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app.py

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+import joblib
+import pandas as pd
+from sklearn.ensemble import RandomForestClassifier
+from sklearn.preprocessing import StandardScaler
+from sklearn.pipeline import Pipeline
+from sklearn.compose import ColumnTransformer
+from sklearn.preprocessing import OneHotEncoder
+import streamlit as st
+
+# Load your dataset
+df = pd.read_csv("train.csv")
+
+# Feature engineering
+def feature_engineering(df):
+    df['hair_soul'] = df['hair_length'] * df['has_soul']
+    df['hair_bone'] = df['hair_length'] * df['bone_length']
+
+# Function to predict ghost type
+def ghost_classification(pipeline, input_df):
+    # Use the trained pipeline to make predictions on the input data
+    prediction = pipeline.predict(input_df)
+    
+    # Return the predicted ghost type (the class label)
+    return prediction[0]
+
+# Feature engineering on the dataset
+feature_engineering(df)
+
+# Define the preprocessor
+preprocessor = ColumnTransformer(
+    transformers=[
+        ("num", StandardScaler(), ['bone_length', 'rotting_flesh', 'hair_length', 'has_soul', 'hair_soul', 'hair_bone']),
+        ("cat", OneHotEncoder(), ['color'])
+    ]
+)
+
+# Split the data
+X = df[['bone_length', 'rotting_flesh', 'hair_length', 'has_soul', 'color', 'hair_soul', 'hair_bone']]
+y = df["type"]
+
+# Define the model and pipeline
+model = RandomForestClassifier()
+pipeline = Pipeline(steps=[("preprocessor", preprocessor), ("classifier", model)])
+
+# Train the model
+pipeline.fit(X, y)
+
+# Save the trained model
+joblib.dump(pipeline, 'best_model.pkl')
+
+print("Model retrained and saved as 'best_model.pkl'")
+
+# Streamlit app logic
+def main():
+    st.set_page_config(page_title="Ghost Prediction", page_icon="👻", layout="centered")
+
+    # Title with emoji
+    st.title("👻 Ghost Prediction App")
+    st.markdown("### Predict the type of ghost based on its characteristics.")
+    st.markdown("---")
+
+    # Sidebar design with a neat header and spacing
+    st.sidebar.header("Input Parameters")
+    st.sidebar.markdown("Adjust the sliders and choose the options below to predict the ghost type.")
+
+    # Group the input sliders together with a more structured look
+    with st.sidebar:
+        bone_length = st.slider("Bone Length", 0.0, 1.0, step=0.01)
+        rotting_flesh = st.slider("Rotting Flesh", 0.0, 1.0, step=0.01)
+        hair_length = st.slider("Hair Length", 0.0, 1.0, step=0.01)
+        has_soul = st.slider("Has Soul", 0.0, 1.0, step=0.01)
+        color = st.selectbox('Color', df['color'].unique())  # Make sure 'color' is in df
+
+    # Create the input data frame for prediction
+    input_data = {
+        "bone_length": [bone_length],
+        "rotting_flesh": [rotting_flesh],
+        "hair_length": [hair_length],
+        "has_soul": [has_soul],
+        "color": [color]
+    }
+
+    # Feature engineering on the input data
+    input_df = pd.DataFrame(input_data)
+    feature_engineering(input_df)
+    
+    # Prediction button with a clear label
+    if st.sidebar.button("Predict Ghost Type"):
+        ghost_type = ghost_classification(pipeline, input_df)
+        
+        st.markdown("### Prediction Result")
+        st.write(f"**The predicted ghost type is:** {ghost_type}")
+
+    # Add some spacing and footer for visual appeal
+    st.markdown("---")
+    st.markdown("Made with 💖 by Senasu Demir")
+
+if __name__ == "__main__":
+    main()

best_model.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:962da9356f1618fddcf4e6d398cf245bd20d8ca256d51421c0d45502c48a6f08
+size 1335818

requirements.txt

@@ -0,0 +1,3 @@
+joblib
+scikit-learn
+streamlit

train.csv

@@ -0,0 +1,372 @@
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