added validation for no genre
Browse files
app.py
CHANGED
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@@ -22,8 +22,11 @@ all_genres = set()
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df["genres"].str.split("|").apply(all_genres.update)
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genre_list = sorted(all_genres)
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# 5)
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def recommend_by_genre_and_year_range(genre: str, start_year: int, end_year: int, top_k: int = 5) -> str:
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mask_genre = metadata["genres"].str.lower().str.contains(genre.lower(), na=False)
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year_col = metadata["release_year"].fillna(0)
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mask_year = (year_col >= start_year) & (year_col <= end_year)
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@@ -38,11 +41,11 @@ def recommend_by_genre_and_year_range(genre: str, start_year: int, end_year: int
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for _, row in picks.iterrows()
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)
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# 6) Gradio interface
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iface = gr.Interface(
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fn=recommend_by_genre_and_year_range,
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inputs=[
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gr.Dropdown(choices=genre_list, label="Select Genre"),
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gr.Number(label="Start Year", value=1990, precision=0),
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gr.Number(label="End Year", value=1995, precision=0),
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gr.Slider(1, 10, step=1, label="Number of Recommendations", value=5),
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@@ -51,8 +54,8 @@ iface = gr.Interface(
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title="🎬 Movie Recommender by Genre & Year Range",
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description="""
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Loads local MovieLens metadata (ml-32m), extracts release years from titles,
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normalizes genres, and filters by genre and custom year range.
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"""
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)
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if __name__ == "__main__":
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df["genres"].str.split("|").apply(all_genres.update)
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genre_list = sorted(all_genres)
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+
# 5) Recommendation function with year range and genre check
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def recommend_by_genre_and_year_range(genre: str, start_year: int, end_year: int, top_k: int = 5) -> str:
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if not genre:
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return "⚠️ Please select a genre."
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+
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mask_genre = metadata["genres"].str.lower().str.contains(genre.lower(), na=False)
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year_col = metadata["release_year"].fillna(0)
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mask_year = (year_col >= start_year) & (year_col <= end_year)
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for _, row in picks.iterrows()
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)
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+
# 6) Gradio interface
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iface = gr.Interface(
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fn=recommend_by_genre_and_year_range,
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inputs=[
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gr.Dropdown(choices=genre_list, label="Select Genre", value=None),
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gr.Number(label="Start Year", value=1990, precision=0),
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gr.Number(label="End Year", value=1995, precision=0),
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gr.Slider(1, 10, step=1, label="Number of Recommendations", value=5),
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title="🎬 Movie Recommender by Genre & Year Range",
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description="""
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Loads local MovieLens metadata (ml-32m), extracts release years from titles,
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+
normalizes genres, and filters by genre and a custom year range.
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+
"""
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)
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if __name__ == "__main__":
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