AustinRochford
Plot mistake
There is a problem in the visualization part. When I am trying to plot the graph in the example, I see the following mistake:
TypeError Traceback (most recent call last)
C:\ProgramData\Anaconda3\lib\site-packages\pycebox\ice.py in ice_plot(ice_data, frac_to_plot, plot_points, point_kwargs, x_quantile, plot_pdp, centered, centered_quantile, color_by, cmap, ax, pdp_kwargs, **kwargs) 128 if frac_to_plot < 1.: 129 n_cols = ice_data.shape[1] --> 130 icols = np.random.choice(n_cols, size=frac_to_plot * n_cols, replace=False) 131 plot_ice_data = ice_data.iloc[:, icols] 132 else:
mtrand.pyx in mtrand.RandomState.choice()
TypeError: 'float' object cannot be interpreted as an integer
I've experienced the same problem with the tutorial. In case it helps, here are the modules reported by pip list.
Package Version
----------------------------- -------------------
absl-py 0.11.0
alembic 1.4.3
argon2-cffi 20.1.0
astunparse 1.6.3
async-generator 1.10
attrs 20.2.0
backcall 0.2.0
backports.functools-lru-cache 1.6.1
beautifulsoup4 4.9.3
bleach 3.2.1
blinker 1.4
bokeh 2.2.3
Bottleneck 1.3.2
brotlipy 0.7.0
cachetools 4.1.1
certifi 2020.6.20
certipy 0.1.3
cffi 1.14.3
chardet 3.0.4
click 7.1.2
cloudpickle 1.6.0
conda 4.9.0
conda-package-handling 1.7.2
cryptography 3.2
cycler 0.10.0
Cython 0.29.21
cytoolz 0.11.0
dask 2.30.0
decorator 4.4.2
defusedxml 0.6.0
dill 0.3.2
distributed 2.30.0
entrypoints 0.3
fastcache 1.1.0
featureimpact 2.2.0
fsspec 0.8.4
gast 0.3.3
geographiclib 1.50
geopy 2.0.0
gmpy2 2.1.0b1
google-auth 1.23.0
google-auth-oauthlib 0.4.2
google-pasta 0.2.0
graphviz 0.14.2
grpcio 1.33.2
h5py 2.10.0
HeapDict 1.0.1
idna 2.10
imagecodecs 2020.5.30
imageio 2.9.0
importlib-metadata 2.0.0
ipykernel 5.3.4
ipympl 0.5.8
ipython 7.18.1
ipython-genutils 0.2.0
ipywidgets 7.5.1
jedi 0.17.2
Jinja2 2.11.2
joblib 0.17.0
json5 0.9.5
jsonschema 3.2.0
jupyter-client 6.1.7
jupyter-core 4.6.3
jupyter-telemetry 0.0.5
jupyterhub 1.1.0
jupyterlab 2.2.8
jupyterlab-pygments 0.1.2
jupyterlab-server 1.2.0
Keras 2.4.3
Keras-Preprocessing 1.1.2
kiwisolver 1.3.0
llvmlite 0.34.0
locket 0.2.0
Mako 1.1.3
Markdown 3.3.3
MarkupSafe 1.1.1
matplotlib 3.3.2
mistune 0.8.4
mock 4.0.2
mpmath 1.1.0
msgpack 1.0.0
nbclient 0.5.1
nbconvert 6.0.7
nbformat 5.0.8
nest-asyncio 1.4.1
networkx 2.5
notebook 6.1.4
numba 0.51.2
numexpr 2.7.1
numpy 1.18.5
oauthlib 3.0.1
olefile 0.46
opt-einsum 3.3.0
packaging 20.4
pamela 1.0.0
pandas 1.1.3
pandocfilters 1.4.2
parso 0.7.1
partd 1.1.0
patsy 0.5.1
pexpect 4.8.0
pickleshare 0.7.5
Pillow 8.0.1
pip 20.2.4
plotly 4.12.0
prometheus-client 0.8.0
prompt-toolkit 3.0.8
protobuf 3.13.0
psutil 5.7.3
ptyprocess 0.6.0
pyasn1 0.4.8
pyasn1-modules 0.2.8
pycebox 0.0.1
pycosat 0.6.3
pycparser 2.20
pycurl 7.43.0.6
Pygments 2.7.2
PyJWT 1.7.1
pyOpenSSL 19.1.0
pyparsing 2.4.7
pyrsistent 0.17.3
PySocks 1.7.1
python-dateutil 2.8.1
python-editor 1.0.4
python-json-logger 2.0.1
pytz 2020.1
PyWavelets 1.1.1
PyYAML 5.3.1
pyzmq 19.0.2
requests 2.24.0
requests-oauthlib 1.3.0
retrying 1.3.3
rpy2 3.3.6
rsa 4.6
ruamel-yaml-conda 0.15.80
ruamel.yaml 0.16.12
ruamel.yaml.clib 0.2.2
scikit-image 0.17.2
scikit-learn 0.23.2
scipy 1.5.2
seaborn 0.11.0
Send2Trash 1.5.0
setuptools 49.6.0.post20201009
shap 0.36.0
simplegeneric 0.8.1
six 1.15.0
slicer 0.0.4
sortedcontainers 2.2.2
soupsieve 2.0.1
SQLAlchemy 1.3.20
statsmodels 0.12.1
sympy 1.6.2
tables 3.6.1
tblib 1.6.0
tensorboard 2.3.0
tensorboard-plugin-wit 1.7.0
tensorflow 2.3.1
tensorflow-estimator 2.3.0
termcolor 1.1.0
terminado 0.9.1
testpath 0.4.4
threadpoolctl 2.1.0
tifffile 2020.10.1
toolz 0.11.1
tornado 6.0.4
tqdm 4.51.0
traitlets 5.0.5
tslearn 0.4.1
typing-extensions 3.7.4.3
tzlocal 2.1
urllib3 1.25.11
vincent 0.4.4
wcwidth 0.2.5
webencodings 0.5.1
Werkzeug 1.0.1
wheel 0.35.1
widgetsnbextension 3.5.1
wrapt 1.12.1
xgboost 1.2.1
xlrd 1.2.0
zict 2.0.0
zipp 3.4.0
Note: you may need to restart the kernel to use updated packages.
To be precise, I may be getting the error in a different place:
---------------------------------------------------------------------------
TypeError Traceback (most recent call last)
<ipython-input-21-aa8436012d96> in <module>
16 data_ax.set_title('Data');
17
---> 18 ice_plot(ice_df, frac_to_plot=0.1,
19 c='k', alpha=0.25,
20 ax=ice_ax);
/opt/conda/lib/python3.8/site-packages/pycebox/ice.py in ice_plot(ice_data, frac_to_plot, plot_points, point_kwargs, x_quantile, plot_pdp, centered, centered_quantile, color_by, cmap, ax, pdp_kwargs, **kwargs)
128 if frac_to_plot < 1.:
129 n_cols = ice_data.shape[1]
--> 130 icols = np.random.choice(n_cols, size=frac_to_plot * n_cols, replace=False)
131 plot_ice_data = ice_data.iloc[:, icols]
132 else:
mtrand.pyx in numpy.random.mtrand.RandomState.choice()
TypeError: 'float' object cannot be interpreted as an integer
supposed to be solved by modified line as follow #27 icols = np.random.choice(n_cols, size=int(frac_to_plot * n_cols), replace=False)
but for me it still doesn't work, showed the same error information even the log showed the modified line with int() in ice.py
Please check
Update
Restarting the kernel did the trick Modifying line 130 as described in #27 is the solution for this issue.
