# Healthcare Chatbot

This is a Python-based project for dealing with human symptoms and predicting their possible outcomes.

#### Project Goal

The primary goal of this project is to forecast the disease so that patients can get the desired output according to their primary symptoms. 

## Technology used

We used **[TKinter](https://docs.python.org/3/library/tkinter.html)** to create a desktop-based application and **[Spacy](https://spacy.io/)** for NLP-based processes like ***text sentence tokenization and lemmatization***, and we used a **[Huggingface](https://huggingface.co/)** pretrained model to extrat disease names from a given sentence ***( or ner processing)***.

#### Huggingface

Downloading pre-trained model from [Huggingface Model](https://huggingface.co/raynardj/ner-disease-ncbi-bionlp-bc5cdr-pubmed)

```python

from transformers import pipeline

PRETRAINED = "raynardj/ner-disease-ncbi-bionlp-bc5cdr-pubmed"

ners = pipeline(task="ner",model=PRETRAINED, tokenizer=PRETRAINED)

```

#### Spacy

Download [spacy](https://spacy.io/usage) For window, Linux, MacOS

```bash

pip install -U pip setuptools wheel

pip install -U spacy

python -m spacy download en_core_web_sm

```

## Installation

Use the package manager [pip](https://pip.pypa.io/en/stable/) to install the requirements.txt file package.

```bash

pip install -r requirements.txt 

```

## Output Image

#### First opening window

![first window](https://github.com/Durgesh63/HealthCare_ChatBot/blob/master/firstwindow.png?raw=true)

#### Main Opening Window

![Main Window](https://github.com/Durgesh63/HealthCare_ChatBot/blob/master/main_window.png?raw=true)

## Contributing

Pull requests are welcome. For major changes, please open an issue first to discuss what you would like to change.

Please make sure to update tests as appropriate.