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NOAA_Climate-Patterns-Analysis-and-Visualization-2005-2015-

Overview

This repository contains datasets and a Jupyter notebook with visualizations and analysis of temperature data from 2005 to 2015.

Files

  • Analysis Report.pdf: A PDF report summarizing the analysis findings.
  • NOAA_Climate Patterns Analysis and Visualization (2005-2015).ipynb: The Jupyter notebook containing the analysis and visualizations.
  • map_image.png: An image file showing the interactive map visualization.
  • station_map.html: An html file showing the interactive map visualization.
  • README.md: This file.

Dataset Source

The datasets is subset of a dataset from the National Centers for Environmental Information (NCEI) Daily Global Historical Climatology Network (GHCN-Daily), which provides daily climate records from land surface stations worldwide.

Analysis

  1. Data Preparation: Preprocessing and removal of leap days.
  2. Record High and Low Temperatures: Line graph with shaded areas.
  3. Overlay 2015 Data: Scatter plot for broken records in 2015.
  4. Map Visualization: Interactive map of weather stations near Ann Arbor, Michigan. Logo
  5. Temperature Summary for 2015: Temperature summary for 2015.
  6. Plot Enhancements: Improved readability by adding clear legends, labels, and minimizing chart junk.

Additional Modules

  • folium: For interactive maps.
  • seaborn: For enhanced visualizations.

Instructions

  1. Open NOAA_Climate Patterns Analysis and Visualization (2005-2015).ipynb.
  2. Run the notebook cells sequentially.

Contact

For questions, contact [pradul2002@gmail.com].

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