Python Data-analysis-python Resources

pydocstyle - docstring style checker pydocstyle is a static analysis tool for checking compliance with Python docstring conventions. pydocstyle suppor

Pyflakes A simple program which checks Python source files for errors. Pyflakes analyzes programs and detects various errors. It works by parsing the

parso - A Python Parser Parso is a Python parser that supports error recovery and round-trip parsing for different Python versions (in multiple Python

README for Pylint - https://pylint.pycqa.org/ Professional support for pylint is available as part of the Tidelift Subscription. Tidelift gives softwa

pycodestyle (formerly called pep8) - Python style guide checker pycodestyle is a tool to check your Python code against some of the style conventions

Flake8 Flake8 is a wrapper around these tools: PyFlakes pycodestyle Ned Batchelder's McCabe script Flake8 runs all the tools by launching the single f

Mypy: Optional Static Typing for Python Got a question? Join us on Gitter! We don't have a mailing list; but we are always happy to answer questions o

lazydata: scalable data dependencies lazydata is a minimalist library for including data dependencies into Python projects. Problem: Keeping all data

SAP HANA Database Client for Python A pure Python client for the SAP HANA Database based on the SAP HANA Database SQL Command Network Protocol. pyhdb

mongo-connector The mongo-connector project originated as a MongoDB mongo-labs project and is now community-maintained under the custody of YouGov, Pl

psycopg2 - Python-PostgreSQL Database Adapter Psycopg is the most popular PostgreSQL database adapter for the Python programming language. Its main fe

ODMantic Documentation: https://art049.github.io/odmantic/ Asynchronous ODM(Object Document Mapper) for MongoDB based on standard python type hints. I

PugSQL PugSQL is a simple Python interface for using parameterized SQL, in files. See pugsql.org for the documentation. To install: pip install pugsql

DEPOT - File Storage Made Easy DEPOT is a framework for easily storing and serving files in web applications on Python2.6+ and Python3.2+. DEPOT suppo

Neo4j Bolt Driver for Python This repository contains the official Neo4j driver for Python. Each driver release (from 4.0 upwards) is built specifical

AWS Data Wrangler Pandas on AWS Easy integration with Athena, Glue, Redshift, Timestream, QuickSight, Chime, CloudWatchLogs, DynamoDB, EMR, SecretMana

Cloudant Python Client This is the official Cloudant library for Python. Installation and Usage Getting Started API Reference Related Documentation De

Downloads Pony Object-Relational Mapper Pony is an advanced object-relational mapper. The most interesting feature of Pony is its ability to write que

cx_Oracle version 8.2 (Development) cx_Oracle is a Python extension module that enables access to Oracle Database. It conforms to the Python database

PyPika - Python Query Builder Abstract What is PyPika? PyPika is a Python API for building SQL queries. The motivation behind PyPika is to provide a s

pysolr pysolr is a lightweight Python client for Apache Solr. It provides an interface that queries the server and returns results based on the query.

Apache Libcloud - a unified interface for the cloud Apache Libcloud is a Python library which hides differences between different cloud provider APIs

MinIO Python SDK for Amazon S3 Compatible Cloud Storage MinIO Python SDK is Simple Storage Service (aka S3) client to perform bucket and object operat

Py2neo Py2neo is a client library and toolkit for working with Neo4j from within Python applications and from the command line. The library supports b

dataset: databases for lazy people In short, dataset makes reading and writing data in databases as simple as reading and writing JSON files. Read the

Records: SQL for Humans™ Records is a very simple, but powerful, library for making raw SQL queries to most relational databases. Just write SQL. No b

pandas-gbq pandas-gbq is a package providing an interface to the Google BigQuery API from pandas Installation Install latest release version via conda

redis-py-cluster This client provides a client for redis cluster that was added in redis 3.0. This project is a port of redis-rb-cluster by antirez, w

pygsheets - Google Spreadsheets Python API v4 A simple, intuitive library for google sheets which gets your work done. Features: Open, create, delete

PynamoDB A Pythonic interface for Amazon's DynamoDB. DynamoDB is a great NoSQL service provided by Amazon, but the API is verbose. PynamoDB presents y

pyodbc pyodbc is an open source Python module that makes accessing ODBC databases simple. It implements the DB API 2.0 specification but is packed wit

Confluent's Python Client for Apache KafkaTM confluent-kafka-python provides a high-level Producer, Consumer and AdminClient compatible with all Apach

s3transfer - An Amazon S3 Transfer Manager for Python S3transfer is a Python library for managing Amazon S3 transfers. Note This project is not curren

Ibis: Python data analysis framework for Hadoop and SQL engines Service Status Documentation Conda packages PyPI Azure Coverage Ibis is a toolbox to b

mysqlclient This project is a fork of MySQLdb1. This project adds Python 3 support and fixed many bugs. PyPI: https://pypi.org/project/mysqlclient/ Gi

InfluxDB-Python InfluxDB-Python is a client for interacting with InfluxDB. Development of this library is maintained by: Github ID URL @aviau (https:/

Prometheus Python Client The official Python 2 and 3 client for Prometheus. Three Step Demo One: Install the client: pip install prometheus-client Tw

Elasticsearch DSL Elasticsearch DSL is a high-level library whose aim is to help with writing and running queries against Elasticsearch. It is built o

Python Client for Google Cloud Bigtable Google Cloud Bigtable is Google's NoSQL Big Data database service. It's the same database that powers many cor

Azure SDK for Python This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting our public

MongoEngine Info: MongoEngine is an ORM-like layer on top of PyMongo. Repository: https://github.com/MongoEngine/mongoengine Author: Harry Marr (http:

Python Client for Google BigQuery Querying massive datasets can be time consuming and expensive without the right hardware and infrastructure. Google

peewee Peewee is a simple and small ORM. It has few (but expressive) concepts, making it easy to learn and intuitive to use. a small, expressive ORM p

Python Elasticsearch Client Official low-level client for Elasticsearch. Its goal is to provide common ground for all Elasticsearch-related code in Py

Google Cloud Python Client Python idiomatic clients for Google Cloud Platform services. Stability levels The development status classifier on PyPI ind

SQLAlchemy The Python SQL Toolkit and Object Relational Mapper Introduction SQLAlchemy is the Python SQL toolkit and Object Relational Mapper that giv

Boto3 - The AWS SDK for Python Boto3 is the Amazon Web Services (AWS) Software Development Kit (SDK) for Python, which allows Python developers to wri

Toga A Python native, OS native GUI toolkit. Prerequisites Minimum requirements Toga requires Python 3. Python 2 is not supported. If you're on macOS,

(This library is available under a free and permissive license however, if you Enjoy Dear PyGui please consider becoming a Sponsor) Dear PyGui is a si

Flexx Want to stay up-to-date about (changes to) Flexx? Subscribe to the NEWS issue. Introduction Flexx is a pure Python toolkit for creating graphica

Kivy Innovative user interfaces made easy. Kivy is an open source, cross-platform Python framework for the development of applications that make use o

Best-of Web Development with Python 🏆 A ranked list of awesome python libraries for web development. Updated weekly. This curated list contains 540 a

Clint: Python Command-line Interface Tools Clint is a module filled with a set of awesome tools for developing commandline applications. C ommand L in

Typer, build great CLIs. Easy to code. Based on Python type hints. Documentation: https://typer.tiangolo.com Source Code: https://github.com/tiangolo/

Cleo Create beautiful and testable command-line interfaces. Cleo is mostly a higher level wrapper for CliKit, so a lot of the components and utilities

ASCIIMATICS Asciimatics is a package to help people create full-screen text UIs (from interactive forms to ASCII animations) on any platform. It is li

Blessings Coding with Blessings looks like this... from blessings import Terminal t = Terminal() print(t.bold('Hi there!')) print(t.bold_red_on_brig

Introduction This library is mainly for CLI programs that carefully produce output for Terminals, or make pretend to be an emulator. Problem Statement

argcomplete - Bash tab completion for argparse Tab complete all the things! Argcomplete provides easy, extensible command line tab completion of argum

Emoji Emoji for Python. This project was inspired by kyokomi. Example The entire set of Emoji codes as defined by the unicode consortium is supported

Rich 中文 readme • lengua española readme • Läs på svenska Rich is a Python library for rich text and beautiful formatting in the terminal. The Rich API

Colorama Makes ANSI escape character sequences (for producing colored terminal text and cursor positioning) work under MS Windows. PyPI for releases |

Python Prompt Toolkit prompt_toolkit is a library for building powerful interactive command line applications in Python. Read the documentation on rea

$ click_ Click is a Python package for creating beautiful command line interfaces in a composable way with as little code as necessary. It's the "Comm

OmegaConf Description Project Code quality Docs and support OmegaConf is a hierarchical configuration system, with support for merging configurations

dynaconf - Configuration Management for Python. Features Inspired by the 12-factor application guide Settings management (default values, validation,

sh is a full-fledged subprocess replacement for Python 2.6 - 3.8, PyPy and PyPy3 that allows you to call any program as if it were a function: from sh

Pexpect is a Pure Python Expect-like module Pexpect makes Python a better tool for controlling other applications. Pexpect is a pure Python module for

parallel-ssh Asynchronous parallel SSH client library. Run SSH commands over many - hundreds/hundreds of thousands - number of servers asynchronously

--- storm is a command line tool to manage your ssh connections. features adding, editing, deleting, listing, searching across your SSHConfig. command

Author: Pahaz Repo: https://github.com/pahaz/sshtunnel/ Inspired by https://github.com/jmagnusson/bgtunnel, which doesn't work on Windows. See also: h

schedule Python job scheduling for humans. Run Python functions (or any other callable) periodically using a friendly syntax. A simple to use API for

Kubernetes Python Client Python client for the kubernetes API. Installation From source: git clone --recursive https://github.com/kubernetes-client/py

Paramiko Paramiko: Python SSH module Copyright: Copyright (c) 2009 Robey Pointer [email protected] Copyright: Copyright (c) 2020 Jeff Forcier

Docker SDK for Python A Python library for the Docker Engine API. It lets you do anything the docker command does, but from within Python apps – run c

Docker Compose Docker Compose is a tool for running multi-container applications on Docker defined using the Compose file format. A Compose file is us

asn1crypto A fast, pure Python library for parsing and serializing ASN.1 structures. Features Why Another Python ASN.1 Library? Related Crypto Librari

bcrypt Good password hashing for your software and your servers Installation To install bcrypt, simply: $ pip install bcrypt Note that bcrypt should b

Pure Python RSA implementation Python-RSA is a pure-Python RSA implementation. It supports encryption and decryption, signing and verifying signatures

PyCryptodome PyCryptodome is a self-contained Python package of low-level cryptographic primitives. It supports Python 2.7, Python 3.4 and newer, and

pyca/cryptography cryptography is a package which provides cryptographic recipes and primitives to Python developers. Our goal is for it to be your "c

py-filelock This package contains a single module, which implements a platform independent file lock in Python, which provides a simple way of inter-p

scandir, a better directory iterator and faster os.walk() scandir() is a directory iteration function like os.listdir(), except that instead of return

the problem What directory should your app use for storing user data? If running on macOS, you should use: ~/Library/Application Support/AppName If

tzlocal This Python module returns a tzinfo object with the local timezone information under Unix and Windows. It requires either Python 3.9+ or the b

python-holidays A fast, efficient Python library for generating country, province and state specific sets of holidays on the fly. It aims to make dete

pytz Brings the IANA tz database into Python. This library allows accurate and cross platform timezone calculations. pytz contains generated code, and

Python parser for human readable dates Key Features • How To Use • Installation • Common use cases • You may also like... • License Key Features Suppo

Arrow: Better dates & times for Python Arrow is a Python library that offers a sensible and human-friendly approach to creating, manipulating, formatt

Valideer Lightweight data validation and adaptation library for Python. At a Glance: Supports both validation (check if a value is valid) and adaptati

Schematics Python Data Structures for Humans™. About Project documentation: https://schematics.readthedocs.io/en/latest/ Schematics is a Python librar

typical: Python's Typing Toolkit Introduction Typical is a library devoted to runtime analysis, inference, validation, and enforcement of Python types

Validr A simple, fast, extensible python library for data validation. Simple and readable schema 10X faster than jsonschema, 40X faster than schematic

StrictYAML StrictYAML is a type-safe YAML parser that parses and validates a restricted subset of the YAML specification. Priorities: Beautiful API Re

Param Param is a library providing Parameters: Python attributes extended to have features such as type and range checking, dynamically generated valu

validators Python data validation for Humans. Python has all kinds of data validation tools, but every one of them seems to require defining a schema

CONTRIBUTIONS ONLY What does this mean? I do not have time to fix issues myself. The only way fixes or new features will be added is by people submitt

Cerberus Cerberus is a lightweight and extensible data validation library for Python. v = Validator({'name': {'type': 'string'}}) v.validate({

jsonschema jsonschema is an implementation of JSON Schema for Python. from jsonschema import validate # A sample schema, like what we'd get f

pydantic Data validation and settings management using Python type hinting. Fast and extensible, pydantic plays nicely with your linters/IDE/brain. De