diff --git a/src/FactorGraphs/KeyedVariable.php b/src/FactorGraphs/KeyedVariable.php
index f064f0c..75b5671 100644
--- a/src/FactorGraphs/KeyedVariable.php
+++ b/src/FactorGraphs/KeyedVariable.php
@@ -4,13 +4,13 @@ namespace DNW\Skills\FactorGraphs;
 
 class KeyedVariable extends Variable
 {
-    public function __construct(private mixed $_key, string $name, mixed $prior)
+    public function __construct(private mixed $key, string $name, mixed $prior)
     {
         parent::__construct($name, $prior);
     }
 
     public function getKey(): mixed
     {
-        return $this->_key;
+        return $this->key;
     }
 }
diff --git a/src/FactorGraphs/Message.php b/src/FactorGraphs/Message.php
index dfd1800..600e424 100644
--- a/src/FactorGraphs/Message.php
+++ b/src/FactorGraphs/Message.php
@@ -4,22 +4,22 @@ namespace DNW\Skills\FactorGraphs;
 
 class Message implements \Stringable
 {
-    public function __construct(private $_value = null, private $_name = null)
+    public function __construct(private $value = null, private $name = null)
     {
     }
 
     public function getValue()
     {
-        return $this->_value;
+        return $this->value;
     }
 
     public function setValue($value)
     {
-        $this->_value = $value;
+        $this->value = $value;
     }
 
     public function __toString(): string
     {
-        return (string) $this->_name;
+        return $this->name;
     }
 }
diff --git a/src/FactorGraphs/ScheduleLoop.php b/src/FactorGraphs/ScheduleLoop.php
index 9aaacea..e206b63 100644
--- a/src/FactorGraphs/ScheduleLoop.php
+++ b/src/FactorGraphs/ScheduleLoop.php
@@ -4,7 +4,7 @@ namespace DNW\Skills\FactorGraphs;
 
 class ScheduleLoop extends Schedule
 {
-    public function __construct($name, private readonly Schedule $_scheduleToLoop, private $_maxDelta)
+    public function __construct($name, private readonly Schedule $scheduleToLoop, private $maxDelta)
     {
         parent::__construct($name);
     }
@@ -12,9 +12,9 @@ class ScheduleLoop extends Schedule
     public function visit(int $depth = -1, int $maxDepth = 0)
     {
         $totalIterations = 1;
-        $delta = $this->_scheduleToLoop->visit($depth + 1, $maxDepth);
-        while ($delta > $this->_maxDelta) {
-            $delta = $this->_scheduleToLoop->visit($depth + 1, $maxDepth);
+        $delta = $this->scheduleToLoop->visit($depth + 1, $maxDepth);
+        while ($delta > $this->maxDelta) {
+            $delta = $this->scheduleToLoop->visit($depth + 1, $maxDepth);
             $totalIterations++;
         }
 
diff --git a/src/FactorGraphs/ScheduleSequence.php b/src/FactorGraphs/ScheduleSequence.php
index e16b5bc..1989868 100644
--- a/src/FactorGraphs/ScheduleSequence.php
+++ b/src/FactorGraphs/ScheduleSequence.php
@@ -4,7 +4,7 @@ namespace DNW\Skills\FactorGraphs;
 
 class ScheduleSequence extends Schedule
 {
-    public function __construct($name, private readonly array $_schedules)
+    public function __construct($name, private readonly array $schedules)
     {
         parent::__construct($name);
     }
@@ -13,7 +13,7 @@ class ScheduleSequence extends Schedule
     {
         $maxDelta = 0;
 
-        $schedules = $this->_schedules;
+        $schedules = $this->schedules;
         foreach ($schedules as $currentSchedule) {
             $currentVisit = $currentSchedule->visit($depth + 1, $maxDepth);
             $maxDelta = max($currentVisit, $maxDelta);
diff --git a/src/FactorGraphs/ScheduleStep.php b/src/FactorGraphs/ScheduleStep.php
index 74c10f5..fed63f5 100644
--- a/src/FactorGraphs/ScheduleStep.php
+++ b/src/FactorGraphs/ScheduleStep.php
@@ -4,15 +4,15 @@ namespace DNW\Skills\FactorGraphs;
 
 class ScheduleStep extends Schedule
 {
-    public function __construct($name, private readonly Factor $_factor, private $_index)
+    public function __construct($name, private readonly Factor $factor, private $index)
     {
         parent::__construct($name);
     }
 
     public function visit(int $depth = -1, int $maxDepth = 0)
     {
-        $currentFactor = $this->_factor;
+        $currentFactor = $this->factor;
 
-        return $currentFactor->updateMessageIndex($this->_index);
+        return $currentFactor->updateMessageIndex($this->index);
     }
 }
diff --git a/src/FactorGraphs/VariableFactory.php b/src/FactorGraphs/VariableFactory.php
index d645c0b..5163ca2 100644
--- a/src/FactorGraphs/VariableFactory.php
+++ b/src/FactorGraphs/VariableFactory.php
@@ -4,20 +4,20 @@ namespace DNW\Skills\FactorGraphs;
 
 class VariableFactory
 {
-    public function __construct(private $_variablePriorInitializer)
+    public function __construct(private $variablePriorInitializer)
     {
     }
 
     public function createBasicVariable(string $name): Variable
     {
-        $initializer = $this->_variablePriorInitializer;
+        $initializer = $this->variablePriorInitializer;
 
         return new Variable($name, $initializer());
     }
 
     public function createKeyedVariable(mixed $key, string $name): KeyedVariable
     {
-        $initializer = $this->_variablePriorInitializer;
+        $initializer = $this->variablePriorInitializer;
 
         return new KeyedVariable($key, $name, $initializer());
     }
diff --git a/src/Numerics/Matrix.php b/src/Numerics/Matrix.php
index a1a4a9c..7c59fcf 100644
--- a/src/Numerics/Matrix.php
+++ b/src/Numerics/Matrix.php
@@ -8,7 +8,7 @@ class Matrix
 {
     public const ERROR_TOLERANCE = 0.0000000001;
 
-    public function __construct(private int $_rowCount = 0, private int $_columnCount = 0, private $_matrixRowData = null)
+    public function __construct(private int $rowCount = 0, private int $columnCount = 0, private $matrixRowData = null)
     {
     }
 
@@ -46,22 +46,22 @@ class Matrix
 
     public function getRowCount(): int
     {
-        return $this->_rowCount;
+        return $this->rowCount;
     }
 
     public function getColumnCount(): int
     {
-        return $this->_columnCount;
+        return $this->columnCount;
     }
 
     public function getValue(int $row, int $col): float|int
     {
-        return $this->_matrixRowData[$row][$col];
+        return $this->matrixRowData[$row][$col];
     }
 
     public function setValue(int $row, int $col, float|int $value)
     {
-        $this->_matrixRowData[$row][$col] = $value;
+        $this->matrixRowData[$row][$col] = $value;
     }
 
     public function getTranspose(): self
@@ -69,15 +69,15 @@ class Matrix
         // Just flip everything
         $transposeMatrix = [];
 
-        $rowMatrixData = $this->_matrixRowData;
+        $rowMatrixData = $this->matrixRowData;
         for (
             $currentRowTransposeMatrix = 0;
-             $currentRowTransposeMatrix < $this->_columnCount;
+             $currentRowTransposeMatrix < $this->columnCount;
              $currentRowTransposeMatrix++
         ) {
             for (
                 $currentColumnTransposeMatrix = 0;
-                 $currentColumnTransposeMatrix < $this->_rowCount;
+                 $currentColumnTransposeMatrix < $this->rowCount;
                  $currentColumnTransposeMatrix++
             ) {
                 $transposeMatrix[$currentRowTransposeMatrix][$currentColumnTransposeMatrix] =
@@ -85,12 +85,12 @@ class Matrix
             }
         }
 
-        return new Matrix($this->_columnCount, $this->_rowCount, $transposeMatrix);
+        return new Matrix($this->columnCount, $this->rowCount, $transposeMatrix);
     }
 
     private function isSquare(): bool
     {
-        return ($this->_rowCount == $this->_columnCount) && ($this->_rowCount > 0);
+        return ($this->rowCount == $this->columnCount) && ($this->rowCount > 0);
     }
 
     public function getDeterminant(): float
@@ -100,21 +100,21 @@ class Matrix
             throw new Exception('Matrix must be square!');
         }
 
-        if ($this->_rowCount == 1) {
+        if ($this->rowCount == 1) {
             // Really happy path :)
-            return $this->_matrixRowData[0][0];
+            return $this->matrixRowData[0][0];
         }
 
-        if ($this->_rowCount == 2) {
+        if ($this->rowCount == 2) {
             // Happy path!
             // Given:
             // | a b |
             // | c d |
             // The determinant is ad - bc
-            $a = $this->_matrixRowData[0][0];
-            $b = $this->_matrixRowData[0][1];
-            $c = $this->_matrixRowData[1][0];
-            $d = $this->_matrixRowData[1][1];
+            $a = $this->matrixRowData[0][0];
+            $b = $this->matrixRowData[0][1];
+            $c = $this->matrixRowData[1][0];
+            $d = $this->matrixRowData[1][1];
 
             return $a * $d - $b * $c;
         }
@@ -128,8 +128,8 @@ class Matrix
         $result = 0.0;
 
         // I expand along the first row
-        for ($currentColumn = 0; $currentColumn < $this->_columnCount; $currentColumn++) {
-            $firstRowColValue = $this->_matrixRowData[0][$currentColumn];
+        for ($currentColumn = 0; $currentColumn < $this->columnCount; $currentColumn++) {
+            $firstRowColValue = $this->matrixRowData[0][$currentColumn];
             $cofactor = $this->getCofactor(0, $currentColumn);
             $itemToAdd = $firstRowColValue * $cofactor;
             $result += $itemToAdd;
@@ -145,7 +145,7 @@ class Matrix
         }
 
         // See http://en.wikipedia.org/wiki/Adjugate_matrix
-        if ($this->_rowCount == 2) {
+        if ($this->rowCount == 2) {
             // Happy path!
             // Adjugate of:
             // | a b |
@@ -154,10 +154,10 @@ class Matrix
             // | d -b |
             // | -c a |
 
-            $a = $this->_matrixRowData[0][0];
-            $b = $this->_matrixRowData[0][1];
-            $c = $this->_matrixRowData[1][0];
-            $d = $this->_matrixRowData[1][1];
+            $a = $this->matrixRowData[0][0];
+            $b = $this->matrixRowData[0][1];
+            $c = $this->matrixRowData[1][0];
+            $d = $this->matrixRowData[1][1];
 
             return new SquareMatrix(
                 $d,
@@ -170,19 +170,19 @@ class Matrix
         // The idea is that it's the transpose of the cofactors
         $result = [];
 
-        for ($currentColumn = 0; $currentColumn < $this->_columnCount; $currentColumn++) {
-            for ($currentRow = 0; $currentRow < $this->_rowCount; $currentRow++) {
+        for ($currentColumn = 0; $currentColumn < $this->columnCount; $currentColumn++) {
+            for ($currentRow = 0; $currentRow < $this->rowCount; $currentRow++) {
                 $result[$currentColumn][$currentRow] = $this->getCofactor($currentRow, $currentColumn);
             }
         }
 
-        return new Matrix($this->_columnCount, $this->_rowCount, $result);
+        return new Matrix($this->columnCount, $this->rowCount, $result);
     }
 
     public function getInverse(): Matrix|SquareMatrix
     {
-        if (($this->_rowCount == 1) && ($this->_columnCount == 1)) {
-            return new SquareMatrix(1.0 / $this->_matrixRowData[0][0]);
+        if (($this->rowCount == 1) && ($this->columnCount == 1)) {
+            return new SquareMatrix(1.0 / $this->matrixRowData[0][0]);
         }
 
         // Take the simple approach:
@@ -275,19 +275,19 @@ class Matrix
 
         $actualRow = 0;
 
-        for ($currentRow = 0; $currentRow < $this->_rowCount; $currentRow++) {
+        for ($currentRow = 0; $currentRow < $this->rowCount; $currentRow++) {
             if ($currentRow == $rowToRemove) {
                 continue;
             }
 
             $actualCol = 0;
 
-            for ($currentColumn = 0; $currentColumn < $this->_columnCount; $currentColumn++) {
+            for ($currentColumn = 0; $currentColumn < $this->columnCount; $currentColumn++) {
                 if ($currentColumn == $columnToRemove) {
                     continue;
                 }
 
-                $result[$actualRow][$actualCol] = $this->_matrixRowData[$currentRow][$currentColumn];
+                $result[$actualRow][$actualCol] = $this->matrixRowData[$currentRow][$currentColumn];
 
                 $actualCol++;
             }
@@ -295,7 +295,7 @@ class Matrix
             $actualRow++;
         }
 
-        return new Matrix($this->_rowCount - 1, $this->_columnCount - 1, $result);
+        return new Matrix($this->rowCount - 1, $this->columnCount - 1, $result);
     }
 
     public function getCofactor($rowToRemove, $columnToRemove)
@@ -319,15 +319,15 @@ class Matrix
             return false;
         }
 
-        if (($this->_rowCount != $otherMatrix->getRowCount()) || ($this->_columnCount != $otherMatrix->getColumnCount())) {
+        if (($this->rowCount != $otherMatrix->getRowCount()) || ($this->columnCount != $otherMatrix->getColumnCount())) {
             return false;
         }
 
-        for ($currentRow = 0; $currentRow < $this->_rowCount; $currentRow++) {
-            for ($currentColumn = 0; $currentColumn < $this->_columnCount; $currentColumn++) {
+        for ($currentRow = 0; $currentRow < $this->rowCount; $currentRow++) {
+            for ($currentColumn = 0; $currentColumn < $this->columnCount; $currentColumn++) {
                 $delta =
                     abs(
-                        $this->_matrixRowData[$currentRow][$currentColumn] -
+                        $this->matrixRowData[$currentRow][$currentColumn] -
                         $otherMatrix->getValue($currentRow, $currentColumn)
                     );
 
diff --git a/src/Rating.php b/src/Rating.php
index 0ead0cd..512d8c8 100644
--- a/src/Rating.php
+++ b/src/Rating.php
@@ -12,11 +12,11 @@ class Rating implements \Stringable
     /**
      * Constructs a rating.
      *
-     * @param float     $_mean                                    The statistical mean value of the rating (also known as mu).
-     * @param float     $_standardDeviation                       The standard deviation of the rating (also known as s).
-     * @param float|int $_conservativeStandardDeviationMultiplier optional The number of standardDeviations to subtract from the mean to achieve a conservative rating.
+     * @param float     $mean                                    The statistical mean value of the rating (also known as mu).
+     * @param float     $standardDeviation                       The standard deviation of the rating (also known as s).
+     * @param float|int $conservativeStandardDeviationMultiplier optional The number of standardDeviations to subtract from the mean to achieve a conservative rating.
      */
-    public function __construct(private float $_mean, private float $_standardDeviation, private float|int $_conservativeStandardDeviationMultiplier = self::CONSERVATIVE_STANDARD_DEVIATION_MULTIPLIER)
+    public function __construct(private float $mean, private float $standardDeviation, private float|int $conservativeStandardDeviationMultiplier = self::CONSERVATIVE_STANDARD_DEVIATION_MULTIPLIER)
     {
     }
 
@@ -25,7 +25,7 @@ class Rating implements \Stringable
      */
     public function getMean(): float
     {
-        return $this->_mean;
+        return $this->mean;
     }
 
     /**
@@ -33,7 +33,7 @@ class Rating implements \Stringable
      */
     public function getStandardDeviation(): float
     {
-        return $this->_standardDeviation;
+        return $this->standardDeviation;
     }
 
     /**
@@ -41,7 +41,7 @@ class Rating implements \Stringable
      */
     public function getConservativeRating(): float
     {
-        return $this->_mean - $this->_conservativeStandardDeviationMultiplier * $this->_standardDeviation;
+        return $this->mean - $this->conservativeStandardDeviationMultiplier * $this->standardDeviation;
     }
 
     public function getPartialUpdate(Rating $prior, Rating $fullPosterior, $updatePercentage): Rating
@@ -64,11 +64,11 @@ class Rating implements \Stringable
             $priorGaussian->getPrecision() + $partialPrecisionDifference
         );
 
-        return new Rating($partialPosteriorGaussion->getMean(), $partialPosteriorGaussion->getStandardDeviation(), $prior->_conservativeStandardDeviationMultiplier);
+        return new Rating($partialPosteriorGaussion->getMean(), $partialPosteriorGaussion->getStandardDeviation(), $prior->conservativeStandardDeviationMultiplier);
     }
 
     public function __toString(): string
     {
-        return sprintf('mean=%.4f, standardDeviation=%.4f', $this->_mean, $this->_standardDeviation);
+        return sprintf('mean=%.4f, standardDeviation=%.4f', $this->mean, $this->standardDeviation);
     }
 }
diff --git a/src/SkillCalculator.php b/src/SkillCalculator.php
index b15ac29..5adc859 100644
--- a/src/SkillCalculator.php
+++ b/src/SkillCalculator.php
@@ -10,9 +10,9 @@ use Exception;
 abstract class SkillCalculator
 {
     protected function __construct(
-        private $_supportedOptions,
-        private readonly TeamsRange $_totalTeamsAllowed,
-        private readonly PlayersRange $_playersPerTeamAllowed
+        private $supportedOptions,
+        private readonly TeamsRange $totalTeamsAllowed,
+        private readonly PlayersRange $playersPerTeamAllowed
     ) {
     }
 
@@ -41,12 +41,12 @@ abstract class SkillCalculator
 
     public function isSupported($option): bool
     {
-        return ($this->_supportedOptions & $option) == $option;
+        return ($this->supportedOptions & $option) == $option;
     }
 
     protected function validateTeamCountAndPlayersCountPerTeam(array $teamsOfPlayerToRatings)
     {
-        self::validateTeamCountAndPlayersCountPerTeamWithRanges($teamsOfPlayerToRatings, $this->_totalTeamsAllowed, $this->_playersPerTeamAllowed);
+        self::validateTeamCountAndPlayersCountPerTeamWithRanges($teamsOfPlayerToRatings, $this->totalTeamsAllowed, $this->playersPerTeamAllowed);
     }
 
     /**
diff --git a/src/TrueSkill/Layers/PlayerPriorValuesToSkillsLayer.php b/src/TrueSkill/Layers/PlayerPriorValuesToSkillsLayer.php
index a9c1616..37c78ec 100644
--- a/src/TrueSkill/Layers/PlayerPriorValuesToSkillsLayer.php
+++ b/src/TrueSkill/Layers/PlayerPriorValuesToSkillsLayer.php
@@ -13,14 +13,14 @@ use DNW\Skills\TrueSkill\TrueSkillFactorGraph;
 // start the process.
 class PlayerPriorValuesToSkillsLayer extends TrueSkillFactorGraphLayer
 {
-    public function __construct(TrueSkillFactorGraph $parentGraph, private readonly array $_teams)
+    public function __construct(TrueSkillFactorGraph $parentGraph, private readonly array $teams)
     {
         parent::__construct($parentGraph);
     }
 
     public function buildLayer()
     {
-        $teams = $this->_teams;
+        $teams = $this->teams;
         foreach ($teams as $currentTeam) {
             $localCurrentTeam = $currentTeam;
             $currentTeamSkills = [];