Skip to content

sulfate angle parameters are incorrectly identifiedΒ #125

@therealchrisneale

Description

@therealchrisneale

Describe the bug
When attempting to parameterize a sulfate smiles of "[O-]S(=O)(=O)[O-]", the resulting topology does not assign all angles to 109.5 degrees.

To Reproduce

import openmm
from openff.toolkit import ForceField, Molecule, unit
from openff.interchange import Interchange
from openff.interchange.components._packmol import RHOMBIC_DODECAHEDRON, pack_box

ligand = Molecule.from_smiles("[O-]S(=O)(=O)[O-]")

topology = pack_box(
    molecules=[ligand],
    number_of_copies=[1],
    box_vectors=3.5 * RHOMBIC_DODECAHEDRON * unit.nanometer,
)
topology.n_molecules, topology.box_vectors, topology.get_positions().shape

sage = ForceField("openff-2.2.1.offxml")

interchange: Interchange = Interchange.from_smirnoff(force_field=sage, topology=topology)
interchange.topology.n_atoms, interchange.box, interchange.positions.shape

integrator = openmm.LangevinIntegrator(
    300 * openmm.unit.kelvin,
    1 / openmm.unit.picosecond,
    1 * openmm.unit.femtoseconds,
)
simulation = interchange.to_openmm_simulation(integrator=integrator)

print("\n### angles")
bonded = [f for f in simulation.system.getForces() if isinstance(f, openmm.openmm.HarmonicAngleForce)][0]
for i in range(bonded.getNumAngles()):
    print(bonded.getAngleParameters(i))

Output

### angles
[0, 1, 2, Quantity(value=1.8712080163342617, unit=radian), Quantity(value=1000.8227065747888, unit=kilojoule/(mole*radian**2))]
[0, 1, 3, Quantity(value=1.8712080163342617, unit=radian), Quantity(value=1000.8227065747888, unit=kilojoule/(mole*radian**2))]
[0, 1, 4, Quantity(value=1.8712080163342617, unit=radian), Quantity(value=1000.8227065747888, unit=kilojoule/(mole*radian**2))]
[2, 1, 3, Quantity(value=2.1025946571403775, unit=radian), Quantity(value=789.2336085207944, unit=kilojoule/(mole*radian**2))]
[2, 1, 4, Quantity(value=1.8712080163342617, unit=radian), Quantity(value=1000.8227065747888, unit=kilojoule/(mole*radian**2))]
[3, 1, 4, Quantity(value=1.8712080163342617, unit=radian), Quantity(value=1000.8227065747888, unit=kilojoule/(mole*radian**2))]

Computing environment (please complete the following information):
mac M1

$ conda list
# packages in environment at ...:
#
# Name                    Version                   Build  Channel
adjusttext                1.3.0              pyhd8ed1ab_0    conda-forge
adwaita-icon-theme        47.0                     unix_0    conda-forge
ambertools                23.6            nompi_py312hb5b0a05_103    conda-forge
amberutils                21.0                     pypi_0    pypi
annotated-types           0.7.0              pyhd8ed1ab_1    conda-forge
anyio                     4.8.0              pyhd8ed1ab_0    conda-forge
appnope                   0.1.4              pyhd8ed1ab_1    conda-forge
argon2-cffi               23.1.0             pyhd8ed1ab_1    conda-forge
argon2-cffi-bindings      21.2.0          py312hb553811_5    conda-forge
arpack                    3.9.1           nompi_hdfe9103_102    conda-forge
arrow                     1.3.0              pyhd8ed1ab_1    conda-forge
asttokens                 3.0.0              pyhd8ed1ab_1    conda-forge
astunparse                1.6.3                      py_0  
async-lru                 2.0.4              pyhd8ed1ab_1    conda-forge
atk-1.0                   2.36.0               hb642b71_0  
attrs                     25.2.0             pyh71513ae_0    conda-forge
babel                     2.17.0             pyhd8ed1ab_0    conda-forge
beautifulsoup4            4.13.3             pyha770c72_0    conda-forge
biopython                 1.85            py312h01d7ebd_1    conda-forge
bleach                    6.2.0              pyh29332c3_4    conda-forge
bleach-with-css           6.2.0                h82add2a_4    conda-forge
blosc                     1.21.5               hafa3907_1    conda-forge
boost-cpp                 1.84.0               h07eb623_3    conda-forge
brotli                    1.1.0                h00291cd_2    conda-forge
brotli-bin                1.1.0                h00291cd_2    conda-forge
brotli-python             1.1.0           py312h5861a67_2    conda-forge
bson                      0.5.10             pyhd8ed1ab_0    conda-forge
bzip2                     1.0.8                hfdf4475_7    conda-forge
c-ares                    1.34.4               hf13058a_0    conda-forge
c-blosc2                  2.14.4               h0ae8482_1    conda-forge
ca-certificates           2025.2.25            hecd8cb5_0  
cached-property           1.5.2                hd8ed1ab_1    conda-forge
cached_property           1.5.2              pyha770c72_1    conda-forge
cachetools                5.5.2              pyhd8ed1ab_0    conda-forge
cairo                     1.18.0               h99e66fa_0    conda-forge
certifi                   2025.1.31       py312hecd8cb5_0  
cffi                      1.17.1          py312hf857d28_0    conda-forge
cftime                    1.6.4           py312h3a11e2b_1    conda-forge
chardet                   5.2.0              pyhd8ed1ab_3    conda-forge
charset-normalizer        3.4.1              pyhd8ed1ab_0    conda-forge
cinnabar                  0.4.1              pyhd8ed1ab_2    conda-forge
click                     8.1.8              pyh707e725_0    conda-forge
colorama                  0.4.6              pyhd8ed1ab_1    conda-forge
comm                      0.2.2              pyhd8ed1ab_1    conda-forge
contourpy                 1.3.1           py312hc47a885_0    conda-forge
cycler                    0.12.1             pyhd8ed1ab_1    conda-forge
cyrus-sasl                2.1.27               hf9bab2b_7    conda-forge
debugpy                   1.8.13          py312haafddd8_0    conda-forge
decorator                 5.2.1              pyhd8ed1ab_0    conda-forge
defusedxml                0.7.1              pyhd8ed1ab_0    conda-forge
dill                      0.3.9              pyhd8ed1ab_1    conda-forge
double-conversion         3.1.5                haf313ee_1  
edgembar                  0.2                      pypi_0    pypi
epoxy                     1.5.10               h5eb16cf_1    conda-forge
exceptiongroup            1.2.2              pyhd8ed1ab_1    conda-forge
executing                 2.1.0              pyhd8ed1ab_1    conda-forge
expat                     2.6.4                h6d0c2b6_0  
fftw                      3.3.10          nompi_h292e606_110    conda-forge
filelock                  3.17.0             pyhd8ed1ab_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               h5bb23bf_0    conda-forge
fonts-conda-ecosystem     1                             0    conda-forge
fonts-conda-forge         1                             0    conda-forge
fonttools                 4.56.0          py312h3520af0_0    conda-forge
fqdn                      1.5.1              pyhd8ed1ab_1    conda-forge
freetype                  2.13.3               h02243ff_0  
freetype-py               2.3.0              pyhd8ed1ab_0    conda-forge
fribidi                   1.0.10               hbcb3906_0    conda-forge
gdk-pixbuf                2.42.10              h688160f_2  
gettext                   0.21.0               h4e8c18a_2  
giflib                    5.2.2                h46256e1_0  
glib                      2.78.4               hcec6c5f_0  
glib-tools                2.78.4               hcec6c5f_0  
gobject-introspection     1.78.1          py312hf6ed2c1_1  
graphite2                 1.3.14               he9d5cce_1  
graphviz                  12.2.1               h5d95408_0  
greenlet                  3.1.1           py312haafddd8_1    conda-forge
griddataformats           1.0.2              pyhd8ed1ab_1    conda-forge
gsd                       3.4.2           py312h01d7ebd_0    conda-forge
gtk3                      3.24.21              h8878e13_7  
gts                       0.7.6                h53e17e3_4    conda-forge
gufe                      1.2.0              pyhd8ed1ab_1    conda-forge
h11                       0.14.0             pyhd8ed1ab_1    conda-forge
h2                        4.2.0              pyhd8ed1ab_0    conda-forge
h5py                      3.13.0          nompi_py312hea5ca7c_100    conda-forge
harfbuzz                  10.2.0               h5b8c2d6_0  
hdf4                      4.2.15               h7aa5921_5    conda-forge
hdf5                      1.14.3          nompi_h687a608_105    conda-forge
hicolor-icon-theme        0.17                 h694c41f_2    conda-forge
hpack                     4.1.0              pyhd8ed1ab_0    conda-forge
httpcore                  1.0.7              pyh29332c3_1    conda-forge
httpx                     0.28.1             pyhd8ed1ab_0    conda-forge
hyperframe                6.1.0              pyhd8ed1ab_0    conda-forge
icu                       73.2                 hf5e326d_0    conda-forge
idna                      3.10               pyhd8ed1ab_1    conda-forge
importlib-metadata        8.6.1              pyha770c72_0    conda-forge
importlib_resources       6.5.2              pyhd8ed1ab_0    conda-forge
iniconfig                 2.0.0              pyhd8ed1ab_1    conda-forge
ipykernel                 6.29.5             pyh57ce528_0    conda-forge
ipython                   9.0.2              pyhfb0248b_0    conda-forge
ipython_pygments_lexers   1.1.1              pyhd8ed1ab_0    conda-forge
ipywidgets                8.1.5              pyhd8ed1ab_1    conda-forge
isoduration               20.11.0            pyhd8ed1ab_1    conda-forge
jax                       0.4.35          py312hecd8cb5_0  
jaxlib                    0.4.35          cpu_py312hdd39599_2  
jedi                      0.19.2             pyhd8ed1ab_1    conda-forge
jinja2                    3.1.6              pyhd8ed1ab_0    conda-forge
joblib                    1.4.2              pyhd8ed1ab_1    conda-forge
jpeg                      9e                   h46256e1_3  
json5                     0.10.0             pyhd8ed1ab_1    conda-forge
jsoncpp                   1.9.4                ha357a0b_3  
jsonpointer               3.0.0           py312hb401068_1    conda-forge
jsonschema                4.23.0             pyhd8ed1ab_1    conda-forge
jsonschema-specifications 2024.10.1          pyhd8ed1ab_1    conda-forge
jsonschema-with-format-nongpl 4.23.0               hd8ed1ab_1    conda-forge
jupyter-lsp               2.2.5              pyhd8ed1ab_1    conda-forge
jupyter_client            8.6.3              pyhd8ed1ab_1    conda-forge
jupyter_core              5.7.2              pyh31011fe_1    conda-forge
jupyter_events            0.12.0             pyh29332c3_0    conda-forge
jupyter_server            2.15.0             pyhd8ed1ab_0    conda-forge
jupyter_server_terminals  0.5.3              pyhd8ed1ab_1    conda-forge
jupyterlab                4.3.5              pyhd8ed1ab_0    conda-forge
jupyterlab_pygments       0.3.0              pyhd8ed1ab_2    conda-forge
jupyterlab_server         2.27.3             pyhd8ed1ab_1    conda-forge
jupyterlab_widgets        3.0.13             pyhd8ed1ab_1    conda-forge
kartograf                 1.1.0              pyhd8ed1ab_1    conda-forge
khronos-opencl-icd-loader 2024.10.24           h6e16a3a_1    conda-forge
kiwisolver                1.4.8           py312h9275861_0    conda-forge
krb5                      1.21.3               h37d8d59_0    conda-forge
lcms2                     2.16                 h31d93a5_1  
lerc                      4.0.0                hb486fe8_0    conda-forge
libabseil                 20240116.2      cxx17_h548131f_0  
libaec                    1.1.3                h73e2aa4_0    conda-forge
libblas                   3.9.0           31_h7f60823_openblas    conda-forge
libboost                  1.84.0               h739af76_3    conda-forge
libboost-devel            1.84.0               h2b186f8_3    conda-forge
libboost-headers          1.84.0               h694c41f_3    conda-forge
libboost-python           1.84.0          py312hdf63323_7    conda-forge
libbrotlicommon           1.1.0                h00291cd_2    conda-forge
libbrotlidec              1.1.0                h00291cd_2    conda-forge
libbrotlienc              1.1.0                h00291cd_2    conda-forge
libcblas                  3.9.0           31_hff6cab4_openblas    conda-forge
libcurl                   8.8.0                hf9fcc65_1    conda-forge
libcxx                    19.1.7               hf95d169_0    conda-forge
libdeflate                1.22                 h46256e1_0  
libedit                   3.1.20250104    pl5321ha958ccf_0    conda-forge
libev                     4.33                 h10d778d_2    conda-forge
libexpat                  2.6.4                h240833e_0    conda-forge
libffi                    3.4.6                h281671d_0    conda-forge
libgd                     2.3.3                hfbc75c6_4  
libgfortran               5.0.0           13_2_0_h97931a8_3    conda-forge
libgfortran5              13.2.0               h2873a65_3    conda-forge
libglib                   2.78.4               h19e1a8f_0  
libgrpc                   1.62.2               h384b2fc_0    conda-forge
libiconv                  1.18                 h4b5e92a_1    conda-forge
libidn2                   2.3.4                h6c40b1e_0  
libintl                   0.23.1               h27064b9_0    conda-forge
libjpeg-turbo             2.0.0                hca72f7f_0  
liblapack                 3.9.0           31_h236ab99_openblas    conda-forge
libllvm15                 15.0.7               h1357083_4  
liblzma                   5.6.4                hd471939_0    conda-forge
libnetcdf                 4.9.2           nompi_h7334405_114    conda-forge
libnghttp2                1.58.0               h64cf6d3_1    conda-forge
libntlm                   1.8                  h6e16a3a_0    conda-forge
libopenblas               0.3.29          openmp_hbf64a52_0    conda-forge
libpng                    1.6.39               h6c40b1e_0  
libpq                     17.0                 h38cae2e_0    conda-forge
libprotobuf               4.25.3               h34eed0b_0  
librdkit                  2024.03.6            h9a5be36_0    conda-forge
libre2-11                 2024.02.01           h5e9a74d_0  
librsvg                   2.56.3               ha9ee93f_1  
libsodium                 1.0.20               hfdf4475_0    conda-forge
libsqlite                 3.46.0               h1b8f9f3_0    conda-forge
libssh2                   1.11.1               h3a17b82_0  
libtiff                   4.7.0                h2dfa3ea_0  
libtool                   2.4.7                h6d0c2b6_0  
libunistring              0.9.10               h9ed2024_0  
libwebp                   1.3.2                hc927772_1  
libwebp-base              1.3.2                h46256e1_1  
libxcb                    1.17.0               hf1f96e2_0    conda-forge
libxml2                   2.13.7               h6070cd6_0  
libxslt                   1.1.39               h03b04e6_0    conda-forge
libzip                    1.10.1               hc158999_3    conda-forge
libzlib                   1.2.13               h87427d6_6    conda-forge
llvm-openmp               19.1.7               ha54dae1_0    conda-forge
llvmlite                  0.44.0          py312hfa5e528_1  
lomap2                    3.2.1              pyhd8ed1ab_2    conda-forge
lxml                      5.2.2           py312h1aa9a54_0    conda-forge
lz4-c                     1.9.4                hcec6c5f_1  
markupsafe                3.0.2           py312h3520af0_1    conda-forge
matplotlib-base           3.10.1          py312h535dea3_0    conda-forge
matplotlib-inline         0.1.7              pyhd8ed1ab_1    conda-forge
mda-xdrlib                0.2.0              pyhd8ed1ab_1    conda-forge
mdanalysis                2.9.0           py312hec45ffd_0    conda-forge
mdtraj                    1.10.0          py312h00f8f5a_0    conda-forge
mistune                   3.1.2              pyhd8ed1ab_0    conda-forge
ml_dtypes                 0.5.1           py312hec45ffd_0    conda-forge
mmpbsa-py                 16.0                     pypi_0    pypi
mmtf-python               1.1.3              pyhd8ed1ab_0    conda-forge
mpiplus                   v0.0.2             pyhd8ed1ab_0    conda-forge
mrcfile                   1.5.4              pyhd8ed1ab_0    conda-forge
msgpack-python            1.1.0           py312hc5c4d5f_0    conda-forge
munkres                   1.1.4              pyh9f0ad1d_0    conda-forge
narwhals                  1.30.0             pyhd8ed1ab_0    conda-forge
nbclient                  0.10.2             pyhd8ed1ab_0    conda-forge
nbconvert-core            7.16.6             pyh29332c3_0    conda-forge
nbformat                  5.10.4             pyhd8ed1ab_1    conda-forge
ncurses                   6.5                  h0622a9a_3    conda-forge
nest-asyncio              1.6.0              pyhd8ed1ab_1    conda-forge
netcdf-fortran            4.6.1           nompi_h4680a16_108    conda-forge
netcdf4                   1.6.5           nompi_py312hb3bfefa_102    conda-forge
networkx                  3.4.2              pyh267e887_2    conda-forge
nglview                   3.1.4              pyh620948e_0    conda-forge
ninja                     1.12.1               hecd8cb5_0  
ninja-base                1.12.1               h1962661_0  
notebook                  7.3.2              pyhd8ed1ab_0    conda-forge
notebook-shim             0.2.4              pyhd8ed1ab_1    conda-forge
nspr                      4.35                 hcec6c5f_0  
nss                       3.89.1               hcec6c5f_0  
numba                     0.61.0          py312hfa89a5f_1    conda-forge
numexpr                   2.10.2          py312ha51eba0_0    conda-forge
numpy                     1.26.4          py312he3a82b2_0    conda-forge
ocl_icd_wrapper_apple     1.0.0                hbcb3906_0    conda-forge
opencl-headers            2024.10.24           h240833e_0    conda-forge
openfe                    1.3.0              pyhd8ed1ab_0    conda-forge
openfe-analysis           0.3.1              pyhd8ed1ab_0    conda-forge
openff-amber-ff-ports     0.0.4              pyhca7485f_0    conda-forge
openff-forcefields        2024.09.0          pyhff2d567_0    conda-forge
openff-interchange        0.4.2              pyhd8ed1ab_2    conda-forge
openff-interchange-base   0.4.2              pyhd8ed1ab_2    conda-forge
openff-models             0.1.2              pyhca7485f_0    conda-forge
openff-toolkit            0.16.8             pyhd8ed1ab_2    conda-forge
openff-toolkit-base       0.16.8             pyhd8ed1ab_2    conda-forge
openff-units              0.2.2              pyhd8ed1ab_1    conda-forge
openff-utilities          0.1.15             pyhd8ed1ab_0    conda-forge
openjpeg                  2.5.2                h2d09ccc_1  
openldap                  2.6.9                hd8a590d_0    conda-forge
openmm                    8.1.2           py312h40894ff_3_khronos    conda-forge
openmmforcefields         0.14.2             pyhd8ed1ab_0    conda-forge
openmmtools               0.24.1             pyhd8ed1ab_0    conda-forge
openssl                   3.4.1                hc426f3f_0    conda-forge
opt_einsum                3.4.0              pyhd8ed1ab_1    conda-forge
overrides                 7.7.0              pyhd8ed1ab_1    conda-forge
packaging                 24.2               pyhd8ed1ab_2    conda-forge
packmol-memgen            2024.2.9                 pypi_0    pypi
pandas                    2.2.3           py312h98e817e_1    conda-forge
pandocfilters             1.5.0              pyhd8ed1ab_0    conda-forge
panedr                    0.8.0              pyhd8ed1ab_1    conda-forge
pango                     1.50.7               h986b0af_1  
parmed                    4.3.0           py312h9a1398e_1    conda-forge
parso                     0.8.4              pyhd8ed1ab_1    conda-forge
patsy                     1.0.1              pyhd8ed1ab_1    conda-forge
pcre2                     10.42                h9b97e30_1  
pdb4amber                 22.0                     pypi_0    pypi
pdbfixer                  1.9                pyh1a96a4e_0    conda-forge
perl                      5.32.1          7_h10d778d_perl5    conda-forge
pexpect                   4.9.0              pyhd8ed1ab_1    conda-forge
pickleshare               0.7.5           pyhd8ed1ab_1004    conda-forge
pillow                    11.1.0          py312h935ef2f_1  
pint                      0.23               pyhd8ed1ab_1    conda-forge
pip                       25.0.1             pyh8b19718_0    conda-forge
pixman                    0.44.2               h1fd1274_0    conda-forge
pkgutil-resolve-name      1.3.10             pyhd8ed1ab_2    conda-forge
platformdirs              4.3.6              pyhd8ed1ab_1    conda-forge
plotly                    6.0.0              pyhd8ed1ab_0    conda-forge
plugcli                   0.2.0              pyhd8ed1ab_1    conda-forge
pluggy                    1.5.0              pyhd8ed1ab_1    conda-forge
pooch                     1.8.2              pyhd8ed1ab_1    conda-forge
poppler                   24.09.0              h774fa5f_2  
poppler-data              0.4.11               hecd8cb5_1  
prometheus_client         0.21.1             pyhd8ed1ab_0    conda-forge
prompt-toolkit            3.0.50             pyha770c72_0    conda-forge
psutil                    7.0.0           py312h01d7ebd_0    conda-forge
pthread-stubs             0.4               h00291cd_1002    conda-forge
ptyprocess                0.7.0              pyhd8ed1ab_1    conda-forge
pure_eval                 0.2.3              pyhd8ed1ab_1    conda-forge
py-cpuinfo                9.0.0              pyhd8ed1ab_1    conda-forge
py3dmol                   2.4.2              pyhd8ed1ab_1    conda-forge
pycairo                   1.27.0          py312hc3eca63_0    conda-forge
pycparser                 2.22               pyh29332c3_1    conda-forge
pydantic                  2.10.6             pyh3cfb1c2_0    conda-forge
pydantic-core             2.27.2          py312h0d0de52_0    conda-forge
pyedr                     0.8.0              pyhd8ed1ab_1    conda-forge
pygments                  2.19.1             pyhd8ed1ab_0    conda-forge
pygraphviz                1.14            py312hc79309e_0    conda-forge
pymbar                    4.0.3                hb401068_3    conda-forge
pymbar-core               4.0.3           py312h025c719_3    conda-forge
pymsmt                    22.0                     pypi_0    pypi
pyobjc-core               11.0            py312h2365019_0    conda-forge
pyobjc-framework-cocoa    11.0            py312h2365019_0    conda-forge
pyparsing                 3.2.1              pyhd8ed1ab_0    conda-forge
pysocks                   1.7.1              pyha55dd90_7    conda-forge
pytables                  3.9.2           py312hf575446_2    conda-forge
pytest                    8.3.5              pyhd8ed1ab_0    conda-forge
python                    3.12.3          h1411813_0_cpython    conda-forge
python-constraint         1.4.0              pyhff2d567_1    conda-forge
python-dateutil           2.9.0.post0        pyhff2d567_1    conda-forge
python-fastjsonschema     2.21.1             pyhd8ed1ab_0    conda-forge
python-json-logger        2.0.7              pyhd8ed1ab_0    conda-forge
python-tzdata             2025.1             pyhd8ed1ab_0    conda-forge
python_abi                3.12                    5_cp312    conda-forge
pytng                     0.3.1           py312h57167bd_2    conda-forge
pytraj                    2.0.6                    pypi_0    pypi
pytz                      2024.1             pyhd8ed1ab_0    conda-forge
pyyaml                    6.0.2           py312h3520af0_2    conda-forge
pyzmq                     26.3.0          py312h679dbab_0    conda-forge
qhull                     2020.2               h3c5361c_5    conda-forge
rdkit                     2024.03.5       py312hc58cafc_0    conda-forge
re2                       2024.02.01           h1962661_0  
readline                  8.2                  h7cca4af_2    conda-forge
referencing               0.36.2             pyh29332c3_0    conda-forge
reportlab                 4.3.1           py312h01d7ebd_0    conda-forge
requests                  2.32.3             pyhd8ed1ab_1    conda-forge
rfc3339-validator         0.1.4              pyhd8ed1ab_1    conda-forge
rfc3986-validator         0.1.1              pyh9f0ad1d_0    conda-forge
rlpycairo                 0.2.0              pyhd8ed1ab_0    conda-forge
rpds-py                   0.23.1          py312hb59e30e_0    conda-forge
sander                    22.0                     pypi_0    pypi
scikit-learn              1.6.1           py312he1a5313_0    conda-forge
scipy                     1.13.1          py312hb9702fa_0    conda-forge
seaborn                   0.13.2               hd8ed1ab_3    conda-forge
seaborn-base              0.13.2             pyhd8ed1ab_3    conda-forge
send2trash                1.8.3              pyh31c8845_1    conda-forge
setuptools                75.8.2             pyhff2d567_0    conda-forge
six                       1.17.0             pyhd8ed1ab_0    conda-forge
smirnoff99frosst          1.1.0              pyh44b312d_0    conda-forge
snappy                    1.2.1                haf3c120_1    conda-forge
sniffio                   1.3.1              pyhd8ed1ab_1    conda-forge
soupsieve                 2.5                pyhd8ed1ab_1    conda-forge
sqlalchemy                2.0.39          py312h01d7ebd_1    conda-forge
sqlite                    3.45.3               h6c40b1e_0  
stack_data                0.6.3              pyhd8ed1ab_1    conda-forge
statsmodels               0.14.4          py312h3a11e2b_0    conda-forge
terminado                 0.18.1             pyh31c8845_0    conda-forge
threadpoolctl             3.6.0              pyhecae5ae_0    conda-forge
tidynamics                1.1.2              pyhd8ed1ab_0    conda-forge
tinycss2                  1.4.0              pyhd8ed1ab_0    conda-forge
tinydb                    4.8.2              pyhd8ed1ab_1    conda-forge
tk                        8.6.13               h1abcd95_1    conda-forge
tomli                     2.2.1              pyhd8ed1ab_1    conda-forge
tornado                   6.4.2           py312h01d7ebd_0    conda-forge
tqdm                      4.67.1             pyhd8ed1ab_1    conda-forge
traitlets                 5.14.3             pyhd8ed1ab_1    conda-forge
types-python-dateutil     2.9.0.20241206     pyhd8ed1ab_0    conda-forge
typing-extensions         4.12.2               hd8ed1ab_1    conda-forge
typing_extensions         4.12.2             pyha770c72_1    conda-forge
typing_utils              0.1.0              pyhd8ed1ab_1    conda-forge
tzdata                    2025a                h78e105d_0    conda-forge
unicodedata2              16.0.0          py312h01d7ebd_0    conda-forge
uri-template              1.3.0              pyhd8ed1ab_1    conda-forge
urllib3                   2.3.0              pyhd8ed1ab_0    conda-forge
validators                0.34.0             pyhd8ed1ab_1    conda-forge
wcwidth                   0.2.13             pyhd8ed1ab_1    conda-forge
webcolors                 24.11.1            pyhd8ed1ab_0    conda-forge
webencodings              0.5.1              pyhd8ed1ab_3    conda-forge
websocket-client          1.8.0              pyhd8ed1ab_1    conda-forge
wget                      1.25.0               h3a17b82_0  
wheel                     0.45.1             pyhd8ed1ab_1    conda-forge
widgetsnbextension        4.0.13             pyhd8ed1ab_1    conda-forge
xmltodict                 0.14.2             pyhd8ed1ab_1    conda-forge
xorg-libice               1.1.2                h6e16a3a_0    conda-forge
xorg-libsm                1.2.6                h6e16a3a_0    conda-forge
xorg-libx11               1.8.12               h217831a_0    conda-forge
xorg-libxau               1.0.12               h6e16a3a_0    conda-forge
xorg-libxdmcp             1.1.5                h00291cd_0    conda-forge
xorg-libxext              1.3.6                h00291cd_0    conda-forge
xorg-libxt                1.3.1                h6e16a3a_0    conda-forge
xz                        5.6.4                h46256e1_1  
yaml                      0.2.5                h0d85af4_2    conda-forge
zeromq                    4.3.5                h7130eaa_7    conda-forge
zipp                      3.21.0             pyhd8ed1ab_1    conda-forge
zlib                      1.2.13               h87427d6_6    conda-forge
zlib-ng                   2.0.7                h6c40b1e_0  
zstandard                 0.23.0          py312h01d7ebd_1    conda-forge
zstd                      1.5.6                h138b38a_0  

Additional context
Add any other context about the problem here.

Metadata

Metadata

Assignees

No one assigned

    Labels

    No labels
    No labels

    Type

    No type

    Projects

    No projects

    Milestone

    No milestone

    Relationships

    None yet

    Development

    No branches or pull requests

    Issue actions