Pandas Display Options: Examples and Reference
Last updated:- Reasonable defaults
- Maximum text length
- Disable scientific notation
- Thousands separator
- Force display dataframe
- Max dataframe columns
- Max dataframe rows
- Disable math symbols
- Decimal places for floats
- Reset all options
- Reset single display option
Updated for pandas 2.x
Reasonable defaults
You can add this to the beginning of every notebook you write automatically: Add commands to the beginning of every notebook
import pandas as pd
# general options
pd.set_option('display.max_columns',100)
pd.set_option('display.max_rows',100)
pd.set_option("display.precision", 3)
# for text columns
pd.set_option('display.max_colwidth',500)
# normal text often gets parsed as mathjax by mistake
pd.set_option('display.html.use_mathjax',False)
Maximum text length
use pandas.set_option('display.max_colwidth',1000)
:
Say you have a column named 'synopsis'
with text data:
max_max_colwidth
to 1000
Disable scientific notation
Use pandas.set_option('display.float_format', lambda x: '<fmtstring>' % x)
Example: use '%8.2f'
as formatting:
import pandas as pd
pd.set_option('display.float_format', lambda x: '%8.2f' % x)
pd.DataFrame({
"num":[0.0001, 10000000,100,0.5],
"str":["foo","bar","baz","quux"]
})
display.float_format
Thousands separator
To use commas (','
) as thousands separator for floats and integers:
Use
pandas.set_option('display.float_format', lambda x: '{:,.0f}' % x)
to use comma separators and no decimal placesUse
pandas.set_option('display.float_format', lambda x: '{:,.2f}' % x)
to use comma separators and 2 decimal places
import pandas as pd
pd.set_option('display.float_format', lambda x: '{:,.2f}'.format(x))
pd.DataFrame({
"num":[100000, 100,100,200.50],
"str":["foo","bar","baz","quux"]
})
separator and 2 decimal places
Force display dataframe
Use display
from IPython.display
to pretty-print a dataframe even when it's not the last thing in a cell.
from IPython.display import display
display(df)
it's in the middle of the notebook cell
Max dataframe columns
Use pandas.set_option('display.max_columns', num)
Example: show up to 100 columns: pandas.set_option('display.max_columns',100)
Max dataframe rows
Use pandas.set_option('display.max_rows', num)
Example: show up to 100 rows: pandas.set_option('display.max_rows',100)
Disable math symbols
Use pandas.set_option('display.html.use_mathjax',False)
to disable MathJax (Latex-style) rendering on dataframe cells.
Decimal places for floats
To set the number of decimal places for floating point numbers, set the precision
:
Example: display 3 decimal places for float numbers
pandas.set_option("display.precision", 3)
Reset all options
Use pandas.reset_option("all")
to reset all display options.
Reset single display option
Use pandas.reset_option("<option name>")
.
Example: pandas.reset_option('display.max_colwidth')
to reset 'display.max_colwidth' to its default value