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<?php
declare (strict_types = 1);
namespace Phpml\FeatureExtraction;
use Phpml\Transformer;
class TfIdfTransformer implements Transformer
{
/**
* @var array
*/
private $idf;
* @param array $samples
public function __construct(array $samples = null)
if ($samples) {
$this->fit($samples);
}
public function fit(array $samples)
$this->countTokensFrequency($samples);
$count = count($samples);
foreach ($this->idf as &$value) {
$value = log($count / $value, 10);
public function transform(array &$samples)
foreach ($samples as &$sample) {
foreach ($sample as $index => &$feature) {
$feature = $feature * $this->idf[$index];
*
* @return array
private function countTokensFrequency(array $samples)
$this->idf = array_fill_keys(array_keys($samples[0]), 0);
foreach ($samples as $sample) {
foreach ($sample as $index => $count) {
if ($count > 0) {
++$this->idf[$index];