Splitting Cells and Counting Unique Values in Python List
Last Updated :
17 Jan, 2025
Here, we need to split elements of a list and count the unique values from the resulting segments.
For example, given a list like ["a,b,c", "b,c,d" , e,f"], we want to extract each value, count only the unique ones, and return the result. Let’s examine different methods to achieve this, starting from the most efficient approach.
Using set()
We can directly use a set() to store unique values while splitting and iterating over the elements in the list.
Python
# Input list
a = ["a,b,c", "b,c,d", "e,f"]
# Split elements and store unique values in a set
unique = set(value for item in a for value in item.split(","))
# Count the unique values
cnt = len(unique)
print(cnt)
Explanation:
- We use a set comprehension to split each element of the list and store the unique values.
- Sets automatically handle duplicates, so only unique elements are retained.
- The length of the set gives the count of unique values.
Using itertools.chain
This method uses itertools.chain to flatten the split elements and then finds unique values using a set.
Python
from itertools import chain
# Input list
a = ["a,b,c", "b,c,d", "e,f"]
# Flatten the split elements and store unique values in a set
unique = set(chain.from_iterable(item.split(",") for item in a))
cnt = len(unique)
print(cnt)
Explanation:
- We use chain.from_iterable to flatten the list of split elements into a single iterable.
- A set is then used to remove duplicates.
- Finally, we calculate the length of the set to get the count of unique values.
Using list and converting to a set
This method first collects all values in a list, then converts it to a set to find the unique values.
Python
# Input list
a = ["a,b,c", "b,c,d", "e,f"]
# Collect all values in a list
b = [value for item in a for value in item.split(",")]
# Convert the list to a set to get unique values
unique = set(b)
# Count the unique values
cnt = len(unique)
print(cnt)
Explanation:
- We use a list comprehension to collect all the split values from the list.
- The list is then converted into a set to remove duplicates.
- Finally, the length of the set gives the count of unique values.
Using for loop
This method explicitly uses a for loop to split and add elements to a set for uniqueness.
Python
# Input list
a = ["a,b,c", "b,c,d", "e,f"]
# Initialize an empty set
unique = set()
# Loop through each element and add split values to the set
for item in a:
unique.update(item.split(","))
# Count the unique values
cnt = len(unique)
print(cnt)
Explanation:
- We initialize an empty set to store unique values.
- Each element of the list is split, and the resulting parts are added to the set using the update method.
- The length of the set gives the total number of unique values.
Similar Reads
Get Unique Values from a List in Python Getting unique values from a list in Python allows you to remove duplicates and work with distinct elements. For example, given the list a = [1, 2, 1, 1, 3, 4, 3, 3, 5], you might want to extract the unique values [1, 2, 3, 4, 5]. There are various efficient methods to extract unique values from a l
3 min read
How to Count Unique and Distinct Values in Excel Counting unique values in Excel is a common challenge when working with large datasets, especially for those analyzing data or generating reports. Knowing how to count distinct Excel values accurately is crucial when managing data like customer lists, product inventories, or sales records. This arti
15 min read
Count the number of Unique Characters in a String in Python We are given a string, and our task is to find the number of unique characters in it. For example, if the string is "hello world", the unique characters are {h, e, l, o, w, r, d}, so the output should be 8.Using setSet in Python is an unordered collection of unique elements automatically removing du
2 min read
Python - Unique value keys in a dictionary with lists as values Sometimes, while working with Python dictionaries, we can have problem in which we need to extract keys with values that are unique (there should be at least one item not present in other lists), i.e doesn't occur in any other key's value lists. This can have applications in data preprocessing. Lets
4 min read
Python - Check if list contains all unique elements To check if a list contains all unique elements in Python, we can compare the length of the list with the length of a set created from the list. A set automatically removes duplicates, so if the lengths match, the list contains all unique elements. Python provides several ways to check if all elemen
2 min read
How to count unique values in a Pandas Groupby object? Here, we can count the unique values in Pandas groupby object using different methods. This article depicts how the count of unique values of some attribute in a data frame can be retrieved using Pandas. Method 1: Count unique values using nunique() The Pandas dataframe.nunique() function returns a
2 min read