Semantria-powered sentiment, entity-extraction and other text analysis features

Diffbot’s native integration with Semantria allows for Diffbot customers to access advanced text analysis features directly within the Article API response.

These include:

  • article sentiment
  • categorization
  • entity and concept extraction
  • keyword identification

These fields are returned realtime alongside the other elements within the Article API.

Current Semantria users can optionally pass along their Semantria account credentials to take advantage of existing customizations, sub-accounts, or billing arrangements already in place.

View a sample of Semantria-powered output below, and contact us if you’d like to learn more about enabling this for your Diffbot account.

"sentiment": {
   "sentiment": "positive",
   "sentiment_score": 0.22319745
  },
"keywords": [
  {
    "keyword": "particularly strong",
    "confidence": 0.876206
  },
  {
    "keyword": "net income",
    "confidence": 0.631716
  },
  {
    "keyword": "nearly tripled",
    "confidence": 0.61
  },
  {
    "keyword": "social network",
    "confidence": 0.607329
  },
  {
    "keyword": "strong growth",
    "confidence": 0.6
  },
  {
    "keyword": "first quarter",
    "confidence": null
  },
  {
    "keyword": "daily habit",
    "confidence": null
  },
  {
    "keyword": "long term",
    "confidence": null
  },
  {
    "keyword": "rocky initial",
    "confidence": null
  },
  {
    "keyword": "jumbo acquisitions",
    "confidence": null
  }
],
   "categories": [
  {
    "category": "Business",
    "confidence": 1.2328336
  },
  {
    "category": "Advertising",
    "confidence": 0.66118085
  },
  {
    "category": "Software and Internet",
    "confidence": 0.562218
  },
  {
    "category": "Business",
    "confidence": 1
  },
  {
    "category": "Internet",
    "confidence": 1
  },
  {
    "category": "Mobile_Phones",
    "confidence": 0.90280783
  },
  {
    "category": "Marketing",
    "confidence": 0.67634314
  },
  {
    "category": "IT",
    "confidence": 0.5385067
  }
],
   "concepts": [
  {
    "concept": "stock-based compensation costs",
    "confidence": 5.618938
  },
  {
    "concept": "great start",
    "confidence": 2.7584872
  },
  {
    "concept": "monthly users",
    "confidence": 2.6178324
  },
  {
    "concept": "jumbo acquisitions",
    "confidence": 2.516667
  },
  {
    "concept": "instant-messaging service",
    "confidence": 2.516667
  }
],
    "entities": [
  {
    "entity": "Facebook",
    "type": "Company"
  },
  {
    "entity": "Google",
    "type": "Company"
  },
  {
    "entity": "Tamara Gaffney",
    "type": "Person"
  },
  {
    "entity": "Adobe Systems",
    "type": "Company"
  },
  {
    "entity": "Mark Zuckerberg",
    "type": "Person"
  }
]