entity-fishing-client 0.7.6

A minimal client for entity-fishing service.

HIRMEOS Entity Fishing client

Python client to query the Entity Fishing service API developed in the context of the EU H2020 HIRMEOS project (WP3). For more information about entity-fishing, please check the Entity Fishing Documentation.

Installation

The client can be installed using pip:

pip install entity-fishing-client

Usage

Disambiguation

from nerd import nerd_client
client = nerd_client.NerdClient()

To disambiguate text (> 5 words):

client.disambiguate_text(
    "Linux is a name that broadly denotes a family of free and open-source software operating systems (OS) built around the Linux kernel."
)

To disambiguate a search query

client.disambiguate_query(
    "python method acronym concrete"
)

To process a PDF:

client.disambiguate_pdf(pdfFile, language)

you can supply the language (iso form of two digits, en, fr, etc..) and the entities (only for text) you already know, using the format:

{
    'offsetEnd': 5,
    'offsetStart': 0,
    'rawName': 'Linux',
    'wikidataId': 'Q388',
    'wikipediaExternalRef': 6097297
}

The response is a tuple where the first element is the response body as a dictionary and the second element the error code. Here an example:

 (
     {'entities': [
         {
             'domains': ['Computer_Science'],
             'nerd_score': 0.3753,
             'nerd_selection_score': 0.7268,
             'offsetEnd': 5,
             'offsetStart': 0,
             'rawName': 'Linux',
             'type': 'PERSON',
             'wikidataId': 'Q388',
             'wikipediaExternalRef': 6097297
         },
         {
             'domains': ['Computer_Science'],
             'nerd_score': 0.7442,
             'nerd_selection_score': 0.85,
             'offsetEnd': 78,
             'offsetStart': 49,
             'rawName': 'free and open-source software',
             'wikidataId': 'Q506883',
             'wikipediaExternalRef': 1721496
         },
         {
             'domains': ['Electrotechnology', 'Electronics',
             'Computer_Science'],
             'nerd_score': 0.7442,
             'nerd_selection_score': 0.4487,
             'offsetEnd': 96,
             'offsetStart': 79,
             'rawName': 'operating systems',
             'wikidataId': 'Q9135',
             'wikipediaExternalRef': 22194
         },
         {
             'domains': [
                 'Electrotechnology', 'Electronics', 'Computer_Science'
             ],
             'nerd_score': 0.7442,
             'nerd_selection_score': 0.4487,
             'offsetEnd': 100,
             'offsetStart': 98,
             'rawName': 'operating systems',
             'wikidataId': 'Q9135',
             'wikipediaExternalRef': 22194
         },
         {
             'domains': ['Electronics', 'Computer_Science'],
             'nerd_score': 0.743,
             'nerd_selection_score': 0.8383,
             'offsetEnd': 131,
             'offsetStart': 119,
             'rawName': 'Linux kernel',
             'wikidataId': 'Q14579',
             'wikipediaExternalRef': 21347315
         }
     ],
     'global_categories': [
         {'category': 'Finnish inventions',
         'page_id': 27421536,
         'source': 'wikipedia-en',
         'weight': 0.09684039970133569},
        {'category': 'Free software programmed in C',
         'page_id': 11241711,
         'source': 'wikipedia-en',
         'weight': 0.06433942787438053},
        {'category': 'Unix variants',
         'page_id': 10429397,
         'source': 'wikipedia-en',
         'weight': 0.09684039970133569},
        {'category': 'Operating systems',
         'page_id': 693664,
         'source': 'wikipedia-en',
         'weight': 0.12888888710813473},
        {'category': 'Free software',
         'page_id': 693287,
         'source': 'wikipedia-en',
         'weight': 0.06444444355406737},
        {'category': 'Free system software',
         'page_id': 6721544,
         'source': 'wikipedia-en',
         'weight': 0.06433942787438053},
        {'category': 'Software licenses',
         'page_id': 703100,
         'source': 'wikipedia-en',
         'weight': 0.06444444355406737},
        {'category': 'Linux kernel',
         'page_id': 13215678,
         'source': 'wikipedia-en',
         'weight': 0.06433942787438053},
        {'category': 'Monolithic kernels',
         'page_id': 10730969,
         'source': 'wikipedia-en',
         'weight': 0.06433942787438053},
        {'category': '1991 software',
         'page_id': 11167446,
         'source': 'wikipedia-en',
         'weight': 0.09684039970133569},
        {'category': 'Linus Torvalds',
         'page_id': 53479567,
         'source': 'wikipedia-en',
         'weight': 0.09684039970133569}
     ],
     'language': {'conf': 0.9999973266294648, 'lang': 'en'},
     'nbest': False,
     'onlyNER': False,
     'runtime': 107,
     'sentences': [{'offsetEnd': 132, 'offsetStart': 0}],
     'text': 'Linux is a name that broadly denotes a family of free and open-source software operating systems (OS) built around the Linux kernel.'
     },
     200
)

Batch processing

The batch processing is implemented in the class NerdBatch. The class can be instantiated by defining the entity-fishing url in the constructor, else the default one is used.

To run the processing, the method process requires the input directory, a callback and the number of threads/processes. There is an already ready implementation in script/batchSample.py.

To run it:

• under this work branch, prepare two folders: input which containing the input Pdf files to be processed and output which collecting the processing result

• we recommend to create a new virtualenv, activate it and install all the requirements needed in this virtual environment using $ pip install -r /path/of/entity-fishing-client-python/source/requirements.txt

• (temporarly, until this branch is not merged) install entity-fishing multithread branch in edit mode (pip install -e /path/of/entity-fishing-client-python/source)

• run it with python runFile.py input output 5

KB access

nerd.get_concept("Q456")

with response

(
   {
     'rawName': 'Lyon',
     'preferredTerm': 'Lyon',
     'nerd_score': 0,
     'nerd_selection_score': 0,
     'wikipediaExternalRef': 8638634,
     'wikidataId': 'Q456',
     'definitions': [
       {
         'definition': "'''Lyon''' ( or ;, locally: ; ), also known as ''Lyons'', is a city in east-central [[France]], in the [[Auvergne-Rhône-Alpes]] [[Regions of France|region]], about from [[Paris]], from [[Marseille]] and from [[Saint-Étienne]]. Inhabitants of the city are called ''Lyonnais''.",
         'source': 'wikipedia-en',
         'lang': 'en'
       }
     ],
     'domains': [
       'Geology',
       'Sociology'
     ],
     'categories': [
       {
         'source': 'wikipedia-en',
         'category': 'World Heritage Sites in France',
         'page_id': 1178961
       },
       [...]
     ],
     'multilingual': [
       {
         'lang': 'de',
         'term': 'Lyon',
         'page_id': 13964
       },
       {
         'lang': 'es',
         'term': 'Lyon',
         'page_id': 46490
       },
       {
         'lang': 'fr',
         'term': 'Lyon',
         'page_id': 802627
       },
       {
         'lang': 'it',
         'term': 'Lione',
         'page_id': 41786
       }
     ],
     'statements': [
       {
         'conceptId': 'Q456',
         'propertyId': 'P1082',
         'propertyName': 'population',
         'valueType': 'quantity',
         'value': {
           'amount': '+500716',
           'unit': '1',
           'upperBound': '+500717',
           'lowerBound': '+500715'
         }
       },
       {
         'conceptId': 'Q456',
         'propertyId': 'P1082',
         'propertyName': 'population',
         'valueType': 'quantity',
         'value': {
           'amount': '+500716',
           'unit': '1',
           'upperBound': '+500717',
           'lowerBound': '+500715'
         }
       },
       {
         'conceptId': 'Q456',
         'propertyId': 'P1464',
         'propertyName': 'category for people born here',
         'valueType': 'wikibase-item',
         'value': 'Q8061504'
       },
       {
         'conceptId': 'Q456',
         'propertyId': 'P190',
         'propertyName': 'sister city',
         'valueType': 'wikibase-item',
         'value': 'Q5687',
         'valueName': 'Jericho'
       },
       {
         'conceptId': 'Q456',
         'propertyId': 'P190',
         'propertyName': 'sister city',
         'valueType': 'wikibase-item',
         'value': 'Q2079',
         'valueName': 'Leipzig'
       },
       {
         'conceptId': 'Q456',
         'propertyId': 'P190',
         'propertyName': 'sister city',
         'valueType': 'wikibase-item',
         'value': 'Q580',
         'valueName': 'Łódź'
       },
       [...]
     ]
   },
   200
)

Utilities

Language detection

nerd.get_language("This is a sentence. This is a second sentence.")

with response:

(
   {
      'sentences':
      [
         {'offsetStart': 0, 'offsetEnd': 19},
         {'offsetStart': 19, 'offsetEnd': 46}
      ]
   },
   200
)

Segmentation

nerd.segment("This is a sentence. This is a second sentence.")

with response:

(
    {
        "lang": "en",
        "conf": 0.9
    },
    200
)