diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml index 2723e1ba..634b4788 100644 --- a/.github/workflows/main.yml +++ b/.github/workflows/main.yml @@ -24,16 +24,18 @@ jobs: uses: actions/setup-python@v2 with: python-version: ${{ matrix.python-version }} - - name: Install dependencies + - name: Install dev dependencies run: | python -m pip install --upgrade pip - pip install flake8 pytest black - pip install . + pip install -r requirements-dev.txt - name: Code quality checks run: | - flake8 + isort --check-only . black --check . + flake8 + - name: Install AIrsenal + run: pip install . - name: Test with pytest env: - FPL_TEAM_ID: ${{ secrets.FPL_TEAM_ID }} + FPL_TEAM_ID: 863052 run: pytest diff --git a/.isort.cfg b/.isort.cfg new file mode 100644 index 00000000..b9fb3f3e --- /dev/null +++ b/.isort.cfg @@ -0,0 +1,2 @@ +[settings] +profile=black diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml new file mode 100644 index 00000000..57ca611e --- /dev/null +++ b/.pre-commit-config.yaml @@ -0,0 +1,16 @@ +# See https://pre-commit.com for more information +# See https://pre-commit.com/hooks.html for more hooks +repos: +- repo: https://github.com/pycqa/isort + rev: 5.9.3 + hooks: + - id: isort +- repo: https://github.com/ambv/black + rev: 21.7b0 + hooks: + - id: black + language_version: python3.8 +- repo: https://gitlab.com/pycqa/flake8 + rev: 3.9.2 + hooks: + - id: flake8 diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 640591ea..6a764977 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -120,12 +120,9 @@ You can view the log or rerun the checks if you have write access to the repo by GitHub has a [nice introduction][github-flow] to the pull request workflow, but please get in touch if you have any questions. -## Style Guide +## Coding Conventions and Style Guide -Docstrings should follow [numpydoc][link_numpydoc] convention. -We encourage extensive documentation. - -The python code itself should follow [PEP8][link_pep8] convention whenever possible, with at most about 500 lines of code (not including docstrings) per script. +We have attempted to summarize some guidelines and helpful tips for keeping the code readable and consistent in [this document](CodingConventions.md). --- @@ -148,5 +145,3 @@ _These Contributing Guidelines have been adapted from the [Contributing Guidelin [labels-helpwanted]: https://github.com/alan-turing-institute/AIrsenal/labels/help%20wanted [labels-project-management]: https://github.com/alan-turing-institute/AIrsenal/labels/project%20management [labels-question]: https://github.com/alan-turing-institute/AIrsenal/labels/question -[link_numpydoc]: https://numpydoc.readthedocs.io/en/latest/format.html -[link_pep8]: https://www.python.org/dev/peps/pep-0008/ diff --git a/CodingConventions.md b/CodingConventions.md new file mode 100644 index 00000000..5195fc00 --- /dev/null +++ b/CodingConventions.md @@ -0,0 +1,96 @@ +# Code conventions for AIrsenal + +This note aims to capture some of the practices we have (consciously or +unconsciously) adopted during the development of AIrsenal, with a view +to making the code more consistent, and therefore easier to develop. + +It is not intended as a set of hard-and-fast rules - there will always be +exceptions, and we definitely don't want to deter anyone from contributing, +rather we hope that this will develop into a set of helpful guidelines, and +additions/corrections to this document are always welcome! + +## Git branches + +In the original AIrsenal repo in the "alan-turing-institute" organization, we +maintain two long-running branches: "main" and "develop". +The aim is that "main" will always be functional, and this is likely to be the +first entrypoint to the project for new users. +The "develop" branch should hopefully also be functional, but it is not inconceivable that merging a new feature could break it for brief periods. + +Development should mostly take place on individual branches that are branched off "main" or "develop". As a general guideline, new features should be branched off, and merged back into "develop", while bugfixes can be branched off, and merged back into "main" (and then merge "main" into "develop"). +The naming convention for branches should generally be something like +`feature/-` or `bugfix/-` (and as this implies, there should ideally be a corresponding Issue!). + +## Developer Dependencies + +Packages used for developing AIrsenal but not needed to run AIrsenal (such as those in the code style and formatting section below) are included in +`requirements-dev.txt`. To install them run the following command from the `AIrsenal` directory (with your AIrsenal virtual environment activated if you are using one, for example with `conda activate airsenalenv`): +``` +pip install -r requirements-dev.txt +``` + +## Code style, formatting, code quality + +We are generally following the [PEP-8 style guide][link_pep8] regarding conventions for class, function, and variable names. + +Ideally, docstrings should follow [numpydoc][link_numpydoc] convention (though this is not always the case in the existing code). +We encourage extensive documentation. + +Although there are not many in the current codebase, we also encourage the use of type hints, as provided by the [typing](link_typing) module. Examples of functions using this can be found in `airsenal/framework/player_model.py`. + +For code formatting, we use the `black` linter before pushing our changes to Github - this can be run from the main "AIrsenal" directory by doing: +``` +black . +``` +and it will reformat any python files it finds. + +We also use [isort](https://pycqa.github.io/isort/index.html) to have a consistent alphabetical order on imports. This can be run from the "AIrsenal" directory with: +``` +isort . +``` + +We furthermore use the "flake8" style checker - this will flag up any unused imports, or undefined variables, for you to fix. This can be run, again from the main AIrsenal directory, via: +``` +flake8 +``` + +Finally, we have a [pre-commit](https://pre-commit.com/) setup that you can use to run all the steps above whenever commiting something to the AIrsenal repo. To set these up run this from the AIrsenal directory: +``` +pre-commit install +``` +To check they're working run: +``` +pre-commit run --all-files +``` + +## Where to put the code + +Within the main `AIrsenal` directory, the python package that gets built is based on the `airsenal` subdirectory. In this subdirectory, there are three further important subdirectories: `tests`, `framework`, and `scripts`. +* *framework* is where the vast majority of code should live. Things like the player-level statistical model and the database schema can be found here, as well as class definitions for e.g. "Squad" and "CandidatePlayer", the "DataFetcher" that retrieves information from the API, and several modules containing utility functions. +* *tests* contains test code for checking the behaviour of the functions in *framework*. When adding new functionality, it is always a good idea to write a corresponding test, and to run the full suite of tests to ensure that existing functions aren't broken. To check all tests are passing run `pytest` from the AIrsenal directory. +* *scripts* contains the command-line interfaces for running the various steps of AIrsenal (initial database setup, database update, prediction, and optimization). Ideally these scripts would just parse command-line arguments and then call library functions from `framework`, but in practice some of them do contain more logic than that. + +There is also a `notebooks` directory in the main `AIrsenal` directory, which contains Jupyter notebooks that have been used to develop, test, or demonstrate, various bits of AIrsenal functionality. These can be a good starting point to experiment, and familiarize yourself with the code. + + +## Order of function arguments + +Many functions in AIrsenal take a large number of arguments. Where possible, it +would be good to standardise the order in which these arguments go across different functions. This is currently not enforced, and is complicated by different arguments having or not having default values (which would favour putting them towards the end) in different functions, but where possible, we could try to move towards a common order. + +Below is a suggested ordering of commonly used arguments, from first to last: +* Other arguments (not listed below) +* *player* or *player_id* (instance of Player class, or the player_id in the database for that player) +* *position* (str, either "GK", "DEF", "MID" or "FWD", or "all") +* *team* (str, 3-letter identifier for team, e.g. "ARS, MUN", or "all") +* *tag* (str, a unique identifier for a set of entries (e.g. points predictions) in the database) +* *gameweek*, or *gameweek_range* (int, or list of ints, may have default value NEXT_GAMEWEEK) +* *season* (str, e.g. "2122" for the 2021/2022 season, often has a default value "CURRENT_SEASON") +* *fpl_team_id* (str, the ID of the squad in the FPL API - can be seen on the FPL website by looking at the URL after clicking on "View gameweek history"). +* *dbsession* (database session - often has default value "session", which is the default session created in `schema.py`.) +* *apifetcher* (instance of FPLDataFetcher, often has default value "fetcher", which is the default instance created in `utils.py`) +* *verbose* (boolean, if True, print out extra information) + +[link_numpydoc]: https://numpydoc.readthedocs.io/en/latest/format.html +[link_pep8]: https://www.python.org/dev/peps/pep-0008/ +[link_typing]: https://docs.python.org/3/library/typing.html diff --git a/airsenal/__init__.py b/airsenal/__init__.py index f6dd4821..4300ab65 100644 --- a/airsenal/__init__.py +++ b/airsenal/__init__.py @@ -6,7 +6,7 @@ import tempfile # AIrsenal package version. -__version__ = "1.1.1" +__version__ = "1.2.0" # Cross-platform temporary directory TMPDIR = "/tmp/" if os.name == "posix" else tempfile.gettempdir() diff --git a/airsenal/api/app.py b/airsenal/api/app.py index 9b798110..bca5fa85 100644 --- a/airsenal/api/app.py +++ b/airsenal/api/app.py @@ -5,31 +5,29 @@ HTTP requests to the endpoints defined here will give rise to calls to functions in api_utils.py """ +import json from uuid import uuid4 -from flask import Blueprint, Flask, session, request, jsonify +from flask import Blueprint, Flask, jsonify, request, session from flask_cors import CORS from flask_session import Session -import json - from airsenal.api.exceptions import ApiException - from airsenal.framework.api_utils import ( - remove_db_session, - list_teams_for_api, - create_response, - list_players_for_api, add_session_player, + best_transfer_suggestions, combine_player_info, - remove_session_player, + create_response, + fill_session_squad, + get_session_budget, get_session_players, get_session_predictions, - validate_session_squad, - fill_session_squad, - best_transfer_suggestions, + list_players_for_api, + list_teams_for_api, + remove_db_session, + remove_session_player, set_session_budget, - get_session_budget, + validate_session_squad, ) diff --git a/airsenal/api/session_example.py b/airsenal/api/session_example.py index 9f22cea0..0a923853 100644 --- a/airsenal/api/session_example.py +++ b/airsenal/api/session_example.py @@ -1,7 +1,4 @@ -from flask import ( - Flask, - session, -) +from flask import Flask, session app = Flask(__name__) app.config["SESSION_TYPE"] = "filesystem" diff --git a/airsenal/conftest.py b/airsenal/conftest.py index df691320..93853717 100644 --- a/airsenal/conftest.py +++ b/airsenal/conftest.py @@ -3,15 +3,14 @@ from contextlib import contextmanager import pytest - from sqlalchemy import create_engine from sqlalchemy.orm import sessionmaker +from airsenal import TMPDIR from airsenal.framework.mappings import alternative_team_names -from airsenal.tests.resources import dummy_players from airsenal.framework.schema import Base, Player, PlayerAttributes from airsenal.framework.utils import CURRENT_SEASON -from airsenal import TMPDIR +from airsenal.tests.resources import dummy_players API_SESSION_ID = "TESTSESSION" diff --git a/airsenal/data/goals_subs_data_1516.json b/airsenal/data/goals_subs_data_1516.json new file mode 100644 index 00000000..63e56ae3 --- /dev/null +++ b/airsenal/data/goals_subs_data_1516.json @@ -0,0 +1,17284 @@ +{ + "81": { + "datetime": "2015-08-08 15:45:00", + "home": "Manchester United", + "away": "Tottenham", + "goals": [], + "subs": [ + [ + "Nabil Bentaleb", + "Ryan Mason", + "54" + ], + [ + "Michael Carrick", + "Bastian Schweinsteiger", + "61" + ], + [ + "Memphis Depay", + "Ander Herrera", + "69" + ], + [ + "Mousa Demb\u00e9l\u00e9", + "Erik Lamela", + "69" + ], + [ + "Eric Dier", + "Dele Alli", + "78" + ], + [ + "Matteo Darmian", + "Antonio Valencia", + "82" + ] + ] + }, + "82": { + "datetime": "2015-08-08 18:00:00", + "home": "Bournemouth", + "away": "Aston Villa", + "goals": [ + [ + "Rudy Gestede", + "71" + ] + ], + "subs": [ + [ + "Joshua King", + "Yann Kermorgant", + "54" + ], + [ + "Jordan Ayew", + "Rudy Gestede", + "60" + ], + [ + "Marc Pugh", + "Max Gradel", + "70" + ], + [ + "Jordan Veretout", + "Carlos S\u00e1nchez", + "72" + ], + [ + "Scott Sinclair", + "Kieran Richardson", + "79" + ], + [ + "Dan Gosling", + "Eunan O'Kane", + "85" + ] + ] + }, + "83": { + "datetime": "2015-08-08 18:00:00", + "home": "Everton", + "away": "Watford", + "goals": [ + [ + "Miguel Lay\u00fan", + "13" + ], + [ + "Ross Barkley", + "75" + ], + [ + "Odion Ighalo", + "82" + ], + [ + "Arouna Kon\u00e9", + "85" + ] + ], + "subs": [ + [ + "Miguel Lay\u00fan", + "Juan Carlos Paredes", + "61" + ], + [ + "Brendan Galloway", + "Arouna Kon\u00e9", + "65" + ], + [ + "Jurado", + "Odion Ighalo", + "76" + ], + [ + "Kevin Mirallas", + "Bryan Oviedo", + "79" + ], + [ + "Valon Behrami", + "Ben Watson", + "81" + ], + [ + "Romelu Lukaku", + "Steven Naismith", + "93" + ] + ] + }, + "84": { + "datetime": "2015-08-08 18:00:00", + "home": "Leicester", + "away": "Sunderland", + "goals": [ + [ + "Jamie Vardy", + "10" + ], + [ + "Riyad Mahrez", + "17" + ], + [ + "Jermain Defoe", + "59" + ], + [ + "Marc Albrighton", + "65" + ], + [ + "Steven Fletcher", + "70" + ] + ], + "subs": [ + [ + "Lee Cattermole", + "Steven Fletcher", + "29" + ], + [ + "Billy Jones", + "Adam Matthews", + "57" + ], + [ + "Ritchie de Laet", + "Yohan Benalouane", + "78" + ], + [ + "Riyad Mahrez", + "Christian Fuchs", + "80" + ], + [ + "Jamie Vardy", + "N'Golo Kant\u00e9", + "85" + ] + ] + }, + "85": { + "datetime": "2015-08-08 18:00:00", + "home": "Norwich", + "away": "Crystal Palace", + "goals": [ + [ + "Wilfried Zaha", + "38" + ], + [ + "Damien Delaney", + "48" + ], + [ + "Nathan Redmond", + "68" + ], + [ + "Yohan Cabaye", + "93" + ] + ], + "subs": [ + [ + "Alexander Tettey", + "Nathan Redmond", + "56" + ], + [ + "Lewis Grabban", + "Cameron Jerome", + "56" + ], + [ + "Wilfried Zaha", + "Yannick Bolasie", + "74" + ], + [ + "Jordon Mutch", + "Mile Jedinak", + "75" + ], + [ + "Graham Dorrans", + "Gary Hooper", + "82" + ], + [ + "Glenn Murray", + "Connor Wickham", + "84" + ] + ] + }, + "86": { + "datetime": "2015-08-08 20:30:00", + "home": "Chelsea", + "away": "Swansea", + "goals": [ + [ + "Oscar", + "22" + ], + [ + "Andr\u00e9 Ayew", + "28" + ] + ], + "subs": [ + [ + "Ki Sung-yueng", + "Jack Cork", + "41" + ], + [ + "Oscar", + "Asmir Begovic", + "56" + ], + [ + "Jefferson Montero", + "Wayne Routledge", + "73" + ], + [ + "Cesc F\u00e0bregas", + "Kurt Zouma", + "78" + ], + [ + "Baf\u00e9timbi Gomis", + "Eder", + "81" + ], + [ + "Willian", + "Falcao", + "86" + ] + ] + }, + "87": { + "datetime": "2015-08-09 16:30:00", + "home": "Newcastle United", + "away": "Southampton", + "goals": [ + [ + "Graziano Pell\u00e8", + "23" + ], + [ + "Papiss Demba Ciss\u00e9", + "41" + ], + [ + "Georginio Wijnaldum", + "47" + ], + [ + "Shane Long", + "78" + ] + ], + "subs": [ + [ + "C\u00e9dric Soares", + "Cuco Martina", + "48" + ], + [ + "Jay Rodriguez", + "Shane Long", + "68" + ], + [ + "Vurnon Anita", + "Cheick Tiot\u00e9", + "70" + ], + [ + "Papiss Demba Ciss\u00e9", + "Aleksandar Mitrovic", + "77" + ], + [ + "Georginio Wijnaldum", + "Siem de Jong", + "83" + ] + ] + }, + "88": { + "datetime": "2015-08-09 16:30:00", + "home": "Arsenal", + "away": "West Ham", + "goals": [ + [ + "Cheikhou Kouyat\u00e9", + "42" + ], + [ + "Mauro Z\u00e1rate", + "56" + ] + ], + "subs": [ + [ + "Francis Coquelin", + "Theo Walcott", + "60" + ], + [ + "Mauro Z\u00e1rate", + "Matthew Jarvis", + "65" + ], + [ + "Mathieu Debuchy", + "Alexis S\u00e1nchez", + "69" + ], + [ + "Reece Oxford", + "Kevin Nolan", + "81" + ], + [ + "Diafra Sakho", + "Modibo Maiga", + "92" + ] + ] + }, + "89": { + "datetime": "2015-08-09 19:00:00", + "home": "Stoke", + "away": "Liverpool", + "goals": [ + [ + "Philippe Coutinho", + "85" + ] + ], + "subs": [ + [ + "Erik Pieters", + "Philipp Wollscheid", + "48" + ], + [ + "Adam Lallana", + "Emre Can", + "65" + ], + [ + "Ibrahim Afellay", + "Peter Odemwingie", + "80" + ], + [ + "Charlie Adam", + "Steve Sidwell", + "80" + ], + [ + "Jordon Ibe", + "Roberto Firmino", + "80" + ] + ] + }, + "90": { + "datetime": "2015-08-10 23:00:00", + "home": "West Bromwich Albion", + "away": "Manchester City", + "goals": [ + [ + "David Silva", + "8" + ], + [ + "Yaya Tour\u00e9", + "23" + ], + [ + "Vincent Kompany", + "58" + ] + ], + "subs": [ + [ + "James McClean", + "Claudio Yacob", + "47" + ], + [ + "Wilfried Bony", + "Sergio Ag\u00fcero", + "64" + ], + [ + "Rickie Lambert", + "Victor Anichebe", + "75" + ], + [ + "Raheem Sterling", + "Samir Nasri", + "75" + ], + [ + "Saido Berahino", + "Callum McManaman", + "81" + ], + [ + "Yaya Tour\u00e9", + "Mart\u00edn Demichelis", + "81" + ] + ] + }, + "91": { + "datetime": "2015-08-14 22:45:00", + "home": "Aston Villa", + "away": "Manchester United", + "goals": [ + [ + "Adnan Januzaj", + "28" + ] + ], + "subs": [ + [ + "Scott Sinclair", + "Rudy Gestede", + "60" + ], + [ + "Michael Carrick", + "Bastian Schweinsteiger", + "61" + ], + [ + "Adnan Januzaj", + "Ander Herrera", + "61" + ], + [ + "Jordan Veretout", + "Carlos S\u00e1nchez", + "79" + ], + [ + "Memphis Depay", + "Ashley Young", + "83" + ] + ] + }, + "92": { + "datetime": "2015-08-15 15:45:00", + "home": "Southampton", + "away": "Everton", + "goals": [ + [ + "Romelu Lukaku", + "21" + ], + [ + "Romelu Lukaku", + "44" + ], + [ + "Ross Barkley", + "83" + ] + ], + "subs": [ + [ + "Dusan Tadic", + "Oriol Romeu", + "49" + ], + [ + "Shane Long", + "Jay Rodriguez", + "75" + ], + [ + "Steven Davis", + "James Ward-Prowse", + "82" + ], + [ + "Brendan Galloway", + "Tyias Browning", + "91" + ], + [ + "Romelu Lukaku", + "Gerard Deulofeu", + "92" + ] + ] + }, + "93": { + "datetime": "2015-08-15 18:00:00", + "home": "Sunderland", + "away": "Norwich", + "goals": [ + [ + "Russell Martin", + "25" + ], + [ + "Steven Whittaker", + "36" + ], + [ + "Nathan Redmond", + "56" + ], + [ + "Duncan Watmore", + "87" + ] + ], + "subs": [ + [ + "Sebastian Larsson", + "Danny Graham", + "49" + ], + [ + "Wes Hoolahan", + "Bradley Johnson", + "65" + ], + [ + "Cameron Jerome", + "Lewis Grabban", + "71" + ], + [ + "Steven Fletcher", + "Duncan Watmore", + "73" + ], + [ + "Nathan Redmond", + "Gary O'Neil", + "86" + ] + ] + }, + "94": { + "datetime": "2015-08-15 18:00:00", + "home": "Swansea", + "away": "Newcastle United", + "goals": [ + [ + "Baf\u00e9timbi Gomis", + "8" + ], + [ + "Andr\u00e9 Ayew", + "51" + ] + ], + "subs": [ + [ + "Moussa Sissoko", + "Steven Taylor", + "48" + ], + [ + "Papiss Demba Ciss\u00e9", + "Rolando Aarons", + "56" + ], + [ + "Andr\u00e9 Ayew", + "Nathan Dyer", + "74" + ], + [ + "Jefferson Montero", + "Wayne Routledge", + "79" + ], + [ + "Gabriel Obertan", + "Aleksandar Mitrovic", + "84" + ], + [ + "Gylfi Sigurdsson", + "Leon Britton", + "88" + ] + ] + }, + "95": { + "datetime": "2015-08-15 18:00:00", + "home": "Tottenham", + "away": "Stoke", + "goals": [ + [ + "Eric Dier", + "18" + ], + [ + "Nacer Chadli", + "46" + ], + [ + "Mame Biram Diouf", + "82" + ] + ], + "subs": [ + [ + "Marco van Ginkel", + "Stephen Ireland", + "61" + ], + [ + "Jonathan Walters", + "Joselu", + "61" + ], + [ + "Harry Kane", + "Erik Lamela", + "66" + ], + [ + "Ryan Mason", + "Nabil Bentaleb", + "71" + ], + [ + "Marko Arnautovic", + "Charlie Adam", + "93" + ] + ] + }, + "96": { + "datetime": "2015-08-15 18:00:00", + "home": "Watford", + "away": "West Bromwich Albion", + "goals": [], + "subs": [ + [ + "Miguel Lay\u00fan", + "Almen Abdi", + "56" + ], + [ + "Craig Gardner", + "Salom\u00f3n Rond\u00f3n", + "63" + ], + [ + "Rickie Lambert", + "James McClean", + "70" + ], + [ + "Jurado", + "Steven Berghuis", + "85" + ], + [ + "Saido Berahino", + "Callum McManaman", + "91" + ] + ] + }, + "97": { + "datetime": "2015-08-15 18:00:00", + "home": "West Ham", + "away": "Leicester", + "goals": [ + [ + "Shinji Okazaki", + "26" + ], + [ + "Riyad Mahrez", + "37" + ], + [ + "Dimitri Payet", + "54" + ] + ], + "subs": [ + [ + "Reece Oxford", + "Pedro Obiang", + "49" + ], + [ + "Shinji Okazaki", + 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"Kyle Walker-Peters", + "Oriol Romeu", + "61" + ], + [ + "Takumi Minamino", + "Nathan Tella", + "63" + ], + [ + "Michail Antonio", + "Said Benrahma", + "70" + ], + [ + "Declan Rice", + "Issa Diop", + "93" + ] + ] + }, + "14814": { + "datetime": "2021-05-23 15:00:00", + "home": "Wolverhampton Wanderers", + "away": "Manchester United", + "goals": [ + [ + "Anthony Elanga", + "12" + ], + [ + "N\u00e9lson Semedo", + "38" + ] + ], + "subs": [ + [ + "Adama Traor\u00e9", + "Willian Jos\u00e9", + "26" + ], + [ + "Leander Dendoncker", + "Morgan Gibbs-White", + "65" + ], + [ + "Amad Diallo Traore", + "Shola Shoretire", + "87" + ], + [ + "Juan Mata", + "Hannibal Mejbri", + "87" + ], + [ + "Rayan Ait Nouri", + "Fernando Mar\u00e7al", + "88" + ], + [ + "Daniel James", + "William Fish", + "100" + ] + ] + } +} \ No newline at end of file diff --git a/airsenal/framework/api_utils.py b/airsenal/framework/api_utils.py index 017c525a..2b93f410 100644 --- a/airsenal/framework/api_utils.py +++ b/airsenal/framework/api_utils.py @@ -4,31 +4,27 @@ from flask import jsonify from sqlalchemy.orm import scoped_session, sessionmaker +from airsenal.framework.optimization_transfers import ( + make_optimum_double_transfer, + make_optimum_single_transfer, +) +from airsenal.framework.schema import Player, SessionBudget, SessionSquad, engine +from airsenal.framework.squad import Squad from airsenal.framework.utils import ( CURRENT_SEASON, + NEXT_GAMEWEEK, fetcher, - list_players, - list_teams, + get_fixtures_for_player, get_last_finished_gameweek, get_latest_prediction_tag, - NEXT_GAMEWEEK, - get_predicted_points_for_player, - get_fixtures_for_player, get_next_fixture_for_player, get_player, + get_predicted_points_for_player, get_recent_scores_for_player, + list_players, + list_teams, ) -from airsenal.framework.schema import engine, SessionSquad, SessionBudget, Player - -from airsenal.framework.squad import Squad - -from airsenal.framework.optimization_transfers import ( - make_optimum_single_transfer, - make_optimum_double_transfer, -) - - DBSESSION = scoped_session(sessionmaker(bind=engine)) diff --git a/airsenal/framework/aws_utils.py b/airsenal/framework/aws_utils.py index 06c19807..a3e458c5 100644 --- a/airsenal/framework/aws_utils.py +++ b/airsenal/framework/aws_utils.py @@ -10,8 +10,8 @@ from airsenal.framework.fpl_team_utils import ( get_league_standings, - get_overall_ranking, get_overall_points, + get_overall_ranking, ) @@ -64,7 +64,7 @@ def get_suggestions_string(): time.sleep(1) try: - from airsenal.framework.schema import Player, TransferSuggestion, Base, engine + from airsenal.framework.schema import Base, Player, TransferSuggestion, engine Base.metadata.bind = engine DBSession = sessionmaker() diff --git a/airsenal/framework/bpl_interface.py b/airsenal/framework/bpl_interface.py index 6695924f..774335b8 100644 --- a/airsenal/framework/bpl_interface.py +++ b/airsenal/framework/bpl_interface.py @@ -2,21 +2,17 @@ Interface to the NumPyro team model in bpl-next: https://github.com/anguswilliams91/bpl-next """ -from bpl import ExtendedDixonColesMatchPredictor - import numpy as np import pandas as pd +from bpl import ExtendedDixonColesMatchPredictor -from airsenal.framework.schema import Result, FifaTeamRating, session +from airsenal.framework.schema import FifaTeamRating, Result, session +from airsenal.framework.season import CURRENT_SEASON, get_teams_for_season from airsenal.framework.utils import ( - get_fixtures_for_gameweek, get_fixture_teams, + get_fixtures_for_gameweek, is_future_gameweek, ) -from airsenal.framework.season import ( - CURRENT_SEASON, - get_teams_for_season, -) np.random.seed(42) diff --git a/airsenal/framework/data_fetcher.py b/airsenal/framework/data_fetcher.py index 062edb78..3f0adedf 100644 --- a/airsenal/framework/data_fetcher.py +++ b/airsenal/framework/data_fetcher.py @@ -2,11 +2,12 @@ Classes to query the FPL API to retrieve current FPL data, and to query football-data.org to retrieve match and fixture data. """ -import os -import requests +import getpass import json +import os import time -import getpass + +import requests API_HOME = "https://fantasy.premierleague.com/api" diff --git a/airsenal/framework/db_config.py b/airsenal/framework/db_config.py index 2cc483c7..f823470a 100644 --- a/airsenal/framework/db_config.py +++ b/airsenal/framework/db_config.py @@ -2,6 +2,7 @@ Database can be either an sqlite file or a postgress server """ import os + from airsenal import TMPDIR config_path = os.path.join(os.path.dirname(__file__), "..", "data") diff --git a/airsenal/framework/multiprocessing_utils.py b/airsenal/framework/multiprocessing_utils.py index 4fbbe6dd..e8b44d57 100644 --- a/airsenal/framework/multiprocessing_utils.py +++ b/airsenal/framework/multiprocessing_utils.py @@ -8,9 +8,9 @@ https://stackoverflow.com/questions/41952413/get-length-of-queue-in-pythons-multiprocessing-library """ -from multiprocessing.queues import Queue import multiprocessing import os +from multiprocessing.queues import Queue def set_multiprocessing_start_method(num_thread=2): diff --git a/airsenal/framework/optimization_pygmo.py b/airsenal/framework/optimization_pygmo.py index 8e0205f0..19676786 100644 --- a/airsenal/framework/optimization_pygmo.py +++ b/airsenal/framework/optimization_pygmo.py @@ -14,13 +14,14 @@ ) import uuid + +from airsenal.framework.optimization_utils import get_discount_factor +from airsenal.framework.squad import TOTAL_PER_POSITION, Squad from airsenal.framework.utils import ( CURRENT_SEASON, - list_players, get_predicted_points_for_player, + list_players, ) -from airsenal.framework.squad import Squad, TOTAL_PER_POSITION -from airsenal.framework.optimization_utils import get_discount_factor class DummyPlayer: diff --git a/airsenal/framework/optimization_squad.py b/airsenal/framework/optimization_squad.py index d6d5d110..66b91071 100644 --- a/airsenal/framework/optimization_squad.py +++ b/airsenal/framework/optimization_squad.py @@ -4,13 +4,10 @@ import random -from airsenal.framework.squad import Squad, TOTAL_PER_POSITION -from airsenal.framework.player import CandidatePlayer -from airsenal.framework.utils import ( - CURRENT_SEASON, - get_predicted_points, -) from airsenal.framework.optimization_utils import get_discount_factor, positions +from airsenal.framework.player import CandidatePlayer +from airsenal.framework.squad import TOTAL_PER_POSITION, Squad +from airsenal.framework.utils import CURRENT_SEASON, get_predicted_points def make_new_squad( diff --git a/airsenal/framework/optimization_transfers.py b/airsenal/framework/optimization_transfers.py index d46e3eea..e00349d6 100644 --- a/airsenal/framework/optimization_transfers.py +++ b/airsenal/framework/optimization_transfers.py @@ -5,15 +5,15 @@ import random from operator import itemgetter +from airsenal.framework.optimization_squad import make_new_squad +from airsenal.framework.optimization_utils import get_discount_factor from airsenal.framework.utils import ( - NEXT_GAMEWEEK, CURRENT_SEASON, - get_predicted_points, + NEXT_GAMEWEEK, fastcopy, + get_predicted_points, get_squad_value, ) -from airsenal.framework.optimization_utils import get_discount_factor -from airsenal.framework.optimization_squad import make_new_squad def make_optimum_single_transfer( diff --git a/airsenal/framework/optimization_utils.py b/airsenal/framework/optimization_utils.py index 751c74d4..13d20555 100644 --- a/airsenal/framework/optimization_utils.py +++ b/airsenal/framework/optimization_utils.py @@ -1,24 +1,23 @@ """ functions to optimize the transfers for N weeks ahead """ +from copy import deepcopy from datetime import datetime from airsenal.framework.schema import ( - TransferSuggestion, - Transaction, - PlayerPrediction, Fixture, + PlayerPrediction, + Transaction, + TransferSuggestion, ) from airsenal.framework.squad import Squad from airsenal.framework.utils import ( - session, - get_current_squad_from_api, - get_bank, - NEXT_GAMEWEEK, CURRENT_SEASON, + NEXT_GAMEWEEK, + get_bank, + get_current_squad_from_api, + session, ) -from copy import deepcopy - positions = ["FWD", "MID", "DEF", "GK"] # front-to-back diff --git a/airsenal/framework/player.py b/airsenal/framework/player.py index 37acc62d..280fb644 100644 --- a/airsenal/framework/player.py +++ b/airsenal/framework/player.py @@ -4,10 +4,10 @@ from airsenal.framework.schema import Player from airsenal.framework.utils import ( - get_player, - get_predicted_points_for_player, CURRENT_SEASON, NEXT_GAMEWEEK, + get_player, + get_predicted_points_for_player, ) diff --git a/airsenal/framework/player_model.py b/airsenal/framework/player_model.py index 81ad92fd..02f42aa1 100644 --- a/airsenal/framework/player_model.py +++ b/airsenal/framework/player_model.py @@ -1,5 +1,7 @@ from __future__ import annotations + from abc import ABC, abstractmethod +from typing import Any, Dict, Optional import jax.numpy as jnp import jax.random as random @@ -8,8 +10,6 @@ import numpyro.distributions as dist from numpyro.infer import MCMC, NUTS -from typing import Any, Dict, Optional - def get_empirical_bayes_estimates(df_emp, prior_goals=None): """ diff --git a/airsenal/framework/prediction_utils.py b/airsenal/framework/prediction_utils.py index 849cfd8a..72d900f4 100644 --- a/airsenal/framework/prediction_utils.py +++ b/airsenal/framework/prediction_utils.py @@ -5,41 +5,38 @@ import os from collections import defaultdict from functools import partial -import pandas as pd -import numpy as np +import numpy as np +import pandas as pd from scipy.stats import multinomial -from airsenal.framework.schema import PlayerPrediction, PlayerScore, Fixture - +from airsenal.framework.FPL_scoring_rules import ( + get_appearance_points, + points_for_assist, + points_for_cs, + points_for_goal, + points_for_red_card, + points_for_yellow_card, + saves_for_point, +) from airsenal.framework.player_model import ( ConjugatePlayerModel, get_empirical_bayes_estimates, ) - +from airsenal.framework.schema import Fixture, PlayerPrediction, PlayerScore from airsenal.framework.utils import ( + CURRENT_SEASON, NEXT_GAMEWEEK, fastcopy, + fetcher, get_fixtures_for_player, - get_recent_minutes_for_player, get_max_matches_per_player, get_player, get_player_from_api_id, + get_recent_minutes_for_player, + is_future_gameweek, list_players, - fetcher, session, - CURRENT_SEASON, - is_future_gameweek, -) - -from airsenal.framework.FPL_scoring_rules import ( - points_for_goal, - points_for_assist, - points_for_cs, - get_appearance_points, - saves_for_point, - points_for_yellow_card, - points_for_red_card, ) np.random.seed(42) diff --git a/airsenal/framework/schema.py b/airsenal/framework/schema.py index d4f326ba..df5e8e79 100644 --- a/airsenal/framework/schema.py +++ b/airsenal/framework/schema.py @@ -3,13 +3,12 @@ Use SQLAlchemy to convert between DB tables and python objects. """ import os -from sqlalchemy import Column, ForeignKey, Integer, String, Float -from sqlalchemy.ext.declarative import declarative_base -from sqlalchemy.orm import relationship -from sqlalchemy.orm import sessionmaker -from sqlalchemy import create_engine from contextlib import contextmanager +from sqlalchemy import Column, Float, ForeignKey, Integer, String, create_engine +from sqlalchemy.ext.declarative import declarative_base +from sqlalchemy.orm import relationship, sessionmaker + from airsenal.framework.db_config import DB_CONNECTION_STRING, AIrsenalDBFile Base = declarative_base() diff --git a/airsenal/framework/squad.py b/airsenal/framework/squad.py index 7eb0f875..243abea5 100644 --- a/airsenal/framework/squad.py +++ b/airsenal/framework/squad.py @@ -4,17 +4,15 @@ Is able to check that it obeys all constraints. """ from operator import itemgetter + import numpy as np from airsenal.framework.player import CandidatePlayer, Player -from airsenal.framework.utils import get_player, NEXT_GAMEWEEK, CURRENT_SEASON, fetcher +from airsenal.framework.utils import CURRENT_SEASON, NEXT_GAMEWEEK, fetcher, get_player # how many players do we need to add TOTAL_PER_POSITION = {"GK": 2, "DEF": 5, "MID": 5, "FWD": 3} -# min/max active players per position -ACTIVE_PER_POSITION = {"GK": (1, 1), "DEF": (3, 5), "MID": (3, 5), "FWD": (1, 3)} - FORMATIONS = [ (3, 4, 3), (3, 5, 2), @@ -23,6 +21,7 @@ (4, 5, 1), (5, 4, 1), (5, 3, 2), + (5, 2, 3), ] diff --git a/airsenal/framework/transaction_utils.py b/airsenal/framework/transaction_utils.py index 47adac0c..00342714 100644 --- a/airsenal/framework/transaction_utils.py +++ b/airsenal/framework/transaction_utils.py @@ -3,18 +3,18 @@ hopefully with the correct price. Needs FPL_TEAM_ID to be set, either via environment variable, or a file named FPL_TEAM_ID in airsenal/data/ """ -from sqlalchemy import or_, and_ +from sqlalchemy import and_, or_ from airsenal.framework.schema import Transaction from airsenal.framework.utils import ( - get_players_for_gameweek, - fetcher, - get_player_from_api_id, - NEXT_GAMEWEEK, CURRENT_SEASON, + NEXT_GAMEWEEK, + fetcher, + get_entry_start_gameweek, get_player, + get_player_from_api_id, + get_players_for_gameweek, session, - get_entry_start_gameweek, ) diff --git a/airsenal/framework/utils.py b/airsenal/framework/utils.py index 6bfad12e..500b5d86 100644 --- a/airsenal/framework/utils.py +++ b/airsenal/framework/utils.py @@ -2,26 +2,27 @@ Useful commands to query the db """ +from datetime import date, datetime, timezone from functools import lru_cache from operator import itemgetter -from datetime import datetime, timezone, date +from pickle import dumps, loads from typing import TypeVar + import dateparser import regex as re -from pickle import loads, dumps import requests -from sqlalchemy import or_, case, desc +from sqlalchemy import case, desc, or_ -from airsenal.framework.mappings import alternative_player_names from airsenal.framework.data_fetcher import FPLDataFetcher +from airsenal.framework.mappings import alternative_player_names from airsenal.framework.schema import ( + Fixture, Player, PlayerAttributes, - Fixture, - PlayerScore, PlayerPrediction, - Transaction, + PlayerScore, Team, + Transaction, session, ) from airsenal.framework.season import CURRENT_SEASON diff --git a/airsenal/scraper/scrape_fpl_archive.py b/airsenal/scraper/scrape_fpl_archive.py index 6b99c6fa..64df8dc2 100644 --- a/airsenal/scraper/scrape_fpl_archive.py +++ b/airsenal/scraper/scrape_fpl_archive.py @@ -10,13 +10,13 @@ pip install bs4 """ -import time +import argparse import json import re -import argparse +import time -from selenium import webdriver from bs4 import BeautifulSoup +from selenium import webdriver base_url = { "1617": "http://fplarchives.com/Seasons/1", diff --git a/airsenal/scraper/scrape_understat.py b/airsenal/scraper/scrape_understat.py new file mode 100644 index 00000000..dc09a636 --- /dev/null +++ b/airsenal/scraper/scrape_understat.py @@ -0,0 +1,231 @@ +#!/usr/bin/env python + +""" +Use BeautifulSoup to follow links to scrape data from understat.com + +To setup - +`pip install bs4` +""" + +import argparse +import json +import os +from datetime import datetime, timedelta + +import requests +from bs4 import BeautifulSoup +from tqdm import tqdm + +LEAGUE_URL = "https://understat.com/league/epl/{}" +MATCH_URL = "https://understat.com/match/{}" +base_url = { + "1516": LEAGUE_URL.format("2015"), + "1617": LEAGUE_URL.format("2016"), + "1718": LEAGUE_URL.format("2017"), + "1819": LEAGUE_URL.format("2018"), + "1920": LEAGUE_URL.format("2019"), + "2021": LEAGUE_URL.format("2020"), + "2122": LEAGUE_URL.format("2020"), +} + + +def get_matches_info(season: str): + """Get the basic information for each match of the `season` from understat.com + + Parameters + ---------- + season : str + String corresponding to the season for which we need to find the + match info. + + Returns + ------- + list + List of dictionaries containing the following information for + each match: + `id`: ID of the match used by understat.com + `isResult`: True if the object is the result of a match. + `h`: Dictionary object containing the home team information. + `a`: Dictionary object containing the away team information. + `goals`: Dictionary with number ofgoals scored by the home and + away teams. + `xG`: The xG statistic for both teams. + `datetime`: The date and time of the match. + `forecast`: Forecasted values for win/loss/draw. + """ + try: + response = requests.get(base_url[season]) + except KeyError: + raise KeyError( + f"Please provide valid season to scrape data: " + f"{season} not in {list(base_url.keys())}" + ) + + if response.ok: + html = response.text + start = html.find("JSON") + 11 + end = html.find(")", start) + json_string = html[start:end] + json_string = json_string.encode("utf-8").decode("unicode_escape") + + matches_list = json.loads(json_string[1:-1]) + return matches_list + else: + raise ValueError( + f"Could not receive data for the given season. " + f"Error code: {response.status_code}" + ) + + +def parse_match(match_info: dict): + """Parse match webpage + + This function parses the webpage for the match corresponding to + `match_id` and returns a dictionary with the required information. + + Parameters + ---------- + match_id: dict + A dictionary that contains the basic information + regarding the match like `id`, `h` (home_team), `a` (away_team) + + + Returns + ------- + dict + Dictionary with the following structure: + { + "home": home_team, + "away": away_team, + "goals": (list) goals, + "subs": (list) subs, + } + The `goals` list is structured as a list of lists + [goal_scorer, time_of_goal]. The subs list is also a list of + lists of the form [player_in, player_out, time_of_substitution]. + + """ + match_id = match_info.get("id", None) + if not match_id: + raise KeyError( + "`id` not found. Please provide the id of the match in the dictionary." + ) + + home_team = match_info.get("h").get("title") + away_team = match_info.get("a").get("title") + date = match_info.get("datetime") + if date and datetime.fromisoformat(date) + timedelta(hours=3) > datetime.now(): + # match not played yet or only recently finished, skip + return None + + response = requests.get(MATCH_URL.format(match_id)) + if response.ok: + soup = BeautifulSoup(response.text, features="lxml") + else: + raise RuntimeError( + f"Could not reach match at understat.com: {response.status_code}" + ) + + timeline = soup.find_all( + "div", attrs={"class": "timiline-container"}, recursive=True + ) + goals = [] + subs = [] + for event in timeline: + if event.find("i", attrs={"title": "Goal"}): + scorer = event.find("a", attrs={"class": "player-name"}).text + goal_time = event.find("span", attrs={"class": "minute-value"}).text[:-1] + goals.append((scorer, goal_time)) + else: + row = event.find_all("div", attrs={"class": "timeline-row"}) + for r in row: + if r.find("i", attrs={"class": "player-substitution"}): + sub_info = [a.text for a in r.find_all("a")] + sub_time = event.find("span", attrs={"class": "minute-value"}).text[ + :-1 + ] + sub_info.append(sub_time) + subs.append(sub_info) + + result = { + "datetime": date, + "home": home_team, + "away": away_team, + "goals": goals, + "subs": subs, + } + return result + + +def get_season_info(season: str, result: dict = {}): + """Get statistics for whole season + + This function scrapes data for all the matches and returns a single + dictionary that contains information regarding the goals and + substitutions for all matches. + + Parameters + ---------- + season: str + The season for which the statistics need to be + reported. + results: dict, optional + Previously saved match results - won't get new data for any match ID present + in results.keys(), by default {} + + Returns + ------- + dict + Contains all the information regarding the home team, + the away team, the goals scored and their times, and the + substitutions made in the match. + """ + + matches_info = get_matches_info(season) + + for match in tqdm(matches_info): + if match.get("id") not in result.keys(): + parsed_match = parse_match(match) + if parsed_match: + result[match.get("id")] = parse_match(match) + + return result + + +def main(): + parser = argparse.ArgumentParser(description="Scrape understat archives") + parser.add_argument( + "--season", + help="Season to scrape data for", + choices=list(base_url.keys()), + required=True, + ) + parser.add_argument( + "--overwrite", + help="Force overwriting previously saved data if set", + action="store_true", + ) + args = parser.parse_args() + season = args.season + overwrite = args.overwrite + + result = {} + save_path = os.path.join( + os.path.dirname(__file__), f"../data/goals_subs_data_{season}.json" + ) + if os.path.exists(save_path) and not overwrite: + print( + f"Data for {season} season already exists. Will only get data for new " + "matches. To re-download data for all matches use --overwrite." + ) + with open(save_path, "r") as f: + result = json.load(f) + + goal_subs_data = get_season_info(season, result=result) + + with open(save_path, "w") as f: + json.dump(goal_subs_data, f, indent=4) + + +if __name__ == "__main__": + main() diff --git a/airsenal/scripts/airsenal_run_pipeline.py b/airsenal/scripts/airsenal_run_pipeline.py index f516f200..c59f9b38 100644 --- a/airsenal/scripts/airsenal_run_pipeline.py +++ b/airsenal/scripts/airsenal_run_pipeline.py @@ -1,9 +1,13 @@ -import sys import multiprocessing +import sys import warnings + import click from tqdm import TqdmWarning +from airsenal.framework.multiprocessing_utils import set_multiprocessing_start_method +from airsenal.framework.optimization_pygmo import make_new_squad_pygmo +from airsenal.framework.optimization_utils import fill_initial_suggestion_table from airsenal.framework.schema import session_scope from airsenal.framework.utils import ( CURRENT_SEASON, @@ -11,20 +15,15 @@ fetcher, get_latest_prediction_tag, ) -from airsenal.framework.multiprocessing_utils import set_multiprocessing_start_method -from airsenal.framework.optimization_utils import fill_initial_suggestion_table - -from airsenal.framework.optimization_pygmo import make_new_squad_pygmo - from airsenal.scripts.fill_db_init import check_clean_db, make_init_db -from airsenal.scripts.update_db import update_db from airsenal.scripts.fill_predictedscore_table import ( - make_predictedscore_table, get_top_predicted_points, + make_predictedscore_table, ) from airsenal.scripts.fill_transfersuggestion_table import run_optimization from airsenal.scripts.make_transfers import make_transfers from airsenal.scripts.set_lineup import set_lineup +from airsenal.scripts.update_db import update_db @click.command("airsenal_run_pipeline") diff --git a/airsenal/scripts/data_sanity_checks.py b/airsenal/scripts/data_sanity_checks.py index e887e290..9463936a 100644 --- a/airsenal/scripts/data_sanity_checks.py +++ b/airsenal/scripts/data_sanity_checks.py @@ -1,13 +1,12 @@ +from airsenal.framework.schema import PlayerScore +from airsenal.framework.season import get_teams_for_season from airsenal.framework.utils import ( - get_past_seasons, - session, CURRENT_SEASON, get_fixtures_for_season, + get_past_seasons, get_player_scores, + session, ) -from airsenal.framework.schema import PlayerScore - -from airsenal.framework.season import get_teams_for_season CHECK_SEASONS = [CURRENT_SEASON] + get_past_seasons(3) SEPARATOR = "\n" + ("=" * 50) + "\n" # used to separate groups of print statements diff --git a/airsenal/scripts/dump_api.py b/airsenal/scripts/dump_api.py index 4642629c..6a41a9a9 100644 --- a/airsenal/scripts/dump_api.py +++ b/airsenal/scripts/dump_api.py @@ -1,8 +1,8 @@ import json + from airsenal.framework.season import CURRENT_SEASON from airsenal.framework.utils import fetcher - sdata = fetcher.get_current_summary_data() with open(f"../data/FPL_{CURRENT_SEASON}.json", "w") as f: json.dump(sdata, f) diff --git a/airsenal/scripts/dump_db_contents.py b/airsenal/scripts/dump_db_contents.py index 4104afe9..404bd00b 100644 --- a/airsenal/scripts/dump_db_contents.py +++ b/airsenal/scripts/dump_db_contents.py @@ -6,14 +6,14 @@ import os from airsenal.framework.schema import ( + FifaTeamRating, + Fixture, Player, PlayerAttributes, - Fixture, + PlayerScore, Result, Team, - FifaTeamRating, Transaction, - PlayerScore, ) from airsenal.framework.utils import session diff --git a/airsenal/scripts/fill_db_init.py b/airsenal/scripts/fill_db_init.py index c8702906..283c4298 100644 --- a/airsenal/scripts/fill_db_init.py +++ b/airsenal/scripts/fill_db_init.py @@ -1,17 +1,15 @@ """Script to fill the database after install.""" -from airsenal.framework.schema import clean_database, database_is_empty -from airsenal.scripts.fill_team_table import make_team_table -from airsenal.scripts.fill_player_table import make_player_table -from airsenal.scripts.fill_player_attributes_table import make_attributes_table -from airsenal.scripts.fill_fixture_table import make_fixture_table -from airsenal.scripts.fill_result_table import make_result_table -from airsenal.scripts.fill_playerscore_table import make_playerscore_table -from airsenal.scripts.fill_fifa_ratings_table import make_fifa_ratings_table +import argparse +from airsenal.framework.schema import clean_database, database_is_empty, session_scope from airsenal.framework.transaction_utils import fill_initial_squad -from airsenal.framework.schema import session_scope - -import argparse +from airsenal.scripts.fill_fifa_ratings_table import make_fifa_ratings_table +from airsenal.scripts.fill_fixture_table import make_fixture_table +from airsenal.scripts.fill_player_attributes_table import make_attributes_table +from airsenal.scripts.fill_player_table import make_player_table +from airsenal.scripts.fill_playerscore_table import make_playerscore_table +from airsenal.scripts.fill_result_table import make_result_table +from airsenal.scripts.fill_team_table import make_team_table def check_clean_db(clean, dbsession): diff --git a/airsenal/scripts/fill_fifa_ratings_table.py b/airsenal/scripts/fill_fifa_ratings_table.py index b3afa487..1742ca3f 100644 --- a/airsenal/scripts/fill_fifa_ratings_table.py +++ b/airsenal/scripts/fill_fifa_ratings_table.py @@ -8,7 +8,7 @@ import os from airsenal.framework.mappings import alternative_team_names -from airsenal.framework.schema import FifaTeamRating, session_scope, session +from airsenal.framework.schema import FifaTeamRating, session, session_scope from airsenal.framework.utils import CURRENT_SEASON, get_past_seasons diff --git a/airsenal/scripts/fill_fixture_table.py b/airsenal/scripts/fill_fixture_table.py index b577f668..0101a4c8 100644 --- a/airsenal/scripts/fill_fixture_table.py +++ b/airsenal/scripts/fill_fixture_table.py @@ -6,12 +6,11 @@ """ import os - import uuid from airsenal.framework.data_fetcher import FPLDataFetcher from airsenal.framework.mappings import alternative_team_names -from airsenal.framework.schema import Fixture, session_scope, session +from airsenal.framework.schema import Fixture, session, session_scope from airsenal.framework.utils import CURRENT_SEASON, find_fixture, get_past_seasons diff --git a/airsenal/scripts/fill_player_attributes_table.py b/airsenal/scripts/fill_player_attributes_table.py index 6b1440fb..7e910833 100644 --- a/airsenal/scripts/fill_player_attributes_table.py +++ b/airsenal/scripts/fill_player_attributes_table.py @@ -3,27 +3,24 @@ """ Fill the "Player" table with info from this and past seasonss FPL """ -import os - import json +import os +from airsenal.framework.data_fetcher import FPLDataFetcher from airsenal.framework.mappings import positions -from airsenal.framework.schema import PlayerAttributes, session_scope, session - +from airsenal.framework.schema import PlayerAttributes, session, session_scope from airsenal.framework.utils import ( + CURRENT_SEASON, get_next_gameweek, - get_player, - get_player_from_api_id, - get_team_name, get_past_seasons, - CURRENT_SEASON, + get_player, get_player_attributes, + get_player_from_api_id, get_player_team_from_fixture, get_return_gameweek_from_news, + get_team_name, ) -from airsenal.framework.data_fetcher import FPLDataFetcher - def fill_attributes_table_from_file(detail_data, season, dbsession=session): """Fill player attributes table for previous season using data from diff --git a/airsenal/scripts/fill_player_table.py b/airsenal/scripts/fill_player_table.py index 20b493bd..b65dc91b 100644 --- a/airsenal/scripts/fill_player_table.py +++ b/airsenal/scripts/fill_player_table.py @@ -3,11 +3,11 @@ """ Fill the "Player" table with info from this and past seasonss FPL """ -import os import json +import os -from airsenal.framework.schema import Player, session_scope, session from airsenal.framework.data_fetcher import FPLDataFetcher +from airsenal.framework.schema import Player, session, session_scope from airsenal.framework.utils import CURRENT_SEASON, get_past_seasons diff --git a/airsenal/scripts/fill_playerscore_table.py b/airsenal/scripts/fill_playerscore_table.py index 4772f2f4..729647d4 100644 --- a/airsenal/scripts/fill_playerscore_table.py +++ b/airsenal/scripts/fill_playerscore_table.py @@ -8,17 +8,17 @@ import os from airsenal.framework.data_fetcher import FPLDataFetcher -from airsenal.framework.schema import PlayerScore, session_scope, session +from airsenal.framework.schema import PlayerScore, session, session_scope from airsenal.framework.utils import ( + CURRENT_SEASON, NEXT_GAMEWEEK, + find_fixture, + get_past_seasons, get_player, get_player_from_api_id, - get_team_name, - get_past_seasons, - CURRENT_SEASON, - find_fixture, - get_player_team_from_fixture, get_player_scores, + get_player_team_from_fixture, + get_team_name, ) diff --git a/airsenal/scripts/fill_predictedscore_table.py b/airsenal/scripts/fill_predictedscore_table.py index 15c48132..514ebd73 100644 --- a/airsenal/scripts/fill_predictedscore_table.py +++ b/airsenal/scripts/fill_predictedscore_table.py @@ -7,34 +7,32 @@ Generates a "tag" string which is stored so it can later be used by team-optimizers to get consistent sets of predictions from the database. """ -from uuid import uuid4 - -from multiprocessing import Process, Queue import argparse +from multiprocessing import Process, Queue +from uuid import uuid4 from airsenal.framework.bpl_interface import ( get_fitted_team_model, get_goal_probabilities_for_fixtures, ) from airsenal.framework.multiprocessing_utils import set_multiprocessing_start_method -from airsenal.framework.utils import ( - NEXT_GAMEWEEK, - CURRENT_SEASON, - get_top_predicted_points, - get_fixtures_for_gameweek, - list_players, -) - +from airsenal.framework.player_model import ConjugatePlayerModel, NumpyroPlayerModel from airsenal.framework.prediction_utils import ( + MAX_GOALS, calc_predicted_points_for_player, - get_all_fitted_player_data, fit_bonus_points, - fit_save_points, fit_card_points, - MAX_GOALS, + fit_save_points, + get_all_fitted_player_data, ) -from airsenal.framework.player_model import ConjugatePlayerModel, NumpyroPlayerModel from airsenal.framework.schema import session_scope +from airsenal.framework.utils import ( + CURRENT_SEASON, + NEXT_GAMEWEEK, + get_fixtures_for_gameweek, + get_top_predicted_points, + list_players, +) def allocate_predictions( diff --git a/airsenal/scripts/fill_result_table.py b/airsenal/scripts/fill_result_table.py index 6010b5ca..f96a4a19 100644 --- a/airsenal/scripts/fill_result_table.py +++ b/airsenal/scripts/fill_result_table.py @@ -8,14 +8,14 @@ import argparse import os -from airsenal.framework.mappings import alternative_team_names -from airsenal.framework.schema import Result, session_scope, session from airsenal.framework.data_fetcher import FPLDataFetcher +from airsenal.framework.mappings import alternative_team_names +from airsenal.framework.schema import Result, session, session_scope from airsenal.framework.utils import ( + CURRENT_SEASON, NEXT_GAMEWEEK, - get_past_seasons, find_fixture, - CURRENT_SEASON, + get_past_seasons, ) diff --git a/airsenal/scripts/fill_team_table.py b/airsenal/scripts/fill_team_table.py index 06ee7a71..cabc3171 100644 --- a/airsenal/scripts/fill_team_table.py +++ b/airsenal/scripts/fill_team_table.py @@ -6,9 +6,8 @@ """ import os -from airsenal.framework.schema import Team +from airsenal.framework.schema import Team, session, session_scope from airsenal.framework.utils import CURRENT_SEASON, get_past_seasons -from airsenal.framework.schema import session_scope, session def fill_team_table_from_file(filename, dbsession=session): diff --git a/airsenal/scripts/fill_transfersuggestion_table.py b/airsenal/scripts/fill_transfersuggestion_table.py index 85548872..0889603b 100644 --- a/airsenal/scripts/fill_transfersuggestion_table.py +++ b/airsenal/scripts/fill_transfersuggestion_table.py @@ -17,44 +17,43 @@ """ +import argparse +import cProfile +import json import os -import regex as re import shutil -import time -import json import sys +import time import warnings -import cProfile - - from multiprocessing import Process + +import regex as re import requests -from tqdm import tqdm, TqdmWarning -import argparse +from tqdm import TqdmWarning, tqdm from airsenal.framework.multiprocessing_utils import ( CustomQueue, set_multiprocessing_start_method, ) +from airsenal.framework.optimization_transfers import make_best_transfers from airsenal.framework.optimization_utils import ( - get_starting_squad, calc_free_transfers, calc_points_hit, + check_tag_valid, + count_expected_outputs, fill_suggestion_table, + get_discount_factor, get_num_increments, - count_expected_outputs, + get_starting_squad, next_week_transfers, - check_tag_valid, - get_discount_factor, ) -from airsenal.framework.optimization_transfers import make_best_transfers from airsenal.framework.utils import ( CURRENT_SEASON, - get_player_name, + fetcher, + get_free_transfers, get_latest_prediction_tag, get_next_gameweek, - get_free_transfers, - fetcher, + get_player_name, ) TMPDIR = "/tmp/" if os.name == "posix" else "%TMP%" diff --git a/airsenal/scripts/find_gameweek_for_match.py b/airsenal/scripts/find_gameweek_for_match.py index a95aeef6..47aa07ef 100644 --- a/airsenal/scripts/find_gameweek_for_match.py +++ b/airsenal/scripts/find_gameweek_for_match.py @@ -1,9 +1,9 @@ #!/usr/bin/env python -import sys import json -import pandas as pd +import sys +import pandas as pd """ The results_xxyy.csv don't have gameweek info in, create them by looking diff --git a/airsenal/scripts/get_transfer_suggestions.py b/airsenal/scripts/get_transfer_suggestions.py index d2c2ad0e..fbfa7100 100644 --- a/airsenal/scripts/get_transfer_suggestions.py +++ b/airsenal/scripts/get_transfer_suggestions.py @@ -6,7 +6,7 @@ from airsenal.framework.schema import TransferSuggestion -from airsenal.framework.utils import session, get_player_name +from airsenal.framework.utils import get_player_name, session def get_transfer_suggestions(dbsession): diff --git a/airsenal/scripts/make_player_details.py b/airsenal/scripts/make_player_details.py index ba2dabc2..7b9b5c17 100644 --- a/airsenal/scripts/make_player_details.py +++ b/airsenal/scripts/make_player_details.py @@ -3,17 +3,18 @@ https://github.com/vaastav/Fantasy-Premier-League repository on GitHub. """ -from glob import glob -import os import json +import os +from glob import glob + import pandas as pd -from airsenal.framework.utils import get_past_seasons from airsenal.framework.mappings import ( - alternative_team_names, alternative_player_names, + alternative_team_names, positions, ) +from airsenal.framework.utils import get_past_seasons # directory of this script SCRIPT_DIR = os.path.dirname(__file__) diff --git a/airsenal/scripts/make_player_history_table.py b/airsenal/scripts/make_player_history_table.py index d319c6c1..83ad60fe 100644 --- a/airsenal/scripts/make_player_history_table.py +++ b/airsenal/scripts/make_player_history_table.py @@ -5,7 +5,7 @@ Empirical Bayes model. """ from airsenal.framework.schema import PlayerScore -from airsenal.framework.utils import list_players, get_player_name, session +from airsenal.framework.utils import get_player_name, list_players, session def get_player_history_table(position="all"): diff --git a/airsenal/scripts/make_player_summary.py b/airsenal/scripts/make_player_summary.py index 5f5c20e0..584e1e87 100644 --- a/airsenal/scripts/make_player_summary.py +++ b/airsenal/scripts/make_player_summary.py @@ -5,7 +5,6 @@ from airsenal.framework.utils import get_past_seasons - INPUT_FILE = "../data/FPL_{}.json" SAVE_FILE = "../data/player_summary_{}.json" diff --git a/airsenal/scripts/make_results.py b/airsenal/scripts/make_results.py index 98863422..149d800a 100644 --- a/airsenal/scripts/make_results.py +++ b/airsenal/scripts/make_results.py @@ -1,9 +1,10 @@ """ Generate results CSV files from saved JSON files from fetcher.get_fixture_data() """ -import pandas as pd import json +import pandas as pd + SEASON = "2021" FIXTURE_DATA_FILE = "../data/fixture_data_{}.json" SUMMARY_DATA_FILE = "../data/FPL_{}.json" diff --git a/airsenal/scripts/make_transfers.py b/airsenal/scripts/make_transfers.py index d93dc09b..ade2c691 100644 --- a/airsenal/scripts/make_transfers.py +++ b/airsenal/scripts/make_transfers.py @@ -6,21 +6,23 @@ https://www.reddit.com/r/FantasyPL/comments/b4d6gv/fantasy_api_for_transfers/ https://fpl.readthedocs.io/en/latest/_modules/fpl/models/user.html#User.transfer """ -from prettytable import PrettyTable -import requests -import json import argparse -import getpass +import json + +import requests +from prettytable import PrettyTable + +from airsenal.framework.data_fetcher import FPLDataFetcher from airsenal.framework.optimization_utils import get_starting_squad from airsenal.framework.utils import ( - session as dbsession, + CURRENT_SEASON, get_bank, get_player, - CURRENT_SEASON, get_player_from_api_id, ) +from airsenal.framework.utils import session as dbsession from airsenal.scripts.get_transfer_suggestions import get_transfer_suggestions -from airsenal.framework.data_fetcher import FPLDataFetcher +from airsenal.scripts.set_lineup import login, set_lineup """ TODO: @@ -247,29 +249,6 @@ def build_transfer_payload(priced_transfers, current_gw, fetcher, chip_played): return transfer_payload -def login(session, fetcher): - - if ( - (not fetcher.FPL_LOGIN) - or (not fetcher.FPL_PASSWORD) - or (fetcher.FPL_LOGIN == "MISSING_ID") - or (fetcher.FPL_PASSWORD == "MISSING_ID") - ): - fetcher.FPL_LOGIN = input("Please enter FPL login: ") - fetcher.FPL_PASSWORD = getpass.getpass("Please enter FPL password: ") - - # print("FPL credentials {} {}".format(fetcher.FPL_LOGIN, fetcher.FPL_PASSWORD)) - login_url = "https://users.premierleague.com/accounts/login/" - headers = { - "login": fetcher.FPL_LOGIN, - "password": fetcher.FPL_PASSWORD, - "app": "plfpl-web", - "redirect_uri": "https://fantasy.premierleague.com/a/login", - } - session.post(login_url, data=headers) - return session - - def post_transfers(transfer_payload, fetcher): req_session = requests.session() @@ -332,6 +311,7 @@ def main(): args = parser.parse_args() confirm = args.confirm if args.confirm else False make_transfers(args.fpl_team_id, confirm) + set_lineup(args.fpl_team_id) if __name__ == "__main__": diff --git a/airsenal/scripts/optimize_squad_pygmo.py b/airsenal/scripts/optimize_squad_pygmo.py index 69564ce4..6a7812b3 100644 --- a/airsenal/scripts/optimize_squad_pygmo.py +++ b/airsenal/scripts/optimize_squad_pygmo.py @@ -2,10 +2,9 @@ from airsenal.framework.optimization_pygmo import make_new_squad_pygmo from airsenal.framework.squad import TOTAL_PER_POSITION - from airsenal.framework.utils import ( - NEXT_GAMEWEEK, CURRENT_SEASON, + NEXT_GAMEWEEK, get_latest_prediction_tag, ) diff --git a/airsenal/scripts/parse_fixtures.py b/airsenal/scripts/parse_fixtures.py index ffae3e82..372154bf 100644 --- a/airsenal/scripts/parse_fixtures.py +++ b/airsenal/scripts/parse_fixtures.py @@ -7,6 +7,7 @@ import re + import dateparser infile = open("../data/gameweeks.txt") diff --git a/airsenal/scripts/plot_league_standings.py b/airsenal/scripts/plot_league_standings.py index 2ecd38aa..8e156948 100644 --- a/airsenal/scripts/plot_league_standings.py +++ b/airsenal/scripts/plot_league_standings.py @@ -4,6 +4,7 @@ """ import argparse + import matplotlib.pyplot as plt from airsenal.framework.data_fetcher import FPLDataFetcher diff --git a/airsenal/scripts/set_lineup.py b/airsenal/scripts/set_lineup.py index e4d93731..f0319176 100644 --- a/airsenal/scripts/set_lineup.py +++ b/airsenal/scripts/set_lineup.py @@ -3,20 +3,42 @@ """ -from airsenal.framework.squad import Squad import argparse -import requests +import getpass import json + +import requests + +from airsenal.framework.data_fetcher import FPLDataFetcher +from airsenal.framework.squad import Squad from airsenal.framework.utils import ( + NEXT_GAMEWEEK, get_latest_prediction_tag, get_player, get_player_from_api_id, - NEXT_GAMEWEEK, -) -from airsenal.scripts.make_transfers import ( - login, ) -from airsenal.framework.data_fetcher import FPLDataFetcher + + +def login(session, fetcher): + if ( + (not fetcher.FPL_LOGIN) + or (not fetcher.FPL_PASSWORD) + or (fetcher.FPL_LOGIN == "MISSING_ID") + or (fetcher.FPL_PASSWORD == "MISSING_ID") + ): + fetcher.FPL_LOGIN = input("Please enter FPL login: ") + fetcher.FPL_PASSWORD = getpass.getpass("Please enter FPL password: ") + + # print("FPL credentials {} {}".format(fetcher.FPL_LOGIN, fetcher.FPL_PASSWORD)) + login_url = "https://users.premierleague.com/accounts/login/" + headers = { + "login": fetcher.FPL_LOGIN, + "password": fetcher.FPL_PASSWORD, + "app": "plfpl-web", + "redirect_uri": "https://fantasy.premierleague.com/a/login", + } + session.post(login_url, data=headers) + return session def check_proceed(squad): diff --git a/airsenal/scripts/squad_builder.py b/airsenal/scripts/squad_builder.py index cc9c1a4f..093b462c 100644 --- a/airsenal/scripts/squad_builder.py +++ b/airsenal/scripts/squad_builder.py @@ -3,17 +3,13 @@ import argparse import sys -from airsenal.framework.utils import ( - NEXT_GAMEWEEK, - get_latest_prediction_tag, - fetcher, -) +from airsenal.framework.optimization_squad import make_new_squad from airsenal.framework.optimization_utils import ( check_tag_valid, fill_initial_suggestion_table, ) from airsenal.framework.season import get_current_season -from airsenal.framework.optimization_squad import make_new_squad +from airsenal.framework.utils import NEXT_GAMEWEEK, fetcher, get_latest_prediction_tag positions = ["FWD", "MID", "DEF", "GK"] # front-to-back diff --git a/airsenal/scripts/update_db.py b/airsenal/scripts/update_db.py index c3934271..06dce700 100644 --- a/airsenal/scripts/update_db.py +++ b/airsenal/scripts/update_db.py @@ -7,21 +7,21 @@ """ import argparse +from airsenal.framework.schema import Player, session_scope +from airsenal.framework.transaction_utils import count_transactions, update_squad from airsenal.framework.utils import ( CURRENT_SEASON, - get_last_complete_gameweek_in_db, - get_last_finished_gameweek, NEXT_GAMEWEEK, - list_players, fetcher, + get_last_complete_gameweek_in_db, + get_last_finished_gameweek, get_player, + list_players, ) -from airsenal.scripts.fill_player_attributes_table import fill_attributes_table_from_api from airsenal.scripts.fill_fixture_table import fill_fixtures_from_api -from airsenal.scripts.fill_result_table import fill_results_from_api +from airsenal.scripts.fill_player_attributes_table import fill_attributes_table_from_api from airsenal.scripts.fill_playerscore_table import fill_playerscores_from_api -from airsenal.framework.transaction_utils import update_squad, count_transactions -from airsenal.framework.schema import Player, session_scope +from airsenal.scripts.fill_result_table import fill_results_from_api def update_transactions(season, fpl_team_id, dbsession): diff --git a/airsenal/tests/test_api_utils.py b/airsenal/tests/test_api_utils.py index 0c9df6d9..081f2c04 100644 --- a/airsenal/tests/test_api_utils.py +++ b/airsenal/tests/test_api_utils.py @@ -4,18 +4,18 @@ import re +from airsenal.conftest import API_SESSION_ID, test_session_scope from airsenal.framework.api_utils import ( - reset_session_squad, - get_session_budget, add_session_player, + get_session_budget, get_session_players, + list_players_teams_prices, + remove_session_player, + reset_session_squad, set_session_budget, validate_session_squad, - remove_session_player, - list_players_teams_prices, ) -from airsenal.framework.schema import SessionSquad, SessionBudget -from airsenal.conftest import test_session_scope, API_SESSION_ID +from airsenal.framework.schema import SessionBudget, SessionSquad def test_reset_session_squad(): diff --git a/airsenal/tests/test_fetcher.py b/airsenal/tests/test_fetcher.py index 7d0190c5..16b45444 100644 --- a/airsenal/tests/test_fetcher.py +++ b/airsenal/tests/test_fetcher.py @@ -2,9 +2,10 @@ test that we get valid responses from the API. """ -import pytest import random +import pytest + from airsenal.framework.data_fetcher import FPLDataFetcher from airsenal.framework.utils import NEXT_GAMEWEEK diff --git a/airsenal/tests/test_optimization.py b/airsenal/tests/test_optimization.py index 1a4bb3aa..d3efba22 100644 --- a/airsenal/tests/test_optimization.py +++ b/airsenal/tests/test_optimization.py @@ -2,19 +2,19 @@ Test the optimization of transfers, generating a few simplified scenarios and checking that the optimizer finds the expected outcome. """ -from unittest import mock from operator import itemgetter +from unittest import mock -from airsenal.framework.squad import Squad +from airsenal.framework.optimization_transfers import ( + make_optimum_double_transfer, + make_optimum_single_transfer, +) from airsenal.framework.optimization_utils import ( + count_expected_outputs, get_discount_factor, next_week_transfers, - count_expected_outputs, -) -from airsenal.framework.optimization_transfers import ( - make_optimum_single_transfer, - make_optimum_double_transfer, ) +from airsenal.framework.squad import Squad class DummyPlayer(object): diff --git a/airsenal/tests/test_score_predictions.py b/airsenal/tests/test_score_predictions.py index 154de28b..43704e39 100644 --- a/airsenal/tests/test_score_predictions.py +++ b/airsenal/tests/test_score_predictions.py @@ -1,41 +1,38 @@ """ test the score-calculating functions """ +import bpl import numpy as np import pandas as pd -import bpl - +from airsenal.conftest import test_past_data_session_scope +from airsenal.framework.bpl_interface import ( + fixture_probabilities, + get_fitted_team_model, + get_ratings_dict, + get_result_dict, +) from airsenal.framework.FPL_scoring_rules import get_appearance_points +from airsenal.framework.player_model import ( + ConjugatePlayerModel, + NumpyroPlayerModel, + scale_goals_by_minutes, +) from airsenal.framework.prediction_utils import ( - get_defending_points, - get_attacking_points, - get_player_history_df, - fit_player_data, - get_bonus_points, - get_save_points, - get_card_points, fit_bonus_points, fit_card_points, + fit_player_data, fit_save_points, + get_attacking_points, + get_bonus_points, + get_card_points, + get_defending_points, + get_player_history_df, get_player_scores, + get_save_points, mean_group_min_count, ) -from airsenal.framework.player_model import ( - ConjugatePlayerModel, - NumpyroPlayerModel, - scale_goals_by_minutes, -) - -from airsenal.framework.bpl_interface import ( - get_result_dict, - get_ratings_dict, - get_fitted_team_model, - fixture_probabilities, -) - -from airsenal.conftest import test_past_data_session_scope -from airsenal.framework.schema import Result, Fixture +from airsenal.framework.schema import Fixture, Result def generate_player_df(prob_score, prob_assist): diff --git a/airsenal/tests/test_squad.py b/airsenal/tests/test_squad.py index 4638f4ad..425ecf3e 100644 --- a/airsenal/tests/test_squad.py +++ b/airsenal/tests/test_squad.py @@ -5,7 +5,6 @@ import pytest from airsenal.conftest import test_session_scope - from airsenal.framework.squad import Squad from airsenal.framework.utils import CURRENT_SEASON diff --git a/airsenal/tests/test_utils.py b/airsenal/tests/test_utils.py index 881e423d..27d87408 100644 --- a/airsenal/tests/test_utils.py +++ b/airsenal/tests/test_utils.py @@ -3,8 +3,8 @@ """ from airsenal.conftest import test_session_scope -from airsenal.framework.utils import get_player_name, get_player_id, get_player from airsenal.framework.schema import Player +from airsenal.framework.utils import get_player, get_player_id, get_player_name def test_get_player_name(fill_players): diff --git a/aws_scripts/lambda_airsenal_alexa.py b/aws_scripts/lambda_airsenal_alexa.py index da97bb95..2fdf6f5f 100644 --- a/aws_scripts/lambda_airsenal_alexa.py +++ b/aws_scripts/lambda_airsenal_alexa.py @@ -6,9 +6,9 @@ import logging from airsenal.framework.aws_utils import ( - get_suggestions_string, - get_score_ranking_string, get_league_standings_string, + get_score_ranking_string, + get_suggestions_string, ) logging.basicConfig() diff --git a/requirements-dev.txt b/requirements-dev.txt new file mode 100644 index 00000000..d36e913d --- /dev/null +++ b/requirements-dev.txt @@ -0,0 +1,6 @@ +black==21.7b0 +isort==5.9.3 +flake8==3.9.2 +pre-commit==2.15.0 +pytest==6.2.4 + diff --git a/requirements.txt b/requirements.txt index 3369ce1c..fe33dbf5 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,20 +1,18 @@ -black==21.7b0 +beautifulsoup4==4.10.0 bpl @ git+https://github.com/anguswilliams91/bpl-next.git@ee786fd click==8.0.1 dateparser==1.0.0 -flake8==3.9.2 flask==2.0.1 flask_cors==3.0.10 flask_session==0.4.0 jupyter==1.0.0 +lxml==4.6.3 matplotlib==3.4.2 numpyro==0.6.0 pandas==1.3.1 prettytable==2.1.0 -pytest==6.2.4 requests==2.26.0 scipy==1.7.1 seaborn==0.11.1 sqlalchemy==1.4.22 tqdm==4.62.0 - diff --git a/requirements_dev.txt b/requirements_dev.txt deleted file mode 100644 index 7e66a17d..00000000 --- a/requirements_dev.txt +++ /dev/null @@ -1 +0,0 @@ -black