https://github.com/abhy-kumar/ahmedabad-weather-projection

This notebook tries to predict Ahmedabad's weather using historical trends
https://github.com/abhy-kumar/ahmedabad-weather-projection

arima-forecasting numpy pandas python

Last synced: about 2 months ago
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This notebook tries to predict Ahmedabad's weather using historical trends

• Host: GitHub
• URL: https://github.com/abhy-kumar/ahmedabad-weather-projection
• Owner: abhy-kumar
• License: mit
• Created: 2024-11-14T11:51:55.000Z (6 months ago)
• Default Branch: main
• Last Pushed: 2024-11-16T06:44:25.000Z (6 months ago)
• Last Synced: 2025-02-08T14:12:17.150Z (3 months ago)
• Topics: arima-forecasting, numpy, pandas, python
• Language: Jupyter Notebook
• Homepage: https://abhy-kumar.github.io/ahmedabad-weather-projection/
• Size: 10.1 MB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Ahmedabad-Weather-Projection

This notebook tries to predict Ahmedabad's weather using historical trends

## Features

- **Data Loading & Preprocessing**: Efficiently handles CSV data, cleans invalid entries, and prepares it for analysis.

- **Monthly Temperature Plots**: Visualize maximum and minimum temperatures for each month using interactive Plotly plots.

- **ARIMA Forecasting**: Predict future temperatures with ARIMA models, including confidence intervals.

- **Additional Visualizations**:

  - Seasonal decomposition of temperature data.

  - Correlation heatmaps to explore relationships between variables.

  - Scatter plots showcasing the relationship between rainfall and temperatures.

  - Heatmaps displaying average temperatures by month and year.

- **Interactive Dashboard (Optional)**: Structure provided for building a Plotly Dash dashboard to interact with the data in real-time.

## Visualizations

Here's an overview of the visualizations you can generate with this script:

- Monthly Temperature Data:

![img](https://iili.io/2AaD3ga.png)

- Temperature Forecasts with ARIMA:

![img](https://iili.io/2uphYla.png)

- Seasonal Decomposition:

![img](https://iili.io/2AabZwQ.png)

- Correlation Heatmap:

![img](https://iili.io/2AamMRj.png)

- Rain vs Temperature Scatter Plots:

![img](https://iili.io/2Aambef.png)

- Average Temperature Heatmap:

![img](https://iili.io/2AapMrX.png)