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
# Title of the app
st.title("CSV Viewer")
# Text input for the URL with a default value
url = st.text_input(
"Enter CSV URL:",
"https://raw.githubusercontent.com/mwaskom/seaborn-data/master/penguins.csv"
)
# Checkbox to shuffle the data
shuffle_data = st.checkbox("Shuffle Data")
# Control for the number of rows to display
num_rows = st.slider("Number of rows to display:", min_value=1, max_value=100)
# Read the CSV from the URL and cache the result
@st.cache_data
def load_data(url):
data = pd.read_csv(url)
return data
try:
df = load_data(url)
if shuffle_data:
df = df.sample(frac=1).reset_index(drop=True) # Shuffle the DataFrame
# Display the DataFrame with the specified number of rows
st.dataframe(df.head(num_rows))
except Exception as e:
st.error(f"Error loading data: {e}")
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