Exploratory data analysis using Python

Open-sourcing Python module for Exploratory Data Analysis, which can be used for any data set

This module has the following sub-functions for the data analysis

1. Getting to know the data
2. Data pre-processing / missing data
3. Crosstable and data validation and visualization
4. Logistic Regression on the data set
5. KNN analysis

How to use it?

1. Please install Anaconda https://docs.anaconda.com/anaconda/navigator/
2. Please install Spider IDE https://docs.spyder-ide.org/current/index.html
3. Download the eda.py from this project repo and a few sample data sets 
4. Run the eda.py in Spider IDE, and when prompted, provide the data file
5. Graphs will be populated in the Plots area in Spider
6. At any point in time, you can exit a particular loop or sub-function by typing 'exit'

GitHub Repo URL: https://github.com/myadavin/eda.py

Also, please check out my other posts related to this subject

• Artificial Intelligence, Machine Learning and Deep Learning for IT Operations
• Cloud Computing and Data Analytics fundamentals
• IT Operations Management
• MTTIC

Work/Study from home (Home Office/Study setup)

Due to pandemic, the new normal for IT professionals is, work from home, OR for the students, Study from home, which means you have to seriously re-look at your home office/study set up so that you can work/study comfortably without compromising your health/productivity/study.

Here are few things, which I have listed, that may help you set up a decent home office/study 

Power backup 

- Invertor - In case your house/flat do not have a power backup/generator 
- Modem UPS OR Small UPS for modem - This is a must for uninterrupted internet connection

- Powerbank for mobile charging, in case you have to take a meeting from other location in your house

Internet

- Broadband (minimum 100 mbps speed)
- LAN Cable - This will avoid any WiFi speed fluctuation and you will get consistent speed. You may have to get clips to fix it as well.

- Set up the Mobile hot spot - This is in case broadband is not working

- Additional Hot spot other than the broadband internet service provider

Home office/study setup

- Well ventilated and illuminated area such as Covered Balcony or near a window 

- Ergonomic Chair 
- Table - If possible height adjustment table

- Optional Sofaset laptop table
- Keyboard and mouse tray - height and angle adjustable

- Spike guard with USB 
- Table lamp
- Laptop stand
- Mobile stand
- Whiteboard, markers and duster
- Pinboard and Sticky notes

- Bookshelf

- Footrest and Anti-skid mat

- Diary and pen

- USB Fan

IT Hardware

- Laptop/Tablet and charger
- Additional Monitor(s) - if you work on multiple applications 
- Speaker 

- Headphone for meetings

- Webcam - If required

- Wireless keyboard and mouse - preferred

- Printer + Scanner and A4 Papers- if required

- Stepler and Punch set

- Adaptors (USB Hub, converters etc)

- External HDD for backup

- Wireless Mobile charger

- Bluetooth headphone for mobile 

- Additional micro USB charger for power bank

Softwares

- Speedtest

- Any other software you want for productivity like to-do/planner etc

Mobile setup / Apps: Setup commonly required office apps on mobile, so that you can operate from anywhere.

- eMail

- Calendar 

- Zoom

- Teams

- Slack

- MS Office (Word, Excel, PowerPoint) 

- Acrobat Reader

- Chrome

- Reminder / Alarm

- Any other tools you generally use in the office

Other

- Yoga mat 
- Fitness watch

- Home exercise equipment

- Work-Life-Study Balance recommendations/suggestions

And here is my home office setup!

Cloud Computing and Data Analytics fundamentals

Cloud Computing and Data Analytics fundamentals 

Suitable for University Students and PhD aspirants

Youtube recorded video link  https://youtu.be/Q01Q1PYtH7o

Cloud Computing

Data Analytics