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CDAT / cdms

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cdms fails to load data on a specific level #446

Open lee1043 opened 1 year ago

lee1043 commented 1 year ago

Describe the bug Leaving this note for a record for those who may experience the similar problem. When opening a 3-dimensional variable that has plev as one of coordinates (such as ua, va, ta), it used to be possible to load the variable from one specific level (e.g., ua on 850 hPa). However, it looks like this capability has been broken, I think.

To Reproduce

import cdms2
infile = "/p/user_pub/pmp/pmp_results/pmp_v1.1.2/additional_xmls/latest/v20220903/cmip6/historical/atmos/mon/ua/cmip6.historical.ACCESS-CM2.r1i1p1f1.mon.ua.xml"
f = cdms2.open(infile)
d = f('ua', level=85000)

Expected behavior Load variable at 850 hPa

Screenshots or traceback

---------------------------------------------------------------------------
IndexError                                Traceback (most recent call last)
Input In [11], in <cell line: 1>()
----> 1 d = f('ua', level=85000)

File ~/.conda/envs/pmp_v2.4.0/lib/python3.10/site-packages/cdms2/cudsinterface.py:34, in cuDataset.__call__(self, id, *args, **kwargs)
     32     except (AttributeError, TypeError):
     33         raise CDMSError("No such variable, " + id)
---> 34 return v(*args, **kwargs)

File ~/.conda/envs/pmp_v2.4.0/lib/python3.10/site-packages/cdms2/avariable.py:194, in AbstractVariable.__call__(self, *args, **kwargs)
    192 s = selectors.Selector(*args, **d)
    193 # get the selection
--> 194 return s.unmodified_select(self, raw=raw,
    195                            squeeze=squeeze,
    196                            order=order,
    197                            grid=grid)

File ~/.conda/envs/pmp_v2.4.0/lib/python3.10/site-packages/cdms2/selectors.py:191, in Selector.unmodified_select(self, variable, raw, squeeze, order, grid)
    189 if _debug:
    190     print('About to call subRegion:', specifications)
--> 191 fetched = result.subRegion(*specifications)
    192 axismap = list(range(len(axes)))
    193 for c in components:

File ~/.conda/envs/pmp_v2.4.0/lib/python3.10/site-packages/cdms2/avariable.py:969, in AbstractVariable.subRegion(self, *specs, **keys)
    962         slicelist = self.reg_specs2slices(speclist, force=circulardim)
    964     d = {'raw': raw,
    965          'squeeze': squeeze,
    966          'order': order,
    967          'grid': grid,
    968          }
--> 969     return self.subSlice(*slicelist, **d)
    971 #
    972 #  get the general wrap slice (indices that are neg -> pos and vica versa)
    973 #
    975 wrapslice = slicelist[wrapdim]

File ~/.conda/envs/pmp_v2.4.0/lib/python3.10/site-packages/cdms2/avariable.py:732, in AbstractVariable.subSlice(self, *specs, **keys)
    730     singles = None
    731 slicelist = self.specs2slices(speclist, force=1)
--> 732 d = self.expertSlice(slicelist)
    733 squeeze = keys.get('squeeze', 0)
    734 raw = keys.get('raw', 0)

File ~/.conda/envs/pmp_v2.4.0/lib/python3.10/site-packages/cdms2/variable.py:686, in DatasetVariable.expertSlice(self, initslist)
    683 # If slices with negative strides were input, apply the appropriate
    684 # reversals.
    685 if haveReversals:
--> 686     result = result[revlist]
    688 return result

File ~/.conda/envs/pmp_v2.4.0/lib/python3.10/site-packages/numpy/ma/core.py:3222, in MaskedArray.__getitem__(self, indx)
   3212 """
   3213 x.__getitem__(y) <==> x[y]
   3214 
   3215 Return the item described by i, as a masked array.
   3216 
   3217 """
   3218 # We could directly use ndarray.__getitem__ on self.
   3219 # But then we would have to modify __array_finalize__ to prevent the
   3220 # mask of being reshaped if it hasn't been set up properly yet
   3221 # So it's easier to stick to the current version
-> 3222 dout = self.data[indx]
   3223 _mask = self._mask
   3225 def _is_scalar(m):

IndexError: only integers, slices (`:`), ellipsis (`...`), numpy.newaxis (`None`) and integer or boolean arrays are valid indices

Workaround 

level = 85000
deltaP = 1

d = f('ua', level=(level+deltaP, level-deltaP))
d.shape
(1980, 1, 145, 192)

Desktop (please complete the following information):

     active environment : pmp_v2.4.0
    active env location : /home/lee1043/.conda/envs/pmp_v2.4.0
            shell level : 2
       user config file : /home/lee1043/.condarc
 populated config files : /home/lee1043/.condarc
          conda version : 4.14.0
    conda-build version : 3.18.8
         python version : 3.7.3.final.0
       virtual packages : __linux=3.10.0=0
                          __glibc=2.17=0
                          __unix=0=0
                          __archspec=1=x86_64
       base environment : /export/lee1043/anaconda3  (writable)
      conda av data dir : /export/lee1043/anaconda3/etc/conda
  conda av metadata url : None
           channel URLs : https://repo.anaconda.com/pkgs/main/linux-64
                          https://repo.anaconda.com/pkgs/main/noarch
                          https://repo.anaconda.com/pkgs/r/linux-64
                          https://repo.anaconda.com/pkgs/r/noarch
          package cache : /home/lee1043/.conda/pkgs
       envs directories : /home/lee1043/.conda/envs
                          /export/lee1043/anaconda3/envs
               platform : linux-64
             user-agent : conda/4.14.0 requests/2.28.1 CPython/3.7.3 Linux/3.10.0-1160.71.1.el7.x86_64 rhel/7.9 glibc/2.17
                UID:GID : 55431:1026
             netrc file : None
           offline mode : False

`conda config --show-sources`

``` ==> /home/lee1043/.condarc <== envs_dirs: - /home/lee1043/.conda/envs pkgs_dirs: - /home/lee1043/.conda/pkgs ```

`conda list --show-channel-urls`

``` _libgcc_mutex 0.1 conda_forge conda-forge _openmp_mutex 4.5 2_gnu conda-forge anyio 3.6.1 pyhd8ed1ab_1 conda-forge argon2-cffi 21.3.0 pyhd8ed1ab_0 conda-forge argon2-cffi-bindings 21.2.0 py310h5764c6d_2 conda-forge astroid 2.11.7 py310h06a4308_0 defaults asttokens 2.0.8 pyhd8ed1ab_0 conda-forge attrs 22.1.0 pyh71513ae_1 conda-forge babel 2.10.3 pyhd8ed1ab_0 conda-forge backcall 0.2.0 pyh9f0ad1d_0 conda-forge backports 1.0 py_2 conda-forge backports.functools_lru_cache 1.6.4 pyhd8ed1ab_0 conda-forge beautifulsoup4 4.11.1 pyha770c72_0 conda-forge bleach 5.0.1 pyhd8ed1ab_0 conda-forge bokeh 2.4.3 pyhd8ed1ab_3 conda-forge brotli 1.0.9 h166bdaf_7 conda-forge brotli-bin 1.0.9 h166bdaf_7 conda-forge brotlipy 0.7.0 py310h5764c6d_1004 conda-forge bzip2 1.0.8 h7f98852_4 conda-forge c-ares 1.18.1 h7f98852_0 conda-forge ca-certificates 2022.07.19 h06a4308_0 defaults cartopy 0.20.3 py310he7eef42_2 conda-forge cdat_info 8.2.1 pyhd8ed1ab_2 conda-forge cdms2 3.1.5 py310h65abc81_14 conda-forge cdp 1.7.0 pyhd8ed1ab_1 conda-forge cdtime 3.1.4 py310h1a17f1e_7 conda-forge cdutil 8.2.1 pyhd8ed1ab_1 conda-forge certifi 2022.6.15 py310h06a4308_0 defaults cffi 1.15.1 py310h255011f_0 conda-forge charset-normalizer 2.1.1 pyhd8ed1ab_0 conda-forge click 8.1.3 py310hff52083_0 conda-forge cloudpickle 2.1.0 pyhd8ed1ab_0 conda-forge cryptography 37.0.4 py310h597c629_0 conda-forge curl 7.83.1 h7bff187_0 conda-forge cycler 0.11.0 pyhd8ed1ab_0 conda-forge cytoolz 0.12.0 py310h5764c6d_0 conda-forge dask 2022.8.1 pyhd8ed1ab_2 conda-forge dask-core 2022.8.1 pyhd8ed1ab_0 conda-forge debugpy 1.6.3 py310hd8f1fbe_0 conda-forge decorator 5.1.1 pyhd8ed1ab_0 conda-forge defusedxml 0.7.1 pyhd8ed1ab_0 conda-forge dill 0.3.4 pyhd3eb1b0_0 defaults distarray 2.12.2 pyhd8ed1ab_2 conda-forge distributed 2022.8.1 pyhd8ed1ab_2 conda-forge enso_metrics 1.1.1 py310hff52083_1 conda-forge entrypoints 0.4 pyhd8ed1ab_0 conda-forge eofs 1.4.0 py_0 conda-forge esmf 8.2.0 nompi_h1ee4d8d_2 conda-forge esmpy 8.2.0 nompi_py310ha0140b2_1 conda-forge executing 0.10.0 pyhd8ed1ab_0 conda-forge expat 2.4.8 h27087fc_0 conda-forge flit-core 3.7.1 pyhd8ed1ab_0 conda-forge fonttools 4.37.1 py310h5764c6d_0 conda-forge freeglut 3.2.2 h9c3ff4c_1 conda-forge freetype 2.12.1 hca18f0e_0 conda-forge fsspec 2022.7.1 pyhd8ed1ab_0 conda-forge future 0.18.2 py310hff52083_5 conda-forge g2clib 1.6.3 heb9ad7a_1 conda-forge genutil 8.2.1 py310h96516ba_2 conda-forge geos 3.11.0 h27087fc_0 conda-forge hdf4 4.2.15 h9772cbc_4 conda-forge hdf5 1.12.2 nompi_h2386368_100 conda-forge heapdict 1.0.1 py_0 conda-forge icu 70.1 h27087fc_0 conda-forge idna 3.3 pyhd8ed1ab_0 conda-forge importlib-metadata 4.11.4 py310hff52083_0 conda-forge importlib_metadata 4.11.4 hd8ed1ab_0 conda-forge importlib_resources 5.9.0 pyhd8ed1ab_0 conda-forge ipykernel 6.15.1 pyh210e3f2_0 conda-forge ipython 8.4.0 py310hff52083_0 conda-forge ipython_genutils 0.2.0 py_1 conda-forge isort 5.9.3 pyhd3eb1b0_0 defaults jasper 2.0.33 ha77e612_0 conda-forge jedi 0.18.1 pyhd8ed1ab_2 conda-forge jinja2 3.1.2 pyhd8ed1ab_1 conda-forge jpeg 9e h166bdaf_2 conda-forge json5 0.9.5 pyh9f0ad1d_0 conda-forge jsonschema 4.14.0 pyhd8ed1ab_0 conda-forge jupyter_client 7.3.4 pyhd8ed1ab_0 conda-forge jupyter_core 4.11.1 py310hff52083_0 conda-forge jupyter_server 1.18.1 pyhd8ed1ab_0 conda-forge jupyterlab 3.4.5 pyhd8ed1ab_0 conda-forge jupyterlab_pygments 0.2.2 pyhd8ed1ab_0 conda-forge jupyterlab_server 2.15.1 pyhd8ed1ab_0 conda-forge keyutils 1.6.1 h166bdaf_0 conda-forge kiwisolver 1.4.4 py310hbf28c38_0 conda-forge krb5 1.19.3 h3790be6_0 conda-forge lazy-object-proxy 1.7.1 py310h5764c6d_1 conda-forge lcms2 2.12 hddcbb42_0 conda-forge ld_impl_linux-64 2.36.1 hea4e1c9_2 conda-forge lerc 4.0.0 h27087fc_0 conda-forge libblas 3.9.0 16_linux64_openblas conda-forge libbrotlicommon 1.0.9 h166bdaf_7 conda-forge libbrotlidec 1.0.9 h166bdaf_7 conda-forge libbrotlienc 1.0.9 h166bdaf_7 conda-forge libcblas 3.9.0 16_linux64_openblas conda-forge libcdms 3.1.2 h2973bc7_118 conda-forge libcf 1.0.3 py310hbc577d2_114 conda-forge libcurl 7.83.1 h7bff187_0 conda-forge libdeflate 1.13 h166bdaf_0 conda-forge libdrs 3.1.2 hf593df3_118 conda-forge libdrs_f 3.1.2 h7e76ec7_114 conda-forge libedit 3.1.20191231 he28a2e2_2 conda-forge libev 4.33 h516909a_1 conda-forge libffi 3.4.2 h7f98852_5 conda-forge libgcc-ng 12.1.0 h8d9b700_16 conda-forge libgfortran-ng 12.1.0 h69a702a_16 conda-forge libgfortran5 12.1.0 hdcd56e2_16 conda-forge libglu 9.0.0 he1b5a44_1001 conda-forge libgomp 12.1.0 h8d9b700_16 conda-forge libiconv 1.16 h516909a_0 conda-forge liblapack 3.9.0 16_linux64_openblas conda-forge libnetcdf 4.8.1 nompi_h21705cb_104 conda-forge libnghttp2 1.47.0 hdcd2b5c_1 conda-forge libnsl 2.0.0 h7f98852_0 conda-forge libopenblas 0.3.21 pthreads_h78a6416_2 conda-forge libpng 1.6.37 h753d276_4 conda-forge libsodium 1.0.18 h36c2ea0_1 conda-forge libsqlite 3.39.2 h753d276_1 conda-forge libssh2 1.10.0 haa6b8db_3 conda-forge libstdcxx-ng 12.1.0 ha89aaad_16 conda-forge libtiff 4.4.0 h0e0dad5_3 conda-forge libuuid 2.32.1 h7f98852_1000 conda-forge libwebp-base 1.2.4 h166bdaf_0 conda-forge libxcb 1.13 h7f98852_1004 conda-forge libxml2 2.9.14 h22db469_4 conda-forge libxslt 1.1.35 h8affb1d_0 conda-forge libzip 1.9.2 hc869a4a_1 conda-forge libzlib 1.2.12 h166bdaf_2 conda-forge locket 1.0.0 pyhd8ed1ab_0 conda-forge lxml 4.9.1 py310h5764c6d_0 conda-forge lz4 4.0.0 py310h5d5e884_2 conda-forge lz4-c 1.9.3 h9c3ff4c_1 conda-forge markupsafe 2.1.1 py310h5764c6d_1 conda-forge matplotlib-base 3.5.3 py310h8d5ebf3_2 conda-forge matplotlib-inline 0.1.6 pyhd8ed1ab_0 conda-forge mccabe 0.7.0 pyhd3eb1b0_0 defaults mistune 2.0.4 pyhd8ed1ab_0 conda-forge msgpack-python 1.0.4 py310hbf28c38_0 conda-forge munkres 1.1.4 pyh9f0ad1d_0 conda-forge nb_conda 2.2.1 unix_6 conda-forge nb_conda_kernels 2.3.1 py310hff52083_1 conda-forge nbclassic 0.4.3 pyhd8ed1ab_0 conda-forge nbclient 0.6.7 pyhd8ed1ab_0 conda-forge nbconvert 7.0.0 pyhd8ed1ab_0 conda-forge nbconvert-core 7.0.0 pyhd8ed1ab_0 conda-forge nbconvert-pandoc 7.0.0 pyhd8ed1ab_0 conda-forge nbformat 5.4.0 pyhd8ed1ab_0 conda-forge ncurses 6.3 h27087fc_1 conda-forge nest-asyncio 1.5.5 pyhd8ed1ab_0 conda-forge netcdf-fortran 4.6.0 nompi_hc402ea5_100 conda-forge notebook 6.4.12 pyha770c72_0 conda-forge notebook-shim 0.1.0 pyhd8ed1ab_0 conda-forge numpy 1.23.2 py310h53a5b5f_0 conda-forge openblas 0.3.21 pthreads_h320a7e8_2 conda-forge openjpeg 2.5.0 h7d73246_1 conda-forge openssl 1.1.1q h7f8727e_0 defaults output_viewer 1.3.3 pyhd8ed1ab_1 conda-forge packaging 21.3 pyhd8ed1ab_0 conda-forge pandas 1.4.3 py310h769672d_0 conda-forge pandoc 2.19.2 ha770c72_0 conda-forge pandocfilters 1.5.0 pyhd8ed1ab_0 conda-forge parso 0.8.3 pyhd8ed1ab_0 conda-forge partd 1.3.0 pyhd8ed1ab_0 conda-forge patsy 0.5.2 pyhd8ed1ab_0 conda-forge pcmdi_metrics 2.4.0 pyhd8ed1ab_0 conda-forge pexpect 4.8.0 pyh9f0ad1d_2 conda-forge pickleshare 0.7.5 py_1003 conda-forge pillow 9.2.0 py310hbd86126_2 conda-forge pip 22.2.2 pyhd8ed1ab_0 conda-forge pkgutil-resolve-name 1.3.10 pyhd8ed1ab_0 conda-forge platformdirs 2.4.0 pyhd3eb1b0_0 defaults proj 9.0.1 h93bde94_1 conda-forge prometheus_client 0.14.1 pyhd8ed1ab_0 conda-forge prompt-toolkit 3.0.30 pyha770c72_0 conda-forge psutil 5.9.1 py310h5764c6d_0 conda-forge pthread-stubs 0.4 h36c2ea0_1001 conda-forge ptyprocess 0.7.0 pyhd3deb0d_0 conda-forge pure_eval 0.2.2 pyhd8ed1ab_0 conda-forge pycparser 2.21 pyhd8ed1ab_0 conda-forge pygments 2.13.0 pyhd8ed1ab_0 conda-forge pylint 2.14.5 py310h06a4308_0 defaults pyopenssl 22.0.0 pyhd8ed1ab_0 conda-forge pyparsing 3.0.9 pyhd8ed1ab_0 conda-forge pyproj 3.3.1 py310hf94497c_1 conda-forge pyrsistent 0.18.1 py310h5764c6d_1 conda-forge pyshp 2.3.1 pyhd8ed1ab_0 conda-forge pysocks 1.7.1 py310hff52083_5 conda-forge python 3.10.6 h582c2e5_0_cpython conda-forge python-dateutil 2.8.2 pyhd8ed1ab_0 conda-forge python-fastjsonschema 2.16.1 pyhd8ed1ab_0 conda-forge python_abi 3.10 2_cp310 conda-forge pytz 2022.2.1 pyhd8ed1ab_0 conda-forge pyyaml 6.0 py310h5764c6d_4 conda-forge pyzmq 23.2.1 py310h330234f_0 conda-forge readline 8.1.2 h0f457ee_0 conda-forge requests 2.28.1 pyhd8ed1ab_0 conda-forge scipy 1.9.0 py310hdfbd76f_0 conda-forge seaborn 0.11.2 hd8ed1ab_0 conda-forge seaborn-base 0.11.2 pyhd8ed1ab_0 conda-forge send2trash 1.8.0 pyhd8ed1ab_0 conda-forge setuptools 65.3.0 py310hff52083_0 conda-forge shapely 1.8.4 py310h5e49deb_0 conda-forge six 1.16.0 pyh6c4a22f_0 conda-forge sniffio 1.2.0 py310hff52083_3 conda-forge sortedcontainers 2.4.0 pyhd8ed1ab_0 conda-forge soupsieve 2.3.2.post1 pyhd8ed1ab_0 conda-forge sqlite 3.39.2 h4ff8645_1 conda-forge stack_data 0.4.0 pyhd8ed1ab_0 conda-forge statsmodels 0.13.2 py310hde88566_0 conda-forge tblib 1.7.0 pyhd8ed1ab_0 conda-forge terminado 0.15.0 py310hff52083_0 conda-forge tinycss2 1.1.1 pyhd8ed1ab_0 conda-forge tk 8.6.12 h27826a3_0 conda-forge tomli 2.0.1 py310h06a4308_0 defaults tomlkit 0.11.1 py310h06a4308_0 defaults toolz 0.12.0 pyhd8ed1ab_0 conda-forge tornado 6.1 py310h5764c6d_3 conda-forge traitlets 5.3.0 pyhd8ed1ab_0 conda-forge typing_extensions 4.3.0 pyha770c72_0 conda-forge tzdata 2022c h191b570_0 conda-forge udunits2 2.2.28 hc3e0081_0 conda-forge unicodedata2 14.0.0 py310h5764c6d_1 conda-forge urllib3 1.26.11 pyhd8ed1ab_0 conda-forge wcwidth 0.2.5 pyh9f0ad1d_2 conda-forge webencodings 0.5.1 py_1 conda-forge websocket-client 1.4.0 pyhd8ed1ab_0 conda-forge wheel 0.37.1 pyhd8ed1ab_0 conda-forge wrapt 1.14.1 py310h5eee18b_0 defaults xorg-fixesproto 5.0 h7f98852_1002 conda-forge xorg-inputproto 2.3.2 h7f98852_1002 conda-forge xorg-kbproto 1.0.7 h7f98852_1002 conda-forge xorg-libx11 1.7.2 h7f98852_0 conda-forge xorg-libxau 1.0.9 h7f98852_0 conda-forge xorg-libxdmcp 1.1.3 h7f98852_0 conda-forge xorg-libxext 1.3.4 h7f98852_1 conda-forge xorg-libxfixes 5.0.3 h7f98852_1004 conda-forge xorg-libxi 1.7.10 h7f98852_0 conda-forge xorg-xextproto 7.3.0 h7f98852_1002 conda-forge xorg-xproto 7.0.31 h7f98852_1007 conda-forge xz 5.2.6 h166bdaf_0 conda-forge yaml 0.2.5 h7f98852_2 conda-forge zeromq 4.3.4 h9c3ff4c_1 conda-forge zict 2.2.0 pyhd8ed1ab_0 conda-forge zipp 3.8.1 pyhd8ed1ab_0 conda-forge zlib 1.2.12 h166bdaf_2 conda-forge zstd 1.5.2 h6239696_4 conda-forge ```

Additional context Add any other context about the problem here.

lee1043 commented 1 year ago

@gleckler1 I guess this might be the reason why I was not able to run the PMP's mean climate for variables on a specific pressure level, and another motivation to convert the PMP to use xCDAT.

gleckler1 commented 1 year ago

@lee1043 try this:

d = f('ua', level=(85000,85000))

lee1043 commented 1 year ago

I found below works, instead

d = f('ua', level=(85000+1,85000-1))
lee1043 commented 1 year ago

I noticed this problem was not happening in my other conda env that has python 3.9 and numpy 1.21.3, not sure if this is the cause or not. Below is the conda list info for the working env.

`conda list --show-channel-urls`

``` # packages in environment at /home/lee1043/.conda/envs/pcmdi_metrics_dev_4_20220907: # # Name Version Build Channel _libgcc_mutex 0.1 conda_forge conda-forge _openmp_mutex 4.5 2_gnu conda-forge alsa-lib 1.2.6.1 h7f98852_0 conda-forge anyio 3.6.1 pyhd8ed1ab_1 conda-forge argon2-cffi 21.3.0 pyhd8ed1ab_0 conda-forge argon2-cffi-bindings 21.2.0 py39hb9d737c_2 conda-forge asttokens 2.0.8 pyhd8ed1ab_0 conda-forge attr 2.5.1 h166bdaf_1 conda-forge attrs 22.1.0 pyh71513ae_1 conda-forge babel 2.10.3 pyhd8ed1ab_0 conda-forge backcall 0.2.0 pyh9f0ad1d_0 conda-forge backports 1.0 py_2 conda-forge backports.functools_lru_cache 1.6.4 pyhd8ed1ab_0 conda-forge beautifulsoup4 4.11.1 pyha770c72_0 conda-forge bleach 5.0.1 pyhd8ed1ab_0 conda-forge bokeh 2.4.3 pyhd8ed1ab_3 conda-forge brotlipy 0.7.0 py39hb9d737c_1004 conda-forge bzip2 1.0.8 h7f98852_4 conda-forge c-ares 1.18.1 h7f98852_0 conda-forge ca-certificates 2022.6.15 ha878542_0 conda-forge cartopy 0.20.1 py39h8394fad_5 conda-forge cdat_info 8.2.1 pyhd8ed1ab_2 conda-forge cdms2 3.1.5 py39hdc79e2e_14 conda-forge cdp 1.7.0 pyhd8ed1ab_1 conda-forge cdtime 3.1.4 py39he83c29a_7 conda-forge cdutil 8.2.1 pyhd8ed1ab_1 conda-forge certifi 2022.6.15 pyhd8ed1ab_1 conda-forge cffi 1.15.1 py39he91dace_0 conda-forge cfgv 3.3.1 pyhd8ed1ab_0 conda-forge charset-normalizer 2.1.1 pyhd8ed1ab_0 conda-forge click 8.1.3 py39hf3d152e_0 conda-forge cloudpickle 2.2.0 pyhd8ed1ab_0 conda-forge coverage 6.4.4 py39hb9d737c_0 conda-forge cryptography 37.0.4 py39hd97740a_0 conda-forge curl 7.83.1 h7bff187_0 conda-forge cycler 0.11.0 pyhd8ed1ab_0 conda-forge cytoolz 0.12.0 py39hb9d737c_0 conda-forge dask 2022.9.0 pyhd8ed1ab_0 conda-forge dask-core 2022.9.0 pyhd8ed1ab_0 conda-forge dbus 1.13.6 h5008d03_3 conda-forge debugpy 1.6.3 py39h5a03fae_0 conda-forge decorator 5.1.1 pyhd8ed1ab_0 conda-forge defusedxml 0.7.1 pyhd8ed1ab_0 conda-forge distarray 2.12.2 pyhd8ed1ab_2 conda-forge distlib 0.3.5 pyhd8ed1ab_0 conda-forge distributed 2022.9.0 pyhd8ed1ab_0 conda-forge enso_metrics 1.1.1 py39hf3d152e_1 conda-forge entrypoints 0.4 pyhd8ed1ab_0 conda-forge eofs 1.4.0 py_0 conda-forge esmf 8.2.0 nompi_h1ee4d8d_2 conda-forge esmpy 8.2.0 nompi_py39hc8aa433_1 conda-forge executing 1.0.0 pyhd8ed1ab_0 conda-forge expat 2.4.8 h27087fc_0 conda-forge fftw 3.3.10 nompi_hf0379b8_105 conda-forge filelock 3.8.0 pyhd8ed1ab_0 conda-forge flit-core 3.7.1 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 hab24e00_0 conda-forge fontconfig 2.14.0 h8e229c2_0 conda-forge fonts-conda-ecosystem 1 0 conda-forge fonts-conda-forge 1 0 conda-forge freeglut 3.2.2 h9c3ff4c_1 conda-forge freetype 2.12.1 hca18f0e_0 conda-forge fsspec 2022.8.2 pyhd8ed1ab_0 conda-forge future 0.18.2 py39hf3d152e_5 conda-forge g2clib 1.6.3 heb9ad7a_1 conda-forge genutil 8.2.1 py39hce5d2b2_2 conda-forge geos 3.10.1 h9c3ff4c_1 conda-forge gettext 0.19.8.1 h73d1719_1008 conda-forge glib 2.72.1 h6239696_0 conda-forge glib-tools 2.72.1 h6239696_0 conda-forge gst-plugins-base 1.20.3 hf6a322e_0 conda-forge gstreamer 1.20.3 hd4edc92_1 conda-forge hdf4 4.2.15 h9772cbc_4 conda-forge hdf5 1.12.2 nompi_h2386368_100 conda-forge heapdict 1.0.1 py_0 conda-forge icu 70.1 h27087fc_0 conda-forge identify 2.5.5 pyhd8ed1ab_0 conda-forge idna 3.3 pyhd8ed1ab_0 conda-forge importlib-metadata 4.11.4 py39hf3d152e_0 conda-forge importlib_metadata 4.11.4 hd8ed1ab_0 conda-forge importlib_resources 5.9.0 pyhd8ed1ab_0 conda-forge iniconfig 1.1.1 pyh9f0ad1d_0 conda-forge ipykernel 6.15.2 pyh210e3f2_0 conda-forge ipython 8.5.0 pyh41d4057_1 conda-forge ipython_genutils 0.2.0 py_1 conda-forge jack 1.9.18 h8c3723f_1002 conda-forge jasper 2.0.33 ha77e612_0 conda-forge jedi 0.18.1 pyhd8ed1ab_2 conda-forge jinja2 3.1.2 pyhd8ed1ab_1 conda-forge jpeg 9e h166bdaf_2 conda-forge json5 0.9.5 pyh9f0ad1d_0 conda-forge jsonschema 4.16.0 pyhd8ed1ab_0 conda-forge jupyter_client 7.3.4 pyhd8ed1ab_0 conda-forge jupyter_core 4.11.1 py39hf3d152e_0 conda-forge jupyter_server 1.18.1 pyhd8ed1ab_0 conda-forge jupyterlab 3.2.1 pyhd8ed1ab_0 conda-forge jupyterlab_pygments 0.2.2 pyhd8ed1ab_0 conda-forge jupyterlab_server 2.15.1 pyhd8ed1ab_0 conda-forge keyutils 1.6.1 h166bdaf_0 conda-forge kiwisolver 1.4.4 py39hf939315_0 conda-forge krb5 1.19.3 h3790be6_0 conda-forge lazy-object-proxy 1.7.1 py39hb9d737c_1 conda-forge lcms2 2.12 hddcbb42_0 conda-forge ld_impl_linux-64 2.36.1 hea4e1c9_2 conda-forge lerc 4.0.0 h27087fc_0 conda-forge libblas 3.9.0 16_linux64_openblas conda-forge libcap 2.64 ha37c62d_0 conda-forge libcblas 3.9.0 16_linux64_openblas conda-forge libcdms 3.1.2 h2973bc7_118 conda-forge libcf 1.0.3 py39h6c807ef_114 conda-forge libclang 14.0.6 default_h2e3cab8_0 conda-forge libclang13 14.0.6 default_h3a83d3e_0 conda-forge libcups 2.3.3 h3e49a29_2 conda-forge libcurl 7.83.1 h7bff187_0 conda-forge libdb 6.2.32 h9c3ff4c_0 conda-forge libdeflate 1.13 h166bdaf_0 conda-forge libdrs 3.1.2 hf593df3_118 conda-forge libdrs_f 3.1.2 h7e76ec7_114 conda-forge libedit 3.1.20191231 he28a2e2_2 conda-forge libev 4.33 h516909a_1 conda-forge libevent 2.1.10 h9b69904_4 conda-forge libffi 3.4.2 h7f98852_5 conda-forge libflac 1.3.4 h27087fc_0 conda-forge libgcc-ng 12.1.0 h8d9b700_16 conda-forge libgfortran-ng 12.1.0 h69a702a_16 conda-forge libgfortran5 12.1.0 hdcd56e2_16 conda-forge libglib 2.72.1 h2d90d5f_0 conda-forge libglu 9.0.0 he1b5a44_1001 conda-forge libgomp 12.1.0 h8d9b700_16 conda-forge libiconv 1.16 h516909a_0 conda-forge liblapack 3.9.0 16_linux64_openblas conda-forge libllvm14 14.0.6 he0ac6c6_0 conda-forge libnetcdf 4.8.1 nompi_h21705cb_104 conda-forge libnghttp2 1.47.0 hdcd2b5c_1 conda-forge libogg 1.3.4 h7f98852_1 conda-forge libopenblas 0.3.21 pthreads_h78a6416_3 conda-forge libopus 1.3.1 h7f98852_1 conda-forge libpng 1.6.37 h753d276_4 conda-forge libpq 14.5 hd77ab85_0 conda-forge libsndfile 1.0.31 h9c3ff4c_1 conda-forge libsodium 1.0.18 h36c2ea0_1 conda-forge libsqlite 3.39.3 h753d276_0 conda-forge libssh2 1.10.0 haa6b8db_3 conda-forge libstdcxx-ng 12.1.0 ha89aaad_16 conda-forge libtiff 4.4.0 h0e0dad5_3 conda-forge libtool 2.4.6 h9c3ff4c_1008 conda-forge libudev1 249 h166bdaf_4 conda-forge libuuid 2.32.1 h7f98852_1000 conda-forge libvorbis 1.3.7 h9c3ff4c_0 conda-forge libwebp-base 1.2.4 h166bdaf_0 conda-forge libxcb 1.13 h7f98852_1004 conda-forge libxkbcommon 1.0.3 he3ba5ed_0 conda-forge libxml2 2.9.14 h22db469_4 conda-forge libxslt 1.1.35 h8affb1d_0 conda-forge libzip 1.9.2 hc869a4a_1 conda-forge libzlib 1.2.12 h166bdaf_2 conda-forge locket 1.0.0 pyhd8ed1ab_0 conda-forge lxml 4.9.1 py39hb9d737c_0 conda-forge lz4 4.0.0 py39h029007f_2 conda-forge lz4-c 1.9.3 h9c3ff4c_1 conda-forge markupsafe 2.1.1 py39hb9d737c_1 conda-forge matplotlib 3.4.3 py39hf3d152e_2 conda-forge matplotlib-base 3.4.3 py39h2fa2bec_2 conda-forge matplotlib-inline 0.1.6 pyhd8ed1ab_0 conda-forge mistune 2.0.4 pyhd8ed1ab_0 conda-forge msgpack-python 1.0.4 py39hf939315_0 conda-forge mysql-common 8.0.30 haf5c9bc_1 conda-forge mysql-libs 8.0.30 h28c427c_1 conda-forge nb_conda 2.2.1 unix_6 conda-forge nb_conda_kernels 2.3.1 py39hf3d152e_1 conda-forge nbclassic 0.4.3 pyhd8ed1ab_0 conda-forge nbclient 0.6.8 pyhd8ed1ab_0 conda-forge nbconvert 7.0.0 pyhd8ed1ab_0 conda-forge nbconvert-core 7.0.0 pyhd8ed1ab_0 conda-forge nbconvert-pandoc 7.0.0 pyhd8ed1ab_0 conda-forge nbformat 5.4.0 pyhd8ed1ab_0 conda-forge ncurses 6.3 h27087fc_1 conda-forge nest-asyncio 1.5.5 pyhd8ed1ab_0 conda-forge netcdf-fortran 4.6.0 nompi_hc402ea5_100 conda-forge nodeenv 1.7.0 pyhd8ed1ab_0 conda-forge notebook 6.4.12 pyha770c72_0 conda-forge notebook-shim 0.1.0 pyhd8ed1ab_0 conda-forge nspr 4.32 h9c3ff4c_1 conda-forge nss 3.78 h2350873_0 conda-forge numpy 1.21.3 py39hdbf815f_1 conda-forge openblas 0.3.21 pthreads_h320a7e8_3 conda-forge openjpeg 2.5.0 h7d73246_1 conda-forge openssl 1.1.1q h166bdaf_0 conda-forge output_viewer 1.3.3 pyhd8ed1ab_1 conda-forge packaging 21.3 pyhd8ed1ab_0 conda-forge pandas 1.4.4 py39h1832856_0 conda-forge pandoc 2.19.2 ha770c72_0 conda-forge pandocfilters 1.5.0 pyhd8ed1ab_0 conda-forge parso 0.8.3 pyhd8ed1ab_0 conda-forge partd 1.3.0 pyhd8ed1ab_0 conda-forge patsy 0.5.2 pyhd8ed1ab_0 conda-forge pcre 8.45 h9c3ff4c_0 conda-forge pexpect 4.8.0 pyh9f0ad1d_2 conda-forge pickleshare 0.7.5 py_1003 conda-forge pillow 9.2.0 py39hd5dbb17_2 conda-forge pip 21.2.4 pyhd8ed1ab_0 conda-forge pkgutil-resolve-name 1.3.10 pyhd8ed1ab_0 conda-forge platformdirs 2.5.2 pyhd8ed1ab_1 conda-forge pluggy 1.0.0 py39hf3d152e_3 conda-forge ply 3.11 py_1 conda-forge portaudio 19.6.0 h57a0ea0_5 conda-forge pre-commit 2.15.0 py39hf3d152e_1 conda-forge pre_commit 2.15.0 hd8ed1ab_1 conda-forge proj 8.2.0 h277dcde_0 conda-forge prometheus_client 0.14.1 pyhd8ed1ab_0 conda-forge prompt-toolkit 3.0.31 pyha770c72_0 conda-forge psutil 5.9.2 py39hb9d737c_0 conda-forge pthread-stubs 0.4 h36c2ea0_1001 conda-forge ptyprocess 0.7.0 pyhd3deb0d_0 conda-forge pulseaudio 14.0 h7f54b18_8 conda-forge pure_eval 0.2.2 pyhd8ed1ab_0 conda-forge py 1.11.0 pyh6c4a22f_0 conda-forge pycparser 2.21 pyhd8ed1ab_0 conda-forge pygments 2.13.0 pyhd8ed1ab_0 conda-forge pyopenssl 22.0.0 pyhd8ed1ab_0 conda-forge pyparsing 3.0.9 pyhd8ed1ab_0 conda-forge pyproj 3.3.0 py39h1b810de_0 conda-forge pyqt 5.15.7 py39h18e9c17_0 conda-forge pyqt5-sip 12.11.0 py39h5a03fae_0 conda-forge pyrsistent 0.18.1 py39hb9d737c_1 conda-forge pyshp 2.3.1 pyhd8ed1ab_0 conda-forge pysocks 1.7.1 pyha2e5f31_6 conda-forge pytest 6.2.5 py39hf3d152e_3 conda-forge pytest-cov 3.0.0 pyhd8ed1ab_0 conda-forge python 3.9.7 hb7a2778_3_cpython conda-forge python-dateutil 2.8.2 pyhd8ed1ab_0 conda-forge python-fastjsonschema 2.16.1 pyhd8ed1ab_0 conda-forge python_abi 3.9 2_cp39 conda-forge pytz 2022.2.1 pyhd8ed1ab_0 conda-forge pyyaml 6.0 py39hb9d737c_4 conda-forge pyzmq 23.2.1 py39headdf64_0 conda-forge qt-main 5.15.4 ha5833f6_2 conda-forge readline 8.1.2 h0f457ee_0 conda-forge requests 2.28.1 pyhd8ed1ab_1 conda-forge scipy 1.9.1 py39h8ba3f38_0 conda-forge seaborn 0.11.1 hd8ed1ab_1 conda-forge seaborn-base 0.11.1 pyhd8ed1ab_1 conda-forge send2trash 1.8.0 pyhd8ed1ab_0 conda-forge setuptools 65.3.0 pyhd8ed1ab_1 conda-forge shapely 1.8.0 py39h98e2149_4 conda-forge sip 6.6.2 py39h5a03fae_0 conda-forge six 1.16.0 pyh6c4a22f_0 conda-forge sniffio 1.3.0 pyhd8ed1ab_0 conda-forge sortedcontainers 2.4.0 pyhd8ed1ab_0 conda-forge soupsieve 2.3.2.post1 pyhd8ed1ab_0 conda-forge sqlite 3.39.3 h4ff8645_0 conda-forge stack_data 0.5.0 pyhd8ed1ab_0 conda-forge statsmodels 0.13.2 py39hd257fcd_0 conda-forge tblib 1.7.0 pyhd8ed1ab_0 conda-forge terminado 0.15.0 py39hf3d152e_0 conda-forge tinycss2 1.1.1 pyhd8ed1ab_0 conda-forge tk 8.6.12 h27826a3_0 conda-forge toml 0.10.2 pyhd8ed1ab_0 conda-forge tomli 2.0.1 pyhd8ed1ab_0 conda-forge toolz 0.12.0 pyhd8ed1ab_0 conda-forge tornado 6.1 py39hb9d737c_3 conda-forge traitlets 5.3.0 pyhd8ed1ab_0 conda-forge typing_extensions 4.3.0 pyha770c72_0 conda-forge tzdata 2022c h191b570_0 conda-forge udunits2 2.2.28 hc3e0081_0 conda-forge ukkonen 1.0.1 py39hf939315_2 conda-forge urllib3 1.26.11 pyhd8ed1ab_0 conda-forge virtualenv 20.16.5 py39hf3d152e_0 conda-forge wcwidth 0.2.5 pyh9f0ad1d_2 conda-forge webencodings 0.5.1 py_1 conda-forge websocket-client 1.4.1 pyhd8ed1ab_0 conda-forge wheel 0.37.1 pyhd8ed1ab_0 conda-forge xcb-util 0.4.0 h166bdaf_0 conda-forge xcb-util-image 0.4.0 h166bdaf_0 conda-forge xcb-util-keysyms 0.4.0 h166bdaf_0 conda-forge xcb-util-renderutil 0.3.9 h166bdaf_0 conda-forge xcb-util-wm 0.4.1 h166bdaf_0 conda-forge xorg-fixesproto 5.0 h7f98852_1002 conda-forge xorg-inputproto 2.3.2 h7f98852_1002 conda-forge xorg-kbproto 1.0.7 h7f98852_1002 conda-forge xorg-libx11 1.7.2 h7f98852_0 conda-forge xorg-libxau 1.0.9 h7f98852_0 conda-forge xorg-libxdmcp 1.1.3 h7f98852_0 conda-forge xorg-libxext 1.3.4 h7f98852_1 conda-forge xorg-libxfixes 5.0.3 h7f98852_1004 conda-forge xorg-libxi 1.7.10 h7f98852_0 conda-forge xorg-xextproto 7.3.0 h7f98852_1002 conda-forge xorg-xproto 7.0.31 h7f98852_1007 conda-forge xz 5.2.6 h166bdaf_0 conda-forge yaml 0.2.5 h7f98852_2 conda-forge zeromq 4.3.4 h9c3ff4c_1 conda-forge zict 2.2.0 pyhd8ed1ab_0 conda-forge zipp 3.8.1 pyhd8ed1ab_0 conda-forge zlib 1.2.12 h166bdaf_2 conda-forge zstd 1.5.2 h6239696_4 conda-forge ```