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
New generation PostgreSQL database adapter for the Python programming language

Psycopg 3 -- PostgreSQL database adapter for Python Psycopg 3 is a modern implementation of a PostgreSQL adapter for Python. Installation Quick versio

The Psycopg Team 880 Jan 08, 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
A CRUD and REST api with mongodb atlas.

Movies_api A CRUD and REST api with mongodb atlas. Setup First import all the python dependencies in your virtual environment or globally by the follo

Pratyush Kongalla 0 Nov 09, 2022
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
The Database Toolkit for Python

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

SQLAlchemy 6.5k Jan 01, 2023
A fast unobtrusive MongoDB ODM for Python.

MongoFrames MongoFrames is a fast unobtrusive MongoDB ODM for Python designed to fit into a workflow not dictate one. Documentation is available at Mo

getme 45 Jun 01, 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

2 Nov 07, 2022
TileDB-Py is a Python interface to the TileDB Storage Engine.

TileDB-Py TileDB-Py is a Python interface to the TileDB Storage Engine. Quick Links Installation Build Instructions TileDB Documentation Python API re

TileDB, Inc. 149 Nov 28, 2022
A simple wrapper to make a flat file drop in raplacement for mongodb out of TinyDB

Purpose A simple wrapper to make a drop in replacement for mongodb out of tinydb. This module is an attempt to add an interface familiar to those curr

180 Jan 01, 2023
A Python-based RPC-like toolkit for interfacing with QuestDB.

pykit A Python-based RPC-like toolkit for interfacing with QuestDB. Requirements Python 3.9 Java Azul

QuestDB 11 Aug 03, 2022
python-bigquery Apache-2python-bigquery (🥈34 · ⭐ 3.5K · 📈) - Google BigQuery API client library. Apache-2

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

Google APIs 550 Jan 01, 2023
Python ODBC bridge

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

Michael Kleehammer 2.6k Dec 27, 2022
Pystackql - Python wrapper for StackQL

pystackql - Python Library for StackQL Python wrapper for StackQL Usage from pys

StackQL Studios 6 Jul 01, 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
Neo4j Bolt driver for Python

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

Neo4j 762 Dec 30, 2022
aiosql - Simple SQL in Python

aiosql - Simple SQL in Python SQL is code. Write it, version control it, comment it, and run it using files. Writing your SQL code in Python programs

Will Vaughn 1.1k Jan 08, 2023
An asyncio compatible Redis driver, written purely in Python. This is really just a pet-project for me.

asyncredis An asyncio compatible Redis driver. Just a pet-project. Information asyncredis is, like I've said above, just a pet-project for me. I reall

Vish M 1 Dec 25, 2021
Pony Object Relational Mapper

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

3.1k Jan 04, 2023
CouchDB client built on top of aiohttp (asyncio)

aiocouchdb source: https://github.com/aio-libs/aiocouchdb documentation: http://aiocouchdb.readthedocs.org/en/latest/ license: BSD CouchDB client buil

aio-libs 53 Apr 05, 2022
An extension package of 🤗 Datasets that provides support for executing arbitrary SQL queries on HF datasets

datasets_sql A 🤗 Datasets extension package that provides support for executing arbitrary SQL queries on HF datasets. It uses DuckDB as a SQL engine

Mario Šaško 19 Dec 15, 2022