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‎README.md

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@@ -4,10 +4,10 @@ This is a simple PHP library for performing Natural Language tasks using Web64's
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NLP Tasks Available through Web64's NLP Server:
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* [Language detection](#language-detection)
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* Entity Extraction (NER) - Multilingual
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* Sentiment Analysis - Multilingual
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* Embeddings / Neighbouring words - Multilingual
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* [Article Extraction from HTML or URL](#article--metadata-extraction)
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* [Entity Extraction](#entitiy-extraction--sentiment-analysis-polyglot) (NER) - Multilingual
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* [Sentiment Analysis](#sentiment-analysis) - Multilingual
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* Embeddings / Neighbouring words - Multilingual
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* Summarization
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NLP Tasks Available through Stanford's CoreNLP Server:
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### Spacy Entities
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### Entity Extraction with Spacy
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```php
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$text = "Harvesters is a 1905 oil painting on canvas by the Danish artist Anna Ancher, a member of the artists' community known as the Skagen Painters.";
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$entities = $nlp->spacy_entities( $spanish_text, 'es' );
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```
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### Sentiment Analysis
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```php
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$sentiment = $nlp->sentiment( "This is the worst product ever" );
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// -1
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$sentiment = $nlp->sentiment( "This is great! " );
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// 1
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// specify language in second parameter for non-english
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$sentiment = $nlp->sentiment( $french_text, 'fr' );
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```
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### Neighbouring words (Embeddings)
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```php
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$nlp = new \Web64\Nlp\NlpClient('http://localhost:6400/');
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*/
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```
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### Sentiment Analysis
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```php
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$sentiment = $nlp->sentiment( "This is the worst product ever" );
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// -1
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$sentiment = $nlp->sentiment( "This is great! " );
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// 1
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// specify language in second parameter for non-english
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$sentiment = $nlp->sentiment( $french_text, 'fr' );
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```
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## CoreNLP - Entity Extraction (NER)
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CoreNLP har much better quality for NER that Polyglot, but only supports a few languages including English, French, German and Spanish.
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## Python libraries
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These are the python libraries used by the NLP Server for the NLP and data extraction tasks.
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| Library | URL | NLP Task used |
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| ------------- | ------------- | ------------- |
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| langid.py | https://github.com/saffsd/langid.py | Language detection |

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