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Pandas Practice Set-1: Find the details of the diamonds where length>5, width>5 and depth>5


17. Find Details of Diamonds Where x > 5, y > 5, and z > 5

Write a Pandas program to find the details of the diamonds where length>5, width>5 and depth>5.

Sample Solution:

Python Code:

import pandas as pd
diamonds = pd.read_csv('https://raw.githubusercontent.com/mwaskom/seaborn-data/master/diamonds.csv')
print("Original Dataframe:")
print(diamonds.head())
print("\nDiamonds where length>5, width>5 and depth>5:")
result = diamonds[(diamonds.x>5) & (diamonds.y>5) & (diamonds.z>5)]
print(result.head())

Sample Output:

Original Dataframe:
   carat      cut color clarity  depth  table  price     x     y     z
0   0.23    Ideal     E     SI2   61.5   55.0    326  3.95  3.98  2.43
1   0.21  Premium     E     SI1   59.8   61.0    326  3.89  3.84  2.31
2   0.23     Good     E     VS1   56.9   65.0    327  4.05  4.07  2.31
3   0.29  Premium     I     VS2   62.4   58.0    334  4.20  4.23  2.63
4   0.31     Good     J     SI2   63.3   58.0    335  4.34  4.35  2.75

Diamonds where length>5, width>5 and depth>5:
       carat   cut color clarity  depth  table  price     x     y     z
11778   1.83  Fair     J      I1   70.0   58.0   5083  7.34  7.28  5.12
13002   2.14  Fair     J      I1   69.4   57.0   5405  7.74  7.70  5.36
13118   2.15  Fair     J      I1   65.5   57.0   5430  8.01  7.95  5.23
13562   1.96  Fair     F      I1   66.6   60.0   5554  7.59  7.56  5.04
13757   2.22  Fair     J      I1   66.7   56.0   5607  8.04  8.02  5.36

For more Practice: Solve these Related Problems:

  • Write a Pandas program to filter the diamonds DataFrame for records with x, y, and z measurements greater than 5 and display their details.
  • Write a Pandas program to extract diamonds where all three dimensions exceed 5 mm and count the number of such records.
  • Write a Pandas program to filter the DataFrame based on conditions x > 5, y > 5, and z > 5, then compute the average price of these diamonds.
  • Write a Pandas program to filter diamonds with dimensions above 5 and plot a scatter diagram of x vs y for these records.

Go to:


Previous: Write a pandas program to convert a python list to pandas series.
Next: Write a Pandas program to find the diamonds that are either Premium or Ideal.

Python Code Editor:

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