Stock Market Clustering With Python

In this video we cluster the stock market into categories with Python.
DISCLAIMER: This is not investing advice. I am not a professional who is qualified in giving any financial advice. This is a video purely about programming using financial data.
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[@madder71]

You may want to determine the "quality" of the clusters by calculating the silhouette score (available in scikit learn), and iterate on a growing number of clusters until you have the maximum score. Or, you can use a clustering algo that determines the best number of clusters, like the Affinity Propagation (also in scikit learn).

[@michaelhudson1540]

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[@AmitabhSuman]

Thank you for this video. Helped me understand quite a few things. All the best!

[@leveltube10]

For everyone who has a problem to get the data from yahoo.
You can use another source, use "stooq" instead of "yahoo", than it will work!

[@michaelhudson1540]

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[@AmitabhSuman]

This worked and saved my day. Thank you!

[@quixzotic]

Definitely going to start a new project after this!

[@Steven-yd8wy]

Great video! thanks so much!

[@haroldd7751]

Great video as always. Thank you

[@justaninja1]

Finally a video I can follow as a noob with good explanations.

[@TriiReflex]

Great video! Quick question, how did you get the pandas datareader to work? Keep getting remote data error, unable to read URL

[@michaelhudson1540]

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[@danx_x155]

Getting this error, anyone?
SymbolWarning: Failed to read symbol: 'AAPL', replacing with NaN.
warnings.warn(msg.format(sym), SymbolWarning)

[@michaelhudson1540]

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[@ahadmomin4766]

yes i am getting the same error

[@Ricocase]

What happens if I use 'clustering' feature in PowerBi rather than manually program with Python? Will I get similar results? How do we know how 'tight' the clusters are, high or low sensitivity? Thx.

[@michaelhudson1540]

Thanks for watching, contact for investment assistance
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[@talkingbird5862]

Your all video amazing, can you please make a video for how to locally setup tacotron 2 deep speech ?

[@danielniels22]

is it just me or you do never use Jupyter Notebook when doing machine learning, and stuffs?

[@Steven-yd8wy]

The code was working well, then I randomly started getting this error
Traceback (most recent call last):
File "c:\Users\steve\Desktop\VS CODE\cluster.py", line 25, in
open_values = np.array(data['Open'].T)
Any idea what's going on? Thanks

[@rajatdogra96]

1d array 2d array thing . Check the values of array.size

[@BrandoLewis]

Where can I find the data for this?

[@witherland1362]

Hey, nice video as always. Can you make a video on networking with twisted framework.

[@Anequit]

​@@michaelhudson1540 someones lacking in the mental department...

[@richard_noblockhit]

It actually should be possible to investigate those clusters, then look whether one is leading another, by that, you could have a pretty good prediction of the stocks of another company. OFC THIS IS NOT A ROCK SOLID IDEA, DIFFERENT COMPANIES REACT DIFFERENT WAYS, would still be interesting tho ngl.

[@michaelhudson1540]

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[@749srobin]

brother , you are a gift

[@NeuralNine]

appreciate it brother ^^

[@michaelhudson1540]

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[@ziad3274]

Just in time bro❤

[@NeuralNine]

^^

[@michaelhudson1540]

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[@adammaras6760]

Mcdonalds is not a food company but a real estate investor

[@TeKnODeFeCt]

Everytime I try using the yahoo_fin api I get the same failed to read symbol warning for all stocks. Does anyone know how to fix this?

[@leveltube10]

Same here!

[@leveltube10]

You can use another source, use "stooq" instead of "yahoo", than it will work!

[@michaelhudson1540]

Thanks for watching, contact for investment assistance
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[@vinnygagliani]

McDonalds at its core is a real estate company that sells food.

[@HamodyKun]

good work ❤

[@NeuralNine]

thanks

[@michaelhudson1540]

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[@mrwebb2901]

#1

[@michaelhudson1540]

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[@ishaankapoor933]

2nd

[@donutcream4944]

congratulations, you have achieved: "Nothing"

[@michaelhudson1540]

Thanks for watching, contact for investment assistance
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[@leveltube10]

Line 13 and 28, you use the same variable ->clusters

[@tegtiwana6263]

same. i got the same error

[@alejozen3457]

one variable is named and the other one is (plural)