Authors Sunrit Jana 🚀

7 days 30 days All time Recent Popular
Sunrit Jana \U0001f680
Sunrit Jana 🚀
@JanaSunrise
Pandas is an amazing data analysis and manipulation library for python, Really popular when working with ML, Data science or more.

It has a robust data structure, Dataframe for manipulation and analyzing data.

Here's some tips to help you work better with pandas. Let's go! ↓

If you're not aware about what a Dataframe is, It's an optimized data structure for loading data, analysing it, manipulating data in it, and Mostly gathering insights.

It uses Cython backend which transpiles into C for optimized code.

Here's how a dataframe looks like,


Before we start, You need to ensure, you have pandas installed. If you don't, Do that before moving ahead!

Here are the tips, Let's go!


1/ Convert PD series to Dataframe

We all have struggled, when we deal with pandas series. It's always easier to work with Dataframes, rather than series. Here is how you can convert series to dataframe easily.


2/ How to create dummy Dataframe for testing

We always need dataframes for testing and analysing normally, if we do not have data ready. Here is how you can use Pandas API to generate different types of data.
CODING RESOURCE , DATA SCIENCE
Sunrit Jana \U0001f680
Sunrit Jana 🚀
@JanaSunrise
Git is used in a ton of places. Companies, SaaS, open-source projects use it to work, collaborate and maintain their projects.

All the git commands you would ever need, and also to get you started. Here's a thread for you.

Let's explore all the commands.

↓

This thread is continuation for my thread on Git for everyone, where I explained all about git.

If you haven't checked that out, and if you're willing to, Please do. Appreciate it, Here's the link.


1/ Initializing git in project

This is the command, you would always need. This initializes git, along with it's structure for tracking and managing files, folders and code.

You cannot use any other command, if not initialized.


2/ Adding files to staging

Now, we've initialized repo, and Created files. We have to move the files to staging, before commiting them.

Turns out, there are a lot of ways to do it.


3/ Track changes, and Get info about staging stage

Once we've added files, folders and other things to staging, We have the need to ensure everything's correct, or check if there's something wrong, or keep track.

Git allows to display all the changes, additions, and deletions.
ALL