# NumPy Basic: Exercises, Practice, Solution

## NumPy Basic [59 exercises with solution]

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**1.**Write a NumPy program to get the numpy version and show numpy build configuration. Go to the editor

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**2.** Write a NumPy program to get help on the add function. Go to the editor

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**3.** Write a NumPy program to test whether none of the elements of a given array is zero. Go to the editor

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**4.** Write a NumPy program to test whether any of the elements of a given array is non-zero. Go to the editor

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**5.** Write a NumPy program to test a given array element-wise for finiteness (not infinity or not a Number). Go to the editor

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**6.** Write a NumPy program to test element-wise for positive or negative infinity. Go to the editor

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**7.** Write a NumPy program to test element-wise for NaN of a given array. Go to the editor

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**8.** Write a NumPy program to test element-wise for complex number, real number of a given array. Also test whether a given number is a scalar type or not. Go to the editor

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**9.** Write a NumPy program to test whether two arrays are element-wise equal within a tolerance. Go to the editor

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**10.** Write a NumPy program to create an element-wise comparison (greater, greater_equal, less and less_equal) of two given arrays. Go to the editor

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**11.** Write a NumPy program to create an element-wise comparison (equal, equal within a tolerance) of two given arrays. Go to the editor

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**12.** Write a NumPy program to create an array with the values 1, 7, 13, 105 and determine the size of the memory occupied by the array. Go to the editor

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**13.** Write a NumPy program to create an array of 10 zeros,10 ones, 10 fives. Go to the editor

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**14.** Write a NumPy program to create an array of the integers from 30 to70. Go to the editor

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**15.** Write a NumPy program to create an array of all the even integers from 30 to 70. Go to the editor

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**16.** Write a NumPy program to create a 3x3 identity matrix. Go to the editor

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**17.** Write a NumPy program to generate a random number between 0 and 1. Go to the editor

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**18.** Write a NumPy program to generate an array of 15 random numbers from a standard normal distribution. Go to the editor

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**19.** Write a NumPy program to create a vector with values ranging from 15 to 55 and print all values except the first and last. Go to the editor

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**20.** Write a NumPy program to create a 3X4 array using and iterate over it. Go to the editor

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**21.** Write a NumPy program to create a vector of length 10 with values evenly distributed between 5 and 50. Go to the editor

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**22.** Write a NumPy program to create a vector with values from 0 to 20 and change the sign of the numbers in the range from 9 to 15. Go to the editor

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**23.** Write a NumPy program to create a vector of length 5 filled with arbitrary integers from 0 to 10. Go to the editor

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**24.** Write a NumPy program to multiply the values of two given vectors. Go to the editor

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**25.** Write a NumPy program to create a 3x4 matrix filled with values from 10 to 21. Go to the editor

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**26.** Write a NumPy program to find the number of rows and columns of a given matrix. Go to the editor

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**27.** Write a NumPy program to create a 3x3 identity matrix, i.e. diagonal elements are 1, the rest are 0. Go to the editor

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**28.** Write a NumPy program to create a 10x10 matrix, in which the elements on the borders will be equal to 1, and inside 0. Go to the editor

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**29.** Write a NumPy program to create a 5x5 zero matrix with elements on the main diagonal equal to 1, 2, 3, 4, 5. Go to the editor

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**30**. Write a NumPy program to create a 4x4 matrix in which 0 and 1 are staggered, with zeros on the main diagonal. Go to the editor

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**31.** Write a NumPy program to create a 3x3x3 array filled with arbitrary values. Go to the editor

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**32.** Write a NumPy program to compute sum of all elements, sum of each column and sum of each row of a given array. Go to the editor

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**33.** Write a NumPy program to compute the inner product of two given vectors. Go to the editor

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**34.** Write a NumPy program to add a vector to each row of a given matrix. Go to the editor

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**35.** Write a NumPy program to save a given array to a binary file . Go to the editor

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**36.** Write a NumPy program to save two given arrays into a single file in compressed format (.npz format) and load it. Go to the editor

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**37.** Write a NumPy program to save a given array to a text file and load it. Go to the editor

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**38.** Write a NumPy program to convert a given array into bytes, and load it as array. Go to the editor

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**39.** Write a NumPy program to convert a given list into an array, then again convert it into a list. Check initial list and final list are equal or not. Go to the editor

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**40.** Write a NumPy program to compute the x and y coordinates for points on a sine curve and plot the points using matplotlib. Go to the editor

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**41.** Write a NumPy program to convert numpy dtypes to native python types. Go to the editor

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**42.** Write a NumPy program to add elements in a matrix. If an element in the matrix is 0, we will not add the element below this element. Go to the editor

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**43.** Write a NumPy program to find the missing data in a given array. Go to the editor

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**44.** Write a NumPy program to check whether two arrays are equal (element wise) or not. Go to the editor

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**45.** Write a NumPy program to create one-dimensional array of single, two and three digit numbers. Go to the editor

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**46.** Write a NumPy program to create a two-dimensional array of specified format. Go to the editor

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**47.** Write a NumPy program to create a one dimensional array of forty pseudo-randomly generated values. Select random numbers from a uniform distribution between 0 and 1. Go to the editor

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**48.** Write a NumPy program to create a two-dimensional array with shape (8,5) of random numbers. Select random numbers from a normal distribution (200,7). Go to the editor

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**49.** Write a NumPy program to generate a uniform, non-uniform random sample from a given 1-D array with and without replacement. Go to the editor

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**50.** Write a NumPy program to create a 4x4 array with random values, now create a new array from the said array swapping first and last rows. Go to the editor

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**51.** Write a NumPy program to create a new array of given shape (5,6) and type, filled with zeros. Go to the editor

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**52.** Write a NumPy program to sort a given array by row and column in ascending order. Go to the editor

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**53.** Write a NumPy program to extract all numbers from a given array which are less and greater than a specified number. Go to the editor

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**54.** Write a NumPy program to replace all numbers in a given array which is equal, less and greater to a given number. Go to the editor

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**55.** Write a NumPy program to create an array of equal shape and data type of a given array. Go to the editor

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**56.** Write a NumPy program to create a three-dimension array with shape (3,5,4) and set to a variable. Go to the editor

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**57.** Write a NumPy program to create a 4x4 array, now create a new array from the said array swapping first and last, second and third columns. Go to the editor

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**58.** Write a NumPy program to swap rows and columns of a given array in reverse order. Go to the editor

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**59.** Write a NumPy program to multiply two given arrays of same size element-by-element. Go to the editor

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**Do not submit any solution of the above exercises at here, if you want to contribute go to the appropriate exercise page.**

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## Python: Tips of the Day

**Getting rid of unwanted characters:**

You can get rid of whitespaces or any specific character using strip methods in Python. You can use either plain strip for both sides, lstrip for the left side and rstrip for the right side only.

str="+++Welcome python+++" str.strip() print(str)

Output:

+++Welcome python+++

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