https://github.com/shaadclt/time-series-analysis-stocks

This is a Streamlit application that performs time series analysis on stocks. It allows users to input a stock ticker symbol and displays various visualizations for the selected stock.
https://github.com/shaadclt/time-series-analysis-stocks

plotly streamlit yfinance

Last synced: 6 days ago
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This is a Streamlit application that performs time series analysis on stocks. It allows users to input a stock ticker symbol and displays various visualizations for the selected stock.

• Host: GitHub
• URL: https://github.com/shaadclt/time-series-analysis-stocks
• Owner: shaadclt
• Created: 2023-06-21T10:08:04.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2023-06-21T10:17:56.000Z (over 1 year ago)
• Last Synced: 2024-12-07T15:12:05.728Z (2 months ago)
• Topics: plotly, streamlit, yfinance
• Language: Python
• Homepage: https://time-series-analysis-stocks.streamlit.app/
• Size: 5.86 KB
• Stars: 2
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Time Series Analysis - Stocks

This is a Streamlit application that performs time series analysis on stocks. It allows users to input a stock ticker symbol and displays various visualizations for the selected stock.

## Installation

1. Clone the repository:

   ```shell

   git clone https://github.com/shaadclt/Time-Series-Analysis-Stocks.git

    ```

    

2. Install the required dependencies:    

   ```shell

   pip install -r requirements.txt

    ```

    

## Usage

1. Run the Streamlit application:

  

   ```shell

   streamlit run app.py

    ```

2. Enter the stock ticker symbol in the sidebar text input and click the "Enter" button.

3. The application will retrieve the historical stock data from Yahoo Finance and display the following visualizations:

* Line Plot: A line chart showing the closing prices over time.

* Candlestick Chart: A candlestick chart displaying the open, high, low, and close prices.

* Bar Plot: A bar chart representing the closing prices.

* Additionally, a candlestick chart with buttons and a slider is displayed, allowing you to zoom in and out of different time periods.

4. Explore the visualizations and analyze the stock's time series data.

## Examples

Here are some examples of how the visualizations look:

### Line Plot

![image](https://github.com/shaadclt/Time-Series-Analysis-Stocks/assets/98437584/93f30b41-f217-4454-aabd-5165ca2ff0a2)

### Candlestick Chart

![image](https://github.com/shaadclt/Time-Series-Analysis-Stocks/assets/98437584/57858853-efad-44c9-b99a-f4f52ce3b52a)

### Bar Plot

![image](https://github.com/shaadclt/Time-Series-Analysis-Stocks/assets/98437584/83e73be4-cb7b-4129-b8b7-ef70f63cc971)

### Candlestick Chart with Buttons and Slider

![image](https://github.com/shaadclt/Time-Series-Analysis-Stocks/assets/98437584/f6bed3ac-bc71-4234-a636-417f445ca4f2)

## Contributing

Contributions are welcome! If you have any suggestions, bug reports, or feature requests, please open an issue or submit a pull request.

## License

This project is licensed under the MIT License. See the LICENSE file for details.