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<?php declare(strict_types=1); |
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namespace Goose\Modules\Extractors; |
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use Goose\Article; |
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use Goose\Traits\{NodeCommonTrait, NodeGravityTrait, ArticleMutatorTrait}; |
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use Goose\Modules\{AbstractModule, ModuleInterface}; |
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use DOMWrap\Element; |
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/** |
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* Content Extractor |
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* |
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* @package Goose\Modules\Extractors |
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* @license http://www.apache.org/licenses/LICENSE-2.0 Apache License 2.0 |
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*/ |
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class ContentExtractor extends AbstractModule implements ModuleInterface { |
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use ArticleMutatorTrait, NodeGravityTrait, NodeCommonTrait; |
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/** @inheritdoc */ |
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public function run(Article $article): self { |
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$this->article($article); |
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$article->setTopNode($this->getTopNode()); |
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return $this; |
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} |
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/** |
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* @param Article $article |
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* |
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* @return array |
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*/ |
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private function getTopNodeCandidatesByContents(Article $article): array { |
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$results = []; |
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$nodes = $article->getDoc()->find('p, td, pre'); |
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foreach ($nodes as $node) { |
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$wordStats = $this->config()->getStopWords()->getStopwordCount($node->text()); |
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$highLinkDensity = $this->isHighLinkDensity($node); |
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if ($wordStats->getStopWordCount() > 2 && !$highLinkDensity) { |
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$results[] = $node; |
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} |
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} |
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return $results; |
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} |
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/** |
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* @param Element $node |
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* @param int $i |
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* @param int $totalNodes |
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* |
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* @return float |
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*/ |
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private function getTopNodeCandidateScore(Element $node, int $i, int $totalNodes): float { |
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$boostScore = (1.0 / ($i + 1)) * 50; |
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$bottomNodesForNegativeScore = $totalNodes * 0.25; |
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if ($totalNodes > 15) { |
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if ($totalNodes - $i <= $bottomNodesForNegativeScore) { |
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$booster = $bottomNodesForNegativeScore - ($totalNodes - $i); |
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$boostScore = pow($booster, 2) * -1; |
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$negscore = abs($boostScore); |
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if ($negscore > 40) { |
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$boostScore = 5; |
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} |
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} |
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} |
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$wordStats = $this->config()->getStopWords()->getStopwordCount($node->text()); |
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$upscore = $wordStats->getStopWordCount() + $boostScore; |
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return $upscore; |
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} |
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/** |
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* @param array $nodes |
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* |
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* @return Element|null |
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*/ |
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private function getTopNodeByScore(array $nodes): ?Element { |
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$topNode = null; |
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$topNodeScore = 0; |
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foreach ($nodes as $node) { |
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$score = $this->getScore($node); |
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if ($score > $topNodeScore) { |
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$topNode = $node; |
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$topNodeScore = $score; |
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} |
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if ($topNode === false) { |
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$topNode = $node; |
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} |
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} |
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if ($topNode && $this->getScore($topNode) < 20) { |
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return null; |
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} |
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return $topNode; |
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} |
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/** |
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* @param Element $node |
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* @param float $upscore |
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* |
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* @return self |
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*/ |
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private function calculateBestNodeCandidateScores(Element $node, float $upscore): self { |
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if ($node->parent() instanceof Element) { |
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$this->updateScore($node->parent(), $upscore); |
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$this->updateNodeCount($node->parent(), 1); |
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if ($node->parent()->parent() instanceof Element) { |
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$this->updateScore($node->parent()->parent(), $upscore / 2); |
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$this->updateNodeCount($node->parent()->parent(), 1); |
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} |
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} |
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return $this; |
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} |
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/** |
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* @param Element $node |
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* @param array $nodeCandidates |
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* |
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* @return array |
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*/ |
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private function updateBestNodeCandidates(Element $node, array $nodeCandidates): array { |
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if (!in_array($node->parent(), $nodeCandidates, true)) { |
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if ($node->parent() instanceof Element) { |
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$nodeCandidates[] = $node->parent(); |
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} |
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} |
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if ($node->parent() instanceof Element) { |
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if (!in_array($node->parent()->parent(), $nodeCandidates, true)) { |
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if ($node->parent()->parent() instanceof Element) { |
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$nodeCandidates[] = $node->parent()->parent(); |
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} |
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} |
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} |
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return $nodeCandidates; |
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} |
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/** |
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* We're going to start looking for where the clusters of paragraphs are. We'll score a cluster based on the number of stopwords |
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* and the number of consecutive paragraphs together, which should form the cluster of text that this node is around |
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* also store on how high up the paragraphs are, comments are usually at the bottom and should get a lower score |
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* |
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* @return Element|null |
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*/ |
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public function getTopNode(): ?Element { |
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$nodes = $this->getTopNodeCandidatesByContents($this->article()); |
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$nodeCandidates = []; |
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$i = 0; |
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foreach ($nodes as $node) { |
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if ($this->isOkToBoost($node)) { |
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$upscore = $this->getTopNodeCandidateScore($node, $i, count($nodes)); |
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$this->calculateBestNodeCandidateScores($node, $upscore); |
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$nodeCandidates = $this->updateBestNodeCandidates($node, $nodeCandidates); |
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$i++; |
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} |
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} |
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return $this->getTopNodeByScore($nodeCandidates); |
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} |
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/** |
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* A lot of times the first paragraph might be the caption under an image so we'll want to make sure if we're going to |
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* boost a parent node that it should be connected to other paragraphs, at least for the first n paragraphs |
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* so we'll want to make sure that the next sibling is a paragraph and has at least some substantial weight to it |
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* |
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* @param Element $node |
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* |
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* @return bool |
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*/ |
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private function isOkToBoost(Element $node): bool { |
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$stepsAway = 0; |
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$minimumStopWordCount = 5; |
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$maxStepsAwayFromNode = 3; |
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// Find all previous sibling element nodes |
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$siblings = $node->precedingAll(function($node) { |
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return $node instanceof Element; |
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}); |
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foreach ($siblings as $sibling) { |
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if ($sibling->is('p, strong')) { |
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if ($stepsAway >= $maxStepsAwayFromNode) { |
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return false; |
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} |
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$wordStats = $this->config()->getStopWords()->getStopwordCount($sibling->text()); |
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if ($wordStats->getStopWordCount() > $minimumStopWordCount) { |
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return true; |
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} |
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$stepsAway += 1; |
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} |
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} |
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return false; |
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} |
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} |
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