future_work.ipynb

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   "source": [
    "import numpy as np\n",
    "import xarray as xr\n",
    "import matplotlib.pyplot as plt\n",
    "import pyqg\n",
    "import json\n",
    "import fsspec\n",
    "import s3fs\n",
    "import pyqg_parameterization_benchmarks.coarsening_ops as coarsening\n",
    "from pyqg_parameterization_benchmarks.neural_networks import FCNNParameterization\n",
    "\n",
    "%matplotlib inline"
   ]
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  {
   "cell_type": "markdown",
   "id": "0b4e1cf7-c695-4ef2-a7cc-84a3f3712f97",
   "metadata": {},
   "source": [
    "## Transferring Datasets from LEAP to M²LInES"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b0cf40c1-e706-4d68-bc53-2da70c953baf",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:            (run: 5, l: 256, k: 129, lev: 2, time: 87, y: 256,\n",
       "                        x: 256, lev_mid: 1)\n",
       "Coordinates:\n",
       "  * k                  (k) float32 0.0 6.283e-06 ... 0.000798 0.0008042\n",
       "  * l                  (l) float32 0.0 6.283e-06 ... -1.257e-05 -6.283e-06\n",
       "  * lev                (lev) int32 1 2\n",
       "  * lev_mid            (lev_mid) float32 1.5\n",
       "  * time               (time) float32 0.0 3.6e+06 7.2e+06 ... 3.06e+08 3.096e+08\n",
       "  * x                  (x) float32 1.953e+03 5.859e+03 ... 9.941e+05 9.98e+05\n",
       "  * y                  (y) float32 1.953e+03 5.859e+03 ... 9.941e+05 9.98e+05\n",
       "Dimensions without coordinates: run\n",
       "Data variables: (12/27)\n",
       "    APEflux            (run, l, k) float32 -0.0 5.671e-15 ... 5.936e-39\n",
       "    APEgen             (run) float32 7.518e-11 7.851e-11 ... 8.052e-11 7.41e-11\n",
       "    APEgenspec         (run, l, k) float32 0.0 -2.749e-15 ... 0.0 -0.0\n",
       "    Dissspec           (run, l, k) float32 -0.0 -0.0 ... -6.062e-34 -3.081e-35\n",
       "    EKE                (run, lev) float32 0.002667 7.86e-05 ... 7.948e-05\n",
       "    EKEdiss            (run) float32 7.277e-11 7.763e-11 ... 7.997e-11 7.359e-11\n",
       "    ...                 ...\n",
       "    q                  (run, time, lev, y, x) float32 9.808e-07 ... -9.563e-07\n",
       "    streamfunction     (run, time, lev, y, x) float32 0.0 0.0 ... -50.38 -49.7\n",
       "    u                  (run, time, lev, y, x) float32 0.0 0.0 ... -0.009431\n",
       "    ufull              (run, time, lev, y, x) float32 0.025 0.025 ... -0.009431\n",
       "    v                  (run, time, lev, y, x) float32 0.0 0.0 ... -0.0002825\n",
       "    vfull              (run, time, lev, y, x) float32 0.0 0.0 ... -0.0002825\n",
       "Attributes: (12/24)\n",
       "    pyqg:L:          1000000.0\n",
       "    pyqg:M:          65536\n",
       "    pyqg:W:          1000000.0\n",
       "    pyqg:beta:       1.5e-11\n",
       "    pyqg:del2:       0.8\n",
       "    pyqg:delta:      0.25\n",
       "    ...              ...\n",
       "    pyqg:tc:         0\n",
       "    pyqg:tmax:       311040000.0\n",
       "    pyqg:twrite:     1000.0\n",
       "    pyqg_params:     {&quot;nx&quot;: 256.0, &quot;dt&quot;: 3600.0, &quot;tmax&quot;: 311040000.0, &quot;tavest...\n",
       "    reference:       https://pyqg.readthedocs.io/en/latest/index.html\n",
       "    title:           pyqg: Python Quasigeostrophic Model</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-9ddb5c7f-a266-4d26-9b25-e023cd384923' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9ddb5c7f-a266-4d26-9b25-e023cd384923' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>run</span>: 5</li><li><span class='xr-has-index'>l</span>: 256</li><li><span class='xr-has-index'>k</span>: 129</li><li><span class='xr-has-index'>lev</span>: 2</li><li><span class='xr-has-index'>time</span>: 87</li><li><span class='xr-has-index'>y</span>: 256</li><li><span class='xr-has-index'>x</span>: 256</li><li><span class='xr-has-index'>lev_mid</span>: 1</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-9425d9a9-94ab-451d-8895-21a92a670996' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9425d9a9-94ab-451d-8895-21a92a670996' class='xr-section-summary' >Coordinates: <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 class='xr-has-index'>k</span></div><div class='xr-var-dims'>(k)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 6.283e-06 ... 0.0008042</div><input id='attrs-836495ae-4dcb-46d0-be47-6380d4690f7f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-836495ae-4dcb-46d0-be47-6380d4690f7f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5740347c-073b-4931-95e1-ecdab8332ef3' class='xr-var-data-in' type='checkbox'><label for='data-5740347c-073b-4931-95e1-ecdab8332ef3' 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>spectal space grid points in the k direction</dd><dt><span>units :</span></dt><dd>zonal wavenumber</dd></dl></div><div class='xr-var-data'><pre>array([0.000000e+00, 6.283185e-06, 1.256637e-05, 1.884956e-05, 2.513274e-05,\n",
       "       3.141593e-05, 3.769911e-05, 4.398230e-05, 5.026548e-05, 5.654867e-05,\n",
       "       6.283185e-05, 6.911504e-05, 7.539822e-05, 8.168141e-05, 8.796460e-05,\n",
       "       9.424778e-05, 1.005310e-04, 1.068142e-04, 1.130973e-04, 1.193805e-04,\n",
       "       1.256637e-04, 1.319469e-04, 1.382301e-04, 1.445133e-04, 1.507964e-04,\n",
       "       1.570796e-04, 1.633628e-04, 1.696460e-04, 1.759292e-04, 1.822124e-04,\n",
       "       1.884956e-04, 1.947787e-04, 2.010619e-04, 2.073451e-04, 2.136283e-04,\n",
       "       2.199115e-04, 2.261947e-04, 2.324779e-04, 2.387610e-04, 2.450442e-04,\n",
       "       2.513274e-04, 2.576106e-04, 2.638938e-04, 2.701770e-04, 2.764602e-04,\n",
       "       2.827433e-04, 2.890265e-04, 2.953097e-04, 3.015929e-04, 3.078761e-04,\n",
       "       3.141593e-04, 3.204425e-04, 3.267256e-04, 3.330088e-04, 3.392920e-04,\n",
       "       3.455752e-04, 3.518584e-04, 3.581416e-04, 3.644247e-04, 3.707079e-04,\n",
       "       3.769911e-04, 3.832743e-04, 3.895575e-04, 3.958407e-04, 4.021239e-04,\n",
       "       4.084070e-04, 4.146902e-04, 4.209734e-04, 4.272566e-04, 4.335398e-04,\n",
       "       4.398230e-04, 4.461062e-04, 4.523893e-04, 4.586725e-04, 4.649557e-04,\n",
       "       4.712389e-04, 4.775221e-04, 4.838053e-04, 4.900885e-04, 4.963716e-04,\n",
       "       5.026548e-04, 5.089380e-04, 5.152212e-04, 5.215044e-04, 5.277875e-04,\n",
       "       5.340708e-04, 5.403539e-04, 5.466371e-04, 5.529203e-04, 5.592035e-04,\n",
       "       5.654867e-04, 5.717698e-04, 5.780531e-04, 5.843362e-04, 5.906194e-04,\n",
       "       5.969026e-04, 6.031858e-04, 6.094690e-04, 6.157522e-04, 6.220354e-04,\n",
       "       6.283185e-04, 6.346017e-04, 6.408849e-04, 6.471681e-04, 6.534513e-04,\n",
       "       6.597345e-04, 6.660176e-04, 6.723008e-04, 6.785840e-04, 6.848672e-04,\n",
       "       6.911504e-04, 6.974335e-04, 7.037168e-04, 7.099999e-04, 7.162831e-04,\n",
       "       7.225663e-04, 7.288495e-04, 7.351327e-04, 7.414159e-04, 7.476991e-04,\n",
       "       7.539822e-04, 7.602654e-04, 7.665486e-04, 7.728318e-04, 7.791150e-04,\n",
       "       7.853982e-04, 7.916813e-04, 7.979645e-04, 8.042477e-04], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>l</span></div><div class='xr-var-dims'>(l)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 6.283e-06 ... -6.283e-06</div><input id='attrs-fd85c768-32e3-484a-8cf6-47638fa0a4b0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fd85c768-32e3-484a-8cf6-47638fa0a4b0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cb26f42c-8a98-43b4-bd8e-e4a10edb1813' class='xr-var-data-in' type='checkbox'><label for='data-cb26f42c-8a98-43b4-bd8e-e4a10edb1813' 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>spectal space grid points in the l direction</dd><dt><span>units :</span></dt><dd>meridional wavenumber</dd></dl></div><div class='xr-var-data'><pre>array([ 0.000000e+00,  6.283185e-06,  1.256637e-05, ..., -1.884956e-05,\n",
       "       -1.256637e-05, -6.283185e-06], dtype=float32)</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'>int32</div><div class='xr-var-preview xr-preview'>1 2</div><input id='attrs-6eb8c1b9-ee72-4260-879b-e4f3e10a51fa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6eb8c1b9-ee72-4260-879b-e4f3e10a51fa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e631b03b-d2ba-4a34-82b4-9012890e6083' class='xr-var-data-in' type='checkbox'><label for='data-e631b03b-d2ba-4a34-82b4-9012890e6083' 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>vertical levels</dd></dl></div><div class='xr-var-data'><pre>array([1, 2], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lev_mid</span></div><div class='xr-var-dims'>(lev_mid)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.5</div><input id='attrs-a10ed5f9-1f98-4708-baa5-ccf20f82699c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a10ed5f9-1f98-4708-baa5-ccf20f82699c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4ae341f5-266a-4a6b-811a-27c58424cc93' class='xr-var-data-in' type='checkbox'><label for='data-4ae341f5-266a-4a6b-811a-27c58424cc93' 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>vertical level interface</dd></dl></div><div class='xr-var-data'><pre>array([1.5], dtype=float32)</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'>float32</div><div class='xr-var-preview xr-preview'>0.0 3.6e+06 ... 3.06e+08 3.096e+08</div><input id='attrs-16c54ab6-555c-4426-90f7-c9f4b4f4ca87' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-16c54ab6-555c-4426-90f7-c9f4b4f4ca87' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e7fbbdbf-7887-416a-a968-73ade54cb69a' class='xr-var-data-in' type='checkbox'><label for='data-e7fbbdbf-7887-416a-a968-73ade54cb69a' 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>model time</dd><dt><span>units :</span></dt><dd>s</dd></dl></div><div class='xr-var-data'><pre>array([0.000e+00, 3.600e+06, 7.200e+06, 1.080e+07, 1.440e+07, 1.800e+07,\n",
       "       2.160e+07, 2.520e+07, 2.880e+07, 3.240e+07, 3.600e+07, 3.960e+07,\n",
       "       4.320e+07, 4.680e+07, 5.040e+07, 5.400e+07, 5.760e+07, 6.120e+07,\n",
       "       6.480e+07, 6.840e+07, 7.200e+07, 7.560e+07, 7.920e+07, 8.280e+07,\n",
       "       8.640e+07, 9.000e+07, 9.360e+07, 9.720e+07, 1.008e+08, 1.044e+08,\n",
       "       1.080e+08, 1.116e+08, 1.152e+08, 1.188e+08, 1.224e+08, 1.260e+08,\n",
       "       1.296e+08, 1.332e+08, 1.368e+08, 1.404e+08, 1.440e+08, 1.476e+08,\n",
       "       1.512e+08, 1.548e+08, 1.584e+08, 1.620e+08, 1.656e+08, 1.692e+08,\n",
       "       1.728e+08, 1.764e+08, 1.800e+08, 1.836e+08, 1.872e+08, 1.908e+08,\n",
       "       1.944e+08, 1.980e+08, 2.016e+08, 2.052e+08, 2.088e+08, 2.124e+08,\n",
       "       2.160e+08, 2.196e+08, 2.232e+08, 2.268e+08, 2.304e+08, 2.340e+08,\n",
       "       2.376e+08, 2.412e+08, 2.448e+08, 2.484e+08, 2.520e+08, 2.556e+08,\n",
       "       2.592e+08, 2.628e+08, 2.664e+08, 2.700e+08, 2.736e+08, 2.772e+08,\n",
       "       2.808e+08, 2.844e+08, 2.880e+08, 2.916e+08, 2.952e+08, 2.988e+08,\n",
       "       3.024e+08, 3.060e+08, 3.096e+08], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.953e+03 5.859e+03 ... 9.98e+05</div><input id='attrs-79f8d049-a1ed-443d-81cd-15514ccb523d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-79f8d049-a1ed-443d-81cd-15514ccb523d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fb23c53c-3cf7-4b6b-aad9-3685415c78fd' class='xr-var-data-in' type='checkbox'><label for='data-fb23c53c-3cf7-4b6b-aad9-3685415c78fd' 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>real space grid points in the x direction</dd><dt><span>units :</span></dt><dd>grid point</dd></dl></div><div class='xr-var-data'><pre>array([  1953.125,   5859.375,   9765.625, ..., 990234.4  , 994140.6  ,\n",
       "       998046.9  ], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.953e+03 5.859e+03 ... 9.98e+05</div><input id='attrs-dc918c5f-61b8-4b90-8d66-426aa70eca8f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dc918c5f-61b8-4b90-8d66-426aa70eca8f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c6b5c0a9-c46f-4ee1-a6da-25b854145690' class='xr-var-data-in' type='checkbox'><label for='data-c6b5c0a9-c46f-4ee1-a6da-25b854145690' 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>real space grid points in the y direction</dd><dt><span>units :</span></dt><dd>grid point</dd></dl></div><div class='xr-var-data'><pre>array([  1953.125,   5859.375,   9765.625, ..., 990234.4  , 994140.6  ,\n",
       "       998046.9  ], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8a1fd8de-5fbe-40b2-ba98-37d4e16289bd' class='xr-section-summary-in' type='checkbox'  ><label for='section-8a1fd8de-5fbe-40b2-ba98-37d4e16289bd' class='xr-section-summary' >Data variables: <span>(27)</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>APEflux</span></div><div class='xr-var-dims'>(run, l, k)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-0.0 5.671e-15 ... 5.936e-39</div><input id='attrs-fe8912f0-7a0c-4130-92e4-f74ba6523246' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fe8912f0-7a0c-4130-92e4-f74ba6523246' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f3b908ef-2351-413b-8525-9cfa9d75ecd1' class='xr-var-data-in' type='checkbox'><label for='data-f3b908ef-2351-413b-8525-9cfa9d75ecd1' 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>spectral flux of available potential energy</dd><dt><span>units :</span></dt><dd>m^2 s^-3</dd></dl></div><div class='xr-var-data'><pre>array([[[-0.00000000e+00,  5.67079707e-15,  2.01519455e-14, ...,\n",
       "          1.12832140e-36,  6.28724562e-38,  3.14949397e-39],\n",
       "        [-3.21089142e-15,  1.51905042e-14,  4.29706590e-14, ...,\n",
       "          1.57597550e-36,  1.04166732e-37,  6.35090605e-39],\n",
       "        [-4.07431420e-14, -3.67524106e-14, -2.48635866e-14, ...,\n",
       "          4.01981724e-36,  2.51605583e-37,  1.45565063e-38],\n",
       "        ...,\n",
       "        [-1.67106820e-13, -3.14646069e-13, -2.11824075e-13, ...,\n",
       "          7.53536649e-36,  4.72050369e-37,  2.81554240e-38],\n",
       "        [-4.07431420e-14, -1.49054353e-14, -1.04901114e-13, ...,\n",
       "          4.40969049e-36,  2.87664356e-37,  1.40868499e-38],\n",
       "        [-3.21089142e-15,  1.84861654e-14, -3.21627876e-15, ...,\n",
       "          1.79887764e-36,  1.01220239e-37,  5.83851426e-39]],\n",
       "\n",
       "       [[-0.00000000e+00,  6.36661727e-15,  2.47022116e-14, ...,\n",
       "          1.01682494e-36,  7.73931032e-38,  2.89181340e-39],\n",
       "        [-2.16627812e-14,  2.18994134e-14,  2.35916667e-14, ...,\n",
       "          2.22321557e-36,  1.35955546e-37,  6.69085685e-39],\n",
       "        [-5.48996002e-14, -2.56290960e-14, -6.32360443e-14, ...,\n",
       "          4.48408155e-36,  2.95007586e-37,  1.70491962e-38],\n",
       "...\n",
       "          8.25853515e-36,  5.84173932e-37,  3.33172667e-38],\n",
       "        [-1.64568026e-13, -1.83330015e-14, -1.02926572e-13, ...,\n",
       "          5.17378298e-36,  2.94179945e-37,  1.76219434e-38],\n",
       "        [ 1.04200706e-14,  2.42675312e-14,  3.28934763e-15, ...,\n",
       "          2.31761385e-36,  1.47501966e-37,  6.29687618e-39]],\n",
       "\n",
       "       [[-0.00000000e+00,  3.48996887e-15,  1.49215221e-14, ...,\n",
       "          1.19948153e-36,  6.94563953e-38,  2.86176115e-39],\n",
       "        [ 2.69601217e-16,  8.96054471e-15,  9.33404643e-15, ...,\n",
       "          2.21204913e-36,  1.11516643e-37,  6.43700883e-39],\n",
       "        [-5.96249599e-14, -2.75905990e-14, -1.79760720e-14, ...,\n",
       "          4.46554692e-36,  2.85637742e-37,  1.31149149e-38],\n",
       "        ...,\n",
       "        [-4.12945773e-13, -1.86361018e-13, -3.75373886e-13, ...,\n",
       "          7.85580636e-36,  5.70748102e-37,  2.99674431e-38],\n",
       "        [-5.96249599e-14,  1.20166387e-14, -5.52679952e-14, ...,\n",
       "          4.18382575e-36,  2.76798441e-37,  1.69742674e-38],\n",
       "        [ 2.69601217e-16,  2.36224360e-14,  2.03811984e-14, ...,\n",
       "          1.95173209e-36,  1.32427223e-37,  5.93605023e-39]]],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>APEgen</span></div><div class='xr-var-dims'>(run)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>7.518e-11 7.851e-11 ... 7.41e-11</div><input id='attrs-616560c6-3bb2-4bfa-85e8-7f6c241e8720' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-616560c6-3bb2-4bfa-85e8-7f6c241e8720' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-deeae372-8db9-404c-8d66-f5bb03a5aa4a' class='xr-var-data-in' type='checkbox'><label for='data-deeae372-8db9-404c-8d66-f5bb03a5aa4a' 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>total available potential energy generation</dd><dt><span>units :</span></dt><dd>m^2 s^-3</dd></dl></div><div class='xr-var-data'><pre>array([7.5175990e-11, 7.8509137e-11, 7.6192726e-11, 8.0516857e-11,\n",
       "       7.4096576e-11], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>APEgenspec</span></div><div class='xr-var-dims'>(run, l, k)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 -2.749e-15 ... 0.0 -0.0</div><input id='attrs-1190f816-c850-44c7-918e-aef173f07ea9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1190f816-c850-44c7-918e-aef173f07ea9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e2793ac6-afc1-4c0a-a2e7-d1d1740feb34' class='xr-var-data-in' type='checkbox'><label for='data-e2793ac6-afc1-4c0a-a2e7-d1d1740feb34' 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>the spectrum of the rate of generation of available potential energy</dd><dt><span>units :</span></dt><dd>m^2 s^-3</dd></dl></div><div class='xr-var-data'><pre>array([[[ 0.00000000e+00, -2.74861387e-15, -1.62944440e-14, ...,\n",
       "         -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "        [ 0.00000000e+00, -1.35324559e-14, -9.66650059e-14, ...,\n",
       "         -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "        [ 0.00000000e+00, -1.61008935e-15, -1.38601885e-13, ...,\n",
       "         -0.00000000e+00,  0.00000000e+00, -0.00000000e+00],\n",
       "        ...,\n",
       "        [ 0.00000000e+00,  2.09862171e-14, -1.78750667e-14, ...,\n",
       "          0.00000000e+00,  0.00000000e+00, -0.00000000e+00],\n",
       "        [ 0.00000000e+00, -3.28879380e-14, -7.63531762e-14, ...,\n",
       "         -0.00000000e+00,  0.00000000e+00, -0.00000000e+00],\n",
       "        [ 0.00000000e+00, -6.94472022e-15, -1.85041513e-14, ...,\n",
       "          0.00000000e+00,  0.00000000e+00, -0.00000000e+00]],\n",
       "\n",
       "       [[ 0.00000000e+00, -7.95358516e-15, -7.04715064e-15, ...,\n",
       "          0.00000000e+00, -0.00000000e+00,  0.00000000e+00],\n",
       "        [ 0.00000000e+00, -3.09557339e-14, -2.52980891e-14, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00,  0.00000000e+00],\n",
       "        [ 0.00000000e+00, -3.16389642e-14, -1.01153332e-13, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00,  0.00000000e+00],\n",
       "...\n",
       "          0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "        [ 0.00000000e+00, -4.31068213e-14, -4.10528070e-15, ...,\n",
       "          0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "        [ 0.00000000e+00, -1.46917204e-14, -5.49360599e-14, ...,\n",
       "         -0.00000000e+00,  0.00000000e+00, -0.00000000e+00]],\n",
       "\n",
       "       [[ 0.00000000e+00, -2.36782661e-15, -2.24717248e-14, ...,\n",
       "         -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "        [ 0.00000000e+00,  2.15928625e-15, -3.68007118e-14, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00,  0.00000000e+00],\n",
       "        [ 0.00000000e+00,  1.00844075e-14, -1.57529250e-13, ...,\n",
       "          0.00000000e+00,  0.00000000e+00, -0.00000000e+00],\n",
       "        ...,\n",
       "        [ 0.00000000e+00, -2.23551798e-14,  7.00932978e-14, ...,\n",
       "          0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        [ 0.00000000e+00, -5.27867240e-14, -1.06088390e-13, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00,  0.00000000e+00],\n",
       "        [ 0.00000000e+00, -2.47108920e-14,  1.69180739e-15, ...,\n",
       "          0.00000000e+00,  0.00000000e+00, -0.00000000e+00]]],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Dissspec</span></div><div class='xr-var-dims'>(run, l, k)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-0.0 -0.0 ... -6.062e-34 -3.081e-35</div><input id='attrs-32c75baf-3b4f-4994-9c37-e83689362904' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-32c75baf-3b4f-4994-9c37-e83689362904' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-96e96492-6967-404d-bf42-2620436f00af' class='xr-var-data-in' type='checkbox'><label for='data-96e96492-6967-404d-bf42-2620436f00af' 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>Spectral contribution of filter dissipation to total energy</dd><dt><span>units :</span></dt><dd>m^2 s^-3</dd></dl></div><div class='xr-var-data'><pre>array([[[-0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n",
       "         -9.50365142e-33, -5.81788751e-34, -2.84234678e-35],\n",
       "        [-0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n",
       "         -9.04958514e-33, -5.54181256e-34, -2.89570779e-35],\n",
       "        [-0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n",
       "         -9.62867847e-33, -5.98908862e-34, -2.94723812e-35],\n",
       "        ...,\n",
       "        [-0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n",
       "         -9.57677231e-33, -5.84954137e-34, -3.13898576e-35],\n",
       "        [-0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n",
       "         -9.84039382e-33, -5.80005948e-34, -2.91961343e-35],\n",
       "        [-0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n",
       "         -8.93438522e-33, -5.60514140e-34, -2.87975080e-35]],\n",
       "\n",
       "       [[-0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n",
       "         -1.04025020e-32, -6.33587598e-34, -3.20229141e-35],\n",
       "        [-0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n",
       "         -1.05869518e-32, -6.70163380e-34, -3.17466069e-35],\n",
       "        [-0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n",
       "         -1.07063658e-32, -6.60960316e-34, -3.40828589e-35],\n",
       "...\n",
       "         -1.12548427e-32, -7.12220777e-34, -3.70152954e-35],\n",
       "        [-0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n",
       "         -1.17006562e-32, -6.86717417e-34, -3.52016821e-35],\n",
       "        [-0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n",
       "         -1.14976410e-32, -6.99562402e-34, -3.34812159e-35]],\n",
       "\n",
       "       [[-0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n",
       "         -1.02159018e-32, -6.06347491e-34, -3.01060519e-35],\n",
       "        [-0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n",
       "         -1.03528109e-32, -5.95726348e-34, -3.10075034e-35],\n",
       "        [-0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n",
       "         -1.06208471e-32, -6.36255787e-34, -3.19052097e-35],\n",
       "        ...,\n",
       "        [-0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n",
       "         -1.04998432e-32, -6.34307313e-34, -3.21125714e-35],\n",
       "        [-0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n",
       "         -1.02949972e-32, -6.33786560e-34, -3.33977173e-35],\n",
       "        [-0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n",
       "         -1.02442349e-32, -6.06218921e-34, -3.08130216e-35]]],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>EKE</span></div><div class='xr-var-dims'>(run, lev)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.002667 7.86e-05 ... 7.948e-05</div><input id='attrs-a569b655-3e32-4622-a5f3-c7d020572ac0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a569b655-3e32-4622-a5f3-c7d020572ac0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6f7808a7-6cb8-4a3a-abb8-aa728284d0c7' class='xr-var-data-in' type='checkbox'><label for='data-6f7808a7-6cb8-4a3a-abb8-aa728284d0c7' 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>mean eddy kinetic energy</dd><dt><span>units :</span></dt><dd>m^2 s^-2</dd></dl></div><div class='xr-var-data'><pre>array([[2.6673416e-03, 7.8596080e-05],\n",
       "       [2.7999924e-03, 8.3837360e-05],\n",
       "       [2.7168624e-03, 8.0868311e-05],\n",
       "       [2.8256625e-03, 8.6366708e-05],\n",
       "       [2.6579795e-03, 7.9477104e-05]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>EKEdiss</span></div><div class='xr-var-dims'>(run)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>7.277e-11 7.763e-11 ... 7.359e-11</div><input id='attrs-92161ebf-2a5a-415a-9930-265691365093' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-92161ebf-2a5a-415a-9930-265691365093' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-38a635bd-455f-4841-919a-7a5250e6c4bd' class='xr-var-data-in' type='checkbox'><label for='data-38a635bd-455f-4841-919a-7a5250e6c4bd' 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>total energy dissipation by bottom drag</dd><dt><span>units :</span></dt><dd>m^2 s^-3</dd></dl></div><div class='xr-var-data'><pre>array([7.2773683e-11, 7.7626690e-11, 7.4877583e-11, 7.9968664e-11,\n",
       "       7.3589440e-11], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ENSDissspec</span></div><div class='xr-var-dims'>(run, l, k)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 0.0 ... -3.882e-40 -2.004e-41</div><input id='attrs-3135dca2-0adc-437c-9950-24e5ec62e431' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3135dca2-0adc-437c-9950-24e5ec62e431' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b94387c9-67de-4fa8-bea1-ba50ee461883' class='xr-var-data-in' type='checkbox'><label for='data-b94387c9-67de-4fa8-bea1-ba50ee461883' 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>Spectral contribution of filter dissipation to barotropic enstrophy</dd><dt><span>units :</span></dt><dd>s^-3</dd></dl></div><div class='xr-var-data'><pre>array([[[ 0.000000e+00,  0.000000e+00,  0.000000e+00, ...,\n",
       "         -5.990245e-39, -3.725184e-40, -1.848593e-41],\n",
       "        [ 0.000000e+00,  0.000000e+00,  0.000000e+00, ...,\n",
       "         -5.704400e-39, -3.548634e-40, -1.883345e-41],\n",
       "        [ 0.000000e+00,  0.000000e+00,  0.000000e+00, ...,\n",
       "         -6.070572e-39, -3.835746e-40, -1.917257e-41],\n",
       "        ...,\n",
       "        [ 0.000000e+00,  0.000000e+00,  0.000000e+00, ...,\n",
       "         -6.039737e-39, -3.747535e-40, -2.042533e-41],\n",
       "        [ 0.000000e+00,  0.000000e+00,  0.000000e+00, ...,\n",
       "         -6.204051e-39, -3.714688e-40, -1.899320e-41],\n",
       "        [ 0.000000e+00,  0.000000e+00,  0.000000e+00, ...,\n",
       "         -5.631785e-39, -3.589188e-40, -1.872976e-41]],\n",
       "\n",
       "       [[ 0.000000e+00,  0.000000e+00,  0.000000e+00, ...,\n",
       "         -6.556800e-39, -4.056843e-40, -2.082610e-41],\n",
       "        [ 0.000000e+00,  0.000000e+00,  0.000000e+00, ...,\n",
       "         -6.673479e-39, -4.291308e-40, -2.064813e-41],\n",
       "        [ 0.000000e+00,  0.000000e+00,  0.000000e+00, ...,\n",
       "         -6.750020e-39, -4.233155e-40, -2.217134e-41],\n",
       "...\n",
       "        [ 0.000000e+00,  0.000000e+00,  0.000000e+00, ...,\n",
       "         -7.098038e-39, -4.562866e-40, -2.408692e-41],\n",
       "        [ 0.000000e+00,  0.000000e+00,  0.000000e+00, ...,\n",
       "         -7.376888e-39, -4.398129e-40, -2.290002e-41],\n",
       "        [ 0.000000e+00,  0.000000e+00,  0.000000e+00, ...,\n",
       "         -7.247531e-39, -4.479559e-40, -2.177618e-41]],\n",
       "\n",
       "       [[ 0.000000e+00,  0.000000e+00,  0.000000e+00, ...,\n",
       "         -6.439184e-39, -3.882438e-40, -1.958034e-41],\n",
       "        [ 0.000000e+00,  0.000000e+00,  0.000000e+00, ...,\n",
       "         -6.525888e-39, -3.814657e-40, -2.016749e-41],\n",
       "        [ 0.000000e+00,  0.000000e+00,  0.000000e+00, ...,\n",
       "         -6.696102e-39, -4.074934e-40, -2.075463e-41],\n",
       "        ...,\n",
       "        [ 0.000000e+00,  0.000000e+00,  0.000000e+00, ...,\n",
       "         -6.621886e-39, -4.063709e-40, -2.089616e-41],\n",
       "        [ 0.000000e+00,  0.000000e+00,  0.000000e+00, ...,\n",
       "         -6.490665e-39, -4.059127e-40, -2.172573e-41],\n",
       "        [ 0.000000e+00,  0.000000e+00,  0.000000e+00, ...,\n",
       "         -6.457447e-39, -3.881849e-40, -2.004137e-41]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ENSflux</span></div><div class='xr-var-dims'>(run, l, k)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 2.273e-23 ... 3.89e-40 2.01e-41</div><input id='attrs-fc95c400-a1c0-468b-b518-555dca664040' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fc95c400-a1c0-468b-b518-555dca664040' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-40437fb9-0ffa-4381-867f-a4c70fb17809' class='xr-var-data-in' type='checkbox'><label for='data-40437fb9-0ffa-4381-867f-a4c70fb17809' 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>barotropic enstrophy flux</dd><dt><span>units :</span></dt><dd>s^-3</dd></dl></div><div class='xr-var-data'><pre>array([[[ 0.00000000e+00,  2.27256974e-23,  7.61123483e-23, ...,\n",
       "          6.00501934e-39,  3.73551138e-40,  1.85279683e-41],\n",
       "        [-3.41528139e-24,  6.98765543e-23,  4.33351108e-22, ...,\n",
       "          5.72285669e-39,  3.55544453e-40,  1.88909046e-41],\n",
       "        [ 1.39722994e-24,  1.20598670e-22,  5.09095689e-22, ...,\n",
       "          6.07978422e-39,  3.84343939e-40,  1.92216110e-41],\n",
       "        ...,\n",
       "        [-2.34268812e-23, -4.22459476e-22,  1.11282071e-22, ...,\n",
       "          6.05016638e-39,  3.75442891e-40,  2.04981939e-41],\n",
       "        [ 1.39722994e-24,  1.29194098e-22,  2.52710442e-22, ...,\n",
       "          6.21928909e-39,  3.72432902e-40,  1.90394422e-41],\n",
       "        [-3.41528139e-24,  8.95995537e-23,  6.96461249e-23, ...,\n",
       "          5.64084990e-39,  3.59852044e-40,  1.87858072e-41]],\n",
       "\n",
       "       [[ 0.00000000e+00,  2.74608634e-23,  9.36838715e-23, ...,\n",
       "          6.57644223e-39,  4.06680636e-40,  2.08877549e-41],\n",
       "        [-4.83138587e-23,  1.36138207e-22,  1.31651318e-22, ...,\n",
       "          6.69597159e-39,  4.30108945e-40,  2.07013822e-41],\n",
       "        [-3.75363558e-23,  1.03777675e-22,  3.56090147e-22, ...,\n",
       "          6.76788202e-39,  4.24383240e-40,  2.22273962e-41],\n",
       "...\n",
       "          7.12792324e-39,  4.57374010e-40,  2.41583855e-41],\n",
       "        [-1.41522202e-22,  1.65948882e-22, -6.32144409e-23, ...,\n",
       "          7.40487026e-39,  4.40704163e-40,  2.29434598e-41],\n",
       "        [ 1.50780933e-23,  8.25398355e-23,  1.81853631e-22, ...,\n",
       "          7.26847348e-39,  4.48900358e-40,  2.18336314e-41]],\n",
       "\n",
       "       [[ 0.00000000e+00,  7.53169288e-24,  9.62742825e-23, ...,\n",
       "          6.44904458e-39,  3.89090137e-40,  1.96405993e-41],\n",
       "        [-2.37110565e-24,  1.14420354e-23,  1.49436824e-22, ...,\n",
       "          6.54357898e-39,  3.82131289e-40,  2.02193355e-41],\n",
       "        [-5.38481755e-23,  3.23898904e-23,  5.47143120e-22, ...,\n",
       "          6.71067681e-39,  4.08472897e-40,  2.07994731e-41],\n",
       "        ...,\n",
       "        [-4.34811599e-22, -7.44755440e-23, -7.57444753e-22, ...,\n",
       "          6.64224160e-39,  4.07690973e-40,  2.09606224e-41],\n",
       "        [-5.38481755e-23,  2.49146331e-22,  3.30332563e-22, ...,\n",
       "          6.50094307e-39,  4.07105230e-40,  2.17649677e-41],\n",
       "        [-2.37110565e-24,  1.23780354e-22,  6.09896260e-23, ...,\n",
       "          6.47031069e-39,  3.89038289e-40,  2.00960213e-41]]],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ENSfrictionspec</span></div><div class='xr-var-dims'>(run, l, k)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 -1.674e-24 ... -0.0 -0.0</div><input id='attrs-7a1f4842-6c23-4cda-a7d9-baa552509f81' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7a1f4842-6c23-4cda-a7d9-baa552509f81' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aaafb4ff-2171-4791-afbf-2ec903e31d41' class='xr-var-data-in' type='checkbox'><label for='data-aaafb4ff-2171-4791-afbf-2ec903e31d41' 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>the spectrum of the rate of dissipation of barotropic enstrophy due to bottom friction</dd><dt><span>units :</span></dt><dd>s^-3</dd></dl></div><div class='xr-var-data'><pre>array([[[ 0.00000000e+00, -1.67410365e-24, -3.00057149e-24, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        [ 2.47436399e-24, -6.90000935e-24,  7.96024236e-24, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        [ 2.89546694e-23,  6.45517558e-23,  8.11181819e-23, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        ...,\n",
       "        [ 1.61092919e-22,  2.65908174e-22,  2.38722967e-22, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        [ 2.89546694e-23,  2.96398676e-23,  1.51473449e-22, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        [ 2.47436399e-24, -3.44760575e-24,  1.22529457e-23, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00]],\n",
       "\n",
       "       [[ 0.00000000e+00, -4.93796161e-24, -1.51476213e-24, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        [ 1.39398522e-23, -8.48510859e-24, -1.29520548e-24, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        [ 4.69195187e-23,  3.56156152e-23,  1.04882655e-22, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "...\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        [ 1.37174707e-22,  3.37477377e-23,  9.66985319e-23, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        [-9.93071119e-24, -1.25152901e-23,  1.42813043e-23, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00]],\n",
       "\n",
       "       [[ 0.00000000e+00, -3.49324096e-24,  1.84017938e-24, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        [-2.67380538e-24, -3.07214602e-24,  1.01739249e-23, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        [ 5.18264102e-23,  3.44868310e-23,  6.50209829e-23, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        ...,\n",
       "        [ 3.20346266e-22,  1.57465699e-22,  3.01265525e-22, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        [ 5.18264102e-23,  1.27108960e-23,  7.21617707e-23, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        [-2.67380538e-24, -1.17966875e-23,  3.59909860e-24, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00]]],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ENSgenspec</span></div><div class='xr-var-dims'>(run, l, k)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 -1.222e-23 ... 0.0 -0.0</div><input id='attrs-12da3eda-89ae-4428-9d57-057f6a243e78' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-12da3eda-89ae-4428-9d57-057f6a243e78' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-24f49efc-6f5a-4c94-87e5-87abbb445317' class='xr-var-data-in' type='checkbox'><label for='data-24f49efc-6f5a-4c94-87e5-87abbb445317' 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>the spectrum of the rate of generation of barotropic enstrophy</dd><dt><span>units :</span></dt><dd>s^-3</dd></dl></div><div class='xr-var-data'><pre>array([[[ 0.00000000e+00, -1.22160617e-23, -7.24197535e-23, ...,\n",
       "         -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "        [ 0.00000000e+00, -6.01442448e-23, -4.29622232e-22, ...,\n",
       "         -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "        [ 0.00000000e+00, -7.15595291e-24, -6.16008379e-22, ...,\n",
       "         -0.00000000e+00,  0.00000000e+00, -0.00000000e+00],\n",
       "        ...,\n",
       "        [ 0.00000000e+00,  9.32720735e-23, -7.94447366e-23, ...,\n",
       "          0.00000000e+00,  0.00000000e+00, -0.00000000e+00],\n",
       "        [ 0.00000000e+00, -1.46168605e-22, -3.39347464e-22, ...,\n",
       "         -0.00000000e+00,  0.00000000e+00, -0.00000000e+00],\n",
       "        [ 0.00000000e+00, -3.08654230e-23, -8.22406679e-23, ...,\n",
       "          0.00000000e+00,  0.00000000e+00, -0.00000000e+00]],\n",
       "\n",
       "       [[ 0.00000000e+00, -3.53492674e-23, -3.13206715e-23, ...,\n",
       "          0.00000000e+00, -0.00000000e+00,  0.00000000e+00],\n",
       "        [ 0.00000000e+00, -1.37581040e-22, -1.12435954e-22, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00,  0.00000000e+00],\n",
       "        [ 0.00000000e+00, -1.40617612e-22, -4.49570341e-22, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00,  0.00000000e+00],\n",
       "...\n",
       "          0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "        [ 0.00000000e+00, -1.91585877e-22, -1.82456917e-23, ...,\n",
       "          0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "        [ 0.00000000e+00, -6.52965352e-23, -2.44160276e-22, ...,\n",
       "         -0.00000000e+00,  0.00000000e+00, -0.00000000e+00]],\n",
       "\n",
       "       [[ 0.00000000e+00, -1.05236735e-23, -9.98743281e-23, ...,\n",
       "         -0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "        [ 0.00000000e+00,  9.59682739e-24, -1.63558722e-22, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00,  0.00000000e+00],\n",
       "        [ 0.00000000e+00,  4.48195867e-23, -7.00130033e-22, ...,\n",
       "          0.00000000e+00,  0.00000000e+00, -0.00000000e+00],\n",
       "        ...,\n",
       "        [ 0.00000000e+00, -9.93563494e-23,  3.11525766e-22, ...,\n",
       "          0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        [ 0.00000000e+00, -2.34607662e-22, -4.71503955e-22, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00,  0.00000000e+00],\n",
       "        [ 0.00000000e+00, -1.09826187e-22,  7.51914368e-24, ...,\n",
       "          0.00000000e+00,  0.00000000e+00, -0.00000000e+00]]],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Ensspec</span></div><div class='xr-var-dims'>(run, lev, l, k)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>3.004e-13 1.3e-14 ... 0.0 0.0</div><input id='attrs-a6415f61-7039-4524-ad7b-a2b502cd4406' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a6415f61-7039-4524-ad7b-a2b502cd4406' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2053a8d5-0349-49ea-aa68-61a1ad4c82ab' class='xr-var-data-in' type='checkbox'><label for='data-2053a8d5-0349-49ea-aa68-61a1ad4c82ab' 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>enstrophy spectrum</dd><dt><span>units :</span></dt><dd>s^-2</dd></dl></div><div class='xr-var-data'><pre>array([[[[3.00410440e-13, 1.30045189e-14, 2.19474182e-14, ...,\n",
       "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "         [1.57119038e-14, 2.06491301e-14, 2.88633626e-14, ...,\n",
       "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "         [2.98171454e-14, 6.28354180e-14, 6.22597338e-14, ...,\n",
       "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "         ...,\n",
       "         [9.46082337e-14, 1.65582053e-13, 1.35768092e-13, ...,\n",
       "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "         [2.98171454e-14, 3.73112931e-14, 9.08795540e-14, ...,\n",
       "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "         [1.57119038e-14, 1.76934510e-14, 3.33853361e-14, ...,\n",
       "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n",
       "\n",
       "        [[0.00000000e+00, 8.03475443e-16, 1.24064810e-15, ...,\n",
       "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "         [9.42871972e-16, 1.26351651e-15, 1.52203191e-15, ...,\n",
       "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "         [1.46193546e-15, 3.10061535e-15, 2.58587089e-15, ...,\n",
       "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "...\n",
       "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "         [4.21121911e-14, 3.64063943e-14, 4.91877996e-14, ...,\n",
       "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "         [1.70295059e-14, 3.50671030e-14, 3.61946801e-14, ...,\n",
       "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n",
       "\n",
       "        [[0.00000000e+00, 1.37364170e-15, 1.11606586e-15, ...,\n",
       "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "         [1.04911404e-15, 1.03067657e-15, 1.81332475e-15, ...,\n",
       "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "         [2.04874718e-15, 1.88687939e-15, 2.10106332e-15, ...,\n",
       "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "         ...,\n",
       "         [5.75129400e-15, 3.41035603e-15, 5.28933620e-15, ...,\n",
       "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "         [2.04874718e-15, 1.87067248e-15, 2.02511983e-15, ...,\n",
       "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "         [1.04911404e-15, 2.15353278e-15, 1.96086031e-15, ...,\n",
       "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]]],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>KEflux</span></div><div class='xr-var-dims'>(run, l, k)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 3.312e-15 ... 3.088e-35</div><input id='attrs-c046d2ff-dd33-45a9-859d-5b25fc4722ca' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c046d2ff-dd33-45a9-859d-5b25fc4722ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fc40e287-41cb-45da-84c6-e4a08b2f244d' class='xr-var-data-in' type='checkbox'><label for='data-fc40e287-41cb-45da-84c6-e4a08b2f244d' 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>spectral flux of kinetic energy</dd><dt><span>units :</span></dt><dd>m^2 s^-3</dd></dl></div><div class='xr-var-data'><pre>array([[[ 0.00000000e+00,  3.31184461e-15,  5.99354008e-14, ...,\n",
       "          9.52596304e-33,  5.83339072e-34,  2.84858872e-35],\n",
       "        [ 3.56166648e-14,  3.16092096e-14,  1.41046259e-13, ...,\n",
       "          9.07494349e-33,  5.54951480e-34,  2.90242642e-35],\n",
       "        [ 2.23126083e-13,  2.00027847e-13,  4.19554013e-13, ...,\n",
       "          9.62771089e-33,  5.99113884e-34,  2.94862369e-35],\n",
       "        ...,\n",
       "        [ 4.44416232e-13,  5.11735836e-13,  5.49941820e-13, ...,\n",
       "          9.56015229e-33,  5.83940365e-34,  3.13728278e-35],\n",
       "        [ 2.23126083e-13,  2.25947150e-13,  4.29157767e-13, ...,\n",
       "          9.84769952e-33,  5.80332286e-34,  2.92110030e-35],\n",
       "        [ 3.56166648e-14,  3.21586257e-14,  9.91829570e-14, ...,\n",
       "          8.94467080e-33,  5.61680634e-34,  2.88659685e-35]],\n",
       "\n",
       "       [[ 0.00000000e+00,  3.98355445e-15,  6.78050687e-14, ...,\n",
       "          1.04326490e-32,  6.35064496e-34,  3.21130994e-35],\n",
       "        [ 5.51159833e-14,  3.73952442e-14,  1.08600507e-13, ...,\n",
       "          1.06165617e-32,  6.71276472e-34,  3.18084323e-35],\n",
       "        [ 2.04572578e-13,  2.05582228e-13,  3.67314550e-13, ...,\n",
       "          1.07172994e-32,  6.61438411e-34,  3.40964161e-35],\n",
       "...\n",
       "          1.12658438e-32,  7.11256137e-34,  3.69755881e-35],\n",
       "        [ 4.15159552e-13,  2.56482119e-13,  3.16019211e-13, ...,\n",
       "          1.17241940e-32,  6.86937317e-34,  3.51977246e-35],\n",
       "        [ 3.01791097e-14,  2.86880640e-14,  1.50516603e-13, ...,\n",
       "          1.15245407e-32,  7.00611531e-34,  3.35502503e-35]],\n",
       "\n",
       "       [[ 0.00000000e+00,  1.85734865e-15,  7.50273866e-14, ...,\n",
       "          1.02303457e-32,  6.07600954e-34,  3.01955054e-35],\n",
       "        [ 4.72592987e-14,  2.83938844e-14,  1.12726214e-13, ...,\n",
       "          1.03744995e-32,  5.96424069e-34,  3.10686285e-35],\n",
       "        [ 2.22956853e-13,  1.93190909e-13,  3.42669551e-13, ...,\n",
       "          1.06264976e-32,  6.36666980e-34,  3.19205634e-35],\n",
       "        ...,\n",
       "        [ 6.71619281e-13,  4.21285511e-13,  5.17358942e-13, ...,\n",
       "          1.04972931e-32,  6.33841110e-34,  3.20746950e-35],\n",
       "        [ 2.22956853e-13,  2.05772641e-13,  3.24255271e-13, ...,\n",
       "          1.02954424e-32,  6.34535800e-34,  3.33892455e-35],\n",
       "        [ 4.72592987e-14,  2.96166629e-14,  6.97046181e-14, ...,\n",
       "          1.02596897e-32,  6.07153210e-34,  3.08809426e-35]]],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>KEfrictionspec</span></div><div class='xr-var-dims'>(run, l, k)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-0.0 -4.33e-15 ... -0.0 -0.0</div><input id='attrs-ada11e6f-dfef-4b91-8d81-14459bff84ae' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ada11e6f-dfef-4b91-8d81-14459bff84ae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b8e3495d-f25d-4ff7-895a-a853ff47af77' class='xr-var-data-in' type='checkbox'><label for='data-b8e3495d-f25d-4ff7-895a-a853ff47af77' 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>total energy dissipation spectrum by bottom drag</dd><dt><span>units :</span></dt><dd>m^2 s^-3</dd></dl></div><div class='xr-var-data'><pre>array([[[-0.00000000e+00, -4.32989944e-15, -6.28865178e-14, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        [-3.27225938e-14, -3.28890595e-14, -8.37414922e-14, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        [-1.74610326e-13, -1.21779472e-13, -2.57384066e-13, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        ...,\n",
       "        [-2.41018360e-13, -2.30780483e-13, -2.58752167e-13, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        [-1.74610326e-13, -1.74736663e-13, -2.33845251e-13, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        [-3.27225938e-14, -3.09928203e-14, -7.67391521e-14, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00]],\n",
       "\n",
       "       [[-0.00000000e+00, -5.27923025e-15, -6.98159385e-14, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        [-4.13381826e-14, -3.06573106e-14, -1.05421450e-13, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        [-1.47567220e-13, -1.48679571e-13, -2.00165717e-13, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "...\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        [-2.52365809e-13, -1.93330147e-13, -2.08141894e-13, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        [-3.92876920e-14, -3.67804474e-14, -1.07923714e-13, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00]],\n",
       "\n",
       "       [[-0.00000000e+00, -4.37068154e-15, -6.72048476e-14, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        [-4.81654376e-14, -3.55269538e-14, -8.62982239e-14, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        [-1.65458955e-13, -1.48498930e-13, -1.91009155e-13, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        ...,\n",
       "        [-2.88241734e-13, -2.15497664e-13, -2.47364168e-13, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        [-1.65458955e-13, -1.59059696e-13, -1.79040810e-13, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00],\n",
       "        [-4.81654376e-14, -2.79957569e-14, -7.72240141e-14, ...,\n",
       "         -0.00000000e+00, -0.00000000e+00, -0.00000000e+00]]],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>KEspec</span></div><div class='xr-var-dims'>(run, lev, l, k)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 4.185e-08 4.192e-07 ... 0.0 0.0</div><input id='attrs-67079deb-643c-40a8-b8d2-551ca7d6b3ce' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-67079deb-643c-40a8-b8d2-551ca7d6b3ce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-291ad9d8-83e3-4c20-b15a-6f3907dc2b39' class='xr-var-data-in' type='checkbox'><label for='data-291ad9d8-83e3-4c20-b15a-6f3907dc2b39' 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>kinetic energy spectrum</dd><dt><span>units :</span></dt><dd>m^2 s^-2</dd></dl></div><div class='xr-var-data'><pre>array([[[[0.00000000e+00, 4.18498516e-08, 4.19167748e-07, ...,\n",
       "          5.64358944e-41, 2.14398665e-43, 0.00000000e+00],\n",
       "         [1.36769088e-07, 1.73971841e-07, 6.97657299e-07, ...,\n",
       "          5.32451377e-41, 2.01786979e-43, 0.00000000e+00],\n",
       "         [9.80973141e-07, 1.55084410e-06, 2.58913792e-06, ...,\n",
       "          5.46828700e-41, 2.10194770e-43, 0.00000000e+00],\n",
       "         ...,\n",
       "         [3.80426309e-06, 6.24416043e-06, 6.33680884e-06, ...,\n",
       "          5.15874017e-41, 1.94780487e-43, 0.00000000e+00],\n",
       "         [9.80973141e-07, 1.19458491e-06, 3.42257658e-06, ...,\n",
       "          5.59944853e-41, 2.04589576e-43, 0.00000000e+00],\n",
       "         [1.36769088e-07, 1.67913655e-07, 7.59349348e-07, ...,\n",
       "          5.24043587e-41, 2.04589576e-43, 0.00000000e+00]],\n",
       "\n",
       "        [[0.00000000e+00, 9.35264222e-09, 1.35835748e-07, ...,\n",
       "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "         [7.06812529e-08, 7.10408230e-08, 1.80882779e-07, ...,\n",
       "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "         [3.77160717e-07, 2.63045337e-07, 5.55953193e-07, ...,\n",
       "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "...\n",
       "          5.67063450e-41, 2.11596068e-43, 0.00000000e+00],\n",
       "         [1.20174354e-06, 1.05593790e-06, 1.99516353e-06, ...,\n",
       "          5.84859940e-41, 2.22806456e-43, 0.00000000e+00],\n",
       "         [1.52331481e-07, 2.24468323e-07, 7.60360820e-07, ...,\n",
       "          6.01325197e-41, 2.20003859e-43, 0.00000000e+00]],\n",
       "\n",
       "        [[0.00000000e+00, 9.44073264e-09, 1.45163398e-07, ...,\n",
       "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "         [1.04038008e-07, 7.67387149e-08, 1.86405359e-07, ...,\n",
       "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "         [3.57393645e-07, 3.20759739e-07, 4.12582409e-07, ...,\n",
       "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "         ...,\n",
       "         [6.22606137e-07, 4.65477939e-07, 5.34310061e-07, ...,\n",
       "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "         [3.57393645e-07, 3.43571145e-07, 3.86730619e-07, ...,\n",
       "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "         [1.04038008e-07, 6.04712227e-08, 1.66804938e-07, ...,\n",
       "          0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]]],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Qy</span></div><div class='xr-var-dims'>(run, time, lev)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.039e-10 -7.222e-12 ... -7.222e-12</div><input id='attrs-9cc6e62f-1ce2-4c9d-8a22-620115e1ada1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9cc6e62f-1ce2-4c9d-8a22-620115e1ada1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b025d123-6324-477c-b882-feb438e1e0e4' class='xr-var-data-in' type='checkbox'><label for='data-b025d123-6324-477c-b882-feb438e1e0e4' 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>background potential vorticity gradient</dd><dt><span>units :</span></dt><dd>m^-1 s^-1</dd></dl></div><div class='xr-var-data'><pre>array([[[ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "...\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12],\n",
       "        [ 1.0388889e-10, -7.2222224e-12]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Ubg</span></div><div class='xr-var-dims'>(run, time, lev)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.025 0.0 0.025 ... 0.0 0.025 0.0</div><input id='attrs-91521c03-ae0a-47cb-8b76-5cc409aac503' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-91521c03-ae0a-47cb-8b76-5cc409aac503' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b198519f-ff24-49fa-98ed-5eb0050572ec' class='xr-var-data-in' type='checkbox'><label for='data-b198519f-ff24-49fa-98ed-5eb0050572ec' 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>background zonal velocity</dd><dt><span>units :</span></dt><dd>m s^-1</dd></dl></div><div class='xr-var-data'><pre>array([[[0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "...\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ],\n",
       "        [0.025, 0.   ]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dqdt</span></div><div class='xr-var-dims'>(run, time, lev, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 0.0 ... -2.263e-13 -1.407e-13</div><input id='attrs-d9826336-db38-4b40-ab73-7c191a0e4750' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d9826336-db38-4b40-ab73-7c191a0e4750' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6047d569-0fc8-4a9e-b331-15a79c98b1d8' class='xr-var-data-in' type='checkbox'><label for='data-6047d569-0fc8-4a9e-b331-15a79c98b1d8' 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>previous partial derivative of potential vorticity wrt. time in real space</dd><dt><span>units :</span></dt><dd>s^-2</dd></dl></div><div class='xr-var-data'><pre>array([[[[[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          ...,\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00]],\n",
       "\n",
       "         [[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "...\n",
       "           -1.36677995e-11, -1.24990365e-11, -1.94796505e-11],\n",
       "          [-1.75345556e-12, -8.69210086e-12, -1.62507837e-11, ...,\n",
       "            8.20213342e-12,  1.35247733e-11,  9.68742881e-12],\n",
       "          [-9.05754118e-12, -1.09737905e-11, -1.62335648e-11, ...,\n",
       "            6.80650545e-12,  1.29246700e-12,  7.02766404e-13]],\n",
       "\n",
       "         [[-1.48520085e-13, -2.29907483e-13, -3.42494994e-13, ...,\n",
       "           -2.67538108e-13, -2.03236340e-13, -1.36954643e-13],\n",
       "          [-2.00050453e-13, -2.61830759e-13, -3.54003502e-13, ...,\n",
       "           -2.95806782e-13, -2.48467561e-13, -1.92387596e-13],\n",
       "          [-2.65479939e-13, -3.04691114e-13, -3.76278300e-13, ...,\n",
       "           -3.80464459e-13, -3.46341201e-13, -2.81337616e-13],\n",
       "          ...,\n",
       "          [-2.19146560e-13, -2.38517919e-13, -3.03099749e-13, ...,\n",
       "           -4.43417926e-13, -3.91225084e-13, -2.83476882e-13],\n",
       "          [-1.56360046e-13, -2.10725643e-13, -3.07103274e-13, ...,\n",
       "           -3.47745866e-13, -2.91125387e-13, -1.93509529e-13],\n",
       "          [-1.28554746e-13, -2.05892215e-13, -3.25375577e-13, ...,\n",
       "           -2.91788430e-13, -2.26311483e-13, -1.40749134e-13]]]]],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>entspec</span></div><div class='xr-var-dims'>(run, l, k)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.202e-14 3.744e-19 ... 0.0 0.0</div><input id='attrs-1e634801-ccf8-48df-ae08-fdc1c88e5c2e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1e634801-ccf8-48df-ae08-fdc1c88e5c2e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-edd4caa1-e474-4a49-8d63-2c527e8cf147' class='xr-var-data-in' type='checkbox'><label for='data-edd4caa1-e474-4a49-8d63-2c527e8cf147' 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>barotropic enstrophy spectrum</dd><dt><span>units :</span></dt><dd>m s^-2</dd></dl></div><div class='xr-var-data'><pre>array([[[1.20164177e-14, 3.74399936e-19, 2.40909753e-17, ...,\n",
       "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [3.01036295e-18, 5.67003896e-18, 4.35441837e-17, ...,\n",
       "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [7.03141703e-17, 7.56890775e-17, 2.41155998e-16, ...,\n",
       "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        ...,\n",
       "        [2.99809270e-16, 3.97126739e-16, 5.53722590e-16, ...,\n",
       "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [7.03141703e-17, 9.07981137e-17, 2.51721966e-16, ...,\n",
       "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [3.01036295e-18, 5.54321729e-18, 4.16118667e-17, ...,\n",
       "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n",
       "\n",
       "       [[1.24339168e-14, 3.56832094e-19, 2.75216258e-17, ...,\n",
       "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [4.63981115e-18, 5.13809565e-18, 5.39514327e-17, ...,\n",
       "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [6.53802497e-17, 7.98930873e-17, 2.01200103e-16, ...,\n",
       "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "...\n",
       "        [2.93952646e-16, 4.23887527e-16, 8.95990075e-16, ...,\n",
       "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [1.19626291e-16, 1.00581616e-16, 2.09519860e-16, ...,\n",
       "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [3.26442031e-18, 6.09473913e-18, 5.64896000e-17, ...,\n",
       "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00]],\n",
       "\n",
       "       [[1.19239860e-14, 3.52500252e-19, 2.62826151e-17, ...,\n",
       "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [4.15980941e-18, 6.36156154e-18, 4.57514589e-17, ...,\n",
       "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [7.13431168e-17, 7.96970785e-17, 1.81470694e-16, ...,\n",
       "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        ...,\n",
       "        [4.14234660e-16, 3.10559548e-16, 5.79376306e-16, ...,\n",
       "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [7.13431168e-17, 8.02131267e-17, 1.74068791e-16, ...,\n",
       "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
       "        [4.15980941e-18, 4.70399582e-18, 4.05046986e-17, ...,\n",
       "         0.00000000e+00, 0.00000000e+00, 0.00000000e+00]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>paramspec</span></div><div class='xr-var-dims'>(run, l, k)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-0.0 -0.0 -0.0 ... -0.0 -0.0 -0.0</div><input id='attrs-8fa9f4cf-d6bb-462c-8671-d9f5ed3e3fa6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8fa9f4cf-d6bb-462c-8671-d9f5ed3e3fa6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-210583af-726a-4269-83d5-a75f37dfb12c' class='xr-var-data-in' type='checkbox'><label for='data-210583af-726a-4269-83d5-a75f37dfb12c' 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>Spectral contribution of subgrid parameterization to energy (if present)</dd><dt><span>units :</span></dt><dd>m^2 s^-3</dd></dl></div><div class='xr-var-data'><pre>array([[[-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        ...,\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.]],\n",
       "\n",
       "       [[-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        ...,\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.]],\n",
       "\n",
       "       [[-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        ...,\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.]],\n",
       "\n",
       "       [[-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        ...,\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.]],\n",
       "\n",
       "       [[-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        ...,\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>paramspec_APEflux</span></div><div class='xr-var-dims'>(run, l, k)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-0.0 -0.0 -0.0 ... -0.0 -0.0 -0.0</div><input id='attrs-eef67462-6b67-44e1-96b4-223509bd8cee' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-eef67462-6b67-44e1-96b4-223509bd8cee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cfc7ea91-b105-4f63-b23a-b8279d2dabef' class='xr-var-data-in' type='checkbox'><label for='data-cfc7ea91-b105-4f63-b23a-b8279d2dabef' 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>total additional APE flux due to subgrid parameterization</dd><dt><span>units :</span></dt><dd>m^2 s^-3</dd></dl></div><div class='xr-var-data'><pre>array([[[-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        ...,\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.]],\n",
       "\n",
       "       [[-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        ...,\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.]],\n",
       "\n",
       "       [[-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        ...,\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.]],\n",
       "\n",
       "       [[-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        ...,\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.]],\n",
       "\n",
       "       [[-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        ...,\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.],\n",
       "        [-0., -0., -0., ..., -0., -0., -0.]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>paramspec_KEflux</span></div><div class='xr-var-dims'>(run, l, k)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0</div><input id='attrs-0d20dfed-de75-4f88-8baf-16760c390196' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0d20dfed-de75-4f88-8baf-16760c390196' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8ba9116e-dbd7-4e56-b668-de761566d3fd' class='xr-var-data-in' type='checkbox'><label for='data-8ba9116e-dbd7-4e56-b668-de761566d3fd' 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>total additional KE flux due to subgrid parameterization</dd><dt><span>units :</span></dt><dd>m^2 s^-3</dd></dl></div><div class='xr-var-data'><pre>array([[[0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        ...,\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.]],\n",
       "\n",
       "       [[0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        ...,\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.]],\n",
       "\n",
       "       [[0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        ...,\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.]],\n",
       "\n",
       "       [[0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        ...,\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.]],\n",
       "\n",
       "       [[0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        ...,\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.],\n",
       "        [0., 0., 0., ..., 0., 0., 0.]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q</span></div><div class='xr-var-dims'>(run, time, lev, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>9.808e-07 3.056e-07 ... -9.563e-07</div><input id='attrs-d8be081d-3a4b-4012-8e09-c512e5be5aa3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d8be081d-3a4b-4012-8e09-c512e5be5aa3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7f1defdb-ab2e-4d51-a124-4ad6ce2e4520' class='xr-var-data-in' type='checkbox'><label for='data-7f1defdb-ab2e-4d51-a124-4ad6ce2e4520' 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>potential vorticity in real space</dd><dt><span>units :</span></dt><dd>s^-1</dd></dl></div><div class='xr-var-data'><pre>array([[[[[ 9.80787604e-07,  3.05621711e-07,  1.38303676e-07, ...,\n",
       "            4.65399523e-07,  2.26309140e-07,  7.80552298e-08],\n",
       "          [ 9.52535174e-07,  2.94428162e-07,  9.41902982e-08, ...,\n",
       "            4.25358508e-07,  3.00047276e-07,  2.10603393e-08],\n",
       "          [ 9.22018444e-07,  2.72253459e-07,  1.66637832e-07, ...,\n",
       "            4.69725876e-07,  2.56959282e-07,  3.94148181e-08],\n",
       "          ...,\n",
       "          [ 1.00183217e-06,  2.78422903e-07,  1.49338717e-07, ...,\n",
       "            4.75036217e-07,  2.93553910e-07,  4.78079301e-08],\n",
       "          [ 9.40569237e-07,  2.48584143e-07,  1.03345137e-07, ...,\n",
       "            4.76292740e-07,  2.47093340e-07,  1.75211934e-08],\n",
       "          [ 9.60646275e-07,  2.99771614e-07,  1.20453521e-07, ...,\n",
       "            4.06379371e-07,  2.27476974e-07,  9.34915079e-08]],\n",
       "\n",
       "         [[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "...\n",
       "           -5.52306301e-06, -5.86501301e-06, -5.44939394e-06],\n",
       "          [-5.38609629e-06, -2.73816181e-06, -2.46460026e-08, ...,\n",
       "           -6.02323371e-06, -6.10521465e-06, -6.03743365e-06],\n",
       "          [-5.94478206e-06, -3.38044856e-06, -1.12666055e-06, ...,\n",
       "           -5.29145154e-06, -5.63594631e-06, -6.09895551e-06]],\n",
       "\n",
       "         [[-1.14638749e-06, -1.35207767e-06, -1.55524424e-06, ...,\n",
       "           -4.44926854e-07, -7.02771501e-07, -9.35849755e-07],\n",
       "          [-1.13620138e-06, -1.36504877e-06, -1.59767046e-06, ...,\n",
       "           -3.89356813e-07, -6.58180170e-07, -9.06858929e-07],\n",
       "          [-1.11426846e-06, -1.35615335e-06, -1.61357877e-06, ...,\n",
       "           -3.32227273e-07, -6.10850350e-07, -8.73990700e-07],\n",
       "          ...,\n",
       "          [-1.11268253e-06, -1.25460895e-06, -1.37784093e-06, ...,\n",
       "           -5.12319900e-07, -7.38989456e-07, -9.44045325e-07],\n",
       "          [-1.13720694e-06, -1.29444095e-06, -1.43861678e-06, ...,\n",
       "           -5.10050654e-07, -7.45778948e-07, -9.58813530e-07],\n",
       "          [-1.14866327e-06, -1.32698301e-06, -1.49800940e-06, ...,\n",
       "           -4.85853718e-07, -7.33521688e-07, -9.56275585e-07]]]]],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>streamfunction</span></div><div class='xr-var-dims'>(run, time, lev, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... -53.69 -50.38 -49.7</div><input id='attrs-85d246fb-f14e-4783-af9f-547f10a25ad8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-85d246fb-f14e-4783-af9f-547f10a25ad8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eb8968ee-7693-4f43-ba06-761c42ff4033' class='xr-var-data-in' type='checkbox'><label for='data-eb8968ee-7693-4f43-ba06-761c42ff4033' 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>streamfunction in real space</dd><dt><span>units :</span></dt><dd>m^2 s^-1</dd></dl></div><div class='xr-var-data'><pre>array([[[[[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          ...,\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00]],\n",
       "\n",
       "         [[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "...\n",
       "           -2.79466431e+02, -4.25837524e+02, -6.12378540e+02],\n",
       "          [-7.20449158e+02, -1.01152051e+03, -1.35245850e+03, ...,\n",
       "           -1.44093872e+02, -2.95664520e+02, -4.84352417e+02],\n",
       "          [-6.64348206e+02, -9.50794250e+02, -1.28678918e+03, ...,\n",
       "           -8.24981689e+01, -2.41064575e+02, -4.31200409e+02]],\n",
       "\n",
       "         [[-1.61959248e+01, -2.06755333e+01, -2.95385227e+01, ...,\n",
       "           -2.25238838e+01, -1.80871944e+01, -1.55897770e+01],\n",
       "          [ 1.60488415e+01,  1.57265987e+01,  1.17386913e+01, ...,\n",
       "            3.33290148e+00,  8.86918354e+00,  1.34808130e+01],\n",
       "          [ 4.46670685e+01,  4.87920837e+01,  5.01523857e+01, ...,\n",
       "            2.54084854e+01,  3.19744797e+01,  3.87646980e+01],\n",
       "          ...,\n",
       "          [-1.39391113e+02, -1.49677002e+02, -1.64538544e+02, ...,\n",
       "           -1.33401749e+02, -1.32118134e+02, -1.33720734e+02],\n",
       "          [-9.41751251e+01, -1.03920952e+02, -1.18539215e+02, ...,\n",
       "           -9.07476196e+01, -8.85080109e+01, -8.92409363e+01],\n",
       "          [-5.29007759e+01, -6.06551132e+01, -7.32165909e+01, ...,\n",
       "           -5.36946182e+01, -5.03762360e+01, -4.97042923e+01]]]]],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>u</span></div><div class='xr-var-dims'>(run, time, lev, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 ... -0.009012 -0.009431</div><input id='attrs-2c6de457-75ce-4334-8a71-cdb65f99565e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2c6de457-75ce-4334-8a71-cdb65f99565e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c9407b66-7537-4b4b-b455-2f98358c8f46' class='xr-var-data-in' type='checkbox'><label for='data-c9407b66-7537-4b4b-b455-2f98358c8f46' 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>zonal velocity anomaly</dd><dt><span>units :</span></dt><dd>m s^-1</dd></dl></div><div class='xr-var-data'><pre>array([[[[[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          ...,\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00]],\n",
       "\n",
       "         [[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "...\n",
       "           -4.39643301e-02, -4.31526229e-02, -4.23250645e-02],\n",
       "          [-2.31750570e-02, -2.22828649e-02, -2.01750062e-02, ...,\n",
       "           -2.49682181e-02, -2.33752783e-02, -2.31114812e-02],\n",
       "          [-5.12175867e-03, -8.33036937e-03, -1.29280789e-02, ...,\n",
       "           -6.98204106e-03, -4.71496070e-03, -3.89517727e-03]],\n",
       "\n",
       "         [[-8.80389940e-03, -9.77721345e-03, -1.09003829e-02, ...,\n",
       "           -7.25551182e-03, -7.54056498e-03, -8.05137306e-03],\n",
       "          [-7.74264382e-03, -8.87187757e-03, -1.02140522e-02, ...,\n",
       "           -6.04957389e-03, -6.32613525e-03, -6.88847248e-03],\n",
       "          [-6.96386024e-03, -8.08389764e-03, -9.44548473e-03, ...,\n",
       "           -5.35210595e-03, -5.59518626e-03, -6.13271538e-03],\n",
       "          ...,\n",
       "          [-1.19857127e-02, -1.19377151e-02, -1.17718223e-02, ...,\n",
       "           -1.15552470e-02, -1.17817800e-02, -1.19303036e-02],\n",
       "          [-1.11114969e-02, -1.14379413e-02, -1.17333140e-02, ...,\n",
       "           -1.02327550e-02, -1.04956711e-02, -1.07908547e-02],\n",
       "          [-9.99351405e-03, -1.06796594e-02, -1.14300763e-02, ...,\n",
       "           -8.72705411e-03, -9.01218783e-03, -9.43092071e-03]]]]],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ufull</span></div><div class='xr-var-dims'>(run, time, lev, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.025 0.025 ... -0.009012 -0.009431</div><input id='attrs-3d853e32-a12d-4537-8e44-3821e36da3ec' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3d853e32-a12d-4537-8e44-3821e36da3ec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bd971a31-57c7-40be-b3e3-abb0ad715710' class='xr-var-data-in' type='checkbox'><label for='data-bd971a31-57c7-40be-b3e3-abb0ad715710' 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>zonal full velocities in real space</dd><dt><span>units :</span></dt><dd>m s^-1</dd></dl></div><div class='xr-var-data'><pre>array([[[[[ 2.50000004e-02,  2.50000004e-02,  2.50000004e-02, ...,\n",
       "            2.50000004e-02,  2.50000004e-02,  2.50000004e-02],\n",
       "          [ 2.50000004e-02,  2.50000004e-02,  2.50000004e-02, ...,\n",
       "            2.50000004e-02,  2.50000004e-02,  2.50000004e-02],\n",
       "          [ 2.50000004e-02,  2.50000004e-02,  2.50000004e-02, ...,\n",
       "            2.50000004e-02,  2.50000004e-02,  2.50000004e-02],\n",
       "          ...,\n",
       "          [ 2.50000004e-02,  2.50000004e-02,  2.50000004e-02, ...,\n",
       "            2.50000004e-02,  2.50000004e-02,  2.50000004e-02],\n",
       "          [ 2.50000004e-02,  2.50000004e-02,  2.50000004e-02, ...,\n",
       "            2.50000004e-02,  2.50000004e-02,  2.50000004e-02],\n",
       "          [ 2.50000004e-02,  2.50000004e-02,  2.50000004e-02, ...,\n",
       "            2.50000004e-02,  2.50000004e-02,  2.50000004e-02]],\n",
       "\n",
       "         [[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "...\n",
       "           -1.89643297e-02, -1.81526244e-02, -1.73250623e-02],\n",
       "          [ 1.82494323e-03,  2.71713431e-03,  4.82499320e-03, ...,\n",
       "            3.17824233e-05,  1.62472192e-03,  1.88851915e-03],\n",
       "          [ 1.98782403e-02,  1.66696310e-02,  1.20719215e-02, ...,\n",
       "            1.80179588e-02,  2.02850401e-02,  2.11048219e-02]],\n",
       "\n",
       "         [[-8.80389940e-03, -9.77721345e-03, -1.09003829e-02, ...,\n",
       "           -7.25551182e-03, -7.54056498e-03, -8.05137306e-03],\n",
       "          [-7.74264382e-03, -8.87187757e-03, -1.02140522e-02, ...,\n",
       "           -6.04957389e-03, -6.32613525e-03, -6.88847248e-03],\n",
       "          [-6.96386024e-03, -8.08389764e-03, -9.44548473e-03, ...,\n",
       "           -5.35210595e-03, -5.59518626e-03, -6.13271538e-03],\n",
       "          ...,\n",
       "          [-1.19857127e-02, -1.19377151e-02, -1.17718223e-02, ...,\n",
       "           -1.15552470e-02, -1.17817800e-02, -1.19303036e-02],\n",
       "          [-1.11114969e-02, -1.14379413e-02, -1.17333140e-02, ...,\n",
       "           -1.02327550e-02, -1.04956711e-02, -1.07908547e-02],\n",
       "          [-9.99351405e-03, -1.06796594e-02, -1.14300763e-02, ...,\n",
       "           -8.72705411e-03, -9.01218783e-03, -9.43092071e-03]]]]],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v</span></div><div class='xr-var-dims'>(run, time, lev, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 0.0 ... 0.0005737 -0.0002825</div><input id='attrs-cee4fe8c-b956-4a51-90b4-2307ef8a619b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cee4fe8c-b956-4a51-90b4-2307ef8a619b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-289a215f-dd8f-4cb6-8f0c-59195a1e0115' class='xr-var-data-in' type='checkbox'><label for='data-289a215f-dd8f-4cb6-8f0c-59195a1e0115' 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>meridional velocity anomaly</dd><dt><span>units :</span></dt><dd>m s^-1</dd></dl></div><div class='xr-var-data'><pre>array([[[[[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          ...,\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00]],\n",
       "\n",
       "         [[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "...\n",
       "           -3.28423306e-02, -4.24099304e-02, -5.33203408e-02],\n",
       "          [-6.74769282e-02, -8.11709017e-02, -9.35308039e-02, ...,\n",
       "           -3.47749740e-02, -4.32161875e-02, -5.38315699e-02],\n",
       "          [-6.64345548e-02, -7.98558220e-02, -9.25669223e-02, ...,\n",
       "           -3.71707454e-02, -4.43273336e-02, -5.35110831e-02]],\n",
       "\n",
       "         [[-6.24841487e-04, -1.69019564e-03, -2.86009628e-03, ...,\n",
       "            1.25930808e-03,  9.46577813e-04,  2.82372523e-04],\n",
       "          [ 3.20587307e-04, -5.18491433e-04, -1.55458262e-03, ...,\n",
       "            1.41924899e-03,  1.35441613e-03,  9.59215919e-04],\n",
       "          [ 1.32089271e-03,  7.49303726e-04, -1.02050086e-04, ...,\n",
       "            1.53988355e-03,  1.76409923e-03,  1.66502385e-03],\n",
       "          ...,\n",
       "          [-2.03290535e-03, -3.23113985e-03, -4.35566297e-03, ...,\n",
       "            5.67709212e-04,  2.11360621e-05, -8.93300341e-04],\n",
       "          [-1.86614424e-03, -3.12569807e-03, -4.34229244e-03, ...,\n",
       "            8.19055887e-04,  2.56942876e-04, -6.85702777e-04],\n",
       "          [-1.38299307e-03, -2.59734620e-03, -3.82945663e-03, ...,\n",
       "            1.05563772e-03,  5.73705591e-04, -2.82461609e-04]]]]],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vfull</span></div><div class='xr-var-dims'>(run, time, lev, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 0.0 ... 0.0005737 -0.0002825</div><input id='attrs-3a57d35f-6966-4c94-a932-98a8db0d734f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3a57d35f-6966-4c94-a932-98a8db0d734f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2315581f-5296-4c96-9960-c65d003b51cf' class='xr-var-data-in' type='checkbox'><label for='data-2315581f-5296-4c96-9960-c65d003b51cf' 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>meridional full velocities in real space</dd><dt><span>units :</span></dt><dd>m s^-1</dd></dl></div><div class='xr-var-data'><pre>array([[[[[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          ...,\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00]],\n",
       "\n",
       "         [[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "          [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "            0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "...\n",
       "           -3.28423306e-02, -4.24099304e-02, -5.33203408e-02],\n",
       "          [-6.74769282e-02, -8.11709017e-02, -9.35308039e-02, ...,\n",
       "           -3.47749740e-02, -4.32161875e-02, -5.38315699e-02],\n",
       "          [-6.64345548e-02, -7.98558220e-02, -9.25669223e-02, ...,\n",
       "           -3.71707454e-02, -4.43273336e-02, -5.35110831e-02]],\n",
       "\n",
       "         [[-6.24841487e-04, -1.69019564e-03, -2.86009628e-03, ...,\n",
       "            1.25930808e-03,  9.46577813e-04,  2.82372523e-04],\n",
       "          [ 3.20587307e-04, -5.18491433e-04, -1.55458262e-03, ...,\n",
       "            1.41924899e-03,  1.35441613e-03,  9.59215919e-04],\n",
       "          [ 1.32089271e-03,  7.49303726e-04, -1.02050086e-04, ...,\n",
       "            1.53988355e-03,  1.76409923e-03,  1.66502385e-03],\n",
       "          ...,\n",
       "          [-2.03290535e-03, -3.23113985e-03, -4.35566297e-03, ...,\n",
       "            5.67709212e-04,  2.11360621e-05, -8.93300341e-04],\n",
       "          [-1.86614424e-03, -3.12569807e-03, -4.34229244e-03, ...,\n",
       "            8.19055887e-04,  2.56942876e-04, -6.85702777e-04],\n",
       "          [-1.38299307e-03, -2.59734620e-03, -3.82945663e-03, ...,\n",
       "            1.05563772e-03,  5.73705591e-04, -2.82461609e-04]]]]],\n",
       "      dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-68132269-c190-475a-894c-d034f17bc868' class='xr-section-summary-in' type='checkbox'  ><label for='section-68132269-c190-475a-894c-d034f17bc868' class='xr-section-summary' >Indexes: <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-index-name'><div>k</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2cfc2421-9459-4d5c-9211-fc25357e4b12' class='xr-index-data-in' type='checkbox'/><label for='index-2cfc2421-9459-4d5c-9211-fc25357e4b12' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([                  0.0,  6.28318548479001e-06,\n",
       "              1.256637096958002e-05, 1.884955599962268e-05,\n",
       "              2.513274193916004e-05,   3.1415926059708e-05,\n",
       "              3.769911199924536e-05, 4.398229793878272e-05,\n",
       "              5.026548387832008e-05, 5.654866617987864e-05,\n",
       "              ...\n",
       "              0.0007476990576833487,  0.000753982225432992,\n",
       "              0.0007602653931826353, 0.0007665486191399395,\n",
       "              0.0007728317868895829, 0.0007791149546392262,\n",
       "              0.0007853981805965304, 0.0007916813483461738,\n",
       "              0.0007979645160958171, 0.0008042477420531213],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;k&#x27;, length=129))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>l</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-af3c997d-5393-4198-912c-4bf6b4be4701' class='xr-index-data-in' type='checkbox'/><label for='index-af3c997d-5393-4198-912c-4bf6b4be4701' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([                   0.0,   6.28318548479001e-06,\n",
       "               1.256637096958002e-05,  1.884955599962268e-05,\n",
       "               2.513274193916004e-05,    3.1415926059708e-05,\n",
       "               3.769911199924536e-05,  4.398229793878272e-05,\n",
       "               5.026548387832008e-05,  5.654866617987864e-05,\n",
       "              ...\n",
       "                -6.2831852119416e-05, -5.654866617987864e-05,\n",
       "              -5.026548387832008e-05, -4.398229793878272e-05,\n",
       "              -3.769911199924536e-05,   -3.1415926059708e-05,\n",
       "              -2.513274193916004e-05, -1.884955599962268e-05,\n",
       "              -1.256637096958002e-05,  -6.28318548479001e-06],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;l&#x27;, length=256))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lev</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-31d722b7-95b6-4f3a-9049-a0f01a2b8e09' class='xr-index-data-in' type='checkbox'/><label for='index-31d722b7-95b6-4f3a-9049-a0f01a2b8e09' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([1, 2], dtype=&#x27;int64&#x27;, name=&#x27;lev&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lev_mid</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-db43da61-3fb7-4096-8e17-8b9af42a9270' class='xr-index-data-in' type='checkbox'/><label for='index-db43da61-3fb7-4096-8e17-8b9af42a9270' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([1.5], dtype=&#x27;float64&#x27;, name=&#x27;lev_mid&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-cd1f3a97-b11c-4e60-92e5-dfdb0deb940a' class='xr-index-data-in' type='checkbox'/><label for='index-cd1f3a97-b11c-4e60-92e5-dfdb0deb940a' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([        0.0,   3600000.0,   7200000.0,  10800000.0,  14400000.0,\n",
       "               18000000.0,  21600000.0,  25200000.0,  28800000.0,  32400000.0,\n",
       "               36000000.0,  39600000.0,  43200000.0,  46800000.0,  50400000.0,\n",
       "               54000000.0,  57600000.0,  61200000.0,  64800000.0,  68400000.0,\n",
       "               72000000.0,  75600000.0,  79200000.0,  82800000.0,  86400000.0,\n",
       "               90000000.0,  93600000.0,  97200000.0, 100800000.0, 104400000.0,\n",
       "              108000000.0, 111600000.0, 115200000.0, 118800000.0, 122400000.0,\n",
       "              126000000.0, 129600000.0, 133200000.0, 136800000.0, 140400000.0,\n",
       "              144000000.0, 147600000.0, 151200000.0, 154800000.0, 158400000.0,\n",
       "              162000000.0, 165600000.0, 169200000.0, 172800000.0, 176400000.0,\n",
       "              180000000.0, 183600000.0, 187200000.0, 190800000.0, 194400000.0,\n",
       "              198000000.0, 201600000.0, 205200000.0, 208800000.0, 212400000.0,\n",
       "              216000000.0, 219600000.0, 223200000.0, 226800000.0, 230400000.0,\n",
       "              234000000.0, 237600000.0, 241200000.0, 244800000.0, 248400000.0,\n",
       "              252000000.0, 255600000.0, 259200000.0, 262800000.0, 266400000.0,\n",
       "              270000000.0, 273600000.0, 277200000.0, 280800000.0, 284400000.0,\n",
       "              288000000.0, 291600000.0, 295200000.0, 298800000.0, 302400000.0,\n",
       "              306000000.0, 309600000.0],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;time&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f2a4c8e5-141c-4b5b-9c73-1dd8520a02b0' class='xr-index-data-in' type='checkbox'/><label for='index-f2a4c8e5-141c-4b5b-9c73-1dd8520a02b0' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([  1953.125,   5859.375,   9765.625,  13671.875,  17578.125,\n",
       "               21484.375,  25390.625,  29296.875,  33203.125,  37109.375,\n",
       "              ...\n",
       "              962890.625, 966796.875, 970703.125, 974609.375, 978515.625,\n",
       "              982421.875, 986328.125, 990234.375, 994140.625, 998046.875],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=256))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b507097c-5bc2-43d1-ad37-1e3cc3827485' class='xr-index-data-in' type='checkbox'/><label for='index-b507097c-5bc2-43d1-ad37-1e3cc3827485' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([  1953.125,   5859.375,   9765.625,  13671.875,  17578.125,\n",
       "               21484.375,  25390.625,  29296.875,  33203.125,  37109.375,\n",
       "              ...\n",
       "              962890.625, 966796.875, 970703.125, 974609.375, 978515.625,\n",
       "              982421.875, 986328.125, 990234.375, 994140.625, 998046.875],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=256))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1bf1adeb-15a9-4be2-9a44-fe47635a17be' class='xr-section-summary-in' type='checkbox'  ><label for='section-1bf1adeb-15a9-4be2-9a44-fe47635a17be' class='xr-section-summary' >Attributes: <span>(24)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>pyqg:L :</span></dt><dd>1000000.0</dd><dt><span>pyqg:M :</span></dt><dd>65536</dd><dt><span>pyqg:W :</span></dt><dd>1000000.0</dd><dt><span>pyqg:beta :</span></dt><dd>1.5e-11</dd><dt><span>pyqg:del2 :</span></dt><dd>0.8</dd><dt><span>pyqg:delta :</span></dt><dd>0.25</dd><dt><span>pyqg:dt :</span></dt><dd>3600.0</dd><dt><span>pyqg:filterfac :</span></dt><dd>23.6</dd><dt><span>pyqg:nk :</span></dt><dd>129</dd><dt><span>pyqg:nl :</span></dt><dd>256</dd><dt><span>pyqg:ntd :</span></dt><dd>1</dd><dt><span>pyqg:nx :</span></dt><dd>256</dd><dt><span>pyqg:ny :</span></dt><dd>256</dd><dt><span>pyqg:nz :</span></dt><dd>2</dd><dt><span>pyqg:rd :</span></dt><dd>15000.0</dd><dt><span>pyqg:rek :</span></dt><dd>5.787e-07</dd><dt><span>pyqg:taveint :</span></dt><dd>86400.0</dd><dt><span>pyqg:tavestart :</span></dt><dd>155520000.0</dd><dt><span>pyqg:tc :</span></dt><dd>0</dd><dt><span>pyqg:tmax :</span></dt><dd>311040000.0</dd><dt><span>pyqg:twrite :</span></dt><dd>1000.0</dd><dt><span>pyqg_params :</span></dt><dd>{&quot;nx&quot;: 256.0, &quot;dt&quot;: 3600.0, &quot;tmax&quot;: 311040000.0, &quot;tavestart&quot;: 155520000.0}</dd><dt><span>reference :</span></dt><dd>https://pyqg.readthedocs.io/en/latest/index.html</dd><dt><span>title :</span></dt><dd>pyqg: Python Quasigeostrophic Model</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:            (run: 5, l: 256, k: 129, lev: 2, time: 87, y: 256,\n",
       "                        x: 256, lev_mid: 1)\n",
       "Coordinates:\n",
       "  * k                  (k) float32 0.0 6.283e-06 ... 0.000798 0.0008042\n",
       "  * l                  (l) float32 0.0 6.283e-06 ... -1.257e-05 -6.283e-06\n",
       "  * lev                (lev) int32 1 2\n",
       "  * lev_mid            (lev_mid) float32 1.5\n",
       "  * time               (time) float32 0.0 3.6e+06 7.2e+06 ... 3.06e+08 3.096e+08\n",
       "  * x                  (x) float32 1.953e+03 5.859e+03 ... 9.941e+05 9.98e+05\n",
       "  * y                  (y) float32 1.953e+03 5.859e+03 ... 9.941e+05 9.98e+05\n",
       "Dimensions without coordinates: run\n",
       "Data variables: (12/27)\n",
       "    APEflux            (run, l, k) float32 -0.0 5.671e-15 ... 5.936e-39\n",
       "    APEgen             (run) float32 7.518e-11 7.851e-11 ... 8.052e-11 7.41e-11\n",
       "    APEgenspec         (run, l, k) float32 0.0 -2.749e-15 ... 0.0 -0.0\n",
       "    Dissspec           (run, l, k) float32 -0.0 -0.0 ... -6.062e-34 -3.081e-35\n",
       "    EKE                (run, lev) float32 0.002667 7.86e-05 ... 7.948e-05\n",
       "    EKEdiss            (run) float32 7.277e-11 7.763e-11 ... 7.997e-11 7.359e-11\n",
       "    ...                 ...\n",
       "    q                  (run, time, lev, y, x) float32 9.808e-07 ... -9.563e-07\n",
       "    streamfunction     (run, time, lev, y, x) float32 0.0 0.0 ... -50.38 -49.7\n",
       "    u                  (run, time, lev, y, x) float32 0.0 0.0 ... -0.009431\n",
       "    ufull              (run, time, lev, y, x) float32 0.025 0.025 ... -0.009431\n",
       "    v                  (run, time, lev, y, x) float32 0.0 0.0 ... -0.0002825\n",
       "    vfull              (run, time, lev, y, x) float32 0.0 0.0 ... -0.0002825\n",
       "Attributes: (12/24)\n",
       "    pyqg:L:          1000000.0\n",
       "    pyqg:M:          65536\n",
       "    pyqg:W:          1000000.0\n",
       "    pyqg:beta:       1.5e-11\n",
       "    pyqg:del2:       0.8\n",
       "    pyqg:delta:      0.25\n",
       "    ...              ...\n",
       "    pyqg:tc:         0\n",
       "    pyqg:tmax:       311040000.0\n",
       "    pyqg:twrite:     1000.0\n",
       "    pyqg_params:     {\"nx\": 256.0, \"dt\": 3600.0, \"tmax\": 311040000.0, \"tavest...\n",
       "    reference:       https://pyqg.readthedocs.io/en/latest/index.html\n",
       "    title:           pyqg: Python Quasigeostrophic Model"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Retrieve dataset from LEAP persistent bucket\n",
    "ds = xr.open_zarr('gs://leap-persistent/pbluc/eddy/high_res', consolidated=True).load()\n",
    "ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "81d2a6dd-4149-4ae5-8d2d-c797b9f2ded2",
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'.zgroup'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mOSError\u001b[0m                                   Traceback (most recent call last)",
      "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.10/site-packages/zarr/storage.py:1404\u001b[0m, in \u001b[0;36mFSStore.__setitem__\u001b[0;34m(self, key, value)\u001b[0m\n\u001b[1;32m   1403\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfs\u001b[38;5;241m.\u001b[39mrm(path, recursive\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m-> 1404\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmap\u001b[49m\u001b[43m[\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m]\u001b[49m \u001b[38;5;241m=\u001b[39m value\n\u001b[1;32m   1405\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfs\u001b[38;5;241m.\u001b[39minvalidate_cache(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfs\u001b[38;5;241m.\u001b[39m_parent(path))\n",
      "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.10/site-packages/fsspec/mapping.py:163\u001b[0m, in \u001b[0;36mFSMap.__setitem__\u001b[0;34m(self, key, value)\u001b[0m\n\u001b[1;32m    162\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfs\u001b[38;5;241m.\u001b[39mmkdirs(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfs\u001b[38;5;241m.\u001b[39m_parent(key), exist_ok\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m--> 163\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpipe_file\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmaybe_convert\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.10/site-packages/fsspec/asyn.py:113\u001b[0m, in \u001b[0;36msync_wrapper.<locals>.wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    112\u001b[0m \u001b[38;5;28mself\u001b[39m \u001b[38;5;241m=\u001b[39m obj \u001b[38;5;129;01mor\u001b[39;00m args[\u001b[38;5;241m0\u001b[39m]\n\u001b[0;32m--> 113\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43msync\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mloop\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunc\u001b[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/srv/conda/envs/notebook/lib/python3.10/site-packages/fsspec/asyn.py:98\u001b[0m, in \u001b[0;36msync\u001b[0;34m(loop, func, timeout, *args, **kwargs)\u001b[0m\n\u001b[1;32m     97\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(return_result, \u001b[38;5;167;01mBaseException\u001b[39;00m):\n\u001b[0;32m---> 98\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m return_result\n\u001b[1;32m     99\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",
      "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.10/site-packages/fsspec/asyn.py:53\u001b[0m, in \u001b[0;36m_runner\u001b[0;34m(event, coro, result, timeout)\u001b[0m\n\u001b[1;32m     52\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 53\u001b[0m     result[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m coro\n\u001b[1;32m     54\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m ex:\n",
      "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.10/site-packages/gcsfs/core.py:1089\u001b[0m, in \u001b[0;36mGCSFileSystem._pipe_file\u001b[0;34m(self, path, data, metadata, consistency, content_type, chunksize)\u001b[0m\n\u001b[1;32m   1088\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m size \u001b[38;5;241m<\u001b[39m \u001b[38;5;241m5\u001b[39m \u001b[38;5;241m*\u001b[39m \u001b[38;5;241m2\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m20\u001b[39m:\n\u001b[0;32m-> 1089\u001b[0m     location \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m simple_upload(\n\u001b[1;32m   1090\u001b[0m         \u001b[38;5;28mself\u001b[39m, bucket, key, data, metadata, consistency, content_type\n\u001b[1;32m   1091\u001b[0m     )\n\u001b[1;32m   1092\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",
      "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.10/site-packages/gcsfs/core.py:1730\u001b[0m, in \u001b[0;36msimple_upload\u001b[0;34m(fs, bucket, key, datain, metadatain, consistency, content_type, fixed_key_metadata)\u001b[0m\n\u001b[1;32m   1729\u001b[0m data \u001b[38;5;241m=\u001b[39m template\u001b[38;5;241m.\u001b[39mencode() \u001b[38;5;241m+\u001b[39m datain \u001b[38;5;241m+\u001b[39m \u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m--==0==--\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m-> 1730\u001b[0m j \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m fs\u001b[38;5;241m.\u001b[39m_call(\n\u001b[1;32m   1731\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPOST\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m   1732\u001b[0m     path,\n\u001b[1;32m   1733\u001b[0m     uploadType\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmultipart\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m   1734\u001b[0m     headers\u001b[38;5;241m=\u001b[39m{\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mContent-Type\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmultipart/related; boundary=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m==0==\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m'\u001b[39m},\n\u001b[1;32m   1735\u001b[0m     data\u001b[38;5;241m=\u001b[39mdata,\n\u001b[1;32m   1736\u001b[0m     json_out\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[1;32m   1737\u001b[0m )\n\u001b[1;32m   1738\u001b[0m checker\u001b[38;5;241m.\u001b[39mupdate(datain)\n",
      "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.10/site-packages/gcsfs/core.py:422\u001b[0m, in \u001b[0;36mGCSFileSystem._call\u001b[0;34m(self, method, path, json_out, info_out, *args, **kwargs)\u001b[0m\n\u001b[1;32m    421\u001b[0m logger\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mmethod\u001b[38;5;241m.\u001b[39mupper()\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mpath\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m, \u001b[39m\u001b[38;5;132;01m{\u001b[39;00margs\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m, \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkwargs\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mheaders\u001b[39m\u001b[38;5;124m'\u001b[39m)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 422\u001b[0m status, headers, info, contents \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_request(\n\u001b[1;32m    423\u001b[0m     method, path, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m    424\u001b[0m )\n\u001b[1;32m    425\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m json_out:\n",
      "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.10/site-packages/decorator.py:221\u001b[0m, in \u001b[0;36mdecorate.<locals>.fun\u001b[0;34m(*args, **kw)\u001b[0m\n\u001b[1;32m    220\u001b[0m     args, kw \u001b[38;5;241m=\u001b[39m fix(args, kw, sig)\n\u001b[0;32m--> 221\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mawait\u001b[39;00m caller(func, \u001b[38;5;241m*\u001b[39m(extras \u001b[38;5;241m+\u001b[39m args), \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkw)\n",
      "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.10/site-packages/gcsfs/retry.py:115\u001b[0m, in \u001b[0;36mretry_request\u001b[0;34m(func, retries, *args, **kwargs)\u001b[0m\n\u001b[1;32m    114\u001b[0m         \u001b[38;5;28;01mawait\u001b[39;00m asyncio\u001b[38;5;241m.\u001b[39msleep(\u001b[38;5;28mmin\u001b[39m(random\u001b[38;5;241m.\u001b[39mrandom() \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m2\u001b[39m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m (retry \u001b[38;5;241m-\u001b[39m \u001b[38;5;241m1\u001b[39m), \u001b[38;5;241m32\u001b[39m))\n\u001b[0;32m--> 115\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mawait\u001b[39;00m func(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m    116\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (\n\u001b[1;32m    117\u001b[0m     HttpError,\n\u001b[1;32m    118\u001b[0m     requests\u001b[38;5;241m.\u001b[39mexceptions\u001b[38;5;241m.\u001b[39mRequestException,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    121\u001b[0m     aiohttp\u001b[38;5;241m.\u001b[39mclient_exceptions\u001b[38;5;241m.\u001b[39mClientError,\n\u001b[1;32m    122\u001b[0m ) \u001b[38;5;28;01mas\u001b[39;00m e:\n",
      "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.10/site-packages/gcsfs/core.py:415\u001b[0m, in \u001b[0;36mGCSFileSystem._request\u001b[0;34m(self, method, path, headers, json, data, *args, **kwargs)\u001b[0m\n\u001b[1;32m    413\u001b[0m contents \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m r\u001b[38;5;241m.\u001b[39mread()\n\u001b[0;32m--> 415\u001b[0m \u001b[43mvalidate_response\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstatus\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcontents\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    416\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m status, headers, info, contents\n",
      "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.10/site-packages/gcsfs/retry.py:96\u001b[0m, in \u001b[0;36mvalidate_response\u001b[0;34m(status, content, path, args)\u001b[0m\n\u001b[1;32m     95\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m status \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m403\u001b[39m:\n\u001b[0;32m---> 96\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mIOError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mForbidden: \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m%\u001b[39m (path, msg))\n\u001b[1;32m     97\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m status \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m502\u001b[39m:\n",
      "\u001b[0;31mOSError\u001b[0m: Forbidden: https://storage.googleapis.com/upload/storage/v1/b/m2lines-public-persistent/o\nleap-prod@leap-pangeo.iam.gserviceaccount.com does not have storage.objects.create access to the Google Cloud Storage object. Permission 'storage.objects.create' denied on resource (or it may not exist).",
      "\nThe above exception was the direct cause of the following exception:\n",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[5], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# Write dataset to M²LInES persistent bucket\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m \u001b[43mds\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mto_zarr\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mgs://m2lines-public-persistent/ross22/eddy/high_res\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconsolidated\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mw\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.10/site-packages/xarray/core/dataset.py:2098\u001b[0m, in \u001b[0;36mDataset.to_zarr\u001b[0;34m(self, store, chunk_store, mode, synchronizer, group, encoding, compute, consolidated, append_dim, region, safe_chunks, storage_options, zarr_version)\u001b[0m\n\u001b[1;32m   1981\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Write dataset contents to a zarr group.\u001b[39;00m\n\u001b[1;32m   1982\u001b[0m \n\u001b[1;32m   1983\u001b[0m \u001b[38;5;124;03mZarr chunks are determined in the following way:\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   2094\u001b[0m \u001b[38;5;124;03m    The I/O user guide, with more details and examples.\u001b[39;00m\n\u001b[1;32m   2095\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m   2096\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mxarray\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mbackends\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mapi\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m to_zarr\n\u001b[0;32m-> 2098\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mto_zarr\u001b[49m\u001b[43m(\u001b[49m\u001b[43m  \u001b[49m\u001b[38;5;66;43;03m# type: ignore\u001b[39;49;00m\n\u001b[1;32m   2099\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2100\u001b[0m \u001b[43m    \u001b[49m\u001b[43mstore\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstore\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2101\u001b[0m \u001b[43m    \u001b[49m\u001b[43mchunk_store\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mchunk_store\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2102\u001b[0m \u001b[43m    \u001b[49m\u001b[43mstorage_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstorage_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2103\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmode\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2104\u001b[0m \u001b[43m    \u001b[49m\u001b[43msynchronizer\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msynchronizer\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2105\u001b[0m \u001b[43m    \u001b[49m\u001b[43mgroup\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgroup\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2106\u001b[0m \u001b[43m    \u001b[49m\u001b[43mencoding\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mencoding\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2107\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcompute\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcompute\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2108\u001b[0m \u001b[43m    \u001b[49m\u001b[43mconsolidated\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mconsolidated\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2109\u001b[0m \u001b[43m    \u001b[49m\u001b[43mappend_dim\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mappend_dim\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2110\u001b[0m \u001b[43m    \u001b[49m\u001b[43mregion\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mregion\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2111\u001b[0m \u001b[43m    \u001b[49m\u001b[43msafe_chunks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msafe_chunks\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2112\u001b[0m \u001b[43m    \u001b[49m\u001b[43mzarr_version\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mzarr_version\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2113\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.10/site-packages/xarray/backends/api.py:1614\u001b[0m, in \u001b[0;36mto_zarr\u001b[0;34m(dataset, store, chunk_store, mode, synchronizer, group, encoding, compute, consolidated, append_dim, region, safe_chunks, storage_options, zarr_version)\u001b[0m\n\u001b[1;32m   1612\u001b[0m     already_consolidated \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[1;32m   1613\u001b[0m     consolidate_on_close \u001b[38;5;241m=\u001b[39m consolidated \u001b[38;5;129;01mor\u001b[39;00m consolidated \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m-> 1614\u001b[0m zstore \u001b[38;5;241m=\u001b[39m \u001b[43mbackends\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mZarrStore\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen_group\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   1615\u001b[0m \u001b[43m    \u001b[49m\u001b[43mstore\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmapper\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1616\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmode\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1617\u001b[0m \u001b[43m    \u001b[49m\u001b[43msynchronizer\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msynchronizer\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1618\u001b[0m \u001b[43m    \u001b[49m\u001b[43mgroup\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgroup\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1619\u001b[0m \u001b[43m    \u001b[49m\u001b[43mconsolidated\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43malready_consolidated\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1620\u001b[0m \u001b[43m    \u001b[49m\u001b[43mconsolidate_on_close\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mconsolidate_on_close\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1621\u001b[0m \u001b[43m    \u001b[49m\u001b[43mchunk_store\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mchunk_mapper\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1622\u001b[0m \u001b[43m    \u001b[49m\u001b[43mappend_dim\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mappend_dim\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1623\u001b[0m \u001b[43m    \u001b[49m\u001b[43mwrite_region\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mregion\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1624\u001b[0m \u001b[43m    \u001b[49m\u001b[43msafe_chunks\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msafe_chunks\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1625\u001b[0m \u001b[43m    \u001b[49m\u001b[43mstacklevel\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[38;5;66;43;03m# for Dataset.to_zarr()\u001b[39;49;00m\n\u001b[1;32m   1626\u001b[0m \u001b[43m    \u001b[49m\u001b[43mzarr_version\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mzarr_version\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1627\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1629\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m mode \u001b[38;5;129;01min\u001b[39;00m [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124ma\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mr+\u001b[39m\u001b[38;5;124m\"\u001b[39m]:\n\u001b[1;32m   1630\u001b[0m     _validate_datatypes_for_zarr_append(zstore, dataset)\n",
      "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.10/site-packages/xarray/backends/zarr.py:430\u001b[0m, in \u001b[0;36mZarrStore.open_group\u001b[0;34m(cls, store, mode, synchronizer, group, consolidated, consolidate_on_close, chunk_store, storage_options, append_dim, write_region, safe_chunks, stacklevel, zarr_version)\u001b[0m\n\u001b[1;32m    428\u001b[0m     zarr_group \u001b[38;5;241m=\u001b[39m zarr\u001b[38;5;241m.\u001b[39mopen_consolidated(store, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mopen_kwargs)\n\u001b[1;32m    429\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 430\u001b[0m     zarr_group \u001b[38;5;241m=\u001b[39m \u001b[43mzarr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen_group\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstore\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[43mopen_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    431\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mcls\u001b[39m(\n\u001b[1;32m    432\u001b[0m     zarr_group,\n\u001b[1;32m    433\u001b[0m     mode,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    437\u001b[0m     safe_chunks,\n\u001b[1;32m    438\u001b[0m )\n",
      "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.10/site-packages/zarr/hierarchy.py:1446\u001b[0m, in \u001b[0;36mopen_group\u001b[0;34m(store, mode, cache_attrs, synchronizer, path, chunk_store, storage_options, zarr_version, meta_array)\u001b[0m\n\u001b[1;32m   1443\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m GroupNotFoundError(path)\n\u001b[1;32m   1445\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m mode \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mw\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[0;32m-> 1446\u001b[0m     \u001b[43minit_group\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstore\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moverwrite\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpath\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mchunk_store\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mchunk_store\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1448\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m mode \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124ma\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[1;32m   1449\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m contains_group(store, path\u001b[38;5;241m=\u001b[39mpath):\n",
      "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.10/site-packages/zarr/storage.py:643\u001b[0m, in \u001b[0;36minit_group\u001b[0;34m(store, overwrite, path, chunk_store)\u001b[0m\n\u001b[1;32m    640\u001b[0m     store[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mzarr.json\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m store\u001b[38;5;241m.\u001b[39m_metadata_class\u001b[38;5;241m.\u001b[39mencode_hierarchy_metadata(\u001b[38;5;28;01mNone\u001b[39;00m)  \u001b[38;5;66;03m# type: ignore\u001b[39;00m\n\u001b[1;32m    642\u001b[0m \u001b[38;5;66;03m# initialise metadata\u001b[39;00m\n\u001b[0;32m--> 643\u001b[0m \u001b[43m_init_group_metadata\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstore\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mstore\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moverwrite\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moverwrite\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpath\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    644\u001b[0m \u001b[43m                     \u001b[49m\u001b[43mchunk_store\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mchunk_store\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    646\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m store_version \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m3\u001b[39m:\n\u001b[1;32m    647\u001b[0m     \u001b[38;5;66;03m# TODO: Should initializing a v3 group also create a corresponding\u001b[39;00m\n\u001b[1;32m    648\u001b[0m     \u001b[38;5;66;03m#       empty folder under data/root/? I think probably not until there\u001b[39;00m\n\u001b[1;32m    649\u001b[0m     \u001b[38;5;66;03m#       is actual data written there.\u001b[39;00m\n\u001b[1;32m    650\u001b[0m     \u001b[38;5;28;01mpass\u001b[39;00m\n",
      "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.10/site-packages/zarr/storage.py:706\u001b[0m, in \u001b[0;36m_init_group_metadata\u001b[0;34m(store, overwrite, path, chunk_store)\u001b[0m\n\u001b[1;32m    704\u001b[0m key \u001b[38;5;241m=\u001b[39m _prefix_to_group_key(store, _path_to_prefix(path))\n\u001b[1;32m    705\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(store, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m_metadata_class\u001b[39m\u001b[38;5;124m'\u001b[39m):\n\u001b[0;32m--> 706\u001b[0m     \u001b[43mstore\u001b[49m\u001b[43m[\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m]\u001b[49m \u001b[38;5;241m=\u001b[39m store\u001b[38;5;241m.\u001b[39m_metadata_class\u001b[38;5;241m.\u001b[39mencode_group_metadata(meta)  \u001b[38;5;66;03m# type: ignore\u001b[39;00m\n\u001b[1;32m    707\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    708\u001b[0m     store[key] \u001b[38;5;241m=\u001b[39m encode_group_metadata(meta)\n",
      "File \u001b[0;32m/srv/conda/envs/notebook/lib/python3.10/site-packages/zarr/storage.py:1407\u001b[0m, in \u001b[0;36mFSStore.__setitem__\u001b[0;34m(self, key, value)\u001b[0m\n\u001b[1;32m   1405\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfs\u001b[38;5;241m.\u001b[39minvalidate_cache(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfs\u001b[38;5;241m.\u001b[39m_parent(path))\n\u001b[1;32m   1406\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mexceptions \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m-> 1407\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01me\u001b[39;00m\n",
      "\u001b[0;31mKeyError\u001b[0m: '.zgroup'"
     ]
    }
   ],
   "source": [
    "# Write dataset to M²LInES persistent bucket\n",
    "ds.to_zarr('gs://m2lines-public-persistent/ross22/eddy/high_res', consolidated=True, mode='w')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c910c8c8-a5d7-47fb-88f6-c3ca69125236",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read recently written dataset from M²LInES persistent bucket\n",
    "xr.open_zarr('gs://m2lines-public-persistent/ross22/eddy/high_res', consolidated=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cecf4e05-8471-42e9-8c28-2b090977d25e",
   "metadata": {},
   "source": [
    "## Write Dataset to Persistent Bucket"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1a956673-e976-46be-935b-101bbe9919c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Datasets are temporarily hosted on personal S3 as zarr files\n",
    "def get_dataset(path, base_url=\"s3://pyqg-datasets/ross-et-al-2022\"):\n",
    "    fs = s3fs.S3FileSystem(anon=True)\n",
    "    mapper = fs.get_mapper(f\"{base_url}/{path}.zarr\")\n",
    "    return xr.open_zarr(mapper, consolidated=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "0226dbeb-3d05-49d6-a171-20d0ab1e39aa",
   "metadata": {},
   "outputs": [
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       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
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       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
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       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
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       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:            (run: 275, l: 64, k: 33, lev: 2, time: 87, y: 64, x: 64,\n",
       "                        lev_mid: 1)\n",
       "Coordinates:\n",
       "  * k                  (k) float32 0.0 6.283e-06 ... 0.0001948 0.0002011\n",
       "  * l                  (l) float32 0.0 6.283e-06 ... -1.257e-05 -6.283e-06\n",
       "  * lev                (lev) int32 1 2\n",
       "  * lev_mid            (lev_mid) float32 1.5\n",
       "  * time               (time) float32 0.0 3.6e+06 7.2e+06 ... 3.06e+08 3.096e+08\n",
       "  * x                  (x) float32 7.812e+03 2.344e+04 ... 9.766e+05 9.922e+05\n",
       "  * y                  (y) float32 7.812e+03 2.344e+04 ... 9.766e+05 9.922e+05\n",
       "Dimensions without coordinates: run\n",
       "Data variables: (12/36)\n",
       "    APEflux            (run, l, k) float32 dask.array&lt;chunksize=(1, 64, 33), meta=np.ndarray&gt;\n",
       "    APEgen             (run) float32 dask.array&lt;chunksize=(275,), meta=np.ndarray&gt;\n",
       "    APEgenspec         (run, l, k) float32 dask.array&lt;chunksize=(1, 64, 33), meta=np.ndarray&gt;\n",
       "    Dissspec           (run, l, k) float32 dask.array&lt;chunksize=(1, 64, 33), meta=np.ndarray&gt;\n",
       "    EKE                (run, lev) float32 dask.array&lt;chunksize=(1, 2), meta=np.ndarray&gt;\n",
       "    EKEdiss            (run) float32 dask.array&lt;chunksize=(275,), meta=np.ndarray&gt;\n",
       "    ...                 ...\n",
       "    uv_subgrid_flux    (run, time, lev, y, x) float32 dask.array&lt;chunksize=(1, 87, 2, 64, 64), meta=np.ndarray&gt;\n",
       "    v                  (run, time, lev, y, x) float32 dask.array&lt;chunksize=(1, 87, 2, 64, 64), meta=np.ndarray&gt;\n",
       "    v_subgrid_forcing  (run, time, lev, y, x) float32 dask.array&lt;chunksize=(1, 87, 2, 64, 64), meta=np.ndarray&gt;\n",
       "    vfull              (run, time, lev, y, x) float32 dask.array&lt;chunksize=(1, 87, 2, 64, 64), meta=np.ndarray&gt;\n",
       "    vq_subgrid_flux    (run, time, lev, y, x) float32 dask.array&lt;chunksize=(1, 87, 2, 64, 64), meta=np.ndarray&gt;\n",
       "    vv_subgrid_flux    (run, time, lev, y, x) float32 dask.array&lt;chunksize=(1, 87, 2, 64, 64), meta=np.ndarray&gt;\n",
       "Attributes: (12/26)\n",
       "    hires:           256\n",
       "    lores:           64\n",
       "    pyqg:L:          1000000.0\n",
       "    pyqg:M:          4096\n",
       "    pyqg:W:          1000000.0\n",
       "    pyqg:beta:       1e-11\n",
       "    ...              ...\n",
       "    pyqg:tc:         0\n",
       "    pyqg:tmax:       311040000.0\n",
       "    pyqg:twrite:     1000.0\n",
       "    pyqg_params:     {&quot;nx&quot;: 64, &quot;dt&quot;: 3600.0, &quot;tmax&quot;: 311040000.0, &quot;tavestart...\n",
       "    reference:       https://pyqg.readthedocs.io/en/latest/index.html\n",
       "    title:           Subgrid forcing dataset generated by coarsening nx=256 p...</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-725f1f65-9a95-4e73-8100-5f0a175eae10' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-725f1f65-9a95-4e73-8100-5f0a175eae10' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>run</span>: 275</li><li><span class='xr-has-index'>l</span>: 64</li><li><span class='xr-has-index'>k</span>: 33</li><li><span class='xr-has-index'>lev</span>: 2</li><li><span class='xr-has-index'>time</span>: 87</li><li><span class='xr-has-index'>y</span>: 64</li><li><span class='xr-has-index'>x</span>: 64</li><li><span class='xr-has-index'>lev_mid</span>: 1</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-c1a25040-45b3-41ad-bc82-0b7f75644393' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c1a25040-45b3-41ad-bc82-0b7f75644393' class='xr-section-summary' >Coordinates: <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 class='xr-has-index'>k</span></div><div class='xr-var-dims'>(k)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 6.283e-06 ... 0.0002011</div><input id='attrs-19011097-a6a7-404d-ae24-1050c2d84abf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-19011097-a6a7-404d-ae24-1050c2d84abf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d17ccf86-548a-4945-a7d9-7306a9003611' class='xr-var-data-in' type='checkbox'><label for='data-d17ccf86-548a-4945-a7d9-7306a9003611' 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>spectal space grid points in the k direction</dd><dt><span>units :</span></dt><dd>zonal wavenumber</dd></dl></div><div class='xr-var-data'><pre>array([0.000000e+00, 6.283185e-06, 1.256637e-05, 1.884956e-05, 2.513274e-05,\n",
       "       3.141593e-05, 3.769911e-05, 4.398230e-05, 5.026548e-05, 5.654867e-05,\n",
       "       6.283185e-05, 6.911504e-05, 7.539822e-05, 8.168141e-05, 8.796460e-05,\n",
       "       9.424778e-05, 1.005310e-04, 1.068142e-04, 1.130973e-04, 1.193805e-04,\n",
       "       1.256637e-04, 1.319469e-04, 1.382301e-04, 1.445133e-04, 1.507964e-04,\n",
       "       1.570796e-04, 1.633628e-04, 1.696460e-04, 1.759292e-04, 1.822124e-04,\n",
       "       1.884956e-04, 1.947787e-04, 2.010619e-04], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>l</span></div><div class='xr-var-dims'>(l)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0 6.283e-06 ... -6.283e-06</div><input id='attrs-7394514a-a551-4dc8-a44d-81de5f895ab8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7394514a-a551-4dc8-a44d-81de5f895ab8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-471cebc0-ca81-44f6-8865-fe0b77b317dc' class='xr-var-data-in' type='checkbox'><label for='data-471cebc0-ca81-44f6-8865-fe0b77b317dc' 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>spectal space grid points in the l direction</dd><dt><span>units :</span></dt><dd>meridional wavenumber</dd></dl></div><div class='xr-var-data'><pre>array([ 0.000000e+00,  6.283185e-06,  1.256637e-05,  1.884956e-05,\n",
       "        2.513274e-05,  3.141593e-05,  3.769911e-05,  4.398230e-05,\n",
       "        5.026548e-05,  5.654867e-05,  6.283185e-05,  6.911504e-05,\n",
       "        7.539822e-05,  8.168141e-05,  8.796460e-05,  9.424778e-05,\n",
       "        1.005310e-04,  1.068142e-04,  1.130973e-04,  1.193805e-04,\n",
       "        1.256637e-04,  1.319469e-04,  1.382301e-04,  1.445133e-04,\n",
       "        1.507964e-04,  1.570796e-04,  1.633628e-04,  1.696460e-04,\n",
       "        1.759292e-04,  1.822124e-04,  1.884956e-04,  1.947787e-04,\n",
       "       -2.010619e-04, -1.947787e-04, -1.884956e-04, -1.822124e-04,\n",
       "       -1.759292e-04, -1.696460e-04, -1.633628e-04, -1.570796e-04,\n",
       "       -1.507964e-04, -1.445133e-04, -1.382301e-04, -1.319469e-04,\n",
       "       -1.256637e-04, -1.193805e-04, -1.130973e-04, -1.068142e-04,\n",
       "       -1.005310e-04, -9.424778e-05, -8.796460e-05, -8.168141e-05,\n",
       "       -7.539822e-05, -6.911504e-05, -6.283185e-05, -5.654867e-05,\n",
       "       -5.026548e-05, -4.398230e-05, -3.769911e-05, -3.141593e-05,\n",
       "       -2.513274e-05, -1.884956e-05, -1.256637e-05, -6.283185e-06],\n",
       "      dtype=float32)</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'>int32</div><div class='xr-var-preview xr-preview'>1 2</div><input id='attrs-25c58e12-15d6-42e0-b7c8-ad4342149250' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-25c58e12-15d6-42e0-b7c8-ad4342149250' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-05ff9bc9-4248-4bc9-be7d-328cb4671c22' class='xr-var-data-in' type='checkbox'><label for='data-05ff9bc9-4248-4bc9-be7d-328cb4671c22' 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>vertical levels</dd></dl></div><div class='xr-var-data'><pre>array([1, 2], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lev_mid</span></div><div class='xr-var-dims'>(lev_mid)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.5</div><input id='attrs-094bc892-efe7-4680-b69d-42a30ed1ce4c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-094bc892-efe7-4680-b69d-42a30ed1ce4c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-951a4fac-defb-48a3-9a36-d8079e89da6e' class='xr-var-data-in' type='checkbox'><label for='data-951a4fac-defb-48a3-9a36-d8079e89da6e' 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>vertical level interface</dd></dl></div><div class='xr-var-data'><pre>array([1.5], dtype=float32)</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'>float32</div><div class='xr-var-preview xr-preview'>0.0 3.6e+06 ... 3.06e+08 3.096e+08</div><input id='attrs-3cf874a9-dcfb-4a24-a7f1-b039538bcd17' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3cf874a9-dcfb-4a24-a7f1-b039538bcd17' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6d2b1af5-0de4-4264-b647-f0a3f9328600' class='xr-var-data-in' type='checkbox'><label for='data-6d2b1af5-0de4-4264-b647-f0a3f9328600' 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>model time</dd><dt><span>units :</span></dt><dd>s</dd></dl></div><div class='xr-var-data'><pre>array([0.000e+00, 3.600e+06, 7.200e+06, 1.080e+07, 1.440e+07, 1.800e+07,\n",
       "       2.160e+07, 2.520e+07, 2.880e+07, 3.240e+07, 3.600e+07, 3.960e+07,\n",
       "       4.320e+07, 4.680e+07, 5.040e+07, 5.400e+07, 5.760e+07, 6.120e+07,\n",
       "       6.480e+07, 6.840e+07, 7.200e+07, 7.560e+07, 7.920e+07, 8.280e+07,\n",
       "       8.640e+07, 9.000e+07, 9.360e+07, 9.720e+07, 1.008e+08, 1.044e+08,\n",
       "       1.080e+08, 1.116e+08, 1.152e+08, 1.188e+08, 1.224e+08, 1.260e+08,\n",
       "       1.296e+08, 1.332e+08, 1.368e+08, 1.404e+08, 1.440e+08, 1.476e+08,\n",
       "       1.512e+08, 1.548e+08, 1.584e+08, 1.620e+08, 1.656e+08, 1.692e+08,\n",
       "       1.728e+08, 1.764e+08, 1.800e+08, 1.836e+08, 1.872e+08, 1.908e+08,\n",
       "       1.944e+08, 1.980e+08, 2.016e+08, 2.052e+08, 2.088e+08, 2.124e+08,\n",
       "       2.160e+08, 2.196e+08, 2.232e+08, 2.268e+08, 2.304e+08, 2.340e+08,\n",
       "       2.376e+08, 2.412e+08, 2.448e+08, 2.484e+08, 2.520e+08, 2.556e+08,\n",
       "       2.592e+08, 2.628e+08, 2.664e+08, 2.700e+08, 2.736e+08, 2.772e+08,\n",
       "       2.808e+08, 2.844e+08, 2.880e+08, 2.916e+08, 2.952e+08, 2.988e+08,\n",
       "       3.024e+08, 3.060e+08, 3.096e+08], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>7.812e+03 2.344e+04 ... 9.922e+05</div><input id='attrs-f684b5a1-7f90-40f1-aa32-6f39029e559d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f684b5a1-7f90-40f1-aa32-6f39029e559d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2d076a9c-a1f2-4e0e-aa43-a87a7b455f90' class='xr-var-data-in' type='checkbox'><label for='data-2d076a9c-a1f2-4e0e-aa43-a87a7b455f90' 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>real space grid points in the x direction</dd><dt><span>units :</span></dt><dd>grid point</dd></dl></div><div class='xr-var-data'><pre>array([  7812.5,  23437.5,  39062.5,  54687.5,  70312.5,  85937.5, 101562.5,\n",
       "       117187.5, 132812.5, 148437.5, 164062.5, 179687.5, 195312.5, 210937.5,\n",
       "       226562.5, 242187.5, 257812.5, 273437.5, 289062.5, 304687.5, 320312.5,\n",
       "       335937.5, 351562.5, 367187.5, 382812.5, 398437.5, 414062.5, 429687.5,\n",
       "       445312.5, 460937.5, 476562.5, 492187.5, 507812.5, 523437.5, 539062.5,\n",
       "       554687.5, 570312.5, 585937.5, 601562.5, 617187.5, 632812.5, 648437.5,\n",
       "       664062.5, 679687.5, 695312.5, 710937.5, 726562.5, 742187.5, 757812.5,\n",
       "       773437.5, 789062.5, 804687.5, 820312.5, 835937.5, 851562.5, 867187.5,\n",
       "       882812.5, 898437.5, 914062.5, 929687.5, 945312.5, 960937.5, 976562.5,\n",
       "       992187.5], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>7.812e+03 2.344e+04 ... 9.922e+05</div><input id='attrs-8bb40cff-aaf6-486c-8e95-b3c009612f9b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8bb40cff-aaf6-486c-8e95-b3c009612f9b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-36170806-4bde-49e3-8d11-7bf36a6bb0fe' class='xr-var-data-in' type='checkbox'><label for='data-36170806-4bde-49e3-8d11-7bf36a6bb0fe' 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>real space grid points in the y direction</dd><dt><span>units :</span></dt><dd>grid point</dd></dl></div><div class='xr-var-data'><pre>array([  7812.5,  23437.5,  39062.5,  54687.5,  70312.5,  85937.5, 101562.5,\n",
       "       117187.5, 132812.5, 148437.5, 164062.5, 179687.5, 195312.5, 210937.5,\n",
       "       226562.5, 242187.5, 257812.5, 273437.5, 289062.5, 304687.5, 320312.5,\n",
       "       335937.5, 351562.5, 367187.5, 382812.5, 398437.5, 414062.5, 429687.5,\n",
       "       445312.5, 460937.5, 476562.5, 492187.5, 507812.5, 523437.5, 539062.5,\n",
       "       554687.5, 570312.5, 585937.5, 601562.5, 617187.5, 632812.5, 648437.5,\n",
       "       664062.5, 679687.5, 695312.5, 710937.5, 726562.5, 742187.5, 757812.5,\n",
       "       773437.5, 789062.5, 804687.5, 820312.5, 835937.5, 851562.5, 867187.5,\n",
       "       882812.5, 898437.5, 914062.5, 929687.5, 945312.5, 960937.5, 976562.5,\n",
       "       992187.5], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-73ce5013-ff6a-4a58-a974-134bf4b05eb5' class='xr-section-summary-in' type='checkbox'  ><label for='section-73ce5013-ff6a-4a58-a974-134bf4b05eb5' class='xr-section-summary' >Data variables: <span>(36)</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>APEflux</span></div><div class='xr-var-dims'>(run, l, k)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 64, 33), meta=np.ndarray&gt;</div><input id='attrs-38da95b6-5063-4f56-a98c-892e95c9713f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-38da95b6-5063-4f56-a98c-892e95c9713f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-33fe410c-d297-48db-b21d-df112567e2cb' class='xr-var-data-in' type='checkbox'><label for='data-33fe410c-d297-48db-b21d-df112567e2cb' 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>spectral flux of available potential energy</dd><dt><span>units :</span></dt><dd>m^2 s^-3</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 2.22 MiB </td>\n",
       "                        <td> 8.25 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (275, 64, 33) </td>\n",
       "                        <td> (1, 64, 33) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 275 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>APEgen</span></div><div class='xr-var-dims'>(run)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(275,), meta=np.ndarray&gt;</div><input id='attrs-b4bbbbdb-8137-49ea-9462-3abb4d9acd60' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b4bbbbdb-8137-49ea-9462-3abb4d9acd60' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8efd7081-7510-4ac1-b8b6-df633d11bbe4' class='xr-var-data-in' type='checkbox'><label for='data-8efd7081-7510-4ac1-b8b6-df633d11bbe4' 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>total available potential energy generation</dd><dt><span>units :</span></dt><dd>m^2 s^-3</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 1.07 kiB </td>\n",
       "                        <td> 1.07 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (275,) </td>\n",
       "                        <td> (275,) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>KEflux</span></div><div class='xr-var-dims'>(run, l, k)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 64, 33), meta=np.ndarray&gt;</div><input id='attrs-a026ae20-983c-4e87-ad14-fdada8304308' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a026ae20-983c-4e87-ad14-fdada8304308' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2bf22d96-3607-4cb5-bfb6-780a0fe32caf' class='xr-var-data-in' type='checkbox'><label for='data-2bf22d96-3607-4cb5-bfb6-780a0fe32caf' 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>spectral flux of kinetic energy</dd><dt><span>units :</span></dt><dd>m^2 s^-3</dd></dl></div><div class='xr-var-data'><table>\n",
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       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 2.22 MiB </td>\n",
       "                        <td> 8.25 kiB </td>\n",
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       "                        <th> Shape </th>\n",
       "                        <td> (275, 64, 33) </td>\n",
       "                        <td> (1, 64, 33) </td>\n",
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       "                        <th> Bytes </th>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>paramspec_KEflux</span></div><div class='xr-var-dims'>(run, l, k)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 64, 33), meta=np.ndarray&gt;</div><input id='attrs-ef3f832d-de9c-4dc0-9648-e5383d97b462' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ef3f832d-de9c-4dc0-9648-e5383d97b462' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5cc86caa-6005-4269-be4a-9ad639f54592' class='xr-var-data-in' type='checkbox'><label for='data-5cc86caa-6005-4269-be4a-9ad639f54592' 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>total additional KE flux due to subgrid parameterization</dd><dt><span>units :</span></dt><dd>m^2 s^-3</dd></dl></div><div class='xr-var-data'><table>\n",
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       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 2.22 MiB </td>\n",
       "                        <td> 8.25 kiB </td>\n",
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       "                        <th> Shape </th>\n",
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       "                        <td> (1, 64, 33) </td>\n",
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       "                        <th> Dask graph </th>\n",
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       "                        <th> Data type </th>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q</span></div><div class='xr-var-dims'>(run, time, lev, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 87, 2, 64, 64), meta=np.ndarray&gt;</div><input id='attrs-c8a25ef5-7390-46b5-95e6-c5922fbe2b59' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c8a25ef5-7390-46b5-95e6-c5922fbe2b59' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4274a543-60db-465a-b57e-43e1e9118592' class='xr-var-data-in' type='checkbox'><label for='data-4274a543-60db-465a-b57e-43e1e9118592' 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>potential vorticity in real space</dd><dt><span>units :</span></dt><dd>s^-1</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
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       "                        <th> Bytes </th>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_subgrid_forcing</span></div><div class='xr-var-dims'>(run, time, lev, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 87, 2, 64, 64), meta=np.ndarray&gt;</div><input id='attrs-9baadd5d-8795-4ca8-9dee-919c19fe649e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9baadd5d-8795-4ca8-9dee-919c19fe649e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-981ed141-b015-408c-81ec-5493fed44208' class='xr-var-data-in' type='checkbox'><label for='data-981ed141-b015-408c-81ec-5493fed44208' 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>PV subgrid forcing due to nonlinear advection, $\\overline{(\\mathbf{u} \\cdot \\nabla)q} - (\\overline{\\mathbf{u}} \\cdot \\overline{\\nabla})\\overline{q}$</dd><dt><span>units :</span></dt><dd>s^-2</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
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       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
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       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 747.66 MiB </td>\n",
       "                        <td> 2.72 MiB </td>\n",
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       "                        <th> Shape </th>\n",
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       "                        <td> (1, 87, 2, 64, 64) </td>\n",
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       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>streamfunction</span></div><div class='xr-var-dims'>(run, time, lev, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 87, 2, 64, 64), meta=np.ndarray&gt;</div><input id='attrs-77223cbf-b85f-4515-9410-75c7c301f077' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-77223cbf-b85f-4515-9410-75c7c301f077' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-caba9a5e-053b-4bb8-81d3-289d4fbed04c' class='xr-var-data-in' type='checkbox'><label for='data-caba9a5e-053b-4bb8-81d3-289d4fbed04c' 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>streamfunction in real space</dd><dt><span>units :</span></dt><dd>m^2 s^-1</dd></dl></div><div class='xr-var-data'><table>\n",
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       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 747.66 MiB </td>\n",
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       "                        <td> (1, 87, 2, 64, 64) </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>u</span></div><div class='xr-var-dims'>(run, time, lev, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 87, 2, 64, 64), meta=np.ndarray&gt;</div><input id='attrs-8dfe15b1-f70c-4aa9-9160-a3fb03d84bea' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8dfe15b1-f70c-4aa9-9160-a3fb03d84bea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-800511d2-e53f-4053-9eec-8e6a6a98c380' class='xr-var-data-in' type='checkbox'><label for='data-800511d2-e53f-4053-9eec-8e6a6a98c380' 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>zonal velocity anomaly</dd><dt><span>units :</span></dt><dd>m s^-1</dd></dl></div><div class='xr-var-data'><table>\n",
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       "                    <tr>\n",
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       "                        <td> 747.66 MiB </td>\n",
       "                        <td> 2.72 MiB </td>\n",
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       "                    <tr>\n",
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       "                    <tr>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>u_subgrid_forcing</span></div><div class='xr-var-dims'>(run, time, lev, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 87, 2, 64, 64), meta=np.ndarray&gt;</div><input id='attrs-5db76eac-15d2-4231-94e9-07b4d327d002' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5db76eac-15d2-4231-94e9-07b4d327d002' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bf6c157c-fa30-4d63-8ee4-972272256488' class='xr-var-data-in' type='checkbox'><label for='data-bf6c157c-fa30-4d63-8ee4-972272256488' 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>x-velocity subgrid forcing due to nonlinear advection, $\\overline{(\\mathbf{u} \\cdot \\nabla)u} - (\\overline{\\mathbf{u}} \\cdot \\overline{\\nabla})\\overline{u}$</dd><dt><span>units :</span></dt><dd>s^-2</dd></dl></div><div class='xr-var-data'><table>\n",
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       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 747.66 MiB </td>\n",
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       "                    <tr>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ufull</span></div><div class='xr-var-dims'>(run, time, lev, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 87, 2, 64, 64), meta=np.ndarray&gt;</div><input id='attrs-98df478d-ac08-404a-ae40-114e6b79d7a0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-98df478d-ac08-404a-ae40-114e6b79d7a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b761851a-e439-4f48-a76f-180a10ad8bc2' class='xr-var-data-in' type='checkbox'><label for='data-b761851a-e439-4f48-a76f-180a10ad8bc2' 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>zonal full velocities in real space</dd><dt><span>units :</span></dt><dd>m s^-1</dd></dl></div><div class='xr-var-data'><table>\n",
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       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 747.66 MiB </td>\n",
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       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 747.66 MiB </td>\n",
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       "                        <th> Bytes </th>\n",
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       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 747.66 MiB </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v_subgrid_forcing</span></div><div class='xr-var-dims'>(run, time, lev, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 87, 2, 64, 64), meta=np.ndarray&gt;</div><input id='attrs-42c58f35-d2f2-401b-ab7b-1d4b33fedb72' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-42c58f35-d2f2-401b-ab7b-1d4b33fedb72' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ed2d31cc-68a0-4aca-8f10-aafa17b0443b' class='xr-var-data-in' type='checkbox'><label for='data-ed2d31cc-68a0-4aca-8f10-aafa17b0443b' 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>y-velocity subgrid forcing due to nonlinear advection, $\\overline{(\\mathbf{u} \\cdot \\nabla)v} - (\\overline{\\mathbf{u}} \\cdot \\overline{\\nabla})\\overline{v}$</dd><dt><span>units :</span></dt><dd>s^-2</dd></dl></div><div class='xr-var-data'><table>\n",
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       "                    <tr>\n",
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       "                        <td> 747.66 MiB </td>\n",
       "                        <td> 2.72 MiB </td>\n",
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       "                    <tr>\n",
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       "                        <td> 747.66 MiB </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vq_subgrid_flux</span></div><div class='xr-var-dims'>(run, time, lev, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 87, 2, 64, 64), meta=np.ndarray&gt;</div><input id='attrs-05f0c11f-3ed8-4d6a-8ca0-95a9675e1e98' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-05f0c11f-3ed8-4d6a-8ca0-95a9675e1e98' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a262df33-e366-4007-a11c-906949be2e28' class='xr-var-data-in' type='checkbox'><label for='data-a262df33-e366-4007-a11c-906949be2e28' 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>y-component of PV subgrid flux, $\\overline{v}\\,\\overline{q} - \\overline{vq}$</dd><dt><span>units :</span></dt><dd>m s^-2</dd></dl></div><div class='xr-var-data'><table>\n",
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       "                        <td> 747.66 MiB </td>\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vv_subgrid_flux</span></div><div class='xr-var-dims'>(run, time, lev, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 87, 2, 64, 64), meta=np.ndarray&gt;</div><input id='attrs-12ef66ec-7295-4b8b-a13e-20d27bbcdd5d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-12ef66ec-7295-4b8b-a13e-20d27bbcdd5d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6dad9b27-592f-4a20-a5ca-45c88e3a666a' class='xr-var-data-in' type='checkbox'><label for='data-6dad9b27-592f-4a20-a5ca-45c88e3a666a' 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>yy-component of velocity subgrid flux, $\\overline{v}^2 - \\overline{v^2}$</dd><dt><span>units :</span></dt><dd>m s^-2</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 747.66 MiB </td>\n",
       "                        <td> 2.72 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (275, 87, 2, 64, 64) </td>\n",
       "                        <td> (1, 87, 2, 64, 64) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 275 chunks in 2 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
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       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-61e34b92-9eb8-43bb-8ccf-7da258b04c7a' class='xr-section-summary-in' type='checkbox'  ><label for='section-61e34b92-9eb8-43bb-8ccf-7da258b04c7a' class='xr-section-summary' >Indexes: <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-index-name'><div>k</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e4bf8b8a-7064-4c77-b562-3ad50415219d' class='xr-index-data-in' type='checkbox'/><label for='index-e4bf8b8a-7064-4c77-b562-3ad50415219d' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([                   0.0,   6.28318548479001e-06,\n",
       "               1.256637096958002e-05,  1.884955599962268e-05,\n",
       "               2.513274193916004e-05,    3.1415926059708e-05,\n",
       "               3.769911199924536e-05,  4.398229793878272e-05,\n",
       "               5.026548387832008e-05,  5.654866617987864e-05,\n",
       "                 6.2831852119416e-05,  6.911504169693217e-05,\n",
       "               7.539822399849072e-05,  8.168140630004928e-05,\n",
       "               8.796459587756544e-05,    9.4247778179124e-05,\n",
       "              0.00010053096775664017, 0.00010681415005819872,\n",
       "              0.00011309733235975727, 0.00011938052193727344,\n",
       "                0.000125663704238832, 0.00013194688654039055,\n",
       "              0.00013823008339386433,  0.0001445132656954229,\n",
       "              0.00015079644799698144,    0.00015707963029854,\n",
       "              0.00016336281260009855, 0.00016964600945357233,\n",
       "               0.0001759291917551309, 0.00018221237405668944,\n",
       "                0.000188495556358248, 0.00019477873865980655,\n",
       "              0.00020106193551328033],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;k&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>l</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-edfd1a25-7f3a-4228-9de4-ea1a8e16beeb' class='xr-index-data-in' type='checkbox'/><label for='index-edfd1a25-7f3a-4228-9de4-ea1a8e16beeb' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([                    0.0,    6.28318548479001e-06,\n",
       "                1.256637096958002e-05,   1.884955599962268e-05,\n",
       "                2.513274193916004e-05,     3.1415926059708e-05,\n",
       "                3.769911199924536e-05,   4.398229793878272e-05,\n",
       "                5.026548387832008e-05,   5.654866617987864e-05,\n",
       "                  6.2831852119416e-05,   6.911504169693217e-05,\n",
       "                7.539822399849072e-05,   8.168140630004928e-05,\n",
       "                8.796459587756544e-05,     9.4247778179124e-05,\n",
       "               0.00010053096775664017,  0.00010681415005819872,\n",
       "               0.00011309733235975727,  0.00011938052193727344,\n",
       "                 0.000125663704238832,  0.00013194688654039055,\n",
       "               0.00013823008339386433,   0.0001445132656954229,\n",
       "               0.00015079644799698144,     0.00015707963029854,\n",
       "               0.00016336281260009855,  0.00016964600945357233,\n",
       "                0.0001759291917551309,  0.00018221237405668944,\n",
       "                 0.000188495556358248,  0.00019477873865980655,\n",
       "              -0.00020106193551328033, -0.00019477873865980655,\n",
       "                -0.000188495556358248, -0.00018221237405668944,\n",
       "               -0.0001759291917551309, -0.00016964600945357233,\n",
       "              -0.00016336281260009855,    -0.00015707963029854,\n",
       "              -0.00015079644799698144,  -0.0001445132656954229,\n",
       "              -0.00013823008339386433, -0.00013194688654039055,\n",
       "                -0.000125663704238832, -0.00011938052193727344,\n",
       "              -0.00011309733235975727, -0.00010681415005819872,\n",
       "              -0.00010053096775664017,    -9.4247778179124e-05,\n",
       "               -8.796459587756544e-05,  -8.168140630004928e-05,\n",
       "               -7.539822399849072e-05,  -6.911504169693217e-05,\n",
       "                 -6.2831852119416e-05,  -5.654866617987864e-05,\n",
       "               -5.026548387832008e-05,  -4.398229793878272e-05,\n",
       "               -3.769911199924536e-05,    -3.1415926059708e-05,\n",
       "               -2.513274193916004e-05,  -1.884955599962268e-05,\n",
       "               -1.256637096958002e-05,   -6.28318548479001e-06],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;l&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lev</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-73ee4012-d9c0-4270-b718-69da6c9729eb' class='xr-index-data-in' type='checkbox'/><label for='index-73ee4012-d9c0-4270-b718-69da6c9729eb' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([1, 2], dtype=&#x27;int64&#x27;, name=&#x27;lev&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lev_mid</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e1c3b2ba-e596-4a5d-ac6e-1675d3b65375' class='xr-index-data-in' type='checkbox'/><label for='index-e1c3b2ba-e596-4a5d-ac6e-1675d3b65375' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([1.5], dtype=&#x27;float64&#x27;, name=&#x27;lev_mid&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8b782699-0ea1-470f-bf19-20cfb0b2508f' class='xr-index-data-in' type='checkbox'/><label for='index-8b782699-0ea1-470f-bf19-20cfb0b2508f' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([        0.0,   3600000.0,   7200000.0,  10800000.0,  14400000.0,\n",
       "               18000000.0,  21600000.0,  25200000.0,  28800000.0,  32400000.0,\n",
       "               36000000.0,  39600000.0,  43200000.0,  46800000.0,  50400000.0,\n",
       "               54000000.0,  57600000.0,  61200000.0,  64800000.0,  68400000.0,\n",
       "               72000000.0,  75600000.0,  79200000.0,  82800000.0,  86400000.0,\n",
       "               90000000.0,  93600000.0,  97200000.0, 100800000.0, 104400000.0,\n",
       "              108000000.0, 111600000.0, 115200000.0, 118800000.0, 122400000.0,\n",
       "              126000000.0, 129600000.0, 133200000.0, 136800000.0, 140400000.0,\n",
       "              144000000.0, 147600000.0, 151200000.0, 154800000.0, 158400000.0,\n",
       "              162000000.0, 165600000.0, 169200000.0, 172800000.0, 176400000.0,\n",
       "              180000000.0, 183600000.0, 187200000.0, 190800000.0, 194400000.0,\n",
       "              198000000.0, 201600000.0, 205200000.0, 208800000.0, 212400000.0,\n",
       "              216000000.0, 219600000.0, 223200000.0, 226800000.0, 230400000.0,\n",
       "              234000000.0, 237600000.0, 241200000.0, 244800000.0, 248400000.0,\n",
       "              252000000.0, 255600000.0, 259200000.0, 262800000.0, 266400000.0,\n",
       "              270000000.0, 273600000.0, 277200000.0, 280800000.0, 284400000.0,\n",
       "              288000000.0, 291600000.0, 295200000.0, 298800000.0, 302400000.0,\n",
       "              306000000.0, 309600000.0],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;time&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-7c6b28ad-f1e8-4644-a4bf-f772fb49fccd' class='xr-index-data-in' type='checkbox'/><label for='index-7c6b28ad-f1e8-4644-a4bf-f772fb49fccd' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([  7812.5,  23437.5,  39062.5,  54687.5,  70312.5,  85937.5,\n",
       "              101562.5, 117187.5, 132812.5, 148437.5, 164062.5, 179687.5,\n",
       "              195312.5, 210937.5, 226562.5, 242187.5, 257812.5, 273437.5,\n",
       "              289062.5, 304687.5, 320312.5, 335937.5, 351562.5, 367187.5,\n",
       "              382812.5, 398437.5, 414062.5, 429687.5, 445312.5, 460937.5,\n",
       "              476562.5, 492187.5, 507812.5, 523437.5, 539062.5, 554687.5,\n",
       "              570312.5, 585937.5, 601562.5, 617187.5, 632812.5, 648437.5,\n",
       "              664062.5, 679687.5, 695312.5, 710937.5, 726562.5, 742187.5,\n",
       "              757812.5, 773437.5, 789062.5, 804687.5, 820312.5, 835937.5,\n",
       "              851562.5, 867187.5, 882812.5, 898437.5, 914062.5, 929687.5,\n",
       "              945312.5, 960937.5, 976562.5, 992187.5],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-1c9e3e77-e61f-459b-9fb2-598fbd066360' class='xr-index-data-in' type='checkbox'/><label for='index-1c9e3e77-e61f-459b-9fb2-598fbd066360' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([  7812.5,  23437.5,  39062.5,  54687.5,  70312.5,  85937.5,\n",
       "              101562.5, 117187.5, 132812.5, 148437.5, 164062.5, 179687.5,\n",
       "              195312.5, 210937.5, 226562.5, 242187.5, 257812.5, 273437.5,\n",
       "              289062.5, 304687.5, 320312.5, 335937.5, 351562.5, 367187.5,\n",
       "              382812.5, 398437.5, 414062.5, 429687.5, 445312.5, 460937.5,\n",
       "              476562.5, 492187.5, 507812.5, 523437.5, 539062.5, 554687.5,\n",
       "              570312.5, 585937.5, 601562.5, 617187.5, 632812.5, 648437.5,\n",
       "              664062.5, 679687.5, 695312.5, 710937.5, 726562.5, 742187.5,\n",
       "              757812.5, 773437.5, 789062.5, 804687.5, 820312.5, 835937.5,\n",
       "              851562.5, 867187.5, 882812.5, 898437.5, 914062.5, 929687.5,\n",
       "              945312.5, 960937.5, 976562.5, 992187.5],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-bfbe7c0e-fabb-429c-b6f4-f5b61aa42751' class='xr-section-summary-in' type='checkbox'  ><label for='section-bfbe7c0e-fabb-429c-b6f4-f5b61aa42751' class='xr-section-summary' >Attributes: <span>(26)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>hires :</span></dt><dd>256</dd><dt><span>lores :</span></dt><dd>64</dd><dt><span>pyqg:L :</span></dt><dd>1000000.0</dd><dt><span>pyqg:M :</span></dt><dd>4096</dd><dt><span>pyqg:W :</span></dt><dd>1000000.0</dd><dt><span>pyqg:beta :</span></dt><dd>1e-11</dd><dt><span>pyqg:del2 :</span></dt><dd>0.9090909090909091</dd><dt><span>pyqg:delta :</span></dt><dd>0.1</dd><dt><span>pyqg:dt :</span></dt><dd>3600.0</dd><dt><span>pyqg:filterfac :</span></dt><dd>23.6</dd><dt><span>pyqg:nk :</span></dt><dd>33</dd><dt><span>pyqg:nl :</span></dt><dd>64</dd><dt><span>pyqg:ntd :</span></dt><dd>1</dd><dt><span>pyqg:nx :</span></dt><dd>64</dd><dt><span>pyqg:ny :</span></dt><dd>64</dd><dt><span>pyqg:nz :</span></dt><dd>2</dd><dt><span>pyqg:rd :</span></dt><dd>15000.0</dd><dt><span>pyqg:rek :</span></dt><dd>7e-08</dd><dt><span>pyqg:taveint :</span></dt><dd>86400.0</dd><dt><span>pyqg:tavestart :</span></dt><dd>155520000.0</dd><dt><span>pyqg:tc :</span></dt><dd>0</dd><dt><span>pyqg:tmax :</span></dt><dd>311040000.0</dd><dt><span>pyqg:twrite :</span></dt><dd>1000.0</dd><dt><span>pyqg_params :</span></dt><dd>{&quot;nx&quot;: 64, &quot;dt&quot;: 3600.0, &quot;tmax&quot;: 311040000.0, &quot;tavestart&quot;: 155520000.0, &quot;rek&quot;: 7e-08, &quot;delta&quot;: 0.1, &quot;beta&quot;: 1e-11}</dd><dt><span>reference :</span></dt><dd>https://pyqg.readthedocs.io/en/latest/index.html</dd><dt><span>title :</span></dt><dd>Subgrid forcing dataset generated by coarsening nx=256 pyqg simulations to nx=64 via diffusion-based filtering with GCM-Filters and averaging in real-space</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:            (run: 275, l: 64, k: 33, lev: 2, time: 87, y: 64, x: 64,\n",
       "                        lev_mid: 1)\n",
       "Coordinates:\n",
       "  * k                  (k) float32 0.0 6.283e-06 ... 0.0001948 0.0002011\n",
       "  * l                  (l) float32 0.0 6.283e-06 ... -1.257e-05 -6.283e-06\n",
       "  * lev                (lev) int32 1 2\n",
       "  * lev_mid            (lev_mid) float32 1.5\n",
       "  * time               (time) float32 0.0 3.6e+06 7.2e+06 ... 3.06e+08 3.096e+08\n",
       "  * x                  (x) float32 7.812e+03 2.344e+04 ... 9.766e+05 9.922e+05\n",
       "  * y                  (y) float32 7.812e+03 2.344e+04 ... 9.766e+05 9.922e+05\n",
       "Dimensions without coordinates: run\n",
       "Data variables: (12/36)\n",
       "    APEflux            (run, l, k) float32 dask.array<chunksize=(1, 64, 33), meta=np.ndarray>\n",
       "    APEgen             (run) float32 dask.array<chunksize=(275,), meta=np.ndarray>\n",
       "    APEgenspec         (run, l, k) float32 dask.array<chunksize=(1, 64, 33), meta=np.ndarray>\n",
       "    Dissspec           (run, l, k) float32 dask.array<chunksize=(1, 64, 33), meta=np.ndarray>\n",
       "    EKE                (run, lev) float32 dask.array<chunksize=(1, 2), meta=np.ndarray>\n",
       "    EKEdiss            (run) float32 dask.array<chunksize=(275,), meta=np.ndarray>\n",
       "    ...                 ...\n",
       "    uv_subgrid_flux    (run, time, lev, y, x) float32 dask.array<chunksize=(1, 87, 2, 64, 64), meta=np.ndarray>\n",
       "    v                  (run, time, lev, y, x) float32 dask.array<chunksize=(1, 87, 2, 64, 64), meta=np.ndarray>\n",
       "    v_subgrid_forcing  (run, time, lev, y, x) float32 dask.array<chunksize=(1, 87, 2, 64, 64), meta=np.ndarray>\n",
       "    vfull              (run, time, lev, y, x) float32 dask.array<chunksize=(1, 87, 2, 64, 64), meta=np.ndarray>\n",
       "    vq_subgrid_flux    (run, time, lev, y, x) float32 dask.array<chunksize=(1, 87, 2, 64, 64), meta=np.ndarray>\n",
       "    vv_subgrid_flux    (run, time, lev, y, x) float32 dask.array<chunksize=(1, 87, 2, 64, 64), meta=np.ndarray>\n",
       "Attributes: (12/26)\n",
       "    hires:           256\n",
       "    lores:           64\n",
       "    pyqg:L:          1000000.0\n",
       "    pyqg:M:          4096\n",
       "    pyqg:W:          1000000.0\n",
       "    pyqg:beta:       1e-11\n",
       "    ...              ...\n",
       "    pyqg:tc:         0\n",
       "    pyqg:tmax:       311040000.0\n",
       "    pyqg:twrite:     1000.0\n",
       "    pyqg_params:     {\"nx\": 64, \"dt\": 3600.0, \"tmax\": 311040000.0, \"tavestart...\n",
       "    reference:       https://pyqg.readthedocs.io/en/latest/index.html\n",
       "    title:           Subgrid forcing dataset generated by coarsening nx=256 p..."
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset = get_dataset(\"jet/forcing3\") # Last original dataset not yet stored on persistent bucket\n",
    "dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d05f4589-c727-4acd-b13a-67f38e1db599",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Write dataset to LEAP persistent bucket \n",
    "dataset.to_zarr('gs://leap-persistent/pbluc/jet/forcing3', consolidated=True, mode='w')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b9a8ff3c-3511-457f-a90c-0b76c1aeb0e9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read recently written dataset from LEAP persistent bucket \n",
    "xr.open_zarr('gs://leap-persistent/pbluc/jet/forcing3', consolidated=True).load()"
   ]
  }
 ],
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