textacy | NLP , before and after spaCy | Natural Language Processing library
kandi X-RAY | textacy Summary
kandi X-RAY | textacy Summary
textacy is a Python library for performing a variety of natural language processing (NLP) tasks, built on the high-performance spaCy library. With the fundamentals --- tokenization, part-of-speech tagging, dependency parsing, etc. --- delegated to another library, textacy focuses primarily on the tasks that come before and follow after.
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Top functions reviewed by kandi - BETA
- Aggregate term variations
- Adds data to the corpus
- Adds a doc to the corpus
- Adds a valid doc
- Create a termite plot
- Draw a termite plot
- Convert val into a collection
- Return a list of stop words
- Get the top n terms from the given score
- Insert word synonyms
- Return a list of entities
- Return a list of all subjects of a document
- Return a bag of terms from a document
- Builds a cooccurrence network
- Return a list of semistructures that match the given entity
- Get all file paths in a directory
- Return an iterator of n - grams
- Train a model
- Computes the text rank of a document
- Extracts the direct quotation marks from a document
- Compute a list of scake words
- Build a networkx graph
- Read a csv file
- Write data to file
- Compute sgrank
- Download twitter ids data
textacy Key Features
textacy Examples and Code Snippets
conda install -c conda-forge spacy
python -m spacy download en
conda install -c conda-forge textacy
Community Discussions
Trending Discussions on textacy
QUESTION
SAMPLE DATA: https://docs.google.com/spreadsheets/d/1s6MzBu5lFcc-uUZ9B6CI1YR7P1fDSm4cByFwKt3ckgc/edit?usp=sharing
I have this function that uses textacy to extract the source attribution. This automatically returns the speaker, cue and content of the quotes. In my dataset, some paragraphs have several quotations, but I only need the first one, that's why I put the BREAK in the for loop.
My problem now is that some of original data do not have quotation, so I was hoping that not only will the function skip it, it will also return something. I believe the problem is after the EXCEPT:
It returns something like this:
But its supposed to skip the first line because the first line returns an error so Im hoping for it to look like this:
...ANSWER
Answered 2021-Aug-03 at 11:59I did this to solve the problem. Had to append both instances at Try and Except.
QUESTION
Having a brain-fart here probably. I'm getting a list using generators and I have trouble removing duplicates from my list the usual way using set
ANSWER
Answered 2020-Jun-17 at 10:39That's because the the items in your list aren't strings, so they aren't actually duplicates.
QUESTION
I am trying to extract verb and verb phrases from a column containing sentences for this purpose i have created a function called tagging. Here's my code:
...ANSWER
Answered 2020-Jun-04 at 09:46Try this:
QUESTION
For this project, I am using the Wikipedia, spacy, and textacy.extract modules.
I used the wikipedia module to grab the page I set my subject to. It will returns a string of its contents.
Then, I use the textacy.extract.semistructured_statements() to filter out facts. It takes in two required args. The first one is the document, and the second one is the entity.
For testing purposes, I have tried setting the subject to Ubuntu and Bill Gates.
...ANSWER
Answered 2020-Apr-22 at 20:10Would like to thank gabriele m. For giving me direction.
I added ["It","he","she","they"] which I saw in neuralcoref module example.
The below code will do a job for you
QUESTION
I am trying to make my discord bot respond to more than one person at a time. One of my functions interacts with the spacy module and process big chunks of text. If the function is called once, and once again it ultimately ends up freezing up my bot because it is trying to process the first request.
...ANSWER
Answered 2020-Apr-06 at 18:11I fixed this by creating another async function and it would be called when the main event was triggered.
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
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Install textacy
You can use textacy like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.
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