This project explores changes in sea surface temperatures (SST) over more than a century, using data collected from 1905 to 2019. The analysis highlights long-term trends, seasonal variations, and anomalies in ocean temperatures, providing insights into climatic patterns and potential external influences.
Goals
- Analyze long-term trends in average sea surface temperatures.
- Visualize seasonal patterns and inter-annual variability.
- Identify and highlight temperature anomalies.
- Detect patterns in anomalies and their potential links to external climatic factors.
Key Visualizations
- Long-Term Trends
A line plot illustrating the yearly average sea surface temperatures from 1905 to 2019, showing how temperatures have evolved over time. - Seasonality Analysis
A bar chart showing average temperatures across months, highlighting seasonal patterns. - Monthly Variability
A boxplot illustrating the range of temperatures for each month, showcasing variability within the seasons. - 10-Year Rolling Averages
A smoothed trendline to highlight long-term changes in sea surface temperatures over a decade. - Anomalies and Outliers
A scatter plot showing years with significant temperature anomalies, overlayed with thresholds for detection. - Yearly Heatmap
A heatmap visualizing month-by-month temperatures for each year, showcasing seasonal and inter-annual variability.

Future Work
- Incorporate external datasets to correlate anomalies with climate cycles (e.g., ENSO).
- Explore the impact of gaps in the data and refine methods to handle missing periods.


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