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import streamlit as st | |
import pandas as pd | |
import plotly.express as px | |
# Load your dataframes | |
df_tv_series= pd.read_csv('series_after_cleaning.csv') | |
df_movies= pd.read_csv('movie_after_cleaning.csv') | |
df_movies['genre'] = df_movies['genre'].str.split(',') | |
df_tv_series['genre'] = df_tv_series['genre'].str.split(',') | |
# Function to generate treemap | |
def create_treemap(df, title): | |
fig = px.treemap(df, path=['parentalguide'], title=title) | |
return fig | |
def create_genre_bar_chart(df, title): | |
# Explode the genre column to count each genre separately | |
df_exploded = df.explode('genre') | |
genre_counts = df_exploded['genre'].value_counts().reset_index() | |
genre_counts.columns = ['genre', 'count'] | |
fig = px.bar(genre_counts, x='genre', y='count', title=title) | |
return fig | |
# Streamlit app | |
st.title('Parental Guide Treemaps') | |
# Split into two columns | |
col1, col2 = st.columns(2) | |
# Initialize variable for selection | |
selection = None | |
# Add buttons in each column | |
with col1: | |
if st.button('Movies'): | |
selection = 'Movies' | |
with col2: | |
if st.button('TV Series'): | |
selection = 'TV Series' | |
# Display the corresponding treemap in the center | |
if selection == 'Movies': | |
st.plotly_chart(create_treemap(df_movies, 'Parental Guide - Movies'), use_container_width=True) | |
st.plotly_chart(create_genre_bar_chart(df_movies, 'Top Genres - Movies'), use_container_width=True) | |
elif selection == 'TV Series': | |
st.plotly_chart(create_treemap(df, 'Parental Guide - TV Series'), use_container_width=True) | |
st.plotly_chart(create_genre_bar_chart(df_tv_series, 'Top Genres - TV Series'), use_container_width=True) | |