Update pages/Data.upload.py
Browse files- pages/Data.upload.py +44 -0
pages/Data.upload.py
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import streamlit as st
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import pandas as pd
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# Page Config
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st.set_page_config(page_title="AutoML - Classification", layout="wide")
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st.title("Classification Data")
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# Upload button
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uploaded_file = st.file_uploader("Upload Data", type=["csv", "json", "xml", "xlsx"])
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if uploaded_file is not None:
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file_extension = uploaded_file.name.split(".")[-1]
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# Read dataset based on file type
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if file_extension == "csv":
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df = pd.read_csv(uploaded_file)
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elif file_extension == "json":
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df = pd.read_json(uploaded_file)
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elif file_extension == "xml":
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df = pd.read_xml(uploaded_file)
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elif file_extension == "xlsx":
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df = pd.read_excel(uploaded_file)
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st.success("File uploaded successfully!")
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# Dropdown to select basic info
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options = ["Head of Data", "Data Info", "Describe Data"]
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selected_option = st.selectbox("Select Basic Info to View", options)
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if selected_option == "Head of Data":
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st.write(df.head())
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elif selected_option == "Data Info":
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buffer = []
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df.info(buf=buffer)
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s = "\n".join(str(x) for x in buffer)
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st.text(s)
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elif selected_option == "Describe Data":
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st.write(df.describe())
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# Submit button to redirect to EDA page
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if st.button("Submit"):
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st.session_state["uploaded_df"] = df # Store data in session state
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st.switch_page("pages/1_EDA.py") # Redirect to EDA page
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