A comprehensive data analysis platform that enables users to import, transform, analyze, and model data for machine learning projects. A new chatbot feature now allows querying and analyzing the dataset in natural language, making the platform more intuitive for users.
This platform provides a suite of tools to streamline the data analysis process, from data import and transformation to training and testing machine learning models. A new chatbot feature allows users to interact with the data using natural language queries, making it more accessible for non-technical users.
- Data Import: Import data from various sources, including CSV, Excel, and databases.
- Data Transformation: Transform and preprocess data to prepare it for machine learning algorithms.
- Intelligent Chatbot: Query and analyze data using natural language:
- Describe me the dataset.
- Propose me a data analysis process.
- Average column1 group by column2.
- Univariate Analysis: Perform univariate analysis to understand the distribution of individual variables.
- Bivariate Analysis: Perform bivariate analysis to understand the relationships between pairs of variables.
- Machine Learning: Train and test machine learning models using various algorithms, including classification, regression, clustering, and more.
- Python
- Dash
- Pandas
- Plotly
- Scikit-learn
- LLM API
To install and run this project, follow these steps:
- Clone the repository:
git clone https://github.com/yaiciwalid/Data-analysis-app.git - Create a virtual environment:
python -m venv env - Activate the virtual environment:
source env/bin/activate(Linux/Mac) orenv\Scripts\activate(Windows) - Install the requirements:
pip install -r requirements.txt - Run the application:
python app.py
Once the application is running, you can access it in your web browser at http://localhost:8050.
If you would like to contribute to this project, please follow these guidelines:
- Fork the repository
- Create a new branch:
git checkout -b feature/my-feature - Make your changes and commit them:
git commit -am 'Add my feature' - Push to your fork:
git push origin feature/my-feature - Submit a pull request