libpostal
spaCy
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libpostal | spaCy | |
---|---|---|
5 | 106 | |
3,951 | 28,751 | |
0.9% | 1.5% | |
5.9 | 9.2 | |
3 months ago | 2 days ago | |
C | Python | |
MIT License | MIT License |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
libpostal
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Install Python Libraries Using Command Prompt
@echo off REM Check if MSYS2 and MinGW are installed where msys2 2>nul >nul if %errorlevel% equ 0 ( echo MSYS2 is already installed. Use --force to reinstall. ) else ( REM Install MSYS2 and MinGW choco install msys2 refreshenv ) REM Check if MSYS2 packages are updated pacman -Qu 2>nul >nul if %errorlevel% equ 0 ( echo MSYS2 packages are already updated. Use --force to reinstall. ) else ( REM Update MSYS2 packages pacman -Syu ) REM Check if build dependencies are installed pacman -Q autoconf automake curl git make libtool gcc mingw-w64-x86_64-gcc 2>nul >nul if %errorlevel% equ 0 ( echo Build dependencies are already installed. Use --force to reinstall. ) else ( REM Install build dependencies pacman -S autoconf automake curl git make libtool gcc mingw-w64-x86_64-gcc ) REM Check if libpostal is cloned if exist libpostal ( echo libpostal repository is already cloned. Use --force to reinstall. ) else ( REM Clone libpostal repository git clone https://github.com/openvenues/libpostal ) cd libpostal REM Check if libpostal is built and installed if exist C:/Program Files/libpostal/bin/libpostal.dll ( echo libpostal is already built and installed. Use --force to reinstall. ) else ( REM Build and install libpostal cp -rf windows/* ./ ./bootstrap.sh ./configure --datadir=C:/libpostal make -j4 make install ) REM Check if libpostal is added to PATH environment variable setx /m PATH "%PATH%;C:\Program Files\libpostal\bin" 2>nul >nul if %errorlevel% equ 0 ( echo libpostal is already added to PATH environment variable. Use --force to reinstall. ) else ( REM Add libpostal to PATH environment variable setx PATH "%PATH%;C:\Program Files\libpostal\bin" ) REM Test libpostal installation libpostal "100 S Broad St, Philadelphia, PA" pause
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Transforming free-form geospatial directions into addresses - SOTA?
I know of https://github.com/openvenues/libpostal which handles typos and omissions in addresses, but I am looking into a more fuzzy description of a location.
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[P] Better ways to clean lots of text?
use an address parser library like libpostal https://github.com/openvenues/libpostal
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complete stack for an analysis team
Also, what OS(s) does IT support for clients and servers? I think Libpostal doesn't officially support Windows, but you can build it to target that. Seems difficult and/or unreliable though: https://github.com/openvenues/libpostal/issues/219
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Automating a Web Scraper
You can feed libpostal sequence of string until it gives good results. A lot of miss, some hits, score the hits. https://github.com/openvenues/libpostal
spaCy
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Step by step guide to create customized chatbot by using spaCy (Python NLP library)
Hi Community, In this article, I will demonstrate below steps to create your own chatbot by using spaCy (spaCy is an open-source software library for advanced natural language processing, written in the programming languages Python and Cython):
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Best AI SEO Tools for NLP Content Optimization
SpaCy: An open-source library providing tools for advanced NLP tasks like tokenization, entity recognition, and part-of-speech tagging.
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Who has the best documentation you’ve seen or like in 2023
spaCy https://spacy.io/
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A beginner’s guide to sentiment analysis using OceanBase and spaCy
In this article, I'm going to walk through a sentiment analysis project from start to finish, using open-source Amazon product reviews. However, using the same approach, you can easily implement mass sentiment analysis on your own products. We'll explore an approach to sentiment analysis with one of the most popular Python NLP packages: spaCy.
- Retrieval Augmented Generation (RAG): How To Get AI Models Learn Your Data & Give You Answers
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Against LLM Maximalism
Spacy [0] is a state-of-art / easy-to-use NLP library from the pre-LLM era. This post is the Spacy founder's thoughts on how to integrate LLMs with the kind of problems that "traditional" NLP is used for right now. It's an advertisement for Prodigy [1], their paid tool for using LLMs to assist data labeling. That said, I think I largely agree with the premise, and it's worth reading the entire post.
The steps described in "LLM pragmatism" are basically what I see my data science friends doing — it's hard to justify the cost (money and latency) in using LLMs directly for all tasks, and even if you want to you'll need a baseline model to compare against, so why not use LLMs for dataset creation or augmentation in order to train a classic supervised model?
[0] https://spacy.io/
[1] https://prodi.gy/
- Swirl: An open-source search engine with LLMs and ChatGPT to provide all the answers you need 🌌
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How to predict this sequence?
spaCy
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What do you all think about (setq sentence-end-double-space nil)?
I chose spacy. Although it's not state of the art, it's very well established and stable.
- spaCy: Industrial-Strength Natural Language Processing
What are some alternatives?
usaddress - :us: a python library for parsing unstructured United States address strings into address components
TextBlob - Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.
neuralcoref - ✨Fast Coreference Resolution in spaCy with Neural Networks
Stanza - Stanford NLP Python library for tokenization, sentence segmentation, NER, and parsing of many human languages
splink - Fast, accurate and scalable probabilistic data linkage with support for multiple SQL backends
NLTK - NLTK Source
rmlint - Extremely fast tool to remove duplicates and other lint from your filesystem
BERT-NER - Pytorch-Named-Entity-Recognition-with-BERT
jdupes - A powerful duplicate file finder and an enhanced fork of 'fdupes'.
polyglot - Multilingual text (NLP) processing toolkit
kvdo - A kernel module which provide a pool of deduplicated and/or compressed block storage.
textacy - NLP, before and after spaCy