# How to transpose a list of lists in Python

In this post, I’ll explain to you how you can transpose a list of lists in Python.

## Transpose

Before going deeper let me first explain about transpose so transpose is defined as the interchanging of rows and columns.

## List in Python

List in Python is the type of variable in which we can store multiple values. Or we can say that List is like an array but the list has one advantage over an array we can put any data type value in a single list whether it is off integer or string.

We declare the list as below:-

```l=[] #it is an empty list
l1=['Mohit',68,'Rohit'] #l1 is the list which consist three values
print(l1)
```

## Output

`['Mohit', 68, 'Rohit']`

The list is mutable it means we can change it or modify it after its declaration.

## List of Lists

List of Lists means when a list consists of another list inside it. Or we can say it is a two-dimensional list.

As below:-

```#list of lists
l=[[1,2,3],] #l is contains another list inside it
print(l)```

## Output

```[[1, 2, 3], ]

```

Transpose a List of Lists

Now, to transpose a list of lists we can use various methods like zip() function, using for loop and using NumPy library.

Here below I’ll discuss with you the two most common and easiest methods to do it.

1. Using for loop in Python

Using for loop we can transpose a list of lists as below:-

```# python program to transpose a list of lists using loop
# declare a list of lists
l1 = [[6, 4, 3], [5, 4, 5], [9, 6, 4]]
l2 = []  # l2 is an empty list we declare it to store transpose of above list

# now we'll declare a function to transpose the lists

def transpose(l1, l2):
# iterate over the list
#len python is use for finding the length of the list
for i in range(len(l1)):
row = [] #to print values
for j in l1:
# appending to new list with values and index number
# j contains values and  i contains index position
row.append(j[i])
l2.append(row) #appending value of row list into l2 which is an empty list
return l2

# printing transpose
print(transpose(l1, l2))
```
```Output:-
[[6, 5, 9], [4, 4, 6], [3, 5, 4]]```

2. Using NumPy

It is an easy way to transpose the list of lists than the above for loop method:-

NumPy is a Python library that handles multi-dimensional arrays and matrices operations.

```#Python program to transpose the list using NumPy
#first we need to import python NumPy library as below
import numpy as np
#now declare a list of lists
l1=[[4,7,6],[5,2,4],[8,3,4]]
print(np.transpose(l1)) #it tranpose the lists```

## Output

```[[4 5 8]
[7 2 3]
[6 4 4]]

```

As you have seen using NumPy we can easily do it. It is a more efficient and easy way than the loop.