Data Mining with Python

Anaconda: https://www.anaconda.com/products/individual

VS Code: https://code.visualstudio.com

Xcode: https://developer.apple.com/xcode

Jupyter: https://jupyter.org

any suggestions or feedback write to me here

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Check two images similarity

from PIL import Image
import imagehash

hash1 = imagehash.average_hash(Image.open('bike.jpg')) 
hash2 = imagehash.average_hash(Image.open('bike.jpg')) 
cutoff = 5

if hash1 - hash2 < cutoff:
  print('image1 average hash value:', hash1)
  print('image2 average hash value:', hash2)  
  print('MATCH -images are similar.')
  
else:
  print('image1 average hash value:', hash1)
  print('image2 average hash value:', hash2)    
  print('NO MATCH - images are not similar !')

image1: fffff704808390fe

image2: fffff704808390fe

MATCH -images are similar.

from PIL import Image
import imagehash

hash1 = imagehash.average_hash(Image.open('panda.jpg')) 
hash2 = imagehash.average_hash(Image.open('bike.jpg')) 
cutoff = 5

if hash1 - hash2 < cutoff:
  print(hash1)
  print(hash2)
  print('MATCH -images are similar.')
else:
  print('image1 average hash value:', hash1)
  print('image2 average hash value:', hash2)    
  print('NO MATCH - images are not similar !.')

image1: 00189c1e1fb4e080

image2: fffff704808390fe

NO MATCH - images are not similar !

from PIL import Image
import imagehash

hash1 = imagehash.average_hash(Image.open('panda.jpg')) 
hash2 = imagehash.average_hash(Image.open('panda.jpg')) 
cutoff = 5

if hash1 - hash2 < cutoff:
  print(hash1)
  print(hash2)
  print('MATCH -images are similar.')
else:
  print('image1 average hash value:', hash1)
  print('image2 average hash value:', hash2)    
  print('NO MATCH - images are not similar !.')
  

image1: 00189c1e1fb4e080

image1: 00189c1e1fb4e080

MATCH -images are similar

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Compare Images - Map Location

You can apply the same for many challanges like detect the change from the images (Pre.jpg and Post.jpg) of the same map location.

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Python data mining examples

• SAP bikes store sales analysis
  SAP bikes store sales analysis with Python

• Airbnb User Bookings Analysis
  Predict user country destination

• COVID-19 World Vaccination Progress
  Which country is using what vaccine? where the vaccination programme is more advanced?

• Years of experience and salary correlation
  Predict salary base on years of experience

• Weather Data History Analysis - Sweden

• rolling simulation of two 6 sided dice
  Practice on Python random library

• Creating and Manipulating 1D & 2D Arrays

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any suggestions or feedback write to me here