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app.py

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+import gradio as gr
+import json
+
+import requests
+
+# Create the inputs list with dropdown menus and sliders
+inputs = [
+    gr.Dropdown(
+        choices=['Afghanistan', 'Australia', 'Bangladesh', 'England', 'India', 'Ireland', 'New Zealand', 'Pakistan',
+                 'South Africa', 'Sri Lanka', 'West Indies', 'Zimbabwe'],
+        label="Batting Team"
+    ),
+    gr.Dropdown(
+        choices=['Afghanistan', 'Australia', 'Bangladesh', 'England', 'India', 'Ireland', 'New Zealand', 'Pakistan',
+                 'South Africa', 'Sri Lanka', 'West Indies', 'Zimbabwe'],
+        label="Bowling Team"
+    ),
+    gr.Slider(minimum=0, maximum=500, step=1, label="Total Runs"),
+    gr.Slider(minimum=0, maximum=11, step=1, label="Total Wickets"),
+    gr.Slider(minimum=0.0, maximum=49.6, step=0.1, label="Overs"),
+    gr.Slider(minimum=0, maximum=500, step=1, label="Runs last 5 overs"),
+    gr.Slider(minimum=0, maximum=11,step=1, label="Wickets last 5 overs"),
+]
+
+
+# Create a function to make predictions
+def predict_accident(
+    batting_team,
+    bowling_team,
+    total_runs,
+    total_wickets,
+    overs,
+    runs_last_5_overs,
+    wickets_last_5_overs
+):
+    # Replace the URL with the actual endpoint you want to send the request to
+    url = "https://parthcodes-test-prediction-model.hf.space/prediction"
+
+    # Replace the payload with the data you want to send in the request body
+    payload = {"batting_team": batting_team, "bowling_team": bowling_team, "total_runs": total_runs, "total_wickets": total_wickets, "overs": overs, "runs_last_5_overs": runs_last_5_overs, "wickets_last_5_overs": wickets_last_5_overs}
+
+    # Convert the payload to JSON
+    json_payload = json.dumps(payload)
+
+    # Set the headers to indicate that you are sending JSON
+    headers = {'Content-Type': 'application/json'}
+
+    # Send the POST request
+    response = requests.post(url, data=json_payload, headers=headers)
+
+    label = f"Score Prediction: {response.json().get('prediction')}"
+    return label
+
+
+# Create the Gradio interface
+title = "ICC World Cup Score Prediction"
+description = "Predict the score of a ICC World Cup matches."
+output_label = [gr.Label(num_top_classes=4)]
+gr.Interface(
+    fn=predict_accident,
+    inputs=inputs,
+    outputs=output_label,
+    title=title,
+    description=description,
+).launch()

requirements.txt

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+gradio
+numpy
+joblib