Fetch, Transform, Train, and Predict #41

	name: Fetch, Transform, Train, and Predict

	on:
	schedule:
	- cron: '0 6 * * *' # Runs daily at 11 AM UTC+5 (6 AM UTC)
	push:
	branches:
	- main

	jobs:
	build:
	runs-on: ubuntu-latest

	steps:
	- name: Checkout repository
	uses: actions/checkout@v2

	- name: Set up Python
	uses: actions/setup-python@v2
	with:
	python-version: '3.8'

	- name: Install dependencies
	run: \|
	python -m pip install --upgrade pip
	pip install pandas statsmodels joblib requests plotly

	- name: Fetch weather data
	run: \|
	python scripts/fetch_weather_data.py

	- name: Transform data
	run: \|
	python scripts/transform_data.py

	- name: Train model
	run: \|
	python scripts/train_model.py

	- name: Inference
	run: \|
	python scripts/inference.py

	- name: Commit and push changes
	env:
	GH_PAT: ${{ secrets.GH_PAT }}
	run: \|
	git config --global user.name 'github-actions[bot]'
	git config --global user.email 'github-actions[bot]@users.noreply.github.com'
	git add data/raw/weather_data.json data/processed/processed_data.csv data/models/arima_model.pkl data/processed/predictions.csv
	git commit -m 'Update data, model, and predictions'
	git push https://x-access-token:${{ secrets.GH_PAT }}@github.com/khurshiduktamov/aqi-prediction-app.git

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