join() function - NumPy Last Updated : 27 Sep, 2025 Comments Improve Suggest changes Like Article Like Report The numpy.char.join() function is used to insert a specified separator between every character of each string element in a NumPy array. It is useful for formatting strings or creating patterns from text data.For Example: This example demonstrates joining mixed-case words with a space as a separator. Python import numpy as np arr = np.array(['HeLLo', 'WORLD']) res = np.char.join(' ', arr) print("Array:", arr) print("Result:", res) OutputArray: ['HeLLo' 'WORLD'] Result: ['H e L L o' 'W O R L D'] Syntaxnumpy.char.join(sep, arr)Parameters:sep: str or array_like -> Separator(s) inserted between characters.arr: array_like -> Input array of strings.Return Value: ndarray -> Array with strings joined using the specified separator(s).ExamplesExample 1: This example joins characters of words using different separators for each string. Python import numpy as np arr = np.array(['Python', 'Numpy', 'Pandas']) sep = np.array(['-', '+', '*']) res = np.char.join(sep, arr) print("Array:", arr) print("Result:", res) OutputArray: ['Python' 'Numpy' 'Pandas'] Result: ['P-y-t-h-o-n' 'N+u+m+p+y' 'P*a*n*d*a*s'] Example 2: This example joins characters of numeric strings with a colon (:). Python import numpy as np arr = np.array(['123', '456']) res = np.char.join(':', arr) print("Array:", arr) print("Result:", res) OutputArray: ['123' '456'] Result: ['1:2:3' '4:5:6'] Example 3: This example shows how the same separator can be applied to an array of names. Python import numpy as np arr = np.array(['Eve', 'Matt', 'Jack']) res = np.char.join('|', arr) print("Array:", arr) print("Result:", res) OutputArray: ['Eve' 'Matt' 'Jack'] Result: ['E|v|e' 'M|a|t|t' 'J|a|c|k'] Comment More info J jana_sayantan Follow Improve Article Tags : Python Python-numpy Python numpy-String Operation Explore Python FundamentalsPython Introduction 3 min read Input and Output in Python 4 min read Python Variables 5 min read Python Operators 5 min read Python Keywords 2 min read Python Data Types 7 min read Conditional Statements in Python 3 min read Loops in Python - For, While and Nested Loops 6 min read Python Functions 5 min read Recursion in Python 4 min read Python Lambda Functions 5 min read Python Data StructuresPython String 5 min read Python Lists 4 min read Python Tuples 4 min read Python Dictionary 3 min read Python Sets 6 min read Python Arrays 7 min read List Comprehension in Python 4 min read Advanced PythonPython OOP Concepts 11 min read Python Exception Handling 5 min read File Handling in Python 4 min read Python Database Tutorial 4 min read Python MongoDB Tutorial 2 min read Python MySQL 9 min read Python Packages 12 min read Python Modules 7 min read Python DSA Libraries 15 min read List of Python GUI Library and Packages 3 min read Data Science with PythonNumPy Tutorial - Python Library 3 min read Pandas Tutorial 6 min read Matplotlib Tutorial 5 min read Python Seaborn Tutorial 15+ min read StatsModel Library- Tutorial 4 min read Learning Model Building in Scikit-learn 8 min read TensorFlow Tutorial 2 min read PyTorch Tutorial 6 min read Web Development with PythonFlask Tutorial 8 min read Django Tutorial | Learn Django Framework 7 min read Django ORM - Inserting, Updating & Deleting Data 4 min read Templating With Jinja2 in Flask 6 min read Django Templates 7 min read Python | Build a REST API using Flask 3 min read How to Create a basic API using Django Rest Framework ? 4 min read Python PracticePython Quiz 3 min read Python Coding Practice 1 min read Python Interview Questions and Answers 15+ min read Like