In [2]:

from spacy import displacy

In [33]:

%run ./Practica1ObligatoriaRIMT_1819.py

Prepared  22  documents.
They can be accessed using or_texts[n], being n an integer from 0 to 21.
Distribution of documents by language after translation:  {'en': 22}
Unique terms found:  3538
Named entities found:  176
Vectors created.
Test:  [4 5 0 0 0 2 0 0 0 1 4 4 2 2 1 0 2 4 1 1 1 3]
Reference:  [0, 5, 2, 2, 2, 3, 2, 2, 2, 4, 0, 0, 3, 3, 4, 2, 3, 0, 4, 4, 4, 1]
Adjusted Rand Index:  1.0

Rendering named entities visualization of original texts¶

In [30]:

displacy.render(nlp(or_texts[3])[0:50], style = 'ent', jupyter = True)

The British NORP photographer John Cantlie PERSON , hostage of the Islamic NORP State ORG since November 2012 DATE could be alive and be in Syria GPE , specifically the last stronghold of the jihadist organization that is being attacked by the Syrian Democratic Forces (SDF ORG ), formed mostly by militias Kurdish NORP YPG ORG .

In [32]:

displacy.render(nlp(or_texts[4])[0:50], style = 'ent', jupyter = True)

The British NORP journalist John Cantlie PERSON , kidnapped seven years ago DATE in Syria GPE by the Islamic State ORG (IS), could remain alive, according to the Secretary of State for Security of the United Kingdom ORG , Ben Wallace PERSON . Speaking to the media at the Interior Ministry ORG , Wallace PERSON

In [43]:

displacy.render(nlp(or_texts[0])[0:50], style = 'ent', jupyter = True)

Based on facts observed and verified firsthand by the journalist, or reported by reliable and well-informed sources. The American NORP retires at 34 years DATE after the conquest of an unexpected bronze medal in the descent of the World Cup EVENT AreThe ski said goodbye to Lindsey Vonn PERSON with

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