پایتون ( Machine Learning | Data Science )
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Important methods in pandas library




#pandas #Python #library
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Quick Python cheatsheet.



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inflect — Python library for working with word inflections - transformations of word forms depending on their grammatical role in a sentence!

🌟 The library allows you to convert numbers to text strings (for example, 42 -> "forty-two"), and also provides functions for working with forms of nouns and verbs.

🔐 License: MIT

🖥 Github


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🖥 diagram-as-code - Python library for programmatically creating diagrams such as architectural diagrams, process diagrams and data flows!

🌟 This tool allows you to create and update diagrams using code, which is especially useful for automating documentation and visualization, especially in the context of a cloud infrastructure such as AWS.


🖥 Github



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Helium is a Python library for automating Chrome and Firefox browsers, built on top of Selenium, allowing simpler and more readable automation scripts

https://github.com/mherrmann/helium



#Python #library

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⌨️ Top Python Frameworks and Libraries




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مایکروسافت اخیرا یک کتابخانه پایتون به نام MarkItDown منتشر کرده که ابزاری کاربردی برای تبدیل فایل‌های مختلف (فایل‌های پاورپوینت، پی‌دی‌اف، ورد، اکسل و...) به Markdown است.

این موضوع برای تجزیه و تحلیل متون داخل فایل‌ها بسیار کاربردی‌ست.

این کتابخانه در حال حاضر از pdf، پاورپوینت (pptx.)، ورد (.docx)، اکسل (xlsx.)، تصاویر (متادیتای EXIF ​​و OCR)، فایل صوتی (متادیتای EXIF ​​و رونویسی گفتار)، HTML (به خصوص در مورد ویکی‌پدیا و...) و برخی از سایر فرمت‌های مبتنی بر متن مثل csv, json, xml پشتیبانی می‌کند.

شروع استفاده از این ابزار بسیار سریع و راحت است:

from markitdown import MarkItDown

markitdown = MarkItDown()
result = markitdown.convert("test.xlsx")
print(result.text_content)



🔗 مشاهده در GitHub

برای درک بهتر کاربرد آن می‌توانید از دمویی که یک برنامه‌نویس خارجی در آدرس زیر قرار داده استفاده کنید:
https://msftmd.replit.app


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Python library that adds Generative AI capabilities to Pandas!

Introducing PandasAI: Analyze complex data frames and plot visualizations just by using natural language:

100% Open Source

With Pandas AI you can:

→ Clean the Data
→ Impute missing values
→ Generate New features
→ Analyze and manipulate the data
you can also ask it to plot the charts

Github Repo: https://github.com/Sinaptik-AI/pandas-ai


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A Python library to query Apple's Find My network, supporting AirTags, iPhones,and other devices with features like location reporting, 2FA, and Bluetooth scanning

https://github.com/malmeloo/FindMy.py



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🆔 @Python4all_pro
python-sortedcontainers - A library of Python collections that support automatic sorting: SortedList, SortedDict and SortedSet!

🌟 These data structures are implemented in pure Python but provide performance comparable to C libraries. The library stands out for its ease of use, no compilation required, and efficient operations such as insertion, deletion, and lookup that run faster than linear time.

🔐 License: Apache-2.0

🖥 Github


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🖥 Magic Wormhole
Magic Wormhole is a library and command line utility for securely transferring files, folders or text between computers!

🌟 The transfer process is organized using unique “wormhole codes” that are easy to pronounce and entered manually or through auto-completion. These codes are one-time use, which ensures a high level of security.

🔐 License: MIT


🖥 Github


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Python library that adds interactive dashboards to pandas dataframes for exploring data

https://github.com/Kanaries/pygwalker



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🖥 PDF CRAFT-a python library for converting PDF (primarily scanned books) in Markdown and EPUB using local AI models and LLM to structure the contents
Github

Basic possibilities

- extracting text and layout
Uses the combination of Doclayout-Yolo and its own algorithms for detecting and filtering headlines, columns, footnotes and page numbers

- Local OCR
Recognizes the text on the page via Onnxocr, supports acceleration on GPU (CUDA)

- Determining the order of reading
With the help of LayoutReader, it builds a flow of text in the order in which it is perceived by a person

- Converting in Markdown
Generates .MD with relative links to images (illustrations, tables, formulas) in the Assets folder

Installation and requirements
Python ≥ 3.10 (recommended 3.10.16).

Pip Install PDF-Craft and PIP Install Onnxruntime == 1.21.0 (or Onnxruntime-GPU == 1.21.0 for CUDA).

For an EPUB conveier, you need access to the LLM service (for example, Deepseek).

🟡 Github


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