Package: lazyfpl
Fantasy Premier League Team Optimizer - Win at FPL with LazinessTheFantasy Premier League Team Optimizeremploys data-driven methods for analyzing and optimizing Fantasy Premier League (FPL) team selections. It is an essential tool for FPL players who wish to leverage statistical models and optimization algorithms for a competitive advantage.Why Model Training is EssentialIn this application, training a machine learning model is critical as it allows for nuanced understanding and prediction of FPL player performances. By analyzing historical data, the model identifies patterns and trends, offering forecasts about future player performances. These predictions are invaluable for strategic team selection and transfer decisions, providing users with a significant edge in the game.Modules OverviewbackevelThebackevelmodule is designed to validate the accuracy of the model's predictions against real-world player performances. It serves as a critical tool for assessing the model's effectiveness, enabling users to understand and improve the predictive capability of the system. This module is especially useful for refining the model's algorithms to enhance its future forecasting accuracy.confTheconfmodule is where users can customize the application's settings and parameters. This flexibility allows for personalization according to individual strategies and preferences. It's crucial for users who want to adapt the application's functionality to their unique play style or specific requirements in the FPL.ml_modelTheml_modelmodule is at the core of the application. It uses machine learning algorithms to analyze historical data and predict future player performances. This predictive capability is what makes the application so powerful for FPL players, offering insights that can inform strategic decisions for team selections and transfers.optimizerTheoptimizermodule combines the insights from theml_modelwith the constraints defined by the user to suggest the best possible team setups. It is a sophisticated tool that leverages both data-driven predictions and user-defined strategies to maximize the performance of an FPL team.populatorThepopulatormodule is responsible for filling the database with data from external sources. This module ensures that the database has comprehensive and up-to-date information, which is crucial for the accuracy of the model's predictions and the effectiveness of the optimizer.transferIn thetransfermodule, users receive guidance on managing player transfers, influenced by the model's predictions and optimization algorithms. This module helps users make informed decisions about player transfers, combining data-driven insights with strategic planning for improved team performance.differentialsThe differentials module is a specialized tool designed for the Fantasy Premier League Team Optimizer. It offers analytics to identify potential differential picks in your fantasy football team. Differential picks are players who are not widely selected by other managers but have the potential to score high points, thereby giving you an edge in the competition.Command Line Interface (CLI) UsageThis application features a CLI, implemented viaargparse, for straightforward interaction and execution. Below are command examples for key operations:# Builds local player database.python3-mlazyfpl.populator# Train ml-model (used to estimate expected points per player).python3-mlazyfpl.ml_model# Backeval the model (optional).python3-mlazyfpl.backevel# Optimize team selection based on various criteria.python3-mlazyfpl.optimizer--no-news--min-mtm60Obs! Step 1 and 2 must be run every gameweek to optain any new data.optimizerSummary of lazyfpl.optimizer Command OutputThe lazyfpl.optimizer command, with the parameters --no-news --min-mtm 60 --include Salah Haaland Alexander-Arnold, generated several team combinations for the Fantasy Premier League, focusing on optimizing the team with specific constraints and player inclusions.Key Players Included: The optimization specifically included Mohamed Salah, Erling Haaland, and Trent Alexander-Arnold, key players known for their high impact in FPL.Player Analysis: The output provided detailed analytics on various players, including expected points (xP), price, total points (TP), and upcoming matches. Notably, Erling Haaland was mentioned with a foot injury and a 50% chance of playing.Team Statistics: The command calculated different metrics like 'Price', 'Size', 'LxP' (Likely points), 'SxP' (Scheduled points), and 'CxP' (Combined points), providing a comprehensive overview of the team's potential performance.Optimization Results: The optimizer assessed numerous combinations of goalkeepers, defenders, midfielders, and forwards, totaling an astronomical number of potential team setups (in the range of 4.4e+15).Team Performance Scores: The summary includes schedule scores, team scores, and total scores (TSscore), indicating the balance between the team's schedule, individual player performance, and overall team synergy.This summary provides a snapshot of the optimizer's output, showcasing its capabilities in assessing player performances, predicting future outputs, and suggesting optimal team configurations based on the given parametersPrice:99.4Size:15LxP:215.2SxP:277.7CxP:351.3Schedulescore:15Teamscore:14TSscore:20.52BISxPPriceTPUDTeamPositionPlayerUpcomingNewsX20.957.065-0.2WolvesFWDCunhaChelsea-Brentford-EvertonX19.776.0580.6NewcastleFWDIsakLuton-Nott'm Forest - LiverpoolX17.5139.01120.9ManCityFWDHaalandEverton-SheffieldUtd-NewcastleFootinjury-50%chanceofplayingX18.449.036-0.2FulhamMIDCairneyBurnley-Bournemouth-ArsenalX16.976.0710.9ManCityMIDFodenEverton-SheffieldUtd-Newcastle16.1132.01270.1LiverpoolMIDSalahArsenal-Burnley-Newcastle15.857.050-0.5Nott'm Forest   MID       Gibbs-White          Bournemouth - Newcastle - Man Utd14.750.042-0.2FulhamMIDJ.PalhinhaBurnley-Bournemouth-ArsenalX31.143.022-0.2FulhamDEFTosinBurnley-Bournemouth-ArsenalX20.644.045-0.1BournemouthDEFSenesiNott'm Forest - Fulham - SpursX18.282.0750.1LiverpoolDEFAlexander-ArnoldArsenal-Burnley-NewcastleX17.944.038-0.5Nott'm Forest   DEF       Toffolo              Bournemouth - Newcastle - Man UtdX17.944.0230.2AstonVillaDEFDiegoCarlosSheffieldUtd-ManUtd-BurnleyX16.146.057-0.1BournemouthGKPNetoNott'm Forest - Fulham - Spurs15.955.0460.9ManCityGKPEdersonM.Everton-SheffieldUtd-NewcastlePrice:99.7Size:15LxP:215.2SxP:278.0CxP:351.6Schedulescore:15Teamscore:14TSscore:20.52BISxPPriceTPUDTeamPositionPlayerUpcomingNewsX20.957.065-0.2WolvesFWDCunhaChelsea-Brentford-EvertonX19.776.0580.6NewcastleFWDIsakLuton-Nott'm Forest - LiverpoolX17.5139.01120.9ManCityFWDHaalandEverton-SheffieldUtd-NewcastleFootinjury-50%chanceofplayingX18.449.036-0.2FulhamMIDCairneyBurnley-Bournemouth-ArsenalX16.976.0710.9ManCityMIDFodenEverton-SheffieldUtd-Newcastle16.1132.01270.1LiverpoolMIDSalahArsenal-Burnley-Newcastle15.857.050-0.5Nott'm Forest   MID       Gibbs-White          Bournemouth - Newcastle - Man Utd15.053.059-0.2FulhamMIDAndreasBurnley-Bournemouth-ArsenalX31.143.022-0.2FulhamDEFTosinBurnley-Bournemouth-ArsenalX20.644.045-0.1BournemouthDEFSenesiNott'm Forest - Fulham - SpursX18.282.0750.1LiverpoolDEFAlexander-ArnoldArsenal-Burnley-NewcastleX17.944.038-0.5Nott'm Forest   DEF       Toffolo              Bournemouth - Newcastle - Man UtdX17.944.0230.2AstonVillaDEFDiegoCarlosSheffieldUtd-ManUtd-BurnleyX16.146.057-0.1BournemouthGKPNetoNott'm Forest - Fulham - Spurs15.955.0460.9ManCityGKPEdersonM.Everton-SheffieldUtd-NewcastleAcknowledgmentsSpecial thanks to the maintainers of theFantasy-Premier-Leaguelibrary. This invaluable resource has been instrumental in providing comprehensive and up-to-date FPL player statistics, game-week specific data, and historical performance records. Their dedication to maintaining and updating this library plays a crucial role in enhancing the capabilities of our "Fantasy Premier League Team Optimizer" and the FPL community at large. Your efforts are greatly appreciated!