Initial Commit

README.md

@@ -11,4 +11,4 @@ license: mit
 short_description: An app that predicts weather condition based on inputs
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+dataset by ANANTH R. Link to the dataset: https://www.kaggle.com/datasets/ananthr1/weather-prediction

app.py

@@ -0,0 +1,33 @@
+import streamlit as st
+import pandas as pd
+import joblib 
+
+# LOAD THE MODEL
+model = joblib.load("weather_model.pkl")  # Ensure the model is saved as 'weather_model.pkl'
+
+# MAPPING THE CLASSES
+weather_mapping = {"rain": 0, "sun": 1, "fog": 2, "drizzle": 3, "snow": 4}
+reverse_mapping = {v: k for k, v in weather_mapping.items()}  # Reverse mapping
+
+# MAPPING THE FEATURE COLUMNS
+feature_columns = ["precipitation", "temp_max", "temp_min", "wind"]
+
+# STREAMLIT UI
+st.title("🌦️ Weather Prediction App")
+st.write("Enter weather conditions, and the model will predict the weather category!")
+
+# User inputs
+precipitation = st.number_input("Precipitation (mm)", min_value=0.0, max_value=100.0, step=0.1)
+temp_max = st.number_input("Max Temperature (°C)", min_value=-50.0, max_value=50.0, step=0.1)
+temp_min = st.number_input("Min Temperature (°C)", min_value=-50.0, max_value=50.0, step=0.1)
+wind = st.number_input("Wind Speed (km/h)", min_value=0.0, max_value=100.0, step=0.1)
+
+if st.button("Predict Weather"):
+    input_data = pd.DataFrame([[precipitation, temp_max, temp_min, wind]], columns=feature_columns)
+
+
+    prediction_num = model.predict(input_data)[0]  
+
+    prediction_label = reverse_mapping.get(prediction_num, "Unknown")
+
+    st.success(f"🌤️ Predicted Weather: **{prediction_label.capitalize()}**")

requirements.txt

@@ -0,0 +1,3 @@
+streamlit
+pandas
+joblib

seattle-weather.csv

@@ -0,0 +1,1462 @@
+date,precipitation,temp_max,temp_min,wind,weather
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