maxpreps-scraper 0.1.1

A Python scraper for MaxPreps high school sports data

MaxPreps Web Scraper

This Python module scrapes high school sports data from MaxPreps.com, enabling efficient extraction of team rankings and game results across states and sports.

Features

• Retrieve team rankings with strength of schedule, rating, and team links.
• Scrape team schedules, game outcomes, rankings
• Includes address/location data for each team.
• Multi-threaded scraping for speed and efficiency.
• Cleans and structures game metadata (venue, game type, outcome, etc.).

File Structure

• scraper.py: Contains the MaxPrepsScraper class

️ Installation

pip install requests beautifulsoup4 pandas tqdm

Functions

get_rankings(state: str, sport: str, year: str, boys: bool = True)

Retrieves state rankings for a given sport and academic year. Parameters:

• state (str): Two-letter state abbreviation (e.g., 'tx' for Texas)
• sport (str): Sport name (e.g., 'basketball')
• year (str): Academic year of the season (e.g., '21-22')
• boys (bool, optional): Set to True for boys' sports and False for girls'. Defaults to True.

Returns:
pandas.DataFrame containing:

• School Name
• State Rank
• Strength of Schedule (SOS)
• Team Rating
• Team URL

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get_contests(state: str, sport: str, year: str, boys: bool = True, cities: list = None)

Scrapes all contests (games) for selected schools by state, sport, and year. Parameters:

• state (str): Two-letter state abbreviation (e.g., 'tx')
• sport (str): Sport name (e.g., 'basketball')
• year (str): Academic year of the season (e.g., '21-22')
• boys (bool, optional): Set to True for boys' sports and False for girls'. Defaults to True.
• cities (list, optional): A list of cities to filter for, e.g., ['austin', 'el paso'] (if omitted, full state will be scraped)

Returns:
pandas.DataFrame containing game-level contest data, including:

• Date, opponent, venue, scores
• Team location details (address, city, state, zipcode)
• URLs to the MaxPreps pages of both teams

Usage and Example Output

from scraper import MaxPrepsScraper
scraper = MaxPrepsScraper()

# Get Team Rankings
rankings_df = scraper.get_rankings(state = 'de', sport = 'football', year = '23-24')

# Get Contest Data
contests_df = scraper.get_contests(state='tx', sport='basketball', year='21-22', boys=False, cities = ['san antonio'])

#output datframes
rankings_df.head(10)
contests_df.head(10)