New methods for pandas DataFrame and Series.
Project description
pdpatch
pdpatch
adds methods to pandas’
DataFrame
and Series
for a faster data science pipeline. It also
defines drop-in replacements for seaborn
and plotly.express
that
automatically label axes with nicer titles. We use
nbdev to build this project.
Install
pip install pdpatch
How to use
from pdpatch.all import *
Interactive Method .less()
Automatically Rename snake_case columns in plotly.express
and seaborn
import pandas as pd
from pdpatch.express import *
df = pd.DataFrame({'time__s__': range(10), 'position__m__': range(10)})
px.scatter(df, x='time__s__', y='position__m__').show('png')
from pdpatch.seaborn import sns
sns.scatterplot(data=df, x='time__s__', y='position__m__');
Shorter methods
df.rename(columns={'col_1': 'new_name'})
->df.renamec('col_1', 'new_name')
df = dummydf()
df.renamec('col_1', 'new_name').to_html()
new_name | col_2 | |
---|---|---|
0 | 100 | a |
1 | 101 | b |
2 | 102 | c |
3 | 103 | d |
4 | 104 | e |
Functions as methods
df.len()
5
New methods
df.col_1.minmax
(100, 104)
Utility functions
df = dummydf()
df.to_html()
col_1 | col_2 | |
---|---|---|
0 | 100 | a |
1 | 101 | b |
2 | 102 | c |
3 | 103 | d |
4 | 104 | e |
Project details
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