Create an 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 Users select one or two variables and you must determine the best way to visualize them.
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import streamlit as st
import pandas as pd
@st.cache_data
def load_data(url):
return pd.read_csv(url)
st.title("Penguins Data Viewer")
url = st.text_input("Enter CSV URL:", "https://raw.githubusercontent.com/mwaskom/seaborn-data/master/penguins.csv")
num_rows = st.number_input("Number of rows to display", min_value=1, value=5)
shuffle = st.checkbox("Shuffle DataFrame")
if st.button("Load Data"):
df = load_data(url)
if shuffle:
df = df.sample(frac=1).reset_index(drop=True)
st.write(df.head(num_rows))
variable1 = st.selectbox("Select the first variable:", df.columns)
variable2 = st.selectbox("Select the second variable (optional):", [None] + list(df.columns))
if variable2:
if df[variable1].dtype == 'object' or df[variable2].dtype == 'object':
st.bar_chart(df[[variable1, variable2]].value_counts())
else:
st.line_chart(df[[variable1, variable2]])
else:
if df[variable1].dtype == 'object':
st.bar_chart(df[variable1].value_counts())
else:
st.line_chart(df[variable1])Hi! I can help you with any questions about Streamlit and Python. What would you like to know?