Pandas Practice Set-1: Exercises, Practice, Solution

Last update on May 09 2023 12:27:51 (UTC/GMT +8 hours)

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Pandas Practice Set-1 [65 exercises with solution]

Diamonds:

This classic dataset contains the prices and other attributes of almost 54,000 diamonds. It's a great dataset for beginners learning to work with data analysis and visualization.

Content

Column Name	Description
price	price in US dollars (\$326--\$18,823)
carat	weight of the diamond (0.2--5.01)
cut	quality of the cut (Fair, Good, Very Good, Premium, Ideal)
color	diamond colour, from J (worst) to D (best)
clarity	a measurement of how clear the diamond is (I1 (worst), SI2, SI1, VS2, VS1, VVS2, VVS1, IF (best))
x	length in mm (0--10.74)
y	width in mm (0--58.9)
z	depth in mm (0--31.8)
depth	total depth percentage = z / mean(x, y) = 2 * z / (x + y) (43--79)
table	width of top of diamond relative to widest point (43--95)

Access dimond.csv

import pandas as pd
diamonds = pd.read_csv('https://raw.githubusercontent.com/mwaskom/seaborn-data/master/diamonds.csv')
print(diamonds)

Source: https://www.kaggle.com/shivam2503/diamonds

1. Write a Pandas program to read a csv file from a specified source and print the first 5 rows.
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2. Write a Pandas program to read a dataset from diamonds DataFrame and modify the default columns values and print the first 6 rows.
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3. Write a Pandas program to select a series from diamonds DataFrame. Print the content of the series.
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4. Write a Pandas program to create a new 'Quality -color' Series (use bracket notation to define the Series name) of the diamonds DataFrame.
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5. Write a Pandas program to find the number of rows and columns and data type of each column of diamonds Dataframe.
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6. Write a Pandas program to summarize only 'object' columns of the diamonds Dataframe.
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7. Write a Pandas program to rename two of the columns of the diamonds Dataframe.
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8. Write a Pandas program to rename all the columns of the diamonds Dataframe.
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9. Write a Pandas program to remove the second column of the diamonds Dataframe.
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10. Write a Pandas program to remove multiple columns at once of the diamonds Dataframe.
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11. Write a Pandas program to remove multiple rows at once (axis=0 refers to rows) from diamonds dataframe.
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12. Write a Pandas program to sort the 'cut' Series in ascending order (returns a Series) of diamonds Dataframe.
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13. Write a Pandas program to sort the 'price' Series in descending order (returns a Series) of diamonds Dataframe.
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14. Write a Pandas program to sort the entire diamonds DataFrame by the 'carat' Series in ascending and descending order.
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15. Write a Pandas program to filter the DataFrame rows to only show carat weight at least 0.3.
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16. Write a Pandas program to convert a python list to pandas series.
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17. Write a Pandas program to find the details of the diamonds where length>5, width>5 and depth>5.
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18. Write a Pandas program to find the diamonds that are either Premium or Ideal.
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19. Write a Pandas program to find the diamonds that are with a Fair or Good or Premium.
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20. Write a Pandas program to display all column labels of diamonds DataFrame.
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21. Write a Pandas program to read only a subset of 3 rows from diamonds DataFrame.
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22. Write a Pandas program to iterate through diamonds DataFrame.
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23. Write a Pandas program to drop all non-numeric columns from diamonds DataFrame.
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24. Write a Pandas program to include only numeric columns in the diamonds DataFrame.
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25. Write a Pandas program to pass a list of data types to only describe certain types of diamonds DataFrame.
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26. Write a Pandas program to calculate the mean of each numeric column of diamonds DataFrame.
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27. Write a Pandas program to calculate the mean of each row of diamonds DataFrame.
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28. Write a Pandas program to calculate the mean of price for each cut of diamonds DataFrame.
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29. Write a Pandas program to calculate count, minimum, maximum price for each cut of diamonds DataFrame.
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30. Write a Pandas program to create a side-by-side bar plot of the diamonds DataFrame.
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31. Write a Pandas program to count how many times each value in cut series of diamonds DataFrame occurs.
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32. Write a Pandas program to display percentages of each value of cut series occurs in diamonds DataFrame.
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33. Write a Pandas program to display the unique values in cut series of diamonds DataFrame.
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34. Write a Pandas program to count the number of unique values in cut series of diamonds DataFrame.
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35. Write a Pandas program to compute a cross-tabulation of two Series in diamonds DataFrame.
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36. Write a Pandas program to calculate various summary statistics of cut series of diamonds DataFrame.
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37. Write a Pandas program to create a histogram of the 'carat' Series (distribution of a numerical variable) of diamonds DataFrame.
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38. Write a Pandas program to create a bar plot of the 'value_counts' for the 'cut' series of diamonds DataFrame.
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39. Write a Pandas program to create a DataFrame of booleans (True if missing, False if not missing) from diamonds DataFrame.
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40. Write a Pandas program to count the number of missing values in each Series of diamonds DataFrame.
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41. Write a Pandas program to check the number of rows and columns and drop those row if 'any' values are missing in a row of diamonds DataFrame.
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42. Write a Pandas program to drop a row if any or all values in a row are missing of diamonds DataFrame on two specific columns.
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43. Write a Pandas program to set an existing column as the index of diamonds DataFrame.
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44. Write a Pandas program to set an existing column as the index of diamonds DataFrame and restore the index name, and move the index back to a column.
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45. Write a Pandas program to access a specified Series index and the Series values of diamonds DataFrame.
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46. Write a Pandas program to sort a Series by its values and index of diamonds DataFrame.
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47. Write a Pandas program to calculate the multiply of length, width and depth for each cut of diamonds DataFrame.
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48. Write a Pandas program to concatenate the diamonds DataFrame with the 'color' Series.
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49. Write a Pandas program to read specified rows and all columns of diamonds DataFrame.
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50. Write a Pandas program to read rows 0, 5, 7 and all columns of diamonds DataFrame.
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51. Write a Pandas program to read rows 2 through 5 and all columns of diamonds DataFrame.
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52. Write a Pandas program to read rows 0 through 2 (inclusive), columns 'color' and 'price' of diamonds DataFrame.
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53. Write a Pandas program to read rows 0 through 2 (inclusive), columns 'color' through 'price' (inclusive) of diamonds DataFrame.
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54. Write a Pandas program to read rows in which the 'cut' is 'Premium', column 'color' of diamonds DataFrame.
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55. Write a Pandas program to read rows in positions 0 and 1, columns in positions 0 and 3 of diamonds DataFrame.
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56. Write a Pandas program to read rows in positions 0 through 4, columns in positions 1 through 4 of diamonds DataFrame.
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57. Write a Pandas program to read rows in positions 0 through 4 (exclusive) and all columns of diamonds DataFrame.
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58. Write a Pandas program to read rows 2 through 5 (inclusive), columns in positions 0 through 2 (exclusive) of diamonds DataFrame.
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59. Write a Pandas program to print a concise summary of diamonds DataFrame.
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60. Write a Pandas program to get the true memory usage by diamonds DataFrame.
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61. Write a Pandas program to calculate the memory usage for each Series (in bytes) of diamonds DataFrame.
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62. Write a Pandas program to get randomly sample rows from diamonds DataFrame.
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63. Write a Pandas program to get sample 75% of the diamonds DataFrame's rows without replacement and store the remaining 25% of the rows in another DataFrame.
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64. Write a Pandas program to read the diamonds DataFrame and detect duplicate color.
Note: duplicated () function returns boolean Series denoting duplicate rows, optionally only considering certain columns.
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65. Write a Pandas program to count the duplicate rows of diamonds DataFrame.
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