edaSQL is a library to link SQL to Exploratory Data Analysis and further more in the Data Engineering.

Related tags

Database Driverspythondata-sciencesqlcorrelationedapandasdata-visualizationdata-analysisoutlier-detectionmissing-valuesdataprofiling
Overview



SQL Bridge Tool to Exploratory Data Analysis

edaSQL is a library to link SQL to Exploratory Data Analysis and further more in the Data Engineering. This will solve many limitations in the SQL studios available in the market. Use the SQL Query language to get your Table Results.

Installation

Install dependency Packages before installing edaSQL

pip install pyodbc
pip install ipython

Optional dependency for better visualization - Jupyter Notebook

pip install notebook

Now Install using pip . Offical Python Package Here!!

pip install edaSQL

(OR)

Clone this Repository. Run this from the root directory to install

python setup.py install

Documentation

Read the detailed documentation in readthedocs.io (still under the development)

License

The license for edaSQL is MIT license

Need help?

Stuck on your edaSQL code or problem? Any other questions? Don't hestitate to send me an email ([email protected]).

edaSQL Jupyter NoteBook Tutorial

Access the sample Jupyter Notebook here!!

Access the Sample Data Used in this Repo

edaSQL for DataFrame: If you are using the CSV or Excel as a source , Read using the Pandas & start from the 3. Data Overview

Import Packages

import edaSQL
import pandas as pd

1. Connect to the DataBase

edasql = edaSQL.SQL()
edasql.connectToDataBase(server='your server name', 
                         database='your database', 
                         user='username', 
                         password='password',
                         sqlDriver='ODBC Driver 17 for SQL Server')

2. Query Data

sampleQuery = "select  * from INX"
data = pd.read_sql(sampleQuery, edasql.dbConnection)

3. Data Overview

insights =  edaSQL.EDA(dataFrame=data,HTMLDisplay=True)
dataInsights =insights.dataInsights()

deepInsights = insights.deepInsights()

4. Correlation

eda = edaSQL.EDA(dataFrame=data)
eda.pearsonCorrelation()

eda.spearmanCorrelation()

eda.kendallCorrelation()

5. Missing Values

eda.missingValuesPlot(plot ='matrix')

eda.missingValuesPlot(plot ='bar')

eda.missingValuesPlot(plot ='heatmap')

eda.missingValuesPlot(plot ='dendrogram')

6. Outliers

eda.outliersVisualization(plot = 'box')

eda.outliersVisualization(plot = 'scatter')

outliers = eda.getOutliers()

You might also like...
A pandas-like deferred expression system, with first-class SQL support

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

Ibis Project 2.3k Jan 6, 2023
SQL for Humans™
SQL for Humans™

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

Kenneth Reitz 6.9k Jan 7, 2023
SQL for Humans™
SQL for Humans™

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

Ken Reitz 6.9k Jan 3, 2023
PyRemoteSQL is a python SQL client that allows you to connect to your remote server with phpMyAdmin installed.

PyRemoteSQL Python MySQL remote client Basically this is a python SQL client that allows you to connect to your remote server with phpMyAdmin installe

ProbablyX 3 Nov 4, 2022
SQL queries to collections

SQC SQL Queries to Collections Examples from sqc import sqc data = [ {"a": 1, "b": 1}, {"a": 2, "b": 1}, {"a": 3, "b": 2}, ] Simple filte

Alexander Volkovsky 0 Jul 6, 2022
Python script to clone SQL dashboard from one workspace to another

Databricks dashboard clone Unofficial project to allow Databricks SQL dashboard copy from one workspace to another. Resource clone Setup: Create a fil

Quentin Ambard 12 Jan 1, 2023
Some scripts for microsoft SQL server in old version.
Some scripts for microsoft SQL server in old version.

MSSQL_Stuff Some scripts for microsoft SQL server which is in old version. Table of content Overview Usage References Overview These script works when

小离 5 Dec 29, 2022
Making it easy to query APIs via SQL

Shillelagh Shillelagh (ʃɪˈleɪlɪ) is an implementation of the Python DB API 2.0 based on SQLite (using the APSW library): from shillelagh.backends.apsw

Beto Dealmeida 207 Dec 30, 2022
Simplest SQL mapper in Python, probably

SQL MAPPER Basically what it does is: it executes some SQL thru a database connector you fed it, maps it to some model and gives to u. Also it can cre

null 2 Nov 7, 2022
Releases(pypi)

  • pypi(Nov 6, 2021)

    This is the initial release of this package and is stable with LTS.

    What's Changed

    • Update index.rst by @selva221724 in https://github.com/selva221724/edaSQL/pull/1

    New Contributors

    • @selva221724 made their first contribution in https://github.com/selva221724/edaSQL/pull/1

    Full Changelog: https://github.com/selva221724/edaSQL/commits/pypi

    Source code(tar.gz)
    Source code(zip)
Owner
Tamil Selvan
The concept of ‘Time’ is a powerful inspiration to me because of two people, one who likes time and other who doesn’t like, namely Stephen Hawking and Edison
Tamil Selvan
GitHub Repository
edaSQL is a library to link SQL to Exploratory Data Analysis and further more in the Data Engineering.

edaSQL is a python library to bridge the SQL with Exploratory Data Analysis where you can connect to the Database and insert the queries. The query results can be passed to the EDA tool which can giv

Tamil Selvan 8 Dec 12, 2022
Python script to clone SQL dashboard from one workspace to another

Databricks dashboard clone Unofficial project to allow Databricks SQL dashboard copy from one workspace to another. Resource clone Setup: Create a fil

Quentin Ambard 12 Jan 01, 2023
Baserow is an open source no-code database tool and Airtable alternative

Baserow is an open source no-code database tool and Airtable alternative

1.3k Jan 01, 2023
PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects the resulting query. PyPika excels at all sorts of SQL queries but is especially useful for data analysis.

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

KAYAK 1.9k Jan 04, 2023
Records is a very simple, but powerful, library for making raw SQL queries to most relational databases.

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

Kenneth Reitz 6.9k Jan 03, 2023
High level Python client for Elasticsearch

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

elastic 3.6k Jan 03, 2023
Redis client for Python asyncio (PEP 3156)

Redis client for Python asyncio. Redis client for the PEP 3156 Python event loop. This Redis library is a completely asynchronous, non-blocking client

Jonathan Slenders 554 Dec 04, 2022
A Python library for Cloudant and CouchDB

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

Cloudant 162 Dec 19, 2022
DBMS Mini-project: Recruitment Management System

# Hire-ME DBMS Mini-project: Recruitment Management System. 💫 ✨ Features Python + MYSQL using mysql.connector library Recruiter and Client Panel Beau

Karan Gandhi 35 Dec 23, 2022
SAP HANA Connector in pure Python

SAP HANA Database Client for Python Important Notice This public repository is read-only and no longer maintained. The active maintained alternative i

SAP Archive 299 Nov 20, 2022
Python cluster client for the official redis cluster. Redis 3.0+.

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

Grokzen 1.1k Jan 05, 2023
This is a repository for a task assigned to me by Bilateral solutions!

Processing-Files-using-MySQL This is a repository for a task assigned to me by Bilateral solutions! Task: Make Folders named Processing,queue and proc

Kandal Khandeka 1 Nov 07, 2022
SpyQL - SQL with Python in the middle

SpyQL SQL with Python in the middle Concept SpyQL is a query language that combines: the simplicity and structure of SQL with the power and readabilit

Daniel Moura 853 Dec 30, 2022
A framework based on tornado for easier development, scaling up and maintenance

turbo 中文文档 Turbo is a framework for fast building web site and RESTFul api, based on tornado. Easily scale up and maintain Rapid development for RESTF

133 Dec 06, 2022
MariaDB connector using python and flask

MariaDB connector using python and flask This should work with flask and to be deployed on docker. Setting up stuff 1. Docker build and run docker bui

Bayangmbe Mounmo 1 Jan 11, 2022
MinIO Client SDK for Python

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

High Performance, Kubernetes Native Object Storage 582 Dec 28, 2022
Prometheus instrumentation library for Python applications

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

Prometheus 3.2k Jan 07, 2023
SQL for Humans™

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

Kenneth Reitz 6.9k Jan 07, 2023
SAP HANA Connector in pure Python

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

SAP 299 Nov 20, 2022
dbd is a database prototyping tool that enables data analysts and engineers to quickly load and transform data in SQL databases.

dbd: database prototyping tool dbd is a database prototyping tool that enables data analysts and engineers to quickly load and transform data in SQL d

Zdenek Svoboda 47 Dec 07, 2022