Saravanan666/pypi-org huggingface dataset:
Package: ggenerator
# GGenerator
[![Travis Build Status](https://travis-ci.com/Datenworks/ggenerator.svg?branch=master)](https://travis-ci.com/Datenworks/ggenerator)## What is it?GGeneratoris a command line interface that generates randomic data for tests purposes. It aims to be a easy client for programmers, data scientists, data analysts and data engineers to create a huge amount of data with a variety of complex data using JSON specification and a few commands on terminal.## RequirementsYou need Python 3.7 or later and [pip](https://github.com/pypa/pip) to install and runggeneratoras a command line tool.## How to installA easy way to installggeneratorcli is to use [pip](https://github.com/pypa/pip):`bash pip install ggenerator `After that you just have to learn how to use it.## How to use itIf you do have a specification file, you just follow the next steps:`bash ggenerator generate--spec/file/path/example.json `If you dont, [click here](https://github.com/datenworks/ggenerator/wiki) and learn how to create a specification.### MAC OS X Users
If you use MAC OS X, you need to setup two environment variables, for GGENERATOR be able to get your default language system`bash exportLC_ALL=en_US.UTF-8exportLANG=en_US.UTF-8`## How to build itYou want to use the develop version or something like that?Here you will have instruction of how to build this command line interface and have it ready for use.The first thing you have to do is clone this repository:`bash git clone git@github.com:Datenworks/ggenerator.git `Now, you will need to create a virtualenv and install all the requirements. If you have [pipenv](https://github.com/pypa/pipenv) installed:`bash pipenv install--dev`If you dont have pipenv, you can learn how to install it by going to pipenv repository:https://github.com/pypa/pipenvAfter that you can make your updates and fixes, so when you’re ready execute:` pipenv run python setup.py build pipenv run python setup.py install `Done, now you have built a new ggenerator client on your OS.## License[MIT](LICENSE)## ContributeWe dont have it organized yet, but as soon as possible you will be able to contribute.
Package: ggetrs
ggetrsIntroductionWhat isggetrs?ggetrsis a free, open-source command-line tool that enables efficient querying
of genomic databases.
It consists of a collection of separate but interoperable modules, each designed
to facilitate one type of database querying in a single line of code.This is a rust reimplentation of the original python-based programggetand was rewritten to take advantage
of rust's powerful HTTP and asynchronous functionality for a faster user experience.There are some minor syntactic changes between function calls from the originalggetand a description for each tool is provided on themodules page.InstallationThe command line tool is distributed viacrates.ioand can be installed via the rust package manager cargo.cargoinstallggetrsAlternative installation instructions as well as the python module installation
can be found on theinstall page.DocumentationCommand Line and PythonAll usage and function documentation for the command line and python utilities
can be found on theggetrs homepage.Rustggetrsis implemented as a rust library as well as a standalone binary so all
documentation for API calls and Data Structures can be found ondocs.rs.ContributingThis project is intended to be open-source and contributions are very welcome!If you are new to rust or open source in general but still want to contribute
please don't hesitate to reach out!
I would be more than happy to help guide you through building your first module.All new additions must pass and follow current testing standards.FAQWhat makes this different thangget?ggetrstakes advantage of rust's powerful powerful asynchronous features
and lets you perform a large numbers of HTTP requests without increasing wait times.Since it is a compiled program as well there is no start-up time between commands
and you can run your favorite tool in afor loopwith no overhead.Howeverggetrsstays true to the originalggetmindset and tries to make usage
as simple as possible no matter the interface (from python to CLI).Does this have functions thatggetdoesn't?We're working on having both tools mirror functionality - but currently this includes theChemblbioactivity database,
more endpoints from theEnsembl API,
and direct queries toNCBIandUniprot.Doesggethave functions thatggetrsdoes not?ggetrswill likely not support theggetrs muscleandggetrs alphafoldfunctionalities for the time being.
The reasoning being that these are wrappers around existing binaries
and not HTTP requests.Do I need to know rust to use this tool?This tool is written fully in rust - but allows for a python interface usingpyo3.
Currently not all tools have a python API - but they are planned to be
implemented eventually.All of the currently supportedggetmodules have their python API implemented.
Package: gggdtparser
gggdtparser通用时间解析器(General General General DateTime Parser)
，是基于Python编写的字符串时间抽取解析工具,经过了众多测试用例进行测试，具有通用、高效、准确的解析能力。项目背景在日常开发中，特别是爬虫采集时，来自各种语言、各种格式、语义化话的字符串时间，对其解析非常复杂繁琐。通用的字符串解析需要考虑的情况很多，既要尽可能多地满足各类字符串时间格式，还需对解析出的结果的准确有很高要求。Python中各类解析库，在解析前的要求很高，只能解析无噪声的字符串时间，极为不方便。项目原理采用正则的方式完成对时间的抽取，进一步对抽取到的时间进行解析，即抽取和解析一体，用户给与的时间文本可以有很多非时间内容，使得解析更加便捷。对语义话时间进行计算，对其他语言进行支持。使用正则规则，后续增加特殊时间格式较为方便。项目特色模糊抽取解析解析速度快支持自定义解析规则使用方法安装pip install gggdtparser使用import gggdtparser
parse_dt = gggdtparser.parse("发布：2022/02/02 02:02:02，来源：xxx网")
print(parse_dt)  # 2022-02-02 02:02:02测试import datetime
import gggdtparser
parse_dt = gggdtparser.parse("发布：2022/02/02 02:02:02，来源：xxx网")
is_right = gggdtparser.check(parse_dt, datetime.datetime(year=2022, month=2, day=2, hour=2, minute=2, second=2))
print(is_right)  # True使用案例详细案例参考dtformat.md中支持的格式。参考test.py中的测试案例。特色案例语义时间的支持il y a 26 minutes
   il y a 1 heure
   Publié aujourd’hui à 10h34, modifié à 10h39
   23分鐘前
   ......允许噪音发布于：2023/2/20
   Hoje Macau - 4 Abr 2023 
   2023年04月10日 07:46　来源：新闻网
   ......支持多种语言31 март 2023  # 俄语
   31 de marzo de 2023  # 西班牙语
   27 Fev 2023  # 卡拜尔语
   ......指定formats解析importgggdtparserdt=gggdtparser.parse("2023-02-20",format_list=["%Y-%m-%d"])print(dt)指定正则解析正则使用有名分组形式，对应关系如下：关键词含义示例Y年(?P<Y>\d{4})年m月(?P<m >\d{1,2})月d日(?P<d>\d{1,2})日H时(?P<H>\d{1,2})时M分(?P<M>\d{1,2})分S秒(?P<S>\d{1,2})秒bY在...年前(?P<bY>\d+)\s*(年)\s*(前)bm在...月前(?P<bm>\d+)\s*(月)\s*(前)bd在...日前(?P<bd>\d+)\s*(天)\s*(前)bH在...时前(?P<bH>\d+)\s*(小时)\s*(前)bM在...分前(?P<bM>\d+)\s*(分钟)\s*(前)bS在...秒前(?P<bS>\d+)\s*(秒)\s*(前)ba在...星期前(?P<ba>\d+)\s*(周)\s*(前)wY在...年内(?P<wY>\d+)\s*(年)\s*(内)wm在...月内(?P<wm>\d+)\s*(月)\s*(内)wd在...日内(?P<wd>\d+)\s*(天)\s*(内)wH在...时内(?P<wH>\d+)\s*(小时)\s*(内)wM在...分内(?P<wM>\d+)\s*(分钟)\s*(内)wS在...秒内(?P<wS>\d+)\s*(秒)\s*(内)wa在...星期内(?P<wa>\d+)\s*(周)\s*(内)aY在...年后(?P<wY>\d+)\s*(年)\s*(后)am在...月后(?P<wm>\d+)\s*(月)\s*(后)ad在...日后(?P<wd>\d+)\s*(天)\s*(后)aH在...时后(?P<wH>\d+)\s*(小时)\s*(后)aM在...分后(?P<wM>\d+)\s*(分钟)\s*(后)aS在...秒后(?P<wS>\d+)\s*(秒)\s*(后)aa在...星期后(?P<wa>\d+)\s*(周)\s*(后)sd今天/昨天/前天/刚刚(?P<sd>前天)apm上午下午(?P<apm>am)示例如下：importgggdtparserdt=gggdtparser.parse("2023-02-20",regex_list=[r"(?P<Y>\d{4})(?P<m>\d{2})(?P<d>\d{2})"])print(dt)自定义翻译importgggdtparserdeftranslate(s):# 翻译return""dt=gggdtparser.parse("xxx",translate_func=translate)print(dt)时间范围解析importdatetimefromgggdtparserimportparse_frameprint(parse_frame('2022年10月1日至2023年10月1日',regex_list=[None,('(?P<am>\d+)\s*(个)?月',)],base_datetime=datetime.datetime(year=2023,month=1,day=1)))print(parse_frame('10个月',regex_list=[None,('(?P<am>\d+)\s*(个)?月',)],base_datetime=datetime.datetime(year=2023,month=1,day=1)))待完善兼容更多语言对时区的解析关于作者邮箱：1194542196@qq.com微信：hu1194542196目前对常见的时间格式解析支持比较全，但是一些特殊的时间格式和其他语言的支持不够完善，如果遇到解析bug
或不能解析的时间格式，可以私信作者，你们的提供越多，本库才能更完善。
Package: gggifcheck
gggifcheck通用条目字段检查(General General General Item Field Check)
，是基于Python编写通用检查工具，适应于各种场景的使用，只需要略微进行适配。使用方法安装pip install gggifcheck使用CheckFieldfromgggifcheck.fieldsimportStringCheckField# 方式1s=StringCheckField(key='s',value='aa',min_length=1,max_length=2,contains=['a'],excludes=['b'])print(s.value)# 方式2s=StringCheckField(min_length=1,max_length=2,contains=['a'],excludes=['b'])s.input('s','aa')print(s.value)使用CheckItemfromgggifcheckimportfields,itemsclassTestCheckItem(items.CheckItem):a=fields.StringCheckField(min_length=1,max_length=2,contains=['a'],excludes=['b'])b=fields.StringCheckField(min_length=1,max_length=2,contains=['a'],excludes=['c'])item=TestCheckItem()item['a']='aa'item['b']='ab'print(dict(item))使用案例结合scrapy# 对scrapy Item进行改写importscrapyfromgggifcheckimportfieldsfromgggifcheck.itemsimportCheckItemclassScrapyCheckItem(scrapy.Item,CheckItem):def__init__(self,*args,**kwargs):self._values={}self._base_values={}self._checked=Falseifargsorkwargs:fork,vindict(*args,**kwargs).items():self[k]=vdef__getitem__(self,key):ifkeyinself.fieldsandkeynotinself._values:value=Noneforfield1,field2inself.relate_process_default:value=self[field2]breakself[key]=valuereturnself._values[key]def__setitem__(self,key,value):ifkeyinself.fields:self._base_values[key]=valuefield=self.fields[key]check_field=field.get('check_field')ifisinstance(check_field,fields.CheckField):fe=check_field.from_instance()fe.input(key,value)self._values[key]=fe.valueelse:self._values[key]=valueelse:raiseKeyError(f"{self.__class__.__name__}does not support field:{key}")def__setattr__(self,name,value):ifname.startswith('_'):self.__dict__[name]=valueelse:raiseAttributeError(f"Use item[{name!r}] ={value!r}to set field value")defkeys(self):ifnotself._checked:# 默认只检查一次，无论是否检查异常self._checked=Trueself._process_and_check()_=[self[field]forfieldinself.fields]returnself._values.keys()defchecked(self,_checked):self._checked=_checked# 示例classPostItem(ScrapyCheckItem):id=scrapy.Field(check_field=fields.MD5CheckField(nullable=False))channel=scrapy.Field(check_field=fields.IntegerCheckField(nullable=False,min_value=1,max_value=6))item=PostItem()item['id']='81dc9bdb52d04dc20036dbd8313ed055'item['channel']=1print(dict(item))关于作者邮箱：1194542196@qq.com微信：hu1194542196目前还需要很多需要改进的地方，可以私信作者，你们的提供越多，本库才能更完善。
Package: gglconsole
GGLConsoleGGLConsole provides you the command line interface for websearch by Google / Bing.🇯🇵日本語のREADMEはこちらInstallation$pipinstallgglconsoleBrowser modeInput the keywords you want to search as arguments ofgglcommand. The result will be shown in browser.$gglpythonlinebotIf you want to search by Bing or Qiita, usebingorqiitacommand.$bingpythonlinebot
$qiitapythonlinebotConsole modeTo enable console mode, configure API credentials by calling with--console.$ggl--console
GoogleAPIkey:[YOURAPIKEY]Replaceggltobingorqiitato configure other services.
Use--browserif you want to switch back to browser mode.After configuration, input keywords as same as browser mode.$gglpythonlinebot10 results will be shown on console.Input enter if you want to retrieve more results.Input index number(s) to show the website on browser. You can input multiple indexes devided by space.How to get API keysGoogle: Enable Custom Search API on Cloud Console or visithttps://developers.google.com/custom-search/v1/introductionand pressGet a Keybutton to get a free trial API Key(limited 100 requests/day). If you want to use your own search engine visithttps://cse.google.com/cse/allto create and getcx, and set it as the value ofgoogle_cxin configuration file. (Optional)Bing: Create Bing Search V7 on Azure Portalhttps://portal.azure.com/#create/Microsoft.BingSearchLevelS6is suitable for this use case.Qiita: Create personal access token athttps://qiita.com/settings/applicationsConfigurationUse--configto show the path to configuration file. Open this file with your text editor to change configuration.$ggl--configsearch_engine_class: Name of default search engine (GoogleEngine)prompt: Prompt message to input keywords (何について調べますか？🐬)show_banner: Show banner or not (true)config_command: Option to show the path to configuration file (--config)exit_on_end: Exit after process 1 query (false)exit_on_ctrlc: Exit by Ctrl+C (true)exit_commands: Commands to exit ([exit, quit, \q])index_delimiter: Delimiter of index numbers (" ")count: Numbers of results to show by 1 query. (10)browser_target: The window to show the website. 0:default | 1:new window | 2:new tab (0)use_api: False for browser mode, True for console mode. (false)title_style: rich styles for title of search result. (bold bright_white)link_style: rich styles for link of search result. (blue underline)snippet_style: rich styles for snippet of search result. (white)
Package: gg-lib
gg : A library for terminal based games.GGis a library for creating terminal based games in python.
Complete with an abstraction over handling the terminal, you can decalare objects
and place then anywhere over the terminal area. There is a complete sample of a brick
breaker game provided. However this does not rely on any curses implementation, so some features may be missing.Major classesThe following interfaces have been created.Sceneclass helps to abstract a layout
as it maintains ownership of all the objects. A typical usage for aScenemight be analogous to
that of a level. The Base class that can be added to aSceneis that ofEntity.DocumentationColorThe Color class support256*256*256color values.SceneTheScenebase class acts as a controller for all the objects to be displayed on a screen.
A game may contain multiple scenes, Eg. One for the HUD and one for the actual gameplay. Scenes may overlap.SurfaceTheSurfaceclass refers to a rectangle to be blitted onto the screenSpriteTheSpriteclass contstrains theSurfaceclass with a predefined sprite layer for each of the characters.InstallationUse pip to installpipinstallgg-abakfja
Package: gglsbl3
Python 3 client library for the Google Safe Browsing API (v3)
The source code for this library can be foundhere on github.comPlease note that this ProgramonlysupportsPython 3.While the code was developed according to officialDevelopers
Guide,
this isnota reference implementation and is not connected with
google in any way. You also may want to checkAcceptable Use
Policyfor Safe Browsing API.Quick startFirst, get your Google API fromhereand then download then download this library (when not installing with pip)Installingpython setup.py installAlternatively, you can also install this library with pip by running:pip install gglsbl3Syncing the local hash cachefrom gglsbl3 import SafeBrowsingList
sbl = SafeBrowsingList('GOOGLE SAFE BROWSING V3 API KEY HERE')
sbl.update_hash_prefix_cache()Please note that a first run it may take up to several hours to complete the sync,
you may also have to run it several times to fully sync the databaseURL lookupfrom gglsbl3 import SafeBrowsingList
sbl = SafeBrowsingList('API KEY GOES HERE')
sbl.lookup_url('http://github.com/')This will return a list of matched Safe Browsing lists, e.g.['goog-malware-shavar']CLI Toolscripts/gglsbl_client.pycan be used for quick testing and as a code example.
To sync local cache with Safe Browsing API omittingAcceptable Use Policydelays (which is not recommended!)gglsbl_client.py --api-key 'API KEY GOES HERE' --onetimeTo look up an URLgglsbl_client.py --api-key 'API KEY GOES HERE' --check-url http://github.com/Fore more options please seegglsbl_client.py --help
Package: gglsbl-rest-client
python client for gglsbl-rest serviceThis is a simple python client wrapper for thegglsbl-restservice.Installationpip install gglsbl-rest-clientThe gglsbl-rest-client CLI scriptWhen installed, a commannd line script named 'gglsbl-rest-client' is supplied that can be used to query yourgglsbl-restservice.
The default configuration file assumes you have the service running on local host. If you do not, the script checks the following locations for config files and overrides previous entries:/<local-dir>/etc/config.ini/etc/gglsbl-rest/config.ini~/<current-user>/.config/gglsbl-rest.ini$ gglsbl-rest-client.py -h
usage: gglsbl-rest-client.py [-h] [-d] [-rh REMOTE_HOST] [-p PORT] [-cs]
                             [-l LOOKUP_URL] [--ignore-proxy]

A client for querying MLSec gglsbl-rest Services
(https://github.com/mlsecproject)

optional arguments:
  -h, --help            show this help message and exit
  -d, --debug           set logging to DEBUG
  -rh REMOTE_HOST, --remote-host REMOTE_HOST
                        the hostname or IP address where the service is
                        listening. Default is localhost.
  -p PORT, --port PORT  the port the service is listening on. Default: 5000
  -cs, --check-status   Check the status of the service
  -l LOOKUP_URL, --lookup-url LOOKUP_URL
                        the url to lookup
  --ignore-proxy        ignore system proxy. On by default.ExamplesURL Lookup$ gglsbl-rest-client.py -l 'http://testsafebrowsing.appspot.com/apiv4/ANY_PLATFORM/SOCIAL_ENGINEERING/URL/'
{'matches': [{'platform': 'ANY_PLATFORM',
              'threat': 'SOCIAL_ENGINEERING',
              'threat_entry': 'URL'},
             {'platform': 'WINDOWS',
              'threat': 'SOCIAL_ENGINEERING',
              'threat_entry': 'URL'},
             {'platform': 'LINUX',
              'threat': 'SOCIAL_ENGINEERING',
              'threat_entry': 'URL'},
             {'platform': 'OSX',
              'threat': 'SOCIAL_ENGINEERING',
              'threat_entry': 'URL'},
             {'platform': 'ALL_PLATFORMS',
              'threat': 'SOCIAL_ENGINEERING',
              'threat_entry': 'URL'},
             {'platform': 'CHROME',
              'threat': 'SOCIAL_ENGINEERING',
              'threat_entry': 'URL'}],
 'url': 'http://testsafebrowsing.appspot.com/apiv4/ANY_PLATFORM/SOCIAL_ENGINEERING/URL/'}Status Check$ gglsbl-rest-client.py -cs
{'alternatives': [{'active': True,
                   'ctime': '2019-10-01T18:15:44+0000',
                   'mtime': '2019-10-01T18:15:44+0000',
                   'name': '/home/gglsbl/db/sqlite.db',
                   'size': 1389404160}],
 'environment': 'prod'}OR$ gglsbl-rest-client.py 
No arguments specified. Printing client info and service status.

GGLSBL_Rest_Service_Client
	Lookup URL: http://127.0.0.1:5000/gglsbl/lookup/
	Status URL: http://127.0.0.1:5000/gglsbl/status


GGLSBL Service status:
{'alternatives': [{'active': True,
                   'ctime': '2019-10-01T18:15:44+0000',
                   'mtime': '2019-10-01T18:15:44+0000',
                   'name': '/home/gglsbl/db/sqlite.db',
                   'size': 1389404160}],
 'environment': 'prod'}
Package: ggmail
GGmailManage mail account using python, forget about imap and just code what you supposed to do.HelpSeedocumentationfor more details.InstallInstall usingpip install ggmail.A Simple ExamplefromggmailimportAccount,Googlefromggmail.policyimportfrom_contains,flaggedauthentication=Google(username="ggmail@gmail.com",password="secret")withAccount(authentication=authentication)asaccount:inbox=account.inbox()mailbox=account.create_mailbox("Favorite")policy=from_contains("from@gmail.com")+flaggedmessages=inbox.search(policy)formessageinmessages:message.copy(mailbox)Additional InformationWhy not use imbox instead ?https://github.com/martinrusev/imboxis less high level than ggmail. I wanted something even more human than imbox.Why not use gmail instead ?https://github.com/charlierguo/gmailseems to be dead.You don't support my mail provider ?You can raise an issue and I will add it.
Package: ggml-python
Python bindings forggmlPython bindings for theggmltensor library for machine learning.⚠️ Neither this project norggmlcurrently guarantee backwards-compatibility, if you are using this library in other applications I strongly recommend pinning to specific releases in yourrequirements.txtfile.DocumentationGetting StartedAPI ReferenceExamplesInstallationRequirementsPython 3.7+C compiler (gcc, clang, msvc, etc)You can installggml-pythonusingpip:pipinstallggml-pythonThis will compile ggml using cmake which requires a c compiler installed on your system.
To build ggml with specific features (ie. OpenBLAS, GPU Support, etc) you can pass specific flags through theCMAKE_ARGSenvironment variable. For example to install ggml-python with cuBLAS support you can run:CMAKE_ARGS="-DGGML_CUBLAS=ON"pipinstallggml-pythonOptionsOptionDescriptionDefaultGGML_CUBLASEnable cuBLAS supportOFFGGML_CLBLASTEnable CLBlast supportOFFGGML_OPENBLASEnable OpenBLAS supportOFFGGML_METALEnable Metal supportOFFUsageimportggmlimportctypes# Allocate a new context with 16 MB of memoryparams=ggml.ggml_init_params(mem_size=16*1024*1024,mem_buffer=None)ctx=ggml.ggml_init(params)# Instantiate tensorsx=ggml.ggml_new_tensor_1d(ctx,ggml.GGML_TYPE_F32,1)a=ggml.ggml_new_tensor_1d(ctx,ggml.GGML_TYPE_F32,1)b=ggml.ggml_new_tensor_1d(ctx,ggml.GGML_TYPE_F32,1)# Use ggml operations to build a computational graphx2=ggml.ggml_mul(ctx,x,x)f=ggml.ggml_add(ctx,ggml.ggml_mul(ctx,a,x2),b)gf=ggml.ggml_new_graph(ctx)ggml.ggml_build_forward_expand(gf,f)# Set the input valuesggml.ggml_set_f32(x,2.0)ggml.ggml_set_f32(a,3.0)ggml.ggml_set_f32(b,4.0)# Compute the graphggml.ggml_graph_compute_with_ctx(ctx,gf,1)# Get the output valueoutput=ggml.ggml_get_f32_1d(f,0)assertoutput==16.0# Free the contextggml.ggml_free(ctx)TroubleshootingIf you are having trouble installingggml-pythonor activating specific features please try to install it with the--verboseand--no-cache-dirflags to get more information about any issues:[options]pipinstallggml-python--verbose--no-cache-dir--force-reinstall--upgradeLicenseThis project is licensed under the terms of the MIT license.
Package: ggmpc
ggmpcThis is an implementation of MPC threshold signatures for both ECDSA and EdDSA.
The ECDSA implementation is based onFast Multiparty Threshold ECDSA with Fast
Trustless Setup. The EdDSA implementation is based onProvably Secure Distributed Schnorr Signatures and a (t,n)
Threshold Scheme for Implicit Certificates.InstallationPIP$pip3installggmpcBuilding from source$sudoapt-getinstallgit
$gitclonehttps://github.com/johnoliverdriscoll/py-ggmpc
$cdpy-ggmpc
$pip3install.
$python3-munittest-vUsagePython packageRead the automatically generateddocumentationandunit tests.Command lineThis project includes a command line utility that can perform all features.
Examples of complete end-to-end key generation and signing flows using the
command line utility can be found in theTESTINGdocument.
Package: ggoogle
# python-ggooglesimple cli utility to search from terminal*
private mode works only with firefox yet
*### installation
- install [geckodriver](https://github.com/mozilla/geckodriver/releases) to $PATH
- run`pip install selenium ggoogle`- add`~/.local/bin`to $PATH
or
- run`sudo ln-s/home/$USER/.local/bin/g/usr/sbin/g`*
### usage
- ```g some query``` will open new firefox tab with ‘some query’ in google search
- ```g -p some query``` will do same but in private tab
- ```g``` will open google search page
*
Package: ggplot
What is it?ggplotis a Python implementation of the grammar of graphics. It is
not intended to be a feature-for-feature port of`ggplot2 for R<https://github.com/hadley/ggplot2>`__–though there
is much greatness inggplot2, the Python world could stand to
benefit from it. So therewill be feature overlap, but not
neccessarily mimicry (after all, R is a little weird).You can do cool things like this:ggplot(diamonds,aes(x='price',color='clarity'))+\geom_density()+\scale_color_brewer(type='div',palette=7)+\facet_wrap('cut')Installation$pipinstall-Uggplot# or$condainstall-cconda-forgeggplot# orpipinstallgit+https://github.com/yhat/ggplot.gitExamplesExamples are the best way to learn. There is a Jupyter Notebook full of
them. There are also notebooks that show how to do particular things
with ggplot (i.e.make a scatter
plotormake a
histogram).docsgalleryvarious examplesWhat happened to the old version that didn’t work?It’s gone–the windows, the doors,everything. Just
kidding,you can find it
here, though I’m not
sure why you’d want to look at it. The data grouping and manipulation
bits were re-written (so they actually worked) with things like facets
in mind.ContributingThanks to all of the ggplotcontributors! See`contributing.md <./contributing.md>`__.