How to Use the Extraction Service

We now enter into the use of one of the main functionalities of the PoolParty Extractor, the extract service.

Note

Whenever you make changes to your PoolParty Thesaurus project, you have to first refresh the extraction model before executing the extractor again.

The method name is 'extract' and here we use these parameters:

  • 'text' to provide the text we wish to annotate.

  • 'projectId' to specify the ID of the PoolParty project we want to use for extraction.

  • 'language' to define the language that should be used for extraction. If no language is given then the language will be detected from the text and that will be used as extraction language.

  • The parameter 'numberOfTerms' defines the number of free terms we want to get back (set here to '0' to focus on the concept annotations).

Example Request

{{url}}/extractor/api/extract?text=A Spritz Veneziano also called just Spritz or just Veneziano, is an Italian wine-based cocktail, commonly served as an aperitif in northeast Italy. The drink originated in Venice while it was part of the Austrian Empire, and is based on the Austrian Spritzer, a combination of equal parts white wine and soda water.&projectId={{project}}&language=en&numberOfTerms=0

The following result will be produced:

Click to expand the result:Results

{
    "concepts": [
        {
            "id": "1E034541-9963-0001-EE48-B5D068201D43:https://nextrelease-cons.semantic-web.at/cocktails/2c682ed8-e2ba-473e-8cb7-979598080e18@en",
            "project": "1E034541-9963-0001-EE48-B5D068201D43",
            "score": 100,
            "uri": "https://nextrelease-cons.semantic-web.at/cocktails/2c682ed8-e2ba-473e-8cb7-979598080e18",
            "language": "en",
            "prefLabel": "Spritz Veneziano",
            "altLabels": [
                "Spritz"
            ],
            "conceptSchemes": [
                {
                    "uri": "https://nextrelease-cons.semantic-web.at/cocktails/8d052dfc-44bf-4985-8ce3-4564570a161b",
                    "title": "Cocktails"
                }
            ],
            "frequencyInDocument": 2
        },
        {
            "id": "1E034541-9963-0001-EE48-B5D068201D43:https://nextrelease-cons.semantic-web.at/cocktails/b523727e-7f49-4e1b-9c09-55002ee3a81e@en",
            "project": "1E034541-9963-0001-EE48-B5D068201D43",
            "score": 59,
            "uri": "https://nextrelease-cons.semantic-web.at/cocktails/b523727e-7f49-4e1b-9c09-55002ee3a81e",
            "language": "en",
            "prefLabel": "Apéritif and digestif",
            "altLabels": [
                "Digestivo",
                "Aperitif and digestif",
                "Aperitif",
                "Aperitivo",
                "Apéritif",
                "Digestif",
                "Apero",
                "Apertif",
                "Apéro",
                "After-dinner drink"
            ],
            "conceptSchemes": [
                {
                    "uri": "https://nextrelease-cons.semantic-web.at/cocktails/8d052dfc-44bf-4985-8ce3-4564570a161b",
                    "title": "Cocktails"
                }
            ],
            "frequencyInDocument": 2
        },
        {
            "id": "1E034541-9963-0001-EE48-B5D068201D43:https://nextrelease-cons.semantic-web.at/cocktails/75b586dd-6bd9-4894-a258-90007061c029@en",
            "project": "1E034541-9963-0001-EE48-B5D068201D43",
            "score": 24,
            "uri": "https://nextrelease-cons.semantic-web.at/cocktails/75b586dd-6bd9-4894-a258-90007061c029",
            "language": "en",
            "prefLabel": "Drink",
            "conceptSchemes": [
                {
                    "uri": "https://nextrelease-cons.semantic-web.at/cocktails/591cf89a-57af-49b8-9042-3fc77408c93e",
                    "title": "Beverages"
                }
            ],
            "frequencyInDocument": 1
        },
        {
            "id": "1E034541-9963-0001-EE48-B5D068201D43:https://nextrelease-cons.semantic-web.at/cocktails/df4ff163-a7c8-4c40-b556-f9390fd97972@en",
            "project": "1E034541-9963-0001-EE48-B5D068201D43",
            "score": 6,
            "uri": "https://nextrelease-cons.semantic-web.at/cocktails/df4ff163-a7c8-4c40-b556-f9390fd97972",
            "language": "en",
            "prefLabel": "White wine",
            "altLabels": [
                "White wines"
            ],
            "conceptSchemes": [
                {
                    "uri": "https://nextrelease-cons.semantic-web.at/cocktails/591cf89a-57af-49b8-9042-3fc77408c93e",
                    "title": "Beverages"
                }
            ],
            "frequencyInDocument": 1
        },
        {
            "id": "1E034541-9963-0001-EE48-B5D068201D43:https://nextrelease-cons.semantic-web.at/cocktails/7448dbed-7603-41f7-a316-99f754c9ae45@en",
            "project": "1E034541-9963-0001-EE48-B5D068201D43",
            "score": 5,
            "uri": "https://nextrelease-cons.semantic-web.at/cocktails/7448dbed-7603-41f7-a316-99f754c9ae45",
            "language": "en",
            "prefLabel": "Soda water",
            "altLabels": [
                "Sparkling water",
                "Two Cents Plain",
                "Club Soda",
                "Unflavored Soda",
                "Seltzer water",
                "Sparkling Water",
                "L'eau avec gaz",
                "Carbonated water",
                "Eau avec gaz",
                "Fizzy water",
                "Soda-water",
                "Carbonate water",
                "Club soda",
                "Carbonated waters",
                "Bubbly water"
            ],
            "conceptSchemes": [
                {
                    "uri": "https://nextrelease-cons.semantic-web.at/cocktails/591cf89a-57af-49b8-9042-3fc77408c93e",
                    "title": "Beverages"
                }
            ],
            "frequencyInDocument": 1
        }
    ]
}

What we see here is the information about the concepts present in the thesaurus that are found in the piece of annotated text.

In this case the detected concepts are 'Spritz Veneziano','Apéritif and digestif','Drink','White wine', and 'Soda water'.

The following information is shown for each concept:

  • the PoolParty project it comes from (this is relevant when more than one project is used for annotation at the same time),

  • the score for the annotation of that concept in this document or piece of text,

  • its URI,

  • the language that was used for the detection (a concept can have labels in multiple languages),

  • all its SKOS labels (preferred, alt and hidden labels) in the detected language,

  • the concept schemes the concept belongs to,

  • the frequency of its occurrence in the annotated text.

The score goes from 1 to 100 where a higher score means that the concept is more relevant to the processed text. The score is influenced by two factors, firstly by the frequency where a higher number of occurrence leads to a higher score. And secondly by the position in the text, where occurrences more to the beginning of the text produce a higher score. This means, concepts that appear more often and towards the beginning in the annotated text, get higher scores.

Matching Details

Let us now look at the annotation details. Use the parameter 'showMatchingDetails' in this manner:

{{url}}/extractor/api/extract?text=A Spritz Veneziano also called just Spritz or just Veneziano, is an Italian wine-based cocktail, commonly served as an aperitif in northeast Italy. The drink originated in Venice while it was part of the Austrian Empire, and is based on the Austrian Spritzer, a combination of equal parts white wine and soda water.&projectId={{project}}&language=en&numberOfTerms=0&showMatchingDetails=true

This way we retrieve information about the labels of a concept that were actually found in the text and what the matched text was.

In the example we focus just on the first detected concept that appears twice in the text, matching 'Spritz Veneziano' and 'Spritz'. In this case the matched text and the labels are the same. Although this may appear to be a little repetitive, there might be cases where the matched text differs from the label, for example, when the label is a singular term and the actual appearance in the text is its plural form.

Click to expand the result:

{
    "id": "1E034541-9963-0001-EE48-B5D068201D43:https://nextrelease-cons.semantic-web.at/cocktails/2c682ed8-e2ba-473e-8cb7-979598080e18@en",
    "project": "1E034541-9963-0001-EE48-B5D068201D43",
    "score": 100,
    "uri": "https://nextrelease-cons.semantic-web.at/cocktails/2c682ed8-e2ba-473e-8cb7-979598080e18",
    "language": "en",
    "prefLabel": "Spritz Veneziano",
    "altLabels": [
        "Spritz"
    ],
    "conceptSchemes": [
        {
            "uri": "https://nextrelease-cons.semantic-web.at/cocktails/8d052dfc-44bf-4985-8ce3-4564570a161b",
            "title": "Cocktails"
        }
    ],
    "frequencyInDocument": 2,
    "matchingLabels": [
        {
            "label": "Spritz Veneziano",
            "predicate": "prefLabel",
            "frequency": 1,
            "matchedTexts": [
                {
                    "matchedText": "spritz veneziano",
                    "frequency": 1
                }
            ]
        },
        {
            "label": "Spritz",
            "predicate": "altLabel",
            "frequency": 1,
            "matchedTexts": [
                {
                    "matchedText": "spritz",
                    "frequency": 1
                }
            ]
        }
    ]
}

There is another parameter you can use in order to go into even more detail, namely 'showMatchingPosition':

{{url}}/extractor/api/extract?text=A Spritz Veneziano also called just Spritz or just Veneziano, is an Italian wine-based cocktail, commonly served as an aperitif in northeast Italy. The drink originated in Venice while it was part of the Austrian Empire, and is based on the Austrian Spritzer, a combination of equal parts white wine and soda water.&projectId={{project}}&language=en&numberOfTerms=0&showMatchingDetails=true&showMatchingPosition=true

Now also the positions in terms of character count in the text are returned:

Click to expand the result:

{
    "id": "1E034541-9963-0001-EE48-B5D068201D43:https://nextrelease-cons.semantic-web.at/cocktails/2c682ed8-e2ba-473e-8cb7-979598080e18@en",
    "project": "1E034541-9963-0001-EE48-B5D068201D43",
    "score": 100,
    "uri": "https://nextrelease-cons.semantic-web.at/cocktails/2c682ed8-e2ba-473e-8cb7-979598080e18",
    "language": "en",
    "prefLabel": "Spritz Veneziano",
    "altLabels": [
        "Spritz"
    ],
    "conceptSchemes": [
        {
            "uri": "https://nextrelease-cons.semantic-web.at/cocktails/8d052dfc-44bf-4985-8ce3-4564570a161b",
            "title": "Cocktails"
        }
    ],
    "frequencyInDocument": 2,
    "matchingLabels": [
        {
            "label": "Spritz Veneziano",
            "predicate": "prefLabel",
            "frequency": 1,
            "matchedTexts": [
                {
                    "matchedText": "spritz veneziano",
                    "frequency": 1,
                    "positions": [
                        {
                            "beginningIndex": 2,
                            "endIndex": 17
                        }
                    ]
                }
            ]
        },
        {
            "label": "Spritz",
            "predicate": "altLabel",
            "frequency": 1,
            "matchedTexts": [
                {
                    "matchedText": "spritz",
                    "frequency": 1,
                    "positions": [
                        {
                            "beginningIndex": 36,
                            "endIndex": 41
                        }
                    ]
                }
            ]
        }
    ]
}

Filter Nested Concepts

Nested concept annotations are situations, where annotated concepts in a text overlap, so one concept is contained completely in another one.

For example when we have concepts 'shark', 'tiger' and 'tiger shark'. In a text such as 'We went for tiger shark observations' all three concepts would match. Per default this is avoided and only the longest match, in this case 'tiger shark', is preserved while the others are removed.

Request

{{url}}/extractor/api/extract?text=The whiskey sour is a mixed drink containing whiskey (often bourbon), lemon juice, sugar, and optionally, a dash of egg white.&projectId={{project}}&language=en&numberOfTerms=0

Click to expand the result:

{
    "concepts": [
        {
            "id": "1E034541-9963-0001-EE48-B5D068201D43:https://nextrelease-cons.semantic-web.at/cocktails/76c0e55c-22df-4489-9551-4fe8a6a649f8@en",
            "project": "1E034541-9963-0001-EE48-B5D068201D43",
            "score": 100,
            "uri": "https://nextrelease-cons.semantic-web.at/cocktails/76c0e55c-22df-4489-9551-4fe8a6a649f8",
            "language": "en",
            "prefLabel": "Whiskey sour",
            "altLabels": [
                "Whiskey sour (cocktail)",
                "Whisky sour",
                "Whiskey Sour (cocktail)",
                "Whisky Sour",
                "Boston sour"
            ],
            "conceptSchemes": [
                {
                    "uri": "https://nextrelease-cons.semantic-web.at/cocktails/8d052dfc-44bf-4985-8ce3-4564570a161b",
                    "title": "Cocktails"
                }
            ],
            "frequencyInDocument": 1
        },
        {
            "id": "1E034541-9963-0001-EE48-B5D068201D43:https://nextrelease-cons.semantic-web.at/cocktails/54702498-ad42-4af6-b28a-2276215450da@en",
            "project": "1E034541-9963-0001-EE48-B5D068201D43",
            "score": 72,
            "uri": "https://nextrelease-cons.semantic-web.at/cocktails/54702498-ad42-4af6-b28a-2276215450da",
            "language": "en",
            "prefLabel": "Mixed drink",
            "altLabels": [
                "Mixed drinks",
                "Mixed Drinks",
                "Sling (drink)"
            ],
            "conceptSchemes": [
                {
                    "uri": "https://nextrelease-cons.semantic-web.at/cocktails/8d052dfc-44bf-4985-8ce3-4564570a161b",
                    "title": "Cocktails"
                }
            ],
            "frequencyInDocument": 1
        },
        {
            "id": "1E034541-9963-0001-EE48-B5D068201D43:https://nextrelease-cons.semantic-web.at/cocktails/c4339109-ae35-4be9-a7e8-b5dfd206e960@en",
            "project": "1E034541-9963-0001-EE48-B5D068201D43",
            "score": 55,
            "uri": "https://nextrelease-cons.semantic-web.at/cocktails/c4339109-ae35-4be9-a7e8-b5dfd206e960",
            "language": "en",
            "prefLabel": "Whisky",
            "altLabels": [
                "Craythur",
                "Whiskies",
                "Uisge beatha",
                "Whiskey",
                "Hot whiskey",
                "Wiskey",
                "Tarantula juice",
                "Usquebaugh",
                "Usquebeathe"
            ],
            "conceptSchemes": [
                {
                    "uri": "https://nextrelease-cons.semantic-web.at/cocktails/591cf89a-57af-49b8-9042-3fc77408c93e",
                    "title": "Beverages"
                }
            ],
            "frequencyInDocument": 1
        },
        {
            "id": "1E034541-9963-0001-EE48-B5D068201D43:https://nextrelease-cons.semantic-web.at/cocktails/3e2d26b8-928b-462d-99ee-59eac11b241f@en",
            "project": "1E034541-9963-0001-EE48-B5D068201D43",
            "score": 45,
            "uri": "https://nextrelease-cons.semantic-web.at/cocktails/3e2d26b8-928b-462d-99ee-59eac11b241f",
            "language": "en",
            "prefLabel": "Bourbon whiskey",
            "altLabels": [
                "Bourbon whisky",
                "Bourbon",
                "Kentucky Whiskey"
            ],
            "conceptSchemes": [
                {
                    "uri": "https://nextrelease-cons.semantic-web.at/cocktails/591cf89a-57af-49b8-9042-3fc77408c93e",
                    "title": "Beverages"
                }
            ],
            "frequencyInDocument": 1
        },
        {
            "id": "1E034541-9963-0001-EE48-B5D068201D43:https://nextrelease-cons.semantic-web.at/cocktails/9c2ce399-c6ae-4f4d-bf37-7fd8ffe2a19d@en",
            "project": "1E034541-9963-0001-EE48-B5D068201D43",
            "score": 40,
            "uri": "https://nextrelease-cons.semantic-web.at/cocktails/9c2ce399-c6ae-4f4d-bf37-7fd8ffe2a19d",
            "language": "en",
            "prefLabel": "Lemon juice",
            "conceptSchemes": [
                {
                    "uri": "https://nextrelease-cons.semantic-web.at/cocktails/591cf89a-57af-49b8-9042-3fc77408c93e",
                    "title": "Beverages"
                }
            ],
            "frequencyInDocument": 1
        },
        {
            "id": "1E034541-9963-0001-EE48-B5D068201D43:https://nextrelease-cons.semantic-web.at/cocktails/3c94f5fc-4664-4177-a880-88643c0be9c1@en",
            "project": "1E034541-9963-0001-EE48-B5D068201D43",
            "score": 31,
            "uri": "https://nextrelease-cons.semantic-web.at/cocktails/3c94f5fc-4664-4177-a880-88643c0be9c1",
            "language": "en",
            "prefLabel": "Sugar",
            "altLabels": [
                "Sugary",
                "-Ose",
                "Shurger",
                "Sugar crops",
                "Cube sugar",
                "Foreign matter in refined sugar",
                "Sugar lumps",
                "Molten sugar",
                "Berry sugar",
                "Refined sugar",
                "White refined sugar",
                "Sugar Crystals",
                "Sugar trade",
                "Suggar",
                "Sweet salt",
                "Lump sugar",
                "Raw Sugar",
                "Sugar buzz",
                "Sugar cube",
                "White sugar",
                "Sugar engineering",
                "Sugars",
                "White Sugar"
            ],
            "conceptSchemes": [
                {
                    "uri": "https://nextrelease-cons.semantic-web.at/cocktails/87384ce8-f20a-4201-b06d-3e0b8d832e5d",
                    "title": "Sweeteners"
                }
            ],
            "frequencyInDocument": 1
        },
        {
            "id": "1E034541-9963-0001-EE48-B5D068201D43:https://nextrelease-cons.semantic-web.at/cocktails/98f20476-57d7-46d3-b76d-6aac18b57788@en",
            "project": "1E034541-9963-0001-EE48-B5D068201D43",
            "score": 12,
            "uri": "https://nextrelease-cons.semantic-web.at/cocktails/98f20476-57d7-46d3-b76d-6aac18b57788",
            "language": "en",
            "prefLabel": "Egg white",
            "altLabels": [
                "Glairy",
                "Albumen",
                "Egg whites",
                "Egg-white",
                "Ovoglobulin G2",
                "Eggwhite",
                "Egg albumin",
                "White of an egg",
                "Glair",
                "Egg albumen"
            ],
            "conceptSchemes": [
                {
                    "uri": "https://nextrelease-cons.semantic-web.at/cocktails/591cf89a-57af-49b8-9042-3fc77408c93e",
                    "title": "Beverages"
                }
            ],
            "frequencyInDocument": 1
        }
    ]
}

For situations where one wants to have all matches, including the nested ones, you can use the parameter 'filterNestedConcepts' that can be set to 'false' (default setting it 'true').

Request

{{url}}/extractor/api/extract?text=The whiskey sour is a mixed drink containing whiskey (often bourbon), lemon juice, sugar, and optionally, a dash of egg white.&projectId={{project}}&language=en&numberOfTerms=0&filterNestedConcepts=false

The differences we can see is that now 'Whisky' appears two times (just once before) and that the additional concepts 'Sour', 'Drink', 'Juice', and 'Lemon' are detected, which did not show up before:

Click to expand the result:

{
    "concepts": [
        {
            "id": "1E034541-9963-0001-EE48-B5D068201D43:https://nextrelease-cons.semantic-web.at/cocktails/c4339109-ae35-4be9-a7e8-b5dfd206e960@en",
            "project": "1E034541-9963-0001-EE48-B5D068201D43",
            "score": 100,
            "uri": "https://nextrelease-cons.semantic-web.at/cocktails/c4339109-ae35-4be9-a7e8-b5dfd206e960",
            "language": "en",
            "prefLabel": "Whisky",
            "altLabels": [
                "Craythur",
                "Whiskies",
                "Uisge beatha",
                "Whiskey",
                "Hot whiskey",
                "Wiskey",
                "Tarantula juice",
                "Usquebaugh",
                "Usquebeathe"
            ],
            "conceptSchemes": [
                {
                    "uri": "https://nextrelease-cons.semantic-web.at/cocktails/591cf89a-57af-49b8-9042-3fc77408c93e",
                    "title": "Beverages"
                }
            ],
            "frequencyInDocument": 2
        },
        {
            "id": "1E034541-9963-0001-EE48-B5D068201D43:https://nextrelease-cons.semantic-web.at/cocktails/76c0e55c-22df-4489-9551-4fe8a6a649f8@en",
            "project": "1E034541-9963-0001-EE48-B5D068201D43",
            "score": 64,
            "uri": "https://nextrelease-cons.semantic-web.at/cocktails/76c0e55c-22df-4489-9551-4fe8a6a649f8",
            "language": "en",
            "prefLabel": "Whiskey sour",
            "altLabels": [
                "Whiskey sour (cocktail)",
                "Whisky sour",
                "Whiskey Sour (cocktail)",
                "Whisky Sour",
                "Boston sour"
            ],
            "conceptSchemes": [
                {
                    "uri": "https://nextrelease-cons.semantic-web.at/cocktails/8d052dfc-44bf-4985-8ce3-4564570a161b",
                    "title": "Cocktails"
                }
            ],
            "frequencyInDocument": 1
        },
        {
            "id": "1E034541-9963-0001-EE48-B5D068201D43:https://nextrelease-cons.semantic-web.at/cocktails/7516b400-963a-4151-8fdc-f6b23bad1dd5@en",
            "project": "1E034541-9963-0001-EE48-B5D068201D43",
            "score": 60,
            "uri": "https://nextrelease-cons.semantic-web.at/cocktails/7516b400-963a-4151-8fdc-f6b23bad1dd5",
            "language": "en",
            "prefLabel": "Sour",
            "altLabels": [
                "Sour Cocktail"
            ],
            "conceptSchemes": [
                {
                    "uri": "https://nextrelease-cons.semantic-web.at/cocktails/8d052dfc-44bf-4985-8ce3-4564570a161b",
                    "title": "Cocktails"
                }
            ],
            "frequencyInDocument": 1
        },
        {
            "id": "1E034541-9963-0001-EE48-B5D068201D43:https://nextrelease-cons.semantic-web.at/cocktails/54702498-ad42-4af6-b28a-2276215450da@en",
            "project": "1E034541-9963-0001-EE48-B5D068201D43",
            "score": 47,
            "uri": "https://nextrelease-cons.semantic-web.at/cocktails/54702498-ad42-4af6-b28a-2276215450da",
            "language": "en",
            "prefLabel": "Mixed drink",
            "altLabels": [
                "Mixed drinks",
                "Mixed Drinks",
                "Sling (drink)"
            ],
            "conceptSchemes": [
                {
                    "uri": "https://nextrelease-cons.semantic-web.at/cocktails/8d052dfc-44bf-4985-8ce3-4564570a161b",
                    "title": "Cocktails"
                }
            ],
            "frequencyInDocument": 1
        },
        {
            "id": "1E034541-9963-0001-EE48-B5D068201D43:https://nextrelease-cons.semantic-web.at/cocktails/75b586dd-6bd9-4894-a258-90007061c029@en",
            "project": "1E034541-9963-0001-EE48-B5D068201D43",
            "score": 43,
            "uri": "https://nextrelease-cons.semantic-web.at/cocktails/75b586dd-6bd9-4894-a258-90007061c029",
            "language": "en",
            "prefLabel": "Drink",
            "conceptSchemes": [
                {
                    "uri": "https://nextrelease-cons.semantic-web.at/cocktails/591cf89a-57af-49b8-9042-3fc77408c93e",
                    "title": "Beverages"
                }
            ],
            "frequencyInDocument": 1
        },
        {
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