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

Related tags

Database Drivers python data-science sql correlation eda pandas data-visualization data-analysis outlier-detection missing-values dataprofiling
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
dask-sql is a distributed SQL query engine in python using Dask

dask-sql is a distributed SQL query engine in Python. It allows you to query and transform your data using a mixture of common SQL operations and Python code and also scale up the calculation easily if you need it.

Nils Braun 271 Dec 30, 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 7, 2022
Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.

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

Friedrich Lindenberg 4.2k Jan 2, 2023
Databank is an easy-to-use Python library for making raw SQL queries in a multi-threaded environment.

Databank Databank is an easy-to-use Python library for making raw SQL queries in a multi-threaded environment. No ORM, no frills. Thread-safe. Only ra

snapADDY GmbH 4 Apr 4, 2022
Anomaly detection on SQL data warehouses and databases

With CueObserve, you can run anomaly detection on data in your SQL data warehouses and databases. Getting Started Install via Docker docker run -p 300

Cuebook 171 Dec 18, 2022
Estoult - a Python toolkit for data mapping with an integrated query builder for SQL databases

Estoult Estoult is a Python toolkit for data mapping with an integrated query builder for SQL databases. It currently supports MySQL, PostgreSQL, and

halcyon[nouveau] 15 Dec 29, 2022
Generate database table diagram from SQL data definition.

sql2diagram Generate database table diagram from SQL data definition. e.g. "CREATE TABLE ..." See Example below How does it works? Analyze the SQL to

django-cas-ng 1 Feb 8, 2022
Simple DDL Parser to parse SQL (HQL, TSQL, AWS Redshift, Snowflake and other dialects) ddl files to json/python dict with full information about columns: types, defaults, primary keys, etc.

Simple DDL Parser Build with ply (lex & yacc in python). A lot of samples in 'tests/. Is it Stable? Yes, library already has about 5000+ usage per day

Iuliia Volkova 95 Jan 5, 2023
A simple python package that perform SQL Server Source Control and Auto Deployment.

deploydb Deploy your database objects automatically when the git branch is updated. Production-ready! ⚙️ Easy-to-use ?? Customizable ?? Installation I

Mert Güvençli 10 Dec 7, 2022
A tiny python web application based on Flask to set, get, expire, delete keys of Redis database easily with direct link at the browser.

First Redis Python (CRUD) A tiny python web application based on Flask to set, get, expire, delete keys of Redis database easily with direct link at t

Max Base 9 Dec 24, 2022