Code Editor for app.py

import streamlit as st
import pandas as pd
import numpy as np

# Sample data creation
def create_sample_data(num_orders=100):
    order_ids = range(1, num_orders + 1)
    customers = [f'Customer {i}' for i in np.random.randint(1, 21, size=num_orders)]
    amounts = np.random.uniform(20, 500, size=num_orders).round(2)
    order_dates = pd.date_range(start='2023-01-01', periods=num_orders, freq='D')
    data = {'Order ID': order_ids, 'Customer': customers, 'Amount': amounts, 'Order Date': order_dates}
    return pd.DataFrame(data)

# Create sample data
orders_df = create_sample_data()

# Streamlit app layout
st.title('E-commerce Orders Visualization')

st.subheader('Orders Overview')
st.write(orders_df)

# Visualization example
st.subheader('Total Orders per Customer')
order_counts = orders_df['Customer'].value_counts()
st.bar_chart(order_counts)