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Thiwanka01
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9bdd790
1
Parent(s):
ac03caa
Create app.py
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app.py
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import gradio as gr
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import pandas as pd
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from sklearn.feature_extraction.text import TfidfVectorizer
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from sklearn.metrics.pairwise import cosine_similarity
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# Sample Data (REPLACE WITH YOUR ACTUAL DATABASE)
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data = {
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'event_id': [101, 102, 103, 104, 105],
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'title': ['Hiking Meetup', 'Book Club Discussion', 'Gardening Workshop', 'Coding Class', 'Yoga Session'],
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'description': ['Explore local trails', 'Discuss "The Great Gatsby"', 'Learn basic gardening', 'Python programming basics', 'Relaxing yoga practice'],
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'tags': ['hiking, nature, outdoors', 'books, literature, reading', 'gardening, plants, nature', 'coding, programming, python', 'yoga, fitness, relaxation']
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}
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events_df = pd.DataFrame(data)
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def recommend_activities(interests, num_recommendations=3):
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if not interests:
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return "Please enter your interests."
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user_interests = interests.lower()
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tfidf = TfidfVectorizer()
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tfidf_matrix_events = tfidf.fit_transform(events_df['tags'])
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tfidf_matrix_user = tfidf.transform([user_interests])
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similarities = cosine_similarity(tfidf_matrix_user, tfidf_matrix_events)
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top_indices = similarities.argsort()[0][-num_recommendations:][::-1]
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recommendations = events_df.iloc[top_indices][['title', 'description']].values.tolist()
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return recommendations
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def create_event(title, description, location, date_time, tags):
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print(f"Event created: {title}, {description}, {location}, {date_time}, {tags}")
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return "Event created successfully!"
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with gr.Blocks() as demo:
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gr.Markdown("# AI Community Builder")
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with gr.Row():
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with gr.Column():
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interests_input = gr.Textbox(label="Your Interests (comma-separated)", lines=2, placeholder="e.g., hiking, reading, cooking")
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num_recs_input = gr.Slider(label="Number of Recommendations", minimum=1, maximum=5, value=3, step=1)
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recommend_button = gr.Button("Get Recommendations")
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with gr.Column():
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recommendations_output = gr.Dataframe(headers=["Title", "Description"], datatype=["str", "str"], interactive=True)
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recommend_button.click(fn=recommend_activities, inputs=[interests_input, num_recs_input], outputs=recommendations_output)
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with gr.Accordion("Create a New Event", open=False):
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with gr.Row():
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title_input = gr.Textbox(label="Event Title", placeholder="Enter event title")
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description_input = gr.Textbox(label="Description", lines=3, placeholder="Enter a brief description")
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with gr.Row():
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location_input = gr.Textbox(label="Location", placeholder="Enter location details")
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datetime_input = gr.Textbox(label="Date & Time (YYYY-MM-DD HH:MM)", placeholder="Enter date and time")
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tags_input = gr.Textbox(label="Tags (comma-separated)", placeholder="Enter relevant tags")
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create_event_button = gr.Button("Create Event")
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create_event_button.click(fn=create_event, inputs=[title_input, description_input, location_input, datetime_input, tags_input], outputs=gr.Textbox(label="Result"))
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demo.launch()
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