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Update app.py
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app.py
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@@ -1,4 +1,3 @@
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import pandas as pd
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import gradio as gr
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from sklearn.ensemble import RandomForestClassifier
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@@ -32,6 +31,12 @@ model.fit(X_train, y_train)
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# Gradio interface function
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def predict_survival(Pclass, Gender, Age, SibSp, Parch, Fare, Embarked):
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# Encode Gender and Embarked
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Gender_encoded = 1 if Gender.lower() == 'female' else 0
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Embarked_encoded = {'s': 0, 'c': 1, 'q': 2}.get(Embarked.lower(), 0)
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@@ -42,7 +47,7 @@ def predict_survival(Pclass, Gender, Age, SibSp, Parch, Fare, Embarked):
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# Predict
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prediction = model.predict(input_data)
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return "Survived" if prediction[0] == 1 else "Did Not Survive"
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# Gradio inputs and outputs
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inputs = [
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gr.Radio(["S (Southampton)", "C (Cherbourg)", "Q (Queenstown)"], label="Port of Embarkation (Embarked)")
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]
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outputs = gr.Textbox(label="Prediction")
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# Launch Gradio interface
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gr.Interface(fn=predict_survival, inputs=inputs, outputs=outputs, title="Titanic Survival Predictor").launch()
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import pandas as pd
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import gradio as gr
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from sklearn.ensemble import RandomForestClassifier
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# Gradio interface function
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def predict_survival(Pclass, Gender, Age, SibSp, Parch, Fare, Embarked):
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# Handle missing or invalid inputs
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if not Gender:
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return "⚠️ Error: Please select a Gender."
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if not Embarked:
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return "⚠️ Error: Please select a Port of Embarkation."
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# Encode Gender and Embarked
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Gender_encoded = 1 if Gender.lower() == 'female' else 0
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Embarked_encoded = {'s': 0, 'c': 1, 'q': 2}.get(Embarked.lower(), 0)
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# Predict
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prediction = model.predict(input_data)
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return "✅ Survived" if prediction[0] == 1 else "❌ Did Not Survive"
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# Gradio inputs and outputs
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inputs = [
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gr.Radio(["S (Southampton)", "C (Cherbourg)", "Q (Queenstown)"], label="Port of Embarkation (Embarked)")
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]
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outputs = gr.Textbox(label="Prediction or Error Message")
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# Launch Gradio interface
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gr.Interface(fn=predict_survival, inputs=inputs, outputs=outputs, title="Titanic Survival Predictor").launch()
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