update README.md to reflect new dataset

README.md

@@ -10,9 +10,13 @@ tags:
 ---
 📦 Dataset Card: CA_Weather_Fire_Dataset_Cleaned
 # Dataset Summary
-  This dataset contains cleaned and preprocessed weather and fire incident data for California (1984–2025). It includes features such as temperature, humidity, wind speed, fire occurrence, and seasonal indicators. The dataset is intended for use in machine learning tasks related to wildfire prediction and environmental analysis. I changed the data types to floats, removing the full 'DATE' from the data, and rearranged the columns. 
+  This dataset contains cleaned and preprocessed weather and fire incident data for California (1984–2025). 
+  The original dataset, [California Weather and Fire Prediction Dataset (1984–2025) with Engineered Features](https://zenodo.org/records/14712845), includes features such as temperature, humidity, wind speed, fire occurrence, and seasonal indicators. 
+  From the Original Dataset, I changed the data types to floats, rearranged the columns, removed multiple columns, and eliminated entries that had NaNs. 
+  This dataset focuses on predicting the 'MAX_TEMP' column given 5 features.
 
-## Features
+## Original Features
+  - DATE (string): The date of the observation.
   - DAY_OF_YEAR (float): The numeric day within the year (1–365/366).
   - MONTH (float): The calendar month of the observation (1–12).
   - YEAR (float): The year of the observation.
@@ -26,7 +30,15 @@ tags:
   - TEMP_RANGE (float): The difference between maximum and minimum temperatures, indicating daily temperature variability.
   - FIRE_START_DAY (float): Indicator of fire occurrence (1.0 for fire, 0.0 for no fire)
   - MAX_TEMP (float): Maximum daily temperature in degrees Fahrenheit.
-  
+
+## Cleaned Features
+  - DAY_OF_YEAR (float): The numeric day within the year (1–365/366).
+  - PRECIPITATION (float): Daily precipitation in inches.
+  - LAGGED_PRECIPITATION (float): Cumulative precipitation over the preceding 7 days, reflecting recent moisture conditions.
+  - AVG_WIND_SPEED (float): Average daily wind speed in mph.
+  - MIN_TEMP (float): Minimum daily temperature in degrees Fahrenheit.
+  - MAX_TEMP (float): Maximum daily temperature in degrees Fahrenheit.
+
 ## Source and License
   This dataset is derived from publicly available data licensed under the Creative Commons Attribution 4.0 International License (CC BY 4.0).