Create a Streamlit application that has a text field to enter a URL (default value: https://raw.githubusercontent.com/mwaskom/seaborn-data/master/penguins.csv). The app should read the CSV file (and cache it) from the URL and display a DataFrame. Add controls to do the following: - Control how many rows are displayed - A checkbox to determine to randomly shuffle the DataFrame
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import streamlit as st
import pandas as pd
st.title('CSV Data Viewer')
# Text input for URL with default value
url = st.text_input('Enter the URL of the CSV file:', 'https://raw.githubusercontent.com/mwaskom/seaborn-data/master/penguins.csv')
# Checkbox to enable random shuffling
shuffle = st.checkbox('Shuffle DataFrame?')
# Slider to control number of rows displayed
num_rows = st.slider('Number of rows to display:', 1, 100, 10)
@st.cache_data
def load_data(url):
return pd.read_csv(url)
try:
# Load data from the URL
df = load_data(url)
# Shuffle DataFrame if the checkbox is checked
if shuffle:
df = df.sample(frac=1).reset_index(drop=True)
# Display the DataFrame based on the number of rows selected
st.dataframe(df.head(num_rows))
except Exception as e:
st.error(f'Error loading data: {e}')
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