palitrajarshi commited on
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  1. pages/CSV_Data_Analyzer.py +20 -0
  2. utils1.py +13 -0
pages/CSV_Data_Analyzer.py ADDED
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+ import streamlit as st
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+ from dotenv import load_dotenv
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+ from utils import query_agent
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+
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+ load_dotenv()
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+
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+
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+ st.title("Let's do some analysis on your CSV")
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+ st.header("Please upload your CSV file here:")
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+
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+ # Capture the CSV file
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+ data = st.file_uploader("Upload CSV file",type="csv")
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+
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+ query = st.text_area("Enter your query")
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+ button = st.button("Generate Response")
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+
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+ if button:
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+ # Get Response
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+ answer = query_agent(data,query)
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+ st.write(answer)
utils1.py ADDED
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+ from langchain.agents import create_pandas_dataframe_agent
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+ import pandas as pd
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+ from langchain.llms import OpenAI
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+
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+ def query_agent(data, query):
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+ # Parse the CSV file and create a Pandas DataFrame from its contents.
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+ df = pd.read_csv(data)
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+ llm = OpenAI()
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+ # Create a Pandas DataFrame agent.
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+ agent = create_pandas_dataframe_agent(llm, df, verbose=True)
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+ #Python REPL: A Python shell used to evaluating and executing Python commands.
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+ #It takes python code as input and outputs the result. The input python code can be generated from another tool in the LangChain
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+ return agent.run(query)