nba-monte-carlo
Monte Carlo simulation of the NBA season, leveraging dbt, duckdb and evidence.dev
File Explorer
Download Latest Version (.zip)- devcontainer.json
- Dockerfile.dev-container
- deploy_on_netlify.yml
- manual_build.yml
- pr_to_master.yml
- scheduled_run.yml
- settings.json
- nba_elo.csv
- nba_results.csv
- nba_schedule.csv
- nba_team_ratings.csv
- xf_series_to_seed.csv
- nfl_schedule.csv
- nfl_team_ratings.csv
- .sources
- config.toml
- .gitignore
- nba_pipeline.py
- nfl_pipeline.py
- catalog.json
- index.html
- manifest.json
- .profile.json
- custom-formatting.json
- extensions.json
- .gitkeep
- GithubStarCount.svelte
- slider.svelte
- how_it_works.md
- index.md
- index.md
- [nba_games].md
- index.md
- [nba_teams].md
- index.md
- advanced.md
- historical_matchups.md
- index.md
- today.md
- [nfl_teams].md
- index.md
- index.md
- predictions.md
- +layout.svelte
- app.css
- index.md
- elo_latest.sql
- future_games.sql
- game_trend.sql
- most_recent_games.sql
- past_games.sql
- past_games_summary.sql
- past_games_summary_by_team.sql
- playoff_odds.sql
- playoff_odds_by_team_by_wins.sql
- records_table.sql
- reg_season.sql
- season_summary.sql
- seed_details.sql
- standings.sql
- summary_by_team.sql
- team_matchups.sql
- thru_date.sql
- tournament_results.sql
- tournament_seeding.sql
- tournament_standings.sql
- wins_details.sql
- wins_seed_scatter.sql
- all_teams.sql
- elo_latest.sql
- future_games.sql
- game_trend.sql
- most_recent_games.sql
- past_games.sql
- past_games_summary.sql
- past_games_summary_by_team.sql
- reg_season.sql
- season_summary.sql
- seed_details.sql
- standings.sql
- summary_by_team.sql
- thru_date.sql
- wins_seed_bar.sql
- src_nba_elo_history.sql
- src_nba_elo_rollforward.sql
- src_nba_latest_elo.sql
- src_nba_latest_results.sql
- src_nba_ratings.sql
- src_nba_results_by_team.sql
- src_nba_results_log.sql
- src_nba_season_teams.sql
- src_nba_seasons.sql
- src_nba_team_matchups.sql
- src_nba_team_stats.sql
- src_nba_teams.sql
- src_playoff_summary.sql
- src_reg_season_actuals_enriched.sql
- src_reg_season_end.sql
- src_reg_season_predictions.sql
- src_reg_season_summary.sql
- src_season_summary.sql
- src_tournament_end.sql
- src_nfl_elo_rollforward.sql
- src_nfl_latest_elo.sql
- src_nfl_latest_results.sql
- src_nfl_playoff_summary.sql
- src_nfl_ratings.sql
- src_nfl_reg_season_end.sql
- src_nfl_reg_season_predictions.sql
- src_nfl_reg_season_summary.sql
- src_nfl_schedules.sql
- src_nfl_season_summary.sql
- src_nfl_teams.sql
- connection.yaml
- .gitignore
- .npmrc
- evidence.config.yaml
- evidence.plugins.yaml
- package-lock.json
- package.json
- README.md
- tailwind.config.js
- nba_notebook.malloynb
- nba_summary.malloy
- reg_season_end.parquet
- .gitkeep
- __init__.cpython-311.pyc
- .gitkeep
- __init__.py
- calcs.sql
- playoff_summary.sql
- reg_season_actuals_enriched.sql
- reg_season_end.sql
- reg_season_predictions.sql
- reg_season_summary.sql
- season_summary.sql
- tournament_end.sql
- nba_elo_rollforward.cpython-311.pyc
- nba_elo_rollforward.py
- nba_latest_elo.sql
- nba_latest_results.sql
- nba_post_season_schedule.sql
- nba_random_num_gen.sql
- nba_ratings.sql
- nba_reg_season_actuals.sql
- nba_reg_season_schedule.sql
- nba_results_by_team.sql
- nba_results_log.sql
- nba_schedules.sql
- nba_teams.sql
- nba_vegas_wins.sql
- nba_xf_series_to_seed.sql
- prep_nba_results.sql
- prep_nba_schedule.sql
- nba_results.sql
- nba_schedule.sql
- nba_team_ratings.sql
- xf_series_to_seed.sql
- playin_sim_r1.sql
- playin_sim_r1_end.sql
- playin_sim_r2.sql
- playin_sim_r2_end.sql
- initialize_seeding.sql
- playoff_sim_r1.sql
- playoff_sim_r2.sql
- playoff_sim_r3.sql
- playoff_sim_r4.sql
- reg_season_simulator.sql
- .gitkeep
- .gitkeep
- .gitkeep
- config.yaml
- schema.yaml
- calcs.sql
- tests.sql
- nba_team_stats.sql
- nba_tiebreakers_optimized.py
- playoff_summary.sql
- reg_season_actuals_enriched.sql
- reg_season_end.sql
- reg_season_predictions.sql
- reg_season_summary.sql
- season_summary.sql
- team_matchups.sql
- tournament_end.sql
- nba_elo_history.sql
- nba_elo_rollforward.py
- nba_latest_elo.sql
- nba_latest_results.sql
- nba_post_season_schedule.sql
- nba_random_num_gen.sql
- nba_ratings.sql
- nba_reg_season_actuals.sql
- nba_reg_season_schedule.sql
- nba_results_by_team.sql
- nba_results_log.sql
- nba_schedules.sql
- nba_season_teams.sql
- nba_seasons.sql
- nba_teams.sql
- nba_vegas_wins.sql
- nba_xf_series_to_seed.sql
- nba_raw_results.sql
- nba_raw_schedule.sql
- nba_raw_team_ratings.sql
- nba_raw_xf_series_to_seed.sql
- playin_sim_r1.sql
- playin_sim_r1_end.sql
- playin_sim_r2.sql
- playin_sim_r2_end.sql
- initialize_seeding.sql
- playoff_sim_r1.sql
- playoff_sim_r2.sql
- playoff_sim_r3.sql
- playoff_sim_r4.sql
- reg_season_simulator.sql
- nfl_playoff_summary.sql
- nfl_reg_season_predictions.sql
- nfl_reg_season_summary.sql
- nfl_season_summary.sql
- nfl_tiebreakers_optimized.py
- nfl_elo_rollforward.py
- nfl_latest_elo.sql
- nfl_latest_playoff_results.sql
- nfl_latest_results.sql
- nfl_random_num_gen.sql
- nfl_ratings.sql
- nfl_reg_season_actuals.sql
- nfl_schedules.sql
- nfl_teams.sql
- nfl_vegas_wins.sql
- nfl_raw_results.sql
- nfl_raw_schedule.sql
- nfl_raw_team_ratings.sql
- nfl_initialize_seeding.sql
- nfl_playoff_sim_r1.sql
- nfl_playoff_sim_r2.sql
- nfl_playoff_sim_r3.sql
- nfl_playoff_sim_r4.sql
- nfl_reseed.sql
- nfl_reg_season_end.sql
- nfl_reg_season_simulator.sql
- .gitkeep
- _nba_docs.yml
- _nfl_docs.yml
- _sources.yml
- assert_nfl_tiebreakers_properly_broken.sql
- .gitignore
- .gitkeep
- dbt_project.yml
- package-lock.yml
- packages.yml
- profiles.yml
- load_season_summary.py
- setup_env.sh
- .gitattributes
- .gitignore
- .python-version
- AGENTS.md
- Dockerfile
- LICENSE
- Makefile
- pyproject.toml
- README.md
- uv.lock
π Installation Guide
1. Get the code
git clone https://github.com/matsonj/nba-monte-carlo
Downloads the entire project code from GitHub to your computer.
cd nba-monte-carlo
Moves into the project folder you just downloaded.
2. Official Install Script
Easy RecommendedPrerequisites
- APT (Debian/Ubuntu κ³μ΄) Built into Debian/Ubuntu-based Linux distributions.
sudo apt-get install python3.9 python3-pip python3.9-venv
Installs directly from the APT package repository (Debian/Ubuntu-based).
After installing, open a new terminal and run the program's version command (e.g. --version) to confirm it worked.
Pulled directly from this repo's README.
3. Docker
EasyPrerequisites
- Git Needed to download the project code from GitHub.
- Docker Desktop Needed to build and run containers. Install it and keep it running in the background.
make docker-build docker-run-evidence
Compiles the code based on the generated build configuration to produce an executable.
make docker-build
Compiles the code based on the generated build configuration to produce an executable.
make docker-run-evidence
Compiles the code based on the generated build configuration to produce an executable.
docker-build:
Type this command into your terminal and run it.
docker build -t mdsbox .
Builds a runnable image based on the Dockerfile.
Run docker compose ps to check the containers are Up. If the README mentions a port, open http://localhost:PORT in your browser.
Pulled directly from this repo's README.
4. Node.js
EasyPrerequisites
cd evidence
This project's files live in a subfolder, so move into it first.
npm install
Downloads and installs the libraries listed in package.json.
npm start
Starts the development/run server.
After running the command, open the address shown in the terminal (usually something like http://localhost:3000) in your browser.
5. Python
EasyPrerequisites
sudo apt-get install python3.9 python3-pip python3.9-venv
Installs directly from the APT package repository (Debian/Ubuntu-based).
If it runs without errors and prints output in the terminal, it worked.
Pulled directly from this repo's README.
6. Make
MediumPrerequisites
- Git Needed to download the project code from GitHub.
- Make Usually pre-installed on Linux/macOS. On Windows, install separately (e.g. via MSYS2 or WSL).
make build run
Compiles the code based on the generated build configuration to produce an executable.
make docker-build docker-run-evidence
Compiles the code based on the generated build configuration to produce an executable.
make docker-build
Compiles the code based on the generated build configuration to produce an executable.
make docker-run-evidence
Compiles the code based on the generated build configuration to produce an executable.
If it finishes without errors, it worked. Try running the generated executable directly.
Pulled directly from this repo's README.
// repository documentation
Was this content helpful?
(0 ratings)