Cortical-io Keyword Extraction API

Cortical-io Keyword Extraction API

Extract the semantically most relevant words from a given text, leveraging Cortical.io’s highly efficient approach to natural language processing.

API description

With the Cortical.io Keyword Extraction API, you can harness valuable insights contained in textual data and seamlessly integrate cutting-edge keyword extraction capabilities into your applications or projects. 

Keyword extraction can be applied to various business use cases to extract important terms or phrases from text data. It helps organizations extract actionable insights from large volumes of text data, enabling them to make informed decisions, improve their strategies, and enhance their overall performance. Keyword extraction can be used to improve search engine optimization (SEO) efforts, label data for content management systems (CMS), or analyze websites and social media for competitive analysis or customer feedback analysis. 

The Cortical.io Keyword Extraction API draws upon Cortical.io's expertise in natural language processing (NLP), combining both Cortical.io’s proprietary NLP method called Semantic Folding and state-of-the-art machine learning algorithms. Semantic Folding is a machine learning methodology inspired by neuroscience that enables the creation of language models with comparatively small amounts of data. With Semantic Folding, text is converted into a new data representation called a semantic fingerprint. Semantic fingerprints capture the different meanings of words based on thousands of parameters and form clusters of similar contexts. For document processing tasks like classification and semantic search, the system just needs to measure semantic overlaps between semantic fingerprints – a highly efficient computational approach that delivers accurate results with less computing resources.

Designed to be user-friendly, the Cortical.io Keyword Extraction API offers a unique combination of high speed, accuracy, transparency and flexibility, and enables straightforward integration processes.

The Cortical.io Keyword Extraction API is available for 4 languages: English, German, Spanish and French. The size of requests is limited to 10KB.

API Documentation

Endpoints


This endpoint extracts the semantically most relevant words from a given text. The "number of keywords" parameter can ideally be selected in proportion to the length of the text (default is 10 terms).

JSON Body Example: 

{
  "text": "my text",
  "language": "en"
}



                                                                            
POST https://zylalabs.com/api/3511/cortical-io+keyword+extraction+api/3848/keywords+extraction
                                                                            
                                                                        

Keywords Extraction - Endpoint Features
Object Description
limit [Optional] Maximum number of keywords to return. If unspecified or equal zero, an appropriate number will be automatically determined.
Request Body [Required] Json
Test Endpoint

API EXAMPLE RESPONSE

       
                                                                                                        
                                                                                                                                                                                                                            {
  "keywords": [
    {
      "word": "challenges",
      "document_frequency": 0.0024654430301205,
      "pos_tags": [
        "VERB",
        "NOUN"
      ],
      "score": 1
    },
    {
      "word": "verticals",
      "document_frequency": 0.000018935955564849904,
      "pos_tags": [
        "NOUN"
      ],
      "score": 0.9053916009399887
    },
    {
      "word": "based solutions",
      "document_frequency": 0.000020866319967091884,
      "pos_tags": [
        "VERB",
        "NOUN"
      ],
      "score": 0.8973093656839998
    },
    {
      "word": "use cases",
      "document_frequency": 0.00003796383324409229,
      "pos_tags": [
        "VERB",
        "NOUN"
      ],
      "score": 0.8474792799260732
    },
    {
      "word": "major companies",
      "document_frequency": 0.000047983343712872086,
      "pos_tags": [
        "ADJECTIVE",
        "NOUN"
      ],
      "score": 0.8279784449831554
    },
    {
      "word": "based approach",
      "document_frequency": 0.00009274941342200751,
      "pos_tags": [
        "VERB",
        "NOUN"
      ],
      "score": 0.7731070613317652
    },
    {
      "word": "natural language",
      "document_frequency": 0.0001058942757801,
      "pos_tags": [
        "ADJECTIVE",
        "NOUN"
      ],
      "score": 0.7620719779622283
    },
    {
      "word": "streamline",
      "document_frequency": 0.0001390781590758,
      "pos_tags": [
        "VERB",
        "NOUN"
      ],
      "score": 0.7393761034391105
    },
    {
      "word": "variability",
      "document_frequency": 0.0003257719734069,
      "pos_tags": [
        "NOUN"
      ],
      "score": 0.6685095583490221
    }
  ],
  "language": "en"
}
                                                                                                                                                                                                                    
                                                                                                    

Keywords Extraction - CODE SNIPPETS


curl --location --request POST 'https://zylalabs.com/api/3511/cortical-io+keyword+extraction+api/3848/keywords+extraction' --header 'Authorization: Bearer YOUR_API_KEY' 

    

API Access Key & Authentication

After signing up, every developer is assigned a personal API access key, a unique combination of letters and digits provided to access to our API endpoint. To authenticate with the Cortical-io Keyword Extraction API REST API, simply include your bearer token in the Authorization header.

Headers

Header Description
Authorization [Required] Should be Bearer access_key. See "Your API Access Key" above when you are subscribed.


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Yes, you can enter a limit value to change the maximum number of keywords to return. If unspecified or equal zero, an appropriate number will be automatically determined.

Yes, your request should not exceed 10KB. Yes, your request should not exceed 10KB. Yes, your request should not exceed 10KB.

The keyword list is ordered according to their relevance. The higher the score value, the more relevant the keyword.

Our Keyword Extraction API currently support English, German, Spanish and French.

A semantic fingerprint is a 2D-vector encapsulating all meanings associated with a word or a text, where all similar contexts are placed close to each others.

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 Service Level
100%
 Response Time
282ms

Category:

NLP

Tags:


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