Pandas Practice Set-1: Find the details of the diamonds where length>5, width>5 and depth>5
Pandas Practice Set-1: Exercise-17 with Solution
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
Python Code Editor:
Have another way to solve this solution? Contribute your code (and comments) through Disqus.
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.
What is the difficulty level of this exercise?
Python: Tips of the Day
Find current directory and file's directory:
To get the full path to the directory a Python file is contained in, write this in that file:
import os dir_path = os.path.dirname(os.path.realpath(__file__))
(Note that the incantation above won't work if you've already used os.chdir() to change your current working directory, since the value of the __file__ constant is relative to the current working directory and is not changed by an os.chdir() call.)
To get the current working directory use
import os cwd = os.getcwd()
Documentation references for the modules, constants and functions used above:
- The os and os.path modules.
- The __file__ constant
- os.path.realpath(path) (returns "the canonical path of the specified filename, eliminating any symbolic links encountered in the path")
- os.path.dirname(path) (returns "the directory name of pathname path")
- os.getcwd() (returns "a string representing the current working directory")
- os.chdir(path) ("change the current working directory to path")
Ref: https://bit.ly/3fy0R6m
- New Content published on w3resource:
- HTML-CSS Practical: Exercises, Practice, Solution
- Java Regular Expression: Exercises, Practice, Solution
- Scala Programming Exercises, Practice, Solution
- Python Itertools exercises
- Python Numpy exercises
- Python GeoPy Package exercises
- Python Pandas exercises
- Python nltk exercises
- Python BeautifulSoup exercises
- Form Template
- Composer - PHP Package Manager
- PHPUnit - PHP Testing
- Laravel - PHP Framework
- Angular - JavaScript Framework
- Vue - JavaScript Framework
- Jest - JavaScript Testing Framework