" swollen_extremeties": [0],
" abnormal_menstruation": [0],
" muscle_weakness": [0],
" anxiety": [0],
" slurred_speech": [0],
" palpitations": [0],
" drying_and_tingling_lips": [0],
" knee_pain": [0],
" hip_joint_pain": [0],
" swelling_joints": [0],
" painful_walking": [0],
" movement_stiffness": [0],
" spinning_movements": [0],
" unsteadiness": [0],
" pus_filled_pimples": [0],
" blackheads": [0],
" scurring": [0],
" bladder_discomfort": [0],
" foul_smell_of urine": [0],
" continuous_feel_of_urine": [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]
}(Simply Copy the above format and symptoms to use api without any error)
The API will respond with a JSON object containing the following keys:
disease: The identified disease name.
doctor_type: The type of doctor recommended for the disease.
disease_description: A brief description of the disease.
Example Response:
{
"disease": ["Influenza"],
"doctor_type": ["General Physician"],
"disease_description": ["Influenza, commonly known as the flu, is a viral infection that attacks your respiratory system — your nose, throat, and lungs."]
}The value of all the three keys are arrays corresponding to the set of symptoms in the request json
If the API encounters any errors, it will return an error message with the following structure:
{
"error": "Error message describing the issue."
}Common Errors:
- Invalid or missing input data.
- Server issues or downtime.
To set up and use the API locally:
Clone the repository:
git clone https://github.com/yourusername/disease-recommendation-api.gitInstall dependencies:
cd disease-recommendation-api
pip install -r requirements.txtRun the API:
python app.pyTest the API locally using a tool like Postman or curl.