Exploratory Data Analysis with Pandas Python
In this video about exploratory data analysis with pandas and python, Kaggle grandmaster Rob Mulla will teach you the basics of how to explore data using python and pandas. Exploratory Data Analysis it a necessary tool for any data scientist. Pandas is a MUST for anyone getting into data science with python. Python is the #1 coding language for data science and has been growing over the years as an essential tool, with Pandas being the main data wrangling module. Kaggle Grandmaster Rob goes over it all in this video. In this video we discuss the basics of how to use explore data including...
Timestamps:
00:00 Introduction
01:00 Imports and reading data
03:35 Data Understanding
06:40 Data Preparation
20:57 Feature Understanding
27:35 Feature Relationships
35:30 Asking a Question about the Data
40:00 Final Thoughts
Follow me on twitch for live coding streams: / medallionstallion_
Intro to Pandas video: • A Gentle Introduction ...
Link to kaggle notebook used in the tutorial: www.kaggle.com/robikscube/int...
* KZread: / @robmulla
* Twitch: / medallionstallion_
* Twitter: / medalliondata
* Kaggle: www.kaggle.com/robikscube
#Python #Coding #DataScience #Kaggle
Пікірлер: 432
Chapters don't appear to be working for my videos for some reason. Here are the timestamps for the video: 00:00 Introduction 01:00 Imports and reading data 03:35 Data Understanding 06:40 Data Preparation 20:57 Feature Understanding 27:35 Feature Relationships 35:30 Asking a Question about the Data 40:00 Final Thoughts
@oshogweikekhai5499
Жыл бұрын
amazing video, please can you make available the dataset used? thank you
@Pluvo2for1
Жыл бұрын
Hi Rob. I'm new to notebooks. Could you plese explain why you don't need an explicit print statement to view cell output?
@cocgamingstar6990
7 ай бұрын
This was one of the bad video and non industry knowledge
@ABYHYDROS
6 ай бұрын
😮
As a begginer in data this really opend my eyes as to how things works. Your explanations are very clear and I can feel how passionate you are. Great video
@robmulla
Жыл бұрын
Glad it was helpful! I am passionate about it, and excited when I hear people are learning from my videos.
@arunkumark6351
11 ай бұрын
So true,, though there are many projects and training videos outside. The way you think, step by step approach and the reason for doing so, is so relatable and feels very natural. Awesome video, Thank you so much
There are a ton of EDA videos on KZread. This is one of the best I have ever come across. You just nailed it, Rob.
@robmulla
9 ай бұрын
Thanks so much!
This is a great refresher guide! Very nice coding style and I appreciate you using a simple Kaggle dataset to follow along. Great stuff - thanks!
Hi Rob, this was super useful to me as a tired Excel veteran and python beginner. You explain and demonstrate everything so clearly, thank you
Lucidly explained. One thing i have learned that in order to be a great Data scientist what matters is your problem solving skills, understanding the business requirements and curiosity to dive deep into data (true to the name data scientist) . There is no need in remembering these codes as long as you know what to look for.
I have tried plenty of tutorials by now. This is the most precise and to-the-point tutorial so far. Well done.
Great channel! Very helpful for beginners and for those who' re digging deeper and moving forward into DS industry as myself! Thanks Rob!
I did not practise pandas usually then I almost forgot the syntax or its application. Now I find your video with very clear instructions, it helps me remember better. Thanks alot
By far one of the most clear and concise ways of teaching in a computer science related field I've come across in a while. I'll be binging all your tutorials for sure!
@robmulla
Жыл бұрын
Whoa. I love this feedback. I'll try my best to keep them coming.
This is such an amazing guide! I’m new to data analysis and had limited python exposure and have taught myself most of these things so far by googling or just reading the pandas documentation. Watching someone familiar with the process do it all together was really helpful and gave me a lot of insights as to how I can improve my skills and workflow. Thank you so so much!
I can’t get enough of your videos, especially the very hands-on practical approach to learning. Your explanations are clear and easy to follow along with. Please make more of these types of videos. You are definitely makes a change and contributing to the KZread knowledge pool. Thank you so much.
This video makes me feel glad to be alive. Great explanation, amazingly fast and on point. Thank you!
Great video: informative and fun; easy to follow along. Helped me feel motivated to tackle more Python Pandas. Thanks so much!
this is absolutely amazing! Follow your video step by step actually make me more confident of my coding!
Pair-plot looked absolutely beautiful!
This is one of the best content related to Data Analysis and Python/Pandas, I am really glad I found it! Thanks!
This is perfect for my interview tomorrow. I just needed a refresher on how to approach the problem, ask right questions and then come up with exploratory options. Thank You so much for this video
Thank you for sharing this, Rob! This is wonderful content. Keep up the good work. Cheers!
Hands down one of the best tutorial I ever saw. Basic enough to follow as a newbie but demanding enough to be useful. ❤
This is GOLD! Thank you
thank you so much, you have made my EDA analysis easier and faster. :) also, it's easy to digest as I go along with the data you are working. thanks a lot. you are helping a lot of analysts or people who wants to study in data analytics. Great video, keep them coming.
Thanks Rob, you’re doing a great job for the data science community. Your videos here and on TikTok is helping me a lot in this journey. Thank you.
@robmulla
Жыл бұрын
Love to hear that Wahab! Glad you learned something, and thanks for posting the feedback.
The quality of your content is only surpassed by the ease at which it is to assimilate it, keep up the great content Rob, cheers!
@robmulla
Жыл бұрын
Wow. Thanks for the positive feedback!
@yjgg5882
Жыл бұрын
@@robmulla bi L😅
@yjgg5882
Жыл бұрын
🎉😊
It was fantastic. Every step you took was kind of amazing, specially the last bit where you visualized average coaster speed by location. Thanks.
Wow ! this is such a clean run through. You make it look so easy and easy to learn ! Thank you so much. This is giving me the confidence to finally start something on my own.
Thanks a lot, you explain concepts like no one, subscribed!
Great stuff - thank you, Rob!
Thank you for the video. You have combined all my knowledge into one comprehensible picture.
Excellent work and introduction. Very well done!
wow... thank you so much rob. I come from a frontend background but just began a data analytics bachelor at SJSU. I was trying to grasp at a high level what DA might look like as it pertains to conducting an explorative project. This tutorial completely cleared up those questions!
This video is.... PERFECT! Thanks ^^
This is very helpful. Thank you, Rob!
Hey Rob, really admired the way you explained complicated topics with ease!! Looking forward to learning from you more :)
@robmulla
Жыл бұрын
Thanks so much for that feedback. I really apprecaite it.
Great video. Look forward to your twitch streams!!
@robmulla
2 жыл бұрын
Thanks so much. Hope to see you during one of the twitch streams soon.
Really loved seeing the pairplot. Will definitely try this out this week
This is the second one of these I have now watched and coded along with! Genuinely awesome content, so precise and simple to follow. You make daunting tasks (for beginners getting into data) really accessible which is a sign of a great teacher!
@robmulla
Жыл бұрын
Comments like this make me really happy that I made this video. So happy it helped you in your coding journey. Did you use the Kaggle notebook when you followed along?
I'm impressed! your videos are excellent. Thanks, Rob
Thank you so much. I appreciate the work you put into your videos. It shows.
@robmulla
Жыл бұрын
I really appreciate the feedback! Please share with anyone you think might also learn from it.
This is the best reference guide. I always find myself rewatching this whenever I'm cleaning a dataset.
@robmulla
Жыл бұрын
So glad you find it helpful.
one of the most awesome videos about data cleaning and analysis ever. Many thanks
@robmulla
8 ай бұрын
Wow, thanks! Glad you learned from it.
I dabbled in this 4 years ago at EDX. This is a wonderful refresher. Thanks Rob!
Perfect stuff what I love about this video is the simplicity and the clearness of the way you talk
@robmulla
Жыл бұрын
I appreciate that! Thats how I learn best so it's also how I try to explain things.
@chess6802
Жыл бұрын
@@robmulla your response reflect your both knowldge and wisdom please keep on 💞
I have been grinding through your videos lately in preperation for my data science job and you have been an absolute blessing! Thanks a bunch!!
@robmulla
Жыл бұрын
Wonderful! Glad I could help.
@hmx21
Жыл бұрын
Hey Adarsh! Other than this what else are you learning that will help you in the data science job, I'm also preparing for the same but kinda new to data science so any guidance would be appreciated. Cheers!
@adarshtiwari7395
Жыл бұрын
@@hmx21 Hi Hemang. I'm a fresher in data science as well. I started with Python and statistics. Then moved on to EDA followed by Machine Learning algorithms. I then made a few projects on ML. Also tools like SQL, Power BI, Excel are preferred
@hmx21
Жыл бұрын
@@adarshtiwari7395 Hey Adarsh! Thnaks for the reply, I'm done with EDA and made a dashboard using Power BI, and don't know how much machine learning or SQL is required for the role as I've studied SQL in college and know how to work with joins,etc. Any tips or resources you'd like to share would be a great help. Also from where did you learn stats for ds, whenver I try to learn stats online I get overwhelmed with the magnitude of tutorials.
@adarshtiwari7395
Жыл бұрын
@@hmx21 depends on what you're going for. If you are interested in a data analyst position, EDA through Power BI is great but if you want to go done the data scientist or machine learning route you need to be hands on with Python. EDA using python is much more nuanced as compared to visualisation tools like Power BI. SQL is essential in all contexts so it's a must. But whether you should study machine learning depends on your career goal.
I have watched more than 5 times its really eye opener and step by step teaching. Well done Boss
Definitely amazing. Thank you so much, Rob!
well organized, concise, very helpful to get grounded in Pandas. my explorations will continue. Thanks!
@robmulla
Жыл бұрын
Glad it helped! Thanks for watching. Share with anyone else you think might also learn from it.
This was the greatest Tutorial I ever had. Thank you. Here I get to cnow about the corelation and some panda functions and ploting. But for Power counting and Corelation between Variables was very pleasend and satisfied my expectations. From Bulgaria Volga Sauvete! Thaank you ! 👑👑👑👑👑👑
Great video. Clear explanation! You just earned a new subscriber
This was a really nice tutorial, Rob. Had fun coding along, thanks for doing it :)
@robmulla
Жыл бұрын
Thanks for watching and providing feedback. Feel free to share with anyone else you think might also learn from it.
Great stuff man, thanks so much for this. Youre great at teaching beginners!!!!
You are the best coach. Thank you, sir!
Clear and applicable to any type of analysis. Thank you
Great! Thanks a lot for this tuorial, so helpful for me as a beginner!
Terrific introductory survey that answered so many of my questions, moving from SQL. Looks extremely efficient. Now, to plug into my data! Thanks.
@robmulla
Жыл бұрын
Glad you liked it. Sql still has a place but when working with the data for EDA pandas can’t be beat.
Thank you Rob for your explanation, before this it was hard for me to study and my mind just start pressured me of how to do EDA with Python language. And this video just open my mind to study it!
Very good content, Rob. It helped me a lot! Thanks for sharing. You gained a subscriber!
@robmulla
8 ай бұрын
Thanks for the feedback and subscribing!
Awesome video! Thanks for putting the time into this. Very helpful
@robmulla
Жыл бұрын
Glad it was helpful! Share with a friend!
@mschuer100
Жыл бұрын
@@robmulla I certainly will. Thanks
This is really an eye opener stuff for rookies like me. Thank you Rob
@robmulla
7 ай бұрын
Thanks for watching!
This type of videos are amazing to follow, i am starting to use python for data analysis and i could not happier! Your channel is helping me alot, thank you!
@robmulla
Жыл бұрын
So happy to hear this. Let me know what you would like to see in future videos.
@nunolopes3910
Жыл бұрын
@@robmulla One question i have is about the safety of using jupyter while working with company data. I am just starting to use jupyter and that is a big question that i'm sure other begginers would like to know to! Can you give your opinion on it? Thanks in advance
Very well explained and quite nice difficulty level! Brilliant!
#1 Data science youtuber!!! You made easy to understand the basic commands e sintaxes. Thank you a lot, Rob. 😉
@robmulla
Жыл бұрын
Tell all your friends. 😆
@lashlarue7924
Жыл бұрын
Agreed, this is the best Python content on the entire internet, hands down. I'm going to be carefully watching these videos over and over for a long time.
Thank you! that was very informative!
Awesome! Love the method chaining
amazing video, appreciate it a lot!
Cheers bro~! M grateful for your tutorial =)
Amazing, Thank you so much, the best tutorial!! :)
Just completed it along with coding it all!
It has been great to refresh some topics and learn new ones. Thanks a lot :)
@robmulla
Жыл бұрын
Thanks Pedro. So glad you’ve found these as a good refresher.
This is a really good tutorial. I am new to Python and data analysis, and was completely lost. It was so hard to find a good, reliable source about it. This source just clarifies the basics for beginners so that I can start off with my own project.
Some of your other videos I found too fast paced, like about pandas mistakes, this one here has great content and also fantastic presentation. Thank you.
@robmulla
Жыл бұрын
Thanks for the feedback. I’ve been experimenting with different editing styles so it’s nice to hear you prefer slower paced like this video. I’ll keep that in mind in the future.
Your explanation is easy to understand and also show how the things work, ThankYou please make more videos about EDA in python Rob!!
Thanks for this lesson. It’s much valuable.
Late to the party but this is really really good. Helps you dig in to the detail (rather than you thinking, how do I do what I'm thinking I need to do). This should be a template to use as it general enough for you to pick it up but specific enough with examples to be used elsewhere
Thank you very much Rob for this wonderful walkthrough and explanation! Really Appreciate it!!!!
@robmulla
Жыл бұрын
Thanks for the feedback! Glad to hear you learned something from it.
@Rob Mulla: Excellent video on EDA
it's a super great video, just enjoy the way you explained, it's long video but every part is so useful and informative, thanks a lot for sharing it, well done.
Thank you so much. I am happy for your teaching about EDA with data analysis for pandas. I am clearly explaining to you. I can continue my hands-on experience for EDA
This EDA on Roller coaster data was literally a roller coaster for mind
This video is really good. Thank you so much!
@robmulla
9 ай бұрын
You're very welcome!
you are the best teacher ever, I'm not good at English but I try to write down this sentence to show my appreciate to you. Im still waiting for new lesson using pandas for Data Analyst
Decade years of experience in churning data in xl and SQL .... Trying to get my hands on python... This video is the best I have come across on the internet. Thank you for letting us know a real life problem getting solved
@robmulla
5 ай бұрын
So glad you found it helpful!
I was smiling at 39:23 . How easily you answered the question. Thanks for this amazing video tutorial.
@robmulla
Жыл бұрын
My pleasure 😊 Glad you liked seeing it all come together at the end.
Wow so many things are covered, its a great tutorial for getting started with EDA.
@robmulla
2 жыл бұрын
Thanks @somuSan. Glad you liked the tutorial. It took me waaaaay longer to film than I expected but I'm happy with the result. I hope more people in the future find it helpful.
Clear explanation for beginners.. will follow you more for tutorials
Really cool and looks so easy now, thank you Rob
Great Job Rob. I got vast knowledge about pandas from this video
Thank you!!! I learned a lot from your course.
@robmulla
Жыл бұрын
Glad you found it helpful!!
You know how much I would have loved to have known this in my last project at work. Dealing with access data from the 90s suck.
This is a brilliant video, helped alot thankyou!!
Wow, what an informative fun tutorial. Thanks Rob!
@robmulla
11 ай бұрын
Glad you learned from it and I appreciate the comment.
Excellent tutorial and immediately useful. Thank you!
@robmulla
Жыл бұрын
Glad it was helpful! Thanks for watching Zhao.
Excellent explanation Rob. Learned a lot from this video. Keep it up.
Thank you for the tutorial, Rob!
@robmulla
Жыл бұрын
Thanks for watching and commenting. Share it around if you want to.
Very nice explanations , thank you so much!
Excellent video Rob, thank you!
@robmulla
11 ай бұрын
Thanks for watching!
your content is pure gold! thank you
@robmulla
Жыл бұрын
Glad you enjoy it! This comment is gold. 😎
This is the best video I have watched so far. Thanksss!
@robmulla
Жыл бұрын
Thanks so much!
Thank you for creating this video. I've learned a lot from you and it has definitely made me more curious as to what else i can do with python and pandas. This was truly beneficial.
@robmulla
2 ай бұрын
Glad you learned something. Happy this video helped.
This is a great video. So helpful and informative. Thank you.
@robmulla
Жыл бұрын
Glad it was helpful! Thanks for watching and tell your friends!