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Create app.py
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app.py
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import streamlit as st
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import pandas as pd
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import os
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from pandasai import SmartDataframe
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from pandasai.llm import OpenAI
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from dotenv import load_dotenv
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import tempfile
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import matplotlib.pyplot as plt
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# Load environment variables
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load_dotenv()
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openai_api_key = os.getenv("OPENAI_API_KEY")
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# Ensure OpenAI API key is provided
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if not openai_api_key:
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st.error("OpenAI API key is not set. Please add it to a .env file.")
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st.stop()
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# Initialize the LLM
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llm = OpenAI(api_token=openai_api_key)
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st.title("Chat with Your CSV File Using PandasAI")
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uploaded_file = st.file_uploader("Upload a CSV file", type="csv")
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if uploaded_file:
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# Read the CSV file
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df = pd.read_csv(uploaded_file)
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st.write("### Data Preview")
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st.dataframe(df.head(10))
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# Create SmartDataFrame
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chat_df = SmartDataframe(df, config={"llm": llm})
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st.write("### Chat with Your Data")
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user_query = st.text_input("Enter your question about the data:")
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if user_query:
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try:
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response = chat_df.chat(user_query)
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st.success(f"Response: {response}")
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except Exception as e:
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st.error(f"Error: {e}")
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st.write("### Generate and View Graphs")
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plot_query = st.text_input("Enter a query to generate a graph (e.g., 'Can you plot me a bar graph of total weekly sales for each store?'):")
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if plot_query:
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try:
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with tempfile.TemporaryDirectory() as temp_dir:
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# PandasAI can handle plotting
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chat_df.chat(plot_query)
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# Save and display the plot
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temp_plot_path = os.path.join(temp_dir, "plot.png")
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plt.savefig(temp_plot_path)
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st.image(temp_plot_path, caption="Generated Plot", use_column_width=True)
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except Exception as e:
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st.error(f"Error: {e}")
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st.write("### Instructions")
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st.markdown(
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"1. Upload a CSV file to get started.\n"
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"2. Enter a question to interact with the data.\n"
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"3. Enter a query to generate and view graphs.\n"
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)
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