Polar stereographic plots are off-center for non-Earth bodies (Moon)

[jordankando]

I am working with lunar data at the poles, and trying to plot the data using a south polar stereographic projection. I find that none of my plots are centered at the pole. The code attached here plots figures that look like this

where the center is shifted up/down or left/right. The same is true when rasterio image data are also plotted on the axes.

Code to reproduce

#Define coordinate systems
img_globe = ccrs.Globe(semimajor_axis = 1737400, semiminor_axis = 1737400, ellipse = None)
data_crs   = ccrs.PlateCarree(globe = img_globe)
projection_S = ccrs.SouthPolarStereo(globe = img_globe)

# Create plot using above coordinate systems
fig = plt.figure(figsize=(8, 8))
ax = plt.axes(projection=projection_S)
ax.set_extent([ -180,180, -90, -81], crs=data_crs)
gl = ax.gridlines(color = 'black', crs = data_crs)
plt.show()

# Create plot with circular boundary
fig = plt.figure(figsize=(8, 8))
ax = plt.axes(projection=projection_S)
theta = np.linspace(0, 2*np.pi, 100)
center, radius = [0.5, 0.5], 0.5
verts = np.vstack([np.sin(theta), np.cos(theta)]).T
circle = mpath.Path(verts * radius + center)

ax.set_boundary(circle, transform=ax.transAxes)
ax.set_extent([ -180,180, -81, -90], crs=data_crs)

gl = ax.gridlines(color = 'black', crs = data_crs)
plt.tight_layout

plt.show()

Cartopy version

0.24.0

conda list

# Name                    Version                   Build  Channel
_anaconda_depends         2024.10         py312_openblas_0  
affine                    2.4.0              pyhd8ed1ab_1    conda-forge
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aiohttp                   3.11.11         py312h998013c_0    conda-forge
aioitertools              0.12.0             pyhd8ed1ab_0    conda-forge
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altair                    5.5.0              pyhd8ed1ab_1    conda-forge
anaconda                  custom                  py312_3  
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markupsafe                3.0.2           py312h998013c_1    conda-forge
matplotlib                3.10.0          py312h1f38498_0    conda-forge
matplotlib-base           3.10.0          py312hdbc7e53_0    conda-forge
matplotlib-inline         0.1.7              pyhd8ed1ab_1    conda-forge
mccabe                    0.7.0              pyhd8ed1ab_1    conda-forge
mdit-py-plugins           0.4.2              pyhd8ed1ab_1    conda-forge
mdurl                     0.1.2              pyhd8ed1ab_1    conda-forge
minizip                   4.0.7                hff1a8ea_3    conda-forge
mistune                   3.0.2              pyhd8ed1ab_1    conda-forge
more-itertools            10.5.0             pyhd8ed1ab_1    conda-forge
mpc                       1.3.1                h8f1351a_1    conda-forge
mpfr                      4.2.1                hb693164_3    conda-forge
mpmath                    1.3.0              pyhd8ed1ab_1    conda-forge
msgpack-python            1.1.0           py312h6142ec9_0    conda-forge
multidict                 6.1.0           py312hdb8e49c_1    conda-forge
multipledispatch          0.6.0              pyhd8ed1ab_1    conda-forge
munkres                   1.1.4              pyh9f0ad1d_0    conda-forge
mypy                      1.14.0          py312hea69d52_0    conda-forge
mypy_extensions           1.0.0              pyha770c72_1    conda-forge
mysql-common              9.0.1                hd7719f6_3    conda-forge
mysql-libs                9.0.1                ha8be5b7_3    conda-forge
narwhals                  1.19.0             pyhd8ed1ab_0    conda-forge
nbclient                  0.10.2             pyhd8ed1ab_0    conda-forge
nbconvert                 7.16.4               hd8ed1ab_2    conda-forge
nbconvert-core            7.16.4             pyhff2d567_2    conda-forge
nbconvert-pandoc          7.16.4               hd8ed1ab_2    conda-forge
nbformat                  5.10.4             pyhd8ed1ab_1    conda-forge
ncurses                   6.5                  h7bae524_1    conda-forge
nest-asyncio              1.6.0              pyhd8ed1ab_1    conda-forge
networkx                  3.4.2              pyh267e887_2    conda-forge
nltk                      3.9.1              pyhd8ed1ab_1    conda-forge
notebook                  7.3.2              pyhd8ed1ab_0    conda-forge
notebook-shim             0.2.4              pyhd8ed1ab_1    conda-forge
nspr                      4.36                 h5833ebf_0    conda-forge
nss                       3.107                hc555b47_0    conda-forge
numba                     0.60.0          py312h41cea2d_0    conda-forge
numexpr                   2.10.2          py312hbbbb429_0    conda-forge
numpy                     1.26.4          py312h8442bc7_0    conda-forge
numpydoc                  1.8.0              pyhd8ed1ab_1    conda-forge
oniguruma                 6.9.9                h93a5062_0    conda-forge
openblas                  0.3.28          openmp_hea878ba_1    conda-forge
openjpeg                  2.5.3                h8a3d83b_0    conda-forge
openldap                  2.6.9                hbe55e7a_0    conda-forge
openpyxl                  3.1.5           py312hf6e0af7_1    conda-forge
openssl                   3.4.0                h39f12f2_0    conda-forge
orc                       2.0.3                hbcee414_1    conda-forge
overrides                 7.7.0              pyhd8ed1ab_1    conda-forge
packaging                 24.2               pyhd8ed1ab_2    conda-forge
pandas                    2.2.3           py312hcd31e36_1    conda-forge
pandoc                    3.6                  hce30654_0    conda-forge
pandocfilters             1.5.0              pyhd8ed1ab_0    conda-forge
panel                     1.5.5              pyhd8ed1ab_0    conda-forge
param                     2.2.0              pyhd8ed1ab_0    conda-forge
parsel                    1.9.1              pyhd8ed1ab_2    conda-forge
parso                     0.8.4              pyhd8ed1ab_1    conda-forge
partd                     1.4.2              pyhd8ed1ab_0    conda-forge
pathspec                  0.12.1             pyhd8ed1ab_1    conda-forge
patsy                     1.0.1              pyhd8ed1ab_1    conda-forge
pcre2                     10.44                h297a79d_2    conda-forge
pexpect                   4.9.0              pyhd8ed1ab_1    conda-forge
pickleshare               0.7.5           pyhd8ed1ab_1004    conda-forge
pillow                    11.0.0          py312haf37ca6_0    conda-forge
pip                       24.3.1             pyh8b19718_2    conda-forge
pkgutil-resolve-name      1.3.10             pyhd8ed1ab_2    conda-forge
platformdirs              4.3.6              pyhd8ed1ab_1    conda-forge
plotly                    5.24.1             pyhd8ed1ab_1    conda-forge
pluggy                    1.5.0              pyhd8ed1ab_1    conda-forge
ply                       3.11               pyhd8ed1ab_3    conda-forge
proj                      9.5.1                h1318a7e_0    conda-forge
prometheus_client         0.21.1             pyhd8ed1ab_0    conda-forge
prompt-toolkit            3.0.48             pyha770c72_1    conda-forge
prompt_toolkit            3.0.48               hd8ed1ab_1    conda-forge
propcache                 0.2.1           py312hea69d52_0    conda-forge
protego                   0.3.1              pyhd8ed1ab_0    conda-forge
protobuf                  5.28.2          py312hf02c72a_0    conda-forge
psutil                    6.1.0           py312h0bf5046_0    conda-forge
pthread-stubs             0.4               hd74edd7_1002    conda-forge
ptyprocess                0.7.0              pyhd8ed1ab_1    conda-forge
pure_eval                 0.2.3              pyhd8ed1ab_1    conda-forge
py-cpuinfo                9.0.0              pyhd8ed1ab_1    conda-forge
py2vega                   0.6.1              pyhd8ed1ab_0    conda-forge
pyarrow                   18.1.0          py312h1f38498_0    conda-forge
pyarrow-core              18.1.0          py312hc40f475_0_cpu    conda-forge
pyasn1                    0.6.1              pyhd8ed1ab_2    conda-forge
pyasn1-modules            0.4.1              pyhd8ed1ab_1    conda-forge
pycodestyle               2.12.1             pyhd8ed1ab_1    conda-forge
pyconify                  0.1.6              pyhd8ed1ab_1    conda-forge
pycparser                 2.22               pyh29332c3_1    conda-forge
pyct                      0.5.0              pyhd8ed1ab_1    conda-forge
pycurl                    7.45.4          py312he6c30e0_0    conda-forge
pydeck                    0.8.0              pyhd8ed1ab_0    conda-forge
pydispatcher              2.0.5                      py_1    conda-forge
pydocstyle                6.3.0              pyhd8ed1ab_1    conda-forge
pyerfa                    2.0.1.5         py312he0011b7_0    conda-forge
pyflakes                  3.2.0              pyhd8ed1ab_1    conda-forge
pygithub                  2.5.0              pyhd8ed1ab_0    conda-forge
pygments                  2.18.0             pyhd8ed1ab_1    conda-forge
pyjwt                     2.10.1             pyhd8ed1ab_0    conda-forge
pylint                    3.3.2              pyhd8ed1ab_1    conda-forge
pylint-venv               3.0.4              pyhd8ed1ab_1    conda-forge
pyls-spyder               0.4.0              pyhd8ed1ab_0    conda-forge
pynacl                    1.5.0           py312h024a12e_4    conda-forge
pyobjc-core               10.3.1          py312hd24fc31_1    conda-forge
pyobjc-framework-cocoa    10.3.1          py312hd24fc31_1    conda-forge
pyobjc-framework-coreservices 10.3.1          py312h024a12e_1    conda-forge
pyobjc-framework-fsevents 10.3.1          py312h81bd7bf_1    conda-forge
pyodbc                    5.2.0           py312hf02c72a_0    conda-forge
pyogrio                   0.10.0          py312hfd5e53c_1    conda-forge
pyopenssl                 24.3.0             pyhd8ed1ab_0    conda-forge
pyparsing                 3.2.0              pyhd8ed1ab_2    conda-forge
pyproj                    3.7.0           py312h1ab748d_0    conda-forge
pyqt                      5.15.9          py312h550cae4_5    conda-forge
pyqt5-sip                 12.12.2         py312h9f69965_5    conda-forge
pyqtwebengine             5.15.9          py312h14105d7_5    conda-forge
pyshp                     2.3.1              pyhd8ed1ab_1    conda-forge
pysocks                   1.7.1              pyha55dd90_7    conda-forge
pytables                  3.10.1          py312h4b6ede8_4    conda-forge
pytest                    8.3.4              pyhd8ed1ab_1    conda-forge
python                    3.12.8          hc22306f_1_cpython    conda-forge
python-dateutil           2.9.0.post0        pyhff2d567_1    conda-forge
python-fastjsonschema     2.21.1             pyhd8ed1ab_0    conda-forge
python-gssapi             1.9.0           py312h97903a5_1    conda-forge
python-json-logger        2.0.7              pyhd8ed1ab_0    conda-forge
python-lsp-black          2.0.0              pyhd8ed1ab_0    conda-forge
python-lsp-jsonrpc        1.1.2              pyhd8ed1ab_0    conda-forge
python-lsp-server         1.12.0             pyhd8ed1ab_0    conda-forge
python-lsp-server-base    1.12.0             pyhd8ed1ab_0    conda-forge
python-slugify            8.0.4              pyhd8ed1ab_1    conda-forge
python-tzdata             2024.2             pyhd8ed1ab_1    conda-forge
python.app                1.4             py312h830b0dc_4    conda-forge
python_abi                3.12                    5_cp312    conda-forge
pytoolconfig              1.2.5              pyhd8ed1ab_1    conda-forge
pytz                      2024.1             pyhd8ed1ab_0    conda-forge
pyuca                     1.2                pyhd8ed1ab_2    conda-forge
pyviz_comms               3.0.3              pyhd8ed1ab_0    conda-forge
pywavelets                1.8.0           py312he0011b7_0    conda-forge
pyxdg                     0.28               pyhd8ed1ab_0    conda-forge
pyyaml                    6.0.2           py312h024a12e_1    conda-forge
pyzmq                     26.2.0          py312hf8a1cbd_3    conda-forge
qdarkstyle                3.2.3              pyhd8ed1ab_0    conda-forge
qhull                     2020.2               h420ef59_5    conda-forge
qstylizer                 0.2.4              pyhff2d567_0    conda-forge
qt-main                   5.15.15              h67564f6_2    conda-forge
qt-webengine              5.15.15              h5422c0a_1    conda-forge
qtawesome                 1.3.1              pyh9208f05_0    conda-forge
qtconsole                 5.6.1              pyhd8ed1ab_1    conda-forge
qtconsole-base            5.6.1              pyha770c72_1    conda-forge
qtpy                      2.4.2              pyhdecd6ff_0    conda-forge
queuelib                  1.7.0              pyhd8ed1ab_1    conda-forge
rasterio                  1.4.3           py312h02264c4_0    conda-forge
rav1e                     0.6.6                h69fbcac_2    conda-forge
re2                       2024.07.02           hcd0e937_1    conda-forge
readline                  8.2                  h92ec313_1    conda-forge
referencing               0.35.1             pyhd8ed1ab_1    conda-forge
regex                     2024.11.6       py312hea69d52_0    conda-forge
requests                  2.32.3             pyhd8ed1ab_1    conda-forge
requests-file             2.1.0              pyhd8ed1ab_1    conda-forge
rfc3339-validator         0.1.4              pyhd8ed1ab_1    conda-forge
rfc3986-validator         0.1.1              pyh9f0ad1d_0    conda-forge
rich                      13.9.4             pyhd8ed1ab_1    conda-forge
rope                      1.13.0             pyhd8ed1ab_1    conda-forge
rpds-py                   0.22.3          py312hcd83bfe_0    conda-forge
rtree                     1.3.0           py312heed235c_2    conda-forge
s3fs                      2024.12.0          pyhd8ed1ab_0    conda-forge
scikit-image              0.24.0          py312hcb1e3ce_3    conda-forge
scikit-learn              1.6.0           py312h39203ce_0    conda-forge
scipy                     1.14.1          py312h6bb24ec_2    conda-forge
scrapy                    2.12.0          py312h81bd7bf_1    conda-forge
seaborn                   0.13.2               hd8ed1ab_3    conda-forge
seaborn-base              0.13.2             pyhd8ed1ab_3    conda-forge
send2trash                1.8.3              pyh31c8845_1    conda-forge
service-identity          24.2.0             pyha770c72_1    conda-forge
service_identity          24.2.0               hd8ed1ab_1    conda-forge
setuptools                75.6.0             pyhff2d567_1    conda-forge
shapely                   2.0.6           py312h3a6007a_2    conda-forge
sip                       6.8.6           py312hde4cb15_1    conda-forge
six                       1.17.0             pyhd8ed1ab_0    conda-forge
sklearn-compat            0.1.3              pyhd8ed1ab_0    conda-forge
smart_open                7.1.0              pyhd8ed1ab_0    conda-forge
smmap                     5.0.0              pyhd8ed1ab_0    conda-forge
snappy                    1.2.1                h98b9ce2_1    conda-forge
sniffio                   1.3.1              pyhd8ed1ab_1    conda-forge
snowballstemmer           2.2.0              pyhd8ed1ab_0    conda-forge
snuggs                    1.4.7              pyhd8ed1ab_2    conda-forge
sortedcontainers          2.4.0              pyhd8ed1ab_0    conda-forge
soupsieve                 2.5                pyhd8ed1ab_1    conda-forge
sphinx                    8.1.3              pyhd8ed1ab_1    conda-forge
sphinxcontrib-applehelp   2.0.0              pyhd8ed1ab_1    conda-forge
sphinxcontrib-devhelp     2.0.0              pyhd8ed1ab_1    conda-forge
sphinxcontrib-htmlhelp    2.1.0              pyhd8ed1ab_1    conda-forge
sphinxcontrib-jsmath      1.0.1              pyhd8ed1ab_1    conda-forge
sphinxcontrib-qthelp      2.0.0              pyhd8ed1ab_1    conda-forge
sphinxcontrib-serializinghtml 1.1.10             pyhd8ed1ab_1    conda-forge
spyder                    6.0.3           osx_pyh1a5313d_1    conda-forge
spyder-kernels            3.0.2           unix_pyh707e725_0    conda-forge
sqlalchemy                2.0.36          py312h0bf5046_0    conda-forge
sqlite                    3.47.2               hd7222ec_0    conda-forge
stack_data                0.6.3              pyhd8ed1ab_1    conda-forge
statsmodels               0.14.4          py312h755e627_0    conda-forge
streamlit                 1.41.1             pyhd8ed1ab_1    conda-forge
superqt                   0.7.0              pyhb6d5dde_0    conda-forge
svt-av1                   2.3.0                hf24288c_0    conda-forge
sympy                     1.13.3           pyh2585a3b_104    conda-forge
tabulate                  0.9.0              pyhd8ed1ab_2    conda-forge
tblib                     3.0.0              pyhd8ed1ab_1    conda-forge
tenacity                  9.0.0              pyhd8ed1ab_1    conda-forge
terminado                 0.18.1             pyh31c8845_0    conda-forge
text-unidecode            1.3                pyhd8ed1ab_2    conda-forge
textdistance              4.6.3              pyhd8ed1ab_0    conda-forge
threadpoolctl             3.5.0              pyhc1e730c_0    conda-forge
three-merge               0.1.1              pyh9f0ad1d_0    conda-forge
tifffile                  2024.12.12         pyhd8ed1ab_0    conda-forge
tinycss2                  1.4.0              pyhd8ed1ab_0    conda-forge
tk                        8.6.13               h5083fa2_1    conda-forge
tldextract                5.1.3              pyhd8ed1ab_1    conda-forge
toml                      0.10.2             pyhd8ed1ab_1    conda-forge
tomli                     2.2.1              pyhd8ed1ab_1    conda-forge
tomlkit                   0.13.2             pyha770c72_1    conda-forge
toolz                     1.0.0              pyhd8ed1ab_1    conda-forge
tornado                   6.4.2           py312hea69d52_0    conda-forge
tqdm                      4.67.1             pyhd8ed1ab_0    conda-forge
traitlets                 5.14.3             pyhd8ed1ab_1    conda-forge
traittypes                0.2.1              pyh9f0ad1d_2    conda-forge
twisted                   24.11.0         py312hea69d52_0    conda-forge
types-python-dateutil     2.9.0.20241206     pyhd8ed1ab_0    conda-forge
typing-extensions         4.12.2               hd8ed1ab_1    conda-forge
typing_extensions         4.12.2             pyha770c72_1    conda-forge
typing_utils              0.1.0              pyhd8ed1ab_1    conda-forge
tzdata                    2024b                hc8b5060_0    conda-forge
tzlocal                   5.2             py312h81bd7bf_1    conda-forge
uc-micro-py               1.0.3              pyhd8ed1ab_1    conda-forge
ujson                     5.10.0          py312hde4cb15_1    conda-forge
unicodedata2              15.1.0          py312h0bf5046_1    conda-forge
unixodbc                  2.3.12               h0e2417a_0    conda-forge
uri-template              1.3.0              pyhd8ed1ab_1    conda-forge
uriparser                 0.9.8                h00cdb27_0    conda-forge
urllib3                   2.2.3              pyhd8ed1ab_1    conda-forge
w3lib                     2.2.1              pyhd8ed1ab_0    conda-forge
watchdog                  6.0.0           py312hea69d52_0    conda-forge
wcwidth                   0.2.13             pyhd8ed1ab_1    conda-forge
webcolors                 24.11.1            pyhd8ed1ab_0    conda-forge
webencodings              0.5.1              pyhd8ed1ab_3    conda-forge
websocket-client          1.8.0              pyhd8ed1ab_1    conda-forge
werkzeug                  3.1.3              pyhd8ed1ab_1    conda-forge
whatthepatch              1.0.7              pyhff2d567_0    conda-forge
wheel                     0.45.1             pyhd8ed1ab_1    conda-forge
widgetsnbextension        4.0.13             pyhd8ed1ab_1    conda-forge
wrapt                     1.17.0          py312hea69d52_0    conda-forge
wurlitzer                 3.1.1              pyhd8ed1ab_0    conda-forge
x265                      3.5                  hbc6ce65_3    conda-forge
xarray                    2024.11.0          pyhd8ed1ab_0    conda-forge
xerces-c                  3.2.5                h92fc2f4_2    conda-forge
xlwings                   0.33.5          py312h81bd7bf_0    conda-forge
xorg-libxau               1.0.12               h5505292_0    conda-forge
xorg-libxdmcp             1.1.5                hd74edd7_0    conda-forge
xyzservices               2024.9.0           pyhd8ed1ab_1    conda-forge
yaml                      0.2.5                h3422bc3_2    conda-forge
yapf                      0.40.1             pyhd8ed1ab_1    conda-forge
yarl                      1.18.3          py312hea69d52_0    conda-forge
zeromq                    4.3.5                hc1bb282_7    conda-forge
zfp                       1.0.1                h1c5d8ea_2    conda-forge
zict                      3.0.0              pyhd8ed1ab_1    conda-forge
zipp                      3.21.0             pyhd8ed1ab_1    conda-forge
zlib                      1.3.1                h8359307_2    conda-forge
zlib-ng                   2.2.2                hf9b8971_0    conda-forge
zope.interface            7.2             py312hea69d52_0    conda-forge
zstandard                 0.23.0          py312h15fbf35_1    conda-forge
zstd                      1.5.6                hb46c0d2_0    conda-forge

pip list

Package                           Version
--------------------------------- --------------------
affine                            2.4.0
aiobotocore                       2.15.2
aiohappyeyeballs                  2.4.4
aiohttp                           3.11.11
aioitertools                      0.12.0
aiosignal                         1.3.2
alabaster                         1.0.0
altair                            5.5.0
anyio                             4.7.0
appdirs                           1.4.4
applaunchservices                 0.3.0
appnope                           0.1.4
appscript                         1.3.0
argon2-cffi                       23.1.0
argon2-cffi-bindings              21.2.0
arrow                             1.3.0
astroid                           3.3.6
astropy                           7.0.0
astropy-iers-data                 0.2024.12.16.0.35.48
asttokens                         3.0.0
async-lru                         2.0.4
asyncssh                          2.19.0
atomicwrites                      1.4.1
attrs                             24.3.0
Automat                           24.8.1
autopep8                          2.0.4
babel                             2.16.0
backports.tarfile                 1.2.0
bcrypt                            4.2.1
beautifulsoup4                    4.12.3
binaryornot                       0.4.4
black                             24.10.0
bleach                            6.2.0
blinker                           1.9.0
bokeh                             3.6.2
botocore                          1.35.36
Bottleneck                        1.4.2
bqplot                            0.12.43
branca                            0.8.1
Brotli                            1.1.0
cached-property                   1.5.2
cachetools                        5.5.0
Cartopy                           0.24.0
certifi                           2024.12.14
cffi                              1.17.1
chardet                           5.2.0
charset-normalizer                3.4.0
click                             8.1.7
click-plugins                     1.1.1
cligj                             0.7.2
cloudpickle                       3.1.0
colorama                          0.4.6
colorcet                          3.1.0
comm                              0.2.2
constantly                        15.1.0
contourpy                         1.3.1
cookiecutter                      2.6.0
cryptography                      44.0.0
cssselect                         1.2.0
cycler                            0.12.1
cytoolz                           1.0.1
dask                              2024.12.1
dask-expr                         1.1.21
datashader                        0.16.3
debugpy                           1.8.11
decorator                         5.1.1
defusedxml                        0.7.1
Deprecated                        1.2.15
diff-match-patch                  20241021
dill                              0.3.9
distributed                       2024.12.1
docstring-to-markdown             0.15
docutils                          0.21.2
entrypoints                       0.4
et_xmlfile                        2.0.0
exceptiongroup                    1.2.2
executing                         2.1.0
fastjsonschema                    2.21.1
filelock                          3.16.1
flake8                            7.1.1
Flask                             3.1.0
folium                            0.19.2
fonttools                         4.55.3
fqdn                              1.5.1
frozenlist                        1.5.0
fsspec                            2024.12.0
gast                              0.6.0
gensim                            4.3.2
geopandas                         1.0.1
gitdb                             4.0.7
GitPython                         3.1.43
gmpy2                             2.1.5
greenlet                          3.1.1
gssapi                            1.9.0
h11                               0.14.0
h2                                4.1.0
h5py                              3.12.1
holoviews                         1.20.0
hpack                             4.0.0
html5lib                          1.1
httpcore                          1.0.7
httpx                             0.28.1
hvplot                            0.11.2
hyperframe                        6.0.1
hyperlink                         21.0.0
idna                              3.10
imagecodecs                       2024.9.22
imageio                           2.36.1
imagesize                         1.4.1
imbalanced-learn                  0.13.0
importlib_metadata                8.5.0
importlib_resources               6.4.5
incremental                       24.7.2
inflection                        0.5.1
iniconfig                         2.0.0
intake                            2.0.7
intervaltree                      3.1.0
ipydatagrid                       1.4.0
ipykernel                         6.29.5
ipython                           8.31.0
ipywidgets                        8.1.5
isoduration                       20.11.0
isort                             5.13.2
itemadapter                       0.10.0
itemloaders                       1.3.2
itsdangerous                      2.2.0
jaraco.classes                    3.4.0
jaraco.context                    6.0.1
jaraco.functools                  4.1.0
jedi                              0.19.2
jellyfish                         1.1.3
Jinja2                            3.1.5
jmespath                          1.0.1
joblib                            1.4.2
jplephem                          2.21
json5                             0.10.0
jsonpointer                       3.0.0
jsonschema                        4.23.0
jsonschema-specifications         2024.10.1
jupyter                           1.1.1
jupyter_client                    8.6.3
jupyter-console                   6.6.3
jupyter_core                      5.7.2
jupyter-events                    0.11.0
jupyter-lsp                       2.2.5
jupyter_server                    2.15.0
jupyter_server_terminals          0.5.3
jupyterlab                        4.3.4
jupyterlab_pygments               0.3.0
jupyterlab_server                 2.27.3
jupyterlab_widgets                3.0.13
keyring                           25.5.0
kiwisolver                        1.4.7
lazy_loader                       0.4
lckr_jupyterlab_variableinspector 3.2.4
linkify-it-py                     2.0.3
llvmlite                          0.43.0
locket                            1.0.0
lxml                              5.3.0
lz4                               4.3.3
mapclassify                       2.8.1
Markdown                          3.6
markdown-it-py                    3.0.0
MarkupSafe                        3.0.2
matplotlib                        3.10.0
matplotlib-inline                 0.1.7
mccabe                            0.7.0
mdit-py-plugins                   0.4.2
mdurl                             0.1.2
mistune                           3.0.2
more-itertools                    10.5.0
mpmath                            1.3.0
msgpack                           1.1.0
multidict                         6.1.0
multipledispatch                  0.6.0
munkres                           1.1.4
mypy                              1.14.0
mypy_extensions                   1.0.0
narwhals                          1.19.0
nbclient                          0.10.2
nbconvert                         7.16.4
nbformat                          5.10.4
nest_asyncio                      1.6.0
networkx                          3.4.2
nltk                              3.9.1
notebook                          7.3.2
notebook_shim                     0.2.4
numba                             0.60.0
numexpr                           2.10.2
numpy                             1.26.4
numpydoc                          1.8.0
openpyxl                          3.1.5
overrides                         7.7.0
packaging                         24.2
pandas                            2.2.3
pandocfilters                     1.5.0
panel                             1.5.5
param                             2.2.0
parsel                            1.9.1
parso                             0.8.4
partd                             1.4.2
pathspec                          0.12.1
patsy                             1.0.1
pexpect                           4.9.0
pickleshare                       0.7.5
pillow                            11.0.0
pip                               24.3.1
pkgutil_resolve_name              1.3.10
platformdirs                      4.3.6
plotly                            5.24.1
pluggy                            1.5.0
ply                               3.11
prometheus_client                 0.21.1
prompt_toolkit                    3.0.48
propcache                         0.2.1
Protego                           0.3.1
protobuf                          5.28.2
psutil                            6.1.0
ptyprocess                        0.7.0
pure_eval                         0.2.3
py-cpuinfo                        9.0.0
py2vega                           0.6.0
pyarrow                           18.1.0
pyasn1                            0.6.1
pyasn1_modules                    0.4.1
pycodestyle                       2.12.1
pyconify                          0.1.6
pycparser                         2.22
pyct                              0.5.0
pycurl                            7.45.4
pydeck                            0.8.0b4
PyDispatcher                      2.0.5
pydocstyle                        6.3.0
pyerfa                            2.0.1.5
pyflakes                          3.2.0
PyGithub                          2.5.0
Pygments                          2.18.0
PyJWT                             2.10.1
pylint                            3.3.2
pylint-venv                       3.0.4
pyls-spyder                       0.4.0
PyNaCl                            1.5.0
pyobjc-core                       10.3.2
pyobjc-framework-Cocoa            10.3.2
pyobjc-framework-CoreServices     10.3
pyobjc-framework-FSEvents         10.3.2
pyodbc                            5.2.0
pyogrio                           0.10.0
pyOpenSSL                         24.3.0
pyparsing                         3.2.0
pyproj                            3.7.0
PyQt5-sip                         12.12.2
pyshp                             2.3.1
PySocks                           1.7.1
pytest                            8.3.4
python-dateutil                   2.9.0.post0
python-json-logger                2.0.7
python-lsp-black                  2.0.0
python-lsp-jsonrpc                1.1.2
python-lsp-server                 1.12.0
python-slugify                    8.0.4
pytoolconfig                      1.2.5
pytz                              2024.1
pyuca                             1.2
pyviz_comms                       3.0.3
PyWavelets                        1.8.0
pyxdg                             0.28
PyYAML                            6.0.2
pyzmq                             26.2.0
QDarkStyle                        3.2.3
qstylizer                         0.2.4
QtAwesome                         1.3.1
qtconsole                         5.6.1
QtPy                              2.4.2
queuelib                          1.7.0
rasterio                          1.4.3
referencing                       0.35.1
regex                             2024.11.6
requests                          2.32.3
requests-file                     2.1.0
rfc3339_validator                 0.1.4
rfc3986-validator                 0.1.1
rich                              13.9.4
rope                              1.13.0
rpds-py                           0.22.3
Rtree                             1.3.0
s3fs                              2024.12.0
scikit-image                      0.24.0
scikit-learn                      1.6.0
scipy                             1.14.1
Scrapy                            2.12.0
seaborn                           0.13.2
Send2Trash                        1.8.3
service-identity                  24.2.0
setuptools                        75.6.0
shapely                           2.0.6
sip                               0.0.0
six                               1.17.0
sklearn-compat                    0.1.3
smart_open                        7.1.0
smmap                             6.0.0
sniffio                           1.3.1
snowballstemmer                   2.2.0
snuggs                            1.4.7
sortedcontainers                  2.4.0
soupsieve                         2.5
Sphinx                            8.1.3
sphinxcontrib-applehelp           2.0.0
sphinxcontrib-devhelp             2.0.0
sphinxcontrib-htmlhelp            2.1.0
sphinxcontrib-jsmath              1.0.1
sphinxcontrib-qthelp              2.0.0
sphinxcontrib-serializinghtml     1.1.10
spyder                            6.0.3
spyder-kernels                    3.0.2
SQLAlchemy                        2.0.36
stack_data                        0.6.3
statsmodels                       0.14.4
streamlit                         1.41.1
superqt                           0.7.0
sympy                             1.13.3
tables                            3.10.1
tabulate                          0.9.0
tblib                             3.0.0
tenacity                          9.0.0
terminado                         0.18.1
text-unidecode                    1.3
textdistance                      4.6.3
threadpoolctl                     3.5.0
three-merge                       0.1.1
tifffile                          2024.12.12
tinycss2                          1.4.0
tldextract                        5.1.3
toml                              0.10.2
tomli                             2.2.1
tomlkit                           0.13.2
toolz                             1.0.0
tornado                           6.4.2
tqdm                              4.67.1
traitlets                         5.14.3
traittypes                        0.2.1
Twisted                           24.11.0
types-python-dateutil             2.9.0.20241206
typing_extensions                 4.12.2
typing_utils                      0.1.0
tzdata                            2024.2
tzlocal                           5.2
uc-micro-py                       1.0.3
ujson                             5.10.0
unicodedata2                      15.1.0
uri-template                      1.3.0
urllib3                           2.2.3
w3lib                             2.2.1
watchdog                          6.0.0
wcwidth                           0.2.13
webcolors                         24.11.1
webencodings                      0.5.1
websocket-client                  1.8.0
Werkzeug                          3.1.3
whatthepatch                      1.0.7
wheel                             0.45.1
widgetsnbextension                4.0.13
wrapt                             1.17.0
wurlitzer                         3.1.1
xarray                            2024.11.0
xlwings                           0.33.5
xyzservices                       2024.9.0
yapf                              0.40.1
yarl                              1.18.3
zict                              3.0.0
zipp                              3.21.0
zope.interface                    7.2
zstandard                         0.23.0