User-Defined Functions

Scale your code effortlessly with TileDB user-defined functions.

TileDB provides effortless scalability for Python and R code using serverless user-defined functions (UDFs). UDFs come in three types:

Generic: run any Python function at scale with arbitrary input arguments.
Single-array: apply a function to a predefined slice of a TileDB array.
Multi-array: UDFs that can be applied to any number of arrays.

Generic UDFs

Generic UDFs take any Python or R code and run the code on a fully-managed, automatically-provisioned node. After function completion, TileDB automatically returns the results to the caller.

To run a generic UDF, first define a function, then execute it with TileDB’s exec functionality:

Python

def get_remote_time():
    import datetime

    return (
        datetime.datetime.now(datetime.timezone.utc)
        .astimezone()
        .strftime("%Y-%m-%d %H:%M:%S %Z%z")
    )


remote_time = tiledb.cloud.udf.exec(get_remote_time)
print(remote_time)

2024-10-07 14:51:57 UTC+0000

The UDF execution environment timezone is UTC, so for many users, the result of the function above should be offset from your local time, because the function is executed remotely.

For Python, note that the function passed in to exec must not be called directly within the exec invocation. For example, tiledb.cloud.udf.exec( get_remote_time() ) will error out (try it!) because it will pass the result of get_remote_time() (executed locally) to the exec function, which expects a callable object.

Important

Note that UDFs are completely stateless: the UDF process only exists for the duration of execution, and any changes will not be visible during subsequent execution runs. For example, changes to a local path, such as installing a package or writing to a file, will completely disappear on the next run.

Array UDFs

Unlike generic UDFs, array UDFs are run against a specific array, and a specific slice of that array. Similar to the TileDB Python API, the input is an OrderedDict of results after applying the given array slice. To run an array UDF, the following steps are required:

Define a function which takes a NumPy array as the only argument.
Open the target array.
Call a.apply(fn, range).

For example, you can apply the NumPy median function to a TileDB array as follows:

Python

# Define the UDF
# The input is the array slice results as an OrderedDict
def median(data):
    import numpy

    return numpy.median(data["a"])


# The "apply" function takes as input the function, an array slice
# and any attribute subset, and passes to the function the result of
# that TileDB query, i.e., A.query(attrs=["a"])[1:2, 1:2]
with tiledb.open("tiledb://TileDB-Inc/quickstart_dense") as A:
    results = A.apply(median, [(1, 2), (1, 2)], attrs=["a"])
    print(results)

3.5

Run a UDF by URI

Alternatively, you may run an array UDF directly by URI, without first opening the array locally. To do this, pass a valid array URI as the first argument to tiledb.cloud.udf.exec, then a function handle, then any optional arguments.

Python

tiledb.cloud.array.apply(
    "tiledb://TileDB-Inc/quickstart_dense",
    median,
    [[(1, 2)], [slice(1, 2)]],
    attrs=["a"],
)

3.5

Multi-Array UDFs

Multi-array UDFs let you apply a function on a list of arrays, which specifies the array name, subarray on which to apply the UDF, and a subset of array attributes. This can be useful for performing join operations, data fusion, and much more.

Python

array_1 = "tiledb://TileDB-Inc/quickstart_sparse"
array_2 = "tiledb://TileDB-Inc/quickstart_dense"


def median(data):
    import numpy

    # When you have multiple arrays, the parameter
    # we pass in is a list of ordered dictionaries.
    # The list is in the order of the arrays you asked for.
    return (
        # perform a median over both arrays
        numpy.median(
            numpy.concatenate((data[0]["a"].flatten(), data[1]["a"].flatten()))
        )
    )


# The following will create the list of arrays to take part
# in the multi-array UDF. Each has as input the array name,
# a multi-index for slicing and a list of attributes to subselect on.
array_list = tiledb.cloud.array.ArrayList()
array_list.add(array_1, [(1, 4), (1, 4)], ["a"])
array_list.add(array_2, [(1, 2), (1, 4)], ["a"])

# This will execute `median` using as input the result of the
# slicing and attribute subselection for each of the arrays
# in `array_list`
result = tiledb.cloud.array.exec_multi_array_udf(median, array_list)

print(result)

3.0

Registered UDFs

You may also register UDFs within the catalog for sharing and reuse within the same framework as all other assets. To create a registered UDF, first define a function taking zero or more arguments. Then call tiledb.cloud.udf.register_generic_udf, passing the (unquoted) function name as the first argument.

Python

def mymedian(vals):
    import numpy

    return numpy.median(vals)


tiledb.cloud.udf.register_generic_udf(mymedian, name="my_median", namespace=namespace)

A registered UDF may be executed with tiledb.cloud.exec, passing the <namespace>/<UDF name> to run, and, optionally, any arguments:

Python

import numpy as np

tiledb.cloud.udf.exec(f"{namespace}/my_median", np.arange(10))

4.5

Finally, a registered UDF may be deleted with tiledb.cloud.udf.delete:

Python

tiledb.cloud.udf.delete(f"tiledb://{namespace}/my_median")

Note

The function tiledb.cloud.udf.deregister is also available. However, it will only un-catalog but not remove the UDF’s backing data from storage. Therefore, re-registering a UDF with the same name and default locations will fail unless the UDF data is manually removed from the backing object store (e.g. Amazon S3).

Resource classes

TileDB offers two resource classes available for UDF execution: Standard (default) and Large. The following table lists the capacity levels for each class:

Class	Capacity
Standard	2 CPUs, 2 GB RAM
Large	8 CPUs, 8 GB RAM

You can set the Large resource class by passing resource_class="large" to any UDF exec* function:

result = tiledb.cloud.array.exec_multi_array_udf(
    median, array_list, resource_class="large"
)

print(result)

3.0

UDF images

TileDB offers the following Python images for use with UDFs:

default (default)
genomics
geo
imaging-dev
vectorsearch

You can set the UDF image by passing image_name="<image_name>" to any UDF exec* function:

result = tiledb.cloud.array.exec_multi_array_udf(
    median, array_list, image_name="vectorsearch"
)

print(result)

3.0

TileDB also offers a UDF image for R. You can view a list of dependencies for each image here:

Python
R

Dependencies

Package	Version	Build	Channel
`_libgcc_mutex`	0.1	conda_forge	conda-forge
`_openmp_mutex`	4.5	2_kmp_llvm	conda-forge
`absl-py`	1.4.0	pyhd8ed1ab_0	conda-forge
`aiobotocore`	2.15.2	pyhd8ed1ab_0	conda-forge
`aiohappyeyeballs`	2.4.3	pyhd8ed1ab_0	conda-forge
`aiohttp`	3.11.6	py39h9399b63_0	conda-forge
`aioitertools`	0.12.0	pyhd8ed1ab_0	conda-forge
`aiosignal`	1.3.1	pyhd8ed1ab_0	conda-forge
`alsa-lib`	1.2.13	hb9d3cd8_0	conda-forge
`anndata`	0.10.9	pyhd8ed1ab_0	conda-forge
`array-api-compat`	1.9.1	pyhd8ed1ab_0	conda-forge
`asn1crypto`	1.5.1	pyhd8ed1ab_0	conda-forge
`astunparse`	1.6.3	pyhd8ed1ab_2	conda-forge
`async-timeout`	5.0.1	pyhd8ed1ab_0	conda-forge
`attr`	2.5.1	h166bdaf_1	conda-forge
`attrs`	24.2.0	pyh71513ae_0	conda-forge
`aws-c-auth`	0.7.3	h28f7589_1	conda-forge
`aws-c-cal`	0.6.1	hc309b26_1	conda-forge
`aws-c-common`	0.9.0	hd590300_0	conda-forge
`aws-c-compression`	0.2.17	h4d4d85c_2	conda-forge
`aws-c-event-stream`	0.3.1	h2e3709c_4	conda-forge
`aws-c-http`	0.7.11	h00aa349_4	conda-forge
`aws-c-io`	0.13.32	he9a53bd_1	conda-forge
`aws-c-mqtt`	0.9.3	hb447be9_1	conda-forge
`aws-c-s3`	0.3.14	hf3aad02_1	conda-forge
`aws-c-sdkutils`	0.1.12	h4d4d85c_1	conda-forge
`aws-checksums`	0.1.17	h4d4d85c_1	conda-forge
`aws-crt-cpp`	0.21.0	hb942446_5	conda-forge
`aws-sdk-cpp`	1.10.57	h85b1a90_19	conda-forge
`awscli`	1.35.2	py39hf3d152e_0	conda-forge
`bcftools`	1.20	h8b25389_1	bioconda
`bedtools`	2.31.1	hf5e1c6e_2	bioconda
`blas`	2.125	openblas	conda-forge
`blas-devel`	3.9.0	25_linux64_openblas	conda-forge
`blinker`	1.9.0	pyhff2d567_0	conda-forge
`blosc`	1.21.5	h0f2a231_0	conda-forge
`boto3`	1.35.36	pyhd8ed1ab_0	conda-forge
`botocore`	1.35.36	pyge38_1234567_0	conda-forge
`brotli`	1.0.9	h166bdaf_9	conda-forge
`brotli-bin`	1.0.9	h166bdaf_9	conda-forge
`brotlipy`	0.7.0	py39h27cfd23_1003	pkgs/main
`bzip2`	1.0.8	h4bc722e_7	conda-forge
`c-ares`	1.33.1	heb4867d_0	conda-forge
`c-blosc2`	2.15.1	hc57e6cf_0	conda-forge
`ca-certificates`	2024.8.30	hbcca054_0	conda-forge
`cached-property`	1.5.2	hd8ed1ab_1	conda-forge
`cached_property`	1.5.2	pyha770c72_1	conda-forge
`cachetools`	5.5.0	pyhd8ed1ab_0	conda-forge
`cairo`	1.18.0	h3faef2a_0	conda-forge
`cellxgene-census`	1.15.0	pyh4471522_2	tiledb
`certifi`	2024.8.30	pyhd8ed1ab_0	conda-forge
`cffi`	1.17.1	py39h15c3d72_0	conda-forge
`chardet`	4.0.0	py39h06a4308_1003	pkgs/main
`charset-normalizer`	3.4.0	pyhd8ed1ab_0	conda-forge
`click`	8.1.7	unix_pyh707e725_0	conda-forge
`cloudpickle`	2.2.1	pyhd8ed1ab_0	conda-forge
`cmake`	3.30.3	hf9cb763_0	conda-forge
`colorama`	0.4.6	pyhd8ed1ab_0	conda-forge
`conda`	4.10.3	py39hf3d152e_4	conda-forge
`conda-package-handling`	1.7.3	py39h27cfd23_1	pkgs/main
`contourpy`	1.3.0	py39h74842e3_2	conda-forge
`cpp-expected`	1.1.0	hf52228f_0	conda-forge
`cryptography`	42.0.8	py39h8169da8_0	conda-forge
`cycler`	0.12.1	pyhd8ed1ab_0	conda-forge
`cytoolz`	1.0.0	py39h8cd3c5a_1	conda-forge
`dask-core`	2024.8.0	pyhd8ed1ab_0	conda-forge
`dbus`	1.13.6	h5008d03_3	conda-forge
`deprecated`	1.2.15	pypi_0	pypi
`dill`	0.3.9	pyhd8ed1ab_0	conda-forge
`dm-tree`	0.1.8	py39h45438f2_0	conda-forge
`docutils`	0.16	py39hf3d152e_5	conda-forge
`efficientnet-pytorch`	0.7.1	pyhd8ed1ab_1	conda-forge
`eigen`	3.2	3	bioconda
`etils`	1.5.1	pyhd8ed1ab_1	conda-forge
`exceptiongroup`	1.2.2	pyhd8ed1ab_0	conda-forge
`expat`	2.6.4	h5888daf_0	conda-forge
`faiss`	1.8.0	py39h1df3c28_1_cpu	conda-forge
`faiss-cpu`	1.8.0	h718b53a_1	conda-forge
`fftw`	3.3.10	nompi_hf1063bd_110	conda-forge
`filelock`	3.16.1	pyhd8ed1ab_0	conda-forge
`flatbuffers`	23.5.26	h59595ed_1	conda-forge
`fmt`	9.1.0	h924138e_0	conda-forge
`font-ttf-dejavu-sans-mono`	2.37	hab24e00_0	conda-forge
`font-ttf-inconsolata`	3.000	h77eed37_0	conda-forge
`font-ttf-source-code-pro`	2.038	h77eed37_0	conda-forge
`font-ttf-ubuntu`	0.83	h77eed37_3	conda-forge
`fontconfig`	2.15.0	h7e30c49_1	conda-forge
`fonts-conda-ecosystem`	1	0	conda-forge
`fonts-conda-forge`	1	0	conda-forge
`fonttools`	4.55.0	py39h9399b63_0	conda-forge
`freetype`	2.12.1	h267a509_2	conda-forge
`frozenlist`	1.5.0	py39h8cd3c5a_0	conda-forge
`fsspec`	2024.10.0	pyhff2d567_0	conda-forge
`gast`	0.4.0	pyh9f0ad1d_0	conda-forge
`geos`	3.13.0	h5888daf_0	conda-forge
`get-annotations`	0.1.2	pyhd8ed1ab_0	conda-forge
`gettext`	0.22.5	he02047a_3	conda-forge
`gettext-tools`	0.22.5	he02047a_3	conda-forge
`gflags`	2.2.2	h5888daf_1005	conda-forge
`giflib`	5.2.2	hd590300_0	conda-forge
`git-lfs`	3.6.0	h647637d_0	conda-forge
`glib`	2.82.2	h44428e9_0	conda-forge
`glib-tools`	2.82.2	h4833e2c_0	conda-forge
`glog`	0.6.0	h6f12383_0	conda-forge
`google-auth`	2.36.0	pyhff2d567_0	conda-forge
`google-auth-oauthlib`	1.0.0	pyhd8ed1ab_1	conda-forge
`google-pasta`	0.2.0	pyhd8ed1ab_1	conda-forge
`googleapis-common-protos`	1.66.0	pyhff2d567_0	conda-forge
`graphite2`	1.3.13	h59595ed_1003	conda-forge
`grpcio`	1.54.3	py39h227be39_0	conda-forge
`gsl`	2.7	he838d99_0	conda-forge
`gst-plugins-base`	1.22.9	hfa15dee_1	conda-forge
`gstreamer`	1.22.9	h98fc4e7_1	conda-forge
`h5py`	3.12.1	nompi_py39h30a5a8d_102	conda-forge
`harfbuzz`	8.5.0	hfac3d4d_0	conda-forge
`hdf5`	1.14.3	nompi_hdf9ad27_105	conda-forge
`hnswlib`	0.7.0	py39hf59e57a_5	conda-forge
`htslib`	1.20	h18253b1_2	tiledb
`icu`	73.2	h59595ed_0	conda-forge
`idna`	2.10	pyhd3eb1b0_0	pkgs/main
`imagecodecs-lite`	2019.12.3	py39hd92a3bb_8	conda-forge
`imageio`	2.36.0	pyh12aca89_1	conda-forge
`importlib-metadata`	8.5.0	pyha770c72_0	conda-forge
`importlib-resources`	6.4.5	pyhd8ed1ab_0	conda-forge
`importlib_metadata`	8.5.0	hd8ed1ab_0	conda-forge
`importlib_resources`	6.4.5	pyhd8ed1ab_0	conda-forge
`jaeger-client`	4.8.0	pypi_0	pypi
`jax`	0.4.27	pyhd8ed1ab_0	conda-forge
`jaxlib`	0.4.23	py39h6a678d5_1	pkgs/main
`jmespath`	1.0.1	pyhd8ed1ab_0	conda-forge
`joblib`	1.4.2	pyhd8ed1ab_0	conda-forge
`keras`	2.12.0	pyhd8ed1ab_0	conda-forge
`keras-applications`	1.0.8	py_1	conda-forge
`keras-preprocessing`	1.1.2	pyhd8ed1ab_0	conda-forge
`keyutils`	1.6.1	h166bdaf_0	conda-forge
`kiwisolver`	1.4.7	py39h74842e3_0	conda-forge
`krb5`	1.21.3	h659f571_0	conda-forge
`lame`	3.100	h166bdaf_1003	conda-forge
`lcms2`	2.15	h7f713cb_2	conda-forge
`ld_impl_linux-64`	2.43	h712a8e2_1	conda-forge
`legacy-api-wrap`	1.4	pyhd8ed1ab_1	conda-forge
`lerc`	4.0.0	h27087fc_0	conda-forge
`libabseil`	20230125.3	cxx17_h59595ed_0	conda-forge
`libaec`	1.1.3	h59595ed_0	conda-forge
`libarchive`	3.6.2	h039dbb9_1	conda-forge
`libarrow`	12.0.1	hb87d912_8_cpu	conda-forge
`libasprintf`	0.22.5	he8f35ee_3	conda-forge
`libasprintf-devel`	0.22.5	he8f35ee_3	conda-forge
`libblas`	3.9.0	25_linux64_openblas	conda-forge
`libbrotlicommon`	1.0.9	h166bdaf_9	conda-forge
`libbrotlidec`	1.0.9	h166bdaf_9	conda-forge
`libbrotlienc`	1.0.9	h166bdaf_9	conda-forge
`libcap`	2.69	h0f662aa_0	conda-forge
`libcblas`	3.9.0	25_linux64_openblas	conda-forge
`libclang`	15.0.7	default_h127d8a8_5	conda-forge
`libclang13`	15.0.7	default_h5d6823c_5	conda-forge
`libcrc32c`	1.1.2	h9c3ff4c_0	conda-forge
`libcups`	2.3.3	h4637d8d_4	conda-forge
`libcurl`	8.9.1	hdb1bdb2_0	conda-forge
`libdeflate`	1.19	hd590300_0	conda-forge
`libedit`	3.1.20191231	he28a2e2_2	conda-forge
`libev`	4.33	hd590300_2	conda-forge
`libevent`	2.1.12	hf998b51_1	conda-forge
`libexpat`	2.6.4	h5888daf_0	conda-forge
`libfaiss`	1.8.0	h0ce047f_1_cpu	conda-forge
`libffi`	3.4.2	h7f98852_5	conda-forge
`libflac`	1.4.3	h59595ed_0	conda-forge
`libgcc`	14.2.0	h77fa898_1	conda-forge
`libgcc-ng`	14.2.0	h69a702a_1	conda-forge
`libgcrypt`	1.11.0	h4ab18f5_1	conda-forge
`libgettextpo`	0.22.5	he02047a_3	conda-forge
`libgettextpo-devel`	0.22.5	he02047a_3	conda-forge
`libgfortran`	14.2.0	h69a702a_1	conda-forge
`libgfortran-ng`	14.2.0	h69a702a_1	conda-forge
`libgfortran5`	14.2.0	hd5240d6_1	conda-forge
`libglib`	2.82.2	h2ff4ddf_0	conda-forge
`libgomp`	14.2.0	h77fa898_1	conda-forge
`libgoogle-cloud`	2.12.0	hac9eb74_1	conda-forge
`libgpg-error`	1.51	hbd13f7d_1	conda-forge
`libgrpc`	1.54.3	hb20ce57_0	conda-forge
`libhwloc`	2.11.1	default_hecaa2ac_1000	conda-forge
`libiconv`	1.17	hd590300_2	conda-forge
`libitk`	5.3.0	h0dad300_7	conda-forge
`libjpeg-turbo`	2.1.5.1	hd590300_1	conda-forge
`liblapack`	3.9.0	25_linux64_openblas	conda-forge
`liblapacke`	3.9.0	25_linux64_openblas	conda-forge
`libllvm14`	14.0.6	hcd5def8_4	conda-forge
`libllvm15`	15.0.7	hb3ce162_4	conda-forge
`libmamba`	1.1.0	hde2b089_3	conda-forge
`libmambapy`	1.1.0	py39hf0aba66_3	conda-forge
`libnghttp2`	1.58.0	h47da74e_1	conda-forge
`libnsl`	2.0.1	hd590300_0	conda-forge
`libnuma`	2.0.18	h4ab18f5_2	conda-forge
`libogg`	1.3.5	h4ab18f5_0	conda-forge
`libopenblas`	0.3.28	pthreads_h94d23a6_1	conda-forge
`libopus`	1.3.1	h7f98852_1	conda-forge
`libpng`	1.6.44	hadc24fc_0	conda-forge
`libpq`	15.8	h3a3aac9_1	conda-forge
`libprotobuf`	3.21.12	hfc55251_2	conda-forge
`libsndfile`	1.2.2	hc60ed4a_1	conda-forge
`libsolv`	0.7.30	h3509ff9_0	conda-forge
`libsqlite`	3.46.1	hadc24fc_0	conda-forge
`libssh2`	1.11.0	h0841786_0	conda-forge
`libstdcxx`	14.2.0	hc0a3c3a_1	conda-forge
`libstdcxx-ng`	14.2.0	h4852527_1	conda-forge
`libsystemd0`	256.7	h2774228_1	conda-forge
`libthrift`	0.18.1	h8fd135c_2	conda-forge
`libtiff`	4.6.0	h29866fb_1	conda-forge
`libtiledbsoma`	1.15.0rc1	hd1a9fd6_0	tiledb/label/rc
`libtiledbvcf`	0.35.0	h53fe7cb_0	tiledb
`libutf8proc`	2.8.0	h166bdaf_0	conda-forge
`libuuid`	2.38.1	h0b41bf4_0	conda-forge
`libuv`	1.49.2	hb9d3cd8_0	conda-forge
`libvorbis`	1.3.7	h9c3ff4c_0	conda-forge
`libwebp-base`	1.4.0	hd590300_0	conda-forge
`libxcb`	1.15	h0b41bf4_0	conda-forge
`libxcrypt`	4.4.36	hd590300_1	conda-forge
`libxkbcommon`	1.7.0	h662e7e4_0	conda-forge
`libxml2`	2.12.7	h4c95cb1_3	conda-forge
`libzlib`	1.3.1	h4ab18f5_1	conda-forge
`llvm-openmp`	19.1.4	h024ca30_0	conda-forge
`llvmlite`	0.43.0	py39hf8b6b1a_1	conda-forge
`locket`	1.0.0	pyhd8ed1ab_0	conda-forge
`lz4-c`	1.9.4	hcb278e6_0	conda-forge
`lzo`	2.10	hd590300_1001	conda-forge
`mamba`	1.1.0	py39hc5d2bb1_3	conda-forge
`markdown`	3.6	pyhd8ed1ab_0	conda-forge
`markupsafe`	3.0.2	py39h9399b63_0	conda-forge
`matplotlib`	3.9.1	py39hf3d152e_1	conda-forge
`matplotlib-base`	3.9.1	py39h0565ad7_2	conda-forge
`mkl`	2022.2.1	h6508926_16999	conda-forge
`ml_dtypes`	0.5.0	py39h3b40f6f_0	conda-forge
`mpg123`	1.32.9	hc50e24c_0	conda-forge
`multidict`	6.1.0	py39h9399b63_1	conda-forge
`munkres`	1.0.7	py_1	bioconda
`mysql-common`	8.0.33	hf1915f5_6	conda-forge
`mysql-libs`	8.0.33	hca2cd23_6	conda-forge
`natsort`	8.4.0	pyhd8ed1ab_0	conda-forge
`ncurses`	6.5	he02047a_1	conda-forge
`networkx`	3.2.1	pyhd8ed1ab_0	conda-forge
`nlohmann_json`	3.11.3	he02047a_1	conda-forge
`nomkl`	3.0	0	pkgs/main
`nspr`	4.36	h5888daf_0	conda-forge
`nss`	3.105	hd34e28f_0	conda-forge
`numba`	0.60.0	py39h0320e7d_0	conda-forge
`numexpr`	2.10.1	py39h0a7e20a_103	conda-forge
`numpy`	1.25.0	py39h6183b62_0	conda-forge
`oauthlib`	3.2.2	pyhd8ed1ab_0	conda-forge
`openblas`	0.3.28	pthreads_h6ec200e_1	conda-forge
`openjpeg`	2.5.2	h488ebb8_0	conda-forge
`openssl`	3.3.2	hb9d3cd8_0	conda-forge
`opentelemetry-api`	1.28.2	pypi_0	pypi
`opentelemetry-sdk`	1.28.2	pypi_0	pypi
`opentelemetry-semantic-conventions`	0.49b2	pypi_0	pypi
`opentracing`	2.4.0	pypi_0	pypi
`opt-einsum`	3.4.0	hd8ed1ab_0	conda-forge
`opt_einsum`	3.4.0	pyhd8ed1ab_0	conda-forge
`orc`	1.9.0	h2f23424_1	conda-forge
`packaging`	24.2	pyhff2d567_1	conda-forge
`pandas`	1.5.3	py39h2ad29b5_1	conda-forge
`partd`	1.4.2	pyhd8ed1ab_0	conda-forge
`patsy`	1.0.1	pyhff2d567_0	conda-forge
`pcre2`	10.44	hba22ea6_2	conda-forge
`perl`	5.32.1	7_hd590300_perl5	conda-forge
`pillow`	10.0.1	py39h444a776_1	conda-forge
`pip`	21.1.3	py39h06a4308_0	pkgs/main
`pixman`	0.43.2	h59595ed_0	conda-forge
`platformdirs`	4.3.6	pyhd8ed1ab_0	conda-forge
`ply`	3.11	pyhd8ed1ab_2	conda-forge
`portalocker`	3.0.0	py39hf3d152e_0	conda-forge
`promise`	2.3	py39hf3d152e_9	conda-forge
`propcache`	0.2.0	py39h8cd3c5a_2	conda-forge
`protobuf`	4.21.12	py39h227be39_0	conda-forge
`psutil`	6.1.0	py39h8cd3c5a_0	conda-forge
`pthread-stubs`	0.4	hb9d3cd8_1002	conda-forge
`pulseaudio-client`	16.1	hb77b528_5	conda-forge
`py-cpuinfo`	9.0.0	pyhd8ed1ab_0	conda-forge
`pyarrow`	12.0.1	py39hfbd5978_8_cpu	conda-forge
`pyarrow-hotfix`	0.6	pyhd8ed1ab_0	conda-forge
`pyasn1`	0.6.1	pyhd8ed1ab_1	conda-forge
`pyasn1-modules`	0.4.1	pyhd8ed1ab_0	conda-forge
`pybedtools`	0.10.0	py39hdf45acc_2	bioconda
`pybind11-abi`	4	hd8ed1ab_3	conda-forge
`pycosat`	0.6.3	py39h27cfd23_0	pkgs/main
`pycparser`	2.20	py_2	pkgs/main
`pyjwt`	2.10.0	pyhff2d567_0	conda-forge
`pynndescent`	0.5.13	pyhff2d567_0	conda-forge
`pyopenssl`	20.0.1	pypi_0	pypi
`pyparsing`	3.2.0	pyhd8ed1ab_1	conda-forge
`pypdf`	5.1.0	pyha770c72_0	conda-forge
`pyqt`	5.15.9	py39h52134e7_5	conda-forge
`pyqt5-sip`	12.12.2	py39h3d6467e_5	conda-forge
`pysam`	0.22.0	py39h68d8fd3_1	tiledb
`pysocks`	1.7.1	py39h06a4308_0	pkgs/main
`pytables`	3.9.2	py39hd89fbf8_3	conda-forge
`python`	3.9.20	h13acc7a_1_cpython	conda-forge
`python-dateutil`	2.9.0.post0	pyhff2d567_0	conda-forge
`python-flatbuffers`	24.3.25	pyh59ac667_0	conda-forge
`python_abi`	3.9	5_cp39	conda-forge
`pytorch`	1.13.1	cpu_py39h14c4022_1	conda-forge
`pytz`	2024.2	pyhd8ed1ab_0	conda-forge
`pyu2f`	0.1.5	pyhd8ed1ab_0	conda-forge
`pywavelets`	1.6.0	py39hd92a3bb_0	conda-forge
`pyyaml`	6.0.2	py39h8cd3c5a_1	conda-forge
`qhull`	2020.2	h434a139_5	conda-forge
`qt-main`	5.15.8	hc47bfe8_16	conda-forge
`rdma-core`	28.9	h59595ed_1	conda-forge
`re2`	2023.03.02	h8c504da_0	conda-forge
`readline`	8.2	h8228510_1	conda-forge
`reproc`	14.2.4.post0	hd590300_1	conda-forge
`reproc-cpp`	14.2.4.post0	h59595ed_1	conda-forge
`requests`	2.25.1	pypi_0	pypi
`requests-oauthlib`	2.0.0	pyhd8ed1ab_0	conda-forge
`rhash`	1.4.5	hb9d3cd8_0	conda-forge
`rsa`	4.7.2	pyh44b312d_0	conda-forge
`ruamel_yaml`	0.15.100	py39h27cfd23_0	pkgs/main
`s2n`	1.3.49	h06160fa_0	conda-forge
`s3fs`	2024.10.0	pyhd8ed1ab_0	conda-forge
`s3transfer`	0.10.4	pyhd8ed1ab_0	conda-forge
`scanpy`	1.10.3	pyhd8ed1ab_0	conda-forge
`scikit-image`	0.19.3	py39h4661b88_2	conda-forge
`scikit-learn`	1.5.2	py39h4b7350c_1	conda-forge
`scipy`	1.13.1	py39haf93ffa_0	conda-forge
`seaborn`	0.13.2	hd8ed1ab_2	conda-forge
`seaborn-base`	0.13.2	pyhd8ed1ab_2	conda-forge
`session-info`	1.0.0	pyhd8ed1ab_0	conda-forge
`setuptools`	52.0.0	py39h06a4308_0	pkgs/main
`shapely`	2.0.6	py39hca88cd1_2	conda-forge
`simdjson`	3.10.1	h84d6215_0	conda-forge
`simpleitk`	2.3.1	py39h3d6467e_1	conda-forge
`sip`	6.7.12	py39h3d6467e_0	conda-forge
`six`	1.16.0	pyhd3eb1b0_0	pkgs/main
`sleef`	3.7	h1b44611_2	conda-forge
`smart-open`	7.0.5	pypi_0	pypi
`snappy`	1.1.10	hdb0a2a9_1	conda-forge
`snowflake-connector-python`	3.12.2	py39h3b40f6f_1	conda-forge
`somacore`	1.0.20	pyh4471522_0	tiledb
`sortedcontainers`	2.4.0	pyhd8ed1ab_0	conda-forge
`sparse`	0.15.4	pypi_0	pypi
`spdlog`	1.11.0	h9b3ece8_1	conda-forge
`sqlite`	3.46.1	h9eae976_0	conda-forge
`statsmodels`	0.14.4	py39hf3d9206_0	conda-forge
`stdlib-list`	0.11.0	pyhd8ed1ab_0	conda-forge
`tbb`	2021.13.0	h84d6215_0	conda-forge
`tblib`	1.7.0	pypi_0	pypi
`tdbudf`	0.0.1	pypi_0	pypi
`tensorboard`	2.12.3	pyhd8ed1ab_0	conda-forge
`tensorboard-data-server`	0.7.0	py39h7170ec2_2	conda-forge
`tensorflow`	2.12.1	cpu_py39h4655687_1	conda-forge
`tensorflow-base`	2.12.1	cpu_py39hbec7f27_1	conda-forge
`tensorflow-datasets`	4.8.3	pyhd8ed1ab_0	conda-forge
`tensorflow-estimator`	2.12.1	cpu_py39hd56b5fd_1	conda-forge
`tensorflow-metadata`	1.13.1	pyhd8ed1ab_0	conda-forge
`termcolor`	2.5.0	pyhd8ed1ab_0	conda-forge
`threadloop`	1.0.2	pypi_0	pypi
`threadpoolctl`	3.5.0	pyhc1e730c_0	conda-forge
`thrift`	0.21.0	pypi_0	pypi
`tifffile`	2020.6.3	py_0	conda-forge
`tiledb`	2.26.2	hde83565_0	tiledb/label/for-cloud
`tiledb-cloud`	0.12.31	pypi_0	pypi
`tiledb-ml`	0.9.6	pypi_0	pypi
`tiledb-py`	0.32.2	py39h067de0a_0	conda-forge
`tiledbsoma-py`	1.15.0rc1	py39ha4d1bf2_0	tiledb/label/rc
`tiledbvcf-py`	0.35.0	py39hb8eef30_0	tiledb
`tk`	8.6.13	noxft_h4845f30_101	conda-forge
`toml`	0.10.2	pyhd8ed1ab_0	conda-forge
`tomli`	2.1.0	pyhff2d567_0	conda-forge
`tomlkit`	0.13.2	pyha770c72_0	conda-forge
`toolz`	1.0.0	pyhd8ed1ab_0	conda-forge
`torchdata`	0.5.1	pyh2db4395_0	conda-forge
`torchvision`	0.14.1	cpu_py39h39206e8_1	conda-forge
`tornado`	6.4.1	py39h8cd3c5a_1	conda-forge
`tqdm`	4.61.2	pyhd3eb1b0_1	pkgs/main
`typing-extensions`	4.12.2	pypi_0	pypi
`tzdata`	2021a	h52ac0ba_0	pkgs/main
`ucx`	1.14.1	h64cca9d_5	conda-forge
`umap-learn`	0.5.7	py39hf3d152e_0	conda-forge
`unicodedata2`	15.1.0	py39h8cd3c5a_1	conda-forge
`urllib3`	1.26.6	pyhd3eb1b0_1	pkgs/main
`werkzeug`	3.1.3	pyhff2d567_0	conda-forge
`wheel`	0.36.2	pyhd3eb1b0_0	pkgs/main
`wrapt`	1.16.0	py39h8cd3c5a_1	conda-forge
`xarray`	2024.3.0	pyhd8ed1ab_0	conda-forge
`xcb-util`	0.4.0	hd590300_1	conda-forge
`xcb-util-image`	0.4.0	h8ee46fc_1	conda-forge
`xcb-util-keysyms`	0.4.0	h8ee46fc_1	conda-forge
`xcb-util-renderutil`	0.3.9	hd590300_1	conda-forge
`xcb-util-wm`	0.4.1	h8ee46fc_1	conda-forge
`xkeyboard-config`	2.42	h4ab18f5_0	conda-forge
`xorg-kbproto`	1.0.7	hb9d3cd8_1003	conda-forge
`xorg-libice`	1.1.1	hb9d3cd8_1	conda-forge
`xorg-libsm`	1.2.4	he73a12e_1	conda-forge
`xorg-libx11`	1.8.9	h8ee46fc_0	conda-forge
`xorg-libxau`	1.0.11	hb9d3cd8_1	conda-forge
`xorg-libxdmcp`	1.1.5	hb9d3cd8_0	conda-forge
`xorg-libxext`	1.3.4	h0b41bf4_2	conda-forge
`xorg-libxrender`	0.9.11	hd590300_0	conda-forge
`xorg-renderproto`	0.11.1	hb9d3cd8_1003	conda-forge
`xorg-xextproto`	7.3.0	hb9d3cd8_1004	conda-forge
`xorg-xf86vidmodeproto`	2.3.1	hb9d3cd8_1005	conda-forge
`xorg-xproto`	7.0.31	hb9d3cd8_1008	conda-forge
`xz`	5.2.6	h166bdaf_0	conda-forge
`yaml`	0.2.5	h7b6447c_0	pkgs/main
`yaml-cpp`	0.7.0	h59595ed_3	conda-forge
`yarl`	1.17.2	py39h8cd3c5a_0	conda-forge
`zipp`	3.21.0	pyhd8ed1ab_0	conda-forge
`zlib`	1.3.1	h4ab18f5_1	conda-forge
`zlib-ng`	2.2.2	h5888daf_0	conda-forge
`zstd`	1.5.6	ha6fb4c9_0	conda-forge

Dependencies

Package	Version	Build	Channel
`_libgcc_mutex`	0.1	conda_forge	conda-forge
`_openmp_mutex`	4.5	2_kmp_llvm	conda-forge
`_r-mutex`	1.0.1	anacondar_1	conda-forge
`absl-py`	1.4.0	pyhd8ed1ab_0	conda-forge
`aiobotocore`	2.15.2	pyhd8ed1ab_0	conda-forge
`aiohappyeyeballs`	2.4.3	pyhd8ed1ab_0	conda-forge
`aiohttp`	3.11.6	py39h9399b63_0	conda-forge
`aioitertools`	0.12.0	pyhd8ed1ab_0	conda-forge
`aiosignal`	1.3.1	pyhd8ed1ab_0	conda-forge
`alsa-lib`	1.2.13	hb9d3cd8_0	conda-forge
`anndata`	0.10.9	pyhd8ed1ab_0	conda-forge
`argtable2`	2.13	hd590300_1004	conda-forge
`array-api-compat`	1.9.1	pyhd8ed1ab_0	conda-forge
`asn1crypto`	1.5.1	pyhd8ed1ab_0	conda-forge
`astunparse`	1.6.3	pyhd8ed1ab_2	conda-forge
`async-timeout`	5.0.1	pyhd8ed1ab_0	conda-forge
`attr`	2.5.1	h166bdaf_1	conda-forge
`attrs`	24.2.0	pyh71513ae_0	conda-forge
`aws-c-auth`	0.7.3	h28f7589_1	conda-forge
`aws-c-cal`	0.6.1	hc309b26_1	conda-forge
`aws-c-common`	0.9.0	hd590300_0	conda-forge
`aws-c-compression`	0.2.17	h4d4d85c_2	conda-forge
`aws-c-event-stream`	0.3.1	h2e3709c_4	conda-forge
`aws-c-http`	0.7.11	h00aa349_4	conda-forge
`aws-c-io`	0.13.32	he9a53bd_1	conda-forge
`aws-c-mqtt`	0.9.3	hb447be9_1	conda-forge
`aws-c-s3`	0.3.14	hf3aad02_1	conda-forge
`aws-c-sdkutils`	0.1.12	h4d4d85c_1	conda-forge
`aws-checksums`	0.1.17	h4d4d85c_1	conda-forge
`aws-crt-cpp`	0.21.0	hb942446_5	conda-forge
`aws-sdk-cpp`	1.10.57	h85b1a90_19	conda-forge
`awscli`	1.35.2	py39hf3d152e_0	conda-forge
`bcftools`	1.21	h8b25389_0	bioconda
`bedtools`	2.31.1	hf5e1c6e_2	bioconda
`binutils_impl_linux-64`	2.43	h4bf12b8_1	conda-forge
`blas`	2.125	openblas	conda-forge
`blas-devel`	3.9.0	25_linux64_openblas	conda-forge
`blast`	2.16.0	hc155240_2	bioconda
`blast-legacy`	2.2.26	h9ee0642_4	bioconda
`blinker`	1.9.0	pyhff2d567_0	conda-forge
`blosc`	1.21.5	h0f2a231_0	conda-forge
`boto3`	1.35.36	pyhd8ed1ab_0	conda-forge
`botocore`	1.35.36	pyge38_1234567_0	conda-forge
`brotli`	1.0.9	h166bdaf_9	conda-forge
`brotli-bin`	1.0.9	h166bdaf_9	conda-forge
`brotlipy`	0.7.0	py39h27cfd23_1003	pkgs/main
`bwa`	0.7.18	he4a0461_1	bioconda
`bwidget`	1.9.14	ha770c72_1	conda-forge
`bzip2`	1.0.8	h4bc722e_7	conda-forge
`c-ares`	1.33.1	heb4867d_0	conda-forge
`c-blosc2`	2.14.4	hb4ffafa_1	conda-forge
`ca-certificates`	2024.8.30	hbcca054_0	conda-forge
`cached-property`	1.5.2	hd8ed1ab_1	conda-forge
`cached_property`	1.5.2	pyha770c72_1	conda-forge
`cachetools`	5.5.0	pyhd8ed1ab_0	conda-forge
`cairo`	1.18.0	h3faef2a_0	conda-forge
`cellxgene-census`	1.15.0	pyh4471522_2	tiledb
`certifi`	2024.8.30	pyhd8ed1ab_0	conda-forge
`cffi`	1.17.1	py39h15c3d72_0	conda-forge
`chardet`	4.0.0	py39h06a4308_1003	pkgs/main
`charset-normalizer`	3.4.0	pyhd8ed1ab_0	conda-forge
`click`	8.1.7	unix_pyh707e725_0	conda-forge
`cloudpickle`	2.2.1	pyhd8ed1ab_0	conda-forge
`clustalo`	1.2.4	hdbdd923_8	bioconda
`clustalw`	2.1	h4ac6f70_10	bioconda
`cmake`	3.29.4	h91dbaaa_0	conda-forge
`colorama`	0.4.6	pyhd8ed1ab_0	conda-forge
`conda`	4.10.3	py39hf3d152e_4	conda-forge
`conda-package-handling`	1.7.3	py39h27cfd23_1	pkgs/main
`contourpy`	1.3.0	py39h74842e3_2	conda-forge
`cpp-expected`	1.1.0	hf52228f_0	conda-forge
`cryptography`	42.0.8	py39h8169da8_0	conda-forge
`curl`	8.8.0	he654da7_1	conda-forge
`cycler`	0.12.1	pyhd8ed1ab_0	conda-forge
`cytoolz`	1.0.0	py39h8cd3c5a_1	conda-forge
`dask-core`	2024.8.0	pyhd8ed1ab_0	conda-forge
`dbus`	1.13.6	h5008d03_3	conda-forge
`deprecated`	1.2.15	pypi_0	pypi
`dill`	0.3.9	pyhd8ed1ab_0	conda-forge
`dm-tree`	0.1.8	py39h45438f2_0	conda-forge
`docutils`	0.16	py39hf3d152e_5	conda-forge
`efficientnet-pytorch`	0.7.1	pyhd8ed1ab_1	conda-forge
`eigen`	3.2	3	bioconda
`ensembl-vep`	109.3	pl5321h2a3209d_1	bioconda
`entrez-direct`	22.4	he881be0_0	bioconda
`etils`	1.5.1	pyhd8ed1ab_1	conda-forge
`exceptiongroup`	1.2.2	pyhd8ed1ab_0	conda-forge
`expat`	2.6.4	h5888daf_0	conda-forge
`faiss`	1.8.0	py39h1df3c28_1_cpu	conda-forge
`faiss-cpu`	1.8.0	h718b53a_1	conda-forge
`fftw`	3.3.10	nompi_hf1063bd_110	conda-forge
`filelock`	3.16.1	pyhd8ed1ab_0	conda-forge
`flatbuffers`	23.5.26	h59595ed_1	conda-forge
`fmt`	9.1.0	h924138e_0	conda-forge
`font-ttf-dejavu-sans-mono`	2.37	hab24e00_0	conda-forge
`font-ttf-inconsolata`	3.000	h77eed37_0	conda-forge
`font-ttf-source-code-pro`	2.038	h77eed37_0	conda-forge
`font-ttf-ubuntu`	0.83	h77eed37_3	conda-forge
`fontconfig`	2.14.2	h14ed4e7_0	conda-forge
`fonts-conda-ecosystem`	1	0	conda-forge
`fonts-conda-forge`	1	0	conda-forge
`fonttools`	4.55.0	py39h9399b63_0	conda-forge
`freetype`	2.12.1	h267a509_2	conda-forge
`fribidi`	1.0.10	h36c2ea0_0	conda-forge
`frozenlist`	1.5.0	py39h8cd3c5a_0	conda-forge
`fsspec`	2024.10.0	pyhff2d567_0	conda-forge
`gast`	0.4.0	pyh9f0ad1d_0	conda-forge
`gatk4`	4.3.0.0	py36hdfd78af_0	bioconda
`gawk`	5.3.1	hcd3d067_0	conda-forge
`gcc_impl_linux-64`	14.2.0	h6b349bd_1	conda-forge
`geos`	3.13.0	h5888daf_0	conda-forge
`get-annotations`	0.1.2	pyhd8ed1ab_0	conda-forge
`gettext`	0.22.5	he02047a_3	conda-forge
`gettext-tools`	0.22.5	he02047a_3	conda-forge
`gflags`	2.2.2	h5888daf_1005	conda-forge
`gfortran_impl_linux-64`	14.2.0	hc73f493_1	conda-forge
`giflib`	5.2.2	hd590300_0	conda-forge
`git-lfs`	3.6.0	h647637d_0	conda-forge
`glib`	2.80.2	hf974151_0	conda-forge
`glib-tools`	2.80.2	hb6ce0ca_0	conda-forge
`glog`	0.6.0	h6f12383_0	conda-forge
`gmp`	6.3.0	hac33072_2	conda-forge
`gmpy2`	2.1.5	py39h7196dd7_2	conda-forge
`google-auth`	2.36.0	pyhff2d567_0	conda-forge
`google-auth-oauthlib`	1.0.0	pyhd8ed1ab_1	conda-forge
`google-pasta`	0.2.0	pyhd8ed1ab_1	conda-forge
`googleapis-common-protos`	1.66.0	pyhff2d567_0	conda-forge
`graphite2`	1.3.13	h59595ed_1003	conda-forge
`grpcio`	1.54.3	py39h227be39_0	conda-forge
`gsl`	2.7	he838d99_0	conda-forge
`gst-plugins-base`	1.22.9	hfa15dee_1	conda-forge
`gstreamer`	1.22.9	h98fc4e7_1	conda-forge
`gxx_impl_linux-64`	14.2.0	h2c03514_1	conda-forge
`h5py`	3.12.1	nompi_py39h30a5a8d_102	conda-forge
`harfbuzz`	8.5.0	hfac3d4d_0	conda-forge
`hdf5`	1.14.3	nompi_hdf9ad27_105	conda-forge
`hnswlib`	0.7.0	py39hf59e57a_5	conda-forge
`htslib`	1.21	h5efdd21_0	bioconda
`icu`	73.2	h59595ed_0	conda-forge
`idna`	2.10	pyhd3eb1b0_0	pkgs/main
`imagecodecs-lite`	2019.12.3	py39hd92a3bb_8	conda-forge
`imageio`	2.36.0	pyh12aca89_1	conda-forge
`importlib-metadata`	8.5.0	pyha770c72_0	conda-forge
`importlib-resources`	6.4.5	pyhd8ed1ab_0	conda-forge
`importlib_metadata`	8.5.0	hd8ed1ab_0	conda-forge
`importlib_resources`	6.4.5	pyhd8ed1ab_0	conda-forge
`jaeger-client`	4.8.0	pypi_0	pypi
`java-jdk`	8.0.112	1	bioconda
`jax`	0.4.27	pyhd8ed1ab_0	conda-forge
`jaxlib`	0.4.23	py39h6a678d5_1	pkgs/main
`jinja2`	3.1.4	pyhd8ed1ab_0	conda-forge
`jmespath`	1.0.1	pyhd8ed1ab_0	conda-forge
`joblib`	1.4.2	pyhd8ed1ab_0	conda-forge
`keras`	2.13.1	pyhd8ed1ab_0	conda-forge
`keras-applications`	1.0.8	py_1	conda-forge
`keras-preprocessing`	1.1.2	pyhd8ed1ab_0	conda-forge
`kernel-headers_linux-64`	3.10.0	he073ed8_18	conda-forge
`keyutils`	1.6.1	h166bdaf_0	conda-forge
`kiwisolver`	1.4.7	py39h74842e3_0	conda-forge
`krb5`	1.21.3	h659f571_0	conda-forge
`lame`	3.100	h166bdaf_1003	conda-forge
`lcms2`	2.16	hb7c19ff_0	conda-forge
`ld_impl_linux-64`	2.43	h712a8e2_1	conda-forge
`legacy-api-wrap`	1.4	pyhd8ed1ab_1	conda-forge
`lerc`	4.0.0	h27087fc_0	conda-forge
`libabseil`	20230125.3	cxx17_h59595ed_0	conda-forge
`libaec`	1.1.3	h59595ed_0	conda-forge
`libarchive`	3.6.2	h039dbb9_1	conda-forge
`libarrow`	12.0.1	hb87d912_8_cpu	conda-forge
`libasprintf`	0.22.5	he8f35ee_3	conda-forge
`libasprintf-devel`	0.22.5	he8f35ee_3	conda-forge
`libblas`	3.9.0	25_linux64_openblas	conda-forge
`libbrotlicommon`	1.0.9	h166bdaf_9	conda-forge
`libbrotlidec`	1.0.9	h166bdaf_9	conda-forge
`libbrotlienc`	1.0.9	h166bdaf_9	conda-forge
`libcap`	2.69	h0f662aa_0	conda-forge
`libcblas`	3.9.0	25_linux64_openblas	conda-forge
`libclang`	15.0.7	default_h127d8a8_5	conda-forge
`libclang13`	15.0.7	default_h5d6823c_5	conda-forge
`libcrc32c`	1.1.2	h9c3ff4c_0	conda-forge
`libcups`	2.3.3	h4637d8d_4	conda-forge
`libcurl`	8.8.0	hca28451_1	conda-forge
`libdb`	6.2.32	h9c3ff4c_0	conda-forge
`libdeflate`	1.20	hd590300_0	conda-forge
`libedit`	3.1.20191231	he28a2e2_2	conda-forge
`libev`	4.33	hd590300_2	conda-forge
`libevent`	2.1.12	hf998b51_1	conda-forge
`libexpat`	2.6.4	h5888daf_0	conda-forge
`libfaiss`	1.8.0	h0ce047f_1_cpu	conda-forge
`libffi`	3.4.2	h7f98852_5	conda-forge
`libflac`	1.4.3	h59595ed_0	conda-forge
`libgcc`	14.2.0	h77fa898_1	conda-forge
`libgcc-devel_linux-64`	14.2.0	h41c2201_101	conda-forge
`libgcc-ng`	14.2.0	h69a702a_1	conda-forge
`libgcrypt`	1.11.0	h4ab18f5_1	conda-forge
`libgettextpo`	0.22.5	he02047a_3	conda-forge
`libgettextpo-devel`	0.22.5	he02047a_3	conda-forge
`libgfortran`	14.2.0	h69a702a_1	conda-forge
`libgfortran-ng`	14.2.0	h69a702a_1	conda-forge
`libgfortran5`	14.2.0	hd5240d6_1	conda-forge
`libglib`	2.80.2	hf974151_0	conda-forge
`libgomp`	14.2.0	h77fa898_1	conda-forge
`libgoogle-cloud`	2.12.0	hac9eb74_1	conda-forge
`libgpg-error`	1.51	hbd13f7d_1	conda-forge
`libgrpc`	1.54.3	hb20ce57_0	conda-forge
`libhwloc`	2.11.1	default_hecaa2ac_1000	conda-forge
`libiconv`	1.17	hd590300_2	conda-forge
`libidn2`	2.3.7	hd590300_0	conda-forge
`libitk`	5.4.0	ha759891_2	conda-forge
`libjpeg-turbo`	3.0.0	hd590300_1	conda-forge
`liblapack`	3.9.0	25_linux64_openblas	conda-forge
`liblapacke`	3.9.0	25_linux64_openblas	conda-forge
`libllvm14`	14.0.6	hcd5def8_4	conda-forge
`libllvm15`	15.0.7	hb3ce162_4	conda-forge
`libmamba`	1.1.0	hde2b089_3	conda-forge
`libmambapy`	1.1.0	py39hf0aba66_3	conda-forge
`libnghttp2`	1.58.0	h47da74e_1	conda-forge
`libnsl`	2.0.1	hd590300_0	conda-forge
`libnuma`	2.0.18	h4ab18f5_2	conda-forge
`libogg`	1.3.5	h4ab18f5_0	conda-forge
`libopenblas`	0.3.28	pthreads_h94d23a6_1	conda-forge
`libopus`	1.3.1	h7f98852_1	conda-forge
`libpng`	1.6.43	h2797004_0	conda-forge
`libpq`	16.6	h2d7952a_0	conda-forge
`libprotobuf`	3.21.12	hfc55251_2	conda-forge
`libsanitizer`	14.2.0	h2a3dede_1	conda-forge
`libsndfile`	1.2.2	hc60ed4a_1	conda-forge
`libsolv`	0.7.29	ha6fb4c9_0	conda-forge
`libsqlite`	3.46.0	hde9e2c9_0	conda-forge
`libssh2`	1.11.0	h0841786_0	conda-forge
`libstdcxx`	14.2.0	hc0a3c3a_1	conda-forge
`libstdcxx-devel_linux-64`	14.2.0	h41c2201_101	conda-forge
`libstdcxx-ng`	14.2.0	h4852527_1	conda-forge
`libsystemd0`	256.7	h2774228_1	conda-forge
`libthrift`	0.18.1	h8fd135c_2	conda-forge
`libtiff`	4.6.0	h1dd3fc0_3	conda-forge
`libtiledbsoma`	1.15.0rc1	hd1a9fd6_0	tiledb/label/rc
`libtiledbvcf`	0.36.0	hb5ab43b_0	tiledb
`libunistring`	0.9.10	h7f98852_0	conda-forge
`libutf8proc`	2.8.0	h166bdaf_0	conda-forge
`libuuid`	2.38.1	h0b41bf4_0	conda-forge
`libuv`	1.49.2	hb9d3cd8_0	conda-forge
`libvorbis`	1.3.7	h9c3ff4c_0	conda-forge
`libwebp-base`	1.4.0	hd590300_0	conda-forge
`libxcb`	1.15	h0b41bf4_0	conda-forge
`libxcrypt`	4.4.36	hd590300_1	conda-forge
`libxkbcommon`	1.7.0	h662e7e4_0	conda-forge
`libxml2`	2.12.7	hc051c1a_1	conda-forge
`libzlib`	1.2.13	h4ab18f5_6	conda-forge
`llvm-openmp`	19.1.4	h024ca30_0	conda-forge
`llvmlite`	0.43.0	py39h6a678d5_0	pkgs/main
`locket`	1.0.0	pyhd8ed1ab_0	conda-forge
`lz4-c`	1.9.4	hcb278e6_0	conda-forge
`lzo`	2.10	hd590300_1001	conda-forge
`mafft`	7.525	h031d066_1	bioconda
`make`	4.4.1	hb9d3cd8_2	conda-forge
`mamba`	1.1.0	py39hc5d2bb1_3	conda-forge
`markdown`	3.6	pyhd8ed1ab_0	conda-forge
`markupsafe`	3.0.2	py39h9399b63_0	conda-forge
`matplotlib`	3.9.1	py39hf3d152e_1	conda-forge
`matplotlib-base`	3.9.1	py39h0565ad7_2	conda-forge
`mkl`	2022.2.1	h6508926_16999	conda-forge
`ml_dtypes`	0.5.0	py39h3b40f6f_0	conda-forge
`mpc`	1.3.1	h24ddda3_1	conda-forge
`mpfr`	4.2.1	h90cbb55_3	conda-forge
`mpg123`	1.32.9	hc50e24c_0	conda-forge
`mpmath`	1.3.0	pyhd8ed1ab_0	conda-forge
`multidict`	6.1.0	py39h9399b63_1	conda-forge
`munkres`	1.0.7	py_1	bioconda
`muscle`	5.3	h4ac6f70_0	bioconda
`mysql-common`	8.0.33	hf1915f5_6	conda-forge
`mysql-connector-c`	6.1.11	h659d440_1008	conda-forge
`mysql-libs`	8.0.33	hca2cd23_6	conda-forge
`natsort`	8.4.0	pyhd8ed1ab_0	conda-forge
`ncbi-vdb`	3.1.1	h4ac6f70_2	bioconda
`ncurses`	6.5	he02047a_1	conda-forge
`networkx`	3.2.1	pyhd8ed1ab_0	conda-forge
`nlohmann_json`	3.11.3	he02047a_1	conda-forge
`nomkl`	3.0	0	pkgs/main
`nspr`	4.36	h5888daf_0	conda-forge
`nss`	3.100	hca3bf56_0	conda-forge
`numba`	0.60.0	py39h0320e7d_0	conda-forge
`numexpr`	2.10.1	py39h0a7e20a_103	conda-forge
`numpy`	1.25.0	py39h6183b62_0	conda-forge
`oauthlib`	3.2.2	pyhd8ed1ab_0	conda-forge
`openblas`	0.3.28	pthreads_h6ec200e_1	conda-forge
`openjdk`	8.0.112	zulu8.19.0.1_3	conda-forge
`openjpeg`	2.5.2	h488ebb8_0	conda-forge
`openssl`	3.4.0	hb9d3cd8_0	conda-forge
`opentelemetry-api`	1.28.2	pypi_0	pypi
`opentelemetry-sdk`	1.28.2	pypi_0	pypi
`opentelemetry-semantic-conventions`	0.49b2	pypi_0	pypi
`opentracing`	2.4.0	pypi_0	pypi
`opt-einsum`	3.4.0	hd8ed1ab_0	conda-forge
`opt_einsum`	3.4.0	pyhd8ed1ab_0	conda-forge
`orc`	1.9.0	h2f23424_1	conda-forge
`packaging`	24.2	pyhff2d567_1	conda-forge
`paml`	4.10.7	h031d066_1	bioconda
`pandas`	1.5.3	py39h2ad29b5_1	conda-forge
`pango`	1.54.0	h84a9a3c_0	conda-forge
`partd`	1.4.2	pyhd8ed1ab_0	conda-forge
`patsy`	1.0.1	pyhff2d567_0	conda-forge
`pcre2`	10.43	hcad00b1_0	conda-forge
`perl`	5.32.1	7_hd590300_perl5	conda-forge
`perl-algorithm-diff`	1.1903	pl5321hdfd78af_3	bioconda
`perl-archive-tar`	2.40	pl5321hdfd78af_0	bioconda
`perl-base`	2.23	pl5321hdfd78af_2	bioconda
`perl-bio-asn1-entrezgene`	1.73	pl5321hdfd78af_3	bioconda
`perl-bio-coordinate`	1.007001	pl5321hdfd78af_3	bioconda
`perl-bio-db-hts`	3.01	pl5321he4a0461_9	bioconda
`perl-bio-featureio`	1.6.905	pl5321hdfd78af_4	bioconda
`perl-bio-samtools`	1.43	pl5321he4a0461_4	bioconda
`perl-bio-searchio-hmmer`	1.7.3	pl5321hdfd78af_0	bioconda
`perl-bio-tools-phylo-paml`	1.7.3	pl5321hdfd78af_3	bioconda
`perl-bio-tools-run-alignment-clustalw`	1.7.4	pl5321hdfd78af_3	bioconda
`perl-bio-tools-run-alignment-tcoffee`	1.7.4	pl5321hdfd78af_5	bioconda
`perl-bioperl`	1.7.8	hdfd78af_1	bioconda
`perl-bioperl-core`	1.7.8	pl5321hdfd78af_1	bioconda
`perl-bioperl-run`	1.007003	pl5321hdfd78af_0	bioconda
`perl-business-isbn`	3.007	pl5321hdfd78af_0	bioconda
`perl-business-isbn-data`	20210112.006	pl5321hdfd78af_0	bioconda
`perl-capture-tiny`	0.48	pl5321hdfd78af_2	bioconda
`perl-carp`	1.38	pl5321hdfd78af_4	bioconda
`perl-class-data-inheritable`	0.09	pl5321hdfd78af_0	bioconda
`perl-common-sense`	3.75	pl5321hdfd78af_0	bioconda
`perl-compress-raw-bzip2`	2.201	pl5321h87f3376_1	bioconda
`perl-compress-raw-zlib`	2.105	pl5321h87f3376_0	bioconda
`perl-constant`	1.33	pl5321hdfd78af_2	bioconda
`perl-data-dumper`	2.183	pl5321hec16e2b_1	bioconda
`perl-db_file`	1.858	pl5321h166bdaf_0	conda-forge
`perl-dbd-mysql`	4.046	pl5321h9f5acd7_4	bioconda
`perl-dbi`	1.643	pl5321hec16e2b_1	bioconda
`perl-devel-stacktrace`	2.04	pl5321hdfd78af_1	bioconda
`perl-digest-hmac`	1.04	pl5321hdfd78af_0	bioconda
`perl-digest-md5`	2.58	pl5321hec16e2b_1	bioconda
`perl-encode`	3.19	pl5321hec16e2b_1	bioconda
`perl-encode-locale`	1.05	pl5321hdfd78af_7	bioconda
`perl-exception-class`	1.45	pl5321hdfd78af_0	bioconda
`perl-exporter`	5.72	pl5321hdfd78af_2	bioconda
`perl-exporter-tiny`	1.002002	pl5321hdfd78af_0	bioconda
`perl-extutils-makemaker`	7.70	pl5321hd8ed1ab_0	conda-forge
`perl-file-listing`	6.16	pl5321hdfd78af_0	bioconda
`perl-file-slurp-tiny`	0.004	pl5321hdfd78af_2	bioconda
`perl-file-sort`	1.01	pl5321hdfd78af_3	bioconda
`perl-file-spec`	3.48_01	pl5321hdfd78af_2	bioconda
`perl-getopt-long`	2.58	pl5321hdfd78af_0	bioconda
`perl-html-parser`	3.81	pl5321h4ac6f70_1	bioconda
`perl-html-tagset`	3.20	pl5321hdfd78af_4	bioconda
`perl-http-cookies`	6.10	pl5321hdfd78af_0	bioconda
`perl-http-daemon`	6.16	pl5321hdfd78af_0	bioconda
`perl-http-date`	6.06	pl5321hdfd78af_0	bioconda
`perl-http-message`	6.36	pl5321hdfd78af_0	bioconda
`perl-http-negotiate`	6.01	pl5321hdfd78af_4	bioconda
`perl-inc-latest`	0.500	pl5321ha770c72_0	conda-forge
`perl-io-compress`	2.201	pl5321hdbdd923_3	bioconda
`perl-io-html`	1.004	pl5321hdfd78af_0	bioconda
`perl-io-socket-ssl`	2.074	pl5321hdfd78af_0	bioconda
`perl-io-string`	1.08	pl5321hdfd78af_4	bioconda
`perl-io-tty`	1.16	pl5321hec16e2b_1	bioconda
`perl-io-zlib`	1.14	pl5321hdfd78af_0	bioconda
`perl-ipc-run`	20200505.0	pl5321hdfd78af_0	bioconda
`perl-json`	4.10	pl5321hdfd78af_1	bioconda
`perl-json-xs`	4.03	pl5321h4ac6f70_3	bioconda
`perl-libwww-perl`	6.67	pl5321hdfd78af_0	bioconda
`perl-libxml-perl`	0.08	pl5321hdfd78af_3	bioconda
`perl-list-moreutils`	0.430	pl5321hdfd78af_0	bioconda
`perl-list-moreutils-xs`	0.430	pl5321h031d066_3	bioconda
`perl-lwp-mediatypes`	6.04	pl5321hdfd78af_1	bioconda
`perl-mime-base64`	3.16	pl5321hec16e2b_2	bioconda
`perl-module-build`	0.4234	pl5321ha770c72_0	conda-forge
`perl-net-http`	6.22	pl5321hdfd78af_0	bioconda
`perl-net-ssleay`	1.92	pl5321hf14f497_1	conda-forge
`perl-ntlm`	1.09	pl5321hdfd78af_5	bioconda
`perl-parent`	0.236	pl5321hdfd78af_2	bioconda
`perl-pathtools`	3.75	pl5321hec16e2b_3	bioconda
`perl-perlio-gzip`	0.20	pl5321he4a0461_6	bioconda
`perl-scalar-list-utils`	1.62	pl5321hec16e2b_1	bioconda
`perl-sereal`	4.019	pl5321hdfd78af_0	bioconda
`perl-sereal-decoder`	4.025	pl5321hec16e2b_1	bioconda
`perl-sereal-encoder`	4.025	pl5321hec16e2b_1	bioconda
`perl-set-intervaltree`	0.12	pl5321hdbdd923_3	bioconda
`perl-socket`	2.027	pl5321h031d066_4	bioconda
`perl-sub-uplevel`	0.2800	pl5321hec16e2b_4	bioconda
`perl-test-deep`	1.130	pl5321hdfd78af_0	bioconda
`perl-test-differences`	0.69	pl5321hdfd78af_0	bioconda
`perl-test-exception`	0.43	pl5321hdfd78af_3	bioconda
`perl-test-harness`	3.44	pl5321hdfd78af_0	bioconda
`perl-test-most`	0.38	pl5321hdfd78af_0	bioconda
`perl-test-warn`	0.36	pl5321hdfd78af_2	bioconda
`perl-text-csv`	2.01	pl5321hdfd78af_0	bioconda
`perl-text-diff`	1.45	pl5321hdfd78af_1	bioconda
`perl-time-local`	1.35	pl5321hdfd78af_0	bioconda
`perl-timedate`	2.33	pl5321hdfd78af_2	bioconda
`perl-tree-dag_node`	1.32	pl5321hdfd78af_0	bioconda
`perl-try-tiny`	0.31	pl5321hdfd78af_1	bioconda
`perl-types-serialiser`	1.01	pl5321hdfd78af_0	bioconda
`perl-uri`	5.12	pl5321hdfd78af_0	bioconda
`perl-url-encode`	0.03	pl5321h9ee0642_1	bioconda
`perl-www-robotrules`	6.02	pl5321hdfd78af_4	bioconda
`perl-xml-dom`	1.46	pl5321hdfd78af_1	bioconda
`perl-xml-dom-xpath`	0.14	pl5321hdfd78af_2	bioconda
`perl-xml-parser`	2.44_01	pl5321hc3e0081_1003	conda-forge
`perl-xml-regexp`	0.04	pl5321hdfd78af_3	bioconda
`perl-xml-xpathengine`	0.14	pl5321hdfd78af_3	bioconda
`picard`	3.0.0	hdfd78af_0	bioconda
`pillow`	10.3.0	py39h90c7501_0	conda-forge
`pip`	21.1.3	py39h06a4308_0	pkgs/main
`pixman`	0.43.2	h59595ed_0	conda-forge
`platformdirs`	4.3.6	pyhd8ed1ab_0	conda-forge
`ply`	3.11	pyhd8ed1ab_2	conda-forge
`poa`	2.0	h031d066_5	bioconda
`portalocker`	3.0.0	py39hf3d152e_0	conda-forge
`promise`	2.3	py39hf3d152e_9	conda-forge
`propcache`	0.2.0	py39h8cd3c5a_2	conda-forge
`protobuf`	4.21.12	py39h227be39_0	conda-forge
`psutil`	6.1.0	py39h8cd3c5a_0	conda-forge
`pthread-stubs`	0.4	hb9d3cd8_1002	conda-forge
`pulseaudio-client`	16.1	hb77b528_5	conda-forge
`py-cpuinfo`	9.0.0	pyhd8ed1ab_0	conda-forge
`pyarrow`	12.0.1	py39hfbd5978_8_cpu	conda-forge
`pyarrow-hotfix`	0.6	pyhd8ed1ab_0	conda-forge
`pyasn1`	0.6.1	pyhd8ed1ab_1	conda-forge
`pyasn1-modules`	0.4.1	pyhd8ed1ab_0	conda-forge
`pybedtools`	0.10.0	py39hdf45acc_2	bioconda
`pybind11-abi`	4	hd8ed1ab_3	conda-forge
`pycosat`	0.6.3	py39h27cfd23_0	pkgs/main
`pycparser`	2.20	py_2	pkgs/main
`pyjwt`	2.10.0	pyhff2d567_0	conda-forge
`pynndescent`	0.5.13	pyhff2d567_0	conda-forge
`pyopenssl`	20.0.1	pypi_0	pypi
`pyparsing`	3.2.0	pyhd8ed1ab_1	conda-forge
`pypdf`	5.1.0	pyha770c72_0	conda-forge
`pyqt`	5.15.9	py39h52134e7_5	conda-forge
`pyqt5-sip`	12.12.2	py39h3d6467e_5	conda-forge
`pysam`	0.22.1	py39h61809e1_2	bioconda
`pysocks`	1.7.1	py39h06a4308_0	pkgs/main
`pytables`	3.9.2	py39hd99417c_2	conda-forge
`python`	3.9.19	h0755675_0_cpython	conda-forge
`python-dateutil`	2.9.0.post0	pyhff2d567_0	conda-forge
`python-flatbuffers`	24.3.25	pyh59ac667_0	conda-forge
`python_abi`	3.9	5_cp39	conda-forge
`pytorch`	2.0.0	cpu_mkl_py39h9f63279_101	conda-forge
`pytz`	2024.2	pyhd8ed1ab_0	conda-forge
`pyu2f`	0.1.5	pyhd8ed1ab_0	conda-forge
`pywavelets`	1.6.0	py39hd92a3bb_0	conda-forge
`pyyaml`	6.0.2	py39h8cd3c5a_1	conda-forge
`qhull`	2020.2	h434a139_5	conda-forge
`qt-main`	5.15.8	h5810be5_19	conda-forge
`r-base`	4.4.0	h019f4a6_1	conda-forge
`rdma-core`	28.9	h59595ed_1	conda-forge
`re2`	2023.03.02	h8c504da_0	conda-forge
`readline`	8.2	h8228510_1	conda-forge
`reproc`	14.2.4.post0	hd590300_1	conda-forge
`reproc-cpp`	14.2.4.post0	h59595ed_1	conda-forge
`requests`	2.25.1	pypi_0	pypi
`requests-oauthlib`	2.0.0	pyhd8ed1ab_0	conda-forge
`rhash`	1.4.5	hb9d3cd8_0	conda-forge
`rpsbproc`	0.5.0	h6a68c12_1	bioconda
`rsa`	4.7.2	pyh44b312d_0	conda-forge
`ruamel_yaml`	0.15.100	py39h27cfd23_0	pkgs/main
`s2n`	1.3.49	h06160fa_0	conda-forge
`s3fs`	2024.10.0	pyhd8ed1ab_0	conda-forge
`s3transfer`	0.10.4	pyhd8ed1ab_0	conda-forge
`samtools`	1.21	h50ea8bc_0	bioconda
`scanpy`	1.10.3	pyhd8ed1ab_0	conda-forge
`scikit-image`	0.19.3	py39h4661b88_2	conda-forge
`scikit-learn`	1.5.2	py39h4b7350c_1	conda-forge
`scipy`	1.13.1	py39haf93ffa_0	conda-forge
`seaborn`	0.13.2	hd8ed1ab_2	conda-forge
`seaborn-base`	0.13.2	pyhd8ed1ab_2	conda-forge
`sed`	4.8	he412f7d_0	conda-forge
`session-info`	1.0.0	pyhd8ed1ab_0	conda-forge
`setuptools`	52.0.0	py39h06a4308_0	pkgs/main
`shapely`	2.0.6	py39hca88cd1_2	conda-forge
`simdjson`	3.10.1	h84d6215_0	conda-forge
`simpleitk`	2.4.0	py39hcd839a5_1	conda-forge
`sip`	6.7.12	py39h3d6467e_0	conda-forge
`six`	1.16.0	pyhd3eb1b0_0	pkgs/main
`sleef`	3.7	h1b44611_2	conda-forge
`smart-open`	7.0.5	pypi_0	pypi
`snappy`	1.1.10	hdb0a2a9_1	conda-forge
`snowflake-connector-python`	3.12.2	py39h3b40f6f_1	conda-forge
`somacore`	1.0.20	pyh4471522_0	tiledb
`sortedcontainers`	2.4.0	pyhd8ed1ab_0	conda-forge
`sparse`	0.15.4	pypi_0	pypi
`spdlog`	1.11.0	h9b3ece8_1	conda-forge
`sqlite`	3.46.0	h6d4b2fc_0	conda-forge
`sra-tools`	2.9.6	hf484d3e_0	bioconda
`statsmodels`	0.14.4	py39hf3d9206_0	conda-forge
`stdlib-list`	0.11.0	pyhd8ed1ab_0	conda-forge
`sympy`	1.13.3	pypyh2585a3b_103	conda-forge
`sysroot_linux-64`	2.17	h4a8ded7_18	conda-forge
`t-coffee`	12.00.7fb08c2	h26a2512_0	bioconda
`tbb`	2021.13.0	h84d6215_0	conda-forge
`tblib`	1.7.0	pypi_0	pypi
`tdbudf`	0.0.1	pypi_0	pypi
`tensorboard`	2.13.0	pyhd8ed1ab_0	conda-forge
`tensorboard-data-server`	0.7.0	py39h7170ec2_2	conda-forge
`tensorflow`	2.13.1	cpu_py39h4655687_1	conda-forge
`tensorflow-base`	2.13.1	cpu_py39h65ed569_1	conda-forge
`tensorflow-datasets`	4.8.3	pyhd8ed1ab_0	conda-forge
`tensorflow-estimator`	2.13.1	cpu_py39hd56b5fd_1	conda-forge
`tensorflow-metadata`	1.13.1	pyhd8ed1ab_0	conda-forge
`termcolor`	2.5.0	pyhd8ed1ab_0	conda-forge
`threadloop`	1.0.2	pypi_0	pypi
`threadpoolctl`	3.5.0	pyhc1e730c_0	conda-forge
`thrift`	0.21.0	pypi_0	pypi
`tifffile`	2020.6.3	py_0	conda-forge
`tiledb`	2.26.2	hde83565_0	tiledb/label/for-cloud
`tiledb-cloud`	0.12.31	pypi_0	pypi
`tiledb-ml`	0.9.6	pypi_0	pypi
`tiledb-py`	0.32.2	py39h067de0a_0	conda-forge
`tiledbsoma-py`	1.15.0rc1	py39ha4d1bf2_0	tiledb/label/rc
`tiledbvcf-py`	0.36.0	py39he149153_0	tiledb
`tk`	8.6.13	noxft_h4845f30_101	conda-forge
`tktable`	2.10	h8bc8fbc_6	conda-forge
`toml`	0.10.2	pyhd8ed1ab_0	conda-forge
`tomli`	2.1.0	pyhff2d567_0	conda-forge
`tomlkit`	0.13.2	pyha770c72_0	conda-forge
`toolz`	1.0.0	pyhd8ed1ab_0	conda-forge
`torchdata`	0.6.1	py39h19087ae_0	conda-forge
`torchvision`	0.15.2	cpu_py39h7f5b5c8_4	conda-forge
`tornado`	6.4.1	py39h8cd3c5a_1	conda-forge
`tqdm`	4.61.2	pyhd3eb1b0_1	pkgs/main
`typing-extensions`	4.12.2	pypi_0	pypi
`tzdata`	2021a	h52ac0ba_0	pkgs/main
`ucx`	1.14.1	h64cca9d_5	conda-forge
`umap-learn`	0.5.7	py39hf3d152e_0	conda-forge
`unicodedata2`	15.1.0	py39h8cd3c5a_1	conda-forge
`unzip`	6.0	h7f98852_3	conda-forge
`urllib3`	1.26.6	pyhd3eb1b0_1	pkgs/main
`viennarna`	2.7.0	py39pl5321hc9faaad_0	bioconda
`werkzeug`	3.1.3	pyhff2d567_0	conda-forge
`wget`	1.21.4	hda4d442_0	conda-forge
`wheel`	0.36.2	pyhd3eb1b0_0	pkgs/main
`wrapt`	1.16.0	py39h8cd3c5a_1	conda-forge
`xarray`	2024.3.0	pyhd8ed1ab_0	conda-forge
`xcb-util`	0.4.0	hd590300_1	conda-forge
`xcb-util-image`	0.4.0	h8ee46fc_1	conda-forge
`xcb-util-keysyms`	0.4.0	h8ee46fc_1	conda-forge
`xcb-util-renderutil`	0.3.9	hd590300_1	conda-forge
`xcb-util-wm`	0.4.1	h8ee46fc_1	conda-forge
`xkeyboard-config`	2.42	h4ab18f5_0	conda-forge
`xorg-kbproto`	1.0.7	hb9d3cd8_1003	conda-forge
`xorg-libice`	1.1.1	hb9d3cd8_1	conda-forge
`xorg-libsm`	1.2.4	he73a12e_1	conda-forge
`xorg-libx11`	1.8.9	h8ee46fc_0	conda-forge
`xorg-libxau`	1.0.11	hb9d3cd8_1	conda-forge
`xorg-libxdmcp`	1.1.5	hb9d3cd8_0	conda-forge
`xorg-libxext`	1.3.4	h0b41bf4_2	conda-forge
`xorg-libxrender`	0.9.11	hd590300_0	conda-forge
`xorg-libxt`	1.3.0	hd590300_1	conda-forge
`xorg-renderproto`	0.11.1	hb9d3cd8_1003	conda-forge
`xorg-xextproto`	7.3.0	hb9d3cd8_1004	conda-forge
`xorg-xf86vidmodeproto`	2.3.1	hb9d3cd8_1005	conda-forge
`xorg-xproto`	7.0.31	hb9d3cd8_1008	conda-forge
`xz`	5.2.6	h166bdaf_0	conda-forge
`yaml`	0.2.5	h7b6447c_0	pkgs/main
`yaml-cpp`	0.7.0	h59595ed_3	conda-forge
`yarl`	1.17.2	py39h8cd3c5a_0	conda-forge
`zipp`	3.21.0	pyhd8ed1ab_0	conda-forge
`zlib`	1.2.13	h4ab18f5_6	conda-forge
`zlib-ng`	2.0.7	h0b41bf4_0	conda-forge
`zstd`	1.5.6	ha6fb4c9_0	conda-forge

Dependencies

Package	Version	Build	Channel
`_libgcc_mutex`	0.1	conda_forge	conda-forge
`_openmp_mutex`	4.5	2_kmp_llvm	conda-forge
`absl-py`	1.4.0	pyhd8ed1ab_0	conda-forge
`affine`	2.4.0	pypi_0	pypi
`aiobotocore`	2.15.2	pyhd8ed1ab_0	conda-forge
`aiohappyeyeballs`	2.4.3	pyhd8ed1ab_0	conda-forge
`aiohttp`	3.11.6	py39h9399b63_0	conda-forge
`aioitertools`	0.12.0	pyhd8ed1ab_0	conda-forge
`aiosignal`	1.3.1	pyhd8ed1ab_0	conda-forge
`alsa-lib`	1.2.13	hb9d3cd8_0	conda-forge
`anndata`	0.10.9	pyhd8ed1ab_0	conda-forge
`array-api-compat`	1.9.1	pyhd8ed1ab_0	conda-forge
`asn1crypto`	1.5.1	pyhd8ed1ab_0	conda-forge
`astunparse`	1.6.3	pyhd8ed1ab_2	conda-forge
`async-timeout`	5.0.1	pyhd8ed1ab_0	conda-forge
`attr`	2.5.1	h166bdaf_1	conda-forge
`attrs`	24.2.0	pyh71513ae_0	conda-forge
`aws-c-auth`	0.7.3	h28f7589_1	conda-forge
`aws-c-cal`	0.6.1	hc309b26_1	conda-forge
`aws-c-common`	0.9.0	hd590300_0	conda-forge
`aws-c-compression`	0.2.17	h4d4d85c_2	conda-forge
`aws-c-event-stream`	0.3.1	h2e3709c_4	conda-forge
`aws-c-http`	0.7.11	h00aa349_4	conda-forge
`aws-c-io`	0.13.32	he9a53bd_1	conda-forge
`aws-c-mqtt`	0.9.3	hb447be9_1	conda-forge
`aws-c-s3`	0.3.14	hf3aad02_1	conda-forge
`aws-c-sdkutils`	0.1.12	h4d4d85c_1	conda-forge
`aws-checksums`	0.1.17	h4d4d85c_1	conda-forge
`aws-crt-cpp`	0.21.0	hb942446_5	conda-forge
`aws-sdk-cpp`	1.10.57	h85b1a90_19	conda-forge
`awscli`	1.35.2	py39hf3d152e_0	conda-forge
`bcftools`	1.20	h8b25389_1	bioconda
`bedtools`	2.31.1	hf5e1c6e_2	bioconda
`binutils`	2.43	h4852527_2	conda-forge
`binutils_impl_linux-64`	2.43	h4bf12b8_1	conda-forge
`binutils_linux-64`	2.43	h4852527_1	conda-forge
`blas`	2.125	openblas	conda-forge
`blas-devel`	3.9.0	25_linux64_openblas	conda-forge
`blinker`	1.9.0	pyhff2d567_0	conda-forge
`blosc`	1.21.5	h0f2a231_0	conda-forge
`boto3`	1.35.36	pyhd8ed1ab_0	conda-forge
`botocore`	1.35.36	pyge38_1234567_0	conda-forge
`branca`	0.8.0	pypi_0	pypi
`brotli`	1.0.9	h166bdaf_9	conda-forge
`brotli-bin`	1.0.9	h166bdaf_9	conda-forge
`brotlipy`	0.7.0	py39h27cfd23_1003	pkgs/main
`bzip2`	1.0.8	h4bc722e_7	conda-forge
`c-ares`	1.33.1	heb4867d_0	conda-forge
`c-blosc2`	2.15.1	hc57e6cf_0	conda-forge
`c-compiler`	1.8.0	h2b85faf_1	conda-forge
`ca-certificates`	2024.8.30	hbcca054_0	conda-forge
`cached-property`	1.5.2	hd8ed1ab_1	conda-forge
`cached_property`	1.5.2	pyha770c72_1	conda-forge
`cachetools`	5.5.0	pyhd8ed1ab_0	conda-forge
`cairo`	1.18.0	h3faef2a_0	conda-forge
`cellxgene-census`	1.15.0	pyh4471522_2	tiledb
`certifi`	2024.8.30	pyhd8ed1ab_0	conda-forge
`cf_xarray`	0.9.5	pyhd8ed1ab_0	conda-forge
`cffi`	1.17.1	py39h15c3d72_0	conda-forge
`cftime`	1.6.4.post1	pypi_0	pypi
`chardet`	4.0.0	py39h06a4308_1003	pkgs/main
`charset-normalizer`	3.4.0	pyhd8ed1ab_0	conda-forge
`clarabel`	0.7.1	py39ha56439a_0	conda-forge
`click`	8.1.7	unix_pyh707e725_0	conda-forge
`click-plugins`	1.1.1	pypi_0	pypi
`cligj`	0.7.2	pypi_0	pypi
`cloudpickle`	2.2.1	pyhd8ed1ab_0	conda-forge
`cmake`	3.30.3	hf9cb763_0	conda-forge
`colorama`	0.4.6	pyhd8ed1ab_0	conda-forge
`conda`	4.10.3	py39hf3d152e_4	conda-forge
`conda-package-handling`	1.7.3	py39h27cfd23_1	pkgs/main
`contourpy`	1.3.0	py39h74842e3_2	conda-forge
`cpp-expected`	1.1.0	hf52228f_0	conda-forge
`cpython`	3.9.20	py39hd8ed1ab_1	conda-forge
`cryptography`	42.0.8	py39h8169da8_0	conda-forge
`cvxpy`	1.5.3	py39hf3d152e_0	conda-forge
`cvxpy-base`	1.5.3	py39h5114956_0	conda-forge
`cxx-compiler`	1.8.0	h1a2810e_1	conda-forge
`cycler`	0.12.1	pyhd8ed1ab_0	conda-forge
`cython`	0.29.32	pypi_0	pypi
`cytoolz`	1.0.0	py39h8cd3c5a_1	conda-forge
`dask-core`	2024.8.0	pyhd8ed1ab_0	conda-forge
`dbus`	1.13.6	h5008d03_3	conda-forge
`deprecated`	1.2.15	pypi_0	pypi
`dill`	0.3.9	pyhd8ed1ab_0	conda-forge
`dm-tree`	0.1.8	py39h45438f2_0	conda-forge
`docutils`	0.16	py39hf3d152e_5	conda-forge
`ecos`	2.0.14	py39hf3d9206_1	conda-forge
`efficientnet-pytorch`	0.7.1	pyhd8ed1ab_1	conda-forge
`eigen`	3.2	3	bioconda
`esmf`	8.6.1	nompi_h4441c20_3	conda-forge
`esmpy`	8.6.1	pyhc1e730c_0	conda-forge
`etils`	1.5.1	pyhd8ed1ab_1	conda-forge
`exceptiongroup`	1.2.2	pyhd8ed1ab_0	conda-forge
`expat`	2.6.4	h5888daf_0	conda-forge
`faiss`	1.8.0	py39h1df3c28_1_cpu	conda-forge
`faiss-cpu`	1.8.0	h718b53a_1	conda-forge
`fftw`	3.3.10	nompi_hf1063bd_110	conda-forge
`filelock`	3.16.1	pyhd8ed1ab_0	conda-forge
`fiona`	1.10.1	pypi_0	pypi
`flatbuffers`	23.5.26	h59595ed_1	conda-forge
`fmt`	9.1.0	h924138e_0	conda-forge
`folium`	0.18.0	pypi_0	pypi
`font-ttf-dejavu-sans-mono`	2.37	hab24e00_0	conda-forge
`font-ttf-inconsolata`	3.000	h77eed37_0	conda-forge
`font-ttf-source-code-pro`	2.038	h77eed37_0	conda-forge
`font-ttf-ubuntu`	0.83	h77eed37_3	conda-forge
`fontconfig`	2.15.0	h7e30c49_1	conda-forge
`fonts-conda-ecosystem`	1	0	conda-forge
`fonts-conda-forge`	1	0	conda-forge
`fonttools`	4.55.0	py39h9399b63_0	conda-forge
`freetype`	2.12.1	h267a509_2	conda-forge
`frozenlist`	1.5.0	py39h8cd3c5a_0	conda-forge
`fsspec`	2024.10.0	pyhff2d567_0	conda-forge
`gast`	0.4.0	pyh9f0ad1d_0	conda-forge
`gcc`	13.3.0	h9576a4e_1	conda-forge
`gcc_impl_linux-64`	13.3.0	hfea6d02_1	conda-forge
`gcc_linux-64`	13.3.0	hc28eda2_7	conda-forge
`geojson`	3.1.0	pypi_0	pypi
`geopandas`	1.0.1	pypi_0	pypi
`geos`	3.13.0	h5888daf_0	conda-forge
`geotiff`	1.7.3	h77b800c_3	conda-forge
`get-annotations`	0.1.2	pyhd8ed1ab_0	conda-forge
`gettext`	0.22.5	he02047a_3	conda-forge
`gettext-tools`	0.22.5	he02047a_3	conda-forge
`gflags`	2.2.2	h5888daf_1005	conda-forge
`giflib`	5.2.2	hd590300_0	conda-forge
`git-lfs`	3.6.0	h647637d_0	conda-forge
`glib`	2.82.2	h44428e9_0	conda-forge
`glib-tools`	2.82.2	h4833e2c_0	conda-forge
`glog`	0.6.0	h6f12383_0	conda-forge
`gmp`	6.3.0	hac33072_2	conda-forge
`gmpy2`	2.1.5	py39h7196dd7_2	conda-forge
`google-auth`	2.36.0	pyhff2d567_0	conda-forge
`google-auth-oauthlib`	1.0.0	pyhd8ed1ab_1	conda-forge
`google-pasta`	0.2.0	pyhd8ed1ab_1	conda-forge
`googleapis-common-protos`	1.66.0	pyhff2d567_0	conda-forge
`graphite2`	1.3.13	h59595ed_1003	conda-forge
`grpcio`	1.54.3	py39h227be39_0	conda-forge
`gsl`	2.7	he838d99_0	conda-forge
`gst-plugins-base`	1.22.9	hfa15dee_1	conda-forge
`gstreamer`	1.22.9	h98fc4e7_1	conda-forge
`gxx`	13.3.0	h9576a4e_1	conda-forge
`gxx_impl_linux-64`	13.3.0	hdbfa832_1	conda-forge
`gxx_linux-64`	13.3.0	h6834431_7	conda-forge
`h5py`	3.12.1	nompi_py39h30a5a8d_102	conda-forge
`harfbuzz`	8.5.0	hfac3d4d_0	conda-forge
`hdf4`	4.2.15	h2a13503_7	conda-forge
`hdf5`	1.14.3	nompi_hdf9ad27_105	conda-forge
`hnswlib`	0.7.0	py39hf59e57a_5	conda-forge
`htslib`	1.20	h18253b1_2	tiledb
`icu`	73.2	h59595ed_0	conda-forge
`idna`	2.10	pyhd3eb1b0_0	pkgs/main
`imagecodecs-lite`	2019.12.3	py39hd92a3bb_8	conda-forge
`imageio`	2.36.0	pyh12aca89_1	conda-forge
`importlib-metadata`	8.5.0	pyha770c72_0	conda-forge
`importlib-resources`	6.4.5	pyhd8ed1ab_0	conda-forge
`importlib_metadata`	8.5.0	hd8ed1ab_0	conda-forge
`importlib_resources`	6.4.5	pyhd8ed1ab_0	conda-forge
`jaeger-client`	4.8.0	pypi_0	pypi
`jax`	0.4.27	pyhd8ed1ab_0	conda-forge
`jaxlib`	0.4.23	py39h6a678d5_1	pkgs/main
`jinja2`	3.1.4	pyhd8ed1ab_0	conda-forge
`jmespath`	1.0.1	pyhd8ed1ab_0	conda-forge
`joblib`	1.4.2	pyhd8ed1ab_0	conda-forge
`jsonschema`	4.23.0	pypi_0	pypi
`jsonschema-specifications`	2024.10.1	pypi_0	pypi
`keras`	2.13.1	pyhd8ed1ab_0	conda-forge
`keras-applications`	1.0.8	py_1	conda-forge
`keras-preprocessing`	1.1.2	pyhd8ed1ab_0	conda-forge
`kernel-headers_linux-64`	3.10.0	he073ed8_18	conda-forge
`keyutils`	1.6.1	h166bdaf_0	conda-forge
`kiwisolver`	1.4.7	py39h74842e3_0	conda-forge
`krb5`	1.21.3	h659f571_0	conda-forge
`lame`	3.100	h166bdaf_1003	conda-forge
`laspy`	2.5.4	py39h8003fee_1	conda-forge
`laszip`	3.4.3	h9c3ff4c_2	conda-forge
`lazrs-python`	0.6.2	py39he612d8f_0	conda-forge
`lcms2`	2.16	hb7c19ff_0	conda-forge
`ld_impl_linux-64`	2.43	h712a8e2_1	conda-forge
`legacy-api-wrap`	1.4	pyhd8ed1ab_1	conda-forge
`lerc`	4.0.0	h27087fc_0	conda-forge
`libabseil`	20230125.3	cxx17_h59595ed_0	conda-forge
`libaec`	1.1.3	h59595ed_0	conda-forge
`libarchive`	3.6.2	h039dbb9_1	conda-forge
`libarrow`	12.0.1	hb87d912_8_cpu	conda-forge
`libasprintf`	0.22.5	he8f35ee_3	conda-forge
`libasprintf-devel`	0.22.5	he8f35ee_3	conda-forge
`libblas`	3.9.0	25_linux64_openblas	conda-forge
`libbrotlicommon`	1.0.9	h166bdaf_9	conda-forge
`libbrotlidec`	1.0.9	h166bdaf_9	conda-forge
`libbrotlienc`	1.0.9	h166bdaf_9	conda-forge
`libcap`	2.69	h0f662aa_0	conda-forge
`libcblas`	3.9.0	25_linux64_openblas	conda-forge
`libclang`	15.0.7	default_h127d8a8_5	conda-forge
`libclang13`	15.0.7	default_h5d6823c_5	conda-forge
`libcom_err-cos6-x86_64`	1.41.12	4	pkgs/main
`libcrc32c`	1.1.2	h9c3ff4c_0	conda-forge
`libcups`	2.3.3	h4637d8d_4	conda-forge
`libcurl`	8.10.1	hbbe4b11_0	conda-forge
`libdeflate`	1.19	hd590300_0	conda-forge
`libedit`	3.1.20191231	he28a2e2_2	conda-forge
`libev`	4.33	hd590300_2	conda-forge
`libevent`	2.1.12	hf998b51_1	conda-forge
`libexpat`	2.6.4	h5888daf_0	conda-forge
`libfaiss`	1.8.0	h0ce047f_1_cpu	conda-forge
`libffi`	3.4.2	h7f98852_5	conda-forge
`libflac`	1.4.3	h59595ed_0	conda-forge
`libgcc`	14.2.0	h77fa898_1	conda-forge
`libgcc-devel_linux-64`	13.3.0	h84ea5a7_101	conda-forge
`libgcc-ng`	14.2.0	h69a702a_1	conda-forge
`libgcrypt`	1.11.0	h4ab18f5_1	conda-forge
`libgettextpo`	0.22.5	he02047a_3	conda-forge
`libgettextpo-devel`	0.22.5	he02047a_3	conda-forge
`libgfortran`	14.2.0	h69a702a_1	conda-forge
`libgfortran-ng`	14.2.0	h69a702a_1	conda-forge
`libgfortran5`	14.2.0	hd5240d6_1	conda-forge
`libglib`	2.82.2	h2ff4ddf_0	conda-forge
`libgomp`	14.2.0	h77fa898_1	conda-forge
`libgoogle-cloud`	2.12.0	hac9eb74_1	conda-forge
`libgpg-error`	1.51	hbd13f7d_1	conda-forge
`libgrpc`	1.54.3	hb20ce57_0	conda-forge
`libhwloc`	2.11.1	default_hecaa2ac_1000	conda-forge
`libiconv`	1.17	hd590300_2	conda-forge
`libitk`	5.4.0	h5de25d7_3	conda-forge
`libjpeg-turbo`	3.0.0	hd590300_1	conda-forge
`liblapack`	3.9.0	25_linux64_openblas	conda-forge
`liblapacke`	3.9.0	25_linux64_openblas	conda-forge
`libllvm14`	14.0.6	hcd5def8_4	conda-forge
`libllvm15`	15.0.7	hb3ce162_4	conda-forge
`libmamba`	1.1.0	hde2b089_3	conda-forge
`libmambapy`	1.1.0	py39hf0aba66_3	conda-forge
`libnetcdf`	4.9.2	nompi_h135f659_114	conda-forge
`libnghttp2`	1.58.0	h47da74e_1	conda-forge
`libnsl`	2.0.1	hd590300_0	conda-forge
`libnuma`	2.0.18	h4ab18f5_2	conda-forge
`libogg`	1.3.5	h4ab18f5_0	conda-forge
`libopenblas`	0.3.28	pthreads_h94d23a6_1	conda-forge
`libopus`	1.3.1	h7f98852_1	conda-forge
`libosqp`	0.6.3	h5888daf_1	conda-forge
`libpng`	1.6.44	hadc24fc_0	conda-forge
`libpq`	16.6	h2d7952a_0	conda-forge
`libprotobuf`	3.21.12	hfc55251_2	conda-forge
`libqdldl`	0.1.7	hcb278e6_0	conda-forge
`libsanitizer`	13.3.0	heb74ff8_1	conda-forge
`libsndfile`	1.2.2	hc60ed4a_1	conda-forge
`libsolv`	0.7.30	h3509ff9_0	conda-forge
`libsqlite`	3.46.1	hadc24fc_0	conda-forge
`libssh2`	1.11.0	h0841786_0	conda-forge
`libstdcxx`	14.2.0	hc0a3c3a_1	conda-forge
`libstdcxx-devel_linux-64`	13.3.0	h84ea5a7_101	conda-forge
`libstdcxx-ng`	14.2.0	h4852527_1	conda-forge
`libsystemd0`	256.7	h2774228_1	conda-forge
`libthrift`	0.18.1	h8fd135c_2	conda-forge
`libtiff`	4.6.0	ha9c0a0a_2	conda-forge
`libtiledbsoma`	1.15.0rc1	hd1a9fd6_0	tiledb/label/rc
`libtiledbvcf`	0.35.0	h53fe7cb_0	tiledb
`libutf8proc`	2.8.0	h166bdaf_0	conda-forge
`libuuid`	2.38.1	h0b41bf4_0	conda-forge
`libuv`	1.49.2	hb9d3cd8_0	conda-forge
`libvorbis`	1.3.7	h9c3ff4c_0	conda-forge
`libwebp-base`	1.4.0	hd590300_0	conda-forge
`libxcb`	1.15	h0b41bf4_0	conda-forge
`libxcrypt`	4.4.36	hd590300_1	conda-forge
`libxkbcommon`	1.7.0	h662e7e4_0	conda-forge
`libxml2`	2.12.7	h4c95cb1_3	conda-forge
`libzip`	1.11.2	h6991a6a_0	conda-forge
`libzlib`	1.3.1	h4ab18f5_1	conda-forge
`llvm-openmp`	19.1.4	h024ca30_0	conda-forge
`llvmlite`	0.43.0	py39hf8b6b1a_1	conda-forge
`locket`	1.0.0	pyhd8ed1ab_0	conda-forge
`lz4-c`	1.9.4	hcb278e6_0	conda-forge
`lzo`	2.10	hd590300_1001	conda-forge
`make`	4.4.1	hb9d3cd8_2	conda-forge
`mamba`	1.1.0	py39hc5d2bb1_3	conda-forge
`markdown`	3.6	pyhd8ed1ab_0	conda-forge
`markupsafe`	3.0.2	py39h9399b63_0	conda-forge
`matplotlib`	3.9.1	py39hf3d152e_1	conda-forge
`matplotlib-base`	3.9.1	py39h0565ad7_2	conda-forge
`mercantile`	1.2.1	pypi_0	pypi
`mkl`	2022.2.1	h6508926_16999	conda-forge
`ml_dtypes`	0.5.0	py39h3b40f6f_0	conda-forge
`mpc`	1.3.1	h24ddda3_1	conda-forge
`mpfr`	4.2.1	h90cbb55_3	conda-forge
`mpg123`	1.32.9	hc50e24c_0	conda-forge
`mpmath`	1.3.0	pyhd8ed1ab_0	conda-forge
`multidict`	6.1.0	py39h9399b63_1	conda-forge
`munkres`	1.0.7	py_1	bioconda
`mysql-common`	8.0.33	hf1915f5_6	conda-forge
`mysql-libs`	8.0.33	hca2cd23_6	conda-forge
`natsort`	8.4.0	pyhd8ed1ab_0	conda-forge
`ncurses`	6.5	he02047a_1	conda-forge
`netcdf-fortran`	4.6.1	nompi_h22f9119_106	conda-forge
`netcdf4`	1.6.0	pypi_0	pypi
`networkx`	3.2.1	pyhd8ed1ab_0	conda-forge
`nlohmann_json`	3.11.3	he02047a_1	conda-forge
`nomkl`	3.0	0	pkgs/main
`nspr`	4.36	h5888daf_0	conda-forge
`nss`	3.105	hd34e28f_0	conda-forge
`numba`	0.60.0	py39h0320e7d_0	conda-forge
`numexpr`	2.10.1	py39h0a7e20a_103	conda-forge
`numpy`	1.25.0	py39h6183b62_0	conda-forge
`oauthlib`	3.2.2	pyhd8ed1ab_0	conda-forge
`openblas`	0.3.28	pthreads_h6ec200e_1	conda-forge
`openjpeg`	2.5.2	h488ebb8_0	conda-forge
`openssl`	3.4.0	hb9d3cd8_0	conda-forge
`opentelemetry-api`	1.28.2	pypi_0	pypi
`opentelemetry-sdk`	1.28.2	pypi_0	pypi
`opentelemetry-semantic-conventions`	0.49b2	pypi_0	pypi
`opentracing`	2.4.0	pypi_0	pypi
`opt-einsum`	3.4.0	hd8ed1ab_0	conda-forge
`opt_einsum`	3.4.0	pyhd8ed1ab_0	conda-forge
`orc`	1.9.0	h2f23424_1	conda-forge
`osqp`	0.6.7.post3	py39h3b40f6f_1	conda-forge
`packaging`	24.2	pyhff2d567_1	conda-forge
`pandas`	1.5.3	py39h2ad29b5_1	conda-forge
`partd`	1.4.2	pyhd8ed1ab_0	conda-forge
`patsy`	1.0.1	pyhff2d567_0	conda-forge
`pcre2`	10.44	hba22ea6_2	conda-forge
`pdal`	3.4.5	pypi_0	pypi
`perl`	5.32.1	7_hd590300_perl5	conda-forge
`pillow`	10.3.0	py39h90c7501_0	conda-forge
`pip`	21.1.3	py39h06a4308_0	pkgs/main
`pixman`	0.43.2	h59595ed_0	conda-forge
`platformdirs`	4.3.6	pyhd8ed1ab_0	conda-forge
`ply`	3.11	pyhd8ed1ab_2	conda-forge
`portalocker`	3.0.0	py39hf3d152e_0	conda-forge
`powerlaw`	1.5	pypi_0	pypi
`proj`	9.5.0	h12925eb_0	conda-forge
`proj-data`	1.19	h707e725_0	conda-forge
`promise`	2.3	py39hf3d152e_9	conda-forge
`propcache`	0.2.0	py39h8cd3c5a_2	conda-forge
`protobuf`	4.21.12	py39h227be39_0	conda-forge
`psutil`	6.1.0	py39h8cd3c5a_0	conda-forge
`pthread-stubs`	0.4	hb9d3cd8_1002	conda-forge
`pulseaudio-client`	16.1	hb77b528_5	conda-forge
`py-cpuinfo`	9.0.0	pyhd8ed1ab_0	conda-forge
`pyarrow`	12.0.1	py39hfbd5978_8_cpu	conda-forge
`pyarrow-hotfix`	0.6	pyhd8ed1ab_0	conda-forge
`pyasn1`	0.6.1	pyhd8ed1ab_1	conda-forge
`pyasn1-modules`	0.4.1	pyhd8ed1ab_0	conda-forge
`pybedtools`	0.10.0	py39hdf45acc_2	bioconda
`pybind11-abi`	4	hd8ed1ab_3	conda-forge
`pycosat`	0.6.3	py39h27cfd23_0	pkgs/main
`pycparser`	2.20	py_2	pkgs/main
`pyjwt`	2.10.0	pyhff2d567_0	conda-forge
`pynndescent`	0.5.13	pyhff2d567_0	conda-forge
`pyogrio`	0.10.0	pypi_0	pypi
`pyopenssl`	20.0.1	pypi_0	pypi
`pyparsing`	3.2.0	pyhd8ed1ab_1	conda-forge
`pypdf`	5.1.0	pyha770c72_0	conda-forge
`pyproj`	3.6.1	pypi_0	pypi
`pyqt`	5.15.9	py39h52134e7_5	conda-forge
`pyqt5-sip`	12.12.2	py39h3d6467e_5	conda-forge
`pysam`	0.22.0	py39h68d8fd3_1	tiledb
`pysocks`	1.7.1	py39h06a4308_0	pkgs/main
`pystac`	1.10.1	pyhd8ed1ab_0	conda-forge
`pystac-client`	0.7.3	pypi_0	pypi
`pytables`	3.9.2	py39hd89fbf8_3	conda-forge
`python`	3.9.20	h13acc7a_1_cpython	conda-forge
`python-dateutil`	2.9.0.post0	pyhff2d567_0	conda-forge
`python-flatbuffers`	24.3.25	pyh59ac667_0	conda-forge
`python_abi`	3.9	5_cp39	conda-forge
`pytorch`	2.0.0	cpu_mkl_py39h9f63279_101	conda-forge
`pytz`	2024.2	pyhd8ed1ab_0	conda-forge
`pyu2f`	0.1.5	pyhd8ed1ab_0	conda-forge
`pywavelets`	1.6.0	py39hd92a3bb_0	conda-forge
`pyyaml`	6.0.2	py39h8cd3c5a_1	conda-forge
`qdldl-python`	0.1.7.post4	py39h3b40f6f_1	conda-forge
`qhull`	2020.2	h434a139_5	conda-forge
`qt-main`	5.15.8	h5810be5_19	conda-forge
`rasterio`	1.4a1	pypi_0	pypi
`rdma-core`	28.9	h59595ed_1	conda-forge
`re2`	2023.03.02	h8c504da_0	conda-forge
`readline`	8.2	h8228510_1	conda-forge
`referencing`	0.35.1	pypi_0	pypi
`reproc`	14.2.4.post0	hd590300_1	conda-forge
`reproc-cpp`	14.2.4.post0	h59595ed_1	conda-forge
`requests`	2.25.1	pypi_0	pypi
`requests-oauthlib`	2.0.0	pyhd8ed1ab_0	conda-forge
`rhash`	1.4.5	hb9d3cd8_0	conda-forge
`rioxarray`	0.14.1	pypi_0	pypi
`rpds-py`	0.21.0	pypi_0	pypi
`rsa`	4.7.2	pyh44b312d_0	conda-forge
`rtree`	1.3.0	pypi_0	pypi
`ruamel_yaml`	0.15.100	py39h27cfd23_0	pkgs/main
`s2n`	1.3.49	h06160fa_0	conda-forge
`s3fs`	2024.10.0	pyhd8ed1ab_0	conda-forge
`s3transfer`	0.10.4	pyhd8ed1ab_0	conda-forge
`scanpy`	1.10.3	pyhd8ed1ab_0	conda-forge
`scikit-image`	0.19.3	py39h4661b88_2	conda-forge
`scikit-learn`	1.5.2	py39h4b7350c_1	conda-forge
`scikit-mobility`	1.1.2	pypi_0	pypi
`scipy`	1.13.1	py39haf93ffa_0	conda-forge
`scs`	3.2.7	default_py39h8e67e81_1	conda-forge
`seaborn`	0.13.2	hd8ed1ab_2	conda-forge
`seaborn-base`	0.13.2	pyhd8ed1ab_2	conda-forge
`segyio`	1.9.12	pypi_0	pypi
`session-info`	1.0.0	pyhd8ed1ab_0	conda-forge
`setuptools`	52.0.0	py39h06a4308_0	pkgs/main
`shapely`	2.0.6	py39hca88cd1_2	conda-forge
`simdjson`	3.10.1	h84d6215_0	conda-forge
`simpleitk`	2.4.0	py39hcd839a5_1	conda-forge
`sip`	6.7.12	py39h3d6467e_0	conda-forge
`six`	1.16.0	pyhd3eb1b0_0	pkgs/main
`sleef`	3.7	h1b44611_2	conda-forge
`smart-open`	7.0.5	pypi_0	pypi
`snappy`	1.1.10	hdb0a2a9_1	conda-forge
`snowflake-connector-python`	3.12.2	py39h3b40f6f_1	conda-forge
`somacore`	1.0.20	pyh4471522_0	tiledb
`sortedcontainers`	2.4.0	pyhd8ed1ab_0	conda-forge
`sparse`	0.15.4	pyh267e887_1	conda-forge
`spdlog`	1.11.0	h9b3ece8_1	conda-forge
`sqlite`	3.46.1	h9eae976_0	conda-forge
`statsmodels`	0.14.4	py39hf3d9206_0	conda-forge
`stdlib-list`	0.11.0	pyhd8ed1ab_0	conda-forge
`sympy`	1.13.3	pyh2585a3b_104	conda-forge
`sysroot_linux-64`	2.17	h4a8ded7_18	conda-forge
`tbb`	2021.13.0	h84d6215_0	conda-forge
`tblib`	1.7.0	pypi_0	pypi
`tdbudf`	0.0.1	pypi_0	pypi
`tensorboard`	2.13.0	pyhd8ed1ab_0	conda-forge
`tensorboard-data-server`	0.7.0	py39h7170ec2_2	conda-forge
`tensorflow`	2.13.1	cpu_py39h4655687_1	conda-forge
`tensorflow-base`	2.13.1	cpu_py39h65ed569_1	conda-forge
`tensorflow-datasets`	4.8.3	pyhd8ed1ab_0	conda-forge
`tensorflow-estimator`	2.13.1	cpu_py39hd56b5fd_1	conda-forge
`tensorflow-metadata`	1.13.1	pyhd8ed1ab_0	conda-forge
`termcolor`	2.5.0	pyhd8ed1ab_0	conda-forge
`threadloop`	1.0.2	pypi_0	pypi
`threadpoolctl`	3.5.0	pyhc1e730c_0	conda-forge
`thrift`	0.21.0	pypi_0	pypi
`tifffile`	2020.6.3	py_0	conda-forge
`tiledb`	2.26.2	hde83565_0	tiledb/label/for-cloud
`tiledb-cf`	0.9.1	pypi_0	pypi
`tiledb-cloud`	0.12.31	pypi_0	pypi
`tiledb-ml`	0.9.6	pypi_0	pypi
`tiledb-py`	0.32.2	py39h067de0a_0	conda-forge
`tiledb-segy`	0.3.0	pypi_0	pypi
`tiledbsoma-py`	1.15.0rc1	py39ha4d1bf2_0	tiledb/label/rc
`tiledbvcf-py`	0.35.0	py39hb8eef30_0	tiledb
`tk`	8.6.13	noxft_h4845f30_101	conda-forge
`toml`	0.10.2	pyhd8ed1ab_0	conda-forge
`tomli`	2.1.0	pyhff2d567_0	conda-forge
`tomlkit`	0.13.2	pyha770c72_0	conda-forge
`toolz`	1.0.0	pyhd8ed1ab_0	conda-forge
`torchdata`	0.6.1	py39h19087ae_0	conda-forge
`torchvision`	0.15.2	cpu_py39h7f5b5c8_4	conda-forge
`tornado`	6.4.1	py39h8cd3c5a_1	conda-forge
`tqdm`	4.61.2	pyhd3eb1b0_1	pkgs/main
`typing-extensions`	4.12.2	pypi_0	pypi
`tzdata`	2021a	h52ac0ba_0	pkgs/main
`ucx`	1.14.1	h64cca9d_5	conda-forge
`umap-learn`	0.5.7	py39hf3d152e_0	conda-forge
`unicodedata2`	15.1.0	py39h8cd3c5a_1	conda-forge
`unzip`	6.0	h7f98852_3	conda-forge
`urllib3`	1.26.6	pyhd3eb1b0_1	pkgs/main
`urlpath`	1.2.0	pypi_0	pypi
`werkzeug`	3.1.3	pyhff2d567_0	conda-forge
`wheel`	0.36.2	pyhd3eb1b0_0	pkgs/main
`wrapt`	1.16.0	py39h8cd3c5a_1	conda-forge
`xarray`	2024.3.0	pyhd8ed1ab_0	conda-forge
`xcb-util`	0.4.0	hd590300_1	conda-forge
`xcb-util-image`	0.4.0	h8ee46fc_1	conda-forge
`xcb-util-keysyms`	0.4.0	h8ee46fc_1	conda-forge
`xcb-util-renderutil`	0.3.9	hd590300_1	conda-forge
`xcb-util-wm`	0.4.1	h8ee46fc_1	conda-forge
`xesmf`	0.8.8	pyhd8ed1ab_0	conda-forge
`xkeyboard-config`	2.42	h4ab18f5_0	conda-forge
`xorg-kbproto`	1.0.7	hb9d3cd8_1003	conda-forge
`xorg-libice`	1.1.1	hb9d3cd8_1	conda-forge
`xorg-libsm`	1.2.4	he73a12e_1	conda-forge
`xorg-libx11`	1.8.9	h8ee46fc_0	conda-forge
`xorg-libxau`	1.0.11	hb9d3cd8_1	conda-forge
`xorg-libxdmcp`	1.1.5	hb9d3cd8_0	conda-forge
`xorg-libxext`	1.3.4	h0b41bf4_2	conda-forge
`xorg-libxrender`	0.9.11	hd590300_0	conda-forge
`xorg-renderproto`	0.11.1	hb9d3cd8_1003	conda-forge
`xorg-xextproto`	7.3.0	hb9d3cd8_1004	conda-forge
`xorg-xf86vidmodeproto`	2.3.1	hb9d3cd8_1005	conda-forge
`xorg-xproto`	7.0.31	hb9d3cd8_1008	conda-forge
`xyzservices`	2024.9.0	pypi_0	pypi
`xz`	5.2.6	h166bdaf_0	conda-forge
`yaml`	0.2.5	h7b6447c_0	pkgs/main
`yaml-cpp`	0.7.0	h59595ed_3	conda-forge
`yarl`	1.17.2	py39h8cd3c5a_0	conda-forge
`zipp`	3.21.0	pyhd8ed1ab_0	conda-forge
`zlib`	1.3.1	h4ab18f5_1	conda-forge
`zlib-ng`	2.2.2	h5888daf_0	conda-forge
`zstd`	1.5.6	ha6fb4c9_0	conda-forge

Dependencies

Package	Version	Build	Channel
`_libgcc_mutex`	0.1	conda_forge	conda-forge
`_openmp_mutex`	4.5	2_kmp_llvm	conda-forge
`absl-py`	1.4.0	pyhd8ed1ab_0	conda-forge
`aiobotocore`	2.15.2	pyhd8ed1ab_0	conda-forge
`aiohappyeyeballs`	2.4.3	pyhd8ed1ab_0	conda-forge
`aiohttp`	3.11.6	py39h9399b63_0	conda-forge
`aioitertools`	0.12.0	pyhd8ed1ab_0	conda-forge
`aiosignal`	1.3.1	pyhd8ed1ab_0	conda-forge
`alsa-lib`	1.2.13	hb9d3cd8_0	conda-forge
`anndata`	0.10.9	pyhd8ed1ab_0	conda-forge
`annotated-types`	0.7.0	pypi_0	pypi
`anyio`	4.6.2.post1	pyhd8ed1ab_0	conda-forge
`argon2-cffi`	23.1.0	pyhd8ed1ab_0	conda-forge
`argon2-cffi-bindings`	21.2.0	py39h8cd3c5a_5	conda-forge
`array-api-compat`	1.9.1	pyhd8ed1ab_0	conda-forge
`arrow`	1.3.0	pyhd8ed1ab_0	conda-forge
`asciitree`	0.3.3	pypi_0	pypi
`asn1crypto`	1.5.1	pyhd8ed1ab_0	conda-forge
`asttokens`	2.4.1	pyhd8ed1ab_0	conda-forge
`astunparse`	1.6.3	pyhd8ed1ab_2	conda-forge
`async-lru`	2.0.4	pyhd8ed1ab_0	conda-forge
`async-timeout`	5.0.1	pyhd8ed1ab_0	conda-forge
`attr`	2.5.1	h166bdaf_1	conda-forge
`attrs`	24.2.0	pyh71513ae_0	conda-forge
`aws-c-auth`	0.7.3	h28f7589_1	conda-forge
`aws-c-cal`	0.6.1	hc309b26_1	conda-forge
`aws-c-common`	0.9.0	hd590300_0	conda-forge
`aws-c-compression`	0.2.17	h4d4d85c_2	conda-forge
`aws-c-event-stream`	0.3.1	h2e3709c_4	conda-forge
`aws-c-http`	0.7.11	h00aa349_4	conda-forge
`aws-c-io`	0.13.32	he9a53bd_1	conda-forge
`aws-c-mqtt`	0.9.3	hb447be9_1	conda-forge
`aws-c-s3`	0.3.14	hf3aad02_1	conda-forge
`aws-c-sdkutils`	0.1.12	h4d4d85c_1	conda-forge
`aws-checksums`	0.1.17	h4d4d85c_1	conda-forge
`aws-crt-cpp`	0.21.0	hb942446_5	conda-forge
`aws-sdk-cpp`	1.10.57	h85b1a90_19	conda-forge
`awscli`	1.35.2	py39hf3d152e_0	conda-forge
`babel`	2.16.0	pyhd8ed1ab_0	conda-forge
`bcftools`	1.20	h8b25389_1	bioconda
`beautifulsoup4`	4.12.3	pyha770c72_0	conda-forge
`bedtools`	2.31.1	hf5e1c6e_2	bioconda
`blas`	2.125	openblas	conda-forge
`blas-devel`	3.9.0	25_linux64_openblas	conda-forge
`bleach`	6.2.0	pyhd8ed1ab_0	conda-forge
`blinker`	1.9.0	pyhff2d567_0	conda-forge
`blosc`	1.21.5	h0f2a231_0	conda-forge
`boto3`	1.35.36	pyhd8ed1ab_0	conda-forge
`botocore`	1.35.36	pyge38_1234567_0	conda-forge
`brotli`	1.0.9	h166bdaf_9	conda-forge
`brotli-bin`	1.0.9	h166bdaf_9	conda-forge
`brotlipy`	0.7.0	py39h27cfd23_1003	pkgs/main
`bzip2`	1.0.8	h4bc722e_7	conda-forge
`c-ares`	1.33.1	heb4867d_0	conda-forge
`c-blosc2`	2.15.1	hc57e6cf_0	conda-forge
`ca-certificates`	2024.8.30	hbcca054_0	conda-forge
`cached-property`	1.5.2	hd8ed1ab_1	conda-forge
`cached_property`	1.5.2	pyha770c72_1	conda-forge
`cachetools`	5.5.0	pyhd8ed1ab_0	conda-forge
`cairo`	1.18.0	h3faef2a_0	conda-forge
`cellxgene-census`	1.15.0	pyh4471522_2	tiledb
`certifi`	2024.8.30	pyhd8ed1ab_0	conda-forge
`cffi`	1.17.1	py39h15c3d72_0	conda-forge
`chardet`	4.0.0	py39h06a4308_1003	pkgs/main
`charset-normalizer`	3.4.0	pyhd8ed1ab_0	conda-forge
`click`	8.1.7	unix_pyh707e725_0	conda-forge
`cloudpickle`	2.2.1	pyhd8ed1ab_0	conda-forge
`cmake`	3.30.3	hf9cb763_0	conda-forge
`colorama`	0.4.6	pyhd8ed1ab_0	conda-forge
`comm`	0.2.2	pyhd8ed1ab_0	conda-forge
`conda`	4.10.3	py39hf3d152e_4	conda-forge
`conda-package-handling`	1.7.3	py39h27cfd23_1	pkgs/main
`contourpy`	1.3.0	py39h74842e3_2	conda-forge
`cpp-expected`	1.1.0	hf52228f_0	conda-forge
`cryptography`	42.0.8	py39h8169da8_0	conda-forge
`cycler`	0.12.1	pyhd8ed1ab_0	conda-forge
`cytoolz`	1.0.0	py39h8cd3c5a_1	conda-forge
`dask-core`	2024.8.0	pyhd8ed1ab_0	conda-forge
`dbus`	1.13.6	h5008d03_3	conda-forge
`debugpy`	1.8.8	py39hf88036b_0	conda-forge
`decorator`	5.1.1	pyhd8ed1ab_0	conda-forge
`defusedxml`	0.7.1	pyhd8ed1ab_0	conda-forge
`deprecated`	1.2.15	pypi_0	pypi
`dill`	0.3.9	pyhd8ed1ab_0	conda-forge
`distributed`	2024.8.0	pypi_0	pypi
`dm-tree`	0.1.8	py39h45438f2_0	conda-forge
`docutils`	0.16	py39hf3d152e_5	conda-forge
`efficientnet-pytorch`	0.7.1	pyhd8ed1ab_1	conda-forge
`eigen`	3.2	3	bioconda
`entrypoints`	0.4	pyhd8ed1ab_0	conda-forge
`etils`	1.5.1	pyhd8ed1ab_1	conda-forge
`exceptiongroup`	1.2.2	pyhd8ed1ab_0	conda-forge
`executing`	2.1.0	pyhd8ed1ab_0	conda-forge
`expat`	2.6.4	h5888daf_0	conda-forge
`faiss`	1.8.0	py39h1df3c28_1_cpu	conda-forge
`faiss-cpu`	1.8.0	h718b53a_1	conda-forge
`fasteners`	0.19	pypi_0	pypi
`fftw`	3.3.10	nompi_hf1063bd_110	conda-forge
`filelock`	3.16.1	pyhd8ed1ab_0	conda-forge
`flatbuffers`	23.5.26	h59595ed_1	conda-forge
`fmt`	9.1.0	h924138e_0	conda-forge
`font-ttf-dejavu-sans-mono`	2.37	hab24e00_0	conda-forge
`font-ttf-inconsolata`	3.000	h77eed37_0	conda-forge
`font-ttf-source-code-pro`	2.038	h77eed37_0	conda-forge
`font-ttf-ubuntu`	0.83	h77eed37_3	conda-forge
`fontconfig`	2.15.0	h7e30c49_1	conda-forge
`fonts-conda-ecosystem`	1	0	conda-forge
`fonts-conda-forge`	1	0	conda-forge
`fonttools`	4.55.0	py39h9399b63_0	conda-forge
`fqdn`	1.5.1	pyhd8ed1ab_0	conda-forge
`freetype`	2.12.1	h267a509_2	conda-forge
`frozenlist`	1.5.0	py39h8cd3c5a_0	conda-forge
`fsspec`	2024.10.0	pyhff2d567_0	conda-forge
`funkify`	0.4.5	pypi_0	pypi
`gast`	0.4.0	pyh9f0ad1d_0	conda-forge
`gdk-pixbuf`	2.42.10	h6c15284_3	conda-forge
`geos`	3.13.0	h5888daf_0	conda-forge
`get-annotations`	0.1.2	pyhd8ed1ab_0	conda-forge
`gettext`	0.22.5	he02047a_3	conda-forge
`gettext-tools`	0.22.5	he02047a_3	conda-forge
`gflags`	2.2.2	h5888daf_1005	conda-forge
`giflib`	5.2.2	hd590300_0	conda-forge
`git-lfs`	3.6.0	h647637d_0	conda-forge
`glib`	2.82.2	h44428e9_0	conda-forge
`glib-tools`	2.82.2	h4833e2c_0	conda-forge
`glog`	0.6.0	h6f12383_0	conda-forge
`google-auth`	2.36.0	pyhff2d567_0	conda-forge
`google-auth-oauthlib`	1.0.0	pyhd8ed1ab_1	conda-forge
`google-pasta`	0.2.0	pyhd8ed1ab_1	conda-forge
`googleapis-common-protos`	1.66.0	pyhff2d567_0	conda-forge
`graphite2`	1.3.13	h59595ed_1003	conda-forge
`grpcio`	1.54.3	py39h227be39_0	conda-forge
`gsl`	2.7	he838d99_0	conda-forge
`gst-plugins-base`	1.22.9	hfa15dee_1	conda-forge
`gstreamer`	1.22.9	h98fc4e7_1	conda-forge
`h11`	0.14.0	pyhd8ed1ab_0	conda-forge
`h2`	4.1.0	pyhd8ed1ab_0	conda-forge
`h5py`	3.12.1	nompi_py39h30a5a8d_102	conda-forge
`harfbuzz`	8.5.0	hfac3d4d_0	conda-forge
`hdf5`	1.14.3	nompi_hdf9ad27_105	conda-forge
`hnswlib`	0.7.0	py39hf59e57a_5	conda-forge
`hpack`	4.0.0	pyh9f0ad1d_0	conda-forge
`htslib`	1.20	h18253b1_2	tiledb
`httpcore`	1.0.7	pyh29332c3_1	conda-forge
`httpx`	0.27.2	pyhd8ed1ab_0	conda-forge
`hyperframe`	6.0.1	pyhd8ed1ab_0	conda-forge
`icu`	73.2	h59595ed_0	conda-forge
`idna`	2.10	pyhd3eb1b0_0	pkgs/main
`imagecodecs`	2024.9.22	pypi_0	pypi
`imagecodecs-lite`	2019.12.3	py39hd92a3bb_8	conda-forge
`imageio`	2.36.0	pyh12aca89_1	conda-forge
`importlib-metadata`	8.5.0	pyha770c72_0	conda-forge
`importlib-resources`	6.4.5	pyhd8ed1ab_0	conda-forge
`importlib_metadata`	8.5.0	hd8ed1ab_0	conda-forge
`importlib_resources`	6.4.5	pyhd8ed1ab_0	conda-forge
`ipykernel`	6.29.5	pyh3099207_0	conda-forge
`ipython`	8.18.1	pyh707e725_3	conda-forge
`ipython_genutils`	0.2.0	pyhd8ed1ab_1	conda-forge
`ipywidgets`	8.1.5	pyhd8ed1ab_0	conda-forge
`isoduration`	20.11.0	pyhd8ed1ab_0	conda-forge
`jaeger-client`	4.8.0	pypi_0	pypi
`jax`	0.4.27	pyhd8ed1ab_0	conda-forge
`jaxlib`	0.4.23	py39h6a678d5_1	pkgs/main
`jedi`	0.19.2	pyhff2d567_0	conda-forge
`jinja2`	3.1.4	pyhd8ed1ab_0	conda-forge
`jmespath`	1.0.1	pyhd8ed1ab_0	conda-forge
`joblib`	1.4.2	pyhd8ed1ab_0	conda-forge
`json5`	0.9.28	pyhff2d567_0	conda-forge
`jsonpickle`	4.0.0	pypi_0	pypi
`jsonpointer`	3.0.0	py39hf3d152e_1	conda-forge
`jsonschema`	4.23.0	pyhd8ed1ab_0	conda-forge
`jsonschema-specifications`	2024.10.1	pyhd8ed1ab_0	conda-forge
`jsonschema-with-format-nongpl`	4.23.0	hd8ed1ab_0	conda-forge
`jupyter`	1.1.1	pyhd8ed1ab_0	conda-forge
`jupyter-lsp`	2.2.5	pyhd8ed1ab_0	conda-forge
`jupyter_client`	7.4.9	pyhd8ed1ab_0	conda-forge
`jupyter_console`	6.6.3	pyhd8ed1ab_0	conda-forge
`jupyter_core`	5.7.2	pyh31011fe_1	conda-forge
`jupyter_events`	0.10.0	pyhd8ed1ab_0	conda-forge
`jupyter_server`	2.14.2	pyhd8ed1ab_0	conda-forge
`jupyter_server_terminals`	0.5.3	pyhd8ed1ab_0	conda-forge
`jupyterlab`	4.3.1	pyhff2d567_0	conda-forge
`jupyterlab_pygments`	0.3.0	pyhd8ed1ab_1	conda-forge
`jupyterlab_server`	2.27.3	pyhd8ed1ab_0	conda-forge
`jupyterlab_widgets`	3.0.13	pyhd8ed1ab_0	conda-forge
`keras`	2.12.0	pyhd8ed1ab_0	conda-forge
`keras-applications`	1.0.8	py_1	conda-forge
`keras-preprocessing`	1.1.2	pyhd8ed1ab_0	conda-forge
`keyutils`	1.6.1	h166bdaf_0	conda-forge
`kiwisolver`	1.4.7	py39h74842e3_0	conda-forge
`krb5`	1.21.3	h659f571_0	conda-forge
`lame`	3.100	h166bdaf_1003	conda-forge
`lcms2`	2.15	h7f713cb_2	conda-forge
`ld_impl_linux-64`	2.43	h712a8e2_1	conda-forge
`legacy-api-wrap`	1.4	pyhd8ed1ab_1	conda-forge
`lerc`	4.0.0	h27087fc_0	conda-forge
`libabseil`	20230125.3	cxx17_h59595ed_0	conda-forge
`libaec`	1.1.3	h59595ed_0	conda-forge
`libarchive`	3.6.2	h039dbb9_1	conda-forge
`libarrow`	12.0.1	hb87d912_8_cpu	conda-forge
`libasprintf`	0.22.5	he8f35ee_3	conda-forge
`libasprintf-devel`	0.22.5	he8f35ee_3	conda-forge
`libblas`	3.9.0	25_linux64_openblas	conda-forge
`libbrotlicommon`	1.0.9	h166bdaf_9	conda-forge
`libbrotlidec`	1.0.9	h166bdaf_9	conda-forge
`libbrotlienc`	1.0.9	h166bdaf_9	conda-forge
`libcap`	2.69	h0f662aa_0	conda-forge
`libcblas`	3.9.0	25_linux64_openblas	conda-forge
`libclang`	15.0.7	default_h127d8a8_5	conda-forge
`libclang13`	15.0.7	default_h5d6823c_5	conda-forge
`libcrc32c`	1.1.2	h9c3ff4c_0	conda-forge
`libcups`	2.3.3	h4637d8d_4	conda-forge
`libcurl`	8.9.1	hdb1bdb2_0	conda-forge
`libdeflate`	1.19	hd590300_0	conda-forge
`libedit`	3.1.20191231	he28a2e2_2	conda-forge
`libev`	4.33	hd590300_2	conda-forge
`libevent`	2.1.12	hf998b51_1	conda-forge
`libexpat`	2.6.4	h5888daf_0	conda-forge
`libfaiss`	1.8.0	h0ce047f_1_cpu	conda-forge
`libffi`	3.4.2	h7f98852_5	conda-forge
`libflac`	1.4.3	h59595ed_0	conda-forge
`libgcc`	14.2.0	h77fa898_1	conda-forge
`libgcc-ng`	14.2.0	h69a702a_1	conda-forge
`libgcrypt`	1.11.0	h4ab18f5_1	conda-forge
`libgettextpo`	0.22.5	he02047a_3	conda-forge
`libgettextpo-devel`	0.22.5	he02047a_3	conda-forge
`libgfortran`	14.2.0	h69a702a_1	conda-forge
`libgfortran-ng`	14.2.0	h69a702a_1	conda-forge
`libgfortran5`	14.2.0	hd5240d6_1	conda-forge
`libglib`	2.82.2	h2ff4ddf_0	conda-forge
`libgomp`	14.2.0	h77fa898_1	conda-forge
`libgoogle-cloud`	2.12.0	hac9eb74_1	conda-forge
`libgpg-error`	1.51	hbd13f7d_1	conda-forge
`libgrpc`	1.54.3	hb20ce57_0	conda-forge
`libhwloc`	2.11.1	default_hecaa2ac_1000	conda-forge
`libiconv`	1.17	hd590300_2	conda-forge
`libitk`	5.3.0	h0dad300_7	conda-forge
`libjpeg-turbo`	2.1.5.1	hd590300_1	conda-forge
`liblapack`	3.9.0	25_linux64_openblas	conda-forge
`liblapacke`	3.9.0	25_linux64_openblas	conda-forge
`libllvm14`	14.0.6	hcd5def8_4	conda-forge
`libllvm15`	15.0.7	hb3ce162_4	conda-forge
`libmamba`	1.1.0	hde2b089_3	conda-forge
`libmambapy`	1.1.0	py39hf0aba66_3	conda-forge
`libnghttp2`	1.58.0	h47da74e_1	conda-forge
`libnsl`	2.0.1	hd590300_0	conda-forge
`libnuma`	2.0.18	h4ab18f5_2	conda-forge
`libogg`	1.3.5	h4ab18f5_0	conda-forge
`libopenblas`	0.3.28	pthreads_h94d23a6_1	conda-forge
`libopus`	1.3.1	h7f98852_1	conda-forge
`libpng`	1.6.44	hadc24fc_0	conda-forge
`libpq`	15.8	h3a3aac9_1	conda-forge
`libprotobuf`	3.21.12	hfc55251_2	conda-forge
`libsndfile`	1.2.2	hc60ed4a_1	conda-forge
`libsodium`	1.0.20	h4ab18f5_0	conda-forge
`libsolv`	0.7.30	h3509ff9_0	conda-forge
`libsqlite`	3.46.1	hadc24fc_0	conda-forge
`libssh2`	1.11.0	h0841786_0	conda-forge
`libstdcxx`	14.2.0	hc0a3c3a_1	conda-forge
`libstdcxx-ng`	14.2.0	h4852527_1	conda-forge
`libsystemd0`	256.7	h2774228_1	conda-forge
`libthrift`	0.18.1	h8fd135c_2	conda-forge
`libtiff`	4.6.0	h29866fb_1	conda-forge
`libtiledbsoma`	1.15.0rc1	hd1a9fd6_0	tiledb/label/rc
`libtiledbvcf`	0.35.0	h53fe7cb_0	tiledb
`libutf8proc`	2.8.0	h166bdaf_0	conda-forge
`libuuid`	2.38.1	h0b41bf4_0	conda-forge
`libuv`	1.49.2	hb9d3cd8_0	conda-forge
`libvorbis`	1.3.7	h9c3ff4c_0	conda-forge
`libwebp-base`	1.4.0	hd590300_0	conda-forge
`libxcb`	1.15	h0b41bf4_0	conda-forge
`libxcrypt`	4.4.36	hd590300_1	conda-forge
`libxkbcommon`	1.7.0	h662e7e4_0	conda-forge
`libxml2`	2.12.7	h4c95cb1_3	conda-forge
`libzlib`	1.3.1	h4ab18f5_1	conda-forge
`llvm-openmp`	19.1.4	h024ca30_0	conda-forge
`llvmlite`	0.43.0	py39hf8b6b1a_1	conda-forge
`locket`	1.0.0	pyhd8ed1ab_0	conda-forge
`lz4-c`	1.9.4	hcb278e6_0	conda-forge
`lzo`	2.10	hd590300_1001	conda-forge
`mamba`	1.1.0	py39hc5d2bb1_3	conda-forge
`markdown`	3.6	pyhd8ed1ab_0	conda-forge
`markupsafe`	3.0.2	py39h9399b63_0	conda-forge
`matplotlib`	3.9.1	py39hf3d152e_1	conda-forge
`matplotlib-base`	3.9.1	py39h0565ad7_2	conda-forge
`matplotlib-inline`	0.1.7	pyhd8ed1ab_0	conda-forge
`mistune`	3.0.2	pyhd8ed1ab_0	conda-forge
`mkl`	2022.2.1	h6508926_16999	conda-forge
`ml_dtypes`	0.5.0	py39h3b40f6f_0	conda-forge
`mpg123`	1.32.9	hc50e24c_0	conda-forge
`msgpack`	1.1.0	pypi_0	pypi
`multidict`	6.1.0	py39h9399b63_1	conda-forge
`munkres`	1.0.7	py_1	bioconda
`mysql-common`	8.0.33	hf1915f5_6	conda-forge
`mysql-libs`	8.0.33	hca2cd23_6	conda-forge
`natsort`	8.4.0	pyhd8ed1ab_0	conda-forge
`nbclassic`	1.1.0	pyhd8ed1ab_0	conda-forge
`nbclient`	0.10.0	pyhd8ed1ab_0	conda-forge
`nbconvert-core`	7.16.4	pyhd8ed1ab_1	conda-forge
`nbformat`	5.10.4	pyhd8ed1ab_0	conda-forge
`ncurses`	6.5	he02047a_1	conda-forge
`nest-asyncio`	1.6.0	pyhd8ed1ab_0	conda-forge
`networkx`	3.2.1	pyhd8ed1ab_0	conda-forge
`nlohmann_json`	3.11.3	he02047a_1	conda-forge
`nomkl`	3.0	0	pkgs/main
`notebook`	6.5.7	pyha770c72_0	conda-forge
`notebook-shim`	0.2.4	pyhd8ed1ab_0	conda-forge
`nspr`	4.36	h5888daf_0	conda-forge
`nss`	3.105	hd34e28f_0	conda-forge
`numba`	0.60.0	py39h0320e7d_0	conda-forge
`numcodecs`	0.12.1	pypi_0	pypi
`numexpr`	2.10.1	py39h0a7e20a_103	conda-forge
`numpy`	1.25.0	py39h6183b62_0	conda-forge
`oauthlib`	3.2.2	pyhd8ed1ab_0	conda-forge
`ome-zarr`	0.9.0	pypi_0	pypi
`openblas`	0.3.28	pthreads_h6ec200e_1	conda-forge
`openjpeg`	2.5.2	h488ebb8_0	conda-forge
`openslide`	3.4.1	h4738aba_10	conda-forge
`openslide-python`	1.3.1	py39hd1e30aa_1	conda-forge
`openssl`	3.4.0	hb9d3cd8_0	conda-forge
`opentelemetry-api`	1.28.2	pypi_0	pypi
`opentelemetry-sdk`	1.28.2	pypi_0	pypi
`opentelemetry-semantic-conventions`	0.49b2	pypi_0	pypi
`opentracing`	2.4.0	pypi_0	pypi
`opt-einsum`	3.4.0	hd8ed1ab_0	conda-forge
`opt_einsum`	3.4.0	pyhd8ed1ab_0	conda-forge
`orc`	1.9.0	h2f23424_1	conda-forge
`overrides`	7.7.0	pyhd8ed1ab_0	conda-forge
`packaging`	24.2	pyhff2d567_1	conda-forge
`pandas`	1.5.3	py39h2ad29b5_1	conda-forge
`pandocfilters`	1.5.0	pyhd8ed1ab_0	conda-forge
`parso`	0.8.4	pyhd8ed1ab_0	conda-forge
`partd`	1.4.2	pyhd8ed1ab_0	conda-forge
`patsy`	1.0.1	pyhff2d567_0	conda-forge
`pcre2`	10.44	hba22ea6_2	conda-forge
`perl`	5.32.1	7_hd590300_perl5	conda-forge
`pexpect`	4.9.0	pyhd8ed1ab_0	conda-forge
`pickleshare`	0.7.5	py_1003	conda-forge
`pillow`	10.0.1	py39h444a776_1	conda-forge
`pip`	21.1.3	py39h06a4308_0	pkgs/main
`pixman`	0.43.2	h59595ed_0	conda-forge
`pkgutil-resolve-name`	1.3.10	pyhd8ed1ab_1	conda-forge
`platformdirs`	4.3.6	pyhd8ed1ab_0	conda-forge
`ply`	3.11	pyhd8ed1ab_2	conda-forge
`portalocker`	3.0.0	py39hf3d152e_0	conda-forge
`prometheus_client`	0.21.0	pyhd8ed1ab_0	conda-forge
`promise`	2.3	py39hf3d152e_9	conda-forge
`prompt-toolkit`	3.0.48	pyha770c72_0	conda-forge
`prompt_toolkit`	3.0.48	hd8ed1ab_0	conda-forge
`propcache`	0.2.0	py39h8cd3c5a_2	conda-forge
`protobuf`	4.21.12	py39h227be39_0	conda-forge
`psutil`	6.1.0	py39h8cd3c5a_0	conda-forge
`pthread-stubs`	0.4	hb9d3cd8_1002	conda-forge
`ptyprocess`	0.7.0	pyhd3deb0d_0	conda-forge
`pulseaudio-client`	16.1	hb77b528_5	conda-forge
`pure_eval`	0.2.3	pyhd8ed1ab_0	conda-forge
`py-cpuinfo`	9.0.0	pyhd8ed1ab_0	conda-forge
`pyarrow`	12.0.1	py39hfbd5978_8_cpu	conda-forge
`pyarrow-hotfix`	0.6	pyhd8ed1ab_0	conda-forge
`pyasn1`	0.6.1	pyhd8ed1ab_1	conda-forge
`pyasn1-modules`	0.4.1	pyhd8ed1ab_0	conda-forge
`pybedtools`	0.10.0	py39hdf45acc_2	bioconda
`pybind11-abi`	4	hd8ed1ab_3	conda-forge
`pycosat`	0.6.3	py39h27cfd23_0	pkgs/main
`pycparser`	2.20	py_2	pkgs/main
`pyeditdistance`	1.0.1	pypi_0	pypi
`pygments`	2.18.0	pyhd8ed1ab_0	conda-forge
`pyjwt`	2.10.0	pyhff2d567_0	conda-forge
`pynndescent`	0.5.13	pyhff2d567_0	conda-forge
`pyopenssl`	20.0.1	pypi_0	pypi
`pyparsing`	3.2.0	pyhd8ed1ab_1	conda-forge
`pypdf`	5.1.0	pyha770c72_0	conda-forge
`pyqt`	5.15.9	py39h52134e7_5	conda-forge
`pyqt5-sip`	12.12.2	py39h3d6467e_5	conda-forge
`pysam`	0.22.0	py39h68d8fd3_1	tiledb
`pysocks`	1.7.1	py39h06a4308_0	pkgs/main
`pytables`	3.9.2	py39hd89fbf8_3	conda-forge
`python`	3.9.20	h13acc7a_1_cpython	conda-forge
`python-dateutil`	2.9.0.post0	pyhff2d567_0	conda-forge
`python-fastjsonschema`	2.20.0	pyhd8ed1ab_0	conda-forge
`python-flatbuffers`	24.3.25	pyh59ac667_0	conda-forge
`python-json-logger`	2.0.7	pyhd8ed1ab_0	conda-forge
`python_abi`	3.9	5_cp39	conda-forge
`pytorch`	1.13.1	cpu_py39h14c4022_1	conda-forge
`pytz`	2024.2	pyhd8ed1ab_0	conda-forge
`pyu2f`	0.1.5	pyhd8ed1ab_0	conda-forge
`pywavelets`	1.6.0	py39hd92a3bb_0	conda-forge
`pyyaml`	6.0.2	py39h8cd3c5a_1	conda-forge
`pyzmq`	26.2.0	py39h4e4fb57_3	conda-forge
`qhull`	2020.2	h434a139_5	conda-forge
`qt-main`	5.15.8	hc47bfe8_16	conda-forge
`rdma-core`	28.9	h59595ed_1	conda-forge
`re2`	2023.03.02	h8c504da_0	conda-forge
`readline`	8.2	h8228510_1	conda-forge
`referencing`	0.35.1	pyhd8ed1ab_0	conda-forge
`reproc`	14.2.4.post0	hd590300_1	conda-forge
`reproc-cpp`	14.2.4.post0	h59595ed_1	conda-forge
`requests`	2.25.1	pypi_0	pypi
`requests-oauthlib`	2.0.0	pyhd8ed1ab_0	conda-forge
`requires`	0.10.5	pypi_0	pypi
`rfc3339-validator`	0.1.4	pyhd8ed1ab_0	conda-forge
`rfc3986-validator`	0.1.1	pyh9f0ad1d_0	conda-forge
`rhash`	1.4.5	hb9d3cd8_0	conda-forge
`rpds-py`	0.21.0	py39he612d8f_0	conda-forge
`rsa`	4.7.2	pyh44b312d_0	conda-forge
`ruamel_yaml`	0.15.100	py39h27cfd23_0	pkgs/main
`s2n`	1.3.49	h06160fa_0	conda-forge
`s3fs`	2024.10.0	pyhd8ed1ab_0	conda-forge
`s3transfer`	0.10.4	pyhd8ed1ab_0	conda-forge
`scanpy`	1.10.3	pyhd8ed1ab_0	conda-forge
`scikit-image`	0.19.3	py39h4661b88_2	conda-forge
`scikit-learn`	1.5.2	py39h4b7350c_1	conda-forge
`scipy`	1.13.1	py39haf93ffa_0	conda-forge
`seaborn`	0.13.2	hd8ed1ab_2	conda-forge
`seaborn-base`	0.13.2	pyhd8ed1ab_2	conda-forge
`send2trash`	1.8.3	pyh0d859eb_0	conda-forge
`session-info`	1.0.0	pyhd8ed1ab_0	conda-forge
`setuptools`	52.0.0	py39h06a4308_0	pkgs/main
`shapely`	2.0.6	py39hca88cd1_2	conda-forge
`simdjson`	3.10.1	h84d6215_0	conda-forge
`simpleitk`	2.3.1	py39h3d6467e_1	conda-forge
`sip`	6.7.12	py39h3d6467e_0	conda-forge
`six`	1.16.0	pyhd3eb1b0_0	pkgs/main
`sleef`	3.7	h1b44611_2	conda-forge
`smart-open`	7.0.5	pypi_0	pypi
`snappy`	1.1.10	hdb0a2a9_1	conda-forge
`sniffio`	1.3.1	pyhd8ed1ab_0	conda-forge
`snowflake-connector-python`	3.12.2	py39h3b40f6f_1	conda-forge
`somacore`	1.0.20	pyh4471522_0	tiledb
`sortedcontainers`	2.4.0	pyhd8ed1ab_0	conda-forge
`soupsieve`	2.5	pyhd8ed1ab_1	conda-forge
`sparse`	0.15.4	pypi_0	pypi
`spdlog`	1.11.0	h9b3ece8_1	conda-forge
`sqlite`	3.46.1	h9eae976_0	conda-forge
`stack_data`	0.6.2	pyhd8ed1ab_0	conda-forge
`statsmodels`	0.14.4	py39hf3d9206_0	conda-forge
`stdlib-list`	0.11.0	pyhd8ed1ab_0	conda-forge
`tbb`	2021.13.0	h84d6215_0	conda-forge
`tblib`	1.7.0	pypi_0	pypi
`tdbudf`	0.0.1	pypi_0	pypi
`tensorboard`	2.12.3	pyhd8ed1ab_0	conda-forge
`tensorboard-data-server`	0.7.0	py39h7170ec2_2	conda-forge
`tensorflow`	2.12.1	cpu_py39h4655687_1	conda-forge
`tensorflow-base`	2.12.1	cpu_py39hbec7f27_1	conda-forge
`tensorflow-datasets`	4.8.3	pyhd8ed1ab_0	conda-forge
`tensorflow-estimator`	2.12.1	cpu_py39hd56b5fd_1	conda-forge
`tensorflow-metadata`	1.13.1	pyhd8ed1ab_0	conda-forge
`termcolor`	2.5.0	pyhd8ed1ab_0	conda-forge
`terminado`	0.18.1	pyh0d859eb_0	conda-forge
`threadloop`	1.0.2	pypi_0	pypi
`threadpoolctl`	3.5.0	pyhc1e730c_0	conda-forge
`thrift`	0.21.0	pypi_0	pypi
`tifffile`	2024.8.30	pypi_0	pypi
`tiledb`	2.26.2	hde83565_0	tiledb/label/for-cloud
`tiledb-bioimg`	0.3.3	pypi_0	pypi
`tiledb-cloud`	0.12.31	pypi_0	pypi
`tiledb-ml`	0.9.6	pypi_0	pypi
`tiledb-py`	0.32.2	py39h067de0a_0	conda-forge
`tiledbsoma-py`	1.15.0rc1	py39ha4d1bf2_0	tiledb/label/rc
`tiledbvcf-py`	0.35.0	py39hb8eef30_0	tiledb
`tinycss2`	1.4.0	pyhd8ed1ab_0	conda-forge
`tk`	8.6.13	noxft_h4845f30_101	conda-forge
`toml`	0.10.2	pyhd8ed1ab_0	conda-forge
`tomli`	2.1.0	pyhff2d567_0	conda-forge
`tomlkit`	0.13.2	pyha770c72_0	conda-forge
`toolz`	1.0.0	pyhd8ed1ab_0	conda-forge
`torchdata`	0.5.1	pyh2db4395_0	conda-forge
`torchvision`	0.14.1	cpu_py39h39206e8_1	conda-forge
`tornado`	6.4.1	py39h8cd3c5a_1	conda-forge
`tqdm`	4.61.2	pyhd3eb1b0_1	pkgs/main
`traitlets`	5.14.3	pyhd8ed1ab_0	conda-forge
`types-python-dateutil`	2.9.0.20241003	pyhff2d567_0	conda-forge
`typing-extensions`	4.12.2	pypi_0	pypi
`typing_utils`	0.1.0	pyhd8ed1ab_0	conda-forge
`tzdata`	2021a	h52ac0ba_0	pkgs/main
`ucx`	1.14.1	h64cca9d_5	conda-forge
`umap-learn`	0.5.7	py39hf3d152e_0	conda-forge
`unicodedata2`	15.1.0	py39h8cd3c5a_1	conda-forge
`uri-template`	1.3.0	pyhd8ed1ab_0	conda-forge
`urllib3`	1.26.6	pyhd3eb1b0_1	pkgs/main
`wcwidth`	0.2.13	pyhd8ed1ab_0	conda-forge
`webcolors`	24.8.0	pyhd8ed1ab_0	conda-forge
`webencodings`	0.5.1	pyhd8ed1ab_2	conda-forge
`websocket-client`	1.8.0	pyhd8ed1ab_0	conda-forge
`werkzeug`	3.1.3	pyhff2d567_0	conda-forge
`wheel`	0.36.2	pyhd3eb1b0_0	pkgs/main
`widgetsnbextension`	4.0.13	pyhd8ed1ab_0	conda-forge
`wrapt`	1.16.0	py39h8cd3c5a_1	conda-forge
`xarray`	2024.3.0	pyhd8ed1ab_0	conda-forge
`xcb-util`	0.4.0	hd590300_1	conda-forge
`xcb-util-image`	0.4.0	h8ee46fc_1	conda-forge
`xcb-util-keysyms`	0.4.0	h8ee46fc_1	conda-forge
`xcb-util-renderutil`	0.3.9	hd590300_1	conda-forge
`xcb-util-wm`	0.4.1	h8ee46fc_1	conda-forge
`xkeyboard-config`	2.42	h4ab18f5_0	conda-forge
`xorg-kbproto`	1.0.7	hb9d3cd8_1003	conda-forge
`xorg-libice`	1.1.1	hb9d3cd8_1	conda-forge
`xorg-libsm`	1.2.4	he73a12e_1	conda-forge
`xorg-libx11`	1.8.9	h8ee46fc_0	conda-forge
`xorg-libxau`	1.0.11	hb9d3cd8_1	conda-forge
`xorg-libxdmcp`	1.1.5	hb9d3cd8_0	conda-forge
`xorg-libxext`	1.3.4	h0b41bf4_2	conda-forge
`xorg-libxrender`	0.9.11	hd590300_0	conda-forge
`xorg-renderproto`	0.11.1	hb9d3cd8_1003	conda-forge
`xorg-xextproto`	7.3.0	hb9d3cd8_1004	conda-forge
`xorg-xf86vidmodeproto`	2.3.1	hb9d3cd8_1005	conda-forge
`xorg-xproto`	7.0.31	hb9d3cd8_1008	conda-forge
`xtyping`	0.8.2	pypi_0	pypi
`xz`	5.2.6	h166bdaf_0	conda-forge
`yaml`	0.2.5	h7b6447c_0	pkgs/main
`yaml-cpp`	0.7.0	h59595ed_3	conda-forge
`yarl`	1.17.2	py39h8cd3c5a_0	conda-forge
`zarr`	2.18.2	pypi_0	pypi
`zeromq`	4.3.5	h3b0a872_7	conda-forge
`zict`	3.0.0	pypi_0	pypi
`zipp`	3.21.0	pyhd8ed1ab_0	conda-forge
`zlib`	1.3.1	h4ab18f5_1	conda-forge
`zlib-ng`	2.2.2	h5888daf_0	conda-forge
`zstd`	1.5.6	ha6fb4c9_0	conda-forge

Dependencies

Package	Version	Build	Channel
`_libgcc_mutex`	0.1	conda_forge	conda-forge
`_openmp_mutex`	4.5	2_kmp_llvm	conda-forge
`absl-py`	1.4.0	pyhd8ed1ab_0	conda-forge
`aiobotocore`	2.15.2	pyhd8ed1ab_0	conda-forge
`aiohappyeyeballs`	2.4.3	pyhd8ed1ab_0	conda-forge
`aiohttp`	3.11.6	py39h9399b63_0	conda-forge
`aioitertools`	0.12.0	pyhd8ed1ab_0	conda-forge
`aiosignal`	1.3.1	pyhd8ed1ab_0	conda-forge
`alsa-lib`	1.2.13	hb9d3cd8_0	conda-forge
`anndata`	0.10.9	pyhd8ed1ab_0	conda-forge
`annotated-types`	0.7.0	pyhd8ed1ab_0	conda-forge
`anyio`	4.6.2.post1	pyhd8ed1ab_0	conda-forge
`array-api-compat`	1.9.1	pyhd8ed1ab_0	conda-forge
`asn1crypto`	1.5.1	pyhd8ed1ab_0	conda-forge
`astunparse`	1.6.3	pyhd8ed1ab_2	conda-forge
`async-timeout`	4.0.3	pyhd8ed1ab_0	conda-forge
`attr`	2.5.1	h166bdaf_1	conda-forge
`attrs`	24.2.0	pyh71513ae_0	conda-forge
`aws-c-auth`	0.7.3	h28f7589_1	conda-forge
`aws-c-cal`	0.6.1	hc309b26_1	conda-forge
`aws-c-common`	0.9.0	hd590300_0	conda-forge
`aws-c-compression`	0.2.17	h4d4d85c_2	conda-forge
`aws-c-event-stream`	0.3.1	h2e3709c_4	conda-forge
`aws-c-http`	0.7.11	h00aa349_4	conda-forge
`aws-c-io`	0.13.32	he9a53bd_1	conda-forge
`aws-c-mqtt`	0.9.3	hb447be9_1	conda-forge
`aws-c-s3`	0.3.14	hf3aad02_1	conda-forge
`aws-c-sdkutils`	0.1.12	h4d4d85c_1	conda-forge
`aws-checksums`	0.1.17	h4d4d85c_1	conda-forge
`aws-crt-cpp`	0.21.0	hb942446_5	conda-forge
`aws-sdk-cpp`	1.10.57	h85b1a90_19	conda-forge
`awscli`	1.35.2	py39hf3d152e_0	conda-forge
`bcftools`	1.20	h8b25389_1	bioconda
`beautifulsoup4`	4.12.3	pyha770c72_0	conda-forge
`bedtools`	2.31.1	hf5e1c6e_2	bioconda
`blas`	2.125	openblas	conda-forge
`blas-devel`	3.9.0	25_linux64_openblas	conda-forge
`blinker`	1.9.0	pyhff2d567_0	conda-forge
`blosc`	1.21.5	h0f2a231_0	conda-forge
`boto3`	1.35.36	pyhd8ed1ab_0	conda-forge
`botocore`	1.35.36	pyge38_1234567_0	conda-forge
`brotli`	1.0.9	h166bdaf_9	conda-forge
`brotli-bin`	1.0.9	h166bdaf_9	conda-forge
`brotlipy`	0.7.0	py39h27cfd23_1003	pkgs/main
`bzip2`	1.0.8	h4bc722e_7	conda-forge
`c-ares`	1.33.1	heb4867d_0	conda-forge
`c-blosc2`	2.15.1	hc57e6cf_0	conda-forge
`ca-certificates`	2024.8.30	hbcca054_0	conda-forge
`cached-property`	1.5.2	hd8ed1ab_1	conda-forge
`cached_property`	1.5.2	pyha770c72_1	conda-forge
`cachetools`	5.5.0	pyhd8ed1ab_0	conda-forge
`cairo`	1.18.0	h3faef2a_0	conda-forge
`cellxgene-census`	1.15.0	pyh4471522_2	tiledb
`certifi`	2024.8.30	pyhd8ed1ab_0	conda-forge
`cffi`	1.17.1	py39h15c3d72_0	conda-forge
`chardet`	5.2.0	py39hf3d152e_2	conda-forge
`charset-normalizer`	3.4.0	pyhd8ed1ab_0	conda-forge
`click`	8.1.7	unix_pyh707e725_0	conda-forge
`cloudpickle`	2.2.1	pyhd8ed1ab_0	conda-forge
`cmake`	3.30.3	hf9cb763_0	conda-forge
`colorama`	0.4.6	pyhd8ed1ab_0	conda-forge
`conda`	4.10.3	py39hf3d152e_4	conda-forge
`conda-package-handling`	1.7.3	py39h27cfd23_1	pkgs/main
`contourpy`	1.3.0	py39h74842e3_2	conda-forge
`cpp-expected`	1.1.0	hf52228f_0	conda-forge
`cpython`	3.9.20	py39hd8ed1ab_1	conda-forge
`cryptography`	42.0.8	py39h8169da8_0	conda-forge
`cycler`	0.12.1	pyhd8ed1ab_0	conda-forge
`cytoolz`	1.0.0	py39h8cd3c5a_1	conda-forge
`dask-core`	2024.8.0	pyhd8ed1ab_0	conda-forge
`dataclasses`	0.8	pyhc8e2a94_3	conda-forge
`dataclasses-json`	0.6.7	pyhd8ed1ab_0	conda-forge
`dbus`	1.13.6	h5008d03_3	conda-forge
`deprecated`	1.2.15	pypi_0	pypi
`dill`	0.3.9	pyhd8ed1ab_0	conda-forge
`distro`	1.9.0	pyhd8ed1ab_0	conda-forge
`dm-tree`	0.1.8	py39h45438f2_0	conda-forge
`docutils`	0.16	py39hf3d152e_5	conda-forge
`efficientnet-pytorch`	0.7.1	pyhd8ed1ab_1	conda-forge
`eigen`	3.2	3	bioconda
`etils`	1.5.1	pyhd8ed1ab_1	conda-forge
`exceptiongroup`	1.2.2	pyhd8ed1ab_0	conda-forge
`expat`	2.6.4	h5888daf_0	conda-forge
`faiss`	1.8.0	py39h1df3c28_1_cpu	conda-forge
`faiss-cpu`	1.8.0	h718b53a_1	conda-forge
`fftw`	3.3.10	nompi_hf1063bd_110	conda-forge
`filelock`	3.16.1	pyhd8ed1ab_0	conda-forge
`flatbuffers`	23.5.26	h59595ed_1	conda-forge
`fmt`	9.1.0	h924138e_0	conda-forge
`font-ttf-dejavu-sans-mono`	2.37	hab24e00_0	conda-forge
`font-ttf-inconsolata`	3.000	h77eed37_0	conda-forge
`font-ttf-source-code-pro`	2.038	h77eed37_0	conda-forge
`font-ttf-ubuntu`	0.83	h77eed37_3	conda-forge
`fontconfig`	2.15.0	h7e30c49_1	conda-forge
`fonts-conda-ecosystem`	1	0	conda-forge
`fonts-conda-forge`	1	0	conda-forge
`fonttools`	4.55.0	py39h9399b63_0	conda-forge
`freetype`	2.12.1	h267a509_2	conda-forge
`frozenlist`	1.5.0	py39h8cd3c5a_0	conda-forge
`fsspec`	2024.10.0	pyhff2d567_0	conda-forge
`gast`	0.4.0	pyh9f0ad1d_0	conda-forge
`geos`	3.13.0	h5888daf_0	conda-forge
`get-annotations`	0.1.2	pyhd8ed1ab_0	conda-forge
`gettext`	0.22.5	he02047a_3	conda-forge
`gettext-tools`	0.22.5	he02047a_3	conda-forge
`gflags`	2.2.2	h5888daf_1005	conda-forge
`giflib`	5.2.2	hd590300_0	conda-forge
`git-lfs`	3.6.0	h647637d_0	conda-forge
`glib`	2.82.2	h44428e9_0	conda-forge
`glib-tools`	2.82.2	h4833e2c_0	conda-forge
`glog`	0.6.0	h6f12383_0	conda-forge
`gmp`	6.3.0	hac33072_2	conda-forge
`gmpy2`	2.1.5	py39h7196dd7_2	conda-forge
`google-auth`	2.36.0	pyhff2d567_0	conda-forge
`google-auth-oauthlib`	1.0.0	pyhd8ed1ab_1	conda-forge
`google-pasta`	0.2.0	pyhd8ed1ab_1	conda-forge
`googleapis-common-protos`	1.66.0	pyhff2d567_0	conda-forge
`graphite2`	1.3.13	h59595ed_1003	conda-forge
`greenlet`	3.1.1	py39hf88036b_0	conda-forge
`grpcio`	1.54.3	py39h227be39_0	conda-forge
`gsl`	2.7	he838d99_0	conda-forge
`gst-plugins-base`	1.22.9	hfa15dee_1	conda-forge
`gstreamer`	1.22.9	h98fc4e7_1	conda-forge
`h11`	0.14.0	pyhd8ed1ab_0	conda-forge
`h2`	4.1.0	pyhd8ed1ab_0	conda-forge
`h5py`	3.12.1	nompi_py39h30a5a8d_102	conda-forge
`harfbuzz`	8.5.0	hfac3d4d_0	conda-forge
`hdf5`	1.14.3	nompi_hdf9ad27_105	conda-forge
`hnswlib`	0.7.0	py39hf59e57a_5	conda-forge
`hpack`	4.0.0	pyh9f0ad1d_0	conda-forge
`htslib`	1.20	h18253b1_2	tiledb
`httpcore`	1.0.7	pyh29332c3_1	conda-forge
`httpx`	0.27.2	pyhd8ed1ab_0	conda-forge
`huggingface_hub`	0.26.2	pyh0610db2_0	conda-forge
`hyperframe`	6.0.1	pyhd8ed1ab_0	conda-forge
`icu`	73.2	h59595ed_0	conda-forge
`idna`	2.10	pyhd3eb1b0_0	pkgs/main
`imagecodecs-lite`	2019.12.3	py39hd92a3bb_8	conda-forge
`imageio`	2.36.0	pyh12aca89_1	conda-forge
`importlib-metadata`	8.5.0	pyha770c72_0	conda-forge
`importlib-resources`	6.4.5	pyhd8ed1ab_0	conda-forge
`importlib_metadata`	8.5.0	hd8ed1ab_0	conda-forge
`importlib_resources`	6.4.5	pyhd8ed1ab_0	conda-forge
`isal`	1.7.1	pypi_0	pypi
`jaeger-client`	4.8.0	pypi_0	pypi
`jax`	0.4.27	pyhd8ed1ab_0	conda-forge
`jaxlib`	0.4.23	py39h6a678d5_1	pkgs/main
`jinja2`	3.1.4	pyhd8ed1ab_0	conda-forge
`jmespath`	1.0.1	pyhd8ed1ab_0	conda-forge
`joblib`	1.4.2	pyhd8ed1ab_0	conda-forge
`jsonpatch`	1.33	pyhd8ed1ab_0	conda-forge
`jsonpointer`	3.0.0	py39hf3d152e_1	conda-forge
`keras`	2.15.0	pyhd8ed1ab_0	conda-forge
`keras-applications`	1.0.8	py_1	conda-forge
`keras-preprocessing`	1.1.2	pyhd8ed1ab_0	conda-forge
`keyutils`	1.6.1	h166bdaf_0	conda-forge
`kiwisolver`	1.4.7	py39h74842e3_0	conda-forge
`krb5`	1.21.3	h659f571_0	conda-forge
`lame`	3.100	h166bdaf_1003	conda-forge
`langchain`	0.1.20	pyhd8ed1ab_0	conda-forge
`langchain-community`	0.0.38	pyhd8ed1ab_0	conda-forge
`langchain-core`	0.1.52	pyhd8ed1ab_0	conda-forge
`langchain-openai`	0.0.8	pyhd8ed1ab_0	conda-forge
`langchain-text-splitters`	0.0.2	pyhd8ed1ab_0	conda-forge
`langsmith`	0.1.144	pyhd8ed1ab_0	conda-forge
`lcms2`	2.16	hb7c19ff_0	conda-forge
`ld_impl_linux-64`	2.43	h712a8e2_1	conda-forge
`legacy-api-wrap`	1.4	pyhd8ed1ab_1	conda-forge
`lerc`	4.0.0	h27087fc_0	conda-forge
`libabseil`	20230125.3	cxx17_h59595ed_0	conda-forge
`libaec`	1.1.3	h59595ed_0	conda-forge
`libarchive`	3.6.2	h039dbb9_1	conda-forge
`libarrow`	12.0.1	hb87d912_8_cpu	conda-forge
`libasprintf`	0.22.5	he8f35ee_3	conda-forge
`libasprintf-devel`	0.22.5	he8f35ee_3	conda-forge
`libblas`	3.9.0	25_linux64_openblas	conda-forge
`libbrotlicommon`	1.0.9	h166bdaf_9	conda-forge
`libbrotlidec`	1.0.9	h166bdaf_9	conda-forge
`libbrotlienc`	1.0.9	h166bdaf_9	conda-forge
`libcap`	2.69	h0f662aa_0	conda-forge
`libcblas`	3.9.0	25_linux64_openblas	conda-forge
`libclang`	15.0.7	default_h127d8a8_5	conda-forge
`libclang13`	15.0.7	default_h5d6823c_5	conda-forge
`libcrc32c`	1.1.2	h9c3ff4c_0	conda-forge
`libcups`	2.3.3	h4637d8d_4	conda-forge
`libcurl`	8.9.1	hdb1bdb2_0	conda-forge
`libdeflate`	1.19	hd590300_0	conda-forge
`libedit`	3.1.20191231	he28a2e2_2	conda-forge
`libev`	4.33	hd590300_2	conda-forge
`libevent`	2.1.12	hf998b51_1	conda-forge
`libexpat`	2.6.4	h5888daf_0	conda-forge
`libfaiss`	1.8.0	h0ce047f_1_cpu	conda-forge
`libffi`	3.4.2	h7f98852_5	conda-forge
`libflac`	1.4.3	h59595ed_0	conda-forge
`libgcc`	14.2.0	h77fa898_1	conda-forge
`libgcc-ng`	14.2.0	h69a702a_1	conda-forge
`libgcrypt`	1.11.0	h4ab18f5_1	conda-forge
`libgettextpo`	0.22.5	he02047a_3	conda-forge
`libgettextpo-devel`	0.22.5	he02047a_3	conda-forge
`libgfortran`	14.2.0	h69a702a_1	conda-forge
`libgfortran-ng`	14.2.0	h69a702a_1	conda-forge
`libgfortran5`	14.2.0	hd5240d6_1	conda-forge
`libglib`	2.82.2	h2ff4ddf_0	conda-forge
`libgomp`	14.2.0	h77fa898_1	conda-forge
`libgoogle-cloud`	2.12.0	hac9eb74_1	conda-forge
`libgpg-error`	1.51	hbd13f7d_1	conda-forge
`libgrpc`	1.54.3	hb20ce57_0	conda-forge
`libhwloc`	2.11.1	default_hecaa2ac_1000	conda-forge
`libiconv`	1.17	hd590300_2	conda-forge
`libitk`	5.4.0	h5de25d7_3	conda-forge
`libjpeg-turbo`	3.0.0	hd590300_1	conda-forge
`liblapack`	3.9.0	25_linux64_openblas	conda-forge
`liblapacke`	3.9.0	25_linux64_openblas	conda-forge
`libllvm14`	14.0.6	hcd5def8_4	conda-forge
`libllvm15`	15.0.7	hb3ce162_4	conda-forge
`libmamba`	1.1.0	hde2b089_3	conda-forge
`libmambapy`	1.1.0	py39hf0aba66_3	conda-forge
`libnghttp2`	1.58.0	h47da74e_1	conda-forge
`libnsl`	2.0.1	hd590300_0	conda-forge
`libnuma`	2.0.18	h4ab18f5_2	conda-forge
`libogg`	1.3.5	h4ab18f5_0	conda-forge
`libopenblas`	0.3.28	pthreads_h94d23a6_1	conda-forge
`libopus`	1.3.1	h7f98852_1	conda-forge
`libpng`	1.6.44	hadc24fc_0	conda-forge
`libpq`	16.6	h2d7952a_0	conda-forge
`libprotobuf`	3.21.12	hfc55251_2	conda-forge
`libsentencepiece`	0.1.99	h180e1df_0	conda-forge
`libsndfile`	1.2.2	hc60ed4a_1	conda-forge
`libsolv`	0.7.30	h3509ff9_0	conda-forge
`libsqlite`	3.46.1	hadc24fc_0	conda-forge
`libssh2`	1.11.0	h0841786_0	conda-forge
`libstdcxx`	14.2.0	hc0a3c3a_1	conda-forge
`libstdcxx-ng`	14.2.0	h4852527_1	conda-forge
`libsystemd0`	256.7	h2774228_1	conda-forge
`libthrift`	0.18.1	h8fd135c_2	conda-forge
`libtiff`	4.6.0	ha9c0a0a_2	conda-forge
`libtiledbsoma`	1.15.0rc1	hd1a9fd6_0	tiledb/label/rc
`libtiledbvcf`	0.35.0	h53fe7cb_0	tiledb
`libutf8proc`	2.8.0	h166bdaf_0	conda-forge
`libuuid`	2.38.1	h0b41bf4_0	conda-forge
`libuv`	1.49.2	hb9d3cd8_0	conda-forge
`libvorbis`	1.3.7	h9c3ff4c_0	conda-forge
`libwebp-base`	1.4.0	hd590300_0	conda-forge
`libxcb`	1.15	h0b41bf4_0	conda-forge
`libxcrypt`	4.4.36	hd590300_1	conda-forge
`libxkbcommon`	1.7.0	h662e7e4_0	conda-forge
`libxml2`	2.12.7	h4c95cb1_3	conda-forge
`libzlib`	1.3.1	h4ab18f5_1	conda-forge
`llvm-openmp`	19.1.4	h024ca30_0	conda-forge
`llvmlite`	0.43.0	py39hf8b6b1a_1	conda-forge
`locket`	1.0.0	pyhd8ed1ab_0	conda-forge
`lz4-c`	1.9.4	hcb278e6_0	conda-forge
`lzo`	2.10	hd590300_1001	conda-forge
`mamba`	1.1.0	py39hc5d2bb1_3	conda-forge
`markdown`	3.6	pyhd8ed1ab_0	conda-forge
`markupsafe`	3.0.2	py39h9399b63_0	conda-forge
`marshmallow`	3.23.1	pyhd8ed1ab_0	conda-forge
`matplotlib`	3.9.1	py39hf3d152e_1	conda-forge
`matplotlib-base`	3.9.1	py39h0565ad7_2	conda-forge
`mkl`	2022.2.1	h6508926_16999	conda-forge
`ml_dtypes`	0.2.0	py39hddac248_2	conda-forge
`mpc`	1.3.1	h24ddda3_1	conda-forge
`mpfr`	4.2.1	h90cbb55_3	conda-forge
`mpg123`	1.32.9	hc50e24c_0	conda-forge
`mpmath`	1.3.0	pyhd8ed1ab_0	conda-forge
`multidict`	6.1.0	py39h9399b63_1	conda-forge
`munkres`	1.0.7	py_1	bioconda
`mypy_extensions`	1.0.0	pyha770c72_0	conda-forge
`mysql-common`	8.0.33	hf1915f5_6	conda-forge
`mysql-libs`	8.0.33	hca2cd23_6	conda-forge
`natsort`	8.4.0	pyhd8ed1ab_0	conda-forge
`ncurses`	6.5	he02047a_1	conda-forge
`networkx`	3.2.1	pyhd8ed1ab_0	conda-forge
`nlohmann_json`	3.11.3	he02047a_1	conda-forge
`nltk`	3.9.1	pyhd8ed1ab_0	conda-forge
`nomkl`	3.0	0	pkgs/main
`nspr`	4.36	h5888daf_0	conda-forge
`nss`	3.105	hd34e28f_0	conda-forge
`numba`	0.60.0	py39h0320e7d_0	conda-forge
`numexpr`	2.10.1	py39h0a7e20a_103	conda-forge
`numpy`	1.25.0	py39h6183b62_0	conda-forge
`oauthlib`	3.2.2	pyhd8ed1ab_0	conda-forge
`openai`	1.14.3	pyhd8ed1ab_0	conda-forge
`openblas`	0.3.28	pthreads_h6ec200e_1	conda-forge
`openjpeg`	2.5.2	h488ebb8_0	conda-forge
`openssl`	3.4.0	hb9d3cd8_0	conda-forge
`opentelemetry-api`	1.28.2	pypi_0	pypi
`opentelemetry-sdk`	1.28.2	pypi_0	pypi
`opentelemetry-semantic-conventions`	0.49b2	pypi_0	pypi
`opentracing`	2.4.0	pypi_0	pypi
`opt-einsum`	3.4.0	hd8ed1ab_0	conda-forge
`opt_einsum`	3.4.0	pyhd8ed1ab_0	conda-forge
`orc`	1.9.0	h2f23424_1	conda-forge
`orjson`	3.10.11	py39he612d8f_1	conda-forge
`orjsonl`	1.0.0	pypi_0	pypi
`packaging`	23.2	pyhd8ed1ab_0	conda-forge
`pandas`	2.2.2	py39hfc16268_1	conda-forge
`partd`	1.4.2	pyhd8ed1ab_0	conda-forge
`patsy`	1.0.1	pyhff2d567_0	conda-forge
`pcre2`	10.44	hba22ea6_2	conda-forge
`perl`	5.32.1	7_hd590300_perl5	conda-forge
`pillow`	10.3.0	py39h90c7501_0	conda-forge
`pip`	21.1.3	py39h06a4308_0	pkgs/main
`pixman`	0.43.2	h59595ed_0	conda-forge
`platformdirs`	4.3.6	pyhd8ed1ab_0	conda-forge
`ply`	3.11	pyhd8ed1ab_2	conda-forge
`portalocker`	3.0.0	py39hf3d152e_0	conda-forge
`promise`	2.3	py39hf3d152e_9	conda-forge
`propcache`	0.2.0	py39h8cd3c5a_2	conda-forge
`protobuf`	4.21.12	py39h227be39_0	conda-forge
`psutil`	6.1.0	py39h8cd3c5a_0	conda-forge
`pthread-stubs`	0.4	hb9d3cd8_1002	conda-forge
`pulseaudio-client`	16.1	hb77b528_5	conda-forge
`py-cpuinfo`	9.0.0	pyhd8ed1ab_0	conda-forge
`pyarrow`	12.0.1	py39hfbd5978_8_cpu	conda-forge
`pyarrow-hotfix`	0.6	pyhd8ed1ab_0	conda-forge
`pyasn1`	0.6.1	pyhd8ed1ab_1	conda-forge
`pyasn1-modules`	0.4.1	pyhd8ed1ab_0	conda-forge
`pybedtools`	0.10.0	py39hdf45acc_2	bioconda
`pybind11-abi`	4	hd8ed1ab_3	conda-forge
`pycosat`	0.6.3	py39h27cfd23_0	pkgs/main
`pycparser`	2.20	py_2	pkgs/main
`pydantic`	2.10.0	pyh10f6f8f_0	conda-forge
`pydantic-core`	2.27.0	py39he612d8f_0	conda-forge
`pyjwt`	2.10.0	pyhff2d567_0	conda-forge
`pymupdf`	1.24.14	pypi_0	pypi
`pynndescent`	0.5.13	pyhff2d567_0	conda-forge
`pyopenssl`	20.0.1	pypi_0	pypi
`pyparsing`	3.2.0	pyhd8ed1ab_1	conda-forge
`pypdf`	3.17.4	pyhd8ed1ab_0	conda-forge
`pyqt`	5.15.9	py39h52134e7_5	conda-forge
`pyqt5-sip`	12.12.2	py39h3d6467e_5	conda-forge
`pysam`	0.22.0	py39h68d8fd3_1	tiledb
`pysocks`	1.7.1	py39h06a4308_0	pkgs/main
`pytables`	3.9.2	py39hd89fbf8_3	conda-forge
`python`	3.9.20	h13acc7a_1_cpython	conda-forge
`python-dateutil`	2.9.0.post0	pyhff2d567_0	conda-forge
`python-flatbuffers`	24.3.25	pyh59ac667_0	conda-forge
`python-tzdata`	2024.2	pyhd8ed1ab_0	conda-forge
`python_abi`	3.9	5_cp39	conda-forge
`pytorch`	2.0.0	cpu_mkl_py39h9f63279_101	conda-forge
`pytz`	2024.2	pyhd8ed1ab_0	conda-forge
`pyu2f`	0.1.5	pyhd8ed1ab_0	conda-forge
`pywavelets`	1.6.0	py39hd92a3bb_0	conda-forge
`pyyaml`	6.0.2	py39h8cd3c5a_1	conda-forge
`qhull`	2020.2	h434a139_5	conda-forge
`qt-main`	5.15.8	h5810be5_19	conda-forge
`rdma-core`	28.9	h59595ed_1	conda-forge
`re2`	2023.03.02	h8c504da_0	conda-forge
`readline`	8.2	h8228510_1	conda-forge
`regex`	2024.11.6	py39h8cd3c5a_0	conda-forge
`reproc`	14.2.4.post0	hd590300_1	conda-forge
`reproc-cpp`	14.2.4.post0	h59595ed_1	conda-forge
`requests`	2.25.1	pypi_0	pypi
`requests-oauthlib`	2.0.0	pyhd8ed1ab_0	conda-forge
`requests-toolbelt`	1.0.0	pyhd8ed1ab_0	conda-forge
`rhash`	1.4.5	hb9d3cd8_0	conda-forge
`rsa`	4.7.2	pyh44b312d_0	conda-forge
`ruamel_yaml`	0.15.100	py39h27cfd23_0	pkgs/main
`s2n`	1.3.49	h06160fa_0	conda-forge
`s3fs`	2024.10.0	pyhd8ed1ab_0	conda-forge
`s3transfer`	0.10.4	pyhd8ed1ab_0	conda-forge
`sacremoses`	0.0.53	pyhd8ed1ab_0	conda-forge
`safetensors`	0.4.5	pypi_0	pypi
`scanpy`	1.10.3	pyhd8ed1ab_0	conda-forge
`scikit-image`	0.19.3	py39h4661b88_2	conda-forge
`scikit-learn`	1.5.2	py39h4b7350c_1	conda-forge
`scipy`	1.13.1	py39haf93ffa_0	conda-forge
`seaborn`	0.13.2	hd8ed1ab_2	conda-forge
`seaborn-base`	0.13.2	pyhd8ed1ab_2	conda-forge
`sentence-transformers`	2.7.0	pyhd8ed1ab_0	conda-forge
`sentencepiece`	0.1.99	hf3d152e_0	conda-forge
`sentencepiece-python`	0.1.99	py39h82b6bb0_0	conda-forge
`sentencepiece-spm`	0.1.99	h180e1df_0	conda-forge
`session-info`	1.0.0	pyhd8ed1ab_0	conda-forge
`setuptools`	52.0.0	py39h06a4308_0	pkgs/main
`shapely`	2.0.6	py39hca88cd1_2	conda-forge
`simdjson`	3.10.1	h84d6215_0	conda-forge
`simpleitk`	2.4.0	py39hcd839a5_1	conda-forge
`sip`	6.7.12	py39h3d6467e_0	conda-forge
`six`	1.16.0	pyhd3eb1b0_0	pkgs/main
`sleef`	3.7	h1b44611_2	conda-forge
`smart-open`	7.0.5	pypi_0	pypi
`snappy`	1.1.10	hdb0a2a9_1	conda-forge
`sniffio`	1.3.1	pyhd8ed1ab_0	conda-forge
`snowflake-connector-python`	3.12.2	py39h3b40f6f_1	conda-forge
`somacore`	1.0.20	pyh4471522_0	tiledb
`sortedcontainers`	2.4.0	pyhd8ed1ab_0	conda-forge
`soupsieve`	2.5	pyhd8ed1ab_1	conda-forge
`sparse`	0.15.4	pypi_0	pypi
`spdlog`	1.11.0	h9b3ece8_1	conda-forge
`sqlalchemy`	2.0.36	py39h8cd3c5a_0	conda-forge
`sqlite`	3.46.1	h9eae976_0	conda-forge
`statsmodels`	0.14.4	py39hf3d9206_0	conda-forge
`stdlib-list`	0.11.0	pyhd8ed1ab_0	conda-forge
`sympy`	1.13.3	pyh2585a3b_104	conda-forge
`tbb`	2021.13.0	h84d6215_0	conda-forge
`tblib`	1.7.0	pypi_0	pypi
`tdbudf`	0.0.1	pypi_0	pypi
`tenacity`	8.5.0	pyhd8ed1ab_0	conda-forge
`tensorboard`	2.15.2	pyhd8ed1ab_0	conda-forge
`tensorboard-data-server`	0.7.0	py39h7170ec2_2	conda-forge
`tensorflow`	2.15.0	cpu_py39h433cda9_0	conda-forge
`tensorflow-base`	2.15.0	cpu_py39h65ed569_0	conda-forge
`tensorflow-datasets`	4.8.3	pyhd8ed1ab_0	conda-forge
`tensorflow-estimator`	2.15.0	cpu_py39hd56b5fd_0	conda-forge
`tensorflow-metadata`	1.13.1	pyhd8ed1ab_0	conda-forge
`termcolor`	2.5.0	pyhd8ed1ab_0	conda-forge
`threadloop`	1.0.2	pypi_0	pypi
`threadpoolctl`	3.5.0	pyhc1e730c_0	conda-forge
`thrift`	0.21.0	pypi_0	pypi
`tifffile`	2020.6.3	py_0	conda-forge
`tiktoken`	0.5.2	py39h1e49f91_0	conda-forge
`tiledb`	2.26.2	hde83565_0	tiledb/label/for-cloud
`tiledb-cloud`	0.12.31	pypi_0	pypi
`tiledb-ml`	0.9.6	pypi_0	pypi
`tiledb-py`	0.32.2	py39h067de0a_0	conda-forge
`tiledb-vector-search`	0.10.0	py39h70ae80f_0	tiledb
`tiledbsoma-py`	1.15.0rc1	py39ha4d1bf2_0	tiledb/label/rc
`tiledbvcf-py`	0.35.0	py39hb8eef30_0	tiledb
`tk`	8.6.13	noxft_h4845f30_101	conda-forge
`tokenizers`	0.20.3	py39he41eae5_0	conda-forge
`toml`	0.10.2	pyhd8ed1ab_0	conda-forge
`tomli`	2.1.0	pyhff2d567_0	conda-forge
`tomlkit`	0.13.2	pyha770c72_0	conda-forge
`toolz`	1.0.0	pyhd8ed1ab_0	conda-forge
`torchdata`	0.6.1	py39h19087ae_0	conda-forge
`torchvision`	0.15.2	cpu_py39h7f5b5c8_4	conda-forge
`tornado`	6.4.1	py39h8cd3c5a_1	conda-forge
`tqdm`	4.61.2	pyhd3eb1b0_1	pkgs/main
`transformers`	4.46.3	pypi_0	pypi
`typing-extensions`	4.12.2	hd8ed1ab_0	conda-forge
`typing_extensions`	4.12.2	pyha770c72_0	conda-forge
`typing_inspect`	0.9.0	pyhd8ed1ab_0	conda-forge
`tzdata`	2021a	h52ac0ba_0	pkgs/main
`ucx`	1.14.1	h64cca9d_5	conda-forge
`umap-learn`	0.5.7	py39hf3d152e_0	conda-forge
`unicodedata2`	15.1.0	py39h8cd3c5a_1	conda-forge
`urllib3`	1.26.6	pyhd3eb1b0_1	pkgs/main
`werkzeug`	3.1.3	pyhff2d567_0	conda-forge
`wheel`	0.36.2	pyhd3eb1b0_0	pkgs/main
`wrapt`	1.14.1	py39hb9d737c_1	conda-forge
`xarray`	2024.3.0	pyhd8ed1ab_0	conda-forge
`xcb-util`	0.4.0	hd590300_1	conda-forge
`xcb-util-image`	0.4.0	h8ee46fc_1	conda-forge
`xcb-util-keysyms`	0.4.0	h8ee46fc_1	conda-forge
`xcb-util-renderutil`	0.3.9	hd590300_1	conda-forge
`xcb-util-wm`	0.4.1	h8ee46fc_1	conda-forge
`xkeyboard-config`	2.42	h4ab18f5_0	conda-forge
`xopen`	2.0.2	pypi_0	pypi
`xorg-kbproto`	1.0.7	hb9d3cd8_1003	conda-forge
`xorg-libice`	1.1.1	hb9d3cd8_1	conda-forge
`xorg-libsm`	1.2.4	he73a12e_1	conda-forge
`xorg-libx11`	1.8.9	h8ee46fc_0	conda-forge
`xorg-libxau`	1.0.11	hb9d3cd8_1	conda-forge
`xorg-libxdmcp`	1.1.5	hb9d3cd8_0	conda-forge
`xorg-libxext`	1.3.4	h0b41bf4_2	conda-forge
`xorg-libxrender`	0.9.11	hd590300_0	conda-forge
`xorg-renderproto`	0.11.1	hb9d3cd8_1003	conda-forge
`xorg-xextproto`	7.3.0	hb9d3cd8_1004	conda-forge
`xorg-xf86vidmodeproto`	2.3.1	hb9d3cd8_1005	conda-forge
`xorg-xproto`	7.0.31	hb9d3cd8_1008	conda-forge
`xz`	5.2.6	h166bdaf_0	conda-forge
`yaml`	0.2.5	h7b6447c_0	pkgs/main
`yaml-cpp`	0.7.0	h59595ed_3	conda-forge
`yarl`	1.17.2	py39h8cd3c5a_0	conda-forge
`zipp`	3.21.0	pyhd8ed1ab_0	conda-forge
`zlib`	1.3.1	h4ab18f5_1	conda-forge
`zlib-ng`	0.5.1	pypi_0	pypi
`zstd`	1.5.6	ha6fb4c9_0	conda-forge

R version 4.4.2 (2024-10-31)

Dependencies

`Package`	Version
`cellxgene.census`	1.16.1
`tiledb`	0.30.1
`tiledbcloud`	0.0.11
`tiledbinotify`	0.0.4
`tiledbsoma`	1.14.2
`tiledbudf`	0.0.3
`abind`	1.4-8
`alabaster.base`	1.6.0
`alabaster.matrix`	1.6.0
`alabaster.ranges`	1.6.0
`alabaster.sce`	1.6.0
`alabaster.schemas`	1.6.0
`alabaster.se`	1.6.0
`anndata`	0.7.5.6
`annotate`	1.84.0
`AnnotationDbi`	1.68.0
`AnnotationFilter`	1.30.0
`AnnotationHub`	3.14.0
`ape`	5.8
`aplot`	0.2.3
`arrow`	17.0.0.1
`askpass`	1.2.1
`assertthat`	0.2.1
`assorthead`	1.0.0
`aws.s3`	0.3.21
`aws.signature`	0.6.0
`babelgene`	22.9
`backports`	1.5.0
`base64enc`	0.1-3
`basilisk`	1.18.0
`basilisk.utils`	1.18.0
`batchelor`	1.22.0
`bbmle`	1.0.25.1
`bdsmatrix`	1.3-7
`beachmat`	2.22.0
`beeswarm`	0.4.0
`BH`	1.84.0-0
`Biobase`	2.66.0
`BiocFileCache`	2.14.0
`BiocGenerics`	0.52.0
`BiocIO`	1.16.0
`BiocManager`	1.30.25
`BiocNeighbors`	2.0.0
`BiocParallel`	1.40.0
`BiocSingular`	1.22.0
`BiocVersion`	3.20.0
`Biostrings`	2.74.0
`bit`	4.5.0
`bit64`	4.5.2
`bitops`	1.0-9
`blob`	1.2.4
`bluster`	1.16.0
`boot`	1.3-31
`bslib`	0.8.0
`bspm`	0.5.7
`cachem`	1.1.0
`Cairo`	1.6-2
`callr`	3.7.6
`caTools`	1.18.3
`celda`	1.22.0
`celldex`	1.16.0
`checkmate`	2.3.2
`circlize`	0.4.16
`class`	7.3-22
`cli`	3.6.3
`clue`	0.3-66
`cluster`	2.1.6
`codetools`	0.2-20
`colorspace`	2.1-1
`colourpicker`	1.3.0
`combinat`	0.0-8
`commonmark`	1.9.2
`ComplexHeatmap`	2.22.0
`cowplot`	1.1.3
`cpp11`	0.5.0
`crayon`	1.5.3
`crosstalk`	1.2.1
`curl`	6.0.1
`cvTools`	0.3.3
`data.table`	1.16.2
`DBI`	1.2.3
`dbplyr`	2.5.0
`dbscan`	1.2-0
`DelayedArray`	0.32.0
`DelayedMatrixStats`	1.28.0
`deldir`	2.0-4
`densEstBayes`	1.0-2.2
`DEoptimR`	1.1-3
`desc`	1.4.3
`DESeq2`	1.46.0
`digest`	0.6.37
`dir.expiry`	1.14.0
`distr`	2.9.5
`distributional`	0.5.0
`docopt`	0.7.1
`doParallel`	1.0.17
`dotCall64`	1.2
`dplyr`	1.1.4
`dqrng`	0.4.1
`DropletUtils`	1.26.0
`DT`	0.33
`edgeR`	4.4.0
`eds`	1.8.0
`enrichR`	3.2
`ensembldb`	2.30.0
`evaluate`	1.0.1
`ExperimentHub`	2.14.0
`fansi`	1.0.6
`farver`	2.1.2
`fastDummies`	1.7.4
`fastICA`	1.2-5.1
`fastmap`	1.2.0
`fastmatch`	1.1-4
`fields`	16.3
`filelock`	1.0.3
`fitdistrplus`	1.2-1
`FNN`	1.1.4.1
`fontawesome`	0.5.3
`foreach`	1.5.2
`foreign`	0.8-87
`formatR`	1.14
`Formula`	1.2-5
`fs`	1.6.5
`futile.logger`	1.4.3
`futile.options`	1.0.1
`future`	1.34.0
`future.apply`	1.11.3
`genefilter`	1.88.0
`generics`	0.1.3
`GenomeInfoDb`	1.42.0
`GenomeInfoDbData`	1.2.13
`GenomicAlignments`	1.42.0
`GenomicFeatures`	1.58.0
`GenomicRanges`	1.58.0
`GetoptLong`	1.0.5
`ggbeeswarm`	0.7.2
`ggfun`	0.1.7
`ggplot2`	3.5.1
`ggplotify`	0.1.2
`ggrastr`	1.0.2
`ggrepel`	0.9.6
`ggridges`	0.5.6
`ggtree`	3.14.0
`GlobalOptions`	0.1.2
`globals`	0.16.3
`glue`	1.8.0
`goftest`	1.2-3
`gplots`	3.2.0
`graph`	1.84.0
`gridExtra`	2.3
`gridGraphics`	0.5-1
`GSEABase`	1.68.0
`GSVA`	2.0.0
`GSVAdata`	1.42.0
`gtable`	0.3.6
`gtools`	3.9.5
`gypsum`	1.2.0
`HDF5Array`	1.34.0
`here`	1.0.1
`hgu95a.db`	3.13.0
`highr`	0.11
`Hmisc`	5.2-0
`hms`	1.1.3
`htmlTable`	2.4.3
`htmltools`	0.5.8.1
`htmlwidgets`	1.6.4
`httpuv`	1.6.15
`httr`	1.4.7
`httr2`	1.0.6
`ica`	1.0-3
`igraph`	2.1.1
`inline`	0.3.20
`IRanges`	2.40.0
`irlba`	2.3.5.1
`isoband`	0.2.7
`iterators`	1.0.14
`jquerylib`	0.1.4
`jsonlite`	1.8.9
`jsonvalidate`	1.3.2
`KEGGREST`	1.46.0
`KernSmooth`	2.23-24
`knitr`	1.49
`labeling`	0.4.3
`lambda.r`	1.2.4
`later`	1.3.2
`lattice`	0.22-6
`lazyeval`	0.2.2
`leiden`	0.4.3.1
`lifecycle`	1.0.4
`limma`	3.62.1
`listenv`	0.9.1
`littler`	0.3.19
`lmtest`	0.9-40
`locfit`	1.5-9.10
`loo`	2.8.0
`M3Drop`	1.32.0
`magick`	2.8.5
`magrittr`	2.0.3
`maps`	3.4.2.1
`MASS`	7.3-61
`MAST`	1.32.0
`mathjaxr`	1.6-0
`Matrix`	1.7-1
`MatrixGenerics`	1.18.0
`MatrixModels`	0.5-3
`matrixStats`	1.4.1
`mclust`	6.1.1
`MCMCprecision`	0.4.0
`memoise`	2.0.1
`metap`	1.11
`metapod`	1.14.0
`mgcv`	1.9-1
`mime`	0.12
`miniUI`	0.1.1.1
`mmap`	0.6-22
`mnormt`	2.1.1
`msigdbr`	7.5.1
`multcomp`	1.4-26
`multtest`	2.62.0
`munsell`	0.5.1
`mutoss`	0.1-13
`mvtnorm`	1.3-2
`nanoarrow`	0.6.0
`nanotime`	0.3.10
`nlme`	3.1-166
`nnet`	7.3-19
`numDeriv`	2016.8-1.1
`openssl`	2.2.2
`org.Hs.eg.db`	3.20.0
`parallelly`	1.39.0
`patchwork`	1.3.0
`pbapply`	1.7-2
`pheatmap`	1.0.12
`pillar`	1.9.0
`pkgbuild`	1.4.5
`pkgconfig`	2.0.3
`plogr`	0.2.0
`plotly`	4.10.4
`plotrix`	3.8-4
`plyr`	1.8.9
`png`	0.1-8
`polyclip`	1.10-7
`posterior`	1.6.0
`prettyunits`	1.2.0
`pROC`	1.18.5
`processx`	3.8.4
`progress`	1.2.3
`progressr`	0.15.0
`promises`	1.3.0
`ProtGenerics`	1.38.0
`proxyC`	0.4.1
`ps`	1.8.1
`purrr`	1.0.2
`qqconf`	1.3.2
`quantreg`	5.99
`QuickJSR`	1.4.0
`R.methodsS3`	1.8.2
`R.oo`	1.27.0
`R.utils`	2.12.3
`R6`	2.5.1
`ragg`	1.3.3
`RANN`	2.6.2
`rappdirs`	0.3.3
`rbibutils`	2.3
`RColorBrewer`	1.1-3
`Rcpp`	1.0.13-1
`RcppAnnoy`	0.0.22
`RcppArmadillo`	14.2.0-1
`RcppCCTZ`	0.2.12
`RcppDate`	0.0.4
`RcppEigen`	0.3.4.0.2
`RcppHNSW`	0.6.0
`RcppInt64`	0.0.5
`RcppML`	0.3.7
`RcppParallel`	5.1.9
`RcppProgress`	0.4.2
`RcppRoll`	0.3.1
`RcppSpdlog`	0.0.19
`RcppTOML`	0.2.2
`RCurl`	1.98-1.16
`Rdpack`	2.6.2
`reldist`	1.7-2
`remotes`	2.5.0
`reshape2`	1.4.4
`ResidualMatrix`	1.16.0
`restfulr`	0.0.15
`reticulate`	1.40.0
`rhdf5`	2.50.0
`rhdf5filters`	1.18.0
`Rhdf5lib`	1.28.0
`Rhtslib`	3.2.0
`rjson`	0.2.23
`rlang`	1.1.4
`rmarkdown`	2.29
`robustbase`	0.99-4-1
`ROCR`	1.0-11
`rpart`	4.1.23
`rprojroot`	2.0.4
`Rsamtools`	2.22.0
`RSpectra`	0.16-2
`RSQLite`	2.3.8
`rstan`	2.32.6
`rstantools`	2.4.0
`rstudioapi`	0.17.1
`rsvd`	1.0.5
`rtracklayer`	1.66.0
`Rtsne`	0.17
`ruv`	0.9.7.1
`S4Arrays`	1.6.0
`S4Vectors`	0.44.0
`sandwich`	3.1-1
`sass`	0.4.9
`ScaledMatrix`	1.14.0
`scales`	1.3.0
`scater`	1.34.0
`scattermore`	1.2
`scDblFinder`	1.20.0
`scds`	1.22.0
`scMerge`	1.22.0
`scran`	1.34.0
`scRNAseq`	2.20.0
`sctransform`	0.4.1
`scuttle`	1.16.0
`Seurat`	5.1.0
`SeuratObject`	5.0.2
`sfsmisc`	1.1-20
`shape`	1.4.6.1
`shiny`	1.9.1
`shinyalert`	3.1.0
`shinycssloaders`	1.1.0
`shinyjs`	2.1.0
`Signac`	1.14.0
`SingleCellExperiment`	1.28.0
`singleCellTK`	2.16.0
`SingleR`	2.8.0
`sitmo`	2.0.2
`sn`	2.1.1
`snow`	0.4-4
`softImpute`	1.4-1
`SoupX`	1.6.2
`sourcetools`	0.1.7-1
`sp`	2.1-4
`spam`	2.11-0
`SparseArray`	1.6.0
`SparseM`	1.84-2
`sparseMatrixStats`	1.18.0
`spatial`	7.3-17
`SpatialExperiment`	1.16.0
`spatstat.data`	3.1-4
`spatstat.explore`	3.3-3
`spatstat.geom`	3.3-4
`spatstat.random`	3.3-2
`spatstat.sparse`	3.1-0
`spatstat.univar`	3.1-1
`spatstat.utils`	3.1-1
`spdl`	0.0.5
`StanHeaders`	2.32.10
`startupmsg`	0.9.7
`statmod`	1.5.0
`stringi`	1.8.4
`stringr`	1.5.1
`SummarizedExperiment`	1.36.0
`survival`	3.7-0
`sva`	3.54.0
`sys`	3.4.3
`systemfonts`	1.1.0
`tensor`	1.5
`tensorA`	0.36.2.1
`TENxPBMCData`	1.24.0
`textshaping`	0.4.0
`TFisher`	0.2.0
`TH.data`	1.1-2
`tibble`	3.2.1
`tidyr`	1.3.1
`tidyselect`	1.2.1
`tidytree`	0.4.6
`tinytex`	0.54
`TrajectoryUtils`	1.14.0
`treeio`	1.30.0
`triebeard`	0.4.1
`TSCAN`	1.44.0
`tximport`	1.34.0
`UCSC.utils`	1.2.0
`urltools`	1.7.3
`utf8`	1.2.4
`uuid`	1.2-1
`uwot`	0.2.2
`V8`	6.0.0
`VAM`	1.1.0
`vctrs`	0.6.5
`vipor`	0.4.7
`viridis`	0.6.5
`viridisLite`	0.4.2
`withr`	3.0.2
`WriteXLS`	6.7.0
`xfun`	0.49
`xgboost`	1.7.8.1
`XML`	3.99-0.17
`xml2`	1.3.6
`xtable`	1.8-4
`XVector`	0.46.0
`yaml`	2.3.10
`yulab.utils`	0.1.8
`zellkonverter`	1.16.0
`zinbwave`	1.28.0
`zlibbioc`	1.52.0
`zoo`	1.8-12
`base`	4.4.2
`compiler`	4.4.2
`datasets`	4.4.2
`graphics`	4.4.2
`grDevices`	4.4.2
`grid`	4.4.2
`methods`	4.4.2
`parallel`	4.4.2
`splines`	4.4.2
`stats`	4.4.2
`stats4`	4.4.2
`tcltk`	4.4.2
`tools`	4.4.2
`utils`	4.4.2