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
PostgreSQL database access simplified

Queries: PostgreSQL Simplified Queries is a BSD licensed opinionated wrapper of the psycopg2 library for interacting with PostgreSQL. The popular psyc

Gavin M. Roy 251 Oct 25, 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
google-cloud-bigtable Apache-2google-cloud-bigtable (🥈31 · ⭐ 3.5K) - Google Cloud Bigtable API client library. Apache-2

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

Google APIs 39 Dec 03, 2022
Pysolr — Python Solr client

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.

Haystack Search 626 Dec 01, 2022
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
Query multiple mongoDB database collections easily

leakscoop Perform queries across multiple MongoDB databases and collections, where the field names and the field content structure in each database ma

bagel 5 Jun 24, 2021
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
GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.

GINO - GINO Is Not ORM - is a lightweight asynchronous ORM built on top of SQLAlchemy core for Python asyncio. GINO 1.0 supports only PostgreSQL with

GINO Community 2.5k Dec 27, 2022
Async database support for Python. 🗄

Databases Databases gives you simple asyncio support for a range of databases. It allows you to make queries using the powerful SQLAlchemy Core expres

Encode 3.2k Dec 30, 2022
Toolkit for storing files and attachments in web applications

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

Alessandro Molina 139 Dec 25, 2022
Pure-python PostgreSQL driver

pg-purepy pg-purepy is a pure-Python PostgreSQL wrapper based on the anyio library. A lot of this library was inspired by the pg8000 library. Credits

Lura Skye 11 May 23, 2022
A tool to snapshot sqlite databases you don't own

The core here is my first attempt at a solution of this, combining ideas from browser_history.py and karlicoss/HPI/sqlite.py to create a library/CLI tool to (as safely as possible) copy databases whi

Sean Breckenridge 10 Dec 22, 2022
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 07, 2022
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 pythonic interface to Amazon's DynamoDB

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

2.1k Dec 30, 2022
MongoDB data stream pipeline tools by YouGov (adopted from MongoDB)

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

YouGov 1.9k Jan 04, 2023
Python client for Apache Kafka

Kafka Python client Python client for the Apache Kafka distributed stream processing system. kafka-python is designed to function much like the offici

Dana Powers 5.1k Jan 08, 2023
aiopg is a library for accessing a PostgreSQL database from the asyncio

aiopg aiopg is a library for accessing a PostgreSQL database from the asyncio (PEP-3156/tulip) framework. It wraps asynchronous features of the Psycop

aio-libs 1.3k Jan 03, 2023
Use SQL query in a jupyter notebook!

SQL-query Use SQL query in a jupyter notebook! The table I used can be found on UN Data. Or you can just click the link and download the file undata_s

Chuqin 2 Oct 05, 2022
Sample scripts to show extracting details directly from the AIQUM database

Sample scripts to show extracting details directly from the AIQUM database

1 Nov 19, 2021