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
Networkx with neo4j back-end

Dump networkx graph into nodes/relations TSV from neo4jnx.tsv import graph_to_tsv g = pklload('indranet_dir_graph.pkl') graph_to_tsv(g, 'docker/nodes.

Benjamin M. Gyori 1 Oct 27, 2021
Implicit hierarchical a posteriori error estimates in FEniCSx

FEniCSx Error Estimation (FEniCSx-EE) Description FEniCSx-EE is an open source library showing how various error estimation strategies can be implemen

Jack S. Hale 1 Dec 08, 2021
Find unused resource keys in properties files in a Salesforce Commerce Cloud project and get rid of them.

Find Unused Resource Keys Find unused resource keys in properties files in a Salesforce Commerce Cloud project and get rid of them. It looks through a

NoÃŦl 5 Jan 08, 2022
Dynamic key remapper for Wayland Window System, especially for Sway

wayremap Dynamic keyboard remapper for Wayland. It works on both X Window Manager and Wayland, but focused on Wayland as it intercepts evdev input and

Kay Gosho 50 Nov 29, 2022
A collection of utility functions to prototype geometry processing research in python

gpytoolbox This repo is a work in progress and contains general utility functions I have needed to code while trying to work on geometry process resea

Silvia SellÃĄn 73 Jan 06, 2023
Protect your eyes from eye strain using this simple and beautiful, yet extensible break reminder

Protect your eyes from eye strain using this simple and beautiful, yet extensible break reminder

Gobinath 1.2k Jan 01, 2023
Keval allows you to call arbitrary Windows kernel-mode functions from user mode, even (and primarily) on another machine.

Keval Keval allows you to call arbitrary Windows kernel-mode functions from user mode, even (and primarily) on another machine. The user mode portion

42 Dec 17, 2022
WindowsDebloat - Windows Debloat with python

Windows Debloat 🗑ïļ Quickly and easily configure Windows 10. Disclaimer I am NOT

1 Mar 26, 2022
Simple RGB to HEX game made in python

Simple RGB to HEX game made in python

5 Aug 26, 2022
A simple dork generator written in python that outputs dorks with the domain extensions you enter

Dork Gen A simple dork generator written in python that outputs dorks with the domain extensions you enter in a ".txt file". Usage The code is pretty

Z3NToX 4 Oct 30, 2022
This tool lets you perform some quick tasks for CTFs and Pentesting.

This tool lets you convert strings and numbers between number bases (2, 8, 10 and 16) as well as ASCII text. You can use the IP address analyzer to find out details on IPv4 and perform abbreviation a

Ayomide Ayodele-Soyebo 1 Jul 16, 2022
NFT-Generator is the best way to generate thousands of NFTs quick and easily with Python.

NFT-Generator is the best way to generate thousands of NFTs quick and easily with Python. Just add your files, set your configuration and run the scri

78 Dec 27, 2022
Python type-checker written in Rust

pravda Python type-checker written in Rust Features Fully typed with annotations and checked with mypy, PEP561 compatible Add yours! Installation pip

wemake.services 31 Oct 21, 2022
Dependency Injector is a dependency injection framework for Python.

What is Dependency Injector? Dependency Injector is a dependency injection framework for Python. It helps implementing the dependency injection princi

ETS Labs 2.6k Jan 04, 2023
A fancy and practical functional tools

Funcy A collection of fancy functional tools focused on practicality. Inspired by clojure, underscore and my own abstractions. Keep reading to get an

Alexander Schepanovski 2.9k Jan 07, 2023
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
Color getter (including method to get random color or complementary color) made out of Python

python-color-getter Color getter (including method to get random color or complementary color) made out of Python Setup pip3 install git+https://githu

Jung Gyu Yoon 2 Sep 17, 2022
Export watched content from Tautulli to the Letterboxd CSV Import Format

Export watched content from Tautulli to the Letterboxd CSV Import Format

Evan J 5 Aug 31, 2022
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 BlackJack simulator in Python to simulate thousands or millions of hands using different strategies.

BlackJack Simulator (in Python) A BlackJack simulator to play any number of hands using different strategies The Rules To keep the code relatively sim

Hamid 4 Jun 24, 2022