Add StockWise Chatbot Integration for Stock Price Prediction

[BigBang001]

Pull Request Description:

This PR integrates the StockWise chatbot into the Stock Price Prediction project, enhancing user experience by providing real-time insights, guidance, and stock information.

Fixes #216

Key Features:

1. Stock Predictions and Market Insights

   • The chatbot provides users with current stock predictions, showing the latest analysis and expected trends.
   • Users can inquire about historical performance to understand how specific stocks have behaved over time.
   • The chatbot also shares market trend information to help users make more informed decisions.

2. Performance Indicators and Influencing Factors

   • Stock Performance Indicators: StockWise offers insights into key performance metrics, such as P/E ratios, EPS, market capitalization, and other important indicators.
   • Factors Affecting Predictions: The chatbot explains major factors that may impact the stock predictions, like economic news, recent earnings reports, and sector-specific developments.

3. User Guidance for App Navigation and Prediction Understanding

   • Navigation Assistance: Users receive help with navigating app features, making it easier for newcomers to explore stock predictions and data analysis tools.
   • Prediction Output Explanation: StockWise assists users in understanding the prediction outputs by breaking down the data and offering explanations of each metric’s significance.

Screenshots of Integration

Chatbot Icon on Homepage

131604](https://github.com/user-attachments/assets/3fe415b9-f7c4-4daa-93e0-38126de28d67)

Chat Interface with Stock Prediction Queries

Assigned under: GSSoC-extd

[github-actions]

Thank you for submitting your pull request! 🙌 We'll review it as soon as possible. In the meantime, please ensure that your changes align with our CONTRIBUTING.md. If there are any specific instructions or feedback regarding your PR, we'll provide them here. Thanks again for your contribution! 😊

[github-actions]

Ensure the PR matches the requirements mentioned in the Contribution guide. The maintainer might get in touch to enusre quality. Thanks for your time

[rohitinu6]

@BigBang001 please sync your fork with the latest updates:

[BigBang001]

@rohitinu6 I have synced the fork with the latest updates. Now you can check and verify.

[Mayureshd-18]

@BigBang001 Please link the issue using keywords. (fixes/closes..) You can find the detailed info about the same here:
https://docs.github.com/en/issues/tracking-your-work-with-issues/using-issues/linking-a-pull-request-to-an-issue#linking-a-pull-request-to-an-issue-using-a-keyword

If needed, please check out merged PRs for reference.

Thanks & regards

[BigBang001]

@Mayureshd-18 I have linked the PR with the respective issue. Now you can check and verify.

[Mayureshd-18]

I think the "Id" in stock.html should be mentioned in a .env file instead of directly into the html file.
@rohitinu6 What is your opinion on this?

[Mayureshd-18]

Looks good to me!

[github-actions]

🎉🎉 Thank you for your contribution! Your PR #224 has been merged! 🎉🎉