sfu-db / dataprep

Open-source low code data preparation library in python. Collect, clean and visualization your data in python with a few lines of code.
http://dataprep.ai
MIT License
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Error concerning scipy.stats.stats when creating a report #840

Closed mina-marmpena closed 2 years ago

mina-marmpena commented 2 years ago

Describe the bug I get the following error when I try to run the example of creating a report:

error happended in column:PassengerId Traceback (most recent call last): File "", line 1, in File "/home/user/anaconda3/envs/test-data-prep/lib/python3.8/site-packages/dataprep/eda/create_report/init.py", line 68, in create_report "components": format_report(df, cfg, mode, progress), File "/home/user/anaconda3/envs/test-data-prep/lib/python3.8/site-packages/dataprep/eda/create_report/formatter.py", line 76, in format_report comps = format_basic(edaframe, cfg) File "/home/user/anaconda3/envs/test-data-prep/lib/python3.8/site-packages/dataprep/eda/create_report/formatter.py", line 274, in format_basic data, completions = basic_computations(df, cfg) File "/home/user/anaconda3/envs/test-data-prep/lib/python3.8/site-packages/dataprep/eda/create_report/formatter.py", line 383, in basic_computations variables_data = _compute_variables(df, cfg) File "/home/user/anaconda3/envs/test-data-prep/lib/python3.8/site-packages/dataprep/eda/create_report/formatter.py", line 318, in _compute_variables data[col] = cont_comps(df.frame[col], cfg) File "/home/user/anaconda3/envs/test-data-prep/lib/python3.8/site-packages/dataprep/eda/distribution/compute/univariate.py", line 200, in cont_comps data["chisq"] = chisquare(data["hist"][0]) File "/home/user/anaconda3/envs/test-data-prep/lib/python3.8/site-packages/dask/array/stats.py", line 136, in chisquare return power_divergence(f_obs, f_exp=fexp, ddof=ddof, axis=axis, lambda="pearson") File "/home/user/anaconda3/envs/test-data-prep/lib/python3.8/site-packages/dask/array/stats.py", line 144, in powerdivergence if lambda not in scipy.stats.stats._power_div_lambda_names: File "/home/user/anaconda3/envs/test-data-prep/lib/python3.8/site-packages/scipy/stats/stats.py", line 54, in getattr raise AttributeError( AttributeError: scipy.stats.stats is deprecated and has no attribute _power_div_lambda_names. Try looking in scipy.stats instead.

To Reproduce

from dataprep.datasets import load_dataset
df = load_dataset("titanic")
from dataprep.eda import create_report
report = create_report(df)

Expected behavior To get the EDA report.

Desktop (please complete the following information):

Additional context I have tested in a fresh conda env with pip install dataprep. Here are the packages installed:

# Name                    Version                   Build  Channel
_libgcc_mutex             0.1                        main  
_openmp_mutex             4.5                       1_gnu  
aiohttp                   3.8.1                    pypi_0    pypi
aiosignal                 1.2.0                    pypi_0    pypi
argon2-cffi               21.3.0                   pypi_0    pypi
argon2-cffi-bindings      21.2.0                   pypi_0    pypi
asttokens                 2.0.5                    pypi_0    pypi
async-timeout             4.0.2                    pypi_0    pypi
attrs                     21.4.0                   pypi_0    pypi
backcall                  0.2.0                    pypi_0    pypi
bleach                    4.1.0                    pypi_0    pypi
bokeh                     2.4.2                    pypi_0    pypi
ca-certificates           2021.10.26           h06a4308_2  
certifi                   2021.10.8        py38h06a4308_2  
cffi                      1.15.0                   pypi_0    pypi
charset-normalizer        2.0.12                   pypi_0    pypi
click                     8.0.4                    pypi_0    pypi
cloudpickle               2.0.0                    pypi_0    pypi
cycler                    0.11.0                   pypi_0    pypi
dask                      2021.12.0                pypi_0    pypi
dataprep                  0.4.2                    pypi_0    pypi
debugpy                   1.5.1                    pypi_0    pypi
decorator                 5.1.1                    pypi_0    pypi
defusedxml                0.7.1                    pypi_0    pypi
entrypoints               0.4                      pypi_0    pypi
executing                 0.8.2                    pypi_0    pypi
flask                     2.0.3                    pypi_0    pypi
flask-cors                3.0.10                   pypi_0    pypi
fonttools                 4.29.1                   pypi_0    pypi
frozenlist                1.3.0                    pypi_0    pypi
fsspec                    2022.2.0                 pypi_0    pypi
idna                      3.3                      pypi_0    pypi
importlib-resources       5.4.0                    pypi_0    pypi
ipykernel                 6.9.1                    pypi_0    pypi
ipython                   8.1.0                    pypi_0    pypi
ipython-genutils          0.2.0                    pypi_0    pypi
ipywidgets                7.6.5                    pypi_0    pypi
itsdangerous              2.1.0                    pypi_0    pypi
jedi                      0.18.1                   pypi_0    pypi
jinja2                    3.0.3                    pypi_0    pypi
joblib                    1.1.0                    pypi_0    pypi
jsonpath-ng               1.5.3                    pypi_0    pypi
jsonschema                4.4.0                    pypi_0    pypi
jupyter-client            7.1.2                    pypi_0    pypi
jupyter-core              4.9.2                    pypi_0    pypi
jupyterlab-pygments       0.1.2                    pypi_0    pypi
jupyterlab-widgets        1.0.2                    pypi_0    pypi
kiwisolver                1.3.2                    pypi_0    pypi
ld_impl_linux-64          2.35.1               h7274673_9  
levenshtein               0.16.0                   pypi_0    pypi
libffi                    3.3                  he6710b0_2  
libgcc-ng                 9.3.0               h5101ec6_17  
libgomp                   9.3.0               h5101ec6_17  
libstdcxx-ng              9.3.0               hd4cf53a_17  
locket                    0.2.1                    pypi_0    pypi
markupsafe                2.1.0                    pypi_0    pypi
matplotlib                3.5.1                    pypi_0    pypi
matplotlib-inline         0.1.3                    pypi_0    pypi
metaphone                 0.6                      pypi_0    pypi
mistune                   0.8.4                    pypi_0    pypi
multidict                 6.0.2                    pypi_0    pypi
nbclient                  0.5.11                   pypi_0    pypi
nbconvert                 6.4.2                    pypi_0    pypi
nbformat                  5.1.3                    pypi_0    pypi
ncurses                   6.3                  h7f8727e_2  
nest-asyncio              1.5.4                    pypi_0    pypi
nltk                      3.7                      pypi_0    pypi
notebook                  6.4.8                    pypi_0    pypi
numpy                     1.22.2                   pypi_0    pypi
openssl                   1.1.1m               h7f8727e_0  
packaging                 21.3                     pypi_0    pypi
pandas                    1.4.1                    pypi_0    pypi
pandocfilters             1.5.0                    pypi_0    pypi
parso                     0.8.3                    pypi_0    pypi
partd                     1.2.0                    pypi_0    pypi
pexpect                   4.8.0                    pypi_0    pypi
pickleshare               0.7.5                    pypi_0    pypi
pillow                    9.0.1                    pypi_0    pypi
pip                       21.2.4           py38h06a4308_0  
ply                       3.11                     pypi_0    pypi
prometheus-client         0.13.1                   pypi_0    pypi
prompt-toolkit            3.0.28                   pypi_0    pypi
ptyprocess                0.7.0                    pypi_0    pypi
pure-eval                 0.2.2                    pypi_0    pypi
pycparser                 2.21                     pypi_0    pypi
pydantic                  1.9.0                    pypi_0    pypi
pygments                  2.11.2                   pypi_0    pypi
pyparsing                 3.0.7                    pypi_0    pypi
pyrsistent                0.18.1                   pypi_0    pypi
python                    3.8.12               h12debd9_0  
python-crfsuite           0.9.7                    pypi_0    pypi
python-dateutil           2.8.2                    pypi_0    pypi
python-stdnum             1.17                     pypi_0    pypi
pytz                      2021.3                   pypi_0    pypi
pyyaml                    6.0                      pypi_0    pypi
pyzmq                     22.3.0                   pypi_0    pypi
rapidfuzz                 1.8.3                    pypi_0    pypi
readline                  8.1.2                h7f8727e_1  
regex                     2021.11.10               pypi_0    pypi
scipy                     1.8.0                    pypi_0    pypi
send2trash                1.8.0                    pypi_0    pypi
setuptools                58.0.4           py38h06a4308_0  
six                       1.16.0                   pypi_0    pypi
sqlite                    3.37.2               hc218d9a_0  
stack-data                0.2.0                    pypi_0    pypi
terminado                 0.13.1                   pypi_0    pypi
testpath                  0.6.0                    pypi_0    pypi
tk                        8.6.11               h1ccaba5_0  
toolz                     0.11.2                   pypi_0    pypi
tornado                   6.1                      pypi_0    pypi
tqdm                      4.62.3                   pypi_0    pypi
traitlets                 5.1.1                    pypi_0    pypi
typing-extensions         4.1.1                    pypi_0    pypi
varname                   0.8.1                    pypi_0    pypi
wcwidth                   0.2.5                    pypi_0    pypi
webencodings              0.5.1                    pypi_0    pypi
werkzeug                  2.0.3                    pypi_0    pypi
wheel                     0.37.1             pyhd3eb1b0_0  
widgetsnbextension        3.5.2                    pypi_0    pypi
wordcloud                 1.8.1                    pypi_0    pypi
xz                        5.2.5                h7b6447c_0  
yarl                      1.7.2                    pypi_0    pypi
zipp                      3.7.0                    pypi_0    pypi
zlib                      1.2.11               h7f8727e_4 
jinglinpeng commented 2 years ago

Hi @mina-marmpena , thanks for proposing the issue. Could you try to downgrade the scipy version to 1.5.4?

mapsiva commented 2 years ago

I had the same problem. As suggested, I downgraded my scipy to 1.5.4, but another problem showed:

data[col]["stats"], data[col]["len_stats"], data[col]["letter_stats"]
KeyError: 'stats'
jinglinpeng commented 2 years ago

Hi @mapsiva , I think this is a data related error. Is it possible to share a data that can reproduce the error?

mingjun1120 commented 2 years ago

Describe the bug I get the following error when I try to run the example of creating a report:

error happended in column:PassengerId Traceback (most recent call last): File "", line 1, in File "/home/user/anaconda3/envs/test-data-prep/lib/python3.8/site-packages/dataprep/eda/create_report/init.py", line 68, in create_report "components": format_report(df, cfg, mode, progress), File "/home/user/anaconda3/envs/test-data-prep/lib/python3.8/site-packages/dataprep/eda/create_report/formatter.py", line 76, in format_report comps = format_basic(edaframe, cfg) File "/home/user/anaconda3/envs/test-data-prep/lib/python3.8/site-packages/dataprep/eda/create_report/formatter.py", line 274, in format_basic data, completions = basic_computations(df, cfg) File "/home/user/anaconda3/envs/test-data-prep/lib/python3.8/site-packages/dataprep/eda/create_report/formatter.py", line 383, in basic_computations variables_data = _compute_variables(df, cfg) File "/home/user/anaconda3/envs/test-data-prep/lib/python3.8/site-packages/dataprep/eda/create_report/formatter.py", line 318, in _compute_variables data[col] = cont_comps(df.frame[col], cfg) File "/home/user/anaconda3/envs/test-data-prep/lib/python3.8/site-packages/dataprep/eda/distribution/compute/univariate.py", line 200, in cont_comps data["chisq"] = chisquare(data["hist"][0]) File "/home/user/anaconda3/envs/test-data-prep/lib/python3.8/site-packages/dask/array/stats.py", line 136, in chisquare return power_divergence(f_obs, f_exp=fexp, ddof=ddof, axis=axis, lambda="pearson") File "/home/user/anaconda3/envs/test-data-prep/lib/python3.8/site-packages/dask/array/stats.py", line 144, in powerdivergence if lambda not in scipy.stats.stats._power_div_lambda_names: File "/home/user/anaconda3/envs/test-data-prep/lib/python3.8/site-packages/scipy/stats/stats.py", line 54, in getattr raise AttributeError( AttributeError: scipy.stats.stats is deprecated and has no attribute _power_div_lambda_names. Try looking in scipy.stats instead.

To Reproduce

from dataprep.datasets import load_dataset
df = load_dataset("titanic")
from dataprep.eda import create_report
report = create_report(df)

Expected behavior To get the EDA report.

Desktop (please complete the following information):

  • OS: Ubuntu 20.04.4 LTS
  • Platform [Python script]
  • Platform Version [PyCharm 2021.3.2 (Community Edition)]
  • Python Version [3.8.12]
  • Dataprep Version [0.4.2]

Additional context I have tested in a fresh conda env with pip install dataprep. Here are the packages installed:

# Name                    Version                   Build  Channel
_libgcc_mutex             0.1                        main  
_openmp_mutex             4.5                       1_gnu  
aiohttp                   3.8.1                    pypi_0    pypi
aiosignal                 1.2.0                    pypi_0    pypi
argon2-cffi               21.3.0                   pypi_0    pypi
argon2-cffi-bindings      21.2.0                   pypi_0    pypi
asttokens                 2.0.5                    pypi_0    pypi
async-timeout             4.0.2                    pypi_0    pypi
attrs                     21.4.0                   pypi_0    pypi
backcall                  0.2.0                    pypi_0    pypi
bleach                    4.1.0                    pypi_0    pypi
bokeh                     2.4.2                    pypi_0    pypi
ca-certificates           2021.10.26           h06a4308_2  
certifi                   2021.10.8        py38h06a4308_2  
cffi                      1.15.0                   pypi_0    pypi
charset-normalizer        2.0.12                   pypi_0    pypi
click                     8.0.4                    pypi_0    pypi
cloudpickle               2.0.0                    pypi_0    pypi
cycler                    0.11.0                   pypi_0    pypi
dask                      2021.12.0                pypi_0    pypi
dataprep                  0.4.2                    pypi_0    pypi
debugpy                   1.5.1                    pypi_0    pypi
decorator                 5.1.1                    pypi_0    pypi
defusedxml                0.7.1                    pypi_0    pypi
entrypoints               0.4                      pypi_0    pypi
executing                 0.8.2                    pypi_0    pypi
flask                     2.0.3                    pypi_0    pypi
flask-cors                3.0.10                   pypi_0    pypi
fonttools                 4.29.1                   pypi_0    pypi
frozenlist                1.3.0                    pypi_0    pypi
fsspec                    2022.2.0                 pypi_0    pypi
idna                      3.3                      pypi_0    pypi
importlib-resources       5.4.0                    pypi_0    pypi
ipykernel                 6.9.1                    pypi_0    pypi
ipython                   8.1.0                    pypi_0    pypi
ipython-genutils          0.2.0                    pypi_0    pypi
ipywidgets                7.6.5                    pypi_0    pypi
itsdangerous              2.1.0                    pypi_0    pypi
jedi                      0.18.1                   pypi_0    pypi
jinja2                    3.0.3                    pypi_0    pypi
joblib                    1.1.0                    pypi_0    pypi
jsonpath-ng               1.5.3                    pypi_0    pypi
jsonschema                4.4.0                    pypi_0    pypi
jupyter-client            7.1.2                    pypi_0    pypi
jupyter-core              4.9.2                    pypi_0    pypi
jupyterlab-pygments       0.1.2                    pypi_0    pypi
jupyterlab-widgets        1.0.2                    pypi_0    pypi
kiwisolver                1.3.2                    pypi_0    pypi
ld_impl_linux-64          2.35.1               h7274673_9  
levenshtein               0.16.0                   pypi_0    pypi
libffi                    3.3                  he6710b0_2  
libgcc-ng                 9.3.0               h5101ec6_17  
libgomp                   9.3.0               h5101ec6_17  
libstdcxx-ng              9.3.0               hd4cf53a_17  
locket                    0.2.1                    pypi_0    pypi
markupsafe                2.1.0                    pypi_0    pypi
matplotlib                3.5.1                    pypi_0    pypi
matplotlib-inline         0.1.3                    pypi_0    pypi
metaphone                 0.6                      pypi_0    pypi
mistune                   0.8.4                    pypi_0    pypi
multidict                 6.0.2                    pypi_0    pypi
nbclient                  0.5.11                   pypi_0    pypi
nbconvert                 6.4.2                    pypi_0    pypi
nbformat                  5.1.3                    pypi_0    pypi
ncurses                   6.3                  h7f8727e_2  
nest-asyncio              1.5.4                    pypi_0    pypi
nltk                      3.7                      pypi_0    pypi
notebook                  6.4.8                    pypi_0    pypi
numpy                     1.22.2                   pypi_0    pypi
openssl                   1.1.1m               h7f8727e_0  
packaging                 21.3                     pypi_0    pypi
pandas                    1.4.1                    pypi_0    pypi
pandocfilters             1.5.0                    pypi_0    pypi
parso                     0.8.3                    pypi_0    pypi
partd                     1.2.0                    pypi_0    pypi
pexpect                   4.8.0                    pypi_0    pypi
pickleshare               0.7.5                    pypi_0    pypi
pillow                    9.0.1                    pypi_0    pypi
pip                       21.2.4           py38h06a4308_0  
ply                       3.11                     pypi_0    pypi
prometheus-client         0.13.1                   pypi_0    pypi
prompt-toolkit            3.0.28                   pypi_0    pypi
ptyprocess                0.7.0                    pypi_0    pypi
pure-eval                 0.2.2                    pypi_0    pypi
pycparser                 2.21                     pypi_0    pypi
pydantic                  1.9.0                    pypi_0    pypi
pygments                  2.11.2                   pypi_0    pypi
pyparsing                 3.0.7                    pypi_0    pypi
pyrsistent                0.18.1                   pypi_0    pypi
python                    3.8.12               h12debd9_0  
python-crfsuite           0.9.7                    pypi_0    pypi
python-dateutil           2.8.2                    pypi_0    pypi
python-stdnum             1.17                     pypi_0    pypi
pytz                      2021.3                   pypi_0    pypi
pyyaml                    6.0                      pypi_0    pypi
pyzmq                     22.3.0                   pypi_0    pypi
rapidfuzz                 1.8.3                    pypi_0    pypi
readline                  8.1.2                h7f8727e_1  
regex                     2021.11.10               pypi_0    pypi
scipy                     1.8.0                    pypi_0    pypi
send2trash                1.8.0                    pypi_0    pypi
setuptools                58.0.4           py38h06a4308_0  
six                       1.16.0                   pypi_0    pypi
sqlite                    3.37.2               hc218d9a_0  
stack-data                0.2.0                    pypi_0    pypi
terminado                 0.13.1                   pypi_0    pypi
testpath                  0.6.0                    pypi_0    pypi
tk                        8.6.11               h1ccaba5_0  
toolz                     0.11.2                   pypi_0    pypi
tornado                   6.1                      pypi_0    pypi
tqdm                      4.62.3                   pypi_0    pypi
traitlets                 5.1.1                    pypi_0    pypi
typing-extensions         4.1.1                    pypi_0    pypi
varname                   0.8.1                    pypi_0    pypi
wcwidth                   0.2.5                    pypi_0    pypi
webencodings              0.5.1                    pypi_0    pypi
werkzeug                  2.0.3                    pypi_0    pypi
wheel                     0.37.1             pyhd3eb1b0_0  
widgetsnbextension        3.5.2                    pypi_0    pypi
wordcloud                 1.8.1                    pypi_0    pypi
xz                        5.2.5                h7b6447c_0  
yarl                      1.7.2                    pypi_0    pypi
zipp                      3.7.0                    pypi_0    pypi
zlib                      1.2.11               h7f8727e_4 

I am also facing this issue now!!!

mingjun1120 commented 2 years ago

plot(claim_df)

---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
C:\Users\CON822~1.TML\AppData\Local\Temp/ipykernel_27972/2569825133.py in <module>
      1 from dataprep.eda import plot
----> 2 plot(claim_df)

~\anaconda3\envs\medicalclaim_env\lib\site-packages\dataprep\eda\distribution\__init__.py in plot(df, col1, col2, col3, config, display, dtype, progress)
     99 
    100     with ProgressBar(minimum=1, disable=not progress):
--> 101         itmdt = compute(df, col1, col2, col3, cfg=cfg, dtype=dtype)
    102 
    103     to_render = render(itmdt, cfg)

~\anaconda3\envs\medicalclaim_env\lib\site-packages\dataprep\eda\distribution\compute\__init__.py in compute(df, col1, col2, col3, cfg, display, dtype)
     70 
     71     if not any([x, y, z]):
---> 72         return compute_overview(df, cfg, dtype)
     73 
     74     if sum(v is None for v in (x, y, z)) == 2:

~\anaconda3\envs\medicalclaim_env\lib\site-packages\dataprep\eda\distribution\compute\overview.py in compute_overview(df, cfg, dtype)
     55         col_dtype = frame.get_eda_dtype(col)
     56         if isinstance(col_dtype, Continuous) and (cfg.hist.enable or cfg.insight.enable):
---> 57             data.append((col, col_dtype, _cont_calcs(frame.frame[col].dropna(), cfg)))
     58         elif isinstance(col_dtype, (Nominal, GeoGraphy, GeoPoint, SmallCardNum)) and (
     59             cfg.bar.enable or cfg.insight.enable

~\anaconda3\envs\medicalclaim_env\lib\site-packages\dataprep\eda\distribution\compute\overview.py in _cont_calcs(srs, cfg)
    123 
    124     if cfg.insight.enable:
--> 125         data["chisq"] = chisquare(data["hist"][0])
    126         data["norm"] = normaltest(data["hist"][0])
    127         data["skew"] = skewtest(data["hist"][0])

~\anaconda3\envs\medicalclaim_env\lib\site-packages\dask\array\stats.py in chisquare(f_obs, f_exp, ddof, axis)
    134 @derived_from(scipy.stats)
    135 def chisquare(f_obs, f_exp=None, ddof=0, axis=0):
--> 136     return power_divergence(f_obs, f_exp=f_exp, ddof=ddof, axis=axis, lambda_="pearson")
    137 
    138 

~\anaconda3\envs\medicalclaim_env\lib\site-packages\dask\array\stats.py in power_divergence(f_obs, f_exp, ddof, axis, lambda_)
    142     if isinstance(lambda_, str):
    143         # TODO: public api
--> 144         if lambda_ not in scipy.stats.stats._power_div_lambda_names:
    145             names = repr(list(scipy.stats.stats._power_div_lambda_names.keys()))[1:-1]
    146             raise ValueError(

~\AppData\Roaming\Python\Python38\site-packages\scipy\stats\stats.py in __getattr__(name)
     52 def __getattr__(name):
     53     if name not in __all__:
---> 54         raise AttributeError(
     55             "scipy.stats.stats is deprecated and has no attribute "
     56             f"{name}. Try looking in scipy.stats instead.")

AttributeError: scipy.stats.stats is deprecated and has no attribute _power_div_lambda_names. Try looking in scipy.stats instead.
jinglinpeng commented 2 years ago

Hi @mingjun1120 , looks the scipy version is 1.8.0 in your environment. Could you try to downgrade it to 1.5.4?

mingjun1120 commented 2 years ago

I have tried but also having same problem. Another problem is there are some packages I used required higher version of scipy image

mingjun1120 commented 2 years ago

@jinglinpeng I try scipy==1.7.1 can work image

jinglinpeng commented 2 years ago

@mingjun1120 thanks for the update! I'll add the version in the config file.

eloukas commented 2 years ago

@jinglinpeng kind reminder. I had the same problem and fixed it by downgrading scipy.

mina-marmpena commented 2 years ago

This worked for me, thank you.

Get Outlook for Androidhttps://aka.ms/AAb9ysg


From: Jinglin Peng @.> Sent: Saturday, February 26, 2022 6:13:47 AM To: sfu-db/dataprep @.> Cc: Mina Marmpena @.>; Mention @.> Subject: Re: [sfu-db/dataprep] Error concerning scipy.stats.stats when creating a report (Issue #840)

Hi @mina-marmpenahttps://github.com/mina-marmpena , could you try to degrade the scipy version to 1.5.4?

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jinglinpeng commented 2 years ago

@eloukas @mina-marmpena thanks for the information! I'll add the version in the config file and it should be good in the next release (March 28th).