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Last active Aug 31, 2017

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Draft the best possible team for a DraftKings NFL contest
<?php
/** Lineup Generator
*
* Generate a lineup with the highest projected score for a given salary
*
* ## TODO
* - Deal with ties
* - Show top 10 team options
* - Add direct API integrations
* - Refactor into library
* - Add "strategy" (e.g. stars & sleepers, GPP versus "cash") / upside versus floor
* - Consider less "greedy" cap space spender
* - Correlations / stacking - (boost or decrease score)
*
* ## Done
* - -Deal with flex validator-
* - -Check for duplicates in maximizer-
* - -Improve team display to show by position (incl flex)-
* - -Spend any available salary cap space-
* - -Deal with flex swapper-
[826]=>
object(stdClass)#828 (23) {
["playerId"]=>
int(2553913)
["player"]=>
NULL
["playername"]=>
string(15) "Tyrell Williams"
["position"]=>
string(2) "WR"
["team"]=>
string(2) "SD"
["playerposition"]=>
string(2) "WR"
["playerteam"]=>
string(2) "SD"
["vor"]=>
NULL
["points"]=>
int(0)
["actualPoints"]=>
NULL
["overallECR"]=>
NULL
["overallRank"]=>
int(514)
["positionRank"]=>
int(171)
["cost"]=>
NULL
["salary"]=>
NULL
["dropoff"]=>
NULL
["adp"]=>
NULL
["adpdiff"]=>
NULL
["auctionValue"]=>
NULL
["upper"]=>
int(0)
["lower"]=>
int(0)
["risk"]=>
NULL
["sleeper"]=>
NULL
}
*/
ini_set("auto_detect_line_endings", true); //HACK: To fix `^M` in `DKSalaries.csv`
const TEAM_SIZE = 9;
const SALARY_CAP = 50000;
const TRIALS = 1000;
const RB_COUNT = 2;
const WR_COUNT = 3;
const TE_COUNT = 1;
const FLEX_POSITIONS = "RB WR TE"; //Eligible flex players (e.g. "RB WR TE")
const DEPTH = 5; //How many players to check at each position
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function getProjections() {
$context = stream_context_create(array(
'http' => array(
'method' => 'POST',
'header' => "Content-Type: application/json\r\n",
'content' => POST_BODY
)
));
$response = file_get_contents('http://apps.fantasyfootballanalytics.net/Projections/LoadData', FALSE, $context);
return json_decode($response);
}
function generatePlayers($draftGroupId) {
$projections = getProjections();
//$projections = json_decode(SAMPLE_RESPONSE); //Used for testing
$dkSalaries = array_map('str_getcsv', file("DKSalaries{$draftGroupId}.csv"));
$players = array_map(function($player){
return array(
$player[0],
$player[1],
$player[2]
);
}, $dkSalaries);
$playersWithProjections = array();
for($i = 0; $i < count($players); $i++) {
foreach($projections->{'GridData'} as $projection) {
if( $projection->{'playername'} == $players[$i][1] || $projection->{'playername'}." " == $players[$i][1]) {
$points = array(
intval($projection->{'lower'}),
intval($projection->{'points'}),
intval($projection->{'upper'})
);
$playersWithProjections[] = array_merge($players[$i], $points);
break;
}
}
if(count($players[$i]) < 3) { //Not really sure if this is doing anything
unset($playersWithProjections[$i-1]);
}
}
return $playersWithProjections;
}
function filterTopPlayers($players) {
$topPlayers=array(
'QB'=>array(),
'RB'=>array(),
'WR'=>array(),
'TE'=>array(),
'DST'=>array()
);
foreach($players as $player) {
$topPlayers[$player[0]][]=$player;
}
foreach($topPlayers as $position=>$players) {
usort($topPlayers[$position], function($a, $b) { return($a[3] < $b[3]); });
$depth = (defined($position."_COUNT")) ? (constant($position."_COUNT") + 1) * DEPTH : 2 * DEPTH;
$topPlayers[$position] = array_slice($topPlayers[$position], 0, $depth);
}
foreach($topPlayers as $positionPlayers) {
foreach($positionPlayers as $player) {
$topPlayers[]=$player;
}
}
unset($topPlayers['QB']);
unset($topPlayers['RB']);
unset($topPlayers['WR']);
unset($topPlayers['TE']);
unset($topPlayers['DST']);
return $topPlayers;
}
function pickRandomTeam($players) {
shuffle($players);
$team = array_slice($players,0,9);
if(isValidTeam($team)) {
return $team;
} else {
return pickRandomTeam($players);
}
}
function isValidTeam($team) {
$belowCap = (calcTeamSalary($team)<=SALARY_CAP) ? true : false;
$isValidPositions = (isValidPositions($team)) ? true : false;
if( $isValidPositions && $belowCap ) {
return true;
}
return false;
}
function isValidPositions($team) {
$positionCounts = array(
'QB' => 0,
'RB' => 0,
'WR' => 0,
'TE' => 0,
'DST' => 0
);
foreach($team as $player) {
$positionCounts[$player[0]] += 1;
}
$flex = explode(" ", FLEX_POSITIONS);
$flexCount = 0;
foreach($flex as $currentFlex) {
if(count($positionCounts[$currentFlex]) > constant($currentFlex."_COUNT")) {
$flexCount += 1;
}
}
if ( min(array_values($positionCounts)) == 0
|| $positionCounts['WR'] < WR_COUNT
|| $positionCounts['RB'] < RB_COUNT
|| $flexCount > 1
|| $positionCounts['QB'] > 1
|| $positionCounts['DST'] > 1
|| $positionCounts['RB'] > RB_COUNT+1
|| $positionCounts['WR'] > WR_COUNT+1
|| $positionCounts['TE'] > TE_COUNT+1)
{
return false;
}
return true;
}
function calcTeamSalary($team) {
$totalSalary=0;
foreach($team as $player) {
$totalSalary+=$player[2];
}
return $totalSalary;
}
function calcTeamScoreSimple($team) {
$totalScore=0;
if(is_null($team)) {
return 0;
}
foreach($team as $player) {
$totalScore+=$player[3];
}
return $totalScore;
}
function isMaxScore($candidate, $current) {
if($candidate > $current) {
return true;
} else {
return false;
}
}
function maximizeTeamSimple($team, $players) {
$capSpace = SALARY_CAP - calcTeamSalary($team);
for($i=0;$i<count($team);$i++) {
$player = $team[$i];
foreach($players as $candidate) {
if( isCandidateNewToTeam($candidate,$team)
&& $candidate[0] == $player[0] //Check position
&& $candidate[2] <= ($player[2] + $capSpace) //Check salary
&& $candidate[3] > $player[3] //Check projection
)
{
$team[$i] = $candidate; //Swap the player
$capSpace = SALARY_CAP - calcTeamSalary($team);
$player = $candidate; //Compare against the new player in the next loop
}
}
}
$team = swapMaxFlexSimple($team, $players);
return $team;
}
function swapMaxFlexSimple($team, $players) {
$capSpace = SALARY_CAP - calcTeamSalary($team);
$flex = -1;
$positionPlayers = array(
'QB' => array(),
'RB' => array(),
'WR' => array(),
'TE' => array(),
'FLEX' => array(),
'DST' => array()
);
for($i=0;$i<count($team);$i++) {
$player = $team[$i];
$positionMax = (defined($player[0]."_COUNT")) ? constant($player[0]."_COUNT") : 1;
if(count($positionPlayers[$player[0]]) < $positionMax) {
$positionPlayers[$player[0]][] = $player;
} else {
$positionPlayers['FLEX'][] = $player;
$flex = $i;
}
}
$player=$team[$flex];
foreach($players as $candidate) {
if( isCandidateNewToTeam($candidate,$team)
&& in_array($candidate[0], explode(" ", FLEX_POSITIONS)) //Check position
&& $candidate[2] <= ($player[2] + $capSpace) //Check salary
&& $candidate[3] > $player[3] //Check projection
)
{
$team[$flex] = $candidate; //Swap the player
$capSpace = SALARY_CAP - calcTeamSalary($team);
$player = $candidate; //Compare against the new player in the next loop
}
}
return $team;
}
function isCandidateNewToTeam($candidate,$team) {
foreach($team as $player) {
if($candidate[1] == $player[1]) {
return false;
}
}
return true;
}
function calcScoreCounts($scores) {
$scoreCounts=array();
foreach($scores as $score) {
if(!isset($scoreCounts[$score])) {
$scoreCounts[$score]=0;
}
$scoreCounts[$score]+=1;
}
ksort($scoreCounts);
return $scoreCounts;
}
function printScores($scoreCounts) {
$chart="";
foreach($scoreCounts as $score=>$count) {
$chart.= $score.":".$count;
for($i=0;$i<$count;$i+=max(array(1,intval(TRIALS/500)))) {
$chart.= ".";
}
$chart .= "\n";
}
return $chart;
}
function printTeamInOrder($team) {
$positionPlayers = array(
'QB' => array(),
'RB' => array(),
'WR' => array(),
'TE' => array(),
'FLEX' => array(),
'DST' => array()
);
foreach($team as $player) {
$positionMax = (defined($player[0]."_COUNT")) ? constant($player[0]."_COUNT") : 1;
if(count($positionPlayers[$player[0]]) < $positionMax) {
$positionPlayers[$player[0]][] = $player;
} else {
$positionPlayers['FLEX'][] = $player;
}
}
$str = "";
foreach($positionPlayers as $position=>$players) {
foreach ($players as $player) {
if($position == 'FLEX') {
$player[0] = 'FLEX';
}
$str .= printPlayer($player);
}
}
return $str;
}
function printPlayer($player) {
return $player[0]." ".$player[1]." ".$player[2]." ".$player[3]." ".round($player[2]/$player[3])."\n";
}
function main($draftGroupId) {
$players = generatePlayers($draftGroupId);
$players = filterTopPlayers($players);
$maxTeam = array(0,array());
$scores=array();
for($i = 0; $i < TRIALS; $i++) {
$team = pickRandomTeam($players);
$score = calcTeamScoreSimple($team);
$scores[] = $score;
if( isMaxScore($score,$maxTeam[0]) ) {
$maxTeam = array($score,$team);
}
}
$previousMaxTeamScore = $maxTeam[0];
$maxTeam[1] = maximizeTeamSimple($maxTeam[1],$players);
$maxTeam[0] = calcTeamScoreSimple($maxTeam[1]);
$maximizationGain = $maxTeam[0] - $previousMaxTeamScore;
//Print Results
echo printScores(calcScoreCounts($scores));
echo "Score of ".$maxTeam[0]." for salary of $".calcTeamSalary($maxTeam[1]).
" after a maximization gain of ".$maximizationGain."\n";
echo printTeamInOrder($maxTeam[1]);
}
if(isset($argv)) {
main($argv[1]);
} else {
main("");
}
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