This repository contains a Jupyter notebook focusing on an analysis of paleo-present CO2, temperature, and ice data, and rain data for Ireland since 1700.
This project aims to delve into a comprehensive examination of climate data across an extensive timeline, ranging from 800,000 years ago to the present day. The analysis primarily focuses on establishing correlations between CO2 levels and temperature anomalies while also exploring changes in polar ice coverage as a key variable. This research also seeks to investigate climate change signals within the context of Ireland's meteorological observations and harnesses data fusion techniques to amalgamate multiple datasets into a structured pandas dataframe.
project: Folder containing Jupyter notebook and many subfolders with relevant data.readme.md: This file, providing an overview of the project, its objectives, and the tools used..gitignore: Used to keep the repository tidy, and avoid accidental file upload.
The project.ipynb file within this repository is organized into the following sections, which are stylised using markdown for ease of usage:
- Introduction
- Extraction
- Transformations
- Cleaning, Regression, and Interpolation
- Data Comparison
- Synthesis
- Conclusions
- References
This project was developed using:
- Visual Studio Code
- Jupyter Notebooks (via Anaconda)
- Python 3.11.5
- Libraries used: pandas, matplotlib, seaborn, scipy, sklearn
To run the Jupyter Notebook included in this repository, follow these steps:
git clone https://github.com/nexlanglxm/climate-data-analysis.gitcd projectEnsure you have Python installed, preferably Python 3.11, along with the necessary libraries. You can install the required libraries using pip:
pip install Open the Jupyter Notebook using Jupyter Notebook, Jupyter Lab, or Visual Studio Code.
Inside the notebook, execute each cell sequentially by clicking on them and pressing Shift + Enter to run the code cells.
References and sources used in this project are cited during and listed in their entireity at the end of the project.ipynb file.