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spaCy is a free and open-source library for Natural Language Processing (NLP) in Python with a lot of in-built capabilities. It’s becoming increasingly popular for processing and analyzing data in NLP. Unstructured textual data is produced at a large scale, and it’s important to process and derive insights from unstructured data.

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Updated: 8 hours ago

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Token-based matching. spaCy features a rule-matching engine, the Matcher, that operates over tokens, similar to regular expressions.The rules can refer to token annotations (e.g. the token text or tag_, and flags like IS_PUNCT).The rule matcher also lets you pass in a custom callback to act on matches – for example, to merge entities and apply custom labels.

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Updated: 5 hours ago

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Named-entity recognition (NER) is the process of automatically identifying the entities discussed in a text and classifying them into pre-defined categories such as 'person', 'organization', 'location' and so on. The spaCy library allows you to train NER models by both updating an existing spacy model to suit the specific context of your text documents and also …

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Updated: 8 hours ago

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The below code demonstrates how to convert our reviews data set into this desired format “`python # Converting the dataframe into a list of tuples reviews[‘tuples’] = reviews.apply(lambda row: (row[‘Review Text’],row[‘Recommended IND’]), axis=1) train =reviews[‘tuples’].tolist() train[:10] “` Output: [(‘Absolutely ...

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Updated: 6 hours ago

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Ben says: July 03, 2017 at 12:14 pm Hi, great article and great explanation! I'm trying to work one step further by saving and reloading the trained pipeline: `joblib.dump(fitted_pipe, path)` Works fine as well, but apparently the pickle doesn't store the custom classes and functions.

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When To Use spaCy Matcher? The matcher will work well if there’s a finite number of examples we want to find in the text. Or if there’s a very obvious, structure pattern that we can express with token rules or RegEx.It is a good choice for …

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Updated: 2 hours ago

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NLTK import nltk from nltk.tokenize import word_tokenize from nltk.tag import pos_tag Information Extraction. I took a sentence from The New York Times, “European authorities fined Google a record $5.1 billion on Wednesday for abusing its power in the mobile phone market and ordered the company to alter its practices.”

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Updated: 5 hours ago

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Named Entity Recognition (NER) is a standard NLP problem which involves spotting named entities (people, places, organizations etc.) from a chunk of text, and classifying them into a predefined set of categories. Some of the practical applications of NER include: Scanning news articles for the people, organizations and locations reported.

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Updated: 7 hours ago

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Computer engineering concerns the design and prototyping of computing hardware and software. This subject merges electrical engineering with computer science, oldest and broadest types of engineering, mechanical engineering is concerned with the design, manufacturing and maintenance of mechanical systems.

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Updated: 5 hours ago

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