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In Python, the slicing method allows us to extract specific elements from a sequence such as a string, list, or tuple. It provides a concise and flexible way to handle subsequences within larger sequences. In this article, we will explore how to get the sum of the last K elements in a list using slicing operations.
To find the sum of the last K items in a list, we can follow a simple algorithm:
Accepts a list and the value of K as input.
Use the slicing operator to extract the last K items from the list.
Calculate the sum of extracted items.
Return the sum as the output.
sequence[start:end:step]
Here, the slice method accepts three optional parameters:
start (optional): The index of the element where the slice should start. If not provided, it defaults to the beginning of the sequence.
end (optional): The index (exclusive) of the element at which the slice should end. If not provided, defaults to the end of the sequence.
step (optional): The step or increment value for selecting elements. If not provided, it defaults to 1.
The start, end and step values can be positive or negative integers, allowing you to traverse the sequence in both forward and backward directions.
By specifying negative indexes in the slice, we can traverse backward starting from the end of the list. Here is the syntax for using slicing to get the sum of the last K list items:
In the below example, we have a list my_list containing 10 elements. We want to find the sum of the last 4 items in the list. By using the slice operator [-K:], we specify the range from the fourth −to−last element to the end of the list. The sum() function then calculates the sum of the extracted elements, resulting in 280.
my_list = [10, 20, 30, 40, 50, 60, 70, 80, 90, 100] K = 4 sum_of_last_k = sum(my_list[-K:]) print("Sum of last", K, "items:", sum_of_last_k)
Sum of last 4 items: 340
The tail function from the collections module is a convenience method for extracting the last N elements from a sequence. It allows you to avoid slicing with negative indices.
In the following example, we import the deque class from the collections module and specify the required maximum length (maxlen) as N. By passing the numbers list and maxlen=N to deque, we create a deque object that holds only the last N elements. Use list(tail_elements) to convert the deque object into a list, and you can get the tail elements [6, 7, 8, 9, 10].
from collections import deque numbers = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10] N = 5 tail_elements = deque(numbers, maxlen=N) print(list(tail_elements))
[6, 7, 8, 9, 10]
The islice function from the itertools module allows you to extract a specific subsequence from an iterable, such as a list or string, by providing the start, stop, and step values.
In the below example, we import the islice function from the itertools module. By passing the numbers list along with the start, stop, and step values to islice(numbers, start, stop, step), we extract the desired subsequence [6, 8, 10]. Converting the result to a list using list(islice(...)) enables us to print the subsequence
from itertools import islice numbers = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10] start = 5 stop = 10 step = 2 subsequence = list(islice(numbers, start, stop, step)) print(subsequence)
[6, 8, 10]
In this article, we discussed how to use the slicing method to get the sum of the last k items. The slicing method provides a concise and efficient way to perform such calculations and makes it easy to get the sum of the last k items of the list. The slicing method can also be used for other purposes like extracting subsequences, skipping elements with step values, reversing sequences, getting the last k elements, etc.
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