How do I filter rows of a pandas DataFrame by column value?

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Data School

Data School

Күн бұрын

Let's say that you only want to display the rows of a DataFrame which have a certain column value. How would you do it? pandas makes it easy, but the notation can be confusing and thus difficult to remember. In this video, I'll work up to the solution step-by-step using regular Python code so that you can truly understand the logic behind pandas filtering notation.
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Пікірлер: 753
@Diachron
@Diachron 7 жыл бұрын
Most people would have simply demonstrated the short way, but by taking the time to elucidate what's happening behind the scenes, you're performing a far greater service. Great job.
@dataschool
@dataschool 7 жыл бұрын
Thanks so much for your thoughtful comment! I really appreciate your support.
@trs4184
@trs4184 3 жыл бұрын
Him: So here's how you filter out by certain values. Me: *Copies code* Gotacha, thanks. Him: But that's the long way and you'd never actually do that Me: Oh haha of course. *deletes code*
@adityaladia3293
@adityaladia3293 3 жыл бұрын
Awesome explanation! I have referred to some resources on pandas earlier and felt like i could easily skip your content to get through faster and grab only the unknown piece of code in the process . But the way you explain things it shows your hold on pandas and i am highly motivated to go through the full video. Cheers great job.
@guptaachin
@guptaachin 7 жыл бұрын
You say just the right words to get the concept and everything behind with lucidity. Thank you. i am a beginner but do not feel like so. :)
@dataschool
@dataschool 7 жыл бұрын
Wow, what a nice thing to say! :)
@samuelgeorge6756
@samuelgeorge6756 6 жыл бұрын
I watch you at 1.5x :-D but like he said even a year later. Nice way to teach. Thank you.
@alexcipriani6003
@alexcipriani6003 5 жыл бұрын
you deserve my tuition money for that
@saimaacademy5537
@saimaacademy5537 5 жыл бұрын
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@guidogaggl4020
@guidogaggl4020 5 жыл бұрын
Achin Gupta: my words. This guy is awesome
@kingsleyobodomechine933
@kingsleyobodomechine933 5 жыл бұрын
you are a great tutor, taking the long road and then giving the short answer really teaches the concept very well. Thank you sooo much
@dataschool
@dataschool 5 жыл бұрын
You're very welcome!
@FergusMcGee
@FergusMcGee 4 жыл бұрын
Thank you so much. I'm new to pandas as this was very helpful, I couldn't understand why it wasn't obvious how to filter rows. You explained it so clearly.
@leonardoferigutti9039
@leonardoferigutti9039 3 жыл бұрын
Everything you're doing here for us, it's gonna go back to you in a certain way in the future! Thank You a lot for this master piece!!
@dataschool
@dataschool 3 жыл бұрын
You are too kind, thank you! 🙏
@guillermobarrio55
@guillermobarrio55 4 жыл бұрын
When great teaching meets simplicity. Thanks so much!
@dataschool
@dataschool 4 жыл бұрын
Thank you so much! 🙏
@seangriffin3601
@seangriffin3601 4 жыл бұрын
3 years later and this dude is still a legend and still saving my ass on basic stuff for work!
@dataschool
@dataschool 4 жыл бұрын
Ha! That's great to hear 😎
@ASpace25
@ASpace25 3 жыл бұрын
It's imperative that you know the logic behind these codes. Thank you Mark for this amazing playlist.
@dataschool
@dataschool 3 жыл бұрын
My pleasure!
@rohitekka2674
@rohitekka2674 3 жыл бұрын
I loved how you showcased every possible way, from the heavy technique of using a for loop and then right to using operators. It made things absolutely clear. Thanks!!
@dataschool
@dataschool 2 жыл бұрын
You're very welcome!
@ThePRINCEBARPAGA
@ThePRINCEBARPAGA 4 жыл бұрын
Your voice is so soothing and makes the understanding of concepts much easier and enjoyable. Thank You
@dataschool
@dataschool 4 жыл бұрын
Thank you!
@sanaullahkhanhassanzai8432
@sanaullahkhanhassanzai8432 5 жыл бұрын
You are the best Pandas teacher on KZbin. I saw your previous videos as well but this is by far the best. You made the whole concept so simple. Thank you very much
@dataschool
@dataschool 5 жыл бұрын
Wow! Thank you so much for your kind words! :)
@jaywiji
@jaywiji 4 жыл бұрын
Your explanations are so clear. Thanks
@yuriwrlk
@yuriwrlk 6 жыл бұрын
The explanations are really well conceived and you speak so clearly that even the youtube captioner can capture it, subscribed!
@dataschool
@dataschool 6 жыл бұрын
Awesome! Thanks for subscribing, and thanks for your kind comment!
@zeeshantaj55
@zeeshantaj55 5 жыл бұрын
You are the only man I can understand on KZbin about Data Science.
@dataschool
@dataschool 5 жыл бұрын
Ha! Thank you :)
@GurunathHari
@GurunathHari 5 жыл бұрын
You are an amazing presenter. Knowledgeable, fluent, crystal clear. Much respect. Let me know how i can give something back to you.
@dataschool
@dataschool 5 жыл бұрын
Thank you so much! If you want to support me, I'd love for you to join my community of "Data School Insiders" on Patreon: www.patreon.com/dataschool
@MichaelCrossUK
@MichaelCrossUK 7 жыл бұрын
Your videos really are terrifically helpful, explaining things thoroughly from base concepts upwards as you do is just brilliant and your explanations are always extremely clear and precise. Thank you so much for all the time you spend on this - I'm tremendously grateful as I'm sure are many others.
@dataschool
@dataschool 7 жыл бұрын
Wow, thank you so much for your incredibly kind words! I'm very glad to hear that you have gotten a lot out of the series.
@alessandrosarretta11
@alessandrosarretta11 8 жыл бұрын
Thanks, great step by step learning resource! I already knew the quick answer, but not the reason why it was working :-) Very informative!
@dataschool
@dataschool 8 жыл бұрын
+Alessandro Sarretta You're welcome! I think you will find that understanding how it works in this case will help you to better understand lots of other pandas functionality!
@rishisagar4695
@rishisagar4695 4 жыл бұрын
Love these, helped with something I was stuck on for 2 days. I'm a beginner, loads of love
@dataschool
@dataschool 4 жыл бұрын
Great to hear!
@LyyrRATM
@LyyrRATM 6 жыл бұрын
There is something charming in how you say "Okay" when you finish a thought :) The video is very helpful. Thanks for putting this up here.
@dataschool
@dataschool 6 жыл бұрын
Ha! Glad my verbal tics are charming :)
@ludovicolaci9582
@ludovicolaci9582 4 жыл бұрын
@@dataschool Kevin.verbal_function.finish_thought is this right?
@RAWRCoding
@RAWRCoding 5 жыл бұрын
Can't believe you do the entire video with so little edits. Amazing!
@dataschool
@dataschool 5 жыл бұрын
It requires a lot of planning... plus it helps that I love teaching this subject and I know it well!
@rahulduvedi3341
@rahulduvedi3341 4 жыл бұрын
Sir,your content is the best for pandas. Thanks a Lot
@ravivashatkar5585
@ravivashatkar5585 6 жыл бұрын
Love this video !! Exactly the one I was looking for. THANK YOU !... well explained..
@dataschool
@dataschool 6 жыл бұрын
You're very welcome! :)
@KingLiongWong
@KingLiongWong Жыл бұрын
Very clear explanation and make me understand how the logic works behind the filter. Great thanks.
@dataschool
@dataschool Жыл бұрын
You're very welcome!
@alabtv4879
@alabtv4879 3 жыл бұрын
Explained with brilliance! Congrats.
@dataschool
@dataschool 2 жыл бұрын
Thank you!
@sajeendrann
@sajeendrann 6 жыл бұрын
It's was THAT simple, yeah? I wasted two days trying to figure it out myself. Life saver you are. Thanks for the wonderful vdo.
@dataschool
@dataschool 6 жыл бұрын
You're welcome!
@lexboegen
@lexboegen 7 жыл бұрын
I like your in-depth explanation of _how_ it works, rather than a "recipe" of "just do it this way" without explaining _why_ it works. Now I'm off to see what other videos on pandas you have!
@dataschool
@dataschool 7 жыл бұрын
Excellent! I'm glad the depth of the explanation was helpful to you! My complete pandas playlist is here: kzbin.info/aero/PL5-da3qGB5ICCsgW1MxlZ0Hq8LL5U3u9y
@oculusvirtualreality
@oculusvirtualreality 5 жыл бұрын
All the concepts very well explained. Your videos on pandas tutorial are just great !!
@dataschool
@dataschool 5 жыл бұрын
Thanks! :)
@sapnapatil27
@sapnapatil27 7 жыл бұрын
Very nice tutorials. Easy to understand and to the point. Please prepare more for Data analysis.
@dataschool
@dataschool 7 жыл бұрын
Thanks for your kind words, and for the suggestion!
@GrumpyDerg
@GrumpyDerg 7 жыл бұрын
Many thanks for revealing the mystery behind the weirdness of the filtering syntax. I've been using it already, but now I realize the reason behind it, which is pretty cool!
@dataschool
@dataschool 7 жыл бұрын
You're very welcome! I find that understanding filtering helps you to better understand how to use pandas as a whole, which is why I decided to explain it. Glad it was helpful to you!
@renevillalta27
@renevillalta27 4 жыл бұрын
Best way to explain, simple and accurate. Thanks
@dataschool
@dataschool 4 жыл бұрын
Thank you!
@tomhas4442
@tomhas4442 3 жыл бұрын
Very nice thurrough explanation! 🙏 thanks
@dataschool
@dataschool 3 жыл бұрын
Thank you!
@seshu124
@seshu124 6 жыл бұрын
The best ever Python site! Many thanks for time and effort !!
@dataschool
@dataschool 6 жыл бұрын
You're very welcome!
@mayanknaithani5412
@mayanknaithani5412 6 жыл бұрын
thanks , I learnt more from your videos than other online pandas resources combine
@dataschool
@dataschool 6 жыл бұрын
You're very welcome!
@yucelozyazgan
@yucelozyazgan 7 жыл бұрын
he put step by step all the stones in my brain and set the wall! :D Simply great !
@dataschool
@dataschool 7 жыл бұрын
I love the metaphor... thanks for your kind words! :)
@yucelozyazgan
@yucelozyazgan 7 жыл бұрын
;)
@lucasfrancab
@lucasfrancab 3 жыл бұрын
Such a pretty explanation. Now I discovered the 'Why' i use the bracket. Thanks!
@dataschool
@dataschool 2 жыл бұрын
You're welcome!
@rockspeed2010
@rockspeed2010 7 жыл бұрын
Awesome !! Your explanation is very clear and easy to follow. Keep up the good work !
@dataschool
@dataschool 7 жыл бұрын
Thanks for your kind words!
@russnagel1
@russnagel1 3 жыл бұрын
Thank you. Great content is still great, even 5 years later!
@dataschool
@dataschool 3 жыл бұрын
Thanks very much for your kind words!
@mylovelykids5795
@mylovelykids5795 6 жыл бұрын
amazing explanation. thanks for your time and patience to educate all.
@dataschool
@dataschool 6 жыл бұрын
Glad it was helpful to you!
@mohammadfahim8870
@mohammadfahim8870 6 жыл бұрын
Thanks !! I was looking for something very specific and 2 of your videos was just right on point ... just subscribed !!
@dataschool
@dataschool 6 жыл бұрын
Awesome! Thanks for subscribing :)
@OxanaGafaitiGO
@OxanaGafaitiGO 7 жыл бұрын
Many thanks for your tutorials. They are powerful. You make complex things easier. Thank you for your work.
@dataschool
@dataschool 7 жыл бұрын
Thank so much for your kind comment! I'm glad they are helpful to you!
@handet.6235
@handet.6235 7 жыл бұрын
Bro, you are just great teacher! Please keep going what you are already doing. I'll buy whatever you produce! God bless you! :)
@dataschool
@dataschool 7 жыл бұрын
Thanks so much, I appreciate it! :) Right now, I only sell one course, called Machine Learning with Text in Python: www.dataschool.io/learn/ But if you want to hear about new courses that I release, just subscribe to my newsletter: www.dataschool.io/subscribe/
@immanuelsuleiman7550
@immanuelsuleiman7550 4 жыл бұрын
Expertly explained. Well done
@dataschool
@dataschool 4 жыл бұрын
Thank you!
@erikahuerta2140
@erikahuerta2140 8 жыл бұрын
Great videos! I have been struggling with the ideas and concepts behind decision trees and ensembles. I hope these are topics that you will cover in the future and if not, I would really appreciate any resources to gain a deeper understanding of this topic. Thank you!
@dataschool
@dataschool 8 жыл бұрын
Thanks! Regarding decision trees and ensembles, I highly recommend chapter 8 of this book for a conceptual understanding: www-bcf.usc.edu/~gareth/ISL/ Here are videos related to that book: www.dataschool.io/15-hours-of-expert-machine-learning-videos/ For Python code and more resources, see classes 17 and 18 of my data science course: github.com/justmarkham/DAT8 Hope that helps!
@hoomandehghani2035
@hoomandehghani2035 Жыл бұрын
Thank you. I believe by showing us the theory behind it, you're helping us remember the method for a far longer period
@dataschool
@dataschool Жыл бұрын
You’re very welcome!
@hkrocksta
@hkrocksta 2 жыл бұрын
Saved me so much time. Thanks for this !
@dataschool
@dataschool 2 жыл бұрын
Great to hear!
@traveltripfamily7486
@traveltripfamily7486 5 жыл бұрын
You are very good teacher! Congrats!
@dataschool
@dataschool 5 жыл бұрын
Thanks!
@avallette51
@avallette51 Жыл бұрын
I have learned much from your channel. You're a natural for teaching.
@dataschool
@dataschool Жыл бұрын
Wow, thank you so much! I really appreciate your kind words and your contribution!! 🙏
@willykitheka7618
@willykitheka7618 Жыл бұрын
You're an EXCELLENT TEACHER. Thanks a heap!
@dataschool
@dataschool Жыл бұрын
Thank you! 😃
@venkateshkonangi2353
@venkateshkonangi2353 5 жыл бұрын
Bro... Thanks for your great tutorials. I am beginner. From your videos i could understand the correct concept. Thank you very much.
@dataschool
@dataschool 5 жыл бұрын
Great to hear!
@kieranbrugman4614
@kieranbrugman4614 3 жыл бұрын
Really great walkthrough, thank you!
@dataschool
@dataschool 3 жыл бұрын
My pleasure!
@GiggsBeckham
@GiggsBeckham 5 жыл бұрын
I've learnt so much through watching this one video. Thank you. Now, I may need to re-write some my existing codes to make it more efficient and simple to comprehend. :-)
@dataschool
@dataschool 5 жыл бұрын
Great to hear!
@user-oj8nq4wn8n
@user-oj8nq4wn8n 6 жыл бұрын
Despite the fact that English is not my native language, these are the best lessons about the Pandas that I saw! Thank you!
@dataschool
@dataschool 6 жыл бұрын
It's great to hear that my videos have been helpful to you! :)
@srijitapal8100
@srijitapal8100 3 жыл бұрын
you are really a great teacher. It was so easy for me to understand pandas. Thank you so very much.
@dataschool
@dataschool 2 жыл бұрын
You're very welcome!
@xiao2634
@xiao2634 6 жыл бұрын
Like your video. Very detailed and clear step-by-step explanation!
@dataschool
@dataschool 6 жыл бұрын
Thanks!
@leythecg
@leythecg 3 жыл бұрын
A really understandable and good explanation!
@dataschool
@dataschool 3 жыл бұрын
Glad it was helpful!
@fourten0410
@fourten0410 6 жыл бұрын
Great videos and very clear explanations, thank you!
@dataschool
@dataschool 6 жыл бұрын
Thanks!
@bitmagazin303
@bitmagazin303 6 жыл бұрын
Man. You helped million times more than pandas documentary..
@dataschool
@dataschool 6 жыл бұрын
Great to hear! :)
@rprana12777
@rprana12777 6 жыл бұрын
Great teacher, practically my mentor haha
@dataschool
@dataschool 6 жыл бұрын
Ha! :)
@reneebutouy
@reneebutouy 6 жыл бұрын
You have outstanding skills to teach. Thank you.
@dataschool
@dataschool 6 жыл бұрын
You're welcome!
@muradjahangir
@muradjahangir Жыл бұрын
Thanks so much! Excellent step by step explanation of the concept and method! Your clear explanation shows how well you have those concepts and logic embedded in you brain 🙂 Must subscribe!
@dataschool
@dataschool Жыл бұрын
Thank you so much, Murad! I really appreciate your kind words, and also for joining as a channel member! 🙏
@iccherherbarium9688
@iccherherbarium9688 6 жыл бұрын
a big thanks for putting an end to my last 3 hours' confused state.
@dataschool
@dataschool 6 жыл бұрын
Great to hear!! You are very welcome!
@Maybe4433
@Maybe4433 4 жыл бұрын
Awesome video, loved the intuitive explanation!
@dataschool
@dataschool 4 жыл бұрын
Great to hear!
@leandrorberto
@leandrorberto 2 жыл бұрын
You're an expert!!! Thank you so much!
@dataschool
@dataschool 2 жыл бұрын
Thank you!
@tasneemhegde9588
@tasneemhegde9588 3 жыл бұрын
You are an amazing teacher.... So clear and so succinct
@dataschool
@dataschool 2 жыл бұрын
Thank you!
@yashraut9977
@yashraut9977 2 жыл бұрын
Lots of love from India 🙏🙏 you have done a great job sir thank you.
@dataschool
@dataschool 2 жыл бұрын
You're welcome!
@dianavillescas
@dianavillescas 3 жыл бұрын
Excellent explanation!! Thank you
@dataschool
@dataschool 2 жыл бұрын
You're welcome!
@subbuktek
@subbuktek 7 жыл бұрын
Beautiful teaching technique. You purposefully did it the long way first. Wow!. So the condition that I always used in [ ] in pandas is actually just a Boolean Series whose length matches the length of the dataframe.
@dataschool
@dataschool 7 жыл бұрын
Exactly! :)
@goingfurther8092
@goingfurther8092 2 жыл бұрын
This was such a good explanation
@dataschool
@dataschool 2 жыл бұрын
Thank you!
@JustinLeu1
@JustinLeu1 7 жыл бұрын
Awesome breakdown and explanation, thanks!
@dataschool
@dataschool 7 жыл бұрын
You're very welcome!
@mkoc2071
@mkoc2071 5 жыл бұрын
That is so powerful explanation! Thank you!
@dataschool
@dataschool 5 жыл бұрын
You're very welcome!
@cridelu80
@cridelu80 2 жыл бұрын
such amazing simple explanation!!! thanks you!!!!
@dataschool
@dataschool 2 жыл бұрын
You're welcome!
@brijkishortiwari2077
@brijkishortiwari2077 3 жыл бұрын
Thank you very much sir for all your videos. its really a great experience and help to learn many things.
@dataschool
@dataschool 3 жыл бұрын
Thanks!
@Jonas89offsuit
@Jonas89offsuit 5 жыл бұрын
Boolean is three syllables. Thanks for your videos!
@dataschool
@dataschool 5 жыл бұрын
You are very welcome!
@juanmarcusfabregas3139
@juanmarcusfabregas3139 2 жыл бұрын
Lifesaver, i can't thank you enough!!!
@dataschool
@dataschool 2 жыл бұрын
You're very welcome!
@manojkumarleo
@manojkumarleo 4 жыл бұрын
loc helped a lot.
@robindong3802
@robindong3802 6 жыл бұрын
Very good tutorials. Thanks.
@dataschool
@dataschool 6 жыл бұрын
Thanks for your comment!
@LonglongGuitar
@LonglongGuitar 7 жыл бұрын
this is quite in depth explaining~~~awesome
@dataschool
@dataschool 7 жыл бұрын
Thanks!
@alexandercrump2298
@alexandercrump2298 7 жыл бұрын
@AchinGupta I completely agree. You break down the methods so they are very easy to understand. This is definitely helped by the fact that you have a solid grasp of pandas! Thanks again
@dataschool
@dataschool 7 жыл бұрын
Thanks for your kind comment! :)
@techy0716
@techy0716 3 жыл бұрын
Awesome. Thanks for explaining concept in details. Gr8 work. Thanks.
@dataschool
@dataschool 2 жыл бұрын
You're welcome!
@MrMukulpandey
@MrMukulpandey Жыл бұрын
Great explanation as always
@dataschool
@dataschool Жыл бұрын
Thanks!
@aegystierone8505
@aegystierone8505 4 жыл бұрын
Never knew loc is a powerful filter tool!
@shantanufadnisrides
@shantanufadnisrides 7 жыл бұрын
Thanks for explaining it in details.
@dataschool
@dataschool 7 жыл бұрын
You're welcome!
@TR3NDSETR
@TR3NDSETR 4 жыл бұрын
Another fantastic video, Im so used to the 8-9 min vidoes now , 13+mins was a bit intense :)
@dataschool
@dataschool 4 жыл бұрын
Thank you so much!
@user-sp6dj8gv5k
@user-sp6dj8gv5k 7 жыл бұрын
Tank you for your kind lecture. Always!
@dataschool
@dataschool 7 жыл бұрын
You're very welcome!
@RufusVidS
@RufusVidS 6 жыл бұрын
Your series is terrific, only one issue, as has been mentioned before in these comments: "boolean" has 3 syllables.
@dataschool
@dataschool 5 жыл бұрын
Glad you like the videos!
@ballhockey10
@ballhockey10 4 жыл бұрын
Excellent explanation
@dataschool
@dataschool 4 жыл бұрын
Thank you!
@flexfpv1707
@flexfpv1707 5 жыл бұрын
This is very helpful! Your accent is so clear and it's very easy to understand you. Thanks!
@dataschool
@dataschool 5 жыл бұрын
Thanks!
@sid-nejad
@sid-nejad 5 жыл бұрын
I really enjoyed watching this movies and found it helpful. Thanks
@dataschool
@dataschool 5 жыл бұрын
Great to hear!
@TalesFromTheCollection
@TalesFromTheCollection 5 жыл бұрын
This was a great explanation! Thanks.
@dataschool
@dataschool 5 жыл бұрын
You're welcome!
@Muuip
@Muuip 7 жыл бұрын
Great presentations, many thanks!
@dataschool
@dataschool 7 жыл бұрын
You're welcome!
@mehranzand2873
@mehranzand2873 4 жыл бұрын
what a teacher, thanks.
@dataschool
@dataschool 4 жыл бұрын
Thanks!
@grchoudhary5259
@grchoudhary5259 8 ай бұрын
your way of teaching is awesome!!!!! Thanks bro
@dataschool
@dataschool 8 ай бұрын
Thank you so much! 🙌
@Yodad0110
@Yodad0110 Жыл бұрын
Great video!! Helped me a lot!
@dataschool
@dataschool Жыл бұрын
Glad it helped!
@CartanSubalgebra
@CartanSubalgebra 4 жыл бұрын
you have my infinite respects. you are great
@LOL-vt8jh
@LOL-vt8jh 3 жыл бұрын
Very clear! Thank you.
@dataschool
@dataschool 2 жыл бұрын
Glad it was helpful!
@frankconte2457
@frankconte2457 4 жыл бұрын
Thank you. Very clear.
@saptarshibasu3718
@saptarshibasu3718 4 жыл бұрын
Absolutely brilliant. Thanks!
@dataschool
@dataschool 4 жыл бұрын
You're welcome!
@vivekprajapati489
@vivekprajapati489 4 жыл бұрын
thanks. was great help 1 points if u can tell: how to use multiple condition in the the data frame and select multiple columns of the same date frame
@VariaAmore
@VariaAmore 3 жыл бұрын
Thank you so much, it was a lot of help!
@dataschool
@dataschool 3 жыл бұрын
Glad it helped!
How do I apply multiple filter criteria to a pandas DataFrame?
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