Python Automation

Full-stack Python automation toolkit for file processing, data extraction, PDF manipulation, Excel/workbook automation, web scraping, and system tasks. Use when the user needs to: (1) Process/rename/organize files in bulk, (2) Extract data from PDFs, CSVs, or web pages, (3) Generate or modify Excel reports, (4) Automate repetitive system tasks (cron, file watching), (5) Build quick CLI tools for data processing.

Core Libraries Quick Reference

Task	Library	Installation
File system	pathlib, shutil, os	stdlib
CSV	csv	stdlib
Excel	openpyxl	pip install openpyxl
Excel (old)	xlrd / xlwt	pip install xlrd xlwt
PDF text	PyMuPDF (fitz)	pip install PyMuPDF
PDF tables	camelot-py / tabula-py	pip install camelot-py
Web scraping	requests + BeautifulSoup4	pip install requests beautifulsoup4
Browser automation	playwright or selenium	pip install playwright
CLI	argparse (stdlib) or click	stdlib / pip install click
Rich terminal	rich	pip install rich
File watching	watchdog	pip install watchdog
Scheduling	schedule or cron	pip install schedule

Common Patterns

1. Batch File Processing

python

from pathlib import Path

for f in Path(".").glob("**/*.txt"):
    content = f.read_text()
    # transform content
    f.write_text(content)

2. CSV Read/Write

python

import csv
with open("input.csv", newline="") as f:
    reader = csv.DictReader(f)
    for row in reader:
        print(row["column_name"])

with open("output.csv", "w", newline="") as f:
    writer = csv.writer(f)
    writer.writerow(["col1", "col2"])
    writer.writerow(["val1", "val2"])

3. Excel Generation

python

from openpyxl import Workbook
wb = Workbook()
ws = wb.active
ws["A1"] = "Hello"
ws["B1"] = 42
wb.save("output.xlsx")

4. Web Scraping

python

import requests
from bs4 import BeautifulSoup

resp = requests.get("https://example.com", timeout=10)
soup = BeautifulSoup(resp.text, "html.parser")
for link in soup.select("a[href]"):
    print(link["href"], link.text.strip())

Scripts

See scripts/ for ready-to-use automation scripts:

• rename_batch.py — Batch rename files with pattern matching
• csv_to_excel.py — Convert CSV files to Excel workbooks

Reference Files

• references/pandas.md — Advanced data analysis with pandas
• references/pdf.md — PDF extraction patterns