# app.py
import streamlit as st
import pandas as pd
import matplotlib.pyplot as plt
import joblib

st.title("Apple Stock Price Prediction - AutoTS")

# Modeli yükle
model = joblib.load("src/autots_model.pkl")

# CSV yükleme
uploaded_file = st.file_uploader("Upload Apple CSV", type="csv")

if uploaded_file:
    data = pd.read_csv(uploaded_file)[['Date', 'Close']]
    data['Date'] = pd.to_datetime(data['Date'])
    
    st.subheader("Apple Stock Prices")
    st.line_chart(data.set_index('Date')['Close'])
    
    # Tahmin yap
    prediction = model.predict()
    forecast = prediction.forecast
    
    st.subheader("Next 10 Days Forecast")
    st.line_chart(forecast['Close'])
    st.dataframe(forecast)