@@ -24,10 +24,14 @@ discard block  | 
                                                    ||
| 24 | 24 | public static function submatrix($matrix, $columns)  | 
                                                        
| 25 | 25 |      { | 
                                                        
| 26 | 26 | $n = count($matrix);  | 
                                                        
| 27 | - if ($n == 0) return [];  | 
                                                        |
| 27 | +        if ($n == 0) { | 
                                                        |
| 28 | + return [];  | 
                                                        |
| 29 | + }  | 
                                                        |
| 28 | 30 | |
| 29 | 31 | $m = count($matrix[0]);  | 
                                                        
| 30 | - if ($m == 0) return $matrix;  | 
                                                        |
| 32 | +        if ($m == 0) { | 
                                                        |
| 33 | + return $matrix;  | 
                                                        |
| 34 | + }  | 
                                                        |
| 31 | 35 | |
| 32 | 36 | $result = [];  | 
                                                        
| 33 | 37 |          for ($i=0; $i<$n; $i++) { | 
                                                        
@@ -47,7 +51,9 @@ discard block  | 
                                                    ||
| 47 | 51 | public static function toSquareMatrix($matrix, $ncol, $mcol, $vcol, $sparse = False)  | 
                                                        
| 48 | 52 |      { | 
                                                        
| 49 | 53 | $n = count($matrix);  | 
                                                        
| 50 | - if ($n == 0) return [];  | 
                                                        |
| 54 | +        if ($n == 0) { | 
                                                        |
| 55 | + return [];  | 
                                                        |
| 56 | + }  | 
                                                        |
| 51 | 57 | |
| 52 | 58 | $labels = [];  | 
                                                        
| 53 | 59 | $id = 0;  | 
                                                        
@@ -64,7 +70,9 @@ discard block  | 
                                                    ||
| 64 | 70 | $val = $matrix[$i][$vcol];  | 
                                                        
| 65 | 71 | $data[] = [$nid, $mid, $val];  | 
                                                        
| 66 | 72 | }  | 
                                                        
| 67 | - if ($sparse) return ["data" => $data, "labels" => $labels];  | 
                                                        |
| 73 | +        if ($sparse) { | 
                                                        |
| 74 | + return ["data" => $data, "labels" => $labels];  | 
                                                        |
| 75 | + }  | 
                                                        |
| 68 | 76 | $nlab = count($labels);  | 
                                                        
| 69 | 77 | $result = [];  | 
                                                        
| 70 | 78 |          for ($i=0; $i<$nlab; $i++) {            | 
                                                        
@@ -84,7 +92,9 @@ discard block  | 
                                                    ||
| 84 | 92 |      { | 
                                                        
| 85 | 93 | $result = [];  | 
                                                        
| 86 | 94 | $n = count($matrix1);  | 
                                                        
| 87 | -        if ($n != count($matrix2)) throw new \Exception("Summing non compatible matrices. "); | 
                                                        |
| 95 | +        if ($n != count($matrix2)) { | 
                                                        |
| 96 | +            throw new \Exception("Summing non compatible matrices. "); | 
                                                        |
| 97 | + }  | 
                                                        |
| 88 | 98 | $m = count($matrix1[0]);  | 
                                                        
| 89 | 99 |          for ($i=0;$i<$n;$i++) { | 
                                                        
| 90 | 100 | $tmp = [];  | 
                                                        
@@ -107,7 +117,9 @@ discard block  | 
                                                    ||
| 107 | 117 | $n2 = count($matrix2);  | 
                                                        
| 108 | 118 | $m2 = count($matrix2[0]);  | 
                                                        
| 109 | 119 | |
| 110 | -        if ($n2 !== $m1) throw new \Exception("Incompatible matrices: matrix1.columns != matrix2.rows"); | 
                                                        |
| 120 | +        if ($n2 !== $m1) { | 
                                                        |
| 121 | +            throw new \Exception("Incompatible matrices: matrix1.columns != matrix2.rows"); | 
                                                        |
| 122 | + }  | 
                                                        |
| 111 | 123 | |
| 112 | 124 | $result = [];  | 
                                                        
| 113 | 125 |          for ($i=0; $i<$n1; $i++) {            | 
                                                        
@@ -154,9 +166,13 @@ discard block  | 
                                                    ||
| 154 | 166 | */  | 
                                                        
| 155 | 167 | public static function power($matrix, $n)  | 
                                                        
| 156 | 168 |      { | 
                                                        
| 157 | - if($n <= 1) return $matrix;  | 
                                                        |
| 169 | +        if($n <= 1) { | 
                                                        |
| 170 | + return $matrix;  | 
                                                        |
| 171 | + }  | 
                                                        |
| 158 | 172 | $resp = self::multiply($matrix, $matrix);  | 
                                                        
| 159 | - if($n == 2) return $resp;  | 
                                                        |
| 173 | +        if($n == 2) { | 
                                                        |
| 174 | + return $resp;  | 
                                                        |
| 175 | + }  | 
                                                        |
| 160 | 176 |          for($i=2; $i<$n; $i++) { | 
                                                        
| 161 | 177 | $resp = self::multiply($resp, $matrix);  | 
                                                        
| 162 | 178 | }  | 
                                                        
@@ -24,13 +24,13 @@ discard block  | 
                                                    ||
| 24 | 24 | public static function submatrix($matrix, $columns)  | 
                                                        
| 25 | 25 |      { | 
                                                        
| 26 | 26 | $n = count($matrix);  | 
                                                        
| 27 | - if ($n == 0) return [];  | 
                                                        |
| 27 | + if ($n==0) return [];  | 
                                                        |
| 28 | 28 | |
| 29 | 29 | $m = count($matrix[0]);  | 
                                                        
| 30 | - if ($m == 0) return $matrix;  | 
                                                        |
| 30 | + if ($m==0) return $matrix;  | 
                                                        |
| 31 | 31 | |
| 32 | 32 | $result = [];  | 
                                                        
| 33 | -        for ($i=0; $i<$n; $i++) { | 
                                                        |
| 33 | +        for ($i = 0; $i < $n; $i++) { | 
                                                        |
| 34 | 34 | $tmp = [];  | 
                                                        
| 35 | 35 |              foreach ($columns as $col) { | 
                                                        
| 36 | 36 | $tmp[] = $matrix[$i][$col];  | 
                                                        
@@ -47,17 +47,17 @@ discard block  | 
                                                    ||
| 47 | 47 | public static function toSquareMatrix($matrix, $ncol, $mcol, $vcol, $sparse = False)  | 
                                                        
| 48 | 48 |      { | 
                                                        
| 49 | 49 | $n = count($matrix);  | 
                                                        
| 50 | - if ($n == 0) return [];  | 
                                                        |
| 50 | + if ($n==0) return [];  | 
                                                        |
| 51 | 51 | |
| 52 | 52 | $labels = [];  | 
                                                        
| 53 | 53 | $id = 0;  | 
                                                        
| 54 | 54 | $data = [];  | 
                                                        
| 55 | -        for ($i=0; $i<$n; $i++) {   | 
                                                        |
| 56 | -            if (!array_key_exists($matrix[$i][$ncol],$labels)) { | 
                                                        |
| 55 | +        for ($i = 0; $i < $n; $i++) {   | 
                                                        |
| 56 | +            if (!array_key_exists($matrix[$i][$ncol], $labels)) { | 
                                                        |
| 57 | 57 | $labels[$matrix[$i][$ncol]] = $id++;  | 
                                                        
| 58 | 58 | }  | 
                                                        
| 59 | 59 | $nid = $labels[$matrix[$i][$ncol]];  | 
                                                        
| 60 | -            if (!array_key_exists($matrix[$i][$mcol],$labels)) { | 
                                                        |
| 60 | +            if (!array_key_exists($matrix[$i][$mcol], $labels)) { | 
                                                        |
| 61 | 61 | $labels[$matrix[$i][$mcol]] = $id++;  | 
                                                        
| 62 | 62 | }  | 
                                                        
| 63 | 63 | $mid = $labels[$matrix[$i][$mcol]];  | 
                                                        
@@ -67,7 +67,7 @@ discard block  | 
                                                    ||
| 67 | 67 | if ($sparse) return ["data" => $data, "labels" => $labels];  | 
                                                        
| 68 | 68 | $nlab = count($labels);  | 
                                                        
| 69 | 69 | $result = [];  | 
                                                        
| 70 | -        for ($i=0; $i<$nlab; $i++) {            | 
                                                        |
| 70 | +        for ($i = 0; $i < $nlab; $i++) {            | 
                                                        |
| 71 | 71 | $tmp = array_fill(0, $nlab, 0);  | 
                                                        
| 72 | 72 | $result[] = $tmp;  | 
                                                        
| 73 | 73 | }  | 
                                                        
@@ -84,11 +84,11 @@ discard block  | 
                                                    ||
| 84 | 84 |      { | 
                                                        
| 85 | 85 | $result = [];  | 
                                                        
| 86 | 86 | $n = count($matrix1);  | 
                                                        
| 87 | -        if ($n != count($matrix2)) throw new \Exception("Summing non compatible matrices. "); | 
                                                        |
| 87 | +        if ($n!=count($matrix2)) throw new \Exception("Summing non compatible matrices. "); | 
                                                        |
| 88 | 88 | $m = count($matrix1[0]);  | 
                                                        
| 89 | -        for ($i=0;$i<$n;$i++) { | 
                                                        |
| 89 | +        for ($i = 0; $i < $n; $i++) { | 
                                                        |
| 90 | 90 | $tmp = [];  | 
                                                        
| 91 | -            for($j=0;$j<$m;$j++) { | 
                                                        |
| 91 | +            for ($j = 0; $j < $m; $j++) { | 
                                                        |
| 92 | 92 | $tmp[] = $matrix1[$i][$j] + $matrix2[$i][$j];  | 
                                                        
| 93 | 93 | }  | 
                                                        
| 94 | 94 | $result[] = $tmp;  | 
                                                        
@@ -107,16 +107,16 @@ discard block  | 
                                                    ||
| 107 | 107 | $n2 = count($matrix2);  | 
                                                        
| 108 | 108 | $m2 = count($matrix2[0]);  | 
                                                        
| 109 | 109 | |
| 110 | -        if ($n2 !== $m1) throw new \Exception("Incompatible matrices: matrix1.columns != matrix2.rows"); | 
                                                        |
| 110 | +        if ($n2!==$m1) throw new \Exception("Incompatible matrices: matrix1.columns != matrix2.rows"); | 
                                                        |
| 111 | 111 | |
| 112 | 112 | $result = [];  | 
                                                        
| 113 | -        for ($i=0; $i<$n1; $i++) {            | 
                                                        |
| 113 | +        for ($i = 0; $i < $n1; $i++) {            | 
                                                        |
| 114 | 114 | $result[] = array_fill(0, $m2, 0);  | 
                                                        
| 115 | 115 | }  | 
                                                        
| 116 | -        for ($i=0; $i<$n1; $i++) { | 
                                                        |
| 117 | -            for ($j=0; $j<$m2; $j++) { | 
                                                        |
| 118 | -                 for ($k=0; $k<$n2; $k++) { | 
                                                        |
| 119 | - $result[$i][$j] += $matrix1[$i][$k]*$matrix2[$k][$j];  | 
                                                        |
| 116 | +        for ($i = 0; $i < $n1; $i++) { | 
                                                        |
| 117 | +            for ($j = 0; $j < $m2; $j++) { | 
                                                        |
| 118 | +                 for ($k = 0; $k < $n2; $k++) { | 
                                                        |
| 119 | + $result[$i][$j] += $matrix1[$i][$k] * $matrix2[$k][$j];  | 
                                                        |
| 120 | 120 | }  | 
                                                        
| 121 | 121 | }  | 
                                                        
| 122 | 122 | }  | 
                                                        
@@ -131,7 +131,7 @@ discard block  | 
                                                    ||
| 131 | 131 |          foreach ($matrix as $row) { | 
                                                        
| 132 | 132 | $tmp = [];  | 
                                                        
| 133 | 133 |              foreach ($row as $dat) { | 
                                                        
| 134 | - $tmp[] = $dat == 0 ? 0 : 1;  | 
                                                        |
| 134 | + $tmp[] = $dat==0 ? 0 : 1;  | 
                                                        |
| 135 | 135 | }  | 
                                                        
| 136 | 136 | $resp[] = $tmp;  | 
                                                        
| 137 | 137 | }  | 
                                                        
@@ -154,10 +154,10 @@ discard block  | 
                                                    ||
| 154 | 154 | */  | 
                                                        
| 155 | 155 | public static function power($matrix, $n)  | 
                                                        
| 156 | 156 |      { | 
                                                        
| 157 | - if($n <= 1) return $matrix;  | 
                                                        |
| 157 | + if ($n <= 1) return $matrix;  | 
                                                        |
| 158 | 158 | $resp = self::multiply($matrix, $matrix);  | 
                                                        
| 159 | - if($n == 2) return $resp;  | 
                                                        |
| 160 | -        for($i=2; $i<$n; $i++) { | 
                                                        |
| 159 | + if ($n==2) return $resp;  | 
                                                        |
| 160 | +        for ($i = 2; $i < $n; $i++) { | 
                                                        |
| 161 | 161 | $resp = self::multiply($resp, $matrix);  | 
                                                        
| 162 | 162 | }  | 
                                                        
| 163 | 163 | return $resp;  | 
                                                        
@@ -169,7 +169,7 @@ discard block  | 
                                                    ||
| 169 | 169 |      public static function sumArray($array1, $array2) { | 
                                                        
| 170 | 170 | $resp = [];  | 
                                                        
| 171 | 171 | $n = min([count($array1), count($array2)]);  | 
                                                        
| 172 | -        for ($i=0;$i<$n;$i++){ | 
                                                        |
| 172 | +        for ($i = 0; $i < $n; $i++) { | 
                                                        |
| 173 | 173 | $resp[] = $array1[$i] + $array2[$i];  | 
                                                        
| 174 | 174 | }  | 
                                                        
| 175 | 175 | return $resp;  | 
                                                        
@@ -84,7 +84,7 @@ discard block  | 
                                                    ||
| 84 | 84 |      { | 
                                                        
| 85 | 85 | $resp = [];  | 
                                                        
| 86 | 86 |          foreach ($matrix as $row) { | 
                                                        
| 87 | - $resp[] = $row[$col];  | 
                                                        |
| 87 | + $resp[] = $row[$col];  | 
                                                        |
| 88 | 88 | }  | 
                                                        
| 89 | 89 | return $resp;  | 
                                                        
| 90 | 90 | }  | 
                                                        
@@ -127,9 +127,9 @@ discard block  | 
                                                    ||
| 127 | 127 | }  | 
                                                        
| 128 | 128 |          for ($i=0; $i<$n1; $i++) { | 
                                                        
| 129 | 129 |              for ($j=0; $j<$m2; $j++) { | 
                                                        
| 130 | -                 for ($k=0; $k<$n2; $k++) { | 
                                                        |
| 131 | - $result[$i][$j] += $matrix1[$i][$k]*$matrix2[$k][$j];  | 
                                                        |
| 132 | - }  | 
                                                        |
| 130 | +                    for ($k=0; $k<$n2; $k++) { | 
                                                        |
| 131 | + $result[$i][$j] += $matrix1[$i][$k]*$matrix2[$k][$j];  | 
                                                        |
| 132 | + }  | 
                                                        |
| 133 | 133 | }  | 
                                                        
| 134 | 134 | }  | 
                                                        
| 135 | 135 | return $result;  | 
                                                        
@@ -175,7 +175,7 @@ discard block  | 
                                                    ||
| 175 | 175 | * @param $config Configuration  | 
                                                        
| 176 | 176 | *  | 
                                                        
| 177 | 177 | */  | 
                                                        
| 178 | -    public static function getCountsFromTest($pdo, $config, $tests){ | 
                                                        |
| 178 | +    public static function getCountsFromTest($pdo, $config, $tests) { | 
                                                        |
| 179 | 179 | $resp = [];  | 
                                                        
| 180 | 180 |          foreach ($tests as $test) { | 
                                                        
| 181 | 181 | $counts = self::getCountsById($pdo, $config, $test[0]);  | 
                                                        
@@ -189,7 +189,7 @@ discard block  | 
                                                    ||
| 189 | 189 | * @param $config Configuration  | 
                                                        
| 190 | 190 | *  | 
                                                        
| 191 | 191 | */  | 
                                                        
| 192 | -    public static function getFromByTest($pdo, $config, $tests){ | 
                                                        |
| 192 | +    public static function getFromByTest($pdo, $config, $tests) { | 
                                                        |
| 193 | 193 | $resp = [];  | 
                                                        
| 194 | 194 |          foreach ($tests as $test) { | 
                                                        
| 195 | 195 | $counts = FromDAO::findByFromById($pdo, $config, $test[1][1], $test[1][0]);  | 
                                                        
@@ -274,7 +274,7 @@ discard block  | 
                                                    ||
| 274 | 274 | * @param $config Configuration  | 
                                                        
| 275 | 275 | *  | 
                                                        
| 276 | 276 | */  | 
                                                        
| 277 | -    public static function findIdByTimeUser($pdo, $config, $by=[]) { | 
                                                        |
| 277 | +    public static function findIdByTimeUser($pdo, $config, $by = []) { | 
                                                        |
| 278 | 278 | return OptionsDAO::findIdByTimeUser($pdo, $config, $by);  | 
                                                        
| 279 | 279 | }  | 
                                                        
| 280 | 280 | |
@@ -179,7 +179,9 @@  | 
                                                    ||
| 179 | 179 | $resp = [];  | 
                                                        
| 180 | 180 |          foreach ($tests as $test) { | 
                                                        
| 181 | 181 | $counts = self::getCountsById($pdo, $config, $test[0]);  | 
                                                        
| 182 | - if (count($counts) > 0) $resp[] = $counts;  | 
                                                        |
| 182 | +            if (count($counts) > 0) { | 
                                                        |
| 183 | + $resp[] = $counts;  | 
                                                        |
| 184 | + }  | 
                                                        |
| 183 | 185 | }  | 
                                                        
| 184 | 186 | return $resp;  | 
                                                        
| 185 | 187 | }  | 
                                                        
@@ -76,7 +76,7 @@  | 
                                                    ||
| 76 | 76 | $dbFromtable = $config->getFromTableName();  | 
                                                        
| 77 | 77 | $qdata = [$id];  | 
                                                        
| 78 | 78 | $tquery = "SELECT f.* FROM $dbFromtable f WHERE f.id = ?";  | 
                                                        
| 79 | -        if ($from_id != null) { | 
                                                        |
| 79 | +        if ($from_id!=null) { | 
                                                        |
| 80 | 80 | $tquery = $tquery." AND f.from_id = ?";  | 
                                                        
| 81 | 81 | $qdata[] = $from_id;  | 
                                                        
| 82 | 82 | }  | 
                                                        
@@ -82,7 +82,7 @@ discard block  | 
                                                    ||
| 82 | 82 | */  | 
                                                        
| 83 | 83 | public static function getPDO($config, $options)  | 
                                                        
| 84 | 84 |      { | 
                                                        
| 85 | -        if (array_key_exists("pdo",$options)) { | 
                                                        |
| 85 | +        if (array_key_exists("pdo", $options)) { | 
                                                        |
| 86 | 86 | return $options["pdo"];  | 
                                                        
| 87 | 87 | }  | 
                                                        
| 88 | 88 | return Persistence::getPDO($config);  | 
                                                        
@@ -185,7 +185,7 @@ discard block  | 
                                                    ||
| 185 | 185 | }  | 
                                                        
| 186 | 186 | |
| 187 | 187 | $result = $data;  | 
                                                        
| 188 | -        for ($i=1;$i<$level;$i++) { | 
                                                        |
| 188 | +        for ($i = 1; $i < $level; $i++) { | 
                                                        |
| 189 | 189 | $tmp = Matrix::multiply($result, $data);  | 
                                                        
| 190 | 190 | $result = Matrix::sum($result, $tmp);  | 
                                                        
| 191 | 191 | }  | 
                                                        
@@ -218,7 +218,7 @@ discard block  | 
                                                    ||
| 218 | 218 | }  | 
                                                        
| 219 | 219 | |
| 220 | 220 | $result = $data;  | 
                                                        
| 221 | -        for ($i=1;$i<$level;$i++) { | 
                                                        |
| 221 | +        for ($i = 1; $i < $level; $i++) { | 
                                                        |
| 222 | 222 | $tmp = Matrix::multiply($result, $data);  | 
                                                        
| 223 | 223 | $result = Matrix::sum($result, $tmp);  | 
                                                        
| 224 | 224 | }  | 
                                                        
@@ -179,8 +179,7 @@ discard block  | 
                                                    ||
| 179 | 179 | |
| 180 | 180 |          if (array_key_exists("level", $options)) { | 
                                                        
| 181 | 181 | $level = $options["level"];  | 
                                                        
| 182 | - }  | 
                                                        |
| 183 | -        else { | 
                                                        |
| 182 | +        } else { | 
                                                        |
| 184 | 183 | $level = count($labels) - 1;  | 
                                                        
| 185 | 184 | }  | 
                                                        
| 186 | 185 | |
@@ -212,8 +211,7 @@ discard block  | 
                                                    ||
| 212 | 211 | |
| 213 | 212 |          if (array_key_exists("level", $options)) { | 
                                                        
| 214 | 213 | $level = $options["level"];  | 
                                                        
| 215 | - }  | 
                                                        |
| 216 | -        else { | 
                                                        |
| 214 | +        } else { | 
                                                        |
| 217 | 215 | $level = count($labels) - 1;  | 
                                                        
| 218 | 216 | }  | 
                                                        
| 219 | 217 | |
@@ -122,12 +122,12 @@  | 
                                                    ||
| 122 | 122 | * @param  | 
                                                        
| 123 | 123 | */  | 
                                                        
| 124 | 124 |      public static function eclideanDistance($p1, $p2) { | 
                                                        
| 125 | - $len = count($p1);  | 
                                                        |
| 126 | - $acum = 0;  | 
                                                        |
| 127 | -       for($i=0; $i<$len; $i++) { | 
                                                        |
| 128 | - $acum += ($p1[$i] - $p2[$i])**2;  | 
                                                        |
| 129 | - }  | 
                                                        |
| 130 | - return sqrt($acum);  | 
                                                        |
| 125 | + $len = count($p1);  | 
                                                        |
| 126 | + $acum = 0;  | 
                                                        |
| 127 | +        for($i=0; $i<$len; $i++) { | 
                                                        |
| 128 | + $acum += ($p1[$i] - $p2[$i])**2;  | 
                                                        |
| 129 | + }  | 
                                                        |
| 130 | + return sqrt($acum);  | 
                                                        |
| 131 | 131 | }  | 
                                                        
| 132 | 132 | |
| 133 | 133 | }  | 
                                                        
@@ -44,7 +44,7 @@ discard block  | 
                                                    ||
| 44 | 44 | $bdist = INF;  | 
                                                        
| 45 | 45 |                  for ($i = 0; $i < $nclusters; $i++) { | 
                                                        
| 46 | 46 | $ndist = self::eclideanDistance($data[$j], $centroids[$i]);  | 
                                                        
| 47 | -                    if($bdist > $ndist) { | 
                                                        |
| 47 | +                    if ($bdist > $ndist) { | 
                                                        |
| 48 | 48 | $bdist = $ndist;  | 
                                                        
| 49 | 49 | $best = $i;  | 
                                                        
| 50 | 50 | }  | 
                                                        
@@ -56,7 +56,7 @@ discard block  | 
                                                    ||
| 56 | 56 | // Check change  | 
                                                        
| 57 | 57 | $finished = true;  | 
                                                        
| 58 | 58 |              if (count($resp) > 0) { | 
                                                        
| 59 | -                for ($j=0; $j < $npoints; $j++) {         | 
                                                        |
| 59 | +                for ($j = 0; $j < $npoints; $j++) {         | 
                                                        |
| 60 | 60 |                      if ($resp[$j]!==$nresp[$j]) { | 
                                                        
| 61 | 61 | $finished = false;  | 
                                                        
| 62 | 62 | break;  | 
                                                        
@@ -67,7 +67,7 @@ discard block  | 
                                                    ||
| 67 | 67 | }  | 
                                                        
| 68 | 68 | $resp = $nresp;  | 
                                                        
| 69 | 69 | // Recalculate the centroids  | 
                                                        
| 70 | -            $centroids = self::initCentroids($nclusters, $ndimensions, function(){return 0;}); | 
                                                        |
| 70 | +            $centroids = self::initCentroids($nclusters, $ndimensions, function() {return 0; }); | 
                                                        |
| 71 | 71 | $counts = array_fill(0, $nclusters, 0);  | 
                                                        
| 72 | 72 |              for ($j = 0; $j < $npoints; $j++) {     | 
                                                        
| 73 | 73 | $centroids[$resp[$j]] = Matrix::sumArray($centroids[$resp[$j]], $data[$j]);  | 
                                                        
@@ -86,10 +86,10 @@ discard block  | 
                                                    ||
| 86 | 86 |      { | 
                                                        
| 87 | 87 | $resp = [];  | 
                                                        
| 88 | 88 |          foreach ($data as $row) { | 
                                                        
| 89 | -            if ( !self::contains_point($resp, $row) ) { | 
                                                        |
| 89 | +            if (!self::contains_point($resp, $row)) { | 
                                                        |
| 90 | 90 | $resp[] = $row;  | 
                                                        
| 91 | 91 | }  | 
                                                        
| 92 | -            if (count($resp) == $n) { | 
                                                        |
| 92 | +            if (count($resp)==$n) { | 
                                                        |
| 93 | 93 | return $resp;  | 
                                                        
| 94 | 94 | }  | 
                                                        
| 95 | 95 | }  | 
                                                        
@@ -101,7 +101,7 @@ discard block  | 
                                                    ||
| 101 | 101 | */  | 
                                                        
| 102 | 102 | private static function contains_point($matrix, $array)  | 
                                                        
| 103 | 103 |      { | 
                                                        
| 104 | -        foreach ($matrix as $row){ | 
                                                        |
| 104 | +        foreach ($matrix as $row) { | 
                                                        |
| 105 | 105 | if (self::isEqual($row, $array)) return true;  | 
                                                        
| 106 | 106 | }  | 
                                                        
| 107 | 107 | return false;  | 
                                                        
@@ -113,9 +113,9 @@ discard block  | 
                                                    ||
| 113 | 113 | private static function isEqual($array1, $array2)  | 
                                                        
| 114 | 114 |      { | 
                                                        
| 115 | 115 | $len = count($array1);  | 
                                                        
| 116 | - if($len != count($array2) ) return false;  | 
                                                        |
| 117 | -        for ($i=0; $i<$len; $i++) { | 
                                                        |
| 118 | - if ($array1[$i] != $array2[$i]) return false;  | 
                                                        |
| 116 | + if ($len!=count($array2)) return false;  | 
                                                        |
| 117 | +        for ($i = 0; $i < $len; $i++) { | 
                                                        |
| 118 | + if ($array1[$i]!=$array2[$i]) return false;  | 
                                                        |
| 119 | 119 | }  | 
                                                        
| 120 | 120 | return true;  | 
                                                        
| 121 | 121 | }  | 
                                                        
@@ -128,10 +128,10 @@ discard block  | 
                                                    ||
| 128 | 128 | $resp = [];  | 
                                                        
| 129 | 129 | $n = count($centroids);  | 
                                                        
| 130 | 130 | $d = count($centroids[0]);  | 
                                                        
| 131 | -        for ($i=0;$i<$n;$i++) { | 
                                                        |
| 131 | +        for ($i = 0; $i < $n; $i++) { | 
                                                        |
| 132 | 132 | $tmp = [];  | 
                                                        
| 133 | -            for ($j=0;$j<$d;$j++){ | 
                                                        |
| 134 | - $tmp[] = $centroids[$i][$j]/$counts[$i];  | 
                                                        |
| 133 | +            for ($j = 0; $j < $d; $j++) { | 
                                                        |
| 134 | + $tmp[] = $centroids[$i][$j] / $counts[$i];  | 
                                                        |
| 135 | 135 | }  | 
                                                        
| 136 | 136 | $resp[] = $tmp;  | 
                                                        
| 137 | 137 | }  | 
                                                        
@@ -160,7 +160,7 @@ discard block  | 
                                                    ||
| 160 | 160 |      public static function eclideanDistance($p1, $p2) { | 
                                                        
| 161 | 161 | $len = count($p1);  | 
                                                        
| 162 | 162 | $acum = 0;  | 
                                                        
| 163 | -       for($i=0; $i<$len; $i++) { | 
                                                        |
| 163 | +       for ($i = 0; $i < $len; $i++) { | 
                                                        |
| 164 | 164 | $acum += ($p1[$i] - $p2[$i])**2;  | 
                                                        
| 165 | 165 | }  | 
                                                        
| 166 | 166 | return sqrt($acum);  | 
                                                        
@@ -31,7 +31,9 @@ discard block  | 
                                                    ||
| 31 | 31 | $niter = 0;  | 
                                                        
| 32 | 32 | $maxiter = 100;  | 
                                                        
| 33 | 33 | $npoints = count($data);  | 
                                                        
| 34 | -        if ($npoints <= 0) throw new \Exception("Not enough data. ");     | 
                                                        |
| 34 | +        if ($npoints <= 0) { | 
                                                        |
| 35 | +            throw new \Exception("Not enough data. "); | 
                                                        |
| 36 | + }  | 
                                                        |
| 35 | 37 | $ndimensions = count($data[0]);  | 
                                                        
| 36 | 38 | $centroids = self::select_disjoint($data, $nclusters);  | 
                                                        
| 37 | 39 | |
@@ -102,7 +104,9 @@ discard block  | 
                                                    ||
| 102 | 104 | private static function contains_point($matrix, $array)  | 
                                                        
| 103 | 105 |      { | 
                                                        
| 104 | 106 |          foreach ($matrix as $row){ | 
                                                        
| 105 | - if (self::isEqual($row, $array)) return true;  | 
                                                        |
| 107 | +            if (self::isEqual($row, $array)) { | 
                                                        |
| 108 | + return true;  | 
                                                        |
| 109 | + }  | 
                                                        |
| 106 | 110 | }  | 
                                                        
| 107 | 111 | return false;  | 
                                                        
| 108 | 112 | }  | 
                                                        
@@ -113,9 +117,13 @@ discard block  | 
                                                    ||
| 113 | 117 | private static function isEqual($array1, $array2)  | 
                                                        
| 114 | 118 |      { | 
                                                        
| 115 | 119 | $len = count($array1);  | 
                                                        
| 116 | - if($len != count($array2) ) return false;  | 
                                                        |
| 120 | +        if($len != count($array2) ) { | 
                                                        |
| 121 | + return false;  | 
                                                        |
| 122 | + }  | 
                                                        |
| 117 | 123 |          for ($i=0; $i<$len; $i++) { | 
                                                        
| 118 | - if ($array1[$i] != $array2[$i]) return false;  | 
                                                        |
| 124 | +            if ($array1[$i] != $array2[$i]) { | 
                                                        |
| 125 | + return false;  | 
                                                        |
| 126 | + }  | 
                                                        |
| 119 | 127 | }  | 
                                                        
| 120 | 128 | return true;  | 
                                                        
| 121 | 129 | }  | 
                                                        
@@ -26,14 +26,14 @@  | 
                                                    ||
| 26 | 26 | public static function ABtest($testCounts, $targetCounts)  | 
                                                        
| 27 | 27 |      { | 
                                                        
| 28 | 28 | $ntotal = 0;  | 
                                                        
| 29 | - $resp = [];  | 
                                                        |
| 30 | -        foreach($testCounts as $testCount) { | 
                                                        |
| 29 | + $resp = [];  | 
                                                        |
| 30 | +        foreach ($testCounts as $testCount) { | 
                                                        |
| 31 | 31 | $ntotal += $testCount[1];  | 
                                                        
| 32 | 32 | }  | 
                                                        
| 33 | -        foreach($testCounts as $testCount) { | 
                                                        |
| 33 | +        foreach ($testCounts as $testCount) { | 
                                                        |
| 34 | 34 |              foreach ($targetCounts as $targetCount) { | 
                                                        
| 35 | -                if ($testCount[0] === $targetCount[1]) { | 
                                                        |
| 36 | - $resp[] = [$testCount[0], $testCount[1], $testCount[1]/$ntotal, $targetCount[2], $targetCount[2]/$testCount[1],$targetCount[2]/$ntotal];  | 
                                                        |
| 35 | +                if ($testCount[0]===$targetCount[1]) { | 
                                                        |
| 36 | + $resp[] = [$testCount[0], $testCount[1], $testCount[1] / $ntotal, $targetCount[2], $targetCount[2] / $testCount[1], $targetCount[2] / $ntotal];  | 
                                                        |
| 37 | 37 | }  | 
                                                        
| 38 | 38 | }  | 
                                                        
| 39 | 39 | |
@@ -59,7 +59,7 @@ discard block  | 
                                                    ||
| 59 | 59 | sort($array);  | 
                                                        
| 60 | 60 | $this->encodedValues = [];  | 
                                                        
| 61 | 61 | $this->sortedEncodedFeatures = $array;  | 
                                                        
| 62 | -        foreach($this->sortedEncodedFeatures as $col){ | 
                                                        |
| 62 | +        foreach ($this->sortedEncodedFeatures as $col) { | 
                                                        |
| 63 | 63 | $vals = $this->getUniqueValues($col);  | 
                                                        
| 64 | 64 | $this->encodedValues[$col] = $vals;  | 
                                                        
| 65 | 65 | $this->featIndexMap[$col] = count($vals);  | 
                                                        
@@ -81,7 +81,7 @@ discard block  | 
                                                    ||
| 81 | 81 | $tmp = Matrix::getColumn($this->data, $col);  | 
                                                        
| 82 | 82 | $n = count($tmp);  | 
                                                        
| 83 | 83 | $resp = [];  | 
                                                        
| 84 | -        for ($i=0; $i<$n; $i++) { | 
                                                        |
| 84 | +        for ($i = 0; $i < $n; $i++) { | 
                                                        |
| 85 | 85 |              if (!in_array($tmp[$i], $resp)) { | 
                                                        
| 86 | 86 | $resp[] = $tmp[$i];  | 
                                                        
| 87 | 87 | }  | 
                                                        
@@ -97,7 +97,7 @@ discard block  | 
                                                    ||
| 97 | 97 |      { | 
                                                        
| 98 | 98 | $size = count($array);  | 
                                                        
| 99 | 99 | $resp = [];  | 
                                                        
| 100 | -        for ($i=0;$i<$size;$i++) { | 
                                                        |
| 100 | +        for ($i = 0; $i < $size; $i++) { | 
                                                        |
| 101 | 101 | $tmp = array_fill(0, $size, 0);  | 
                                                        
| 102 | 102 | $tmp[$i] = 1;  | 
                                                        
| 103 | 103 | $resp[$array[$i]] = $tmp;  | 
                                                        
@@ -108,21 +108,21 @@ discard block  | 
                                                    ||
| 108 | 108 | /*  | 
                                                        
| 109 | 109 | * @param  | 
                                                        
| 110 | 110 | */  | 
                                                        
| 111 | -    public function encode(){ | 
                                                        |
| 112 | - $transformer = [];  | 
                                                        |
| 111 | +    public function encode() { | 
                                                        |
| 112 | + $transformer = [];  | 
                                                        |
| 113 | 113 | $n = count($this->data);  | 
                                                        
| 114 | 114 | $ndim = count($this->data[0]);  | 
                                                        
| 115 | -        for ($j=0; $j<$ndim; $j++) { | 
                                                        |
| 116 | -            $transformer[] = function($val){ return [$val]; }; | 
                                                        |
| 115 | +        for ($j = 0; $j < $ndim; $j++) { | 
                                                        |
| 116 | +            $transformer[] = function($val) { return [$val]; }; | 
                                                        |
| 117 | 117 | }  | 
                                                        
| 118 | -        foreach($this->sortedEncodedFeatures as $col) { | 
                                                        |
| 119 | -            $transformer[$col] = function ($val) use ($col) { return $this->featEncode[$col][$val]; }; | 
                                                        |
| 118 | +        foreach ($this->sortedEncodedFeatures as $col) { | 
                                                        |
| 119 | +            $transformer[$col] = function($val) use ($col) { return $this->featEncode[$col][$val]; }; | 
                                                        |
| 120 | 120 | }  | 
                                                        
| 121 | 121 | |
| 122 | 122 | $ndata = [];  | 
                                                        
| 123 | -        for ($i=0; $i<$n; $i++) { | 
                                                        |
| 123 | +        for ($i = 0; $i < $n; $i++) { | 
                                                        |
| 124 | 124 | $npoint = [];  | 
                                                        
| 125 | -            for ($j=0; $j<$ndim; $j++) { | 
                                                        |
| 125 | +            for ($j = 0; $j < $ndim; $j++) { | 
                                                        |
| 126 | 126 | $npoint = array_merge($npoint, $transformer[$j]($this->data[$i][$j]));  | 
                                                        
| 127 | 127 | }  | 
                                                        
| 128 | 128 | $ndata[] = $npoint;  | 
                                                        
@@ -137,7 +137,7 @@ discard block  | 
                                                    ||
| 137 | 137 |      { | 
                                                        
| 138 | 138 | $resp = [];  | 
                                                        
| 139 | 139 | $len = count($this->data[0]);  | 
                                                        
| 140 | -        for ($i=0; $i<$len; $i++) { | 
                                                        |
| 140 | +        for ($i = 0; $i < $len; $i++) { | 
                                                        |
| 141 | 141 |              if (isset($this->encodedValues[$i])) { | 
                                                        
| 142 | 142 | $resp = array_merge($resp, $this->encodedValues[$i]);  | 
                                                        
| 143 | 143 |              } else { |