This repository contains scripts and notebooks for analyzing Texas census data. The project aims to explore demographic trends, population distribution, and other relevant insights using data from various census sources.
- data: Contains datasets used for analysis. Due to the size limitations of GitHub, only sample datasets or smaller subsets may be included here.
- notebooks: Jupyter notebooks for data analysis and visualization.
- scripts: Python scripts for data processing, cleaning, and other tasks.
- reports: Reports generated from the analysis, including visualizations and findings.
- README.md: This file providing an overview of the repository.
The analysis includes but is not limited to:
- Data Exploration: Initial exploration of census datasets to understand their structure, variables, and quality.
- Data Cleaning: Preprocessing steps to handle missing values, outliers, and ensure data consistency.
- Descriptive Statistics: Calculating summary statistics and visualizing distributions of demographic variables.
- Spatial Analysis: Mapping population distribution, density, and other spatial patterns across Texas.
- Trend Analysis: Identifying and visualizing trends in population growth, demographic changes, etc.
- Comparative Analysis: Comparing demographic characteristics between different regions, cities, or time periods within Texas.
- Predictive Modeling: If applicable, building predictive models to forecast population changes or other relevant outcomes.
To replicate the analysis or contribute to the project, follow these steps:
- Clone or download this repository to your local machine.
- Install the necessary dependencies listed in requirements.txt.
- Explore the notebooks and scripts to understand the analysis workflow.
- Execute the scripts or run the notebooks to perform analysis tasks.
- Modify, extend, or improve the analysis as needed. If contributing, follow the contribution guidelines outlined in CONTRIBUTING.md.
The analysis utilizes census data from various sources, including:
- United States Census Bureau
- Texas State Data Center
- Other relevant governmental and research institutions
Contributions to this project are welcome! If you have suggestions, bug reports, or want to add new analysis, please open an issue or submit a pull request following the guidelines outlined in CONTRIBUTING.md.
This project is licensed under the MIT License.