🔥 Trending Repository: drawnix
📝 Denoscription: 开源白板工具(SaaS),一体化白板,包含思维导图、流程图、自由画等。All in one open-source whiteboard tool with mind, flowchart, freehand and etc.
🔗 Repository URL: https://github.com/plait-board/drawnix
🌐 Website: https://drawnix.com
📖 Readme: https://github.com/plait-board/drawnix#readme
📊 Statistics:
🌟 Stars: 5.5K stars
👀 Watchers: 17
🍴 Forks: 432 forks
💻 Programming Languages: TypeScript - SCSS - HTML
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: 开源白板工具(SaaS),一体化白板,包含思维导图、流程图、自由画等。All in one open-source whiteboard tool with mind, flowchart, freehand and etc.
🔗 Repository URL: https://github.com/plait-board/drawnix
🌐 Website: https://drawnix.com
📖 Readme: https://github.com/plait-board/drawnix#readme
📊 Statistics:
🌟 Stars: 5.5K stars
👀 Watchers: 17
🍴 Forks: 432 forks
💻 Programming Languages: TypeScript - SCSS - HTML
🏷️ Related Topics:
#productivity #drawing #collaboration #whiteboard #flowchart #mindmap #localfirst
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: budibase
📝 Denoscription: Create business apps and automate workflows in minutes. Supports PostgreSQL, MySQL, MariaDB, MSSQL, MongoDB, Rest API, Docker, K8s, and more 🚀 No code / Low code platform..
🔗 Repository URL: https://github.com/Budibase/budibase
🌐 Website: https://budibase.com
📖 Readme: https://github.com/Budibase/budibase#readme
📊 Statistics:
🌟 Stars: 25.9K stars
👀 Watchers: 218
🍴 Forks: 1.9K forks
💻 Programming Languages: TypeScript - Svelte - JavaScript - CSS - Shell - Handlebars
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: Create business apps and automate workflows in minutes. Supports PostgreSQL, MySQL, MariaDB, MSSQL, MongoDB, Rest API, Docker, K8s, and more 🚀 No code / Low code platform..
🔗 Repository URL: https://github.com/Budibase/budibase
🌐 Website: https://budibase.com
📖 Readme: https://github.com/Budibase/budibase#readme
📊 Statistics:
🌟 Stars: 25.9K stars
👀 Watchers: 218
🍴 Forks: 1.9K forks
💻 Programming Languages: TypeScript - Svelte - JavaScript - CSS - Shell - Handlebars
🏷️ Related Topics:
#open_source #internal_tools #workflow_engine #crud_application #workflow_automation #low_code #no_code #rest_api_framework #crud_app #no_code_platform #data_apps #low_code_platform #ai_applications #data_application #workflow_apps #low_code_no_code #sql_gui #ai_app_builder #it_workflows
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
❤1
🔥 Trending Repository: sim
📝 Denoscription: Sim is an open-source AI agent workflow builder. Sim's interface is a lightweight, intuitive way to rapidly build and deploy LLMs that connect with your favorite tools.
🔗 Repository URL: https://github.com/simstudioai/sim
🌐 Website: https://www.sim.ai
📖 Readme: https://github.com/simstudioai/sim#readme
📊 Statistics:
🌟 Stars: 11.6K stars
👀 Watchers: 68
🍴 Forks: 1.4K forks
💻 Programming Languages: TypeScript - MDX - Python - CSS - Shell - Smarty
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: Sim is an open-source AI agent workflow builder. Sim's interface is a lightweight, intuitive way to rapidly build and deploy LLMs that connect with your favorite tools.
🔗 Repository URL: https://github.com/simstudioai/sim
🌐 Website: https://www.sim.ai
📖 Readme: https://github.com/simstudioai/sim#readme
📊 Statistics:
🌟 Stars: 11.6K stars
👀 Watchers: 68
🍴 Forks: 1.4K forks
💻 Programming Languages: TypeScript - MDX - Python - CSS - Shell - Smarty
🏷️ Related Topics:
#react #automation #typenoscript #ai #nextjs #chatbot #artificial_intelligence #gemini #openai #agents #low_code #no_code #rag #anthropic #deepseek #aiagents #agentic_workflow #agent_workflow
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: googletest
📝 Denoscription: GoogleTest - Google Testing and Mocking Framework
🔗 Repository URL: https://github.com/google/googletest
🌐 Website: https://google.github.io/googletest/
📖 Readme: https://github.com/google/googletest#readme
📊 Statistics:
🌟 Stars: 36.8K stars
👀 Watchers: 1.2k
🍴 Forks: 10.5K forks
💻 Programming Languages: C++ - Python - Starlark - CMake - C - Shell - Batchfile
🏷️ Related Topics: Not available
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: GoogleTest - Google Testing and Mocking Framework
🔗 Repository URL: https://github.com/google/googletest
🌐 Website: https://google.github.io/googletest/
📖 Readme: https://github.com/google/googletest#readme
📊 Statistics:
🌟 Stars: 36.8K stars
👀 Watchers: 1.2k
🍴 Forks: 10.5K forks
💻 Programming Languages: C++ - Python - Starlark - CMake - C - Shell - Batchfile
🏷️ Related Topics: Not available
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: GhostTrack
📝 Denoscription: Useful tool to track location or mobile number
🔗 Repository URL: https://github.com/HunxByts/GhostTrack
📖 Readme: https://github.com/HunxByts/GhostTrack#readme
📊 Statistics:
🌟 Stars: 3.3K stars
👀 Watchers: 56
🍴 Forks: 427 forks
💻 Programming Languages: Python
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: Useful tool to track location or mobile number
🔗 Repository URL: https://github.com/HunxByts/GhostTrack
📖 Readme: https://github.com/HunxByts/GhostTrack#readme
📊 Statistics:
🌟 Stars: 3.3K stars
👀 Watchers: 56
🍴 Forks: 427 forks
💻 Programming Languages: Python
🏷️ Related Topics:
#python #linux #osint #phone_number #information #fyp #hacking #cybersecurity #indonesia #pentesting #ip_geolocation #termux #hacking_tool #information_gathering #python_hacking #termux_tool #osint_python #osint_tool #termux_hacks
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: leantime
📝 Denoscription: Leantime is a goals focused project management system for non-project managers. Building with ADHD, Autism, and dyslexia in mind.
🔗 Repository URL: https://github.com/Leantime/leantime
🌐 Website: https://leantime.io
📖 Readme: https://github.com/Leantime/leantime#readme
📊 Statistics:
🌟 Stars: 6.8K stars
👀 Watchers: 74
🍴 Forks: 715 forks
💻 Programming Languages: PHP - JavaScript - CSS - Blade - Twig - HTML
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: Leantime is a goals focused project management system for non-project managers. Building with ADHD, Autism, and dyslexia in mind.
🔗 Repository URL: https://github.com/Leantime/leantime
🌐 Website: https://leantime.io
📖 Readme: https://github.com/Leantime/leantime#readme
📊 Statistics:
🌟 Stars: 6.8K stars
👀 Watchers: 74
🍴 Forks: 715 forks
💻 Programming Languages: PHP - JavaScript - CSS - Blade - Twig - HTML
🏷️ Related Topics:
#php #trello #jira #sql #agile #calendar #projects #project_management #kanban #scrum #lean #strategy #timesheets #asana #gantt #hacktoberfest #notion #retrospective #clickup #leantime
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: clash-verge-rev
📝 Denoscription: A modern GUI client based on Tauri, designed to run in Windows, macOS and Linux for tailored proxy experience
🔗 Repository URL: https://github.com/clash-verge-rev/clash-verge-rev
🌐 Website: https://www.clashverge.dev
📖 Readme: https://github.com/clash-verge-rev/clash-verge-rev#readme
📊 Statistics:
🌟 Stars: 71.6K stars
👀 Watchers: 204
🍴 Forks: 5.4K forks
💻 Programming Languages: TypeScript - Rust - JavaScript - NSIS - Shell - SCSS
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: A modern GUI client based on Tauri, designed to run in Windows, macOS and Linux for tailored proxy experience
🔗 Repository URL: https://github.com/clash-verge-rev/clash-verge-rev
🌐 Website: https://www.clashverge.dev
📖 Readme: https://github.com/clash-verge-rev/clash-verge-rev#readme
📊 Statistics:
🌟 Stars: 71.6K stars
👀 Watchers: 204
🍴 Forks: 5.4K forks
💻 Programming Languages: TypeScript - Rust - JavaScript - NSIS - Shell - SCSS
🏷️ Related Topics:
#windows #linux #mac #clash #tauri_app #clash_verge #clash_meta #mihomo
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: winapps
📝 Denoscription: Run Windows apps such as Microsoft Office/Adobe in Linux (Ubuntu/Fedora) and GNOME/KDE as if they were a part of the native OS, including Nautilus integration. Hard fork ofhttps://github.com/Fmstrat/winapps/
🔗 Repository URL: https://github.com/winapps-org/winapps
📖 Readme: https://github.com/winapps-org/winapps#readme
📊 Statistics:
🌟 Stars: 4.6K stars
👀 Watchers: 31
🍴 Forks: 155 forks
💻 Programming Languages: Shell - PowerShell - Nix - Batchfile
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: Run Windows apps such as Microsoft Office/Adobe in Linux (Ubuntu/Fedora) and GNOME/KDE as if they were a part of the native OS, including Nautilus integration. Hard fork ofhttps://github.com/Fmstrat/winapps/
🔗 Repository URL: https://github.com/winapps-org/winapps
📖 Readme: https://github.com/winapps-org/winapps#readme
📊 Statistics:
🌟 Stars: 4.6K stars
👀 Watchers: 31
🍴 Forks: 155 forks
💻 Programming Languages: Shell - PowerShell - Nix - Batchfile
🏷️ Related Topics:
#windows #linux #docker #integration #kde #gnome #nautilus #qemu #xfce #wine #libvirt #freerdp #linux_app #cassowary #hacktoberfest #qemu_kvm #seamless #podman #nix_flake #winapps
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
❤1
🔥 Trending Repository: zls
📝 Denoscription: A language server for Zig supporting developers with features like autocomplete and goto definition
🔗 Repository URL: https://github.com/zigtools/zls
🌐 Website: https://zigtools.org/zls/install/
📖 Readme: https://github.com/zigtools/zls#readme
📊 Statistics:
🌟 Stars: 4K stars
👀 Watchers: 34
🍴 Forks: 379 forks
💻 Programming Languages: Zig - Nix
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: A language server for Zig supporting developers with features like autocomplete and goto definition
🔗 Repository URL: https://github.com/zigtools/zls
🌐 Website: https://zigtools.org/zls/install/
📖 Readme: https://github.com/zigtools/zls#readme
📊 Statistics:
🌟 Stars: 4K stars
👀 Watchers: 34
🍴 Forks: 379 forks
💻 Programming Languages: Zig - Nix
🏷️ Related Topics:
#language_server #zig #language_server_protocol #lsp #lsp_server #ziglang #zls
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: DeepCode
📝 Denoscription: "DeepCode: Open Agentic Coding (Paper2Code & Text2Web & Text2Backend)"
🔗 Repository URL: https://github.com/HKUDS/DeepCode
📖 Readme: https://github.com/HKUDS/DeepCode#readme
📊 Statistics:
🌟 Stars: 1.7K stars
👀 Watchers: 30
🍴 Forks: 231 forks
💻 Programming Languages: Python
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: "DeepCode: Open Agentic Coding (Paper2Code & Text2Web & Text2Backend)"
🔗 Repository URL: https://github.com/HKUDS/DeepCode
📖 Readme: https://github.com/HKUDS/DeepCode#readme
📊 Statistics:
🌟 Stars: 1.7K stars
👀 Watchers: 30
🍴 Forks: 231 forks
💻 Programming Languages: Python
🏷️ Related Topics:
#llm_agent #agentic_coding
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: mesh2motion-app
📝 Denoscription: Import a 3D Model and automatically assign and export animations
🔗 Repository URL: https://github.com/scottpetrovic/mesh2motion-app
📖 Readme: https://github.com/scottpetrovic/mesh2motion-app#readme
📊 Statistics:
🌟 Stars: 722 stars
👀 Watchers: 18
🍴 Forks: 66 forks
💻 Programming Languages: TypeScript - HTML - CSS - Python
🏷️ Related Topics: Not available
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: Import a 3D Model and automatically assign and export animations
🔗 Repository URL: https://github.com/scottpetrovic/mesh2motion-app
📖 Readme: https://github.com/scottpetrovic/mesh2motion-app#readme
📊 Statistics:
🌟 Stars: 722 stars
👀 Watchers: 18
🍴 Forks: 66 forks
💻 Programming Languages: TypeScript - HTML - CSS - Python
🏷️ Related Topics: Not available
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
❤1
🔥 Trending Repository: puck
📝 Denoscription: The visual editor for React
🔗 Repository URL: https://github.com/puckeditor/puck
🌐 Website: https://puckeditor.com
📖 Readme: https://github.com/puckeditor/puck#readme
📊 Statistics:
🌟 Stars: 8.2K stars
👀 Watchers: 50
🍴 Forks: 550 forks
💻 Programming Languages: TypeScript - MDX - CSS - JavaScript
🏷️ Related Topics: Not available
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: The visual editor for React
🔗 Repository URL: https://github.com/puckeditor/puck
🌐 Website: https://puckeditor.com
📖 Readme: https://github.com/puckeditor/puck#readme
📊 Statistics:
🌟 Stars: 8.2K stars
👀 Watchers: 50
🍴 Forks: 550 forks
💻 Programming Languages: TypeScript - MDX - CSS - JavaScript
🏷️ Related Topics: Not available
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: univer
📝 Denoscription: Build truly AI-native spreadsheets. Univer is a full-stack framework for creating and editing spreadsheets, documents, and slides on both web and server. With Univer MCP, Univer Sheet is driven directly through natural language.
🔗 Repository URL: https://github.com/dream-num/univer
🌐 Website: https://univer.ai
📖 Readme: https://github.com/dream-num/univer#readme
📊 Statistics:
🌟 Stars: 10.3K stars
👀 Watchers: 87
🍴 Forks: 910 forks
💻 Programming Languages: TypeScript
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: Build truly AI-native spreadsheets. Univer is a full-stack framework for creating and editing spreadsheets, documents, and slides on both web and server. With Univer MCP, Univer Sheet is driven directly through natural language.
🔗 Repository URL: https://github.com/dream-num/univer
🌐 Website: https://univer.ai
📖 Readme: https://github.com/dream-num/univer#readme
📊 Statistics:
🌟 Stars: 10.3K stars
👀 Watchers: 87
🍴 Forks: 910 forks
💻 Programming Languages: TypeScript
🏷️ Related Topics:
#productivity #slide #grid #sdk #excel #word #xlsx #spreadsheet #collaboration #office #powerpoint #document #data_table #doc #sheet #ppt #appnoscript #live_share #univer_mcp
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
❤1
🔥 Trending Repository: awesome-deepseek-integration
📝 Denoscription: Integrate the DeepSeek API into popular softwares
🔗 Repository URL: https://github.com/deepseek-ai/awesome-deepseek-integration
📖 Readme: https://github.com/deepseek-ai/awesome-deepseek-integration#readme
📊 Statistics:
🌟 Stars: 33.5K stars
👀 Watchers: 376
🍴 Forks: 3.7K forks
💻 Programming Languages: Not available
🏷️ Related Topics: Not available
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: Integrate the DeepSeek API into popular softwares
🔗 Repository URL: https://github.com/deepseek-ai/awesome-deepseek-integration
📖 Readme: https://github.com/deepseek-ai/awesome-deepseek-integration#readme
📊 Statistics:
🌟 Stars: 33.5K stars
👀 Watchers: 376
🍴 Forks: 3.7K forks
💻 Programming Languages: Not available
🏷️ Related Topics: Not available
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: highway
📝 Denoscription: Performance-portable, length-agnostic SIMD with runtime dispatch
🔗 Repository URL: https://github.com/google/highway
📖 Readme: https://github.com/google/highway#readme
📊 Statistics:
🌟 Stars: 4.9K stars
👀 Watchers: 50
🍴 Forks: 374 forks
💻 Programming Languages: C++ - C - CMake - Starlark - Meson - Shell
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: Performance-portable, length-agnostic SIMD with runtime dispatch
🔗 Repository URL: https://github.com/google/highway
📖 Readme: https://github.com/google/highway#readme
📊 Statistics:
🌟 Stars: 4.9K stars
👀 Watchers: 50
🍴 Forks: 374 forks
💻 Programming Languages: C++ - C - CMake - Starlark - Meson - Shell
🏷️ Related Topics:
#neon #wasm #avx #simd #intrinsics #avx2 #simd_programming #avx512 #simd_parallelism #simd_instructions #simd_library #sse42 #avx_instructions #simd_intrinsics #avx_512
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: chartdb
📝 Denoscription: Database diagrams editor that allows you to visualize and design your DB with a single query.
🔗 Repository URL: https://github.com/chartdb/chartdb
🌐 Website: https://chartdb.io
📖 Readme: https://github.com/chartdb/chartdb#readme
📊 Statistics:
🌟 Stars: 18.1K stars
👀 Watchers: 61
🍴 Forks: 968 forks
💻 Programming Languages: TypeScript
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: Database diagrams editor that allows you to visualize and design your DB with a single query.
🔗 Repository URL: https://github.com/chartdb/chartdb
🌐 Website: https://chartdb.io
📖 Readme: https://github.com/chartdb/chartdb#readme
📊 Statistics:
🌟 Stars: 18.1K stars
👀 Watchers: 61
🍴 Forks: 968 forks
💻 Programming Languages: TypeScript
🏷️ Related Topics:
#react #visualization #mysql #editor #schema_migrations #typenoscript #sql #database #sqlite #postgresql #mariadb #db #mssql #erd #db_migration #react_flow #xyflow
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: SQLBot
📝 Denoscription: 基于大模型和 RAG 的智能问数系统。Text-to-SQL Generation via LLMs using RAG.
🔗 Repository URL: https://github.com/dataease/SQLBot
🌐 Website: https://dataease.cn/sqlbot/
📖 Readme: https://github.com/dataease/SQLBot#readme
📊 Statistics:
🌟 Stars: 968 stars
👀 Watchers: 13
🍴 Forks: 113 forks
💻 Programming Languages: Python - CSS - TypeScript - JavaScript - Shell - HTML
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: 基于大模型和 RAG 的智能问数系统。Text-to-SQL Generation via LLMs using RAG.
🔗 Repository URL: https://github.com/dataease/SQLBot
🌐 Website: https://dataease.cn/sqlbot/
📖 Readme: https://github.com/dataease/SQLBot#readme
📊 Statistics:
🌟 Stars: 968 stars
👀 Watchers: 13
🍴 Forks: 113 forks
💻 Programming Languages: Python - CSS - TypeScript - JavaScript - Shell - HTML
🏷️ Related Topics:
#text_to_sql #rag #nl2sql #text2sql #llm #sqlbot #deepseek #chatbi
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: pest
📝 Denoscription: Pest is an elegant PHP testing Framework with a focus on simplicity, meticulously designed to bring back the joy of testing in PHP.
🔗 Repository URL: https://github.com/pestphp/pest
🌐 Website: https://pestphp.com
📖 Readme: https://github.com/pestphp/pest#readme
📊 Statistics:
🌟 Stars: 10.7K stars
👀 Watchers: 55
🍴 Forks: 404 forks
💻 Programming Languages: PHP
🏷️ Related Topics:
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: Pest is an elegant PHP testing Framework with a focus on simplicity, meticulously designed to bring back the joy of testing in PHP.
🔗 Repository URL: https://github.com/pestphp/pest
🌐 Website: https://pestphp.com
📖 Readme: https://github.com/pestphp/pest#readme
📊 Statistics:
🌟 Stars: 10.7K stars
👀 Watchers: 55
🍴 Forks: 404 forks
💻 Programming Languages: PHP
🏷️ Related Topics:
#testing #php #framework #pest
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
🔥 Trending Repository: RL
📝 Denoscription: Scalable toolkit for efficient model reinforcement
🔗 Repository URL: https://github.com/NVIDIA-NeMo/RL
🌐 Website: https://docs.nvidia.com/nemo/rl/latest/index.html
📖 Readme: https://github.com/NVIDIA-NeMo/RL#readme
📊 Statistics:
🌟 Stars: 715 stars
👀 Watchers: 51
🍴 Forks: 109 forks
💻 Programming Languages: Python - Shell - Dockerfile
🏷️ Related Topics: Not available
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
📝 Denoscription: Scalable toolkit for efficient model reinforcement
🔗 Repository URL: https://github.com/NVIDIA-NeMo/RL
🌐 Website: https://docs.nvidia.com/nemo/rl/latest/index.html
📖 Readme: https://github.com/NVIDIA-NeMo/RL#readme
📊 Statistics:
🌟 Stars: 715 stars
👀 Watchers: 51
🍴 Forks: 109 forks
💻 Programming Languages: Python - Shell - Dockerfile
🏷️ Related Topics: Not available
==================================
🧠 By: https://news.1rj.ru/str/DataScienceM
❤1
Forwarded from Data Analytics
📌 How to Create a Real-Time Gesture-to-Text Translator Using Python and Mediapipe
✍️ OMOTAYO OMOYEMI
🏷️ #Computer_Vision
✍️ OMOTAYO OMOYEMI
🏷️ #Computer_Vision
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Cheat Sheet for Data Cleaning in Python Pandas
1. Data Overview
2. Handling Missing Values and Duplicates
3. Renaming and Type Conversion
4. Filtering and Selection
5. Sorting and Grouping
6. Column Operations
7. Saving Cleaned Data
1. Data Overview
import pandas as pd
df = pd.read_csv('data.csv') # Load CSV
df.head(5) # First 5 rows
df.info() # Data types and null counts
df.describe() # Summary statistics
2. Handling Missing Values and Duplicates
df.isnull().sum() # Count missing values
df.dropna() # Remove rows with nulls
df.fillna(0) # Fill missing values with zeros
df.duplicated().sum() # Count duplicates
df.drop_duplicates() # Remove duplicates
3. Renaming and Type Conversion
df.rename(columns={'old': 'new'}) # Rename column
df.astype({'col': 'int'}) # Change data type
df.columns.str.strip() # Remove spaces4. Filtering and Selection
df.loc[df['col'] > 100] # Filter by condition
df.iloc[0:5] # Select by row index
df['col'].isin(['A', 'B']) # Filter by values
5. Sorting and Grouping
df.sort_values('col') # Sort ascending
df.groupby('group')['val'].mean() # Group and aggregate
df['col'].value_counts() # Count unique values6. Column Operations
df['new'] = df['col1'] + df['col2'] # New column
df['col'] = df['col'].apply(lambda x: x*2) # Apply function
df.drop('col', axis=1) # Drop column
7. Saving Cleaned Data
df.to_csv('cleaned.csv', index=False) # Export to CSV❤6