{
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  {
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   "execution_count": 1,
   "id": "4d7039bd",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "#mpl.use('Agg')\n",
    "%matplotlib notebook\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.cm import get_cmap\n",
    "from matplotlib.gridspec import GridSpec\n",
    "from matplotlib.colors import LightSource\n",
    "from matplotlib.cm import get_cmap\n",
    "import cartopy.crs as ccrs\n",
    "import cartopy.feature as cf\n",
    "\n",
    "import xarray as xr\n",
    "sys.path.insert(1,'/discover/nobackup/cakelle2/GEOS_CF/Apps/cftools/external/cmcrameri')\n",
    "from cmcrameri import cm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "67ceeed8",
   "metadata": {},
   "outputs": [],
   "source": [
    "nc_control = xr.open_dataset('/discover/nobackup/projects/gmao/geos_cf_dev/psturm/c360_multiple_coarse_experiments/holding_control/geosgcm_kpp_cf/gcc_test.geosgcm_kpp_cf.20190703_0900z.nc4')\n",
    "nc_coarse_strat_trop = xr.open_dataset('/discover/nobackup/projects/gmao/geos_cf_dev/psturm/c360_multiple_coarse_experiments/holding_coarse_strat_trop/geosgcm_kpp_cf/gcc_test.geosgcm_kpp_cf.20190703_0900z.nc4')\n",
    "nc__coarse_strat_I40J7 = xr.open_dataset('/discover/nobackup/projects/gmao/geos_cf_dev/psturm/c360_multiple_coarse_experiments/holding_coarse_strat_I40J7/geosgcm_kpp_cf/gcc_test.geosgcm_kpp_cf.20190703_0900z.nc4')\n",
    "nc__coarse_strat_I40J40 = xr.open_dataset('/discover/nobackup/projects/gmao/geos_cf_dev/psturm/c360_multiple_coarse_experiments/holding_coarse_strat_I40J40/geosgcm_kpp_cf/gcc_test.geosgcm_kpp_cf.20190703_0900z.nc4')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b69b2a7e",
   "metadata": {},
   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:        (Xdim: 360, Ydim: 360, nf: 6, ncontact: 4, YCdim: 361, XCdim: 361, lev: 72, time: 1)\n",
       "Coordinates:\n",
       "  * Xdim           (Xdim) float64 305.1 305.3 305.5 305.7 ... 34.48 34.69 34.9\n",
       "  * Ydim           (Ydim) float64 -44.9 -44.69 -44.48 ... 44.48 44.69 44.9\n",
       "  * nf             (nf) int32 1 2 3 4 5 6\n",
       "  * ncontact       (ncontact) int32 1 2 3 4\n",
       "    lons           (nf, Ydim, Xdim) float64 ...\n",
       "    lats           (nf, Ydim, Xdim) float64 ...\n",
       "  * lev            (lev) float64 1.0 2.0 3.0 4.0 5.0 ... 69.0 70.0 71.0 72.0\n",
       "  * time           (time) datetime64[ns] 2019-07-03T09:00:00\n",
       "Dimensions without coordinates: YCdim, XCdim\n",
       "Data variables:\n",
       "    contacts       (nf, ncontact) int32 5 3 2 6 1 3 4 6 1 ... 2 3 1 6 4 5 1 2 4\n",
       "    anchor         (nf, ncontact, ncontact) int32 360 360 1 360 ... 1 360 360\n",
       "    corner_lons    (nf, YCdim, XCdim) float64 ...\n",
       "    corner_lats    (nf, YCdim, XCdim) float64 ...\n",
       "    KppIntCounts   (time, lev, nf, Ydim, Xdim) float32 ...\n",
       "    KppRejSteps    (time, lev, nf, Ydim, Xdim) float32 ...\n",
       "    Met_SUNCOSmid  (time, nf, Ydim, Xdim) float32 ...\n",
       "Attributes: (12/13)\n",
       "    Comment:              NetCDF-4\n",
       "    Contact:              http://gmao.gsfc.nasa.gov\n",
       "    Conventions:          CF\n",
       "    Filename:             geosgcm_kpp_cf\n",
       "    History:              File written by MAPL_PFIO\n",
       "    Institution:          NASA Global Modeling and Assimilation Office\n",
       "    ...                   ...\n",
       "    Source:               GEOSgcm-v10.16.0 experiment_id: gcc_test\n",
       "    Title:                GEOS-Chem_v13_c48_test_run\n",
       "    additional_vars:      contacts,orientation,anchor\n",
       "    file_format_version:  2.92\n",
       "    grid_mapping_name:    gnomonic cubed-sphere\n",
       "    gridspec_file:        C360_gridspec.nc4</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-ae92d130-14b8-432a-80f0-7e328aae2cf7' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ae92d130-14b8-432a-80f0-7e328aae2cf7' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>Xdim</span>: 360</li><li><span class='xr-has-index'>Ydim</span>: 360</li><li><span class='xr-has-index'>nf</span>: 6</li><li><span class='xr-has-index'>ncontact</span>: 4</li><li><span>YCdim</span>: 361</li><li><span>XCdim</span>: 361</li><li><span class='xr-has-index'>lev</span>: 72</li><li><span class='xr-has-index'>time</span>: 1</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-36bcb8a7-5532-4a1d-9624-8da987eed1fd' class='xr-section-summary-in' type='checkbox'  checked><label for='section-36bcb8a7-5532-4a1d-9624-8da987eed1fd' class='xr-section-summary' >Coordinates: <span>(8)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>Xdim</span></div><div class='xr-var-dims'>(Xdim)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>305.1 305.3 305.5 ... 34.69 34.9</div><input id='attrs-9220580d-644f-4707-b2c0-a116d46d26fc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9220580d-644f-4707-b2c0-a116d46d26fc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1a664ee4-86e7-4247-ac4c-528642941245' class='xr-var-data-in' type='checkbox'><label for='data-1a664ee4-86e7-4247-ac4c-528642941245' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Fake Longitude for GrADS Compatibility</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([305.104004, 305.312297, 305.52111 , ...,  34.47885 ,  34.687659,\n",
       "        34.895962])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>Ydim</span></div><div class='xr-var-dims'>(Ydim)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-44.9 -44.69 -44.48 ... 44.69 44.9</div><input id='attrs-5faecb77-4871-4ead-9ef3-0e6f5853e288' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5faecb77-4871-4ead-9ef3-0e6f5853e288' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-04e9bdbe-20e1-4914-bfb1-3f6fe251d43d' class='xr-var-data-in' type='checkbox'><label for='data-04e9bdbe-20e1-4914-bfb1-3f6fe251d43d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Fake Latitude for GrADS Compatibility</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-44.895889, -44.687588, -44.478783, ...,  44.478783,  44.687588,\n",
       "        44.895892])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>nf</span></div><div class='xr-var-dims'>(nf)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6</div><input id='attrs-d8dd71cf-8750-40e6-987f-24e20ab74408' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d8dd71cf-8750-40e6-987f-24e20ab74408' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4968d245-20b0-4df5-94f2-367f8fd199fb' class='xr-var-data-in' type='checkbox'><label for='data-4968d245-20b0-4df5-94f2-367f8fd199fb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>e</dd><dt><span>grads_dim :</span></dt><dd>e</dd><dt><span>long_name :</span></dt><dd>cubed-sphere face</dd></dl></div><div class='xr-var-data'><pre>array([1, 2, 3, 4, 5, 6], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>ncontact</span></div><div class='xr-var-dims'>(ncontact)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1 2 3 4</div><input id='attrs-fb2e3825-02c2-4e9a-b2fe-bb7943b11c37' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fb2e3825-02c2-4e9a-b2fe-bb7943b11c37' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-143547e0-39b7-4003-8c49-feb4fd0541b7' class='xr-var-data-in' type='checkbox'><label for='data-143547e0-39b7-4003-8c49-feb4fd0541b7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>number of contact points</dd></dl></div><div class='xr-var-data'><pre>array([1, 2, 3, 4], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lons</span></div><div class='xr-var-dims'>(nf, Ydim, Xdim)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f50a0516-9e40-42a3-9288-252c5d71f8e8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f50a0516-9e40-42a3-9288-252c5d71f8e8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-224ce4c1-c51f-47d5-a4d4-b50a51bf2175' class='xr-var-data-in' type='checkbox'><label for='data-224ce4c1-c51f-47d5-a4d4-b50a51bf2175' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>[777600 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lats</span></div><div class='xr-var-dims'>(nf, Ydim, Xdim)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8126315e-7985-4038-a9c5-ca1c793710a0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8126315e-7985-4038-a9c5-ca1c793710a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-78b23344-100a-46c2-b202-be32875a5e20' class='xr-var-data-in' type='checkbox'><label for='data-78b23344-100a-46c2-b202-be32875a5e20' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>[777600 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lev</span></div><div class='xr-var-dims'>(lev)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 2.0 3.0 4.0 ... 70.0 71.0 72.0</div><input id='attrs-bb4806f8-0a4d-4412-b123-f97bffa81335' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bb4806f8-0a4d-4412-b123-f97bffa81335' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-35b0ec8f-6570-4b8c-a09d-94e9dc9b7361' class='xr-var-data-in' type='checkbox'><label for='data-35b0ec8f-6570-4b8c-a09d-94e9dc9b7361' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>coordinate :</span></dt><dd>eta</dd><dt><span>long_name :</span></dt><dd>vertical level</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>standard_name :</span></dt><dd>model_layers</dd><dt><span>units :</span></dt><dd>layer</dd></dl></div><div class='xr-var-data'><pre>array([ 1.,  2.,  3.,  4.,  5.,  6.,  7.,  8.,  9., 10., 11., 12., 13., 14.,\n",
       "       15., 16., 17., 18., 19., 20., 21., 22., 23., 24., 25., 26., 27., 28.,\n",
       "       29., 30., 31., 32., 33., 34., 35., 36., 37., 38., 39., 40., 41., 42.,\n",
       "       43., 44., 45., 46., 47., 48., 49., 50., 51., 52., 53., 54., 55., 56.,\n",
       "       57., 58., 59., 60., 61., 62., 63., 64., 65., 66., 67., 68., 69., 70.,\n",
       "       71., 72.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2019-07-03T09:00:00</div><input id='attrs-9863d481-2f70-4100-bbf2-a7fc55930867' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9863d481-2f70-4100-bbf2-a7fc55930867' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dd3f7ff6-8e18-4352-9d50-14b41f3a77d8' class='xr-var-data-in' type='checkbox'><label for='data-dd3f7ff6-8e18-4352-9d50-14b41f3a77d8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>begin_date :</span></dt><dd>20190703</dd><dt><span>begin_time :</span></dt><dd>90000</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>time_increment :</span></dt><dd>60000</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2019-07-03T09:00:00.000000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-93ceef9b-c8dc-4dfd-a8a9-54f4764c9440' class='xr-section-summary-in' type='checkbox'  checked><label for='section-93ceef9b-c8dc-4dfd-a8a9-54f4764c9440' class='xr-section-summary' >Data variables: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>contacts</span></div><div class='xr-var-dims'>(nf, ncontact)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-69ff2303-61d0-4de6-a7ca-3291ab28d06e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-69ff2303-61d0-4de6-a7ca-3291ab28d06e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-12f9eea4-466e-407e-978d-e55212aa8943' class='xr-var-data-in' type='checkbox'><label for='data-12f9eea4-466e-407e-978d-e55212aa8943' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>adjacent face starting from left side going clockwise</dd></dl></div><div class='xr-var-data'><pre>array([[5, 3, 2, 6],\n",
       "       [1, 3, 4, 6],\n",
       "       [1, 5, 4, 2],\n",
       "       [3, 5, 6, 2],\n",
       "       [3, 1, 6, 4],\n",
       "       [5, 1, 2, 4]], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>anchor</span></div><div class='xr-var-dims'>(nf, ncontact, ncontact)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e9d6bd7e-a96e-4bb5-a15f-ab3a8364701d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e9d6bd7e-a96e-4bb5-a15f-ab3a8364701d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-71d196a8-8efe-41cb-8b95-7d9376439cb7' class='xr-var-data-in' type='checkbox'><label for='data-71d196a8-8efe-41cb-8b95-7d9376439cb7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>anchor point</dd></dl></div><div class='xr-var-data'><pre>array([[[360, 360,   1, 360],\n",
       "        [  1, 360,   1,   1],\n",
       "        [  1, 360,   1,   1],\n",
       "        [360, 360,   1, 360]],\n",
       "\n",
       "       [[360,   1, 360, 360],\n",
       "        [  1,   1, 360,   1],\n",
       "        [  1,   1, 360,   1],\n",
       "        [360,   1, 360, 360]],\n",
       "\n",
       "       [[360, 360,   1, 360],\n",
       "        [  1, 360,   1,   1],\n",
       "        [  1, 360,   1,   1],\n",
       "        [360, 360,   1, 360]],\n",
       "\n",
       "       [[360,   1, 360, 360],\n",
       "        [  1,   1, 360,   1],\n",
       "        [  1,   1, 360,   1],\n",
       "        [360,   1, 360, 360]],\n",
       "\n",
       "       [[360, 360,   1, 360],\n",
       "        [  1, 360,   1,   1],\n",
       "        [  1, 360,   1,   1],\n",
       "        [360, 360,   1, 360]],\n",
       "\n",
       "       [[360,   1, 360, 360],\n",
       "        [  1,   1, 360,   1],\n",
       "        [  1,   1, 360,   1],\n",
       "        [360,   1, 360, 360]]], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>corner_lons</span></div><div class='xr-var-dims'>(nf, YCdim, XCdim)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a0c5fd4f-b7d4-4038-ae8a-4d768432cec6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a0c5fd4f-b7d4-4038-ae8a-4d768432cec6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1b152922-4883-4e4b-ad42-bce3b66641b2' class='xr-var-data-in' type='checkbox'><label for='data-1b152922-4883-4e4b-ad42-bce3b66641b2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>[781926 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>corner_lats</span></div><div class='xr-var-dims'>(nf, YCdim, XCdim)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a2e6e25c-1d78-48cf-a795-102ee92d30df' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a2e6e25c-1d78-48cf-a795-102ee92d30df' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4adce23d-128c-4184-afc3-6e99041fa443' class='xr-var-data-in' type='checkbox'><label for='data-4adce23d-128c-4184-afc3-6e99041fa443' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>[781926 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>KppIntCounts</span></div><div class='xr-var-dims'>(time, lev, nf, Ydim, Xdim)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e1237e82-0c2b-4ec8-b17d-f2f4ddef1b9b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e1237e82-0c2b-4ec8-b17d-f2f4ddef1b9b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-57fd9d2d-3e7f-4122-a9f4-f22a1a36e831' class='xr-var-data-in' type='checkbox'><label for='data-57fd9d2d-3e7f-4122-a9f4-f22a1a36e831' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>fmissing_value :</span></dt><dd>1000000000000000.0</dd><dt><span>grid_mapping :</span></dt><dd>cubed_sphere</dd><dt><span>long_name :</span></dt><dd>Number of calls to KPP integrator</dd><dt><span>standard_name :</span></dt><dd>Number of calls to KPP integrator</dd><dt><span>units :</span></dt><dd>count</dd><dt><span>valid_range :</span></dt><dd>[-1.e+15  1.e+15]</dd><dt><span>vmax :</span></dt><dd>1000000000000000.0</dd><dt><span>vmin :</span></dt><dd>-1000000000000000.0</dd></dl></div><div class='xr-var-data'><pre>[55987200 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>KppRejSteps</span></div><div class='xr-var-dims'>(time, lev, nf, Ydim, Xdim)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2ea510d5-7bab-4b7c-bfe0-8e98260b8680' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2ea510d5-7bab-4b7c-bfe0-8e98260b8680' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0ba2cccb-7c9f-4545-847b-17df095b2c9f' class='xr-var-data-in' type='checkbox'><label for='data-0ba2cccb-7c9f-4545-847b-17df095b2c9f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>fmissing_value :</span></dt><dd>1000000000000000.0</dd><dt><span>grid_mapping :</span></dt><dd>cubed_sphere</dd><dt><span>long_name :</span></dt><dd>Number of rejected KPP internal timesteps</dd><dt><span>standard_name :</span></dt><dd>Number of rejected KPP internal timesteps</dd><dt><span>units :</span></dt><dd>count</dd><dt><span>valid_range :</span></dt><dd>[-1.e+15  1.e+15]</dd><dt><span>vmax :</span></dt><dd>1000000000000000.0</dd><dt><span>vmin :</span></dt><dd>-1000000000000000.0</dd></dl></div><div class='xr-var-data'><pre>[55987200 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Met_SUNCOSmid</span></div><div class='xr-var-dims'>(time, nf, Ydim, Xdim)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ea37265a-2cea-4a5d-a9da-121718eb6134' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ea37265a-2cea-4a5d-a9da-121718eb6134' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b96290b6-e8ca-441f-b25e-0bd6c35af688' class='xr-var-data-in' type='checkbox'><label for='data-b96290b6-e8ca-441f-b25e-0bd6c35af688' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>fmissing_value :</span></dt><dd>1000000000000000.0</dd><dt><span>grid_mapping :</span></dt><dd>cubed_sphere</dd><dt><span>long_name :</span></dt><dd>Cosine of solar zenith angle, at midpoint of chemistry timestep</dd><dt><span>standard_name :</span></dt><dd>Cosine of solar zenith angle, at midpoint of chemistry timestep</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>valid_range :</span></dt><dd>[-1.e+15  1.e+15]</dd><dt><span>vmax :</span></dt><dd>1000000000000000.0</dd><dt><span>vmin :</span></dt><dd>-1000000000000000.0</dd></dl></div><div class='xr-var-data'><pre>[777600 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f33ae42b-a637-4c6e-a3d9-9869639cd339' class='xr-section-summary-in' type='checkbox'  ><label for='section-f33ae42b-a637-4c6e-a3d9-9869639cd339' class='xr-section-summary' >Attributes: <span>(13)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Comment :</span></dt><dd>NetCDF-4</dd><dt><span>Contact :</span></dt><dd>http://gmao.gsfc.nasa.gov</dd><dt><span>Conventions :</span></dt><dd>CF</dd><dt><span>Filename :</span></dt><dd>geosgcm_kpp_cf</dd><dt><span>History :</span></dt><dd>File written by MAPL_PFIO</dd><dt><span>Institution :</span></dt><dd>NASA Global Modeling and Assimilation Office</dd><dt><span>References :</span></dt><dd>see MAPL documentation</dd><dt><span>Source :</span></dt><dd>GEOSgcm-v10.16.0 experiment_id: gcc_test</dd><dt><span>Title :</span></dt><dd>GEOS-Chem_v13_c48_test_run</dd><dt><span>additional_vars :</span></dt><dd>contacts,orientation,anchor</dd><dt><span>file_format_version :</span></dt><dd>2.92</dd><dt><span>grid_mapping_name :</span></dt><dd>gnomonic cubed-sphere</dd><dt><span>gridspec_file :</span></dt><dd>C360_gridspec.nc4</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:        (Xdim: 360, Ydim: 360, nf: 6, ncontact: 4, YCdim: 361, XCdim: 361, lev: 72, time: 1)\n",
       "Coordinates:\n",
       "  * Xdim           (Xdim) float64 305.1 305.3 305.5 305.7 ... 34.48 34.69 34.9\n",
       "  * Ydim           (Ydim) float64 -44.9 -44.69 -44.48 ... 44.48 44.69 44.9\n",
       "  * nf             (nf) int32 1 2 3 4 5 6\n",
       "  * ncontact       (ncontact) int32 1 2 3 4\n",
       "    lons           (nf, Ydim, Xdim) float64 ...\n",
       "    lats           (nf, Ydim, Xdim) float64 ...\n",
       "  * lev            (lev) float64 1.0 2.0 3.0 4.0 5.0 ... 69.0 70.0 71.0 72.0\n",
       "  * time           (time) datetime64[ns] 2019-07-03T09:00:00\n",
       "Dimensions without coordinates: YCdim, XCdim\n",
       "Data variables:\n",
       "    contacts       (nf, ncontact) int32 ...\n",
       "    anchor         (nf, ncontact, ncontact) int32 ...\n",
       "    corner_lons    (nf, YCdim, XCdim) float64 ...\n",
       "    corner_lats    (nf, YCdim, XCdim) float64 ...\n",
       "    KppIntCounts   (time, lev, nf, Ydim, Xdim) float32 ...\n",
       "    KppRejSteps    (time, lev, nf, Ydim, Xdim) float32 ...\n",
       "    Met_SUNCOSmid  (time, nf, Ydim, Xdim) float32 ...\n",
       "Attributes: (12/13)\n",
       "    Comment:              NetCDF-4\n",
       "    Contact:              http://gmao.gsfc.nasa.gov\n",
       "    Conventions:          CF\n",
       "    Filename:             geosgcm_kpp_cf\n",
       "    History:              File written by MAPL_PFIO\n",
       "    Institution:          NASA Global Modeling and Assimilation Office\n",
       "    ...                   ...\n",
       "    Source:               GEOSgcm-v10.16.0 experiment_id: gcc_test\n",
       "    Title:                GEOS-Chem_v13_c48_test_run\n",
       "    additional_vars:      contacts,orientation,anchor\n",
       "    file_format_version:  2.92\n",
       "    grid_mapping_name:    gnomonic cubed-sphere\n",
       "    gridspec_file:        C360_gridspec.nc4"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nc_control"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9212b318",
   "metadata": {},
   "outputs": [],
   "source": [
    "def _make_subplot(fig,igs,longitude,latitude,concentration,\n",
    "        title='',cmap=cm.batlow,levels=np.arange(-100.0,100.0,1.0),\n",
    "        cbar_label= 'Surface Ozone Concentration [ppb]',cbar_ticks =[0, 25, 50, 75, 100]):\n",
    "    proj = ccrs.PlateCarree()\n",
    "    ax = fig.add_subplot(igs,projection=proj)\n",
    "    ax.coastlines()\n",
    "    cp = ax.contourf(longitude,latitude,concentration,cmap=cmap,levels=levels)\n",
    "    plt.colorbar(cp,ax=ax,orientation='horizontal',label=cbar_label, ticks=cbar_ticks)\n",
    "    ax.set_title(title)\n",
    "    return ax\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "82f77592",
   "metadata": {},
   "outputs": [
    {
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       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_message = function (type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function () {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
       "    fig.rubberband_canvas.style.cursor = msg['cursor'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message('ack', {});\n",
       "};\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            var img = evt.data;\n",
       "            if (img.type !== 'image/png') {\n",
       "                /* FIXME: We get \"Resource interpreted as Image but\n",
       "                 * transferred with MIME type text/plain:\" errors on\n",
       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "                 * to be part of the websocket stream */\n",
       "                img.type = 'image/png';\n",
       "            }\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src\n",
       "                );\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                img\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig['handle_' + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "};\n",
       "\n",
       "// from https://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function (e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e) {\n",
       "        e = window.event;\n",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n",
       "\n",
       "    return { x: x, y: y };\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * https://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys(original) {\n",
       "    return Object.keys(original).reduce(function (obj, key) {\n",
       "        if (typeof original[key] !== 'object') {\n",
       "            obj[key] = original[key];\n",
       "        }\n",
       "        return obj;\n",
       "    }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
       "    var canvas_pos = mpl.findpos(event);\n",
       "\n",
       "    if (name === 'button_press') {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.key_event = function (event, name) {\n",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.key === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.key;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.key !== 'Control') {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    else if (event.altKey && event.key !== 'Alt') {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
       "        value += 'shift+';\n",
       "    }\n",
       "\n",
       "    value += 'k' + event.key;\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
       "    if (name === 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message('toolbar_button', { name: name });\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "\n",
       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
       "// prettier-ignore\n",
       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";/* global mpl */\n",
       "\n",
       "var comm_websocket_adapter = function (comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
       "    ws.readyState = comm.kernel.ws.readyState;\n",
       "    function updateReadyState(_event) {\n",
       "        if (comm.kernel.ws) {\n",
       "            ws.readyState = comm.kernel.ws.readyState;\n",
       "        } else {\n",
       "            ws.readyState = 3; // Closed state.\n",
       "        }\n",
       "    }\n",
       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
       "\n",
       "    ws.close = function () {\n",
       "        comm.close();\n",
       "    };\n",
       "    ws.send = function (m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function (msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        var data = msg['content']['data'];\n",
       "        if (data['blob'] !== undefined) {\n",
       "            data = {\n",
       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
       "            };\n",
       "        }\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(data);\n",
       "    });\n",
       "    return ws;\n",
       "};\n",
       "\n",
       "mpl.mpl_figure_comm = function (comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element;\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error('Failed to find cell for figure', id, fig);\n",
       "        return;\n",
       "    }\n",
       "    fig.cell_info[0].output_area.element.on(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable();\n",
       "    fig.parent_element.innerHTML =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "    fig.close_ws(fig, msg);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message('ack', {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    if (event.target !== this) {\n",
       "        // Ignore bubbled events from children.\n",
       "        return;\n",
       "    }\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('tabindex', 0);\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which === 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "};\n",
       "\n",
       "mpl.find_output_cell = function (html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i = 0; i < ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code') {\n",
       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] === html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "};\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel !== null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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width=\"1000\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "TypeError",
     "evalue": "Inputs x and y must be 1D or 2D, not 3D",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "Input \u001b[0;32mIn [19]\u001b[0m, in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      5\u001b[0m lons \u001b[38;5;241m=\u001b[39m nc_control\u001b[38;5;241m.\u001b[39mvariables[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlons\u001b[39m\u001b[38;5;124m'\u001b[39m][:]\n\u001b[1;32m      6\u001b[0m lats \u001b[38;5;241m=\u001b[39m nc_control\u001b[38;5;241m.\u001b[39mvariables[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlats\u001b[39m\u001b[38;5;124m'\u001b[39m][:]\n\u001b[0;32m----> 9\u001b[0m ax1 \u001b[38;5;241m=\u001b[39m \u001b[43m_make_subplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfig\u001b[49m\u001b[43m,\u001b[49m\u001b[43mgs\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m,\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43mlons\u001b[49m\u001b[43m,\u001b[49m\u001b[43mlats\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     10\u001b[0m \u001b[43m                    \u001b[49m\u001b[43mnc_control\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mKppRejSteps\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvalues\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m,\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m,\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[43m:\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     11\u001b[0m \u001b[43m                    \u001b[49m\u001b[43mtitle\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mCPU Integrations\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m     12\u001b[0m \u001b[43m                    \u001b[49m\u001b[43mlevels\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43marange\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43mmax_count\u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m,\u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\n\u001b[1;32m     13\u001b[0m \u001b[43m                    \u001b[49m\u001b[43mcbar_label\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mNumber of KPP integration steps\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\n\u001b[1;32m     14\u001b[0m \u001b[43m                    \u001b[49m\u001b[43mcbar_ticks\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_count\u001b[49m\u001b[38;5;241;43m/\u001b[39;49m\u001b[38;5;241;43m4\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_count\u001b[49m\u001b[38;5;241;43m/\u001b[39;49m\u001b[38;5;241;43m2\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_count\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m0.75\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_count\u001b[49m\u001b[43m \u001b[49m\u001b[43m]\u001b[49m\u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n",
      "Input \u001b[0;32mIn [8]\u001b[0m, in \u001b[0;36m_make_subplot\u001b[0;34m(fig, igs, longitude, latitude, concentration, title, cmap, levels, cbar_label, cbar_ticks)\u001b[0m\n\u001b[1;32m      5\u001b[0m ax \u001b[38;5;241m=\u001b[39m fig\u001b[38;5;241m.\u001b[39madd_subplot(igs,projection\u001b[38;5;241m=\u001b[39mproj)\n\u001b[1;32m      6\u001b[0m ax\u001b[38;5;241m.\u001b[39mcoastlines()\n\u001b[0;32m----> 7\u001b[0m cp \u001b[38;5;241m=\u001b[39m \u001b[43max\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcontourf\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlongitude\u001b[49m\u001b[43m,\u001b[49m\u001b[43mlatitude\u001b[49m\u001b[43m,\u001b[49m\u001b[43mconcentration\u001b[49m\u001b[43m,\u001b[49m\u001b[43mcmap\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcmap\u001b[49m\u001b[43m,\u001b[49m\u001b[43mlevels\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlevels\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m      8\u001b[0m plt\u001b[38;5;241m.\u001b[39mcolorbar(cp,ax\u001b[38;5;241m=\u001b[39max,orientation\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mhorizontal\u001b[39m\u001b[38;5;124m'\u001b[39m,label\u001b[38;5;241m=\u001b[39mcbar_label, ticks\u001b[38;5;241m=\u001b[39mcbar_ticks)\n\u001b[1;32m      9\u001b[0m ax\u001b[38;5;241m.\u001b[39mset_title(title)\n",
      "File \u001b[0;32m/usr/local/other/python/GEOSpyD/4.10.3_py3.9/2022-01-14/lib/python3.9/site-packages/cartopy/mpl/geoaxes.py:318\u001b[0m, in \u001b[0;36m_add_transform.<locals>.wrapper\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m    313\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mInvalid transform: Spherical \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfunc\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m    314\u001b[0m                      \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mis not supported - consider using \u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m    315\u001b[0m                      \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mPlateCarree/RotatedPole.\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m    317\u001b[0m kwargs[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtransform\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m transform\n\u001b[0;32m--> 318\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m/usr/local/other/python/GEOSpyD/4.10.3_py3.9/2022-01-14/lib/python3.9/site-packages/cartopy/mpl/geoaxes.py:362\u001b[0m, in \u001b[0;36m_add_transform_first.<locals>.wrapper\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m    360\u001b[0m     \u001b[38;5;66;03m# Use the new points as the input arguments\u001b[39;00m\n\u001b[1;32m    361\u001b[0m     args \u001b[38;5;241m=\u001b[39m (x, y, z) \u001b[38;5;241m+\u001b[39m args[\u001b[38;5;241m3\u001b[39m:]\n\u001b[0;32m--> 362\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m/usr/local/other/python/GEOSpyD/4.10.3_py3.9/2022-01-14/lib/python3.9/site-packages/cartopy/mpl/geoaxes.py:1714\u001b[0m, in \u001b[0;36mGeoAxes.contourf\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1711\u001b[0m             \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(sub_trans, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mforce_path_ccw\u001b[39m\u001b[38;5;124m'\u001b[39m):\n\u001b[1;32m   1712\u001b[0m                 sub_trans\u001b[38;5;241m.\u001b[39mforce_path_ccw \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[0;32m-> 1714\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mmatplotlib\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43maxes\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mAxes\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcontourf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1716\u001b[0m \u001b[38;5;66;03m# We need to compute the dataLim correctly for contours.\u001b[39;00m\n\u001b[1;32m   1717\u001b[0m bboxes \u001b[38;5;241m=\u001b[39m [col\u001b[38;5;241m.\u001b[39mget_datalim(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtransData)\n\u001b[1;32m   1718\u001b[0m           \u001b[38;5;28;01mfor\u001b[39;00m col \u001b[38;5;129;01min\u001b[39;00m result\u001b[38;5;241m.\u001b[39mcollections\n\u001b[1;32m   1719\u001b[0m           \u001b[38;5;28;01mif\u001b[39;00m col\u001b[38;5;241m.\u001b[39mget_paths()]\n",
      "File \u001b[0;32m/usr/local/other/python/GEOSpyD/4.10.3_py3.9/2022-01-14/lib/python3.9/site-packages/matplotlib/__init__.py:1412\u001b[0m, in \u001b[0;36m_preprocess_data.<locals>.inner\u001b[0;34m(ax, data, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1409\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mwraps(func)\n\u001b[1;32m   1410\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21minner\u001b[39m(ax, \u001b[38;5;241m*\u001b[39margs, data\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m   1411\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m data \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m-> 1412\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43max\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mmap\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43msanitize_sequence\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1414\u001b[0m     bound \u001b[38;5;241m=\u001b[39m new_sig\u001b[38;5;241m.\u001b[39mbind(ax, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m   1415\u001b[0m     auto_label \u001b[38;5;241m=\u001b[39m (bound\u001b[38;5;241m.\u001b[39marguments\u001b[38;5;241m.\u001b[39mget(label_namer)\n\u001b[1;32m   1416\u001b[0m                   \u001b[38;5;129;01mor\u001b[39;00m bound\u001b[38;5;241m.\u001b[39mkwargs\u001b[38;5;241m.\u001b[39mget(label_namer))\n",
      "File \u001b[0;32m/usr/local/other/python/GEOSpyD/4.10.3_py3.9/2022-01-14/lib/python3.9/site-packages/matplotlib/axes/_axes.py:6317\u001b[0m, in \u001b[0;36mAxes.contourf\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   6308\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m   6309\u001b[0m \u001b[38;5;124;03mPlot filled contours.\u001b[39;00m\n\u001b[1;32m   6310\u001b[0m \n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   6314\u001b[0m \u001b[38;5;124;03m%(contour_doc)s\u001b[39;00m\n\u001b[1;32m   6315\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m   6316\u001b[0m kwargs[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfilled\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[0;32m-> 6317\u001b[0m contours \u001b[38;5;241m=\u001b[39m \u001b[43mmcontour\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mQuadContourSet\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   6318\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_request_autoscale_view()\n\u001b[1;32m   6319\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m contours\n",
      "File \u001b[0;32m/usr/local/other/python/GEOSpyD/4.10.3_py3.9/2022-01-14/lib/python3.9/site-packages/matplotlib/contour.py:812\u001b[0m, in \u001b[0;36mContourSet.__init__\u001b[0;34m(self, ax, levels, filled, linewidths, linestyles, hatches, alpha, origin, extent, cmap, colors, norm, vmin, vmax, extend, antialiased, nchunk, locator, transform, *args, **kwargs)\u001b[0m\n\u001b[1;32m    808\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39morigin \u001b[38;5;241m=\u001b[39m mpl\u001b[38;5;241m.\u001b[39mrcParams[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mimage.origin\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[1;32m    810\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_transform \u001b[38;5;241m=\u001b[39m transform\n\u001b[0;32m--> 812\u001b[0m kwargs \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_process_args\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    813\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_process_levels()\n\u001b[1;32m    815\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_extend_min \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mextend \u001b[38;5;129;01min\u001b[39;00m [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmin\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mboth\u001b[39m\u001b[38;5;124m'\u001b[39m]\n",
      "File \u001b[0;32m/usr/local/other/python/GEOSpyD/4.10.3_py3.9/2022-01-14/lib/python3.9/site-packages/matplotlib/contour.py:1441\u001b[0m, in \u001b[0;36mQuadContourSet._process_args\u001b[0;34m(self, corner_mask, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1438\u001b[0m     corner_mask \u001b[38;5;241m=\u001b[39m mpl\u001b[38;5;241m.\u001b[39mrcParams[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcontour.corner_mask\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[1;32m   1439\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_corner_mask \u001b[38;5;241m=\u001b[39m corner_mask\n\u001b[0;32m-> 1441\u001b[0m x, y, z \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_contour_args\u001b[49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1443\u001b[0m _mask \u001b[38;5;241m=\u001b[39m ma\u001b[38;5;241m.\u001b[39mgetmask(z)\n\u001b[1;32m   1444\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m _mask \u001b[38;5;129;01mis\u001b[39;00m ma\u001b[38;5;241m.\u001b[39mnomask \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m _mask\u001b[38;5;241m.\u001b[39many():\n",
      "File \u001b[0;32m/usr/local/other/python/GEOSpyD/4.10.3_py3.9/2022-01-14/lib/python3.9/site-packages/matplotlib/contour.py:1480\u001b[0m, in \u001b[0;36mQuadContourSet._contour_args\u001b[0;34m(self, args, kwargs)\u001b[0m\n\u001b[1;32m   1478\u001b[0m     args \u001b[38;5;241m=\u001b[39m args[\u001b[38;5;241m1\u001b[39m:]\n\u001b[1;32m   1479\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m Nargs \u001b[38;5;241m<\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m4\u001b[39m:\n\u001b[0;32m-> 1480\u001b[0m     x, y, z \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_check_xyz\u001b[49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m[\u001b[49m\u001b[43m:\u001b[49m\u001b[38;5;241;43m3\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1481\u001b[0m     args \u001b[38;5;241m=\u001b[39m args[\u001b[38;5;241m3\u001b[39m:]\n\u001b[1;32m   1482\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",
      "File \u001b[0;32m/usr/local/other/python/GEOSpyD/4.10.3_py3.9/2022-01-14/lib/python3.9/site-packages/matplotlib/contour.py:1535\u001b[0m, in \u001b[0;36mQuadContourSet._check_xyz\u001b[0;34m(self, args, kwargs)\u001b[0m\n\u001b[1;32m   1532\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\n\u001b[1;32m   1533\u001b[0m             \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mShapes of y \u001b[39m\u001b[38;5;132;01m{\u001b[39;00my\u001b[38;5;241m.\u001b[39mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m and z \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mz\u001b[38;5;241m.\u001b[39mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m do not match\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m   1534\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 1535\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mInputs x and y must be 1D or 2D, not \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mx\u001b[38;5;241m.\u001b[39mndim\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124mD\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m   1537\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m x, y, z\n",
      "\u001b[0;31mTypeError\u001b[0m: Inputs x and y must be 1D or 2D, not 3D"
     ]
    }
   ],
   "source": [
    "max_count = 100*np.floor(np.max(nc_control[\"KppRejSteps\"].values)/100) # 3200 #100*np.floor(np.max(nc_notermchem[\"KppIntCounts\"].values[7,:,:]) / 100 )\n",
    "\n",
    "fig = plt.figure(figsize=(10,10))\n",
    "gs  = GridSpec(2,2)\n",
    "lons = nc_control.variables['lons'][:]\n",
    "lats = nc_control.variables['lats'][:]\n",
    "\n",
    "\n",
    "ax1 = _make_subplot(fig,gs[0,0],lons,lats,\n",
    "                    nc_control[\"KppRejSteps\"].values[0,0,0,:,:],\n",
    "                    title = 'CPU Integrations',\n",
    "                    levels=np.arange(0,max_count+1,1), \n",
    "                    cbar_label = \"Number of KPP integration steps\", \n",
    "                    cbar_ticks =[0, max_count/4, max_count/2, max_count*0.75, max_count ] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ffae5aaf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1, 72, 6, 360, 360)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nc_control[\"KppRejSteps\"].values.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "04c5bf38",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nc_control[\"KppRejSteps\"].values[0,0,0,:,:].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d98587c2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "b2c6ad98",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nc_control[\"KppRejSteps\"].values.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c69887de",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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