https://github.com/alan-turing-institute/airsenal - v1.12.0: 2025/26 season

What's Changed

• include mins from whole season in estimateminutesfromprevseason by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/689
• fix(docker): update base image from buster to bullseye by @ppapadatis in https://github.com/alan-turing-institute/AIrsenal/pull/721
• 25/26 season by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/711
• Replace PyGMO with DEAP by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/712
• Migrate to uv and ruff by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/713
• Refactor to enable mypy by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/715
• New AIrsenal version by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/722
• fix(pyproject): restrict Python requirement to <4.0 to satisfy bpl dependancy by @vishnuprksh in https://github.com/alan-turing-institute/AIrsenal/pull/730
• Fix SQLAlchemy error: use playerid instead of Player object in addtransaction by @whrit in https://github.com/alan-turing-institute/AIrsenal/pull/732
• Recent Development by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/738

New Contributors

• @ppapadatis made their first contribution in https://github.com/alan-turing-institute/AIrsenal/pull/721
• @whrit made their first contribution in https://github.com/alan-turing-institute/AIrsenal/pull/732

Full Changelog: https://github.com/alan-turing-institute/AIrsenal/compare/v1.9.1...1.12.0

- Jupyter Notebook
Published by jack89roberts 10 months ago

https://github.com/alan-turing-institute/airsenal - v1.9.1

What's Changed

• Workaround addition of managers breaking AIrsenal by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/700

Full Changelog: https://github.com/alan-turing-institute/AIrsenal/compare/v1.9.0...v1.9.1

- Jupyter Notebook
Published by jack89roberts over 1 year ago

https://github.com/alan-turing-institute/airsenal - v1.9.0

What's Changed

Updates AIrsenal for new FPL rules allowing up to 5 free transfers to be saved.

• Add time diff to data by @radka-j in https://github.com/alan-turing-institute/AIrsenal/pull/591
• AIrsenal 1.7.2 by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/614
• :arrow_up: Addresses #620, deprecated postgres dialect name by @Tdarnell in https://github.com/alan-turing-institute/AIrsenal/pull/621
• [develop] Next AIrsenal release by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/618
• [develop] Next AIrsenal Release by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/627
• Allow --maxtransfers, --maxhit and --allowunused options for airsenalrun_pipeline by @iansealy in https://github.com/alan-turing-institute/AIrsenal/pull/637
• Bump pillow from 10.0.0 to 10.0.1 by @dependabot in https://github.com/alan-turing-institute/AIrsenal/pull/644
• Bump urllib3 from 2.0.4 to 2.0.6 by @dependabot in https://github.com/alan-turing-institute/AIrsenal/pull/643
• Bump tornado from 6.3.2 to 6.3.3 by @dependabot in https://github.com/alan-turing-institute/AIrsenal/pull/640
• Bump jupyter-server from 2.7.0 to 2.7.2 by @dependabot in https://github.com/alan-turing-institute/AIrsenal/pull/628
• Updating team model by @rchan26 in https://github.com/alan-turing-institute/AIrsenal/pull/561
• Next AIrsenal release [develop branch] by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/645
• Recent Development: 23/24 season data & 24/25 season setup by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/668
• Update max free transfers to 5 by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/680
• Develop by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/691

New Contributors

• @iansealy made their first contribution in https://github.com/alan-turing-institute/AIrsenal/pull/637

Full Changelog: https://github.com/alan-turing-institute/AIrsenal/compare/v1.7.1...v1.9.0

- Jupyter Notebook
Published by jack89roberts almost 2 years ago

https://github.com/alan-turing-institute/airsenal - v1.7.1: `bpl` and dependency updates

AIrsenal dependency updates to work with latest version of the bpl-next repo, plus further fixes in preparation for the 2023/24 season including problems with additional captcha/ad block checks in the API.

What's Changed

• Replay experiments random by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/595
• :bug: fix pipeline fails if pygmo not installed by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/603
• :bug: [#604] fix getstartingsquad assuming NEXT_GAMEWEEK by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/605
• Bump certifi from 2023.5.7 to 2023.7.22 by @dependabot in https://github.com/alan-turing-institute/AIrsenal/pull/606
• Fix #608 logging in issue by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/609
• Minutes estimation dataset for Hackweek by @rchan26 in https://github.com/alan-turing-institute/AIrsenal/pull/573
• [develop] Next AIrsenal release by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/601

Full Changelog: https://github.com/alan-turing-institute/AIrsenal/compare/v1.6.1...v1.7.1

- Jupyter Notebook
Published by jack89roberts almost 3 years ago

https://github.com/alan-turing-institute/airsenal - v1.6.1: 2023/24 Season

What's Changed

• Feature/replay save stats by @nbarlowATI in https://github.com/alan-turing-institute/AIrsenal/pull/540
• Type hints for scripts by @rchan26 in https://github.com/alan-turing-institute/AIrsenal/pull/544
• Feature/warn wildcard transfers by @nbarlowATI in https://github.com/alan-turing-institute/AIrsenal/pull/551
• give free wild card for gw following 2022 world cup by @nbarlowATI in https://github.com/alan-turing-institute/AIrsenal/pull/557
• Bump pillow from 9.2.0 to 9.3.0 by @dependabot in https://github.com/alan-turing-institute/AIrsenal/pull/554
• Recent Development by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/547
• Fix for #559 by @rchan26 in https://github.com/alan-turing-institute/AIrsenal/pull/562
• Avoid pygmo not found error if not installed (again) by @rchan26 in https://github.com/alan-turing-institute/AIrsenal/pull/563
• Bump ipython from 8.4.0 to 8.10.0 by @dependabot in https://github.com/alan-turing-institute/AIrsenal/pull/564
• Bump jupyter-core from 4.11.1 to 4.11.2 by @dependabot in https://github.com/alan-turing-institute/AIrsenal/pull/558
• Bump werkzeug from 2.2.2 to 2.2.3 by @dependabot in https://github.com/alan-turing-institute/AIrsenal/pull/566
• Bump flask from 2.2.2 to 2.3.2 by @dependabot in https://github.com/alan-turing-institute/AIrsenal/pull/569
• add xg, xa, xgi, xgc data to player score by @rchan26 in https://github.com/alan-turing-institute/AIrsenal/pull/568
• Recent development by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/570
• Fix inconsistent names across files for Alvaro Fernandez Llorente by @lukehare in https://github.com/alan-turing-institute/AIrsenal/pull/576
• Add information for teams for the 17-18 season by @helendduncan in https://github.com/alan-turing-institute/AIrsenal/pull/581
• Fix/574 docker build by @griff-rees in https://github.com/alan-turing-institute/AIrsenal/pull/579
• Update docs by @radka-j in https://github.com/alan-turing-institute/AIrsenal/pull/585
• Match evaluation notebook by @crangelsmith in https://github.com/alan-turing-institute/AIrsenal/pull/582
• Fix assorted docstring typos by @craddm in https://github.com/alan-turing-institute/AIrsenal/pull/593
• Evolution of attack parameter for game weeks by @helendduncan in https://github.com/alan-turing-institute/AIrsenal/pull/584
• Season replay hackweek analysis notebook by @crangelsmith in https://github.com/alan-turing-institute/AIrsenal/pull/594
• Add teammodelclass as input param for replay_seasons. Add random te… by @lukehare in https://github.com/alan-turing-institute/AIrsenal/pull/590
• REG Hack Week Changes by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/577
• updates for 2324 season by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/599
• Add docker-compose.yml and refactor Dockerfile by @griff-rees in https://github.com/alan-turing-institute/AIrsenal/pull/596
• Recent Development by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/600

New Contributors

• @lukehare made their first contribution in https://github.com/alan-turing-institute/AIrsenal/pull/576
• @helendduncan made their first contribution in https://github.com/alan-turing-institute/AIrsenal/pull/581
• @griff-rees made their first contribution in https://github.com/alan-turing-institute/AIrsenal/pull/579
• @crangelsmith made their first contribution in https://github.com/alan-turing-institute/AIrsenal/pull/582
• @craddm made their first contribution in https://github.com/alan-turing-institute/AIrsenal/pull/593

Full Changelog: https://github.com/alan-turing-institute/AIrsenal/compare/v1.5.2...v1.6.1

- Jupyter Notebook
Published by jack89roberts almost 3 years ago

https://github.com/alan-turing-institute/airsenal - v1.5.2

What's Changed

• Replace .format() with f-strings by @A1fus in https://github.com/alan-turing-institute/AIrsenal/pull/510
• Adding functionality to airsenalsetupinitial_db by @rchan26 in https://github.com/alan-turing-institute/AIrsenal/pull/533
• Update TransferMarkt scraper by @rchan26 in https://github.com/alan-turing-institute/AIrsenal/pull/535
• Add historic absences by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/520
• Update tm scraper by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/539
• Recent Development by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/518

New Contributors

• @A1fus made their first contribution in https://github.com/alan-turing-institute/AIrsenal/pull/510
• @rchan26 made their first contribution in https://github.com/alan-turing-institute/AIrsenal/pull/533

Full Changelog: https://github.com/alan-turing-institute/AIrsenal/compare/v1.5.1...v1.5.2

- Jupyter Notebook
Published by jack89roberts over 3 years ago

https://github.com/alan-turing-institute/airsenal - v1.5.1

What's Changed

• sort transfers by position (e.g. for after wildcard) by @nbarlowATI in https://github.com/alan-turing-institute/AIrsenal/pull/516
• Recent Development by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/515

Full Changelog: https://github.com/alan-turing-institute/AIrsenal/compare/v1.5.0...v1.5.1

- Jupyter Notebook
Published by jack89roberts almost 4 years ago

https://github.com/alan-turing-institute/airsenal - v1.5.0

What's Changed

• run fillinitialsquad instead of running optimization, if next gw is 1, or no existing squad found by @nbarlowATI in https://github.com/alan-turing-institute/AIrsenal/pull/498
• Develop by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/500
• Fix/493 player names by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/502
• Move AIrsenal config and database by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/505
• rename certain players with duplicate names by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/512
• Recent development (AIrsenal v1.5.0) by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/503

Full Changelog: https://github.com/alan-turing-institute/AIrsenal/compare/v1.4.0...v1.5.0

- Jupyter Notebook
Published by jack89roberts almost 4 years ago

https://github.com/alan-turing-institute/airsenal - v1.4.0

What's Changed

• Switch to Poetry by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/488
• Recent Development (airsenal v1.4.0) by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/490

Full Changelog: https://github.com/alan-turing-institute/AIrsenal/compare/v1.3.3...v1.4.0

- Jupyter Notebook
Published by jack89roberts almost 4 years ago

https://github.com/alan-turing-institute/airsenal - v1.3.3

What's Changed

• Run optimisation on previous seasons by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/455
• Scrape injury and suspension data from TransferMarkt by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/485
• Recent Development by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/483

Full Changelog: https://github.com/alan-turing-institute/AIrsenal/compare/v1.3.2...v1.3.3

- Jupyter Notebook
Published by jack89roberts almost 4 years ago

https://github.com/alan-turing-institute/airsenal - 1.3.2

What's Changed

• [#479] Update dateparser by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/480

Full Changelog: https://github.com/alan-turing-institute/AIrsenal/compare/v1.3.1...v1.3.2

- Jupyter Notebook
Published by jack89roberts over 4 years ago

https://github.com/alan-turing-institute/airsenal - 1.3.1

What's Changed

• Ensure consistent argument names across airsenal functions #457 by @chahak13 in https://github.com/alan-turing-institute/AIrsenal/pull/467
• Bump lxml from 4.6.3 to 4.6.5 by @dependabot in https://github.com/alan-turing-institute/AIrsenal/pull/462
• #465 set allowunusedtransfers to False by default by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/470
• [#469] Avoid squad incomplete errors if no valid replacement found by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/473
• [#475] Update headers to fix login error by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/477
• Recent Development by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/468

New Contributors

• @dependabot made their first contribution in https://github.com/alan-turing-institute/AIrsenal/pull/462

Full Changelog: https://github.com/alan-turing-institute/AIrsenal/compare/v1.3.0...v1.3.1

- Jupyter Notebook
Published by jack89roberts over 4 years ago

https://github.com/alan-turing-institute/airsenal - 1.3.0

What's Changed

• Add home and away team info to goals and subs by @chahak13 in https://github.com/alan-turing-institute/AIrsenal/pull/440
• Added API calls from settransfers and setlineup to FPLDataFetcher class by @Abelarm in https://github.com/alan-turing-institute/AIrsenal/pull/442
• remove duplicates from print out by @callistusndemo in https://github.com/alan-turing-institute/AIrsenal/pull/447
• Bug/fpl team id consistency by @chahak13 in https://github.com/alan-turing-institute/AIrsenal/pull/450
• [FIX] Optimization for near the season end by @Abelarm in https://github.com/alan-turing-institute/AIrsenal/pull/446
• Bug/443 by @chahak13 in https://github.com/alan-turing-institute/AIrsenal/pull/451
• [Ready for review] Fix issue current squad data by @Tahmeed156 in https://github.com/alan-turing-institute/AIrsenal/pull/452
• Allow checking 2 more gameweeks for player by @chahak13 in https://github.com/alan-turing-institute/AIrsenal/pull/453
• Recent Development by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/441

New Contributors

• @Tahmeed156 made their first contribution in https://github.com/alan-turing-institute/AIrsenal/pull/452

Full Changelog: https://github.com/alan-turing-institute/AIrsenal/compare/v1.2.0...v1.3.0

- Jupyter Notebook
Published by callummole over 4 years ago

https://github.com/alan-turing-institute/airsenal - 1.2.0

What's Changed

• fixes issue #428 by @sreyan-ghosh in https://github.com/alan-turing-institute/AIrsenal/pull/432
• Add 5-2-3 formation by @callistusndemo in https://github.com/alan-turing-institute/AIrsenal/pull/438
• Feature/349/convention docs by @nbarlowATI in https://github.com/alan-turing-institute/AIrsenal/pull/425
• Add isort and pre-commit config by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/437
• Add scraper for understat.com (Fixes #430) by @chahak13 in https://github.com/alan-turing-institute/AIrsenal/pull/436
• Recent Development by @jack89roberts in https://github.com/alan-turing-institute/AIrsenal/pull/435

New Contributors

• @sreyan-ghosh made their first contribution in https://github.com/alan-turing-institute/AIrsenal/pull/432
• @chahak13 made their first contribution in https://github.com/alan-turing-institute/AIrsenal/pull/436

Full Changelog: https://github.com/alan-turing-institute/AIrsenal/compare/v1.1.1...v1.2.0

- Jupyter Notebook
Published by nbarlowATI over 4 years ago

https://github.com/alan-turing-institute/airsenal - v1.1.1

Enhancements

• Make arguments for playing chips available in airsenal_run_pipeline (#422)

Bug Fixes

• Closes #423 - fix outdated use of season in Squad.get_sell_price_for_player

- Jupyter Notebook
Published by jack89roberts over 4 years ago

https://github.com/alan-turing-institute/airsenal - v1.1.0

New Features

• Closes #403
• Add player model that computes posterior parameters exactly using conjugate prior (closes #399).

Enhancements

• Login to FPLDataFetcher for getting latest transfer/picks status and fix bug with AIrsenal thinking players have 2 free transfers for GW2.
• Update default environment to Python 3.8
• Weakens the prior for the player model (to be equivalent to being on the pitch for 13 team goals)
• Add season as an attribute of the Squad class (#354)

Bug Fixes

• Closes #410 : Fix KeyError in make_transfers
• Force multiprocessing strategy to spawn on posix systems, to fix change in default strategy between Python 3.7 and 3.8.
• Closes #412

- Jupyter Notebook
Published by jack89roberts almost 5 years ago

https://github.com/alan-turing-institute/airsenal - v1.0.0

New Features

• Lineups can now be set automatically via the FPL API, as well as transfers.

Enhancements

• Stan models replaced with numpyro (and bpl with bpl-next).
• Pinned dependency versions.

Bug Fixes

• airsenal_make_pipeline will now quit if any step fails.
• Applying transfers in the API now works for initial squads in gameweek 1.
• Fix Docker builds.
• airsenal_setup_initial_db now checks whether a database already exists before proceeding.

- Jupyter Notebook
Published by jack89roberts almost 5 years ago

https://github.com/alan-turing-institute/airsenal - v0.5.0

New Features

• Add data files from API for the completed 2020/21 season.
• Add 2021/22 teams and FIFA ratings.

Enhancements

• Use recent minutes from a minimum of the last 3 gameweeks when making predictions (previously same number of gameweeks as predicting for, so could be as few as a single gameweek).
• Code refactoring.
• Make it possible to use genetic optimisation for wildcards and free hits (not only initial squads)

Bug Fixes

• Only attempt to update player attributes history after GW1.

- Jupyter Notebook
Published by jack89roberts almost 5 years ago

https://github.com/alan-turing-institute/airsenal - v0.4.1

• Fix missing returrn statement in airsenal_make_transfers.
• Updates to README.md for airsenal_make_transfers and how to optimise chips with airsenal_run_optimization.

- Jupyter Notebook
Published by jack89roberts about 5 years ago

https://github.com/alan-turing-institute/airsenal - v0.4.0

New Features

• Closes #159 : Add injury/suspension status to the PlayerAttributes table in the database.
• Closes #338 : Add fixture updates to airsenal_update_db
• Make it possible to specify the database location in config files.
• Closes #286 : Add airsenal_make_transfers to programmatically make recommended transfers with the FPL API.

Enhancements

• Add FIFA ratings for 17/18 season.
• Default to using recent minutes from the same number of matches that we're predicting for (previously always last 3 matches).
• Make airsenal_update_db faster by modifying get_gameweek_by_date to filter fixtures by season and adding a LRU cache (same as the previous contribution to make the optimisation much faster).
• Make airsenal_run_pipeline only update the database by default (not delete and recreate). Add --clean argument to delete and recreate if desired.
• Add __str__ methods to classes in schema to tidy up some printing.

Bug Fixes

• Check for pre-existing rows in the database when updating match results and player scores.
• Closes #355 : Fix checks for whether transactions are already in the database when adding them from the API
• Fix some logic around updating pre-existing rows and free hit transfers, and finding the last gameweek we have all results for.
• Closes #356 : Fix error caused by query in get_max_gameweek.
• Pin pystan to v2 due to breaking changes in v3, and install bpl from a specific git commit.
• Attempt to fit the team model 3 times before erroring as a workaround for sporadic initialisation errors from bpl.
• Hide tqdm warnings in optimisation progress bars (#360 )

- Jupyter Notebook
Published by jack89roberts about 5 years ago

https://github.com/alan-turing-institute/airsenal - v0.3.0

New Features

• Add option to exclude strategies that spend too many points on transfers, or that waste free transfers (#321 )
• Closes #314: Make it possible to specify the week chips are played.
• Closes #265: Make it possible to specify FPL team ID from the command-line.
• Closes #266: Make it possible to run AIrsenal with multiple team IDs.
• Closes #317: Discount predicted points totals from future gameweeks.

Enhancements

• Closes #227 : Fix flake8 errors and add code quality checks to Travis.
• Closes #148: Quit optimisation with a meaningful error message if prediction tag doesn't have predictions for specified gameweeks.
• Closes #329: Clarify API access errors (that can be ignored) printed for squads entered after GW1.
• Speedup prediction and make it possible to run on more than four threads (#328)

Bug Fixes

• Fix using pre-wildcard/pre-free hit squad for points calculation (#312)
• Fix points calculation for free hit/bench boost + no transfers (#315)
• Closes #323 Fix missing results/scores if update run mid-gameweek.
• Fix sanity check errors caused by 5 substitutes being allowed at the end of the 2019/20 season (from #333, for #180)
• Closes #332 : Fix incorrect import in data sanity checks

- Jupyter Notebook
Published by jack89roberts over 5 years ago