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Browse files- Pages/Recommender App.py +276 -79
- app.py +4 -21
Pages/Recommender App.py
CHANGED
@@ -88,154 +88,350 @@ def recommend(anime, genre=None):
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# Function to display the top 8 animes with the highest rating
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def top_animes():
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top8 = anime_data.sort_values("score", ascending=False).head(8)
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with st.container():
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col1, col2, col3
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with
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st.
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st.image(top8.iloc[0].poster)
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with
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st.
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st.image(top8.iloc[1].poster)
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with
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st.
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st.image(top8.iloc[2].poster)
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with
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st.
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st.image(top8.iloc[3].poster)
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st.divider()
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with st.container():
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col5, col6, col7
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with
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st.
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st.image(top8.iloc[4].poster)
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with
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st.
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st.image(top8.iloc[5].poster)
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with
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st.
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st.image(top8.iloc[6].poster)
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with
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st.
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st.image(top8.iloc[7].poster)
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# Function to display the top 8 animes for user given genre
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def top_animes_genres(genre_select):
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top_8_genre = anime_data[
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anime_data["genres"].str.contains(genre_select)
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].sort_values("score", ascending=False)[:8]
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col1, col2, col3
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with
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st.
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st.image(top_8_genre.iloc[0].poster)
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with
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st.
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st.image(top_8_genre.iloc[1].poster)
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with
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st.
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st.image(top_8_genre.iloc[2].poster)
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with
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st.
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st.image(top_8_genre.iloc[3].poster)
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st.divider()
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col5, col6, col7
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with
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st.
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st.image(top_8_genre.iloc[4].poster)
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with
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st.
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st.image(top_8_genre.iloc[5].poster)
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with
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st.
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st.image(top_8_genre.iloc[6].poster)
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with
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st.
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st.image(top_8_genre.iloc[7].poster)
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# Function to display the top 8 animes with user given anime name for all genres
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def top_animes_custom(anime_select):
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(
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recommended_anime_names,
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recommended_anime_posters,
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recommended_anime_urls,
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) = recommend(anime_select)
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with st.container():
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col1, col2, col3
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with
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st.
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st.image(recommended_anime_posters[0])
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with
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st.
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st.image(recommended_anime_posters[1])
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with
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st.
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st.image(recommended_anime_posters[2])
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with
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st.
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st.image(recommended_anime_posters[3])
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st.divider()
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with st.container():
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col5, col6, col7
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with
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st.
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st.image(recommended_anime_posters[4])
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with
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st.
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st.image(recommended_anime_posters[5])
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with
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st.
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st.image(recommended_anime_posters[6])
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with
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st.
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st.image(recommended_anime_posters[7])
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# Function to display the top 8 animes with user given anime name and genre
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def top_animes_custom_genres(anime_select, genre_select):
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(
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recommended_anime_names,
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recommended_anime_posters,
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recommended_anime_urls,
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) = recommend(anime_select, genre_select)
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with st.container():
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col1, col2, col3
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with
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st.
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st.image(recommended_anime_posters[0])
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with
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st.
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st.image(recommended_anime_posters[1])
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with
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st.
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st.image(recommended_anime_posters[2])
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with
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st.
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st.image(recommended_anime_posters[3])
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st.divider()
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with st.container():
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col5, col6, col7
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with
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st.
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st.image(recommended_anime_posters[4])
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with
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st.
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st.image(recommended_anime_posters[5])
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with
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st.
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st.image(recommended_anime_posters[6])
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with
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st.
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st.image(recommended_anime_posters[7])
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@@ -243,18 +439,19 @@ def top_animes_custom_genres(anime_select, genre_select):
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def recommender_page():
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style_for_page = """
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<style>
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-
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-
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}
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</style>
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"""
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st.markdown(style_for_page, unsafe_allow_html=True)
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st.title("Anime Recommendation System")
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anime_list = anime_data["title"].tolist()
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anime_list.sort()
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# Function to display the top 8 animes with the highest rating
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def top_animes():
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style_for_page = """
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<style>
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div.st-emotion-cache-1v0mbdj.e115fcil1>img {
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border-radius: 10px;
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}
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a.st-emotion-cache-1lbx6hs.e16zdaao0 {
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border-radius: 15px;
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text-align: center;
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}
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a.st-emotion-cache-1lbx6hs.e16zdaao0:hover {
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scale: 1.05;
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transition-duration: 0.3s;
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}
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</style>
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"""
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st.markdown(style_for_page, unsafe_allow_html=True)
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+
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top8 = anime_data.sort_values("score", ascending=False).head(8)
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with st.container():
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col0, col1, col2, col3 = st.columns(4)
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with col0:
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st.link_button(
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f"{top8.iloc[0].title}",
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f"{top8.iloc[0].anime_url}",
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use_container_width=True,
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)
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st.image(top8.iloc[0].poster)
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with col1:
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st.link_button(
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f"{top8.iloc[1].title}",
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f"{top8.iloc[1].anime_url}",
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use_container_width=True,
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)
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st.image(top8.iloc[1].poster)
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with col2:
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st.link_button(
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f"{top8.iloc[2].title}",
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f"{top8.iloc[2].anime_url}",
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use_container_width=True,
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)
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st.image(top8.iloc[2].poster)
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with col3:
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st.link_button(
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f"{top8.iloc[3].title}",
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+
f"{top8.iloc[3].anime_url}",
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use_container_width=True,
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)
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st.image(top8.iloc[3].poster)
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st.divider()
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with st.container():
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col4, col5, col6, col7 = st.columns(4)
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with col4:
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st.link_button(
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f"{top8.iloc[4].title}",
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+
f"{top8.iloc[4].anime_url}",
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+
use_container_width=True,
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)
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st.image(top8.iloc[4].poster)
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with col5:
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st.link_button(
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f"{top8.iloc[5].title}",
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+
f"{top8.iloc[5].anime_url}",
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+
use_container_width=True,
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)
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st.image(top8.iloc[5].poster)
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with col6:
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st.link_button(
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f"{top8.iloc[6].title}",
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+
f"{top8.iloc[6].anime_url}",
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+
use_container_width=True,
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)
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st.image(top8.iloc[6].poster)
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with col7:
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st.link_button(
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f"{top8.iloc[7].title}",
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+
f"{top8.iloc[7].anime_url}",
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+
use_container_width=True,
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)
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st.image(top8.iloc[7].poster)
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# Function to display the top 8 animes for user given genre
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def top_animes_genres(genre_select):
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+
style_for_page = """
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+
<style>
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+
div.st-emotion-cache-1v0mbdj.e115fcil1>img {
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+
border-radius: 10px;
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+
}
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+
a.st-emotion-cache-1lbx6hs.e16zdaao0 {
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+
border-radius: 15px;
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+
text-align: center;
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+
}
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+
a.st-emotion-cache-1lbx6hs.e16zdaao0:hover {
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+
scale: 1.05;
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+
transition-duration: 0.3s;
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}
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</style>
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"""
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st.markdown(style_for_page, unsafe_allow_html=True)
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+
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top_8_genre = anime_data[
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anime_data["genres"].str.contains(genre_select)
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].sort_values("score", ascending=False)[:8]
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col0, col1, col2, col3 = st.columns(4)
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with col0:
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st.link_button(
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f"{top_8_genre.iloc[0].title}",
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+
f"{top_8_genre.iloc[0].anime_url}",
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+
use_container_width=True,
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)
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st.image(top_8_genre.iloc[0].poster)
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with col1:
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st.link_button(
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f"{top_8_genre.iloc[1].title}",
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+
f"{top_8_genre.iloc[1].anime_url}",
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+
use_container_width=True,
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)
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st.image(top_8_genre.iloc[1].poster)
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+
with col2:
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st.link_button(
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f"{top_8_genre.iloc[2].title}",
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+
f"{top_8_genre.iloc[2].anime_url}",
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+
use_container_width=True,
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+
)
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st.image(top_8_genre.iloc[2].poster)
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+
with col3:
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+
st.link_button(
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f"{top_8_genre.iloc[3].title}",
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+
f"{top_8_genre.iloc[3].anime_url}",
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+
use_container_width=True,
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+
)
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st.image(top_8_genre.iloc[3].poster)
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st.divider()
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+
col4, col5, col6, col7 = st.columns(4)
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+
with col4:
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+
st.link_button(
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f"{top_8_genre.iloc[4].title}",
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+
f"{top_8_genre.iloc[4].anime_url}",
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+
use_container_width=True,
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)
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st.image(top_8_genre.iloc[4].poster)
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+
with col5:
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+
st.link_button(
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+
f"{top_8_genre.iloc[5].title}",
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+
f"{top_8_genre.iloc[5].anime_url}",
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+
use_container_width=True,
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)
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st.image(top_8_genre.iloc[5].poster)
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+
with col6:
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+
st.link_button(
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+
f"{top_8_genre.iloc[6].title}",
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+
f"{top_8_genre.iloc[6].anime_url}",
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+
use_container_width=True,
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+
)
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st.image(top_8_genre.iloc[6].poster)
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+
with col7:
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+
st.link_button(
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+
f"{top_8_genre.iloc[7].title}",
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+
f"{top_8_genre.iloc[7].anime_url}",
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+
use_container_width=True,
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+
)
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st.image(top_8_genre.iloc[7].poster)
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# Function to display the top 8 animes with user given anime name for all genres
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def top_animes_custom(anime_select):
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+
style_for_page = """
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+
<style>
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+
div.st-emotion-cache-1v0mbdj.e115fcil1>img {
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+
border-radius: 10px;
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+
}
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+
a.st-emotion-cache-1lbx6hs.e16zdaao0 {
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+
border-radius: 15px;
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+
text-align: center;
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+
}
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+
a.st-emotion-cache-1lbx6hs.e16zdaao0:hover {
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+
scale: 1.05;
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+
transition-duration: 0.3s;
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+
}
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+
</style>
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"""
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st.markdown(style_for_page, unsafe_allow_html=True)
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+
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(
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recommended_anime_names,
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recommended_anime_posters,
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recommended_anime_urls,
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) = recommend(anime_select)
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with st.container():
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+
col0, col1, col2, col3 = st.columns(4)
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+
with col0:
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+
st.link_button(
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f"{recommended_anime_names[0]}",
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289 |
+
f"{recommended_anime_urls[0]}",
|
290 |
+
use_container_width=True,
|
291 |
+
)
|
292 |
st.image(recommended_anime_posters[0])
|
293 |
+
with col1:
|
294 |
+
st.link_button(
|
295 |
+
f"{recommended_anime_names[1]}",
|
296 |
+
f"{recommended_anime_urls[1]}",
|
297 |
+
use_container_width=True,
|
298 |
+
)
|
299 |
st.image(recommended_anime_posters[1])
|
300 |
+
with col2:
|
301 |
+
st.link_button(
|
302 |
+
f"{recommended_anime_names[2]}",
|
303 |
+
f"{recommended_anime_urls[2]}",
|
304 |
+
use_container_width=True,
|
305 |
+
)
|
306 |
st.image(recommended_anime_posters[2])
|
307 |
+
with col3:
|
308 |
+
st.link_button(
|
309 |
+
f"{recommended_anime_names[3]}",
|
310 |
+
f"{recommended_anime_urls[3]}",
|
311 |
+
use_container_width=True,
|
312 |
+
)
|
313 |
st.image(recommended_anime_posters[3])
|
314 |
|
315 |
st.divider()
|
316 |
|
317 |
with st.container():
|
318 |
+
col4, col5, col6, col7 = st.columns(4)
|
319 |
+
with col4:
|
320 |
+
st.link_button(
|
321 |
+
f"{recommended_anime_names[4]}",
|
322 |
+
f"{recommended_anime_urls[4]}",
|
323 |
+
use_container_width=True,
|
324 |
+
)
|
325 |
st.image(recommended_anime_posters[4])
|
326 |
+
with col5:
|
327 |
+
st.link_button(
|
328 |
+
f"{recommended_anime_names[5]}",
|
329 |
+
f"{recommended_anime_urls[5]}",
|
330 |
+
use_container_width=True,
|
331 |
+
)
|
332 |
st.image(recommended_anime_posters[5])
|
333 |
+
with col6:
|
334 |
+
st.link_button(
|
335 |
+
f"{recommended_anime_names[6]}",
|
336 |
+
f"{recommended_anime_urls[6]}",
|
337 |
+
use_container_width=True,
|
338 |
+
)
|
339 |
st.image(recommended_anime_posters[6])
|
340 |
+
with col7:
|
341 |
+
st.link_button(
|
342 |
+
f"{recommended_anime_names[7]}",
|
343 |
+
f"{recommended_anime_urls[7]}",
|
344 |
+
use_container_width=True,
|
345 |
+
)
|
346 |
st.image(recommended_anime_posters[7])
|
347 |
|
348 |
|
349 |
# Function to display the top 8 animes with user given anime name and genre
|
350 |
def top_animes_custom_genres(anime_select, genre_select):
|
351 |
+
style_for_page = """
|
352 |
+
<style>
|
353 |
+
div.st-emotion-cache-1v0mbdj.e115fcil1>img {
|
354 |
+
border-radius: 10px;
|
355 |
+
}
|
356 |
+
a.st-emotion-cache-1lbx6hs.e16zdaao0 {
|
357 |
+
border-radius: 15px;
|
358 |
+
text-align: center;
|
359 |
+
}
|
360 |
+
a.st-emotion-cache-1lbx6hs.e16zdaao0:hover {
|
361 |
+
scale: 1.05;
|
362 |
+
transition-duration: 0.3s;
|
363 |
+
}
|
364 |
+
</style>
|
365 |
+
"""
|
366 |
+
st.markdown(style_for_page, unsafe_allow_html=True)
|
367 |
+
|
368 |
(
|
369 |
recommended_anime_names,
|
370 |
recommended_anime_posters,
|
371 |
recommended_anime_urls,
|
372 |
) = recommend(anime_select, genre_select)
|
373 |
with st.container():
|
374 |
+
col0, col1, col2, col3 = st.columns(4)
|
375 |
+
with col0:
|
376 |
+
st.link_button(
|
377 |
+
f"{recommended_anime_names[0]}",
|
378 |
+
f"{recommended_anime_urls[0]}",
|
379 |
+
use_container_width=True,
|
380 |
+
)
|
381 |
st.image(recommended_anime_posters[0])
|
382 |
+
with col1:
|
383 |
+
st.link_button(
|
384 |
+
f"{recommended_anime_names[1]}",
|
385 |
+
f"{recommended_anime_urls[1]}",
|
386 |
+
use_container_width=True,
|
387 |
+
)
|
388 |
st.image(recommended_anime_posters[1])
|
389 |
+
with col2:
|
390 |
+
st.link_button(
|
391 |
+
f"{recommended_anime_names[2]}",
|
392 |
+
f"{recommended_anime_urls[2]}",
|
393 |
+
use_container_width=True,
|
394 |
+
)
|
395 |
st.image(recommended_anime_posters[2])
|
396 |
+
with col3:
|
397 |
+
st.link_button(
|
398 |
+
f"{recommended_anime_names[3]}",
|
399 |
+
f"{recommended_anime_urls[3]}",
|
400 |
+
use_container_width=True,
|
401 |
+
)
|
402 |
st.image(recommended_anime_posters[3])
|
403 |
|
404 |
st.divider()
|
405 |
|
406 |
with st.container():
|
407 |
+
col4, col5, col6, col7 = st.columns(4)
|
408 |
+
with col4:
|
409 |
+
st.link_button(
|
410 |
+
f"{recommended_anime_names[4]}",
|
411 |
+
f"{recommended_anime_urls[4]}",
|
412 |
+
use_container_width=True,
|
413 |
+
)
|
414 |
st.image(recommended_anime_posters[4])
|
415 |
+
with col5:
|
416 |
+
st.link_button(
|
417 |
+
f"{recommended_anime_names[5]}",
|
418 |
+
f"{recommended_anime_urls[5]}",
|
419 |
+
use_container_width=True,
|
420 |
+
)
|
421 |
st.image(recommended_anime_posters[5])
|
422 |
+
with col6:
|
423 |
+
st.link_button(
|
424 |
+
f"{recommended_anime_names[6]}",
|
425 |
+
f"{recommended_anime_urls[6]}",
|
426 |
+
use_container_width=True,
|
427 |
+
)
|
428 |
st.image(recommended_anime_posters[6])
|
429 |
+
with col7:
|
430 |
+
st.link_button(
|
431 |
+
f"{recommended_anime_names[7]}",
|
432 |
+
f"{recommended_anime_urls[7]}",
|
433 |
+
use_container_width=True,
|
434 |
+
)
|
435 |
st.image(recommended_anime_posters[7])
|
436 |
|
437 |
|
|
|
439 |
def recommender_page():
|
440 |
style_for_page = """
|
441 |
<style>
|
442 |
+
button.st-emotion-cache-c766yy.ef3psqc11 {
|
443 |
+
border-radius: 10px;
|
444 |
+
}
|
445 |
+
|
446 |
+
button.st-emotion-cache-c766yy.ef3psqc11:hover {
|
447 |
+
scale: 1.05;
|
448 |
+
transition-duration: 0.3s;
|
449 |
}
|
450 |
</style>
|
451 |
"""
|
452 |
st.markdown(style_for_page, unsafe_allow_html=True)
|
453 |
|
454 |
+
st.title("Anime Recommendation System :ninja:")
|
455 |
|
456 |
anime_list = anime_data["title"].tolist()
|
457 |
anime_list.sort()
|
app.py
CHANGED
@@ -27,26 +27,8 @@ show_pages(
|
|
27 |
def home_page():
|
28 |
style_for_page = """
|
29 |
<style>
|
30 |
-
div.
|
31 |
-
|
32 |
-
height: 100%;
|
33 |
-
box-shadow: 0 0 0 1px rgba(0,0,0,.1);
|
34 |
-
border-radius: 5rem;
|
35 |
-
padding: 4rem;
|
36 |
-
justify-content: left;}
|
37 |
-
|
38 |
-
div.css-k7vsyb.e16nr0p31>h1 {
|
39 |
-
font-family: Poppins, sans-serif;
|
40 |
-
}
|
41 |
-
|
42 |
-
div.css-14xtw13.e8zbici0 {
|
43 |
-
margin-right: 2rem;
|
44 |
-
scale: 1.15;
|
45 |
-
}
|
46 |
-
|
47 |
-
div.css-nahz7x.e16nr0p34>p {
|
48 |
-
font-family: Poppins, sans-serif;
|
49 |
-
font-size: 1.05rem;
|
50 |
}
|
51 |
</style>
|
52 |
"""
|
@@ -60,7 +42,8 @@ def home_page():
|
|
60 |
"Explore a world of anime and find personalized recommendations based on your anime preferences."
|
61 |
)
|
62 |
img = Image.open(r"animes.jpg")
|
63 |
-
st.
|
|
|
64 |
st.write(
|
65 |
"Get started by selecting your favorite anime and let the recommendation system do the rest!"
|
66 |
)
|
|
|
27 |
def home_page():
|
28 |
style_for_page = """
|
29 |
<style>
|
30 |
+
div.st-emotion-cache-1v0mbdj.e115fcil1>img {
|
31 |
+
border-radius: 50px;
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
32 |
}
|
33 |
</style>
|
34 |
"""
|
|
|
42 |
"Explore a world of anime and find personalized recommendations based on your anime preferences."
|
43 |
)
|
44 |
img = Image.open(r"animes.jpg")
|
45 |
+
with st.container():
|
46 |
+
st.image(img, width=950, caption="Anime Characters")
|
47 |
st.write(
|
48 |
"Get started by selecting your favorite anime and let the recommendation system do the rest!"
|
49 |
)
|