Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
"python" Awesome Lists
awesome-python
An opinionated list of awesome Python frameworks, libraries, software and resources.
awesome collections python python-framework python-library python-resources
206,518 stars
24,505 forks
605 projects
Last updated: 14 May 2024
open-source-mac-os-apps
🚀 Awesome list of open source applications for macOS. https://t.me/s/opensourcemacosapps
applications apps awesome awesome-list c c-plus-plus hacktoberfest javascript mac macos
39,712 stars
2,382 forks
692 projects
Last updated: 21 May 2024
awesome-python-cn
Python资源大全中文版,包括:Web框架、网络爬虫、模板引擎、数据库、数据可视化、图片处理等,由「开源前哨」和「Python开发者」微信公号团队维护更新。
28,126 stars
7,846 forks
884 projects
Last updated: 19 May 2024
awesome-python-applications
💿 Free software that works great, and also happens to be open-source Python.
application audio education game graphics gui productivity python science video
16,352 stars
2,666 forks
473 projects
Last updated: 20 Jun 2024
awesome-oss-alternatives
Awesome list of open-source startup alternatives to well-known SaaS products 🚀
alternatives awesome awesome-list list open-source python resources saas startups unicorns
15,268 stars
838 forks
212 projects
Last updated: 29 May 2024
Awesome-pytorch-list
A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc.
awesome awesome-list computer-vision cv data-science deep-learning facebook machine-learning natural-language-processing neural-network
15,004 stars
2,808 forks
704 projects
Last updated: 19 May 2024
awesome-ai-agents
A list of AI autonomous agents
agent ai artificial-intelligence autogpt autonomous-agents awesome babyagi copilot gpt gpt-4
7,211 stars
487 forks
929 projects
Last updated: 31 May 2024
awesome-asyncio
A curated list of awesome Python asyncio frameworks, libraries, software and resources
asyncio awesome awesome-list closember coroutines python python-asyncio
4,430 stars
318 forks
80 projects
Last updated: 19 May 2024
awesome-quant
中国的Quant相关资源索引
china cpp finance machine-learning python quant r statistics trading
3,849 stars
866 forks
136 projects
Last updated: 22 May 2024
awesome-jupyter
A curated list of awesome Jupyter projects, libraries and resources
awesome awesome-list data-science data-visualization frontend ipython jupyter jupyter-notebook jupyterhub jupyterlab
3,745 stars
413 forks
205 projects
Last updated: 15 Apr 2024
awesome-machine-learning-interpretability
A curated list of awesome responsible machine learning resources.
ai-safety awesome awesome-list data-science explainable-ml fairness interpretability interpretable-ai interpretable-machine-learning interpretable-ml
3,466 stars
575 forks
1,175 projects
Last updated: 29 May 2024
best-of-python
🏆 A ranked list of awesome Python open-source libraries and tools. Updated weekly.
awesome awesome-list best-of best-of-list cli collections data-structures library pypi python
3,464 stars
247 forks
774 projects
Last updated: 30 May 2024
awesome-conformal-prediction
A professionally curated list of awesome Conformal Prediction videos, tutorials, books, papers, PhD and MSc theses, articles and open-source libraries.
awesome awesome-list conformal-prediction datascience deeplearning machine-learning machinelearning probability probability-distribution probability-distributions
3,349 stars
269 forks
897 projects
Last updated: 15 Apr 2024
pycrumbs
Bits and bytes of Python from the Internet
3,206 stars
683 forks
389 projects
Last updated: 11 May 2024
awesome-robotic-tooling
Tooling for professional robotic development in C++ and Python with a touch of ROS, autonomous driving and aerospace.
aerospace artificial-intelligence automotive autonomous-driving awesome awesome-list cplusplus cpp lidar machine-learning
3,076 stars
478 forks
939 projects
Last updated: 11 Jun 2024
awesome-single-cell
Community-curated list of software packages and data resources for single-cell, including RNA-seq, ATAC-seq, etc.
analysis analysis-pipeline atac-seq awesome-list bioinformatics cell-clusters cell-cycle cell-differentiation cell-populations clustering
2,943 stars
926 forks
432 projects
Last updated: 22 May 2024
Computer-Science-Resources
A list of resources in different fields of Computer Science
artificial-intelligence assembly awesome-list cloud-computing computer computervision cryptography cybersecurity database exploits
2,361 stars
295 forks
51 projects
Last updated: 19 May 2024
awesome-python-data-science
Probably the best curated list of data science software in Python.
awesome awesome-list awesome-python data-analysis data-science data-visualization deep-learning machine-learning python scikit-learn
2,360 stars
330 forks
379 projects
Last updated: 29 May 2024
best-of-web-python
🏆 A ranked list of awesome python libraries for web development. Updated weekly.
api awesome best-of best-of-list django django-rest-framework fastapi flask flask-restful framework
2,299 stars
173 forks
956 projects
Last updated: 11 Oct 2024
awesome-functional-python
A curated list of awesome things related to functional programming in Python.
awesome functional-programming python
2,220 stars
133 forks
110 projects
Last updated: 29 May 2024
awesome-chatgpt
🧠 A curated list of awesome ChatGPT resources, including libraries, SDKs, APIs, and more. 🌟 Please consider supporting this project by giving it a star.
awesome awesome-list chatbot chatgpt chatgpt-api chatgpt-api-wrapper chatgpt-browser-extension chatgpt-chrome-extension chatgpt-firefox-extension chatgpt-go
2,127 stars
173 forks
167 projects
Last updated: 21 May 2024
awesome-dash
A curated list of awesome Dash (plotly) resources
awesome awesome-list plotly python
2,079 stars
256 forks
88 projects
Last updated: 04 Aug 2024
awesome_time_series_in_python
This curated list contains python packages for time series analysis
machine-learning python statistics time-series
2,046 stars
364 forks
69 projects
Last updated: 20 May 2024
awesome-streamlit
The purpose of this project is to share knowledge on how awesome Streamlit is and can be
analytics apps awesome-list data data-science exploration finance fun innovation machine-learning
1,982 stars
347 forks
101 projects
Last updated: 08 Jun 2024
awesome-wagtail
A curated list of awesome packages, articles, and other cool resources from the Wagtail community.
awesome cms django-cms hacktoberfest python wagtail
1,952 stars
182 forks
320 projects
Last updated: 11 Jun 2024
Awesome-Interview
Collection of awesome interview references.
android backend cpp deep-learning frontend interview interview-practice interview-prep interview-preparation interviews
1,777 stars
314 forks
204 projects
Last updated: 12 Apr 2024
Awesome-pytorch-list-CNVersion
Awesome-pytorch-list 翻译工作进行中......
awsome-pytorch-list cnversion computer-vision cv data-sicence deep-learning facebook machine-learning neural-network nlp
1,707 stars
397 forks
692 projects
Last updated: 21 May 2024
awesome-systematic-trading
A curated list of insanely awesome libraries, packages and resources for systematic trading. Crypto, Stock, Futures, Options, CFDs, FX, and more | 量化交易 | 量化投资
algorithmic-trading alpha awesome-list backtesting bitcoin cryptocurrencies cryptocurrency finance finances golang
1,691 stars
233 forks
226 projects
Last updated: 31 May 2024
awesome-python-typing
Collection of awesome Python types, stubs, plugins, and tools to work with them.
awesome awesome-list mypy mypy-plugins mypy-stubs pep484 pyi python python-stubs python-types
1,571 stars
66 forks
134 projects
Last updated: 13 Apr 2024
awesome-python-scientific-audio
Curated list of python software and packages related to scientific research in audio
1,511 stars
167 forks
102 projects
Last updated: 19 May 2024
awesome-asgi
A curated list of awesome ASGI servers, frameworks, apps, libraries, and other resources
asgi awesome awesome-list python
1,482 stars
94 forks
74 projects
Last updated: 22 May 2024
awesome-awesomeness-zh_CN
一份关于“资料汇总”的汇总。
1,382 stars
370 forks
46 projects
Last updated: 06 May 2024
awesome-google-colab
Google Colaboratory Notebooks and Repositories (by @firmai)
coursera data-science google-colab google-colab-notebook jupyter-notebook machine-learning notebooks python tutorial
1,363 stars
257 forks
73 projects
Last updated: 17 May 2024
awesome-open-geoscience
Curated from repositories that make our lives as geoscientists, hackers and data wranglers easier or just more awesome
awesome awesome-list cheatsheet geochemistry geology geophysics geoscience geosciences geospatial geostatistics
1,341 stars
451 forks
150 projects
Last updated: 02 May 2024
awesome-python-resources
Awesome Python Resources
algorithms awesome awesome-list clean-architecture clean-code django fastapi flask object-oriented-programming postgresql
1,312 stars
165 forks
335 projects
Last updated: 01 Jun 2024
awesome-django-rest-framework
💻😍Tools, processes and resources you need to create an awesome API with Django REST Framework
api awesome awesome-list django django-authentication django-rest django-rest-framework python serialization usefull-drf
1,294 stars
140 forks
83 projects
Last updated: 17 May 2024
awesome-text-summarization
The guide to tackle with the Text Summarization
machine-learning natural-language-processing python text-summarization
1,272 stars
210 forks
79 projects
Last updated: 20 May 2024
yt-channels-DS-AI-ML-CS
A comprehensive list of 180+ YouTube Channels for Data Science, Data Engineering, Machine Learning, Deep learning, Computer Science, programming, software engineering, etc.
ai artificial-intelligence awesome awesome-list coding data data-analysis data-engineering data-science deep-learning
1,268 stars
135 forks
195 projects
Last updated: 20 May 2024
awesome-neuroscience
A curated list of awesome neuroscience libraries, software and any content related to the domain.
awesome awesome-list brain eeg hacktoberfest intelligence list matlab meg mooc
1,226 stars
139 forks
59 projects
Last updated: 23 May 2024
awesome-flake8-extensions
:octocat: A curated awesome list of flake8 extensions. Feel free to contribute! :mortar_board:
awesome awesome-list code-quality collections flake8 flake8-extensions flake8-plugins hacktoberfest hacktoberfest-accepted python
1,195 stars
52 forks
144 projects
Last updated: 22 May 2024
awesome-terminals
Terminal Emulators
bash c command-line cpp golang haskell node powershell python ruby
1,121 stars
62 forks
352 projects
Last updated: 01 Jun 2024
best-of-python-dev
🏆 A ranked list of awesome python developer tools and libraries. Updated weekly.
awesome awesome-list best-of best-of-list conda debugging developer-tools flake8 formatter linter
1,017 stars
45 forks
513 projects
Last updated: 10 Oct 2024
awesome-pyproject
An Awesome List of projects using the pyproject.toml Python configuration file.
awesome awesome-list hacktoberfest pyproject python
938 stars
35 forks
109 projects
Last updated: 06 Oct 2024
best-of-jupyter
🏆 A ranked list of awesome Jupyter Notebook, Hub and Lab projects (extensions, kernels, tools). Updated weekly.
awesome best-of best-of-list collections deep-learning jupyter jupyter-extension jupyter-kernels jupyter-notebook jupyter-notebook-extension
931 stars
79 forks
490 projects
Last updated: 06 Oct 2024
awesome-sentiment-analysis
😀😄😂😭 A curated list of Sentiment Analysis methods, implementations and misc. 😥😟😱😤
awesome-list deep-learning linguistics machine-learning nlp python sentiment-analysis supervised-machine-learning
910 stars
165 forks
40 projects
Last updated: 16 May 2024
awesome-python-security
Awesome Python Security resources 🕶🐍🔐
awesome awesome-list python security security-testing security-tools static-analysis
897 stars
93 forks
35 projects
Last updated: 17 May 2024
Awesome-GEE
A curated list of Google Earth Engine resources
earth-engine earthengine geospatial gis google-earth-engine ipyleaflet javascript jupyter-notebook mapping python
874 stars
185 forks
200 projects
Last updated: 03 May 2024
Awesome-GEE
A curated list of Google Earth Engine resources
earth-engine earthengine geospatial gis google-earth-engine ipyleaflet javascript jupyter-notebook mapping python
874 stars
185 forks
200 projects
Last updated: 03 May 2024
awesome-learning
Curated lists of awesome learning resources for a Software Test Automation Engineer
awesome awesome-list cicd continuous-delivery continuous-integration devops docker github hacktoberfest javascript
835 stars
157 forks
882 projects
Last updated: 04 Oct 2024
awesome-python-in-education
A curated list about Python in Education :snake: :mortar_board:
awesome awesome-list computer-science education learning-python python
820 stars
145 forks
356 projects
Last updated: 28 May 2024
awesome-cs-books
计算机优质电子书整理,并且附带pdf下载链接,包括C,C++,Java,Python,Java,Linux,Go,数据结构与算法,人工智能,计算机基础,面试,设计模式,数据库,前端等
ai algorithms c cpp cs-books design-patterns go java javascript javaweb
782 stars
173 forks
33 projects
Last updated: 09 May 2024
free-resources
آرشیو منابع رایگان آموزش برنامه نویسی به زبان فارسی ( به امید اینکه کسی به خاطر نداشتن پول از آموزش عقب نمونه و آموزش برای همه در دسترس باشه )
awesome awesome-list farsi free iran iranian java javascript learn learning
773 stars
60 forks
195 projects
Last updated: 11 Apr 2024
awesome-circuitpython
A curated list of awesome CircuitPython guides, videos, libraries, frameworks, software and resources.
adafruit awesome awesome-list circuitpython embedded iot micropython python
605 stars
64 forks
141 projects
Last updated: 17 May 2024
awesome-polars
A curated list of Polars talks, tools, examples & articles. Contributions welcome !
awesome awesome-list collection curated-list nodejs polars python rstats rust
587 stars
20 forks
214 projects
Last updated: 18 Apr 2024
awesome-testing
自动化测试工具,自动化测试框架,性能测试工具,测试用例管理,测试报告工具。软件测试面试题,自动测试面试题,Java面试题,Python面试题,网络面试题,数据库面试题,请点星支持~
interview-questions java python test-automation testframework testing testplatform
571 stars
102 forks
75 projects
Last updated: 10 Oct 2024
awesome-cli-frameworks
Collection of tools to build beautiful command line interface in different languages
awesome awesome-list cli cli-frameworks framework go python ruby
546 stars
26 forks
123 projects
Last updated: 22 May 2024
awesome-scrapy
A curated list of awesome packages, articles, and other cool resources from the Scrapy community.
awesome awesome-scrapy python scrapy
524 stars
64 forks
49 projects
Last updated: 28 May 2024
Awesome-3D-Object-Detection
Papers, code and datasets about deep learning for 3D Object Detection.
3d-representation autonomous-driving computer-vision cvpr cvpr2020 cvpr2021 cvpr2022 deep-learning deep-neural-networks machine-learning
510 stars
53 forks
169 projects
Last updated: 20 May 2024
awesome-list
collect all awesome about IT
android awesome docker frontend go interview it javascript nodejs opensource
502 stars
174 forks
46 projects
Last updated: 15 May 2024
awesome-joplin
📒 A curated list of awesome Joplin themes and tools.
awesome-list css javascript joplin notes python themes
481 stars
24 forks
64 projects
Last updated: 23 May 2024
awesome-time-series
Resources for working with time series and sequence data
anomaly-detection database machine-learning python time-series time-series-analysis time-series-classification time-series-data-mining time-series-database time-series-forecasting
479 stars
65 forks
216 projects
Last updated: 01 Jun 2024
awesome-computational-social-science
A list of awesome resources for Computational Social Science
awesome-list computational-social-science network-analysis python rstats text-mining
469 stars
59 forks
294 projects
Last updated: 22 May 2024
awesome-pytest
A curated list of awesome pytest resources
awesome digitalocean hacktoberfest open-source pytest python testing
462 stars
49 forks
81 projects
Last updated: 29 May 2024
awesome-leetcode
💄 A collection of awesome leetcode solutions
awesome go java javascript leetcode leetcode-js leetcode-solutions python ruby swift
461 stars
56 forks
44 projects
Last updated: 05 May 2024
awesome-open-hardware-verification
A List of Free and Open Source Hardware Verification Tools and Frameworks
awesome awesome-list constrained-random-verification coverage formal-verification hardware python verification verilog vhdl
448 stars
49 forks
44 projects
Last updated: 12 May 2024
awesome-robotframework
A curated list of awesome Robot Framework resources and libraries
python robot-framework test-automation testing
423 stars
96 forks
173 projects
Last updated: 20 May 2024
Algorithms-Cheatsheet-Resources
🤓All the geeky stuffs you need to know at one place!
algorithm algorithms-and-data-structures awesome awesome-resources cheat-sheets cheatsheet computer-science conference-paper geeky-stuffs hacktoberfest
380 stars
166 forks
150 projects
Last updated: 01 Oct 2024
awesome-dependency-injection-in-python
A curated list of awesome things related to dependency inversion / dependency injection in Python. (Contributions welcomed).
awesome awesome-lists dependency-injection python
344 stars
22 forks
45 projects
Last updated: 04 Oct 2024
guia-ackercode
Guia Acker Code de Programação e Hacking
ackercode awesome awesome-hacking awesome-list awesome-python cybersecurity ethical-hacking guia guia-ackercode guia-de-estudos
323 stars
17 forks
226 projects
Last updated: 06 May 2024
awesome_photonics
😎 curated list of open source photonics projects
awesome awesome-list photonics python
287 stars
40 forks
161 projects
Last updated: 16 May 2024
awesome-python-code-formatters
A curated list of awesome Python code formatters
autopep8 awesome awesome-list black code-formatter formatter formatting gofmt isort python
284 stars
20 forks
56 projects
Last updated: 16 May 2024
awesome-pycharm
A curated list of resources for learning and using PyCharm, a Python IDE from JetBrains
awesome ide pycharm python web-development
275 stars
47 forks
31 projects
Last updated: 09 May 2024
Python-developer-roadmap
Roadmap for becoming Python developer.
awesome-list awesome-resources desing-patterns django elasticsearch flask guidelines interview learning logging
259 stars
49 forks
62 projects
Last updated: 10 May 2024
awesome-python
🐍 Hand-picked awesome Python libraries and frameworks, organised by category
awesome awesome-list awesome-python chatgpt data data-science deep-learning jupyter machine-learning natural-language-processing
258 stars
20 forks
992 projects
Last updated: 28 May 2024
awesome-supply-chain
A curated list of awesome supply chain blogs, podcasts, standards, projects, and examples.
blockchain demand-forecasting hacktoberfest hacktoberfest2023 hacktoberfestcebu logistics manufacturing operations-management planning podcast
248 stars
39 forks
47 projects
Last updated: 18 Sep 2024
awesome-odoo
A curated list of awesome Odoo resources
awesome awesome-list collections odoo odoo-addons odoo-modules odoo-project python
248 stars
79 forks
126 projects
Last updated: 09 Oct 2024
awesome-machine-learning-engineer
🤓 A curated awesome list of Machine Learning Engineering resources. Feel free to contribute!
artificial-intelligence awesome-list full-stack machine-learning machinelearning python
248 stars
49 forks
159 projects
Last updated: 09 Sep 2024
awesome-programming-presentations
Presentations that programmers should watch
awesome awesome-list cloud-computing conference-talk database-systems elixir erlang hacktoberfest javascript microservices
244 stars
44 forks
232 projects
Last updated: 21 Apr 2024
awesome-scientific-python
A curated list of awesome scientific Python resources
awesome awesome-list data-analysis data-science data-visualization list python science scientific-computing scientific-visualization
239 stars
60 forks
131 projects
Last updated: 31 May 2024
data-science-learning-path
Data Science Learning Path - A complete guide to learn data science for beginners
awesome-list data-science indonesia indonesian-language machine-learning python
225 stars
48 forks
70 projects
Last updated: 26 Mar 2024
awesome-beancount
Awesome Beancount Resources
accounting awesome awesome-list beancount beancount-resources finance personal-finances plaintext-accounting python
224 stars
33 forks
108 projects
Last updated: 30 May 2024
awesome-mojo
Awesome Mojo🔥
artificial-intelligence awesome awesome-mojo benchmark compilers cpp future-ai future-technologies hacktoberfest hardware-acceleration
196 stars
8 forks
152 projects
Last updated: 02 Oct 2024
awesome-programming-resources
收集优秀的编程资源(Java为主),涵盖:Java面试、求职、电子书籍、计算机网络、操作系统、前端、 Redis、Mysql、Nginx、ZK、MQ、机器学习、NPL、架构、算法
awsome java kubernetes leetcode linux mysql python redis
183 stars
39 forks
70 projects
Last updated: 19 May 2024
zh_CN-Computer-Science-Curriculum-Front-End-Curriculum
CS计算机课程自学资源、教程、路线;Front-End前端工程师-全栈工程师课程自学资源、教程、路线;A Computer Science Curriculum;Front-End Curriculum;免费与付费的计算机科学编程类中英文教程资源
awesome-list chinese computer-science course css curriculum free front-end frontend full-stack
178 stars
12 forks
119 projects
Last updated: 16 May 2024
awesome-python-testing
Collection of awesome 😎️ Python resources for testing
awesome awesome-list hacktoberfest python python-testing test-runners testing
176 stars
19 forks
171 projects
Last updated: 29 May 2024
awesome-data-science-viz
:boom: :chart_with_upwards_trend: A curated list of data science, analysis and visualization tools
algorithm awesome awesome-list javscript machine-learning nlp python reference resources
161 stars
27 forks
76 projects
Last updated: 15 May 2024
self-taught-developer
Free and high quality resources for beginners to learn how to code.
awesome beginner-friendly css javascript learning lists postgresql python react resources
154 stars
17 forks
47 projects
Last updated: 20 Sep 2024
awesome-python-models
A curated list of awesome Python libraries, which implement models, schemas, serializers/deserializers, ODM's/ORM's, Active Records or similar patterns.
activerecord awesome awesome-list awesome-lists deserialization document-mapper mapper marshalling model odm
154 stars
9 forks
154 projects
Last updated: 20 Mar 2024
discord-api-libs
List of open-source Discord API Libraries
awesome-list bot discord discord-api discord-bot discord-library discordapp discordbot hacktoberfest javascript
124 stars
22 forks
116 projects
Last updated: 30 May 2024
awesome-python-primer
自学入门 Python 优质中文资源索引,包含 书籍 / 文档 / 视频,适用于 爬虫 / Web / 数据分析 / 机器学习 方向
awesome awesome-list book crawler django flask learn learning mechine-learning prime
121 stars
24 forks
68 projects
Last updated: 18 May 2024
python_more_awesome
The essential Python list
awesome-list awesome-lists learning-python python python3
102 stars
12 forks
130 projects
Last updated: 06 Feb 2024
awesome-data-temporality
A curated list to help you manage temporal data across many modalities 🚀.
ai awesome awesome-list bi-temporal bi-temporality bitemporality cdc change-data-capture data-historization data-science
99 stars
2 forks
93 projects
Last updated: 14 May 2024
Machine-Learning
Awesome list (courses, books, videos etc.) and implementation of Machine Learning Algorithms
awesome awesome-data-science awesome-list awesome-lists awesome-machine-learning awesome-ml coursera-machine-learning data-science data-science-learning datascience
95 stars
19 forks
483 projects
Last updated: 12 Aug 2024
offline-docs
A collection of scripts to build offline documentation for your favourite frameworks/libraries. Simply search, copy/paste the commands and enjoy.
awesome awesome-list build-tool documentation-generator documentation-tool hacktoberfest hacktoberfest-accepted hacktoberfest-starter javascript offline-first
92 stars
19 forks
36 projects
Last updated: 02 Jun 2024
bert-in-production
A collection of resources on using BERT (https://arxiv.org/abs/1810.04805 ) and related Language Models in production environments.
awesome bert bert-pytorch deployment distilbert elmo implementation knowledge-distillation language language-models
91 stars
13 forks
45 projects
Last updated: 02 May 2024
awesome-programming-books
List of good programming books for beginners and professionals
architecture awesome awesome-list books design education fowler learning linux list
88 stars
17 forks
40 projects
Last updated: 19 May 2024
awesome-python-backend
Index for online reading materials in order to learn Python and backend development/engineering concepts from scratch and develop a mastery sufficient for Senior/Principal Backend Engineers and Data Engineers
backend backendengineering dataengineering python
87 stars
13 forks
174 projects
Last updated: 26 Apr 2024
awesome-ebooks
收录开源的经典技术书籍 PDF 文件及相关网站,持续更新中...
algorithms artificial-intelligence c cpp database deep-learning ebook editor git java
82 stars
27 forks
106 projects
Last updated: 26 Mar 2024
awesome-python-resources
a collection of awesome Python open-source libraries & tools. 热门实用的Python开源库和工具集合
awesome awesome-list awesome-python collections data-structures python python-framework python-library python-resources python-utilities
81 stars
19 forks
1,490 projects
Last updated: 30 May 2024