climate_change_dataset2020-2024

About Dataset This dataset, spanning from January 2020 to May 2024, contains a comprehensive collection of global climate data. It includes various climatic features measured on a monthly basis, providing insights into weather patterns, temperature changes, and environmental conditions over time. Usefulness Climate Research: Provides data for studying climate trends, patterns, and changes over time. Weather Forecasting: Helps in building predictive models for temperature, precipitation, and other weather conditions. Environmental Analysis: Supports analysis of environmental factors such as CO2 levels, particulate matter, and solar irradiance. Impact Assessment: Useful for assessing the impact of climate change on various aspects like agriculture, public health, and natural ecosystems. Policy-making: Provides insights for policymakers to develop strategies related to climate resilience, disaster management, and sustainable development. Features Year: The year of data collection (2020-2024). Month: The month of data collection (January to December). Avg_Temp (C): Average temperature in Celsius. Max_Temp (C): Maximum temperature in Celsius. Min_Temp (C): Minimum temperature in Celsius. Precipitation (mm): Precipitation amount in millimeters. Humidity (percentage): Relative humidity in percentage. Wind_Speed (m/s): Wind speed in meters per second. Solar_Irradiance (W/m2): Solar irradiance in watts per square meter. Cloud_Cover (percentage): Cloud cover percentage. CO2_Concentration (ppm): Carbon dioxide concentration in parts per million. Latitude: Latitude coordinates of the location. Longitude: Longitude coordinates of the location. Altitude (m): Altitude above sea level in meters. Proximity_to_Water (km): Distance to the nearest water body in kilometers. Urbanization_Index: Index representing urbanization level. Vegetation_Index: Index representing vegetation coverage. ENSO_Index: El Nino Southern Oscillation index. Particulate_Matter (ug_per_m3): Particulate matter concentration in micrograms per cubic meter. Sea_Surface_Temp (C): Sea surface temperature in Celsius https://www.kaggle.com/datasets/atifmasih/climate-change-dataset2020-2024 We change the column names to make them code-friendly and remove non-ASCII characters. And we applied the following changes to the dataset: - Removed rows with NaN values in the 'Sea_Surface_Temp_degC' column. - Removed rows with 'Unknown' values in the 'Sea_Surface_Temp_degC' column. - Converted the 'Sea_Surface_Temp_degC' column to float.