Create app.py
Browse files
app.py
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import streamlit as st
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import numpy as np
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import pandas as pd
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from ydata_profiling import ProfileReport
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st.set_page_config(page_title='Automated Data Profiling')
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st.title('AUTOMATED DATA PROFILING')
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st.subheader('Upload your CSV file')
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uploaded_file = st.file_uploader('Choose a CSV file', type={"csv"})
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if uploaded_file is not None:
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st.markdown('---')
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@st.cache_data
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def load_excel(file1):
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df = pd.read_csv(file1, encoding='latin-1')
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return df
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df = load_excel(uploaded_file)
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df = df.replace(np.nan,'',regex=True)
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st.subheader('Data Preview')
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st.dataframe(df.head(20))
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profile = ProfileReport(df, title="Profiling Report")
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profile.to_file("Profile_Report.html")
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with open("Profile_Report.html", "rb") as file:
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btn = st.download_button(
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label="Download Profile Report",
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data=file,
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file_name="Profile_Report.html",
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mime="html"
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)
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