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A web app suggesting probable disease based on user's symptoms (with probability score) and location of nearby hospitals on an in-built map.

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noobknights/askdoc

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AskDoc

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A website which based on symptoms entered by user gives the probable disease he/she may have and recommends nearby hospitals/clinics (within 10 KM).

Links:

A link to our webapp hosted on heroku.

A link to ppt can be found here.

link to the youtube video.

Machine Learning Techniques :

  • Natural Language Processing
  • Multiclass Classification
  • Data Visualization
  • Data Manuplation

A brief tutorial about all these techniques is discussed in this Trial.ipynb notebook

How To Run Our App Locally:

  • Clone the repo:
git clone https://github.com/noobknights/askdoc
  • Make sure you have Django installed:
python -m django --version
  • Run:
pip install -r requirements.txt
  • Configure .env in hacknitp/.env.example:
SECRET_KEY=YOUR_HEX_24_KEY
DEV_HOST='127.0.0.1'
PRODUCTION_HOST=YOUR_REMOTE_HOST
MAP_API_KEY=YOUR_MAP_API_KEY_FROM_HEREMAPS
ENV=dev OR production depending on environment
  • To generate SECRET_KEY:
Run in python-shell:

import secrets
secrets.token_hex(24)

Languages and Frameworks:

  • Python
  • Django (Framework for python)
  • HTML/CSS
  • JavaScript
  • Bootstap
  • JQuery

Tools:

  • Jupyter Notebook

Machine Learning Libraries:

  • Numpy
  • Pandas
  • Matplotlib
  • Wordcloud
  • NLTK
  • Scikit-Learn