app.py

import streamlit as st
import pandas as pd
from custom_ollama import query_ollama

# App title
st.title("AI-Powered Data Analysis with Local Ollama (FastAPI)")

# Upload dataset
uploaded_file = st.file_uploader("Upload your dataset (CSV)", type=["csv"])
if uploaded_file:
    df = pd.read_csv(uploaded_file)
    st.write("### Preview of Your Dataset", df.head())

    # Run analysis using Ollama
    if st.button("Run Data Analysis"):
        with st.spinner("Analyzing your data..."):
            prompt = f"Perform a basic exploratory data analysis on the following dataset:\n{df.head()}"
            response = query_ollama(prompt)
            st.success("Analysis complete!")
            st.write(response)