About Library for extract infomation from thai personal identity card.

Overview

ThaiPersonalCardExtract

Downloads PyPI Status license Instragram

Library for extract infomation from thai personal identity card. imprement from easyocr and tesseract

New Feature v1.3.2 🎁

  • Increase performance.
  • Support Thai Government Lottery āļŠāļāļąāļ”āļ‚āđ‰āļ­āļĄāļđāļĨāļˆāļēāļāļĨāļ­āļ•āđ€āļ•āļ­āļĢāđŒāļĢāļĩāđˆ āđƒāļŠāđ‰āđ„āļ”āđ‰āļ”āļĩāļāļąāļšāļĢāļđāļ›āļ āļēāļžāļ—āļĩāđˆāđ„āļ”āđ‰āļˆāļēāļāđ€āļ„āļĢāļ·āđˆāļ­āļ‡āđāļŠāļāļ™ (16 Aug. 2021)
  • Refactor Output Structure.
  • Support Thai Driving License (Beta) āļŠāļēāļĄāļēāļĢāļ–āļŠāļāļąāļ”āļ‚āđ‰āļ­āļĄāļđāļĨāļˆāļēāļāļ āļēāļžāļ–āđˆāļēāļĒāđƒāļšāļ‚āļąāļšāļ‚āļĩāđˆāđ„āļ”āđ‰āļšāļēāļ‡āļĢāļđāļ›āđāļšāļš āđ€āļ™āļ·āđˆāļ­āļ‡āļˆāļēāļ āļāļĢāļĄāļ—āļēāļ‡āļ‚āļ™āļŠāđˆāļ‡āļ—āļēāļ‡āļšāļ āļĄāļĩāļĢāļđāļ›āđāļšāļšāļšāļąāļ•āļĢāļŦāļĨāļēāļāļŦāļĨāļēāļĒāļĢāļđāļ›āđāļšāļš āđāļĨāļ°āđāļ•āđˆāļĨāļ°āļĢāļđāļ›āđāļšāļšāļĄāļĩāļ•āļģāđāļŦāļ™āđˆāļ‡āļ‚āđ‰āļ­āļĄāļđāļĨāļ—āļĩāđˆāđāļ•āļāļ•āđˆāļēāļ‡āļāļąāļ™ āļˆāļķāļ‡āļ—āļģāđƒāļŦāđ‰āļ›āļĢāļ°āļŠāļīāļ—āļ˜āļīāļ āļēāļžāļ•āđˆāļģ

Examples

Example image file.

Real image file Real image file Real image file

wrapPerpective image crop.

wrapPerpective image crop wrapPerpective image crop

keypoint of image detected.

keypoint of image detected

Resutls of library extract region of interest

Identification Number

FullNameTH

NameEN

LastNameEN

BirthdayTH

BirthdayEN

Religion

Address

DateOfIssueTH

DateOfIssueEN

DateOfExpiryTH

DateOfExpiryEN

Recommend ⚠

  • Image quality lowest should be 600x350
  • Images with minimal reflections should be used. for good results
  • Identity Card should be size in the image about 75%, if the image doesn't cropped that to be left only Identity Card area.
  • For faster, please resize image and usage CUDA GPU.

Installation

Install using pip for stable release,

pip install thai-personal-card-extract

For latest development release,

pip install git+git://github.com/ggafiled/ThaiPersonalCardExtrac.git

Note 1: for Windows, please install tesseract first by following the official instruction here https://medium.com/@navapat.tpb/734dae2fb4d3 On medium website, be sure to setup already.

Note 2: for Linux os, please install tesseract by following the official instruction https://github.com/tesseract-ocr/tesseract

Usage

# With build-in Config Options. 

import ThaiPersonalCardExtract as card
reader = card.PersonalCard(
    lang=card.THAI,
    provider=card.DEFAULT,
    tesseract_cmd="D:/Program Files/Tesseract-OCR/tesseract",
    save_extract_result=True,
    path_to_save="D:/dev/ThaiPersonalCardExtract/examples/extract")
result = reader.extractInfo('examples/card.jpg')
print(result)


# With free-style āļ•āļąāļ§āļ­āļĒāđˆāļēāļ‡āļāļēāļĢāđ€āļĢāļĩāļĒāļāđƒāļŠāđ‰āļ‡āļēāļ™āļ„āļĨāļēāļŠ PersonalCard āđ€āļžāļ·āđˆāļ­āļŠāļāļąāļ”āļ‚āđ‰āļ­āļĄāļđāļĨāļšāļąāļ•āļĢāļ›āļĢāļ°āļˆāļģāļ•āļąāļ§āļ›āļĢāļ°āļŠāļēāļŠāļ™ 

from ThaiPersonalCardExtract import PersonalCard
reader = PersonalCard(lang="mix", tesseract_cmd="D:/Program Files/Tesseract-OCR/tesseract") # for windows need to pass tesseract_cmd parameter to setup your tesseract command path.
result = reader.extractInfo('examples/card.jpg')
print(result)


# With free-style āļ•āļąāļ§āļ­āļĒāđˆāļēāļ‡āļāļēāļĢāđ€āļĢāļĩāļĒāļāđƒāļŠāđ‰āļ‡āļēāļ™āļ„āļĨāļēāļŠ DrivingLicense āđ€āļžāļ·āđˆāļ­āļŠāļāļąāļ”āļ‚āđ‰āļ­āļĄāļđāļĨāđƒāļšāļ­āļ™āļļāļāļēāļ•āļ‚āļąāļšāļ‚āļĩāđˆ

from ThaiPersonalCardExtract import DrivingLicense
reader = DrivingLicense(lang="mix", tesseract_cmd="D:/Program Files/Tesseract-OCR/tesseract") # for windows need to pass tesseract_cmd parameter to setup your tesseract command path.
result = reader.extractInfo('examples/card.jpg')
print(result)


# With free-style āļ•āļąāļ§āļ­āļĒāđˆāļēāļ‡āļāļēāļĢāđ€āļĢāļĩāļĒāļāđƒāļŠāđ‰āļ‡āļēāļ™āļ„āļĨāļēāļŠ ThaiGovernmentLottery āđ€āļžāļ·āđˆāļ­āļŠāļāļąāļ”āļ‚āđ‰āļ­āļĄāļđāļĨāļĨāļ­āļ•āđ€āļ•āļ­āļĢāđŒāļĢāļĩāđˆ

from ThaiPersonalCardExtract import ThaiGovernmentLottery
reader = ThaiGovernmentLottery(save_extract_result=True, path_to_save="D:/dev/ThaiPersonalCardExtract/examples/extract/thai_government_lottery") # for windows need to pass tesseract_cmd parameter to setup your tesseract command path.
result = reader.extractInfo("../examples/card7.jpg")
print(result)

Output will be in list format, each item represents result of library can extract, respectively. type of namedtuple āļœāļĨāļĨāļąāļžāļ˜āđŒāļ—āļĩāđˆāđ„āļ”āđ‰āļˆāļ°āđ€āļ›āđ‡āļ™āļ›āļĢāļ°āđ€āļ āļ— namedtuple āļŠāļēāļĄāļēāļĢāļ–āļĻāļķāļāļĐāļēāđ€āļžāļīāđˆāļĄāđ€āļ•āļīāļĄāđ€āļžāļ·āđˆāļ­āđƒāļŠāđ‰āļ‡āļēāļ™āđ„āļ”āđ‰āļˆāļēāļāļ—āļĩāđˆāļ™āļĩāđˆ āļ„āļĨāļīāļ

#Output of PersonalCard
    Card(Identification_Number='9999999999999', FullNameTH='āļ™āļēāļĒ āļ­āļēāļĒāļļāļĄāļšāļĄāļļāļĢāļēāđ€āļŠāļ°', PrefixTH='āļ™āļēāļĒ', NameTH='āļ­āļēāļĒāļļāļĄāļšāļĄāļļāļĢāļēāđ€āļŠāļ°', LastNameTH='āļ­āļēāļĒāļļāļĄāļšāļĄāļļāļĢāļēāđ€āļŠāļ°', PrefixEN='.Mr.Shoyo', NameEN='', LastNameEN='Hinatao', BirthdayTH='21 āļĄāļĩ.āļĒ. 2539', BirthdayEN='21 Jun..1996', Religion='āļžāļļāļ—āļ˜', Address='āļ—8āļ›āļš` 99/1 āļĄāļīāļ‹āļĩāđ‚āļŪāļ° āđ€āļ‚āļ•āļŪāļēāļ™āļēāļĄāļīāļāļēāļ§āļē āļ­āļģāđ€āļ āļ­āļŠāļīāļš', DateOfIssueTH='11 āļŠ.āļ„. 2554', DateOfIssueEN='11 Ang. 2021', DateOfExpiryTH='11 āļŠ.āļ„. 2574', DateOfExpiryEN='11 Aug. 2031,')

#Output of DrivingLicense
    Card(License_Number='98765432', IssueDateTH='āļœāļąāļ‡āļ—āļēāļ—āļĄ', ExpiryDateTH='', IssueDateEN='14 August 2664', ExpiryDateEN='14 August 2574', NameTH='āļē? āđ‚āļ™āļšāļāļ° āđ‚āļ™āļšāļĩ', NameEN='MRONOREAUMANE', BirthDayTH='', BirthDayEN='wa hs OKRA', Identity_Number='', Province='āļ™āļ„āļēāļĢāļēāļŠāļĻāļĩāļĄāļē')

#Output of ThaiGovernmentLottery
    Lottery(LotteryNumber='424603', LessonNumber='08', SetNumber='23', Year='2564') #type namedtuple 
    
 āļŠāļēāļĄāļēāļĢāļ–āđ€āļ‚āđ‰āļēāļ–āļķāļ‡āļ•āļąāļ§āđāļ›āļĢāđ„āļ”āđ‰āļ•āļēāļĄāļĢāļđāļ›āđāļšāļšāļ™āļĩāđ‰
 print(result.LotteryNumber)
 print(result.LessonNumber)
 print(result.SetNumber)
 print(result.Year)

For set lang attribute to tha

from ThaiPersonalCardExtract import PersonalCard
reader = PersonalCard(lang="tha", tesseract_cmd="D:/Program Files/Tesseract-OCR/tesseract") # for windows need to pass tesseract_cmd parameter to setup your tesseract command path.
result = reader.extractInfo('examples/card.jpg')
print(result)

Output will be in list format, each item represents result of library can extract, respectively.

{
   "Identification_Number": "9999999999999",
   "FullNameTH": "āļ™āļēāļĒ āļ­āļēāļĒāļļāļĄāļšāļĄāļļāļĢāļēāđ€āļŠāļ°",
   "PrefixTH": "āļ™āļēāļĒ",
   "NameTH": "āļ­āļēāļĒāļļāļĄāļšāļĄāļļāļĢāļēāđ€āļŠāļ°",
   "LastNameTH": "āļ­āļēāļĒāļļāļĄāļšāļĄāļļāļĢāļēāđ€āļŠāļ°",
   "BirthdayTH": "21 āļĄāļĩ.āļĒ. 2539",
   "Religion": "āļžāļļāļ—āļ˜",
   "Address": "āļ—āđ’ 99/1 āļĄāļīāļŠāļĩāđ‚āļŪāļ° āđ€āļ‚āļ•āļŪāļēāļ™āļēāļĄāļīāļāļēāļ§āļē āļ­āļģāđ€āļ āļ­āļŠāļīāļš;",
   "DateOfIssueTH": "11 āļŠ.āļ„. 2554",
   "DateOfExpiryTH": "11 āļŠ.āļ„. 2574"
}

And you can set ocr provider following below default #used both easyocr and tesseract **Recommend Or easyocr Or tesseract

from ThaiPersonalCardExtract import PersonalCard
reader = PersonalCard(lang="tha", provider="default", tesseract_cmd="D:/Program Files/Tesseract-OCR/tesseract") # for windows need to pass tesseract_cmd parameter to setup your tesseract command path.
result = reader.extractInfo('examples/card.jpg')
print(result)

Config Options

you can set options to Instance by below keyword

Parameter name Value Type Example
lang String Expected Results Language bash mix #get all area both tha and eng Or bash tha Or bash eng *Default is 'mix' āļŠāļģāļŦāļĢāļąāļš DrivingLicense, PersonalCard
provider String OCR Provider have bash default #used both easyocr and tesseract **Recommend Or bash easyocr Or bash tesseract *Default is 'default' āļŠāļģāļŦāļĢāļąāļš DrivingLicense, PersonalCard
template_threshold Double Rate to cals similarity of template *Default is 0.7
sift_rate Int Feature Keypoint rate *Default is 25,000
tesseract_cmd String Path of your tesseract command **For windows only.
save_extract_result Boolean Set True if you want to save extracted image *Default is False
path_to_save String Path that you given it save extracted image, relative with save_extract_result=True

Donate Me ☕

promptpay

Mr.Nattapol Krobklang

You might also like...
extract gene TSS/TES site form gencode/ensembl/gencode database GTF file and export bed format file.

GetTsite python Package extract gene TSS/TES site form gencode/ensembl/gencode database GTF file and export bed format file. Install $ pip install Get

A functional standard library for Python.

Toolz A set of utility functions for iterators, functions, and dictionaries. See the PyToolz documentation at https://toolz.readthedocs.io LICENSE New

ðŸ”Đ Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python standard library. Nothing like Michael Bolton.

Boltons boltons should be builtins. Boltons is a set of over 230 BSD-licensed, pure-Python utilities in the same spirit as — and yet conspicuously mis

Retrying library for Python

Tenacity Tenacity is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding retry behavior to just

Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding retry behavior to just about anything.

Retrying Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding retry behavior to just

isort is a Python utility / library to sort imports alphabetically, and automatically separated into sections and by type.
isort is a Python utility / library to sort imports alphabetically, and automatically separated into sections and by type.

isort is a Python utility / library to sort imports alphabetically, and automatically separated into sections and by type. It provides a command line utility, Python library and plugins for various editors to quickly sort all your imports.

A Python library for reading, writing and visualizing the OMEGA Format
A Python library for reading, writing and visualizing the OMEGA Format

A Python library for reading, writing and visualizing the OMEGA Format, targeted towards storing reference and perception data in the automotive context on an object list basis with a focus on an urban use case.

RapidFuzz is a fast string matching library for Python and C++

RapidFuzz is a fast string matching library for Python and C++, which is using the string similarity calculations from FuzzyWuzzy

pydsinternals - A Python native library containing necessary classes, functions and structures to interact with Windows Active Directory.
pydsinternals - A Python native library containing necessary classes, functions and structures to interact with Windows Active Directory.

pydsinternals - Directory Services Internals Library A Python native library containing necessary classes, functions and structures to interact with W

Comments
  • 'PersonalCard' object has no attribute 'extractInfo'

    'PersonalCard' object has no attribute 'extractInfo'


    AttributeError Traceback (most recent call last) /var/folders/cc/d15mjmhn5c5fscqfwq3fql5h0000gp/T/ipykernel_6920/1182933257.py in ----> 1 result = reader.extractInfo('ThaiPersonalCardExtract/examples/extract/image_scan.jpg') 2 print(result)

    AttributeError: 'PersonalCard' object has no attribute 'extractInfo'

    opened by suwika 0
Releases(v1.3.4)
  • v1.3.4(Sep 2, 2021)

    New Feature v1.3.4 🎁

    • Support Thai identity card laser code extract. (02 Sep. 2021)
    • Fix bug dataset folder not import thai_government_lottery resource. (23 Aug. 2021) #1
    • Increase performance.
    • Support Thai Government Lottery āļŠāļāļąāļ”āļ‚āđ‰āļ­āļĄāļđāļĨāļˆāļēāļāļĨāļ­āļ•āđ€āļ•āļ­āļĢāđŒāļĢāļĩāđˆ āđƒāļŠāđ‰āđ„āļ”āđ‰āļ”āļĩāļāļąāļšāļĢāļđāļ›āļ āļēāļžāļ—āļĩāđˆāđ„āļ”āđ‰āļˆāļēāļāđ€āļ„āļĢāļ·āđˆāļ­āļ‡āđāļŠāļāļ™ (16 Aug. 2021)
    • Refactor Output Structure.
    • Support Thai Driving License (Beta) āļŠāļēāļĄāļēāļĢāļ–āļŠāļāļąāļ”āļ‚āđ‰āļ­āļĄāļđāļĨāļˆāļēāļāļ āļēāļžāļ–āđˆāļēāļĒāđƒāļšāļ‚āļąāļšāļ‚āļĩāđˆāđ„āļ”āđ‰āļšāļēāļ‡āļĢāļđāļ›āđāļšāļš āđ€āļ™āļ·āđˆāļ­āļ‡āļˆāļēāļ āļāļĢāļĄāļ—āļēāļ‡āļ‚āļ™āļŠāđˆāļ‡āļ—āļēāļ‡āļšāļ āļĄāļĩāļĢāļđāļ›āđāļšāļšāļšāļąāļ•āļĢāļŦāļĨāļēāļāļŦāļĨāļēāļĒāļĢāļđāļ›āđāļšāļš āđāļĨāļ°āđāļ•āđˆāļĨāļ°āļĢāļđāļ›āđāļšāļšāļĄāļĩāļ•āļģāđāļŦāļ™āđˆāļ‡āļ‚āđ‰āļ­āļĄāļđāļĨāļ—āļĩāđˆāđāļ•āļāļ•āđˆāļēāļ‡āļāļąāļ™ āļˆāļķāļ‡āļ—āļģāđƒāļŦāđ‰āļ›āļĢāļ°āļŠāļīāļ—āļ˜āļīāļ āļēāļžāļ•āđˆāļģ
    Source code(tar.gz)
    Source code(zip)
  • v1.3.1(Aug 16, 2021)

    New Feature v1.3.1 🎁 Increase performance. Support Thai Driving License (Beta) āļŠāļēāļĄāļēāļĢāļ–āļŠāļāļąāļ”āļ‚āđ‰āļ­āļĄāļđāļĨāļˆāļēāļāļ āļēāļžāļ–āđˆāļēāļĒāđƒāļšāļ‚āļąāļšāļ‚āļĩāđˆāđ„āļ”āđ‰āļšāļēāļ‡āļĢāļđāļ›āđāļšāļš āđ€āļ™āļ·āđˆāļ­āļ‡āļˆāļēāļ āļāļĢāļĄāļ—āļēāļ‡āļ‚āļ™āļŠāđˆāļ‡āļ—āļēāļ‡āļšāļ āļĄāļĩāļĢāļđāļ›āđāļšāļšāļšāļąāļ•āļĢāļŦāļĨāļēāļāļŦāļĨāļēāļĒāļĢāļđāļ›āđāļšāļš āđāļĨāļ°āđāļ•āđˆāļĨāļ°āļĢāļđāļ›āđāļšāļšāļĄāļĩāļ•āļģāđāļŦāļ™āđˆāļ‡āļ‚āđ‰āļ­āļĄāļđāļĨāļ—āļĩāđˆāđāļ•āļāļ•āđˆāļēāļ‡āļāļąāļ™ āļˆāļķāļ‡āļ—āļģāđƒāļŦāđ‰āļ›āļĢāļ°āļŠāļīāļ—āļ˜āļīāļ āļēāļžāļ•āđˆāļģ Support Thai Government Lottery (16 Aug. 2021)

    Source code(tar.gz)
    Source code(zip)
  • v1.3.0(Aug 14, 2021)

    Increase performance. Support Thai Driving License (Beta) āļŠāļēāļĄāļēāļĢāļ–āļŠāļāļąāļ”āļ‚āđ‰āļ­āļĄāļđāļĨāļˆāļēāļāļ āļēāļžāļ–āđˆāļēāļĒāđƒāļšāļ‚āļąāļšāļ‚āļĩāđˆāđ„āļ”āđ‰āļšāļēāļ‡āļĢāļđāļ›āđāļšāļš āđ€āļ™āļ·āđˆāļ­āļ‡āļˆāļēāļ āļāļĢāļĄāļ—āļēāļ‡āļ‚āļ™āļŠāđˆāļ‡āļ—āļēāļ‡āļšāļ āļĄāļĩāļĢāļđāļ›āđāļšāļšāļšāļąāļ•āļĢāļŦāļĨāļēāļāļŦāļĨāļēāļĒāļĢāļđāļ›āđāļšāļš āđāļĨāļ°āđāļ•āđˆāļĨāļ°āļĢāļđāļ›āđāļšāļšāļĄāļĩāļ•āļģāđāļŦāļ™āđˆāļ‡āļ‚āđ‰āļ­āļĄāļđāļĨāļ—āļĩāđˆāđāļ•āļāļ•āđˆāļēāļ‡āļāļąāļ™ āļˆāļķāļ‡āļ—āļģāđƒāļŦāđ‰āļ›āļĢāļ°āļŠāļīāļ—āļ˜āļīāļ āļēāļžāļ•āđˆāļģ āļ›āļĢāļąāļšāđ€āļ›āļĨāļĩāđˆāļĒāļ™āļĢāļđāļ›āđāļšāļšāđ„āļŸāļĨāđŒāļĢāļ°āļšāļš

    Source code(tar.gz)
    Source code(zip)
  • v1.2.1(Aug 13, 2021)

    New Feature 🎁

    • More arae extract.
    • lang : attribute : get only area of given language.
    • provider : attribute : set ocr provider now support easyocr and tesseract.
    Source code(tar.gz)
    Source code(zip)
  • v1.0-beta(Aug 11, 2021)

Owner
ggafiled
āļ™āļēāļ™āđ†āļ—āļĩ āļ­āļąāļž āļ„āļĢāļąāļšāļšāļš.
ggafiled
Spacegit is a .git exposed finder

Spacegit Spacegit is a basic .git exposed finder Usage: You need python3 installed to run spacegit use: python3 spacegit.py (url) Disclaimer: **This i

2 Nov 30, 2021
Python utility for discovering interesting CFPreferences values on iDevices

Description Simple utility to search for interesting preferences in iDevices. Installation python3 -m pip install -U --user cfprefsmon Example In this

12 Aug 19, 2022
🍰 ConnectMP - An easy and efficient way to share data between Processes in Python.

ConnectMP - Taking Multi-Process Data Sharing to the moon 🚀 Contribute · Community · Documentation ðŸŽŦ Introduction : ðŸĪ ConnectMP is the easiest and

Aiden Ellis 1 Dec 24, 2021
A small python tool to get relevant values from SRI invoices

SriInvoiceProcessing A small python tool to get relevant values from SRI invoices Some useful info to run the tool Login into your SRI account and ret

Wladymir Brborich 2 Jan 07, 2022
Check username

Checker-Oukee Check username It checks the available usernames and creates a new account for them Doesn't need proxies Create a file with usernames an

4 Jun 05, 2022
Plone Interface contracts, plus basic features and utilities

plone.base This package is the base package of the CMS Plone https://plone.org. It contains only interface contracts and basic features and utilitie

Plone Foundation 1 Oct 03, 2022
These scripts look for non-printable unicode characters in all text files in a source tree

find-unicode-control These scripts look for non-printable unicode characters in all text files in a source tree. find_unicode_control.py should work w

Siddhesh Poyarekar 25 Aug 30, 2022
This project is a set of programs that I use to create a README.md file.

This project is a set of programs that I use to create a README.md file.

Tom DÃķrr 223 Dec 24, 2022
A quick username checker to see if a username is available on a list of assorted websites.

A quick username checker to see if a username is available on a list of assorted websites.

Maddie 4 Jan 04, 2022
ðŸ”Đ Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python standard library. Nothing like Michael Bolton.

Boltons boltons should be builtins. Boltons is a set of over 230 BSD-licensed, pure-Python utilities in the same spirit as — and yet conspicuously mis

Mahmoud Hashemi 6k Jan 04, 2023
Retrying library for Python

Tenacity Tenacity is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding retry behavior to just

Julien Danjou 4.3k Jan 05, 2023
Kanye West Lyrics Generator

aikanye Kanye West Lyrics Generator Python script for generating Kanye West lyrics Put kanye.txt in the same folder as the python script and run "pyth

4 Jan 21, 2022
A hashtag from string extract python module

A hashtag from string extract python module

Fayas Noushad 3 Aug 10, 2022
A fixture that allows runtime xfail

pytest-runtime-xfail pytest plugin, providing a runtime_xfail fixture, which is callable as runtime_xfail(), to allow runtime decisions to mark a test

Brian Okken 4 Apr 06, 2022
Parse URLs for DOIs, PubMed identifiers, PMC identifiers, arXiv identifiers, etc.

citation-url Parse URLs for DOIs, PubMed identifiers, PMC identifiers, arXiv identifiers, etc. This module has a single parse() function that takes in

Charles Tapley Hoyt 2 Feb 12, 2022
Customized python validations.

A customized python validations.

Wilfred V. Pine 2 Apr 20, 2022
A Random Password Generator made from Python

Things you need Python Step 1 Download the python file from Releases Step 2 Go to the directory where the python file is and run it Step 3 Type the le

Kavindu Nimsara 3 May 30, 2022
Automatic generator of readmes for git repositories (Includes file' listing)

Readme Generator We are bored of write the same things once and once again. We trust in the comments made inside of our files, and we decided to autom

Natalia Vera Duran 6 Jul 20, 2021
This repository contains scripts that help you validate QR codes.

Validation tools This repository contains scripts that help you validate QR codes. It's hacky, and a warning for Apple Silicon users: the dependencies

Ryan Barrett 8 Mar 01, 2022
Two fast AUC calculation implementations for python

fastauc Two fast AUC calculation implementations for python: python-based is approximately 5X faster than the default sklearn.metrics.roc_auc_score()

Vsevolod Kompantsev 26 Dec 11, 2022