EDA using Bivariate and Multivariate Analysis | Day 21 | 100 Days of Machine Learning

[@fit_tubes_365]

Course Started : ML Lecture-01: 14/08/2024 Lecture-02: 14/08/2024 Lecture-03: 14/08/2024 Lecture-04: 14/08/2024 Lecture-05: 14/08/2024 Lecture-06: 15/08/2024 Lecture-07: 15/08/2024 Lecture-08: 15/08/2024 Lecture-09: 15/08/2024 Lecture-10: 15/08/2024 Lecture-11: 16/08/2024 Lecture-12: 16/08/2024 Lecture-13: 17/08/2024 Lecture-14: 17/08/2024 Lecture-15: 18/08/2024 Lecture-16: 19/08/2024 Lecture-17: 20/08/2024 Lecture-18: 20/08/2024 Lecture-19: 21/08/2024 Lecture-20: 21/08/2024 Lecture-21: 22/08/2024

[@ranirathore4176]

Date : 27 July Status : Done ✅ Summary: Learn about bivariant and multivariate analysis , bivariant analysis means analysis two columns together , and multivariate means analysing two or more columns together. 1. Numerical Numerical ☘️ Scatterplot ☘️ Pair plot ☘️ Line plot 2. Numerical - Categorical ☘️Boxplot ☘️ Barplot ☘️ Distplot 3 Categorical Categorical ☘️Heatplot ☘️Clustermap

[@sid_x_18]

ab kya kar rahe ho ?

[@monikrayu2546]

@@sid_x_18 +1

[@GamerBoy-ii4jc]

Sir is your playlist of 100 days of Machine learning enough to Applying for internship in company? Or i need to do projects more upon these topics and practicals?Please suggest me. Thanks!

[@messiisthebest]

did you get the internship , i think you need to do more projects

[@rose9024]

Best video seen on EDA till date...Great Work!

[@faizahmed8015]

6:59 Now one thing I analyze girl are stingy because scatterplot proved...😅😂

[@Engineer884]

5:00, scatterplot might have updated, correct way: sns.scatterplot(x=tips['total_bill'],y=tips['tip']) 6:26, sns.scatterplot(x=tips['total_bill'],y=tips['tip'],hue=tips['sex']) 10:30 sns.barplot(x=titanic['Pclass'],y=titanic['Age']) 16:10 sns.displot(x =titanic['Age'],kde=True,stat='density',linewidth=0) 18:45 sns.histplot(titanic[titanic['Survived']==0]['Age'],kde=True, stat="density", linewidth=0,fill=False) sns.histplot(titanic[titanic['Survived']==1]['Age'],kde=True, stat="density", linewidth=0,fill=False)

[@CatalystOfMisfortune]

groupby is not working for my case

[@Bhartiya766]

thank you bhai

[@SYETB076YashJadhav]

thanks bro

[@preetiyadav9891]

thankyou buddy

[@KRISHNAGupta-u1m]

@@CatalystOfMisfortune i am facing the same problem

[@harshkondkar3193]

Hello sir, amazing content. I had one request. Could you make a video on how to perform hypothesis testing in python while doing bivariate analysis? Would be really helpful to a lot of people. Thanks.

[@Garrick645]

19:18 why aren't the probabilities of dying and surviving not adding up to 1 ? My mind can't understand this fallacy. Koi samjaho please 😢😢

[@sawankumar7628]

coz that probability of survial in class 1,2,3 . they have no relation. so if survival probability is 0.6 in pclass1 then p(died) = 0.4

[@SunilVishwakarma-r1m]

slight modification in code at 33:17 is new = flights.groupby('year').sum('passengers').reset_index() and sns.lineplot(x=new['year'],y=new['passengers'])

[@VaishnaviShrivastava-z2b]

hey, 26:10 (titanic.groupby('Embarked').mean()['Survived']*100) TypeError: agg function failed [how->mean,dtype->object] please help

[@lethalgaming7087]

@@VaishnaviShrivastava-z2b (titanic.groupby('Embarked')['Survived'].mean()*100)

[@ujefmalek77]

Yout videos are amazing 🔥🔥, You are most underrated KZbinr😶

[@jahidmdhasan1021]

At 16:25 which extension you have used to check for hue feature in distplot

[@Engineer884]

shift+tab

[@katadermaro]

Thoroughly enjoying this series. Thank you so much Nitish!

[@10arsh51]

25:17 The Boyz 😂

[@zkhan2023]

Every time amazing information comes.Thanks, sir

[@SunilVishwakarma-r1m]

slight modification in code at 24:51 is---- (titanic.groupby('Pclass').mean('Survived')['Survived']*100).plot(kind='bar')

[@SunilVishwakarma-r1m]

(titanic.groupby('Sex').mean('Survived')['Survived']*100)

[@SunilVishwakarma-r1m]

(titanic.groupby('Embarked').mean('Survived')['Survived']*100)

[@shashankarora2945]

Thanks a lot man

[@SamritiKhuranaCSE146]

Sir aap jo jo bhi dataset use krte ho please uski Excel file ka link description me de diya kro ese sahi se practice nhi ho pati and really your videos are so awesome😄

[@sameer9045]

Great explanation. I applied pair plot on a 17 column long dataset . And it showed me more than 100 plots. I don't know how to pick which one and understand.😵😵

[@karanparashar6824]

Didn't know that it is possible to load data using the seaborn library.

[@001_chandrikasarkar7]

lol same

[@indra-zd9zu]

😂😂😂​@@001_chandrikasarkar7

[@indra-zd9zu]

You cant load all dataset.you can load only inbuit dataset

[@introgaming7540]

BEST VIDEO IN ENTIRE UNIVERSE FOR EDA

[@adnan8bb805]

25:17, "clearly dikh raha hai ki female ko bachaya gaya, aur bande ludhak gae saare "🤣🤣🤣🤣🤣🤣🤣

[@Raj-v8j5u]

I really enjoy the way you go deep in analysis

[@goyanii]

free me premium quailty lactures thank you sir

[@sharangkulkarni1759]

guru

[@tempmail6469]

Bande bahot ludak gye was personal hahahaahaha

[@vKNemesis]

brother the way u explained i m loving it :)🙂

[@tanmaygupta8288]

writing code in notebook alongside with you is a great way to learn things, thanks!

[@not_amanullah]

didn't find better playlist than this TYSM❤️

[@RahulSingh-t1k1r]

you are best sir

[@shaktis6877]

26:14 not sherlock holmes its being ACP Pradyuman from CID

[@priyanshugupta9192]

20:00 distplot() is depreciated by seaborn . For kdeplot, which gives probability density, it is giving slightly different graph, which is calculated in above video

[@VaishnaviShrivastava-z2b]

hey, 26:10 (titanic.groupby('Embarked').mean()['Survived']*100) TypeError: agg function failed [how->mean,dtype->object] please help

[@beit2608]

great exxplanation very in sensitive

[@AmirJaved565]

CampusX unmatched...Love from Pakistan

[@mujeebrahman5282]

In scatter plot, where did you get df from? it should have been tips in hue, style and size.

[@ritwiksrivastava9080]

Right

[@123arskas]

8:11 You're using sex, smoker and size of someother dataset. It should be of tips but you've written df.

[@saurabhbarasiya4721]

your videos are very helpfull

[@calvinfernandez1956]

Hey guys, an update on Seaborn. There is now a 'Future Warning' when ever you run the function 'distplot' saying that it will be discontinued in the future. So I did a little research and found a suitable replacement to it on stack overflow sns.histplot(x =titanic[titanic['Survived']==0]['Age'],kde=True,stat='density',bins = 50). You wont be able to turn off hist tho.

[@keshavkarki4635]

same I also come across this

[@riyazsk7656]

how to know which pair/tuples should be selected for the analysis

[@arun5351]

Very informative lecture and great analysis

[@highflyer30]

load dataset not working tried everything updating python,notebook what to do

[@arshad1781]

Thanks

[@Raj-v8j5u]

I think finding great insights will take u long long way

[@Zovi-kanu]

plz tell how to download csv file that use in this vedio

[@rajathpoojari7873]

Awesome content and explanation. Thank you!

[@shahrukh3531]

Hindi sunkr, better feel hota h 😅

[@PM-ps5po]

Best Channel on the Earth to Learn Data Science from Scratch🔥🔥🔥🔥

[@NamrataGuru]

tx a lot ...made easy to my learning ...

[@AneeqMir]

slight modification in code 7:45 sns.scatterplot(x=tips['total_bill'], y=tips['tip'],hue=tips['sex'],style=tips['smoker'],size=tips['size']) plt.show()

[@lavupadhyay]

awesome , 0 to HERO

[@Star-xk5jp]

Day2- date:10/1/24

[@allishere-study5206]

Salute hai sir aapko kya padhate aap

[@ClubLalpur]

barplot() takes from 0 to 1 positional arguments but 2 were given sir ye error a rha hai

[@ajaykuchhadiya5812]

this is bcz the seaborn libraby is updated now , you can check the seaborn documentation and understand that plotting function

[@Engineer884]

sns.barplot(x=titanic['Pclass'],y=titanic['Age'])

[@mdyounusahamed6668]

Awesome. Gave me a lot of insights.

[@nrted3877]

Thankyou Sir

[@manishpingale6558]

EDA is really an art!

[@SACHINKUMAR-px8kq]

Thankyou so much Sir

[@anantsrivastava5567]

date 11 jan 2024 day 21

[@acharjyaarijit]

bande uhape ultakgaye sare... nice sir..😀😀

[@manujkumarjoshi9342]

Beautiful way of doing EDA

[@akashmanojchoudhary3290]

how to plot too many categorical values in seaborn, for eg- I've 150 diseases in diagnosis column. How to plot it?

[@akashmanojchoudhary3290]

can anyone help me with this?

[@ajaykushwaha-je6mw]

@@akashmanojchoudhary3290 df[diagnosis].value_counts.plot(kind='"bar") or sns.countplot(df['diagnosis'],hue=df['label_column']) or sns.countplot(df['diagnosis'])

[@vishnujatav6329]

Thank you very much sir. you are great

[@lakshityagi684]

Pretty nice content. Thankyou!

[@itatul]

Amazing explanation .. thanks

[@MRAgundli]

done

[@darshanayenkar]

Best Video ever seen for ML

[@heetbhatt4511]

thank you

[@minalgupta7456]

I like ur videos

[@JACKSPARROW-ch7jl]

thanxx nitish

[@tusarmundhra5560]

awesome

[@minalgupta7456]

I am a big fan of you

[@ajaykushwaha-je6mw]

I have one doubt, Survive have two value 0 and 1. titanic.groupby['Pclass'].mean() how to know whether this give information survived passenger or dead passenger.

[@mukeshnayak7984]

same doubt

[@mukeshnayak7984]

have u found the ans ?

[@nikhiliyer8436]

Survived

[@aarindey]

0->Dead 1->Survived So, the mean will give Survived

[@ruhisharma2857]

titanic.groupby['Pclass'].mean()['Survived']

[@yogendrajoshi7976]

you are the best sir.

[@AbdurRahman-lv9ec]

great

[@krishnakanthmacherla4431]

Done

[@rivupangas2735]

At 17:46 we can use this code: sns.kdeplot(x='Age' ,data=titanic, hue='Survived')

[@yogeshhajare8234]

thanks alot brother

[@Gurpreetkaur-oj7kb]

amazing video...

[@adityakulkarni371]

sns.scatterplot(tips['total_bill'],tips['tip'],hue=df['sex'],style=df['smoker'],size=df['size']) sir shouldn't the smokers/size wala dataset be tips. you have written df. im confused here

[@vengeance9898]

I don't know but may be he used seaborn instead of pandas to load the data

[@Engineer884]

tips hi likhna chahiye tha

[@prithvigupta8215]

28:41

[@mukteshsingh8370]

Day-22 Done

[@highflyer30]

not able to load dataset pls help tips=sns.load_dataset("tips") not working

[@prathamsaboo]

Have you got the solution?

[@Engineer884]

I was also facing issue with loading flights and iris, try loading it multiple times , you'll get it

[@prathamsaboo]

@@Engineer884 I have the solution, I was just asking if he needs it now.