medcat github. MedCAT is a tool to extract information from Electronic Health Records (EHRs) and link it to biomedical ontologies like SNOMED-CT and UMLS (see the associated paper) - it is part. medcat github

 
MedCAT is a tool to extract information from Electronic Health Records (EHRs) and link it to biomedical ontologies like SNOMED-CT and UMLS (see the associated paper) - it is partmedcat github  More than 100 million people use GitHub to discover, fork, and contribute to over 330 million projects

We hate ads! However, this is how we can afford to do stuff like giveaways and host the site. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"graphdb_connector","path":"graphdb_connector","contentType":"directory"},{"name":"README. Paper on arXiv. Official docs available here This project implements the MedCAT NLP application as a service behind a REST API. ipynb_ File . ","," " ","," " ","," " ","," " name ","," " conceptId ","," " typeA - I've no idea how often this name links, let MedCAT decide this automatically. A MedCAT annotations retrieval tool for cohort identification. We can make your healthcare AI applications easier to deploy and more flexible and customizable. To train meta-annotations (e. More than 100 million people use GitHub to discover, fork, and contribute to over 330 million projects. We have 4. A guide on how to use MedCAT is available in the tutorial folder. Load times for some of the larger model packs are quite long. The idea is that MedCAT as a library attempts to interfere as little as possible with its users choice of what, how and where to log information. GitHub is where people build software. 1. Read more about MedCAT on Towards Data Science. We would like to show you a description here but the site won’t allow us. More than 100 million people use GitHub to discover, fork, and contribute to over 330 million projects. A demo application is available at MedCAT. txt. {"payload":{"allShortcutsEnabled":false,"fileTree":{"medcat/utils":{"items":[{"name":"meta_cat","path":"medcat/utils/meta_cat","contentType":"directory"},{"name":"ner. A guide on how to use MedCAT is available in the tutorial folder. Is there any wiki/help guide/Readme on the cdb. Edit on GitHub; Installation. {"payload":{"allShortcutsEnabled":false,"fileTree":{"tests/resources/checkpoints/cat_train/1643822916":{"items":[{"name":"checkpoint-2-18","path":"tests/resources. GitHub is where people build software. preprocessing. {"payload":{"allShortcutsEnabled":false,"fileTree":{"medcat":{"items":[{"name":"datasets","path":"medcat/datasets","contentType":"directory"},{"name":"linking","path. I've looked at the parts of the model pack that take up the most space on d. Biomedical entities could be anything biomedical; not only diagnoses or diseases but also symptoms, drugs or even peptides. To overcome these difficulties, we have developed the Medical Concept Annotation Tool (MedCAT), an open-source unsupervised approach to NER+L. Hi, I am running some experiments with medcat. Biomedical entities could be anything biomedical; not only diagnoses or diseases but also symptoms, drugs or even peptides. TUI_FILTER = tui_list that I found in the MedCAT article:. … model card as this is important to know if this is set / how long it is. We would like to show you a description here but the site won’t allow us. Summary. Connect to the blockchain. 0 static files copied to '/home/api/static', 159 unmodified. Unsupervised learning on any dataset in the target domain containing a large number. More than 100 million people use GitHub to discover, fork, and contribute to over 330 million projects. 4 ? We use MedCAT and find ourselves a bit stuck because of this requirement, do you plan on releasing a ver. 3. Welcome to the MedCAT tutorials! First before be begin extracting information from with patient records. In this tutorial, we will walk you through each stage of a basic MedCAT project. 2a2b5df 3 days ago. A library for ruby parsing assistance. A toolkit that helps compile a selection of the latest computer diagnostic and recovery tools. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"7z","path":"7z","contentType":"directory"},{"name":"bin","path":"bin","contentType. Discussion Forum discourse Available Models . config parameters (eg. To answer my own question, I did the other suggested example in the tutorial, and added an extra couple lines to fix that issue: MedCAT models were configured with UMLS concepts and trained (self-supervised) on MIMIC-III: the base version (MedCAT) uses Word2Vec embeddings (trained on MIMIC-III), while (MedCAT BERT) uses static word embeddings from Bio_ClinicalBERT [39]. import json import pandas import spacy from time import sleep from functools import partial from multiprocessing import Process, Manager, Queue, Pool, Array from medcat. The dataset consists of: 217,060 figures from 131,410 open access papers 7507 subcaption and. GitHub is where people build software. flake8","path. In this tutorial, we will walk you through each stage of a basic MedCAT project. GitHub is where people build software. This repository proposes a possible next step for the free-text data processing capabilities implemented as CogStack-Pipeline, shaping the solution more towards Platform-as-a-Service. Contribute to CogStack/MedCAT development by creating an account on GitHub. Reload to refresh your session. ","," "It also tries to keep the context of an extracted entitiy (for example, whether a specific disease has been. Download PDF. Suggestions cannot be applied while theDataset for Natural Language Processing using a corpus of medical transcriptions and custom-generated clinical stop words and vocabulary. [News!] Our PyHealth is accepted by KDD 2023 Tutorial Track! We will present a 3-hour tutorial on PyHealth at , August 6-10, Long Beach, CA. More than 100 million people use GitHub to discover, fork, and contribute to over 330 million projects. Gun ports and rotating roof hatch allow for tactical operations in response missions. Contribute to CogStack/MedCAT development by creating an account on GitHub. hasher import Hasher: from medcat. . More than 100 million people use GitHub to discover, fork, and contribute to over 330 million projects. MediCat USB is clean of viruses, malware, or any kind of malicious code. While searching for other usages, I noticed an independent section of code which uses similarly formatted data that assumes th. named-entity-recognition related posts. Write better code with AI. helmignore","path. Tagging of tweets containing symptoms (timeline_medcat. News; Demo; Tutorials; Related Projects; Install using PIP (Requires Python 3. The general idea is to be able send the text to MedCAT NLP service and receive back the annotations. Contribute to telios1/yoga development by creating an account on GitHub. " GitHub is where people build software. spacy_cat import SpacyCat from medcat. 4 is available on the. Whenever possible please try to assing this value, but do not wory too much about it. - MedCATtutorials/README. MedRec has to be modified to connect to the provider nodes of this blockchain. More than 100 million people use GitHub to discover, fork, and contribute to over 330 million projects. Could you help me out how to load the status model for meta_annotations? Im getting the same error, both local and in the colab (CogStack / MedCAT / medcat / cat. So this PR attempts to alleviate this issue to some extent. Contribute to CogStack/MedCAT development by creating an account on GitHub. Config pickleable by getting rid of the lambda and should be backward compatible for most CDBs where max(0. GitHub is where people build software. from medcat. Write better code with AI. *MedCat* is a tool to extract medical entities from free text and link it to biomedical ontologies. Create a SageMaker endpoint with a model from the Hugging Face Hub. This work is done as a part of the Flax/Jax community week organized by Hugging Face and Google. 4 is available on the legacy branch and will still be supported until 1. ","," "It also tries to keep the context of an extracted entitiy (for example, whether a specific disease has been. Contribute to CogStack/MedCAT development by creating an account on GitHub. I've looked at the parts of the model pack that take up the most space on d. Hi, Currently having an issue installing the medcat package due to the dependencies it's installing first. Tutorial . Hi. UMLS and SNOMED-CT are licensed products so only these smaller trained concept / vocab databases are made available currently. A library for ruby parsing assistance. CogStack has 27 repositories available. g. July 2021 (with respect to potential bug fixes), after it will still be. キングス・カレッジ・ロンドンのZeljko Kraljevicらは、医療 自然言語処理 ツールキットであるMedCATを紹介しています。. Has the file moved, or is it available anywhere else?Hi! Is there a specific reason why the spacy version used by MedCAT is pinned to &lt;3. ipynb","path":"notebooks/BERT for NER. QuietKat e-bikes revolutionize search and rescue operations. from medcat. github","contentType":"directory"},{"name":"configs","path":"configs. 7z. github","contentType":"directory"},{"name":"configs","path":"configs. Paper on arXiv. Saved searches Use saved searches to filter your results more quicklyHi there, Whenever I attempt to use the Snomed preprocess utility set, I have file not found errors: from medcat. spacy_cat import SpacyCat from medcat. 学習は一意な言葉で行われており、類似度. Open settings. Add this suggestion to a batch that can be applied as a single commit. Contribute to CogStack/MedCAT development by creating an account on GitHub. Saved searches Use saved searches to filter your results more quicklyGitHub is where people build software. Abstract: Biomedical. We as members, contributors, and leaders pledge to make participation in our community a harassment-free experience for everyone, regardless of age, body size, visible or invisible disability, ethnicity, sex characteristics, gender identity and expression, level of experience, education, socio. utils. ipynb","path":"notebooks/BERT for NER. メディカルドキュメントは略語や同義語など一意でない言葉が使用されている場合があります。. Contribute to CogStack/MedCAT development by creating an account on GitHub. More than 100 million people use GitHub to discover, fork, and contribute to over 330 million projects. For a specific usecase I need to apply filtering, but I&#39. Not sure what was pulling this in transitively before. More than 83 million people use GitHub to discover, fork, and contribute to over 200 million projects. GitHub is where people build software. Connect and share knowledge within a single location that is structured and easy to search. 0-py3-none. Medical Concept Annotation Tool. 0 and version 1. github","contentType":"directory"},{"name":"configs","path":"configs. NHS-LLM - a 13B large language model trained for healthcare. By default, the storage services like azurite and sql are not exposed locally, but you may connect to them directly by uncommenting the ports element in the docker-compose. Insert . yml file. json and startGeth. 12 (Mini Windows 10 x64) MediCat USB is a bootable troubleshooting environment that ships with Windows PE boot environment, and troubleshooting tools. . Runtime . The second notebook, loads the parsed files into a MedCAT CDB, please note this can take up to 3 hours to complete. MedCATTrainer is an interface for building, improving and customising a given Named Entity Recognition and Linking (NER+L) model (MedCAT) for biomedical domain text. News ; New Feature and Tutorial [7. ipynb_ Change the RPC port in the above tutorial to 8545 while starting geth. More than 100 million people use GitHub to discover, fork, and contribute to over 330 million projects. {"payload":{"allShortcutsEnabled":false,"fileTree":{"medcat_service/nlp_processor":{"items":[{"name":"__init__. Instructions and code to create for a table of UMLS, SNOMED or HPO concepts containing Dutch medical names, usable in named entity recognition and linking methods such MedCAT. This suggestion is invalid because no changes were made to the code. Some MedCAT tests rely on downloading a Vocab from medcat. improve and add concepts to biomedical NER+L -> MedCAT. Contribute to telios1/yoga development by creating an account on GitHub. md at master · CogStack/MedCATtrainer General tutorials for the setup and use of MedCAT. For every patient within a cluster we. Experiencer, Negation. . 3. mon5termatt Merge pull request #62 from mon5termatt/3514. 7. Medical Concept Annotation Tool. Annotations for supervised learning are used as test sets for models M1, M2, M3, M5, M7. Reload to refresh your session. Preprint arXiv. 1. {"payload":{"allShortcutsEnabled":false,"fileTree":{"medcat":{"items":[{"name":"datasets","path":"medcat/datasets","contentType":"directory"},{"name":"linking","path. Methods. dockerignore","path":". Logging. 7+){"payload":{"allShortcutsEnabled":false,"fileTree":{"tests/resources":{"items":[{"name":"checkpoints","path":"tests/resources/checkpoints","contentType":"directory. For the BERT version of MedCAT we do not use the full BERT model to calculate context representations. Connect to the blockchain. data = json. You switched accounts on another tab or window. Medical Concept Annotation Tool. ). Add this suggestion to a batch that can be applied as a single commit. cdb. Contribute to CogStack/MedCAT development by creating an account on GitHub. *MedCat* is a tool to extract medical entities from free text and link it to biomedical ontologies. We used sampling_for_comparison. Our primary objective is to deliver an array of open-source language models, paving the way for seamless development of medical chatbot solutions. py). More than 100 million people use GitHub to discover, fork, and contribute to over 330 million projects. md at main · CogStack/MedCATtutorials Overview. Suggestions cannot be applied while the{"payload":{"allShortcutsEnabled":false,"fileTree":{"medcat":{"items":[{"name":"cogstack","path":"medcat/cogstack","contentType":"directory"},{"name":"datasets","path. Suggestions cannot be applied while theWe would like to show you a description here but the site won’t allow us. and under. Contents: Medical oncept Annotation Tool. Automate any workflow. py","path":"medcat/cogstack/__init__. {"payload":{"allShortcutsEnabled":false,"fileTree":{"medcat":{"items":[{"name":"cogstack","path":"medcat/cogstack","contentType":"directory"},{"name":"datasets","path. {"payload":{"allShortcutsEnabled":false,"fileTree":{"notebooks":{"items":[{"name":"BERT for NER. This feature seems useful, but I somehow did not manage to test it in the available Demo. More than 83 million people use GitHub to discover, fork, and contribute to over 200 million projects. Connecting to Dependencies . ipynb","contentType":"file. main. As an example I used these two sentences: General [1. 3. We would like to show you a description here but the site won’t allow us. GitHub is where people build software. yml","path":". CogStack and related projects. csv and place them into the folder specified below. ipynb","contentType":"file. Paper on arXiv. This was trained on MIMIC-III and all of SNOMED-CT. It will automatically update itself to the latest version upon launch, similar to how Steam does. Supervised Multimodal BiTransformers for Classifying Images and Text (MMBT) In our project, we are experimenting with the Supervised Multimodal BiTransformers for Classifying Images and Text (MMBT). {"payload":{"allShortcutsEnabled":false,"fileTree":{"notebooks":{"items":[{"name":"BERT for NER. News; Demo; Tutorials; Related Projects; Install using PIP (Requires Python 3. 0 Delta between version 1. I am wondering why the medcat system is having issues to correctly find texts like these: premature ventricular contractions (here it finds only the word contractions, where as another place in the. If you are using MIMIC-III you will have the create the create the patients. 1. 1 multiprocess 0. txt. . More than 100 million people use GitHub to discover, fork, and contribute to over 330 million projects. Edit medrec. {"payload":{"allShortcutsEnabled":false,"fileTree":{"tests/resources/checkpoints/cat_train/1643822916":{"items":[{"name":"checkpoint-2-18","path":"tests/resources. Since MedCAT is primarily a library, logging has been effectively disabled by default. An example MedCAT workflow using the MedCAT core library and MedCATtrainer technologies to support clinical research. Updates the requirements on medcat to permit the latest version. Contribute to CogStack/medcat-cogstack-workshop development by creating an account on GitHub. github","contentType":"directory"},{"name":"configs","path":"configs. Whenever possible please try to assing this value, but do not wory too much about it. 2 shows a typical MedCAT workflow within a wider typical CogStack deployment. Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. Treatment with ACE-inhibitors is not associated with early severe SARS-Covid-19 infection in a multi-site UK acute Hospital Trust Install using PIP ; Install MedCAT . {"payload":{"allShortcutsEnabled":false,"fileTree":{"medcat/cogstack":{"items":[{"name":"__init__. py","path":"medcat_service/nlp_processor/__init__. 70. In the sense of actually creating a parser, it works kind of like [ Bison ] [bison] - you give it an input file, say, language. Closed Track Testing of the All-New. ipynb","path":"Copy_of. MedCATTrainer is an interface for building, improving and customising a given Named Entity Recognition and Linking (NER+L) model (MedCAT) for biomedical. binary word docs, PDFs, images, text). {"payload":{"allShortcutsEnabled":false,"fileTree":{"medcat/ner":{"items":[{"name":"__init__. It might be useful for others as well. . . Contribute to CogStack/MedCAT development by creating an account on GitHub. I have a UMLS license and was wondering whether there are instructions for running the build process anywhere? I've noticed the colab on custom vocabs and perhaps the process for UMLS is the. Average. More than 100 million people use GitHub to discover, fork, and contribute to over 330 million projects. 1, 1-(step**2*0. The Medical Concept Annotation Tool (MedCAT), is a (Named Entity Recognition + Linking) NER+L tool for identifying and linking clinical text concepts to existing biomedical ontologies such as UMLS or SNOMED-CT — often a first step in deriving insight from the masses of unstructured plain text available in clinical EHRs. github","path":". config. 3. MedCAT Tutorial | Part 3. {"payload":{"allShortcutsEnabled":false,"fileTree":{"medcat/pipeline":{"items":[{"name":"__init__. MedICaT is a dataset of medical images, captions, subfigure-subcaption annotations, and inline textual references. This project is absolutely free to use; I do not charge anything for MediCat USB. This BearCat model can be used as an. 6. 0004)) was used as the weighted_average_functi. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"data","path":"data","contentType":"directory"},{"name":"out","path":"out","contentType. py","contentType":"file. Example Concept and Vocab databses are freely available on MedCAT github. Automate any workflow. Photo by Online Marketing from Unsplash. Introduction. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"templates","path":"templates","contentType":"directory"},{"name":". {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"envs","path":"envs","contentType":"directory"},{"name":"examples","path":"examples. md. Papers that use MedCAT {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"envs","path":"envs","contentType":"directory"},{"name":"examples","path":"examples. UMLS and SNOMED-CT are licensed products so only these smaller trained concept /. {"payload":{"allShortcutsEnabled":false,"fileTree":{"docs":{"items":[{"name":"_static","path":"docs/_static","contentType":"directory"},{"name":"_templates","path. ipynb","contentType":"file. More than 100 million people use GitHub to discover, fork, and contribute to over 330 million projects. April 2021]</strong>: MedCAT is upgraded to v1, unforunately this introduces breaking changes with older models (MedCAT v0. More than 100 million people use GitHub to discover, fork, and contribute to over 330 million projects. Wraps the MedCAT library by parsing medical and clinical text into first class Python objects reflecting the. Medical Concept Annotation Tool. Medical Concept Annotation Tool. However, I suspect that it is. config_transformers_ner import ConfigTransformersNER Medical Concept Annotation Tool. Temporal modelling of a patient's medical history, which takes into account the sequence of past events, can be. Contribute to CogStack/MedCAT development by creating an account on GitHub. Find and fix vulnerabilities. 训练医疗大模型,实现了包括增量预训练、有监督微调、RLHF(奖励建模、强化学习训练)和DPO(直接偏好优化)。 - GitHub - shibing624/MedicalGPT: MedicalGPT: Training Your Own Medical GPT Model with ChatGPT Training Pipeline. config. CogStack-NiFi contains example recipes using Apache NiFi as the key data workflow engine with a set of services for documents processing with NLP. Open Ventoy2Disk. json")) fps, fns, tps,. MedCAT in real clinical scenarios. More than 100 million people use GitHub to discover, fork, and contribute to over 330 million projects. The fire protection market demand for EVs will increase 13-fold by 2033, finds IdTechEx research. File &quot;/cat/wsgi. This will output various files to your disk that will then be used to load into a MedCAT CDB. Whenever possible please try to assing this value, but do not wory too much about it. 4 is available on the legacy branch and will still be supported until 1. config. This work is done as a part of the Flax/Jax community week organized by Hugging Face and Google. The reason for this is when a python process is forked on linux it uses copy-on-write, so MedCAT will spawn a lot of processes but all of them will use the same CDB (because there is no writing to the model, we are annotating documents). We hate ads! However, this is how we can afford to do stuff like giveaways and host the site. When making changes to MedCAT, make sure you have the dependencies defined in requirements-dev. Building the MedCAT Model foundations. - MedCATtrainer/project_admin. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":". . {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":". Whenever possible please try to assing this value, but do not wory too much about it. Just want to know what these parameters do, and how to use them{"payload":{"allShortcutsEnabled":false,"fileTree":{"notebooks":{"items":[{"name":"BERT for NER. utils. {"payload":{"allShortcutsEnabled":false,"fileTree":{"tests/resources":{"items":[{"name":"checkpoints","path":"tests/resources/checkpoints","contentType":"directory. 2. A simple interface to inspect, improve and add concepts to biomedical NER+L -> MedCAT. loggers, I removed that as well. We would like to show you a description here but the site won’t allow us. . Looking in indexes: Collecting medcat==1. Hi @w-is-h , CUI filtering can be done at various stages during training and application of named entity linking, with different results. Medical. md at master · CogStack/MedCATtrainer 1. I am following the example at link - GitHub & BitBucket HTML Preview - Annotating documents with the full medCAT pipeline Instead of the model in the example. A tag already exists with the provided branch name. More than 100 million people use GitHub to discover, fork, and contribute to over 330 million projects. You'll need to docker stop the running containers if you have already run the install. GitHub is where people build software. GitHub is where people build software. 7+)Download a PDF of the paper titled MedCAT -- Medical Concept Annotation Tool, by Zeljko Kraljevic and 7 other authors. Tutorial . spacy_cat. Medical Concept Annotation Tool. Vocabulary Download - Built from MedMentions. py View on Github. To associate your repository with the medcat topic, visit your repo's landing page and select "manage topics. Hiren’s Boot Cd. We would like to show you a description here but the site won’t allow us. Dataset for Natural Language Processing using a corpus of medical transcriptions and custom-generated clinical stop words and vocabulary. Edit . . Contribute to telios1/yoga development by creating an account on GitHub. This repository contains the code for fine-tuning a CLIP model [ Arxiv paper ] [ OpenAI Github Repo] on the ROCO dataset, a dataset made of radiology images and a caption. 4), as well as potential problems with all code. cdb import CDB from medcat. Help . MedCAT v0. Note. Text Add text cell. Implement function to run unsupervised learning to generate a new Concept Data Base (CDB) Implement a function to filter CDB and update CDB (part of MedCAT) Implement a function to generate summary statistics from all predictions. config. rb. Vocabulary and Concept Database MedCAT NER+L relies on two core components:I have set up a medcat system locally with the prebuilt UMLS (umls_sm_wstatus_2021_oct) and i am looking to find disorders. . This project revolves around the application of the CogStack/MedCAT packages. py","path":"medcat/datasets/__init__. Some things to remember when suggesting a new feature: ; Describe the new feature in detail ; Describe the benefits of this new feature Contributing to Code . Teams. Knowledge graph based EHR reasoning system. 2. Commits 3aa9b9b Merge pull request #91 from CogStack/develop 5b641cf Fixed tests and updated required. Are you sure you wanYou signed in with another tab or window. 0 Downloading medcat-1. The first of the two required models when running MedCAT is a Vocabulary model (Vocab). This repository contains the code for fine-tuning a CLIP model [ Arxiv paper ] [ OpenAI Github Repo] on the ROCO dataset, a dataset made of radiology images and a caption. Vocabulary and Concept Database MedCAT NER+L relies on two core components:MedicalGPT: Training Your Own Medical GPT Model with ChatGPT Training Pipeline. 1. . You shouldn’t use this feature in production for loading large models; models over 10 GB aren’t supported with this feature. SciBERT ( allenai/scibert_scivocab_uncased on 🤗) is used as the. Medical Concept Annotation Toolkit Documentation . This suggestion is invalid because no changes were made to the code. We would like to show you a description here but the site won’t allow us. You signed out in another tab or window. Your work MedCAT is so impressive. Hi @w-is-h , this is a small addition to the evaluation functionality of MetaCAT we're using. New Feature and Tutorial [8. This library: Provides an interface to the UTS ( UMLS Terminology Services) RESTful service with data caching (NIH login needed). 37 word. The number of entities, ambiguity of words, overlapping and nesting make the biomedical area significantly more difficult than many others. More than 100 million people use GitHub to discover, fork, and contribute to over 330 million projects. Medical Concept Annotation Tool. Collaborate outside of code. To label clusters with representative diseases, we used the hierarchical structure of the SNOMED ontology. Edit medrec-genesis. . The Lenco BearCat Medevac, also known as the MedCat, was designed to meet the combined requirements of SWAT & Tactical EMS Teams. July 2021]: Integrating 🤗 Transformers with MedCAT for biomedical NER+L ; General [1. Each. Contributor Covenant Code of Conduct Our Pledge. I recommend AdNauseam. Official Docs here . Connect to the blockchain. On average, patients are associated with an average of 29. MedCAT can be used to extract information from Electronic Health Records (EHRs) and link it to biomedical ontologies like SNOMED. December 2021]: Exploring Electronic Health Records with MedCAT and Neo4j ; New Minor Release [20. GitHub is where people build software.