Skip to content

pd.DataFrame.expanding bug with axis = 1 #23372

New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Closed
boonteck opened this issue Oct 27, 2018 · 2 comments
Closed

pd.DataFrame.expanding bug with axis = 1 #23372

boonteck opened this issue Oct 27, 2018 · 2 comments
Labels
Bug Window rolling, ewma, expanding
Milestone

Comments

@boonteck
Copy link

boonteck commented Oct 27, 2018

import pandas as pd
import numpy as np

df = pd.DataFrame(np.ones((10, 20)))
df.expanding(3, axis = 1).sum()
   0   1    2    3    4    5    6    7    8     9     10    11    12    13  \
0 NaN NaN  3.0  4.0  5.0  6.0  7.0  8.0  9.0  10.0  10.0  10.0  10.0  10.0   
1 NaN NaN  3.0  4.0  5.0  6.0  7.0  8.0  9.0  10.0  10.0  10.0  10.0  10.0   
2 NaN NaN  3.0  4.0  5.0  6.0  7.0  8.0  9.0  10.0  10.0  10.0  10.0  10.0   
3 NaN NaN  3.0  4.0  5.0  6.0  7.0  8.0  9.0  10.0  10.0  10.0  10.0  10.0   
4 NaN NaN  3.0  4.0  5.0  6.0  7.0  8.0  9.0  10.0  10.0  10.0  10.0  10.0   
5 NaN NaN  3.0  4.0  5.0  6.0  7.0  8.0  9.0  10.0  10.0  10.0  10.0  10.0   
6 NaN NaN  3.0  4.0  5.0  6.0  7.0  8.0  9.0  10.0  10.0  10.0  10.0  10.0   
7 NaN NaN  3.0  4.0  5.0  6.0  7.0  8.0  9.0  10.0  10.0  10.0  10.0  10.0   
8 NaN NaN  3.0  4.0  5.0  6.0  7.0  8.0  9.0  10.0  10.0  10.0  10.0  10.0   
9 NaN NaN  3.0  4.0  5.0  6.0  7.0  8.0  9.0  10.0  10.0  10.0  10.0  10.0   

     14    15    16    17    18    19  
0  10.0  10.0  10.0  10.0  10.0  10.0  
1  10.0  10.0  10.0  10.0  10.0  10.0  
2  10.0  10.0  10.0  10.0  10.0  10.0  
3  10.0  10.0  10.0  10.0  10.0  10.0  
4  10.0  10.0  10.0  10.0  10.0  10.0  
5  10.0  10.0  10.0  10.0  10.0  10.0  
6  10.0  10.0  10.0  10.0  10.0  10.0  
7  10.0  10.0  10.0  10.0  10.0  10.0  
8  10.0  10.0  10.0  10.0  10.0  10.0  
9  10.0  10.0  10.0  10.0  10.0  10.0  

axis = 1 on pd.DataFrame.expanding doesn't seem to be working as expected; a horizontal expanding window. Instead, the window size appears to be constrained to the number of rows.

axis = 0 is working fine as a vertical expanding window

Expected Output

df.T.expanding(3, axis = 0).sum().T

  0   1    2    3    4    5    6    7    8     9     10    11    12    13  \
0 NaN NaN  3.0  4.0  5.0  6.0  7.0  8.0  9.0  10.0  11.0  12.0  13.0  14.0   
1 NaN NaN  3.0  4.0  5.0  6.0  7.0  8.0  9.0  10.0  11.0  12.0  13.0  14.0   
2 NaN NaN  3.0  4.0  5.0  6.0  7.0  8.0  9.0  10.0  11.0  12.0  13.0  14.0   
3 NaN NaN  3.0  4.0  5.0  6.0  7.0  8.0  9.0  10.0  11.0  12.0  13.0  14.0   
4 NaN NaN  3.0  4.0  5.0  6.0  7.0  8.0  9.0  10.0  11.0  12.0  13.0  14.0   
5 NaN NaN  3.0  4.0  5.0  6.0  7.0  8.0  9.0  10.0  11.0  12.0  13.0  14.0   
6 NaN NaN  3.0  4.0  5.0  6.0  7.0  8.0  9.0  10.0  11.0  12.0  13.0  14.0   
7 NaN NaN  3.0  4.0  5.0  6.0  7.0  8.0  9.0  10.0  11.0  12.0  13.0  14.0   
8 NaN NaN  3.0  4.0  5.0  6.0  7.0  8.0  9.0  10.0  11.0  12.0  13.0  14.0   
9 NaN NaN  3.0  4.0  5.0  6.0  7.0  8.0  9.0  10.0  11.0  12.0  13.0  14.0   

     14    15    16    17    18    19  
0  15.0  16.0  17.0  18.0  19.0  20.0  
1  15.0  16.0  17.0  18.0  19.0  20.0  
2  15.0  16.0  17.0  18.0  19.0  20.0  
3  15.0  16.0  17.0  18.0  19.0  20.0  
4  15.0  16.0  17.0  18.0  19.0  20.0  
5  15.0  16.0  17.0  18.0  19.0  20.0  
6  15.0  16.0  17.0  18.0  19.0  20.0  
7  15.0  16.0  17.0  18.0  19.0  20.0  
8  15.0  16.0  17.0  18.0  19.0  20.0  
9  15.0  16.0  17.0  18.0  19.0  20.0  

Output of pd.show_versions()

INSTALLED VERSIONS ------------------ commit: None python: 3.7.1.final.0 python-bits: 64 OS: Linux OS-release: 4.17.19-1-MANJARO machine: x86_64 processor: byteorder: little LC_ALL: None LANG: en_SG.UTF-8 LOCALE: en_SG.UTF-8

pandas: 0.23.4
pytest: None
pip: 18.0
setuptools: 40.4.3
Cython: 0.29
numpy: 1.15.2
scipy: 1.1.0
pyarrow: None
xarray: None
IPython: 6.5.0
sphinx: None
patsy: 0.5.0
dateutil: 2.7.3
pytz: 2018.5
blosc: None
bottleneck: None
tables: None
numexpr: None
feather: None
matplotlib: 2.2.3
openpyxl: None
xlrd: None
xlwt: None
xlsxwriter: None
lxml: None
bs4: None
html5lib: 1.0.1
sqlalchemy: 1.2.12
pymysql: None
psycopg2: 2.7.5 (dt dec pq3 ext lo64)
jinja2: 2.10
s3fs: None
fastparquet: None
pandas_gbq: None
pandas_datareader: None

@gfyoung gfyoung added Bug Window rolling, ewma, expanding labels Oct 27, 2018
@gfyoung
Copy link
Member

gfyoung commented Oct 27, 2018

That looks very odd indeed! Investigation and PR are welcome!

@jreback
Copy link
Contributor

jreback commented Oct 28, 2018

its using the wrong axis for computing the window length, IOW its always using axis=0

see Expanding._get_window, should be easy patch.

gfyoung added a commit to forking-repos/pandas that referenced this issue Oct 29, 2018
@jreback jreback added this to the 0.24.0 milestone Oct 30, 2018
gfyoung added a commit to forking-repos/pandas that referenced this issue Oct 30, 2018
gfyoung added a commit to forking-repos/pandas that referenced this issue Oct 31, 2018
Pingviinituutti pushed a commit to Pingviinituutti/pandas that referenced this issue Feb 28, 2019
Pingviinituutti pushed a commit to Pingviinituutti/pandas that referenced this issue Feb 28, 2019
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
Bug Window rolling, ewma, expanding
Projects
None yet
Development

No branches or pull requests

3 participants