This dashboard presents a clear and interactive analysis of climate patterns from 2020 to 2024. It explores key environmental indicators such as temperature, precipitation, air quality, atmospheric conditions, ocean trends, and urbanization. Missing values from the dataset were filled using year-based average imputation. The visualizations highlight trends, variability, and relationships among climate variables, providing meaningful insights into environmental changes over time.
###Distribution of Average Temperature
This plot highlights seasonal variations in average temperature, with cooler conditions early in the year and warmer temperatures toward the end.
This area chart shows annual precipitation trends from 2020 to 2024. Rainfall peaked in 2022 and declined significantly by 2024.
This bubble chart shows the interaction between temperature, humidity, and solar irradiance, highlighting variability in atmospheric conditions and their influence on climate dynamics.
This density plot illustrates year-by-year variations concentrations from 2020 to 2024, showing trends in air quality
This heatmap illustrates monthly variations in sea surface temperature from 2020 to 2024. Warmer colors indicate higher temperatures, while cooler tones represent lower values. The visualization highlights seasonal fluctuations and interannual variability, providing insights into oceanic trends and their influence on climate dynamics.
This scatter plot shows the relationship between urbanization and vegetation from 2020 to 2024. After outlier removal, a slight negative trend is observed, suggesting that increased urbanization may reduce vegetation levels.
This PCA biplot illustrates the relationships among major climate variables, highlighting key contributors to environmental variability and revealing underlying patterns from 2020 to 2024.
This triangular heatmap displays the correlations among key climate variables from 2020 to 2024. It highlights strong relationships among temperature-related factors and also shows interactions between atmospheric, environmental, and oceanic indicators that are influencing climate variability.