footballmvp 0.1.0

Analytical tool to determine top performing football players (MVP) across leagues and tournaments.

FootballMVP An analytics program to find the top-performing players (MVPs) in football leagues and tournaments.

What is Soccer MVP Analyzer? This project calculates the Most Valuable Player (MVP) for professional football leagues and tournaments using player performance statistics.

Think of it as a custom analytics engine that scrapes, cleans, processes, and visualizes soccer player data to answer:

"Who’s really been the MVP this season?"

Getting Started

1. Clone the Project Choose your workflow:

Option A: Clone (For engineers) git clone https://github.com/YOUR_USERNAME/FootballMVPAPI.git

Option B: Fork (For contributors) Fork the repo on GitHub, then clone your fork: git clone https://github.com/YOUR_USERNAME/FootballMVPAPI.git

Option C: Install via pip (For developers) pip install FootballMVP pip install -r requirements.txt python mvp_comp_dir/mvp_run.py

2. Setup Your Environment Python Version: 3.12 (Required)

Install dependencies: pip install -r requirements.txt Using pyenv (recommended): pyenv install 3.12.4 pyenv virtualenv 3.12.4 soccer-mvp-env pyenv activate soccer-mvp-env pip install -r requirements.txt Troubleshooting: If you see ModuleNotFoundError: No module named 'distutils', run: pip install setuptools

3. Install Java (Needed for PySpark) Install Java 11: brew install openjdk@11 Verify Java version: java --version Link Java with Homebrew:

sudo ln -sfn /opt/homebrew/opt/openjdk@11/libexec/openjdk.jdk /Library/Java/JavaVirtualMachines/openjdk-11.jdk Add to your shell config (.zshrc or .bashrc):

---

Pyenv setup export PYENV_ROOT="$HOME/.pyenv" export PATH="$PYENV_ROOT/bin:$PATH"

Initialize pyenv and pyenv-virtualenv eval "$(pyenv init --path)" eval "$(pyenv init -)" eval "$(pyenv virtualenv-init -)"

Java setup for PySpark (force Java 11) export JAVA_HOME="/opt/homebrew/opt/openjdk@11" export PATH="$JAVA_HOME/bin:$PATH" Reload your shell:

source ~/.zshrc

---

3. Input Parameters (Function Call)

def compute_mvp(
    competition_name: str,             # Required
    competition_year: str,             # Required
    scalar: int = 4,                   # Optional
    open_close_league: str = "",       # Optional
    overide: bool = True,              # Optional
    title: str = "",                   # Optional
    percentile_threshold: float = .98, # Optional
    manual_competition_id: str = ""    # Optional
) -> str:

---

Add Competition to Watchlist

• If already in list:

print(all_comps.add_competition_to_my_watchlist(competition_name="mls", gather_all_competition_ids=all_comp_info))

• If NOT in list (custom URL):

print(all_comps.add_competition_to_my_watchlist(
    competition_name="", 
    gather_all_competition_ids=all_comp_info, 
    defined_url="https://www.fotmob.com/leagues/55/matches/serie"
))

Run with optional arguements:

Only Required Params:

print(workflow_compute_mvp(competition_name="mls", competition_year="2023"))
print(workflow_compute_mvp(competition_name="serie", competition_year="2024-2025"))

Custom Scalar

print(mvp.compute_mvp(competition_name="fifa-intercontinental-cup", competition_year="2024", scalar=14))

Two Leagues Per Year

print(workflow_compute_mvp(competition_name="liga-mx", competition_year="2024-2025", open_close_league="Apertura"))
print(workflow_compute_mvp(competition_name="liga-mx", competition_year="2024-2025", open_close_league="Clausura"))

Memoization Without Override

print(workflow_compute_mvp(competition_name="canadian-championship", competition_year="2025", overide=False))

Custom Table Title

print(workflow_compute_mvp(competition_name="concacaf-champions-cup", competition_year="2025", title="Top Performing Players for North American Football Clubs"))

Custom Percentile Threshold

mvp = MVP()
print(mvp.compute_mvp(competition_name="serie", competition_year="2024-2025", percentile_threshold=.97, title="Top 3% MVPs for Serie-A in 2024-2025"))

Use Manual Competition ID

print(all_comps.add_competition_to_my_watchlist(competition_name="", gather_all_competition_ids=all_comp_info, defined_url="https://www.fotmob.com/leagues/47/matches/premier-league"))
print(workflow_compute_mvp(competition_name="premier-league", competition_year="2016-2017", manual_competition_id="47"))

print(all_comps.add_competition_to_my_watchlist(competition_name="", gather_all_competition_ids=all_comp_info, defined_url="https://www.fotmob.com/leagues/9986/matches/premier-league"))
print(workflow_compute_mvp(competition_name="premier-league", competition_year="2019", manual_competition_id="9986"))

Sample Code:

- Add Competitions:

    - Internationianl - Countries
        - print(all_comps.add_competition_to_my_watchlist(competition_name="concacaf-gold-cup", gather_all_competition_ids=all_comp_info, defined_url="https://www.fotmob.com/leagues/298/matches/concacaf-gold-cup"))
        - print(all_comps.add_competition_to_my_watchlist(competition_name="euro", gather_all_competition_ids=all_comp_info))
        - print(all_comps.add_competition_to_my_watchlist(competition_name="concacaf-nations-league", gather_all_competition_ids=all_comp_info))
        - print(all_comps.add_competition_to_my_watchlist(competition_name="uefa-nations-league-a", gather_all_competition_ids=all_comp_info))
        - print(all_comps.add_competition_to_my_watchlist(competition_name="uefa-nations-league-b", gather_all_competition_ids=all_comp_info))
        - print(all_comps.add_competition_to_my_watchlist(competition_name="uefa-nations-league-c", gather_all_competition_ids=all_comp_info))
        - print(all_comps.add_competition_to_my_watchlist(competition_name="uefa-nations-league-d", gather_all_competition_ids=all_comp_info))
        - print(all_comps.add_competition_to_my_watchlist(competition_name="copa-america", gather_all_competition_ids=all_comp_info))
        - print(all_comps.add_competition_to_my_watchlist(competition_name="summer-olympics", gather_all_competition_ids=all_comp_info))
        - print(all_comps.add_competition_to_my_watchlist(competition_name="world-cup", gather_all_competition_ids=all_comp_info, defined_url="https://www.fotmob.com/leagues/77/matches/world-cup"))


    - International - Clubs
        - print(all_comps.add_competition_to_my_watchlist(competition_name="europa-league", gather_all_competition_ids=all_comp_info, defined_url="https://www.fotmob.com/leagues/78/matches/fifa-club-world-cup"))
        - print(all_comps.add_competition_to_my_watchlist(competition_name="afc-champions-league-elite", gather_all_competition_ids=all_comp_info))
        - print(all_comps.add_competition_to_my_watchlist(competition_name="champions-league", gather_all_competition_ids=all_comp_info))
        - print(all_comps.add_competition_to_my_watchlist(competition_name="concacaf-champions-cup", gather_all_competition_ids=all_comp_info))
        - print(all_comps.add_competition_to_my_watchlist(competition_name="concacaf-gold-cup", gather_all_competition_ids=all_comp_info))

    - Countries
        - Austria 
            - print(all_comps.add_competition_to_my_watchlist(competition_name="eredivisie", gather_all_competition_ids=all_comp_info, defined_url="https://www.fotmob.com/leagues/38/matches/bundesliga"))
        - Canada
            - print(all_comps.add_competition_to_my_watchlist(competition_name="canadian-championship", gather_all_competition_ids=all_comp_info))
            - print(all_comps.add_competition_to_my_watchlist(competition_name="premier-league", gather_all_competition_ids=all_comp_info))
        - England
            - print(all_comps.add_competition_to_my_watchlist(competition_name="", gather_all_competition_ids=all_comp_info, defined_url="https://www.fotmob.com/leagues/47/matches/premier-league"))
            - print(all_comps.add_competition_to_my_watchlist(competition_name="", gather_all_competition_ids=all_comp_info, defined_url="https://www.fotmob.com/leagues/9986/matches/premier-league"))
            - print(all_comps.add_competition_to_my_watchlist(competition_name="fa-cup", gather_all_competition_ids=all_comp_info))
        - France 
            - print(all_comps.add_competition_to_my_watchlist(competition_name="ligue-1", gather_all_competition_ids=all_comp_info))
            - print(all_comps.add_competition_to_my_watchlist(competition_name="coupe-de-france", gather_all_competition_ids=all_comp_info))
        - Germany
            - print(all_comps.add_competition_to_my_watchlist(competition_name="bundesliga", gather_all_competition_ids=all_comp_info, defined_url="https://www.fotmob.com/leagues/54/matches/bundesliga"))
            - print(all_comps.add_competition_to_my_watchlist(competition_name="dfb-pokal", gather_all_competition_ids=all_comp_info))
        - Italy 
            - print(all_comps.add_competition_to_my_watchlist(competition_name="serie", gather_all_competition_ids=all_comp_info, defined_url="https://www.fotmob.com/leagues/55/matches/serie"))
            - print(all_comps.add_competition_to_my_watchlist(competition_name="coppa-italia", gather_all_competition_ids=all_comp_info))
        - Mexico
            - print(all_comps.add_competition_to_my_watchlist(competition_name="liga-mx", gather_all_competition_ids=all_comp_info, defined_url="https://www.fotmob.com/leagues/230/matches/liga-mx"))
        - Netherlands
            - print(all_comps.add_competition_to_my_watchlist(competition_name="eredivisie", gather_all_competition_ids=all_comp_info, defined_url="https://www.fotmob.com/leagues/57/matches"))
        - Saudi Arabia
            - print(all_comps.add_competition_to_my_watchlist(competition_name="saudi-pro-league", gather_all_competition_ids=all_comp_info))
        - Scotland
            - print(all_comps.add_competition_to_my_watchlist(competition_name="premiership", gather_all_competition_ids=all_comp_info, defined_url="https://www.fotmob.com/leagues/64/matches"))
            - print(all_comps.add_competition_to_my_watchlist(competition_name="fifa-intercontinental-cup", gather_all_competition_ids=all_comp_info))
        - Spain
            - print(all_comps.add_competition_to_my_watchlist(competition_name="laliga", gather_all_competition_ids=all_comp_info))
            - print(all_comps.add_competition_to_my_watchlist(competition_name="copa-del-rey", gather_all_competition_ids=all_comp_info))
        - USA
            - print(all_comps.add_competition_to_my_watchlist(competition_name="mls", gather_all_competition_ids=all_comp_info))
            - print(all_comps.add_competition_to_my_watchlist(competition_name="open-cup", gather_all_competition_ids=all_comp_info))


- Run MVP Program:
    - International - Countries
        - print(workflow_compute_mvp(competition_name="concacaf-gold-cup", competition_year="2025", scalar=14))
        - print(workflow_compute_mvp(competition_name="euro", competition_year="2024", scalar=14))
        - print(workflow_compute_mvp(competition_name="concacaf-nations-league", competition_year="2024-2025", scalar=14))
        - print(workflow_compute_mvp(competition_name="uefa-nations-league-a", competition_year="2024-2025", scalar=14))
        - print(workflow_compute_mvp(competition_name="uefa-nations-league-b", competition_year="2024-2025", scalar=14))
        - print(workflow_compute_mvp(competition_name="uefa-nations-league-c", competition_year="2024-2025", scalar=14))
        - print(workflow_compute_mvp(competition_name="uefa-nations-league-d",competition_year= "2024-2025", scalar=14))
        - print(workflow_compute_mvp(competition_name="copa-america", competition_year="2024", scalar=14))
        - print(workflow_compute_mvp(competition_name="summer-olympics", competition_year="2024", scalar=14))
        - print(workflow_compute_mvp(competition_name="world-cup", competition_year="2022", manual_competition_id="77", scalar=14))

    - International - Clubs
        - print(workflow_compute_mvp(competition_name="fifa-club-world-cup", competition_year="2025", scalar=14))
        - print(workflow_compute_mvp(competition_name="europa-league", competition_year="2024-2025", scalar=14))
        - print(workflow_compute_mvp(competition_name="afc-champions-league-elite", competition_year="2024-2025", scalar=14))
        - print(workflow_compute_mvp(competition_name="champions-league", competition_year="2024-2025", scalar=14))
        - print(workflow_compute_mvp(competition_name="concacaf-champions-cup", competition_year="2025", scalar=14))
        - print(workflow_compute_mvp(competition_name="concacaf-gold-cup", competition_year="2025", scalar=14))
    - Countries:
        - Austria
            - print(workflow_compute_mvp(competition_name="eredivisie", competition_year="2024-2025")) 
        - Canada
            - print(workflow_compute_mvp(competition_name="canadian-championship", competition_year="2025", scalar=14))
            - print(workflow_compute_mvp(competition_name="premier-league", competition_year="2025", manual_competition_id="9986"))
        - England
            - print(workflow_compute_mvp(competition_name="premier-league", competition_year="2024-2025", manual_competition_id="47"))
            - print(workflow_compute_mvp(competition_name="fa-cup", competition_year="2024-2025", scalar=14))
        - France
            - print(workflow_compute_mvp(competition_name="ligue-1", competition_year="2024-2025", manual_competition_id="53"))
            - print(workflow_compute_mvp(competition_name="coupe-de-france", competition_year="2024-2025", scalar=14))
        - Germany
            - print(workflow_compute_mvp(competition_name="bundesliga", competition_year="2024-2025", manual_competition_id="54"))
            - print(workflow_compute_mvp(competition_name="dfb-pokal", competition_year="2024-2025", scalar=14))
        - Italy
            - print(mvp.compute_mvp(competition_name="serie", competition_year="2024-2025", manual_competition_id="55")) 
            - print(workflow_compute_mvp(competition_name="coppa-italia", competition_year="2024-2025", scalar=14))
        - Mexico
            - print(workflow_compute_mvp(competition_name="liga-mx", competition_year="2023-2024", open_close_league="Apertura")) 
            - print(workflow_compute_mvp(competition_name="liga-mx", competition_year="2023-2024", open_close_league="Clausura")) 
        - Netherlands
            - print(workflow_compute_mvp(competition_name="eredivisie", competition_year="2024-2025", manual_competition_id="57"))  
        - Saudi Arabia
            - print(workflow_compute_mvp(competition_name="saudi-pro-league", competition_year="2024-2025"))        
        - Scotland
            - print(workflow_compute_mvp(competition_name="premiership", competition_year="2024-2025"))             
        - Spain
            - print(workflow_compute_mvp(competition_name="laliga", competition_year="2024-2025"))   
            - print(workflow_compute_mvp(competition_name="copa-del-rey", competition_year="2024-2025", scalar=14))         
        - USA
            - print(workflow_compute_mvp(competition_name="open-cup", competition_year="2025", scalar=14))
            - print(workflow_compute_mvp(competition_name="mls", competition_year="2025"))        
        
    
- Step-by-Step
    - List all available competitions (Note: if a competition is not available, include a defined_url arguement)
        - all_comps = AllCompetitions()
        - all_comp_info = all_comps.gather_all_competition_ids("https://www.fotmob.com/") # run
        - print(all_comp_info)

    - Chooses the competition 
        - comps = Competition()
        - print(comps.choose_competition(competition_name="mls", competition_year="2023"))

    - Test this out later to extract player info from new html setup 
        - match = Match()
        - print(match.extract_single_match_players_stats("https://www.fotmob.com/matches/toronto-fc-vs-fc-cincinnati/3vaemjyi#4085040"))
        - print(match.choose_match(competition_name="mls", competition_year="2023"))

    - Extract player stats and compute both the total of games played and average SPI score for only games with SPI scores included. 
        - player = Player()
        - print(player.choose_player_stats(competition_name="mls", competition_year="2023"))
        - print(player.competition_analysis(competition_name="mls", competition_year="2023"))

    - Runs all the steps above
        - mvp = MVP()
        - print(mvp.compute_mvp(competition_name="mls", competition_year="2023", scalar=4))

How a Player Receives an SPI Score:

Only players who receive an SPI score are considered to have officially played in a match. While the exact time required for a score isn't fully confirmed, starting players typically need to play just a few minutes to earn an SPI for that match. On the other hand, substitutes must play for approximately 10 minutes to qualify for a score.

Substitute players who play less than the required time or those who are injured shortly after entering the game will not receive an SPI score. Initially, I considered assigning a default starting score (likely around 6.0 or 7.0, which is what I think a player starts off anyways) to any competitor who participated in the match but didn’t earn a score. However, this approach raised concerns: for instance, a player who scores a goal and one who concedes an own-goal would both receive the same starting score, which seems inappropriate.

To maintain consistency, this MVP program will only consider a match as "played" if a player has been assigned an SPI rating.

The FotMob player rating is calculated based on more than 100 individual stats per player per match

---

All Competition names and ids (i.e. all_comp_info):

{'38': 'bundesliga', '40': 'first-division-a', '42': 'champions-league', '43': 'confederation-cup', '44': 'copa-america', '45': 'copa-libertadores', '46': 'superligaen', '48': 'championship', '50': 'euro', '51': 'veikkausliiga', '57': 'eredivisie', '58': 'eredivisie', '64': 'premiership', '65': 'summer-olympics-women', '66': 'summer-olympics', '68': 'allsvenskan', '69': 'super-league', '73': 'europa-league', '85': '1-division', '86': 'serie-b', '108': 'league-one', '109': 'league-two', '112': 'liga-profesional', '113': 'a-league', '114': 'friendlies', '116': 'cymru-premier', '117': 'national-league', '119': '2-liga', '120': 'super-league', '121': 'primera-division', '122': '1-liga', '123': 'championship', '124': 'league-one', '125': 'league-two', '127': 'ligat-haal', '128': 'leumit-league', '129': 'premiership', '130': 'mls', '131': 'liga-1', '132': 'fa-cup', '135': 'super-league-1', '136': '1-division', '137': 'scottish-cup', '140': 'laliga2', '141': 'coppa-italia', '142': 'efl-trophy', '143': 'suomen-cup', '144': 'primera-division', '145': 'greece-cup', '147': 'serie-c', '150': 'coupe-de-la-ligue', '151': 'turkish-cup', '161': 'primera-division', '163': 'challenge-league', '169': 'ettan', '171': 'svenska-cupen', '176': '1-liga', '179': 'challenge-cup', '180': 'league-cup', '181': 'premiership-playoff', '182': 'super-liga', '187': 'league-cup', '189': 'liga-i', '190': 'cupa-româniei', '193': 'russian-cup', '196': 'ekstraklasa', '199': 'division-profesional', '204': 'postnord-ligaen', '205': 'norsk-tipping-ligaen', '207': 'trophée-des-champions', '209': 'dfb-pokal', '215': 'besta-deildin', '217': 'icelandic-cup', '218': 'first-division', '224': 'j-league-cup', '225': 'premier-league', '230': 'liga-mx', '231': 'national-division', '239': '2-division', '240': '3-division', '241': 'danmarksserien', '246': 'serie-a', '251': 'ykkosliiga', '256': 'kvindeligaen', '263': 'premier-league', '264': 'first-division-b', '267': 'premier-league', '270': 'first-professional-league', '273': 'primera-division', '274': 'categoría-primera-a', '287': 'euro-u19', '288': 'euro-u21', '290': 'asian-cup', '292': "women's-euro", '293': "women's-friendlies", '297': 'concacaf-champions-cup', '298': 'concacaf-gold-cup', '299': 'copa-sudamericana', '300': 'east-asian-championship', '301': 'european-championship-u-17', '305': 'toulon-tournament', '329': 'gulf-cup', '331': 'toppserien', '332': '1-division-kvinner', '335': 'primera-division', '336': 'liga-nacional', '337': 'liga-nacional', '338': '1-division', '339': 'primera-division', '342': 'finland-cup', '441': 'premier-league', '489': 'club-friendlies', '512': 'regionalliga', '519': 'premier-league', '524': 'stars-league', '525': 'afc-champions-league-elite', '526': 'caf-champions-league', '529': 'premier-league', '533': 'professional-football-league', '537': 'premier-soccer-league', '544': 'ligue-i', '8815': 'super-league-2', '8870': 'championship', '8944': 'national-north-&-south', '8947': 'premier-division', '8965': 'primera-b-nacional', '8968': 'primera-federación', '8969': 'ykkonen', '8971': 'serie-c', '8973': '2-liga', '8974': 'j-league-2', '8976': 'liga-de-expansión-mx', '8980': 'brazil-state-championship', '9015': 'liga-primera', '9039': 'lpf', '9080': 'k-league-1', '9081': 'bundesliga', '9100': '2-division', '9112': 'liga-3', '9113': 'liga-ii', '9116': 'k-league-2', '9122': 'segunda-division', '9123': 'second-league', '9125': 'primera-b', '9126': 'primera-b', '9134': 'nwsl', '9137': 'china-league-one', '9138': 'segunda-federación', '9141': 'germany-5', '9143': 'singapore-cup', '9210': 'france-4', '9213': 'primera-b-metropolitana-&-torneo-federal-a', '9253': 'fa-trophy', '9265': 'asean-championship', '9294': "women's-championship", '9296': 'usl-league-one', '9305': 'copa-argentina', '9306': 'cecafa-cup', '9345': 'copa-mx', '9375': "women's-champions-league", '9382': 'toppserien-qualification', '9390': 'west-asian-championship', '9391': 'copa-mx-clausura', '9408': 'international-champions-cup', '9422': 'k-league', '9428': 'african-nations-championship', '9429': 'copa-do-nordeste', '9441': 'open-cup', '9468': 'caf-confed-cup', '9469': 'afc-champions-league-two', '9470': 'afc-challenge-league', '9474': 'mtn8', '9478': 'indian-super-league', '9494': 'usl-league-two', '9495': 'a-league-women', '9500': 'we-league-women', '9514': 'the-atlantic-cup', '9537': 'k-league-3', '9545': 'highland-/-lowland', '9579': 'algarve-cup-qualification', '9656': 'concacaf-championship-u20', '9682': 'concacaf-central-american-cup', '9690': 'southeast-asian-games', '9717': "women's-league-cup", '9741': 'uefa-youth-league', '9754': 'obos-ligaen', '9806': 'uefa-nations-league-a', '9807': 'uefa-nations-league-b', '9808': 'uefa-nations-league-c', '9809': 'uefa-nations-league-d', '9821': 'concacaf-nations-league', '9833': 'asian-games', '9837': 'canadian-championship', '9841': 'afc-u20-asian-cup', '9876': 'saff-championship', '9906': 'liga-mx-femenil', '9907': 'liga-f', '9921': 'shebelieves-cup-qualification', '9986': 'premier-league', '10007': 'copa-de-la-liga-profesional', '10022': 'regionalliga', '10043': 'leagues-cup', '10046': 'copa-ecuador', '10056': 'liga-2', '10075': 'torneo-de-verano', '10076': 'league-cup', '10082': 'fa-cup-women', '10084': 'nisa', '10145': 'footballs-staying-home-cup-(esports)', '10167': 'nwsl-challenge-cup', '10176': 'premier-league-2-div-2', '10178': 'serie-a-femminile', '10188': 'k-league-3', '10207': 'nisa-legends-cup', '10216': 'conference-league', '10242': 'fifa-arab-cup', '10244': 'paulista-a1', '10269': 'womens-asian-cup', '10270': 'league-cup', '10272': 'carioca', '10273': 'mineiro', '10274': 'gaúcho', '10290': 'baiano', '10291': 'goiano', '10304': 'finalissima', '10309': 'durand-cup', '10310': 'stars-league-relegation-playoff', '10325': 'preseason', '10366': 'super-cup', '10368': 'copa-america-femenina', '10437': 'euro-u-21', '10449': 'nacional-feminino', '10457': "uefa-women's-nations-league-a", '10458': 'uefa-nations-league-b-women', '10459': 'uefa-nations-league-c-women', '10474': 'arab-club-champions-cup', '10498': 'summer-olympics-concacaf-qualification', '10508': 'african-football-league', '10511': 'afc-summer-olympics-women', '10584': 'south-africa-league', '10603': 'concacaf-gold-cup-women', '10607': 'euro', '10609': 'asian-cup--playoff', '10610': 'concafaf-gold-cup', '10611': 'champions-league', '10612': "women's-champions-league", '10613': 'europa-league', '10615': 'conference-league', '10616': 'euro-u19', '10617': 'euro-u17', '10618': 'copa-libertadores', '10619': 'caf-champions-league', '10621': 'concacaf-championship-u20', '10622': 'afc-champions-league-elite', '10623': 'copa-sudamericana', '10640': "women's-euro-league-a", '10641': "women's-euro-league-b", '10642': "women's-euro-league-c", '10649': 'nwsl-x-liga-mx', '10651': 'copa-de-la-reina', '10654': 'usl-jägermeister-cup', '10699': 'usl-super-league-women', '10703': 'fifa-intercontinental-cup', '10705': 'national-league-cup', '10708': 'knockout-cup', '10717': 'uefa-nations-league-a', '10718': 'uefa-nations-league-b', '10719': 'uefa-nations-league-c', '10791': 'swpl-1', '10840': 'baller-league', '10844': 'baller-league', '10872': 'northern-super-league'}

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Resource:

• (Fotmob Homepage) - /https://www.fotmob.com/

• (Install Pyspark) - /https://medium.com/@jpurrutia95/install-and-set-up-pyspark-in-5-minutes-m1-mac-eb415fe623f3/

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Potential Contributions:

• Add a CI/CD pipeline (e.g. Github Actions - pytest, flake8, isort, black, docker build)
• Cloud data storage functionality
• Unit Tests

Possibilites to optimize the MVP algorithm

• Add more weighted features:
  • players
    • avg spi for all (or specific) competitions
    • avg spi from past N years/months/weeks/games
  • teams
  • leagues or tournaments
  • countries
  • continents
  • match type
    • e.g.
      • "finalTournament":"Final","bronzeFinal":"Bronze-final","semifinal":"Semi-final","quarterfinal":"Quarter-final","roundof16":"Round of 16","h2h":"Head-to-Head","bracket":"Bracket"

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Made by Drue Tomas Staples