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IORegistryError when writing SpatialData with pandas 3.0+ ArrowStringArray to Zarr #14

@nilchia

Description

@nilchia

Solution to issue cannot be found in the documentation.

  • I checked the documentation.

Issue

Writing a SpatialData object to Zarr fails when pandas 3.0+ is installed with pyarrow, due to ArrowStringArray not being supported by anndata's zarr writer.

I created a conda env with this command:

conda create -n spdata -c conda-forge -c bioconda spatialdata spatialdata-io

and it created an env with this tool versions:

# Name                     Version          Build            Channel
spatialdata                0.7.2            pyhd8ed1ab_0     conda-forge
spatialdata-io             0.6.0            pyhd8ed1ab_0     conda-forge
spatialdata-plot           0.2.14           pyhd8ed1ab_0     conda-forge
pandas                     3.0.1            py312h8ecdadd_0  conda-forge
pyarrow                    23.0.1           py312h7900ff3_0      conda-forge

Workaround:
Pin pandas to <3.0 (e.g., pandas==2.3.3) to avoid ArrowStringArray being used as the default string dtype.
also pin pyarrow to 20.0.0

Installed packages

$ conda list
# packages in environment at /home/nilchia/miniconda3/envs/spdata_n:
#
# Name                              Version          Build                       Channel
_openmp_mutex                       4.5              7_kmp_llvm                  conda-forge
affine                              2.4.0            pyhd8ed1ab_1                conda-forge
aiohappyeyeballs                    2.6.1            pyhd8ed1ab_0                conda-forge
aiohttp                             3.13.3           py312h5d8c7f2_0             conda-forge
aiosignal                           1.4.0            pyhd8ed1ab_0                conda-forge
anndata                             0.12.0           pyhd8ed1ab_0                conda-forge
annotated-types                     0.7.0            pyhd8ed1ab_1                conda-forge
annsel                              0.1.2            pyhd8ed1ab_0                conda-forge
aom                                 3.9.1            hac33072_0                  conda-forge
array-api-compat                    1.13.0           pyhcf101f3_0                conda-forge
attrs                               25.4.0           pyhcf101f3_1                conda-forge
aws-c-auth                          0.9.4            hb9c0fe4_1                  conda-forge
aws-c-cal                           0.9.13           h2c9d079_1                  conda-forge
aws-c-common                        0.12.6           hb03c661_0                  conda-forge
aws-c-compression                   0.3.2            h8b1a151_0                  conda-forge
aws-c-event-stream                  0.5.9            h841be55_2                  conda-forge
aws-c-http                          0.10.10          hf621c6d_0                  conda-forge
aws-c-io                            0.26.1           h3ca20c3_1                  conda-forge
aws-c-mqtt                          0.14.0           ha25ca29_1                  conda-forge
aws-c-s3                            0.11.5           hf086b39_2                  conda-forge
aws-c-sdkutils                      0.2.4            h8b1a151_4                  conda-forge
aws-checksums                       0.2.10           h8b1a151_0                  conda-forge
aws-crt-cpp                         0.36.0           hf62aeb3_1                  conda-forge
aws-sdk-cpp                         1.11.606         hbd9bff7_11                 conda-forge
azure-core-cpp                      1.16.2           h206d751_0                  conda-forge
azure-identity-cpp                  1.13.3           hed0cdb0_1                  conda-forge
azure-storage-blobs-cpp             12.16.0          hdd73cc9_1                  conda-forge
azure-storage-common-cpp            12.12.0          ha7a2c86_1                  conda-forge
azure-storage-files-datalake-cpp    12.14.0          h52c5a47_1                  conda-forge
backports.zstd                      1.3.0            py312h90b7ffd_0             conda-forge
blosc                               1.21.6           he440d0b_1                  conda-forge
bokeh                               3.8.2            pyhd8ed1ab_0                conda-forge
branca                              0.8.2            pyhd8ed1ab_0                conda-forge
brotli                              1.2.0            hed03a55_1                  conda-forge
brotli-bin                          1.2.0            hb03c661_1                  conda-forge
brotli-python                       1.2.0            py312hdb49522_1             conda-forge
brunsli                             0.1              hd1e3526_2                  conda-forge
bzip2                               1.0.8            hda65f42_9                  conda-forge
c-ares                              1.34.6           hb03c661_0                  conda-forge
c-blosc2                            2.23.0           hc31b594_0                  conda-forge
ca-certificates                     2026.1.4         hbd8a1cb_0                  conda-forge
cached-property                     1.5.2            hd8ed1ab_1                  conda-forge
cached_property                     1.5.2            pyha770c72_1                conda-forge
certifi                             2026.1.4         pyhd8ed1ab_0                conda-forge
charls                              2.4.2            h59595ed_0                  conda-forge
charset-normalizer                  3.4.4            pyhd8ed1ab_0                conda-forge
click                               8.3.1            pyh8f84b5b_1                conda-forge
click-plugins                       1.1.1.2          pyhd8ed1ab_0                conda-forge
cligj                               0.7.2            pyhd8ed1ab_2                conda-forge
cloudpickle                         3.1.2            pyhcf101f3_1                conda-forge
colorcet                            3.1.0            pyhd8ed1ab_1                conda-forge
contourpy                           1.3.3            py312h0a2e395_4             conda-forge
cpython                             3.12.12          py312hd8ed1ab_2             conda-forge
cycler                              0.12.1           pyhcf101f3_2                conda-forge
cytoolz                             1.1.0            py312h4c3975b_1             conda-forge
dask                                2026.1.1         pyhcf101f3_0                conda-forge
dask-core                           2026.1.1         pyhcf101f3_1                conda-forge
dask-image                          2025.11.0        pyhd8ed1ab_0                conda-forge
datashader                          0.18.2           pyhd8ed1ab_0                conda-forge
dav1d                               1.2.1            hd590300_0                  conda-forge
deprecated                          1.3.1            pyhd8ed1ab_1                conda-forge
distributed                         2026.1.1         pyhcf101f3_1                conda-forge
donfig                              0.8.1.post1      pyhd8ed1ab_1                conda-forge
fast-array-utils                    1.3.1            pyhd8ed1ab_0                conda-forge
filelock                            3.24.3           pyhd8ed1ab_0                conda-forge
flexcache                           0.3              pyhd8ed1ab_1                conda-forge
flexparser                          0.4              pyhd8ed1ab_1                conda-forge
flowio                              1.4.0            pyhd8ed1ab_0                conda-forge
fmt                                 12.1.0           hff5e90c_0                  conda-forge
folium                              0.20.0           pyhd8ed1ab_0                conda-forge
fonttools                           4.61.1           py312h8a5da7c_0             conda-forge
freetype                            2.14.1           ha770c72_0                  conda-forge
freexl                              2.0.0            h9dce30a_2                  conda-forge
frozenlist                          1.7.0            py312h447239a_0             conda-forge
fsspec                              2026.2.0         pyhd8ed1ab_0                conda-forge
geopandas                           1.1.2            pyhd8ed1ab_0                conda-forge
geopandas-base                      1.1.2            pyha770c72_0                conda-forge
geos                                3.14.1           h480dda7_0                  conda-forge
gflags                              2.2.2            h5888daf_1005               conda-forge
giflib                              5.2.2            hd590300_0                  conda-forge
glog                                0.7.1            hbabe93e_0                  conda-forge
gmp                                 6.3.0            hac33072_2                  conda-forge
gmpy2                               2.2.1            py312hcaba1f9_2             conda-forge
google-crc32c                       1.8.0            py312h03f33d3_1             conda-forge
h2                                  4.3.0            pyhcf101f3_0                conda-forge
h5py                                3.15.1           nompi_py312ha4f8f14_101     conda-forge
hdf5                                1.14.6           nompi_h19486de_106          conda-forge
hpack                               4.1.0            pyhd8ed1ab_0                conda-forge
hyperframe                          6.1.0            pyhd8ed1ab_0                conda-forge
icu                                 78.2             h33c6efd_0                  conda-forge
idna                                3.11             pyhd8ed1ab_0                conda-forge
imagecodecs                         2026.1.14        py312h40df4bb_1             conda-forge
imageio                             2.37.0           pyhfb79c49_0                conda-forge
importlib-metadata                  8.7.0            pyhe01879c_1                conda-forge
jinja2                              3.1.6            pyhcf101f3_1                conda-forge
joblib                              1.5.3            pyhd8ed1ab_0                conda-forge
json-c                              0.18             h6688a6e_0                  conda-forge
jxrlib                              1.1              hd590300_3                  conda-forge
keyutils                            1.6.3            hb9d3cd8_0                  conda-forge
kiwisolver                          1.4.9            py312h0a2e395_2             conda-forge
krb5                                1.22.2           ha1258a1_0                  conda-forge
lazy-loader                         0.4              pyhd8ed1ab_2                conda-forge
lcms2                               2.18             h0c24ade_0                  conda-forge
ld_impl_linux-64                    2.45.1           default_hbd61a6d_101        conda-forge
legacy-api-wrap                     1.5              pyhd8ed1ab_0                conda-forge
lerc                                4.0.0            h0aef613_1                  conda-forge
libabseil                           20260107.1       cxx17_h7b12aa8_0            conda-forge
libaec                              1.1.5            h088129d_0                  conda-forge
libarchive                          3.8.5            gpl_hc2c16d8_100            conda-forge
libarrow                            23.0.1           h5a3c682_1_cpu              conda-forge
libarrow-acero                      23.0.1           h635bf11_1_cpu              conda-forge
libarrow-compute                    23.0.1           h53684a4_1_cpu              conda-forge
libarrow-dataset                    23.0.1           h635bf11_1_cpu              conda-forge
libarrow-substrait                  23.0.1           hb4dd7c2_1_cpu              conda-forge
libavif16                           1.3.0            h316e467_3                  conda-forge
libblas                             3.11.0           5_h5875eb1_mkl              conda-forge
libbrotlicommon                     1.2.0            hb03c661_1                  conda-forge
libbrotlidec                        1.2.0            hb03c661_1                  conda-forge
libbrotlienc                        1.2.0            hb03c661_1                  conda-forge
libcblas                            3.11.0           5_hfef963f_mkl              conda-forge
libcrc32c                           1.1.2            h9c3ff4c_0                  conda-forge
libcurl                             8.18.0           hcf29cc6_1                  conda-forge
libdeflate                          1.25             h17f619e_0                  conda-forge
libedit                             3.1.20250104     pl5321h7949ede_0            conda-forge
libev                               4.33             hd590300_2                  conda-forge
libevent                            2.1.12           hf998b51_1                  conda-forge
libexpat                            2.7.4            hecca717_0                  conda-forge
libffi                              3.5.2            h3435931_0                  conda-forge
libfreetype                         2.14.1           ha770c72_0                  conda-forge
libfreetype6                        2.14.1           h73754d4_0                  conda-forge
libgcc                              15.2.0           he0feb66_18                 conda-forge
libgcc-ng                           15.2.0           h69a702a_18                 conda-forge
libgdal-core                        3.12.2           hc2c0581_1                  conda-forge
libgfortran                         15.2.0           h69a702a_18                 conda-forge
libgfortran5                        15.2.0           h68bc16d_18                 conda-forge
libgoogle-cloud                     2.39.0           h9d11ab5_1                  conda-forge
libgoogle-cloud-storage             2.39.0           hdbdcf42_1                  conda-forge
libgrpc                             1.78.0           h1d1128b_1                  conda-forge
libhwloc                            2.12.2           default_hafda6a7_1000       conda-forge
libhwy                              1.3.0            h4c17acf_1                  conda-forge
libiconv                            1.18             h3b78370_2                  conda-forge
libjpeg-turbo                       3.1.2            hb03c661_0                  conda-forge
libjxl                              0.11.2           ha09017c_0                  conda-forge
libkml                              1.3.0            haa4a5bd_1022               conda-forge
liblapack                           3.11.0           5_h5e43f62_mkl              conda-forge
liblzma                             5.8.2            hb03c661_0                  conda-forge
libnghttp2                          1.67.0           had1ee68_0                  conda-forge
libnsl                              2.0.1            hb9d3cd8_1                  conda-forge
libopentelemetry-cpp                1.21.0           h9692893_2                  conda-forge
libopentelemetry-cpp-headers        1.21.0           ha770c72_2                  conda-forge
libparquet                          23.0.1           h7376487_1_cpu              conda-forge
libpng                              1.6.55           h421ea60_0                  conda-forge
libprotobuf                         6.33.5           h2b00c02_0                  conda-forge
libre2-11                           2025.11.05       h0dc7533_1                  conda-forge
librttopo                           1.1.0            h46dd2a8_20                 conda-forge
libspatialite                       5.1.0            gpl_h2abfd87_119            conda-forge
libsqlite                           3.51.2           hf4e2dac_0                  conda-forge
libssh2                             1.11.1           hcf80075_0                  conda-forge
libstdcxx                           15.2.0           h934c35e_18                 conda-forge
libstdcxx-ng                        15.2.0           hdf11a46_18                 conda-forge
libthrift                           0.22.0           h454ac66_1                  conda-forge
libtiff                             4.7.1            h9d88235_1                  conda-forge
libtorch                            2.10.0           cpu_mkl_h7058990_102        conda-forge
libutf8proc                         2.11.3           hfe17d71_0                  conda-forge
libuuid                             2.41.3           h5347b49_0                  conda-forge
libuv                               1.51.0           hb03c661_1                  conda-forge
libwebp-base                        1.6.0            hd42ef1d_0                  conda-forge
libxcb                              1.17.0           h8a09558_0                  conda-forge
libxcrypt                           4.4.36           hd590300_1                  conda-forge
libxml2                             2.15.1           he237659_1                  conda-forge
libxml2-16                          2.15.1           hca6bf5a_1                  conda-forge
libxml2-devel                       2.15.1           he237659_1                  conda-forge
libxslt                             1.1.43           h711ed8c_1                  conda-forge
libzlib                             1.3.1            hb9d3cd8_2                  conda-forge
libzopfli                           1.0.3            h9c3ff4c_0                  conda-forge
llvm-openmp                         21.1.8           h4922eb0_0                  conda-forge
llvmlite                            0.46.0           py312h7424e68_0             conda-forge
locket                              1.0.0            pyhd8ed1ab_0                conda-forge
lxml                                6.0.2            py312h63ddcf0_2             conda-forge
lz4                                 4.4.5            py312h3d67a73_1             conda-forge
lz4-c                               1.10.0           h5888daf_1                  conda-forge
lzo                                 2.10             h280c20c_1002               conda-forge
mapclassify                         2.10.0           pyhd8ed1ab_1                conda-forge
markdown-it-py                      4.0.0            pyhd8ed1ab_0                conda-forge
markupsafe                          3.0.3            py312h8a5da7c_0             conda-forge
matplotlib-base                     3.10.8           py312he3d6523_0             conda-forge
matplotlib-scalebar                 0.9.0            pyhd8ed1ab_0                conda-forge
mdurl                               0.1.2            pyhd8ed1ab_1                conda-forge
minizip                             4.0.10           h05a5f5f_0                  conda-forge
mkl                                 2025.3.0         h0e700b2_463                conda-forge
more-itertools                      10.8.0           pyhcf101f3_1                conda-forge
mpc                                 1.3.1            h24ddda3_1                  conda-forge
mpfr                                4.2.1            h90cbb55_3                  conda-forge
mpmath                              1.3.0            pyhd8ed1ab_1                conda-forge
msgpack-python                      1.1.2            py312hd9148b4_1             conda-forge
multidict                           6.7.0            py312h8a5da7c_0             conda-forge
multipledispatch                    0.6.0            pyhd8ed1ab_1                conda-forge
multiscale-spatial-image            2.0.3            pyhd8ed1ab_0                conda-forge
munkres                             1.1.4            pyhd8ed1ab_1                conda-forge
muparser                            2.3.5            h5888daf_0                  conda-forge
narwhals                            2.16.0           pyhcf101f3_0                conda-forge
natsort                             8.4.0            pyhcf101f3_2                conda-forge
ncurses                             6.5              h2d0b736_3                  conda-forge
networkx                            3.6.1            pyhcf101f3_0                conda-forge
nlohmann_json                       3.12.0           h54a6638_1                  conda-forge
numba                               0.63.1           py312hd1dde6f_0             conda-forge
numcodecs                           0.16.5           py312hf79963d_0             conda-forge
numpy                               2.3.5            py312h33ff503_1             conda-forge
ome-types                           0.6.3            pyhcf101f3_1                conda-forge
ome-zarr                            0.13.0           pyhd8ed1ab_0                conda-forge
openjpeg                            2.5.4            h55fea9a_0                  conda-forge
openjph                             0.26.3           h8d634f6_0                  conda-forge
openssl                             3.6.1            h35e630c_1                  conda-forge
optree                              0.18.0           py312hd9148b4_0             conda-forge
orc                                 2.2.2            hbb90d81_1                  conda-forge
packaging                           26.0             pyhcf101f3_0                conda-forge
pandas                              3.0.1            py312h8ecdadd_0             conda-forge
param                               2.3.2            pyhc455866_0                conda-forge
partd                               1.4.2            pyhd8ed1ab_0                conda-forge
pathlib-abc                         0.5.2            pyh9692d8f_0                conda-forge
patsy                               1.0.2            pyhcf101f3_0                conda-forge
pcre2                               10.47            haa7fec5_0                  conda-forge
pillow                              12.1.1           py312h50c33e8_0             conda-forge
pims                                0.7              pyhd8ed1ab_1                conda-forge
pint                                0.25.2           pyhcf101f3_0                conda-forge
pip                                 26.0.1           pyh8b19718_0                conda-forge
platformdirs                        4.9.2            pyhcf101f3_0                conda-forge
pooch                               1.9.0            pyhd8ed1ab_0                conda-forge
proj                                9.7.1            he0df7b0_3                  conda-forge
prometheus-cpp                      1.3.0            ha5d0236_0                  conda-forge
propcache                           0.3.1            py312h178313f_0             conda-forge
psutil                              7.2.2            py312h5253ce2_0             conda-forge
pthread-stubs                       0.4              hb9d3cd8_1002               conda-forge
pyarrow                             23.0.1           py312h7900ff3_0             conda-forge
pyarrow-core                        23.0.1           py312h2054cf2_0_cpu         conda-forge
pybind11                            3.0.2            pyh7a1b43c_0                conda-forge
pybind11-abi                        11               hc364b38_1                  conda-forge
pybind11-global                     3.0.2            pyhc7ab6ef_0                conda-forge
pyct                                0.6.0            pyhd8ed1ab_0                conda-forge
pydantic                            2.12.5           pyhcf101f3_1                conda-forge
pydantic-core                       2.41.5           py312h868fb18_1             conda-forge
pydantic-extra-types                2.11.0           pyhcf101f3_1                conda-forge
pygments                            2.19.2           pyhd8ed1ab_0                conda-forge
pynndescent                         0.5.13           pyhd8ed1ab_1                conda-forge
pyogrio                             0.12.1           py312h053e1f3_0             conda-forge
pyparsing                           3.3.2            pyhcf101f3_0                conda-forge
pyproj                              3.7.2            py312h9b6a7d9_2             conda-forge
pysocks                             1.7.1            pyha55dd90_7                conda-forge
python                              3.12.12          hd63d673_2_cpython          conda-forge
python-dateutil                     2.9.0.post0      pyhe01879c_2                conda-forge
python_abi                          3.12             8_cp312                     conda-forge
pytorch                             2.10.0           cpu_mkl_py312_hca44ed5_102  conda-forge
pyyaml                              6.0.3            py312h8a5da7c_1             conda-forge
qhull                               2020.2           h434a139_5                  conda-forge
rangehttpserver                     1.4.0            pyhd8ed1ab_1                conda-forge
rasterio                            1.5.0            py312hcedc861_0             conda-forge
rav1e                               0.7.1            h8fae777_3                  conda-forge
re2                                 2025.11.05       h5301d42_1                  conda-forge
readfcs                             2.1.0            pyhd8ed1ab_0                conda-forge
readline                            8.3              h853b02a_0                  conda-forge
requests                            2.32.5           pyhcf101f3_1                conda-forge
rich                                14.3.3           pyhcf101f3_0                conda-forge
rioxarray                           0.21.0           pyhcf101f3_1                conda-forge
ruff                                0.15.2           h40fa522_0                  conda-forge
s2n                                 1.7.0            ha63dd3a_1                  conda-forge
scanpy                              1.12             pyhd8ed1ab_0                conda-forge
scikit-image                        0.26.0           np2py312h4ae17e4_0          conda-forge
scikit-learn                        1.8.0            np2py312h3226591_1          conda-forge
scipy                               1.16.3           py312h54fa4ab_2             conda-forge
seaborn                             0.13.2           hd8ed1ab_3                  conda-forge
seaborn-base                        0.13.2           pyhd8ed1ab_3                conda-forge
session-info2                       0.4              pyhd8ed1ab_0                conda-forge
setuptools                          82.0.0           pyh332efcf_0                conda-forge
shapely                             2.1.2            py312h383787d_2             conda-forge
six                                 1.17.0           pyhe01879c_1                conda-forge
sleef                               3.9.0            ha0421bc_0                  conda-forge
slicerator                          1.1.0            pyhd8ed1ab_1                conda-forge
snappy                              1.2.2            h03e3b7b_1                  conda-forge
snuggs                              1.4.7            pyhd8ed1ab_2                conda-forge
sortedcontainers                    2.4.0            pyhd8ed1ab_1                conda-forge
spatial-image                       1.2.3            pyhd8ed1ab_1                conda-forge
spatialdata                         0.7.2            pyhd8ed1ab_0                conda-forge
spatialdata-io                      0.6.0            pyhd8ed1ab_0                conda-forge
spatialdata-plot                    0.2.14           pyhd8ed1ab_0                conda-forge
sqlite                              3.51.2           h04a0ce9_0                  conda-forge
statsmodels                         0.14.6           py312h4f23490_0             conda-forge
svt-av1                             4.0.0            hecca717_0                  conda-forge
sympy                               1.14.0           pyh2585a3b_105              conda-forge
tbb                                 2022.3.0         hb700be7_2                  conda-forge
tblib                               3.2.2            pyhcf101f3_0                conda-forge
threadpoolctl                       3.6.0            pyhecae5ae_0                conda-forge
tifffile                            2026.2.16        pyhd8ed1ab_0                conda-forge
tk                                  8.6.13           noxft_h366c992_103          conda-forge
toolz                               1.1.0            pyhd8ed1ab_1                conda-forge
toposort                            1.10             pyhd8ed1ab_1                conda-forge
tornado                             6.5.4            py312h961da02_0             conda-forge
tqdm                                4.67.3           pyh8f84b5b_0                conda-forge
typing-extensions                   4.15.0           h396c80c_0                  conda-forge
typing-inspection                   0.4.2            pyhd8ed1ab_1                conda-forge
typing_extensions                   4.15.0           pyhcf101f3_0                conda-forge
tzdata                              2025c            hc9c84f9_1                  conda-forge
umap-learn                          0.5.11           py312h7900ff3_0             conda-forge
unicodedata2                        17.0.1           py312h4c3975b_0             conda-forge
universal-pathlib                   0.3.9            hd8ed1ab_0                  conda-forge
universal_pathlib                   0.3.9            pyhd8ed1ab_0                conda-forge
uriparser                           0.9.8            hac33072_0                  conda-forge
urllib3                             2.6.3            pyhd8ed1ab_0                conda-forge
wheel                               0.46.3           pyhd8ed1ab_0                conda-forge
wrapt                               2.1.1            py312h4c3975b_0             conda-forge
xarray                              2025.11.0        pyhcf101f3_0                conda-forge
xarray-dataclass                    3.0.0            pyhd8ed1ab_1                conda-forge
xarray-spatial                      0.5.2            pyhd8ed1ab_0                conda-forge
xerces-c                            3.3.0            hd9031aa_1                  conda-forge
xmltodict                           1.0.3            pyhcf101f3_0                conda-forge
xorg-libxau                         1.0.12           hb03c661_1                  conda-forge
xorg-libxdmcp                       1.1.5            hb03c661_1                  conda-forge
xsdata                              26.2             pyhd8ed1ab_0                conda-forge
xyzservices                         2025.11.0        pyhd8ed1ab_0                conda-forge
yaml                                0.2.5            h280c20c_3                  conda-forge
yarl                                1.22.0           py312h8a5da7c_0             conda-forge
zarr                                3.1.5            pyhcf101f3_0                conda-forge
zfp                                 1.0.1            h909a3a2_5                  conda-forge
zict                                3.0.0            pyhd8ed1ab_1                conda-forge
zipp                                3.23.0           pyhcf101f3_1                conda-forge
zlib                                1.3.1            hb9d3cd8_2                  conda-forge
zlib-ng                             2.3.3            hceb46e0_1                  conda-forge
zstd                                1.5.7            hb78ec9c_6                  conda-forge

Environment info

$ conda info

     active environment : spdata_n
    active env location : /home/nilchia/miniconda3/envs/spdata_n
            shell level : 1
       user config file : /home/nilchia/.condarc
 populated config files : /home/nilchia/miniconda3/.condarc
                          /home/nilchia/.condarc
          conda version : 25.5.1
    conda-build version : not installed
         python version : 3.13.5.final.0
                 solver : libmamba (default)
       virtual packages : __archspec=1=skylake
                          __conda=25.5.1=0
                          __glibc=2.39=0
                          __linux=6.14.0=0
                          __unix=0=0
       base environment : /home/nilchia/miniconda3  (writable)
      conda av data dir : /home/nilchia/miniconda3/etc/conda
  conda av metadata url : None
           channel URLs : https://conda.anaconda.org/conda-forge/linux-64
                          https://conda.anaconda.org/conda-forge/noarch
                          https://conda.anaconda.org/bioconda/linux-64
                          https://conda.anaconda.org/bioconda/noarch
          package cache : /home/nilchia/miniconda3/pkgs
                          /home/nilchia/.conda/pkgs
       envs directories : /home/nilchia/miniconda3/envs
                          /home/nilchia/.conda/envs
               platform : linux-64
             user-agent : conda/25.5.1 requests/2.32.4 CPython/3.13.5 Linux/6.14.0-123037-tuxedo ubuntu/24.04.4 glibc/2.39 solver/libmamba conda-libmamba-solver/25.4.0 libmambapy/2.0.5 aau/0.7.1 c/. s/. e/.
                UID:GID : 19893:1165
             netrc file : None
           offline mode : False

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