pyqg_trial.ipynb

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   "source": [
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "import pyqg\n",
    "from pyqg import diagnostic_tools as tools"
   ]
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     "evalue": "Undefined plan with nthreads. This is a bug",
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      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
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     "text": [
      "Exception ignored in: 'pyfftw.pyfftw._fftw_plan_with_nthreads_null'\n",
      "Traceback (most recent call last):\n",
      "  File \"/srv/conda/envs/notebook/lib/python3.10/site-packages/pyqg/model.py\", line 216, in __init__\n",
      "    PseudoSpectralKernel.__init__(self, nz, ny, nx, ntd,\n",
      "RuntimeError: Undefined plan with nthreads. This is a bug\n"
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      "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
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     "text": [
      "Exception ignored in: 'pyfftw.pyfftw._fftw_plan_with_nthreads_null'\n",
      "Traceback (most recent call last):\n",
      "  File \"/srv/conda/envs/notebook/lib/python3.10/site-packages/pyqg/model.py\", line 216, in __init__\n",
      "    PseudoSpectralKernel.__init__(self, nz, ny, nx, ntd,\n",
      "RuntimeError: Undefined plan with nthreads. This is a bug\n"
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     "ename": "RuntimeError",
     "evalue": "Undefined plan with nthreads. This is a bug",
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     "traceback": [
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      "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
      "\u001b[0;31mRuntimeError\u001b[0m: Undefined plan with nthreads. This is a bug"
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     "text": [
      "Exception ignored in: 'pyfftw.pyfftw._fftw_plan_with_nthreads_null'\n",
      "Traceback (most recent call last):\n",
      "  File \"/srv/conda/envs/notebook/lib/python3.10/site-packages/pyqg/model.py\", line 216, in __init__\n",
      "    PseudoSpectralKernel.__init__(self, nz, ny, nx, ntd,\n",
      "RuntimeError: Undefined plan with nthreads. This is a bug\n"
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     "ename": "RuntimeError",
     "evalue": "Undefined plan with nthreads. This is a bug",
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      "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
      "\u001b[0;31mRuntimeError\u001b[0m: Undefined plan with nthreads. This is a bug"
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     "text": [
      "Exception ignored in: 'pyfftw.pyfftw._fftw_plan_with_nthreads_null'\n",
      "Traceback (most recent call last):\n",
      "  File \"/srv/conda/envs/notebook/lib/python3.10/site-packages/pyqg/model.py\", line 216, in __init__\n",
      "    PseudoSpectralKernel.__init__(self, nz, ny, nx, ntd,\n",
      "RuntimeError: Undefined plan with nthreads. This is a bug\n"
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     "ename": "RuntimeError",
     "evalue": "Undefined plan with nthreads. This is a bug",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
      "\u001b[0;31mRuntimeError\u001b[0m: Undefined plan with nthreads. This is a bug"
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     "text": [
      "Exception ignored in: 'pyfftw.pyfftw._fftw_plan_with_nthreads_null'\n",
      "Traceback (most recent call last):\n",
      "  File \"/srv/conda/envs/notebook/lib/python3.10/site-packages/pyqg/model.py\", line 216, in __init__\n",
      "    PseudoSpectralKernel.__init__(self, nz, ny, nx, ntd,\n",
      "RuntimeError: Undefined plan with nthreads. This is a bug\n"
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     "ename": "RuntimeError",
     "evalue": "Undefined plan with nthreads. This is a bug",
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     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
      "\u001b[0;31mRuntimeError\u001b[0m: Undefined plan with nthreads. This is a bug"
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     "text": [
      "Exception ignored in: 'pyfftw.pyfftw._fftw_plan_with_nthreads_null'\n",
      "Traceback (most recent call last):\n",
      "  File \"/srv/conda/envs/notebook/lib/python3.10/site-packages/pyqg/model.py\", line 216, in __init__\n",
      "    PseudoSpectralKernel.__init__(self, nz, ny, nx, ntd,\n",
      "RuntimeError: Undefined plan with nthreads. This is a bug\n"
     ]
    },
    {
     "ename": "RuntimeError",
     "evalue": "Undefined plan with nthreads. This is a bug",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
      "\u001b[0;31mRuntimeError\u001b[0m: Undefined plan with nthreads. This is a bug"
     ]
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Exception ignored in: 'pyfftw.pyfftw._fftw_plan_with_nthreads_null'\n",
      "Traceback (most recent call last):\n",
      "  File \"/srv/conda/envs/notebook/lib/python3.10/site-packages/pyqg/model.py\", line 216, in __init__\n",
      "    PseudoSpectralKernel.__init__(self, nz, ny, nx, ntd,\n",
      "RuntimeError: Undefined plan with nthreads. This is a bug\n"
     ]
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    {
     "ename": "RuntimeError",
     "evalue": "Undefined plan with nthreads. This is a bug",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
      "\u001b[0;31mRuntimeError\u001b[0m: Undefined plan with nthreads. This is a bug"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Exception ignored in: 'pyfftw.pyfftw._fftw_plan_with_nthreads_null'\n",
      "Traceback (most recent call last):\n",
      "  File \"/srv/conda/envs/notebook/lib/python3.10/site-packages/pyqg/model.py\", line 216, in __init__\n",
      "    PseudoSpectralKernel.__init__(self, nz, ny, nx, ntd,\n",
      "RuntimeError: Undefined plan with nthreads. This is a bug\n",
      "INFO:  Logger initialized\n",
      "INFO: Step: 10000, Time: 7.20e+07, KE: 3.95e-04, CFL: 0.084\n",
      "INFO: Step: 20000, Time: 1.44e+08, KE: 5.12e-04, CFL: 0.108\n",
      "INFO: Step: 30000, Time: 2.16e+08, KE: 4.98e-04, CFL: 0.090\n",
      "INFO: Step: 40000, Time: 2.88e+08, KE: 5.28e-04, CFL: 0.102\n"
     ]
    }
   ],
   "source": [
    "year = 24*60*60*360.\n",
    "m = pyqg.QGModel(tmax=10*year, twrite=10000, tavestart=5*year)\n",
    "m.run()"
   ]
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       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
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       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
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       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:            (time: 1, lev: 2, y: 64, x: 64, l: 64, k: 33, lev_mid: 1)\n",
       "Coordinates:\n",
       "  * time               (time) float64 3.11e+08\n",
       "  * lev                (lev) int64 1 2\n",
       "  * lev_mid            (lev_mid) float64 1.5\n",
       "  * x                  (x) float64 7.812e+03 2.344e+04 ... 9.766e+05 9.922e+05\n",
       "  * y                  (y) float64 7.812e+03 2.344e+04 ... 9.766e+05 9.922e+05\n",
       "  * l                  (l) float64 0.0 6.283e-06 ... -1.257e-05 -6.283e-06\n",
       "  * k                  (k) float64 0.0 6.283e-06 ... 0.0001948 0.0002011\n",
       "Data variables: (12/32)\n",
       "    q                  (time, lev, y, x) float64 -4.395e-06 ... 1.362e-07\n",
       "    u                  (time, lev, y, x) float64 0.0504 0.04791 ... -0.01754\n",
       "    v                  (time, lev, y, x) float64 0.02924 -0.008613 ... 0.01197\n",
       "    ufull              (time, lev, y, x) float64 0.0754 0.07291 ... -0.01754\n",
       "    vfull              (time, lev, y, x) float64 0.02924 -0.008613 ... 0.01197\n",
       "    qh                 (time, lev, l, k) complex128 (0.0022112498003323093+0j...\n",
       "    ...                 ...\n",
       "    ENSgenspec         (time, l, k) float64 0.0 1.112e-23 ... 8.706e-61\n",
       "    ENSfrictionspec    (time, l, k) float64 0.0 -3.664e-24 ... -1.006e-59\n",
       "    APEgenspec         (time, l, k) float64 0.0 2.503e-15 ... 1.959e-52\n",
       "    APEflux            (time, l, k) float64 -0.0 -2.231e-15 ... 2.644e-33\n",
       "    KEflux             (time, l, k) float64 0.0 -3.565e-15 ... 9.387e-32\n",
       "    APEgen             (time) float64 6.851e-11\n",
       "Attributes: (12/23)\n",
       "    pyqg:beta:       1.5e-11\n",
       "    pyqg:delta:      0.25\n",
       "    pyqg:del2:       0.8\n",
       "    pyqg:dt:         7200.0\n",
       "    pyqg:filterfac:  23.6\n",
       "    pyqg:L:          1000000.0\n",
       "    ...              ...\n",
       "    pyqg:tc:         43200\n",
       "    pyqg:tmax:       311040000.0\n",
       "    pyqg:twrite:     10000\n",
       "    pyqg:W:          1000000.0\n",
       "    title:           pyqg: Python Quasigeostrophic Model\n",
       "    reference:       https://pyqg.readthedocs.io/en/latest/index.html</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-abfbc3b3-2141-47b2-984f-920d1a2637d5' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-abfbc3b3-2141-47b2-984f-920d1a2637d5' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1</li><li><span class='xr-has-index'>lev</span>: 2</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'>l</span>: 64</li><li><span class='xr-has-index'>k</span>: 33</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-54032520-d4cc-4afb-b891-7871b26a7a93' class='xr-section-summary-in' type='checkbox'  checked><label for='section-54032520-d4cc-4afb-b891-7871b26a7a93' 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'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.11e+08</div><input id='attrs-961df916-acea-4906-aced-395b0b258aed' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-961df916-acea-4906-aced-395b0b258aed' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b1bd78f1-b5bf-4022-a24b-05cfa903d3bc' class='xr-var-data-in' type='checkbox'><label for='data-b1bd78f1-b5bf-4022-a24b-05cfa903d3bc' 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([3.1104e+08])</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'>int64</div><div class='xr-var-preview xr-preview'>1 2</div><input id='attrs-12187cfe-a94c-48ef-b145-1a118d19c02d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-12187cfe-a94c-48ef-b145-1a118d19c02d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dca473ff-c99d-4cde-8c65-85f5224a9cb6' class='xr-var-data-in' type='checkbox'><label for='data-dca473ff-c99d-4cde-8c65-85f5224a9cb6' 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])</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'>float64</div><div class='xr-var-preview xr-preview'>1.5</div><input id='attrs-cbbe6281-4e39-4f21-9115-5968a31d8003' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cbbe6281-4e39-4f21-9115-5968a31d8003' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cb01a615-a230-4095-9499-6444331c0f3a' class='xr-var-data-in' type='checkbox'><label for='data-cb01a615-a230-4095-9499-6444331c0f3a' 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])</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'>float64</div><div class='xr-var-preview xr-preview'>7.812e+03 2.344e+04 ... 9.922e+05</div><input id='attrs-3a3e6285-3910-480a-b7fc-d699ba3d8ec8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3a3e6285-3910-480a-b7fc-d699ba3d8ec8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b081c135-4f42-4585-87ab-3e58924a217e' class='xr-var-data-in' type='checkbox'><label for='data-b081c135-4f42-4585-87ab-3e58924a217e' 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])</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'>float64</div><div class='xr-var-preview xr-preview'>7.812e+03 2.344e+04 ... 9.922e+05</div><input id='attrs-6195c242-81a4-4740-b065-9ff60f6ed5e7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6195c242-81a4-4740-b065-9ff60f6ed5e7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0a350dd3-b172-4ff6-9fd4-46a6a3d2a433' class='xr-var-data-in' type='checkbox'><label for='data-0a350dd3-b172-4ff6-9fd4-46a6a3d2a433' 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])</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'>float64</div><div class='xr-var-preview xr-preview'>0.0 6.283e-06 ... -6.283e-06</div><input id='attrs-328abae6-edeb-43d9-87f4-76522bbef590' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-328abae6-edeb-43d9-87f4-76522bbef590' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dd7f2ef3-62d2-45bc-9fd1-dd41572785d1' class='xr-var-data-in' type='checkbox'><label for='data-dd7f2ef3-62d2-45bc-9fd1-dd41572785d1' 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,  8.796459e-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, -8.796459e-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])</pre></div></li><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'>float64</div><div class='xr-var-preview xr-preview'>0.0 6.283e-06 ... 0.0002011</div><input id='attrs-825fdd90-1f10-44ca-ae58-c2e83f05dccd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-825fdd90-1f10-44ca-ae58-c2e83f05dccd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ee1ae54a-44d1-486c-b1b3-57a4ccc1523d' class='xr-var-data-in' type='checkbox'><label for='data-ee1ae54a-44d1-486c-b1b3-57a4ccc1523d' 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, 8.796459e-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])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-55757f56-cfdb-4a9f-911e-2bf4fc3321ed' class='xr-section-summary-in' type='checkbox'  ><label for='section-55757f56-cfdb-4a9f-911e-2bf4fc3321ed' class='xr-section-summary' >Data variables: <span>(32)</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>q</span></div><div class='xr-var-dims'>(time, lev, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-4.395e-06 -2.78e-06 ... 1.362e-07</div><input id='attrs-8e6853dd-5ca9-4719-ad48-996eacced383' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8e6853dd-5ca9-4719-ad48-996eacced383' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b14bf3ee-64f9-464c-b248-0aad77cc3fb9' class='xr-var-data-in' type='checkbox'><label for='data-b14bf3ee-64f9-464c-b248-0aad77cc3fb9' 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>units :</span></dt><dd>s^-1</dd><dt><span>long_name :</span></dt><dd>potential vorticity in real space</dd></dl></div><div class='xr-var-data'><pre>array([[[[-4.39476373e-06, -2.77971565e-06,  2.31886952e-06, ...,\n",
       "           5.95701718e-06,  1.75280870e-06, -1.84571061e-06],\n",
       "         [ 6.02156956e-06,  1.12034695e-06,  1.02027328e-06, ...,\n",
       "           1.77527878e-06,  3.77215622e-06,  7.60704047e-06],\n",
       "         [ 5.11647561e-06, -1.64870855e-06,  7.66197661e-07, ...,\n",
       "          -6.05753828e-06,  1.41414791e-07,  7.63784395e-06],\n",
       "         ...,\n",
       "         [-2.31249760e-06, -8.51679981e-06, -1.65644745e-06, ...,\n",
       "           9.77521628e-06,  1.27586142e-05,  9.58943447e-06],\n",
       "         [-7.65157263e-06, -1.26808042e-05, -7.07617365e-06, ...,\n",
       "           1.45593760e-05,  1.34999881e-05,  5.60014320e-06],\n",
       "         [-1.06814921e-05, -1.05620400e-05, -3.69960699e-06, ...,\n",
       "           1.26333827e-05,  6.85063871e-06, -2.07260631e-06]],\n",
       "\n",
       "        [[-2.79573656e-07, -1.62813821e-07,  9.26742903e-08, ...,\n",
       "          -1.04512050e-06, -6.69432187e-07, -4.54261176e-07],\n",
       "         [-6.21060304e-07, -4.63162535e-07, -1.18857848e-07, ...,\n",
       "          -4.98779819e-07, -5.46761415e-07, -7.10883667e-07],\n",
       "         [-5.76268513e-07, -5.77795006e-07, -2.74029186e-07, ...,\n",
       "           3.51672677e-07,  3.17352656e-08, -4.47076177e-07],\n",
       "         ...,\n",
       "         [ 9.34416693e-07,  4.95141721e-07, -1.59394608e-07, ...,\n",
       "          -1.19443410e-06, -2.36033332e-07,  6.51974453e-07],\n",
       "         [ 7.30647429e-07,  3.71584973e-07,  2.37944828e-07, ...,\n",
       "          -1.15735582e-06, -1.10070571e-07,  6.74835122e-07],\n",
       "         [ 2.42826896e-07,  1.89077640e-07,  3.56075208e-07, ...,\n",
       "          -1.19411181e-06, -3.92423272e-07,  1.36240448e-07]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>u</span></div><div class='xr-var-dims'>(time, lev, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0504 0.04791 ... -0.01754</div><input id='attrs-faa5707b-b866-4f55-b2b0-9e1686edfb08' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-faa5707b-b866-4f55-b2b0-9e1686edfb08' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a4dd6725-5534-47ec-9282-94345cc8ca8d' class='xr-var-data-in' type='checkbox'><label for='data-a4dd6725-5534-47ec-9282-94345cc8ca8d' 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>units :</span></dt><dd>m s^-1</dd><dt><span>long_name :</span></dt><dd>zonal velocity anomaly</dd></dl></div><div class='xr-var-data'><pre>array([[[[ 0.05040081,  0.0479066 ,  0.02847206, ..., -0.07044575,\n",
       "          -0.03501748,  0.01653538],\n",
       "         [ 0.02923581,  0.01789897,  0.0107068 , ..., -0.07406381,\n",
       "          -0.03337048,  0.01315735],\n",
       "         [-0.0220319 ,  0.00024453,  0.0256194 , ..., -0.0879992 ,\n",
       "          -0.06398831, -0.04018752],\n",
       "         ...,\n",
       "         [-0.04431541, -0.04295496, -0.04508705, ...,  0.02190643,\n",
       "           0.00170214, -0.02768124],\n",
       "         [-0.04199524, -0.02201602, -0.01599753, ..., -0.00619599,\n",
       "          -0.03587551, -0.05249841],\n",
       "         [ 0.00123116,  0.02981497,  0.03323648, ..., -0.05702182,\n",
       "          -0.0610875 , -0.03904576]],\n",
       "\n",
       "        [[-0.00608388, -0.00208448, -0.00042958, ..., -0.01547262,\n",
       "          -0.01520871, -0.01156595],\n",
       "         [-0.00242146, -0.00075897,  0.00028807, ..., -0.01139445,\n",
       "          -0.00938703, -0.00571221],\n",
       "         [-0.00068758,  0.00014645,  0.00067863, ..., -0.00695438,\n",
       "          -0.00526573, -0.00268569],\n",
       "         ...,\n",
       "         [-0.00875572, -0.0099731 , -0.00665166, ...,  0.00251075,\n",
       "           0.0005906 , -0.00381024],\n",
       "         [-0.01409154, -0.00946839, -0.00412804, ..., -0.00708061,\n",
       "          -0.01164224, -0.0148628 ],\n",
       "         [-0.01214589, -0.00560563, -0.00149678, ..., -0.01509208,\n",
       "          -0.01824845, -0.01753922]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v</span></div><div class='xr-var-dims'>(time, lev, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.02924 -0.008613 ... 0.01197</div><input id='attrs-9c2bd454-f3ed-44e6-9c6a-0f9cd7432940' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9c2bd454-f3ed-44e6-9c6a-0f9cd7432940' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-10062e8b-97ae-4573-8fa0-d00085bfc6c2' class='xr-var-data-in' type='checkbox'><label for='data-10062e8b-97ae-4573-8fa0-d00085bfc6c2' 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>units :</span></dt><dd>m s^-1</dd><dt><span>long_name :</span></dt><dd>meridional velocity anomaly</dd></dl></div><div class='xr-var-data'><pre>array([[[[ 2.92416198e-02, -8.61302120e-03, -1.60752877e-02, ...,\n",
       "           1.39782847e-02,  3.58280950e-02,  4.35849562e-02],\n",
       "         [ 2.62328987e-02,  1.15192648e-02, -2.74527467e-03, ...,\n",
       "          -1.21481901e-02, -1.71020283e-02,  4.56573796e-04],\n",
       "         [ 1.94286303e-02,  5.41041614e-03, -1.80994282e-02, ...,\n",
       "          -3.03984207e-02, -5.72812429e-02, -2.61240430e-02],\n",
       "         ...,\n",
       "         [ 9.80345999e-02,  1.77006567e-02, -3.60401267e-02, ...,\n",
       "          -2.46867622e-02,  2.26293280e-02,  8.79941218e-02],\n",
       "         [ 9.20856443e-02,  1.01954734e-02, -3.25081447e-02, ...,\n",
       "          -3.86626979e-03,  5.28149287e-02,  1.05472885e-01],\n",
       "         [ 5.90264630e-02, -7.99694773e-03, -3.08551370e-02, ...,\n",
       "           1.95795167e-02,  6.52112959e-02,  8.87448052e-02]],\n",
       "\n",
       "        [[ 5.93696389e-03, -6.15392399e-04, -6.15521188e-03, ...,\n",
       "           1.04516951e-03,  4.01631568e-03,  7.38565896e-03],\n",
       "         [ 2.21688304e-03, -2.31567963e-03, -6.97478045e-03, ...,\n",
       "           1.00473422e-03,  1.29338202e-03,  2.76270032e-03],\n",
       "         [ 4.12012909e-04, -3.18039417e-03, -8.08196172e-03, ...,\n",
       "           4.23534695e-05, -1.52549616e-03, -3.50583122e-04],\n",
       "         ...,\n",
       "         [ 1.72221299e-02,  1.34843001e-02,  3.39668732e-03, ...,\n",
       "          -8.80718369e-03, -3.25474068e-03,  9.31450714e-03],\n",
       "         [ 1.75620199e-02,  9.71685741e-03, -1.24408137e-03, ...,\n",
       "          -5.93759886e-03,  8.36355430e-04,  1.30043540e-02],\n",
       "         [ 1.22169096e-02,  3.64116221e-03, -4.72396857e-03, ...,\n",
       "          -1.51371638e-03,  4.19673410e-03,  1.19658544e-02]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ufull</span></div><div class='xr-var-dims'>(time, lev, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0754 0.07291 ... -0.01754</div><input id='attrs-fae6e9de-32a3-402c-ad9c-c143e83d432e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fae6e9de-32a3-402c-ad9c-c143e83d432e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8c0dc2b2-ca11-434c-a7ff-2a7e9903930f' class='xr-var-data-in' type='checkbox'><label for='data-8c0dc2b2-ca11-434c-a7ff-2a7e9903930f' 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>units :</span></dt><dd>m s^-1</dd><dt><span>long_name :</span></dt><dd>zonal full velocities in real space</dd></dl></div><div class='xr-var-data'><pre>array([[[[ 0.07540081,  0.0729066 ,  0.05347206, ..., -0.04544575,\n",
       "          -0.01001748,  0.04153538],\n",
       "         [ 0.05423581,  0.04289897,  0.0357068 , ..., -0.04906381,\n",
       "          -0.00837048,  0.03815735],\n",
       "         [ 0.0029681 ,  0.02524453,  0.0506194 , ..., -0.0629992 ,\n",
       "          -0.03898831, -0.01518752],\n",
       "         ...,\n",
       "         [-0.01931541, -0.01795496, -0.02008705, ...,  0.04690643,\n",
       "           0.02670214, -0.00268124],\n",
       "         [-0.01699524,  0.00298398,  0.00900247, ...,  0.01880401,\n",
       "          -0.01087551, -0.02749841],\n",
       "         [ 0.02623116,  0.05481497,  0.05823648, ..., -0.03202182,\n",
       "          -0.0360875 , -0.01404576]],\n",
       "\n",
       "        [[-0.00608388, -0.00208448, -0.00042958, ..., -0.01547262,\n",
       "          -0.01520871, -0.01156595],\n",
       "         [-0.00242146, -0.00075897,  0.00028807, ..., -0.01139445,\n",
       "          -0.00938703, -0.00571221],\n",
       "         [-0.00068758,  0.00014645,  0.00067863, ..., -0.00695438,\n",
       "          -0.00526573, -0.00268569],\n",
       "         ...,\n",
       "         [-0.00875572, -0.0099731 , -0.00665166, ...,  0.00251075,\n",
       "           0.0005906 , -0.00381024],\n",
       "         [-0.01409154, -0.00946839, -0.00412804, ..., -0.00708061,\n",
       "          -0.01164224, -0.0148628 ],\n",
       "         [-0.01214589, -0.00560563, -0.00149678, ..., -0.01509208,\n",
       "          -0.01824845, -0.01753922]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vfull</span></div><div class='xr-var-dims'>(time, lev, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.02924 -0.008613 ... 0.01197</div><input id='attrs-44b9807d-6bf9-4589-98bd-c012ff948ac4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-44b9807d-6bf9-4589-98bd-c012ff948ac4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e4d7de57-5f98-4e4c-a65e-0ef726d701af' class='xr-var-data-in' type='checkbox'><label for='data-e4d7de57-5f98-4e4c-a65e-0ef726d701af' 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>units :</span></dt><dd>m s^-1</dd><dt><span>long_name :</span></dt><dd>meridional full velocities in real space</dd></dl></div><div class='xr-var-data'><pre>array([[[[ 2.92416198e-02, -8.61302120e-03, -1.60752877e-02, ...,\n",
       "           1.39782847e-02,  3.58280950e-02,  4.35849562e-02],\n",
       "         [ 2.62328987e-02,  1.15192648e-02, -2.74527467e-03, ...,\n",
       "          -1.21481901e-02, -1.71020283e-02,  4.56573796e-04],\n",
       "         [ 1.94286303e-02,  5.41041614e-03, -1.80994282e-02, ...,\n",
       "          -3.03984207e-02, -5.72812429e-02, -2.61240430e-02],\n",
       "         ...,\n",
       "         [ 9.80345999e-02,  1.77006567e-02, -3.60401267e-02, ...,\n",
       "          -2.46867622e-02,  2.26293280e-02,  8.79941218e-02],\n",
       "         [ 9.20856443e-02,  1.01954734e-02, -3.25081447e-02, ...,\n",
       "          -3.86626979e-03,  5.28149287e-02,  1.05472885e-01],\n",
       "         [ 5.90264630e-02, -7.99694773e-03, -3.08551370e-02, ...,\n",
       "           1.95795167e-02,  6.52112959e-02,  8.87448052e-02]],\n",
       "\n",
       "        [[ 5.93696389e-03, -6.15392399e-04, -6.15521188e-03, ...,\n",
       "           1.04516951e-03,  4.01631568e-03,  7.38565896e-03],\n",
       "         [ 2.21688304e-03, -2.31567963e-03, -6.97478045e-03, ...,\n",
       "           1.00473422e-03,  1.29338202e-03,  2.76270032e-03],\n",
       "         [ 4.12012909e-04, -3.18039417e-03, -8.08196172e-03, ...,\n",
       "           4.23534695e-05, -1.52549616e-03, -3.50583122e-04],\n",
       "         ...,\n",
       "         [ 1.72221299e-02,  1.34843001e-02,  3.39668732e-03, ...,\n",
       "          -8.80718369e-03, -3.25474068e-03,  9.31450714e-03],\n",
       "         [ 1.75620199e-02,  9.71685741e-03, -1.24408137e-03, ...,\n",
       "          -5.93759886e-03,  8.36355430e-04,  1.30043540e-02],\n",
       "         [ 1.22169096e-02,  3.64116221e-03, -4.72396857e-03, ...,\n",
       "          -1.51371638e-03,  4.19673410e-03,  1.19658544e-02]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>qh</span></div><div class='xr-var-dims'>(time, lev, l, k)</div><div class='xr-var-dtype'>complex128</div><div class='xr-var-preview xr-preview'>(0.0022112498003323093+0j) ... (...</div><input id='attrs-349873e6-d56c-4fd4-851f-5fd99c28968a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-349873e6-d56c-4fd4-851f-5fd99c28968a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-18a833e5-4543-4c1f-b440-f4fe8c14b0fa' class='xr-var-data-in' type='checkbox'><label for='data-18a833e5-4543-4c1f-b440-f4fe8c14b0fa' 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>units :</span></dt><dd>s^-1</dd><dt><span>long_name :</span></dt><dd>potential vorticity in spectral space</dd></dl></div><div class='xr-var-data'><pre>array([[[[ 2.21124980e-03+0.00000000e+00j,\n",
       "           7.00756820e-04+2.50713640e-04j,\n",
       "           6.74905861e-04-2.38396514e-04j, ...,\n",
       "          -6.20446118e-14+1.26548358e-13j,\n",
       "           1.39574656e-17-6.22971412e-17j,\n",
       "           1.36646899e-39-3.80765222e-22j],\n",
       "         [-1.09857191e-03+3.31902988e-05j,\n",
       "           7.48065494e-04-1.63757139e-04j,\n",
       "           1.13466599e-04-1.69637592e-04j, ...,\n",
       "           2.45917514e-14-6.95173169e-16j,\n",
       "           2.39097418e-17+3.97070678e-17j,\n",
       "           5.70156841e-22-1.09444517e-21j],\n",
       "         [-4.62211007e-04-5.97861509e-04j,\n",
       "           2.07076444e-04+4.89473522e-04j,\n",
       "          -1.05623869e-03+6.26350087e-04j, ...,\n",
       "          -2.01195782e-14+3.19240399e-13j,\n",
       "          -3.22048244e-17+5.08573398e-17j,\n",
       "           7.98610154e-22+8.55717074e-22j],\n",
       "         ...,\n",
       "         [ 1.27312239e-04-2.39795675e-03j,\n",
       "...\n",
       "          -2.34133492e-24-1.81958704e-23j],\n",
       "         ...,\n",
       "         [-1.54831208e-05+4.38500037e-04j,\n",
       "           1.07712532e-06-1.24880056e-04j,\n",
       "          -1.17575649e-04+3.39370464e-05j, ...,\n",
       "           5.85941881e-16+1.27939366e-15j,\n",
       "           3.01992790e-19+1.14330858e-19j,\n",
       "          -4.87267524e-24+2.44731268e-24j],\n",
       "         [ 1.08696941e-04-1.39231052e-04j,\n",
       "           1.71111628e-04-1.12537533e-04j,\n",
       "           2.17152502e-05+1.76652776e-04j, ...,\n",
       "          -2.00151198e-15+1.13417914e-15j,\n",
       "          -9.07449381e-19-3.85450677e-19j,\n",
       "          -1.45107500e-24-1.29415082e-23j],\n",
       "         [ 2.65909855e-04+1.40239132e-05j,\n",
       "          -5.43891253e-06+8.70364342e-05j,\n",
       "           7.54235738e-05+1.18360163e-04j, ...,\n",
       "          -4.49960516e-16-6.36334100e-15j,\n",
       "           4.47892610e-20-1.43163438e-18j,\n",
       "           3.02905213e-23-1.14769707e-23j]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>uh</span></div><div class='xr-var-dims'>(time, lev, l, k)</div><div class='xr-var-dtype'>complex128</div><div class='xr-var-preview xr-preview'>(-94.0382685400927-94.0382685400...</div><input id='attrs-dea242ad-29b9-40ea-bb6e-ea71fca16c7e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dea242ad-29b9-40ea-bb6e-ea71fca16c7e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3e3b2d97-de54-4de6-b80b-5d812141dc5c' class='xr-var-data-in' type='checkbox'><label for='data-3e3b2d97-de54-4de6-b80b-5d812141dc5c' 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>units :</span></dt><dd>m s^-1</dd><dt><span>long_name :</span></dt><dd>zonal velocity anomaly in spectral space</dd></dl></div><div class='xr-var-data'><pre>array([[[[-9.40382685e+01-9.40382685e+01j,\n",
       "          -1.44141337e+01+7.88713137e+01j,\n",
       "          -6.04956108e+01-1.70450713e+01j, ...,\n",
       "          -2.07694795e+01-7.37141150e+01j,\n",
       "           8.70210846e+01-1.59035458e+01j,\n",
       "           5.43635802e-20+3.95598604e-19j],\n",
       "         [-8.48028473e+01-8.48028473e+01j,\n",
       "          -3.28038225e+01+6.53819980e+01j,\n",
       "          -4.67211225e+01-4.80744980e+00j, ...,\n",
       "          -5.85789453e+00-5.69298525e+01j,\n",
       "           7.21379183e+01-3.61934407e+01j,\n",
       "          -3.25526781e-20+3.27589934e-19j],\n",
       "         [-1.00243488e+01-1.00243488e+01j,\n",
       "          -4.85605230e+01-3.59558020e+01j,\n",
       "          -1.39501972e+01-1.85811509e+01j, ...,\n",
       "          -2.26411979e+01-1.69983645e+01j,\n",
       "          -3.96711142e+01-5.35782806e+01j,\n",
       "          -1.17094862e-19+2.47125584e-19j],\n",
       "         ...,\n",
       "         [-3.29989405e+01-3.29989405e+01j,\n",
       "...\n",
       "          -2.35354889e-21-1.04111612e-21j],\n",
       "         ...,\n",
       "         [-6.94516027e+00-6.94516027e+00j,\n",
       "          -1.17793709e+01+2.19213554e+00j,\n",
       "           7.31037616e+00-3.71545193e+00j, ...,\n",
       "          -4.52729127e+00+8.90771912e+00j,\n",
       "           2.41864885e+00-1.29965330e+01j,\n",
       "           4.14039279e-21-8.76409885e-22j],\n",
       "         [-1.38101293e+01-1.38101293e+01j,\n",
       "          -9.67030731e+00-1.50199181e+00j,\n",
       "           5.48168266e+00-8.89877079e+00j, ...,\n",
       "          -1.08431836e+01+6.67944965e+00j,\n",
       "          -1.65719259e+00-1.06695399e+01j,\n",
       "           2.52609227e-21-2.62385475e-22j],\n",
       "         [-1.80311137e+01-1.80311137e+01j,\n",
       "          -9.96002935e+00-2.32253635e+00j,\n",
       "           2.78916369e+00-8.38368767e+00j, ...,\n",
       "          -1.02155530e+01+3.39860579e+00j,\n",
       "          -2.56252398e+00-1.09891989e+01j,\n",
       "           1.02579139e-21-3.53707255e-23j]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vh</span></div><div class='xr-var-dims'>(time, lev, l, k)</div><div class='xr-var-dtype'>complex128</div><div class='xr-var-preview xr-preview'>(-4.850764348436778e-18+4.850764...</div><input id='attrs-7ab9efe5-28ba-4c3d-8baa-296f8f716bcb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7ab9efe5-28ba-4c3d-8baa-296f8f716bcb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a927a1a1-d668-413c-9195-498af570950e' class='xr-var-data-in' type='checkbox'><label for='data-a927a1a1-d668-413c-9195-498af570950e' 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>units :</span></dt><dd>m s^-1</dd><dt><span>long_name :</span></dt><dd>meridional velocity anomaly in spectral space</dd></dl></div><div class='xr-var-data'><pre>array([[[[-4.85076435e-18+4.85076435e-18j,\n",
       "           6.15002292e+00+6.30779930e+00j,\n",
       "          -3.37248802e+00-1.53813453e+01j, ...,\n",
       "          -1.87422235e+01-4.10938855e+00j,\n",
       "           6.95958404e+00+6.78550464e+00j,\n",
       "          -4.85076435e-18-6.70811999e-18j],\n",
       "         [-3.71097281e-18+3.71097281e-18j,\n",
       "           1.40145983e+01+8.45419741e+00j,\n",
       "          -5.12450101e+00-4.09051161e+00j, ...,\n",
       "          -4.98430281e+00-6.24422255e+00j,\n",
       "           9.32776942e+00+1.54627264e+01j,\n",
       "          -3.71097281e-18-6.74194842e-18j],\n",
       "         [-2.80552078e-18+2.80552078e-18j,\n",
       "           1.58881621e+01+1.26965248e+01j,\n",
       "          -7.13685289e+00+1.68159981e+00j, ...,\n",
       "           2.04903530e+00-8.69628040e+00j,\n",
       "           1.40084564e+01+1.75298855e+01j,\n",
       "          -2.80552078e-18-6.50608495e-18j],\n",
       "         ...,\n",
       "         [-9.16638735e-18+9.16638735e-18j,\n",
       "...\n",
       "          -9.28840779e-20-7.75284543e-20j],\n",
       "         ...,\n",
       "         [-8.73724394e-20+8.73724394e-20j,\n",
       "           8.74713587e-01+9.37341573e-01j,\n",
       "           4.15512618e-01+3.16842069e-01j, ...,\n",
       "           3.86073178e-01+5.06303590e-01j,\n",
       "           1.03419706e+00+9.65097720e-01j,\n",
       "          -8.73724394e-20-6.91336786e-20j],\n",
       "         [-8.90519401e-20+8.90519401e-20j,\n",
       "           8.99003647e-01+1.96975205e+00j,\n",
       "          -8.49385290e-01-1.00387152e+00j, ...,\n",
       "          -1.22322099e+00-1.03497897e+00j,\n",
       "           2.17328648e+00+9.91897672e-01j,\n",
       "          -8.90519401e-20-7.95882602e-20j],\n",
       "         [-8.94265716e-20+8.94265716e-20j,\n",
       "           6.67219558e-01+2.91954433e+00j,\n",
       "          -2.70041561e+00-1.78485565e+00j, ...,\n",
       "          -2.17485290e+00-3.29046594e+00j,\n",
       "           3.22122077e+00+7.36163339e-01j,\n",
       "          -8.94265716e-20-8.51266530e-20j]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ph</span></div><div class='xr-var-dims'>(time, lev, l, k)</div><div class='xr-var-dtype'>complex128</div><div class='xr-var-preview xr-preview'>0j ... (-3.920126220376729e-16+8...</div><input id='attrs-cccfe34d-4710-4a0c-8b8d-1075dfca195d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cccfe34d-4710-4a0c-8b8d-1075dfca195d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4b24bb4d-63a9-4b9a-9ccf-8d87cf3b4d38' class='xr-var-data-in' type='checkbox'><label for='data-4b24bb4d-63a9-4b9a-9ccf-8d87cf3b4d38' 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>units :</span></dt><dd>m^2 s^-1</dd><dt><span>long_name :</span></dt><dd>streamfunction in spectral space</dd></dl></div><div class='xr-var-data'><pre>array([[[[ 0.00000000e+00+0.00000000e+00j,\n",
       "          -1.33067375e+05-1.42705986e+04j,\n",
       "          -1.89316678e+05-3.94396735e+04j, ...,\n",
       "           1.48695386e-06-3.28696623e-06j,\n",
       "          -3.53336822e-10+1.52003833e-09j,\n",
       "          -3.20056202e-32+8.84180083e-15j],\n",
       "         [ 4.20117355e+05+1.07361504e+05j,\n",
       "          -2.41090074e+05-8.40193298e+03j,\n",
       "           4.69150261e+04+1.22502746e+05j, ...,\n",
       "          -5.72041400e-07+4.53793939e-08j,\n",
       "          -5.30492230e-10-9.72765946e-10j,\n",
       "          -1.41016476e-14+2.52183328e-14j],\n",
       "         [ 1.33884086e+05+1.79303480e+05j,\n",
       "          -1.08007302e+05-2.06713514e+05j,\n",
       "           2.90074026e+05-1.50053916e+05j, ...,\n",
       "           4.64866289e-07-8.21594001e-06j,\n",
       "           7.54892011e-10-1.21493748e-09j,\n",
       "          -1.83839958e-14-1.98600816e-14j],\n",
       "         ...,\n",
       "         [-6.01313332e+04+8.35595688e+05j,\n",
       "...\n",
       "          -3.48876941e-16+1.21378863e-17j],\n",
       "         ...,\n",
       "         [-3.07065605e+04+2.44516404e+05j,\n",
       "           2.53476903e+05-1.50728570e+05j,\n",
       "          -4.17008567e+04+5.29781842e+04j, ...,\n",
       "           1.67761945e-08+5.05290977e-08j,\n",
       "          -9.34403705e-12-2.00476105e-12j,\n",
       "           9.65511320e-17-7.34044676e-17j],\n",
       "         [ 9.99010207e+03-1.93837670e+04j,\n",
       "           6.83963253e+04+7.76392710e+04j,\n",
       "          -1.46497361e+05-4.60783512e+03j, ...,\n",
       "           6.47632945e-08-8.68356919e-08j,\n",
       "           4.20964660e-11+1.13544781e-11j,\n",
       "          -2.21237330e-16-1.54319324e-16j],\n",
       "         [ 1.15949991e+05-1.17935808e+05j,\n",
       "           5.80623363e+04-1.10517660e+05j,\n",
       "           1.88035636e+05+5.31889269e+04j, ...,\n",
       "           1.96738138e-07+8.66141224e-08j,\n",
       "           5.03434247e-13+2.54005083e-12j,\n",
       "          -3.92012622e-16+8.82727674e-16j]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dqhdt</span></div><div class='xr-var-dims'>(time, lev, l, k)</div><div class='xr-var-dtype'>complex128</div><div class='xr-var-preview xr-preview'>(-0-0j) ... (4.8857131064954785e...</div><input id='attrs-863a0038-6da8-4cc2-85fb-f799fe1c1f25' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-863a0038-6da8-4cc2-85fb-f799fe1c1f25' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b683a180-6655-408f-b922-76758c194649' class='xr-var-data-in' type='checkbox'><label for='data-b683a180-6655-408f-b922-76758c194649' 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>units :</span></dt><dd>s^-2</dd><dt><span>long_name :</span></dt><dd>previous partial derivative of potential vorticity wrt. time in spectral space</dd></dl></div><div class='xr-var-data'><pre>array([[[[-0.00000000e+00-0.00000000e+00j,\n",
       "           5.86529191e-11+1.45553567e-12j,\n",
       "          -1.59801147e-10+2.01940311e-11j, ...,\n",
       "          -5.52546234e-11+1.17301241e-10j,\n",
       "           4.00752339e-11-1.76144365e-10j,\n",
       "           1.84688424e-28-5.15122764e-11j],\n",
       "         [-6.97099834e-11-2.34263314e-11j,\n",
       "          -7.05648805e-11+4.95155225e-11j,\n",
       "          -2.81857754e-11-2.00715239e-10j, ...,\n",
       "           2.43236454e-11-1.31562988e-12j,\n",
       "           7.52130940e-11+1.30556322e-10j,\n",
       "           9.63746295e-11-1.77867683e-10j],\n",
       "         [-7.72441303e-11-1.30882767e-10j,\n",
       "          -1.02378420e-10+1.49397672e-11j,\n",
       "           5.16682436e-11-4.93541764e-11j, ...,\n",
       "          -2.76743273e-11+4.67122766e-10j,\n",
       "          -1.63755335e-10+2.61141952e-10j,\n",
       "           2.32803747e-10+2.50735430e-10j],\n",
       "         ...,\n",
       "         [ 1.84346766e-10+7.63865020e-11j,\n",
       "...\n",
       "          -6.09887322e-13-5.26033355e-12j],\n",
       "         ...,\n",
       "         [-3.30960454e-11-3.54502875e-12j,\n",
       "           5.71139881e-11-6.47375360e-11j,\n",
       "          -1.23890074e-11+2.70054749e-11j, ...,\n",
       "           1.53665166e-12+3.36436930e-12j,\n",
       "           3.37175189e-12+1.27557430e-12j,\n",
       "          -3.79568995e-12+1.89625208e-12j],\n",
       "         [ 2.03321893e-11-1.95797428e-11j,\n",
       "          -9.64423813e-12+7.51784140e-12j,\n",
       "          -5.62350093e-12-6.00019936e-12j, ...,\n",
       "          -2.94276124e-12+1.68339002e-12j,\n",
       "          -4.65929644e-12-2.00508766e-12j,\n",
       "          -4.70136514e-13-3.74476807e-12j],\n",
       "         [ 1.61449233e-11-4.35360646e-12j,\n",
       "           1.16966321e-11+1.71473315e-11j,\n",
       "           2.69748046e-12+4.26339634e-11j, ...,\n",
       "          -4.21846171e-13-6.56560764e-12j,\n",
       "           1.44952249e-13-4.70005276e-12j,\n",
       "           4.88571311e-12-1.84874377e-12j]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Ubg</span></div><div class='xr-var-dims'>(lev)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.025 0.0</div><input id='attrs-87793bdc-7444-42cd-b9da-241506e6aa9e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-87793bdc-7444-42cd-b9da-241506e6aa9e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-198f8ac0-5085-4845-9081-82935191b4bc' class='xr-var-data-in' type='checkbox'><label for='data-198f8ac0-5085-4845-9081-82935191b4bc' 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>units :</span></dt><dd>m s^-1</dd><dt><span>long_name :</span></dt><dd>background zonal velocity</dd></dl></div><div class='xr-var-data'><pre>array([0.025, 0.   ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Qy</span></div><div class='xr-var-dims'>(lev)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.039e-10 -7.222e-12</div><input id='attrs-2e7e1a7f-6a20-4c2e-a12e-fa3040b48605' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2e7e1a7f-6a20-4c2e-a12e-fa3040b48605' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-83443f34-e37b-4db5-b9b6-fe7a1c088eaa' class='xr-var-data-in' type='checkbox'><label for='data-83443f34-e37b-4db5-b9b6-fe7a1c088eaa' 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>units :</span></dt><dd>m^-1 s^-1</dd><dt><span>long_name :</span></dt><dd>background potential vorticity gradient</dd></dl></div><div class='xr-var-data'><pre>array([ 1.03888889e-10, -7.22222222e-12])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dqdt</span></div><div class='xr-var-dims'>(time, lev, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-2.441e-11 -1.731e-11 ... 8.299e-13</div><input id='attrs-40ab3ffc-90b7-4832-b0e8-04999206d10a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-40ab3ffc-90b7-4832-b0e8-04999206d10a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0b4d5f77-58dd-4b91-97b3-d3874618c9cb' class='xr-var-data-in' type='checkbox'><label for='data-0b4d5f77-58dd-4b91-97b3-d3874618c9cb' 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>units :</span></dt><dd>s^-2</dd><dt><span>long_name :</span></dt><dd>previous partial derivative of potential vorticity wrt. time in real space</dd></dl></div><div class='xr-var-data'><pre>array([[[[-2.44110808e-11, -1.73052144e-11,  1.59498134e-12, ...,\n",
       "          -4.36597198e-12, -1.29275485e-12, -1.63715549e-11],\n",
       "         [ 8.55709467e-12,  9.60233679e-12, -1.46524424e-11, ...,\n",
       "           7.95151586e-14, -1.29642393e-12, -2.65795114e-12],\n",
       "         [-1.19190773e-13,  8.51567894e-12, -6.95201334e-12, ...,\n",
       "          -5.66263795e-12,  2.10065237e-12, -4.82020634e-12],\n",
       "         ...,\n",
       "         [ 1.27166969e-11,  7.01386841e-12, -6.57358914e-12, ...,\n",
       "          -3.72088642e-12, -9.58596551e-12, -9.25459880e-13],\n",
       "         [ 1.88352389e-12,  1.31383763e-12, -2.19936964e-12, ...,\n",
       "           8.95131747e-13,  4.39501949e-12,  1.53184090e-11],\n",
       "         [ 4.20915751e-12, -1.28822556e-11, -1.12733695e-11, ...,\n",
       "          -3.97817248e-12,  6.84619595e-12,  1.60222276e-11]],\n",
       "\n",
       "        [[ 6.40878375e-13,  3.74282574e-13, -5.06349857e-14, ...,\n",
       "           4.56252746e-13,  4.04441922e-13,  6.28116819e-13],\n",
       "         [ 2.27673299e-13,  2.12990880e-13, -3.35692647e-14, ...,\n",
       "           2.27396929e-13, -2.00294062e-14,  1.18730771e-13],\n",
       "         [ 1.14583743e-13,  2.32176065e-13, -1.53067217e-13, ...,\n",
       "           2.98837937e-13,  3.20735378e-14, -6.14053695e-15],\n",
       "         ...,\n",
       "         [-2.83063219e-13,  7.49295697e-14,  1.82940611e-13, ...,\n",
       "          -4.64015765e-13, -8.22642454e-13, -9.33567295e-13],\n",
       "         [ 3.41482330e-13,  4.60190655e-13,  4.79764810e-13, ...,\n",
       "          -1.16602327e-13, -1.24503370e-15,  8.98803132e-14],\n",
       "         [ 8.64995443e-13,  6.39624633e-13,  2.05836334e-13, ...,\n",
       "           3.77189685e-13,  6.27994519e-13,  8.29850175e-13]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>p</span></div><div class='xr-var-dims'>(time, lev, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>760.4 924.5 660.1 ... -120.5 9.985</div><input id='attrs-509b010f-195e-437a-9e2c-30a7d9e6fd22' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-509b010f-195e-437a-9e2c-30a7d9e6fd22' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e4b7136d-7788-4730-acd7-071951ba2a54' class='xr-var-data-in' type='checkbox'><label for='data-e4b7136d-7788-4730-acd7-071951ba2a54' 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>units :</span></dt><dd>m^2 s^-1</dd><dt><span>long_name :</span></dt><dd>streamfunction in real space</dd></dl></div><div class='xr-var-data'><pre>array([[[[ 7.60408430e+02,  9.24513071e+02,  6.60141018e+02, ...,\n",
       "          -9.00754554e+02, -4.87494561e+02,  1.48632062e+02],\n",
       "         [ 3.26222505e+01,  3.79194508e+02,  3.92650525e+02, ...,\n",
       "           1.99876528e+02, -3.50948034e+01, -2.06892455e+02],\n",
       "         [ 1.73157431e+01,  2.91619666e+02,  1.28720500e+02, ...,\n",
       "           1.49130471e+03,  7.49779552e+02,  2.39981318e+01],\n",
       "         ...,\n",
       "         [ 1.21673459e+02,  1.09161370e+03,  8.28445465e+02, ...,\n",
       "          -2.27944618e+03, -2.33570164e+03, -1.46304719e+03],\n",
       "         [ 8.43848898e+02,  1.67017731e+03,  1.38868544e+03, ...,\n",
       "          -2.46359216e+03, -2.09758722e+03, -8.22188955e+02],\n",
       "         [ 1.21369863e+03,  1.60828457e+03,  1.21394268e+03, ...,\n",
       "          -1.95226749e+03, -1.27369604e+03, -2.40254303e+01]],\n",
       "\n",
       "        [[ 3.55433384e+02,  4.01073490e+02,  3.41314648e+02, ...,\n",
       "           1.15868510e+02,  1.50610989e+02,  2.43423256e+02],\n",
       "         [ 4.16924811e+02,  4.21028411e+02,  3.42770758e+02, ...,\n",
       "           3.27390387e+02,  3.41073578e+02,  3.73659089e+02],\n",
       "         [ 4.41673534e+02,  4.26762053e+02,  3.33556638e+02, ...,\n",
       "           4.71349100e+02,  4.54303513e+02,  4.37917190e+02],\n",
       "         ...,\n",
       "         [-1.88552688e+02,  6.56026231e+01,  1.99127189e+02, ...,\n",
       "          -3.46307012e+02, -4.54341154e+02, -4.09358543e+02],\n",
       "         [-1.79058055e+00,  2.23782539e+02,  2.85706598e+02, ...,\n",
       "          -3.13743022e+02, -3.66791433e+02, -2.57438304e+02],\n",
       "         [ 2.12577196e+02,  3.43610687e+02,  3.27842830e+02, ...,\n",
       "          -1.32880307e+02, -1.20494277e+02,  9.98462328e+00]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Ensspec</span></div><div class='xr-var-dims'>(time, lev, l, k)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.914e-13 1.853e-14 ... 2.85e-53</div><input id='attrs-63d9c42a-99fa-4dd0-ba95-5cd9605874b9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-63d9c42a-99fa-4dd0-ba95-5cd9605874b9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-77effebc-dfca-4e4d-87e9-057c213f7c08' class='xr-var-data-in' type='checkbox'><label for='data-77effebc-dfca-4e4d-87e9-057c213f7c08' 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([[[[2.91444402e-13, 1.85282377e-14, 1.88983607e-14, ...,\n",
       "          5.64797711e-33, 3.73324471e-40, 1.61592615e-49],\n",
       "         [3.18394844e-14, 1.77726403e-14, 2.69289104e-14, ...,\n",
       "          4.50594603e-33, 3.68498588e-40, 1.44759141e-49],\n",
       "         [4.42331773e-14, 3.14445371e-14, 3.55355694e-14, ...,\n",
       "          2.91210844e-33, 2.26930367e-40, 7.69923624e-50],\n",
       "         ...,\n",
       "         [5.43698179e-14, 7.86403056e-14, 1.08769741e-13, ...,\n",
       "          1.26957570e-33, 7.14767130e-41, 1.66890862e-50],\n",
       "         [4.42331773e-14, 3.56671103e-14, 4.40711756e-14, ...,\n",
       "          2.89673870e-33, 1.99290598e-40, 7.65048581e-50],\n",
       "         [3.18394844e-14, 1.86569165e-14, 4.04716932e-14, ...,\n",
       "          5.41792516e-33, 3.35406594e-40, 1.36901655e-49]],\n",
       "\n",
       "        [[0.00000000e+00, 1.15210837e-15, 1.09867247e-15, ...,\n",
       "          1.20431775e-36, 8.55329815e-44, 3.25061297e-53],\n",
       "         [1.93753804e-15, 1.06925636e-15, 1.42790830e-15, ...,\n",
       "          7.71552093e-37, 6.92453135e-44, 2.78506324e-53],\n",
       "         [2.43874955e-15, 1.57920189e-15, 1.64666582e-15, ...,\n",
       "          4.45719940e-37, 2.84018630e-44, 1.01343607e-53],\n",
       "         ...,\n",
       "         [2.03801476e-15, 3.09553271e-15, 4.11912103e-15, ...,\n",
       "          1.58223180e-37, 7.31874728e-45, 1.75791216e-54],\n",
       "         [2.43874955e-15, 1.78011899e-15, 1.90351248e-15, ...,\n",
       "          5.33649624e-37, 3.10882510e-44, 9.16155311e-54],\n",
       "         [1.93753804e-15, 1.10518387e-15, 2.18535368e-15, ...,\n",
       "          1.04004356e-36, 6.72718013e-44, 2.85025677e-53]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>KEspec</span></div><div class='xr-var-dims'>(time, lev, l, k)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 4.524e-08 ... 1.701e-45</div><input id='attrs-3185f922-720e-4285-b7c8-5e53a263673a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3185f922-720e-4285-b7c8-5e53a263673a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9e0b423d-cf43-4659-be76-092d527119ee' class='xr-var-data-in' type='checkbox'><label for='data-9e0b423d-cf43-4659-be76-092d527119ee' 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, 4.52434322e-08, 2.71331381e-07, ...,\n",
       "          1.31893330e-25, 8.25653499e-33, 3.38832065e-42],\n",
       "         [1.58553079e-07, 1.43774869e-07, 5.76341321e-07, ...,\n",
       "          1.05153141e-25, 8.14250300e-33, 3.03174893e-42],\n",
       "         [9.22609008e-07, 8.46389066e-07, 1.26495183e-06, ...,\n",
       "          6.77641623e-26, 5.00204861e-33, 1.60906415e-42],\n",
       "         ...,\n",
       "         [2.47541220e-06, 3.25468222e-06, 4.67972232e-06, ...,\n",
       "          2.94098237e-26, 1.56861793e-33, 3.47345233e-43],\n",
       "         [9.22609008e-07, 9.51820437e-07, 1.60167936e-06, ...,\n",
       "          6.74059147e-26, 4.39275008e-33, 1.59856780e-42],\n",
       "         [1.58553079e-07, 1.70304334e-07, 7.99863271e-07, ...,\n",
       "          1.26400674e-25, 7.41183040e-33, 2.86756094e-42]],\n",
       "\n",
       "        [[0.00000000e+00, 5.75238274e-09, 6.09173500e-08, ...,\n",
       "          9.80875815e-29, 5.97634574e-36, 2.19541011e-45],\n",
       "         [5.15993774e-08, 4.03977613e-08, 1.10231158e-07, ...,\n",
       "          7.97869602e-29, 5.44453017e-36, 1.63949540e-45],\n",
       "         [2.95237308e-07, 2.12878655e-07, 2.61597224e-07, ...,\n",
       "          4.76487168e-29, 3.16792517e-36, 9.04089844e-46],\n",
       "         ...,\n",
       "         [4.47990799e-07, 4.09837837e-07, 3.21158443e-07, ...,\n",
       "          1.99581045e-29, 9.21311055e-37, 1.80191865e-46],\n",
       "         [2.95237308e-07, 2.26061969e-07, 2.57234354e-07, ...,\n",
       "          4.96506958e-29, 2.92127015e-36, 7.94938985e-46],\n",
       "         [5.15993774e-08, 4.62582025e-08, 1.37660076e-07, ...,\n",
       "          8.95862601e-29, 5.20740468e-36, 1.70145128e-45]]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>EKEdiss</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.657e-11</div><input id='attrs-02f27533-e191-4831-a2e2-e0dd292bd243' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-02f27533-e191-4831-a2e2-e0dd292bd243' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fad12590-ef57-46cf-a062-0f026dafefef' class='xr-var-data-in' type='checkbox'><label for='data-fad12590-ef57-46cf-a062-0f026dafefef' 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([5.65702677e-11])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>KEfrictionspec</span></div><div class='xr-var-dims'>(time, l, k)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.0 -2.663e-15 ... -7.877e-52</div><input id='attrs-1c981ac8-ab6a-4ec5-b5d4-20e84d4047e8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1c981ac8-ab6a-4ec5-b5d4-20e84d4047e8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-977588bf-6820-443f-a315-02368fdee083' class='xr-var-data-in' type='checkbox'><label for='data-977588bf-6820-443f-a315-02368fdee083' 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, -2.66312311e-15, -2.82022963e-14, ...,\n",
       "         -4.54106267e-35, -2.76680902e-42, -1.01638707e-51],\n",
       "        [-2.38884478e-14, -1.87025476e-14, -5.10326168e-14, ...,\n",
       "         -3.69381711e-35, -2.52059969e-42, -7.59020792e-52],\n",
       "        [-1.36683064e-13, -9.85543021e-14, -1.21109051e-13, ...,\n",
       "         -2.20594499e-35, -1.46662264e-42, -4.18557434e-52],\n",
       "        ...,\n",
       "        [-2.07401820e-13, -1.89738525e-13, -1.48683513e-13, ...,\n",
       "         -9.23980407e-36, -4.26530166e-43, -8.34216257e-53],\n",
       "        [-1.36683064e-13, -1.04657649e-13, -1.19089216e-13, ...,\n",
       "         -2.29862861e-35, -1.35243123e-42, -3.68024952e-52],\n",
       "        [-2.38884478e-14, -2.14156974e-14, -6.37311087e-14, ...,\n",
       "         -4.14748550e-35, -2.41082007e-42, -7.87703884e-52]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>EKE</span></div><div class='xr-var-dims'>(time, lev)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.002245 6.11e-05</div><input id='attrs-7e709d00-b70e-4129-84e4-e91860061297' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7e709d00-b70e-4129-84e4-e91860061297' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0ca8ebe8-5396-4d08-8cf1-f1ff63f53c8d' class='xr-var-data-in' type='checkbox'><label for='data-0ca8ebe8-5396-4d08-8cf1-f1ff63f53c8d' 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([[2.24463822e-03, 6.10962801e-05]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Dissspec</span></div><div class='xr-var-dims'>(time, l, k)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.0 -0.0 ... -5.289e-27 -1.007e-31</div><input id='attrs-73f3082f-aebc-49b2-a81a-fb7bd09bdf2e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-73f3082f-aebc-49b2-a81a-fb7bd09bdf2e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b3c9e739-3c6c-448a-b9e6-cef66fdc3046' class='xr-var-data-in' type='checkbox'><label for='data-b3c9e739-3c6c-448a-b9e6-cef66fdc3046' 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",
       "         -2.66446828e-23, -5.06983055e-27, -9.81042411e-32],\n",
       "        [-0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n",
       "         -2.38035400e-23, -5.80967446e-27, -1.06436755e-31],\n",
       "        [-0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n",
       "         -2.16653176e-23, -5.62277252e-27, -1.01133106e-31],\n",
       "        ...,\n",
       "        [-0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n",
       "         -1.69055505e-23, -3.81088792e-27, -5.84807534e-32],\n",
       "        [-0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n",
       "         -2.15526343e-23, -4.93835769e-27, -1.00477543e-31],\n",
       "        [-0.00000000e+00, -0.00000000e+00, -0.00000000e+00, ...,\n",
       "         -2.86174836e-23, -5.28881086e-27, -1.00686648e-31]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ENSDissspec</span></div><div class='xr-var-dims'>(time, l, k)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 ... -2.193e-34 -4.426e-39</div><input id='attrs-8a5e0e69-4059-48dc-9a1e-414a796806e3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8a5e0e69-4059-48dc-9a1e-414a796806e3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3eec7965-dd9e-4a5f-9d4d-ea0980f2373c' class='xr-var-data-in' type='checkbox'><label for='data-3eec7965-dd9e-4a5f-9d4d-ea0980f2373c' 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([[[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "         -1.03943940e-30, -2.09992046e-34, -4.30773565e-39],\n",
       "        [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "         -9.29332040e-31, -2.40875277e-34, -4.67953033e-39],\n",
       "        [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "         -8.48526627e-31, -2.33762966e-34, -4.45687541e-39],\n",
       "        ...,\n",
       "        [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "         -6.65424112e-31, -1.59198738e-34, -2.58888311e-39],\n",
       "        [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "         -8.44113257e-31, -2.05309831e-34, -4.42885154e-39],\n",
       "        [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "         -1.11757847e-30, -2.19262947e-34, -4.42612981e-39]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>paramspec</span></div><div class='xr-var-dims'>(time, l, k)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.0 -0.0 -0.0 ... -0.0 -0.0 -0.0</div><input id='attrs-ef2c8c39-a89b-4a17-b5e7-faed8414a73f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ef2c8c39-a89b-4a17-b5e7-faed8414a73f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-282c96ad-c7c4-44f1-9811-e1738f3f0c95' class='xr-var-data-in' type='checkbox'><label for='data-282c96ad-c7c4-44f1-9811-e1738f3f0c95' 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 (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.]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>entspec</span></div><div class='xr-var-dims'>(time, l, k)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.166e-14 1.802e-19 ... 5.394e-51</div><input id='attrs-db0683a1-4e06-4e4d-b38b-e6e994b735f7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-db0683a1-4e06-4e4d-b38b-e6e994b735f7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e9ccfa93-29e1-45ee-afe5-42fe4b5a3400' class='xr-var-data-in' type='checkbox'><label for='data-e9ccfa93-29e1-45ee-afe5-42fe4b5a3400' 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([[[1.16577761e-14, 1.80215535e-19, 1.07933652e-17, ...,\n",
       "         2.23313049e-34, 1.48361142e-41, 6.43593119e-51],\n",
       "        [2.26792735e-18, 3.47957062e-18, 2.84063863e-17, ...,\n",
       "         1.79824306e-34, 1.46174770e-41, 5.66695128e-51],\n",
       "        [5.37876367e-17, 5.34701821e-17, 1.09395251e-16, ...,\n",
       "         1.15630062e-34, 9.05146819e-42, 3.06095962e-51],\n",
       "        ...,\n",
       "        [2.36016066e-16, 2.67038421e-16, 3.47488894e-16, ...,\n",
       "         5.04995220e-35, 2.84289081e-42, 6.62144672e-52],\n",
       "        [5.37876367e-17, 5.79044604e-17, 1.21195429e-16, ...,\n",
       "         1.15033942e-34, 7.94834212e-42, 3.01351008e-51],\n",
       "        [2.26792735e-18, 4.20626394e-18, 3.55812927e-17, ...,\n",
       "         2.13836956e-34, 1.33503644e-41, 5.39396494e-51]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>paramspec_APEflux</span></div><div class='xr-var-dims'>(time, l, k)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.0 -0.0 -0.0 ... -0.0 -0.0 -0.0</div><input id='attrs-ea6db157-9891-4371-95e3-13cf2fc493c3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ea6db157-9891-4371-95e3-13cf2fc493c3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eed48d42-f64f-45bd-b0aa-d0b1c07dd229' class='xr-var-data-in' type='checkbox'><label for='data-eed48d42-f64f-45bd-b0aa-d0b1c07dd229' 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.]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>paramspec_KEflux</span></div><div class='xr-var-dims'>(time, l, k)</div><div class='xr-var-dtype'>float64</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-c380a533-52ba-4890-9a71-93eeaf164eb8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c380a533-52ba-4890-9a71-93eeaf164eb8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3e5c9068-8481-4689-aa0a-83480d281c35' class='xr-var-data-in' type='checkbox'><label for='data-3e5c9068-8481-4689-aa0a-83480d281c35' 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.]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ENSflux</span></div><div class='xr-var-dims'>(time, l, k)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 -3.421e-23 ... 4.427e-39</div><input id='attrs-978eb52d-da72-4f38-b34a-e20cae67d5d8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-978eb52d-da72-4f38-b34a-e20cae67d5d8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6e460966-d31b-4937-9725-db96d743cdf6' class='xr-var-data-in' type='checkbox'><label for='data-6e460966-d31b-4937-9725-db96d743cdf6' 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, -3.42064798e-23,  5.64966787e-23, ...,\n",
       "          1.03972169e-30,  2.10046084e-34,  4.30900625e-39],\n",
       "        [-7.22047826e-25,  1.51975028e-22,  1.42888153e-23, ...,\n",
       "          9.29580417e-31,  2.40941672e-34,  4.68095647e-39],\n",
       "        [ 6.44458283e-24, -2.86479610e-23, -2.68211978e-23, ...,\n",
       "          8.48754915e-31,  2.33827254e-34,  4.45836541e-39],\n",
       "        ...,\n",
       "        [ 1.04247102e-22, -2.25966977e-22, -3.78977318e-22, ...,\n",
       "          6.65605916e-31,  1.59245949e-34,  2.58967601e-39],\n",
       "        [ 6.44458283e-24,  2.15500756e-22, -2.08971425e-23, ...,\n",
       "          8.44361245e-31,  2.05371270e-34,  4.43004948e-39],\n",
       "        [-7.22047826e-25,  2.92062398e-23,  1.02819796e-23, ...,\n",
       "          1.11783927e-30,  2.19317594e-34,  4.42733052e-39]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ENSgenspec</span></div><div class='xr-var-dims'>(time, l, k)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.112e-23 ... 8.706e-61</div><input id='attrs-a5a569ec-da83-469a-a742-20c42aec4a53' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a5a569ec-da83-469a-a742-20c42aec4a53' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4b114422-5ec7-4fc6-95cd-bbab6ba2c469' class='xr-var-data-in' type='checkbox'><label for='data-4b114422-5ec7-4fc6-95cd-bbab6ba2c469' 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,  1.11245548e-23, -5.52871489e-23, ...,\n",
       "         -2.72415023e-44,  2.33665358e-51,  2.56832640e-78],\n",
       "        [ 0.00000000e+00, -1.24772873e-22, -2.69029643e-23, ...,\n",
       "         -2.75056817e-44, -5.78793133e-52, -2.06690150e-60],\n",
       "        [ 0.00000000e+00,  1.63984113e-23,  2.85351259e-23, ...,\n",
       "         -1.59936765e-44, -1.02547572e-51, -1.83569253e-61],\n",
       "        ...,\n",
       "        [ 0.00000000e+00,  9.01856146e-23,  6.32303842e-23, ...,\n",
       "         -5.81432711e-45, -6.64051084e-52, -1.37667123e-61],\n",
       "        [ 0.00000000e+00, -2.56012202e-22, -2.88490138e-23, ...,\n",
       "         -4.37283385e-44, -4.93389643e-52, -8.28773848e-61],\n",
       "        [ 0.00000000e+00, -3.36632654e-23, -1.84262554e-23, ...,\n",
       "          3.80514804e-44,  1.34311001e-51,  8.70613110e-61]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ENSfrictionspec</span></div><div class='xr-var-dims'>(time, l, k)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 -3.664e-24 ... -1.006e-59</div><input id='attrs-de5c069d-19b5-4092-a7b5-64c157426197' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-de5c069d-19b5-4092-a7b5-64c157426197' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb0da0f1-d4e7-4818-a45c-019e11ae96a7' class='xr-var-data-in' type='checkbox'><label for='data-bb0da0f1-d4e7-4818-a45c-019e11ae96a7' 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, -3.66364177e-24, -5.71911609e-24, ...,\n",
       "         -4.36521267e-43, -3.41678139e-50, -1.33586704e-59],\n",
       "        [ 1.07561439e-24, -2.07284356e-24,  9.25883542e-24, ...,\n",
       "         -3.20102853e-43, -2.63302273e-50, -8.59413139e-60],\n",
       "        [ 4.49854277e-24,  2.25521106e-23,  1.91643715e-23, ...,\n",
       "         -1.65265373e-43, -1.15463882e-50, -3.87888023e-60],\n",
       "        ...,\n",
       "        [ 1.00142973e-22,  1.21575239e-22,  1.57199027e-22, ...,\n",
       "         -5.93675339e-44, -2.69008869e-51, -6.11772034e-61],\n",
       "        [ 4.49854277e-24,  2.85374875e-23,  5.59157475e-23, ...,\n",
       "         -2.03866666e-43, -1.27866242e-50, -2.65695157e-60],\n",
       "        [ 1.07561439e-24,  9.49123154e-25,  8.13581153e-24, ...,\n",
       "         -3.56850231e-43, -2.71887771e-50, -1.00610370e-59]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>APEgenspec</span></div><div class='xr-var-dims'>(time, l, k)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 2.503e-15 ... 1.959e-52</div><input id='attrs-a9fdca7f-3582-48d1-9319-a3f006f36b09' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a9fdca7f-3582-48d1-9319-a3f006f36b09' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8818445b-65b6-4d67-95c3-29e35e85942c' class='xr-var-data-in' type='checkbox'><label for='data-8818445b-65b6-4d67-95c3-29e35e85942c' 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,  2.50302483e-15, -1.24396085e-14, ...,\n",
       "         -6.12933802e-36,  5.25747056e-43,  5.77873439e-70],\n",
       "        [ 0.00000000e+00, -2.80738965e-14, -6.05316697e-15, ...,\n",
       "         -6.18877839e-36, -1.30228455e-43, -4.65052838e-52],\n",
       "        [ 0.00000000e+00,  3.68964254e-15,  6.42040332e-15, ...,\n",
       "         -3.59857722e-36, -2.30732037e-43, -4.13030819e-53],\n",
       "        ...,\n",
       "        [ 0.00000000e+00,  2.02917633e-14,  1.42268364e-14, ...,\n",
       "         -1.30822360e-36, -1.49411494e-43, -3.09751026e-53],\n",
       "        [ 0.00000000e+00, -5.76027455e-14, -6.49102810e-15, ...,\n",
       "         -9.83887617e-36, -1.11012670e-43, -1.86474116e-52],\n",
       "        [ 0.00000000e+00, -7.57423472e-15, -4.14590746e-15, ...,\n",
       "          8.56158309e-36,  3.02199753e-43,  1.95887950e-52]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>APEflux</span></div><div class='xr-var-dims'>(time, l, k)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.0 -2.231e-15 ... 2.644e-33</div><input id='attrs-e68f3dc9-291f-47d8-909d-e6c23f3651db' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e68f3dc9-291f-47d8-909d-e6c23f3651db' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-97beb819-fac4-4598-a481-37513cb99356' class='xr-var-data-in' type='checkbox'><label for='data-97beb819-fac4-4598-a481-37513cb99356' 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, -2.23119291e-15,  1.56549831e-14, ...,\n",
       "          4.08690809e-25,  6.84830524e-29,  1.59300626e-33],\n",
       "        [-2.21688010e-15,  1.84783614e-14, -4.98777124e-15, ...,\n",
       "          4.31291235e-25,  1.33969952e-28,  3.09070553e-33],\n",
       "        [ 6.02805393e-17, -2.39048952e-14, -1.72340402e-14, ...,\n",
       "          5.77131535e-25,  1.83135122e-28,  4.08181871e-33],\n",
       "        ...,\n",
       "        [-1.28857437e-13, -1.66255952e-13, -2.04131261e-13, ...,\n",
       "          5.28082546e-25,  1.56801640e-28,  2.69190027e-33],\n",
       "        [ 6.02805393e-17, -9.07484839e-15, -5.69324904e-14, ...,\n",
       "          5.84768407e-25,  1.55907278e-28,  4.24473115e-33],\n",
       "        [-2.21688010e-15,  2.84795663e-15, -6.57954096e-15, ...,\n",
       "          6.14695614e-25,  1.03057404e-28,  2.64379724e-33]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>KEflux</span></div><div class='xr-var-dims'>(time, l, k)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 -3.565e-15 ... 9.387e-32</div><input id='attrs-42441171-79da-4867-ab35-b941d633cfc1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-42441171-79da-4867-ab35-b941d633cfc1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-85e33dc0-64e6-452e-9f1c-1fba3f48e277' class='xr-var-data-in' type='checkbox'><label for='data-85e33dc0-64e6-452e-9f1c-1fba3f48e277' 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, -3.56495765e-15,  2.39270905e-14, ...,\n",
       "          2.62432290e-23,  5.00265239e-27,  9.65401816e-32],\n",
       "        [ 2.63519202e-14,  3.39524429e-14,  6.13001449e-14, ...,\n",
       "          2.29793712e-23,  5.51458070e-27,  9.85191743e-32],\n",
       "        [ 1.38019381e-13,  1.21106497e-13,  1.36035389e-13, ...,\n",
       "          2.00519550e-23,  4.97152232e-27,  8.58969698e-32],\n",
       "        ...,\n",
       "        [ 3.86539353e-13,  3.37335860e-13,  3.00113059e-13, ...,\n",
       "          1.49857351e-23,  3.20329675e-27,  4.77040524e-32],\n",
       "        [ 1.38019381e-13,  1.67709423e-13,  1.85071537e-13, ...,\n",
       "          1.99533117e-23,  4.37235643e-27,  8.46382547e-32],\n",
       "        [ 2.63519202e-14,  2.54959669e-14,  7.62777111e-14, ...,\n",
       "          2.75802543e-23,  5.04918567e-27,  9.38650660e-32]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>APEgen</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.851e-11</div><input id='attrs-fe7c7ea8-78fe-4acb-aec2-0c2263ba1896' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fe7c7ea8-78fe-4acb-aec2-0c2263ba1896' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e3da992e-7b8b-4b00-b250-eaeab49bf883' class='xr-var-data-in' type='checkbox'><label for='data-e3da992e-7b8b-4b00-b250-eaeab49bf883' 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([6.85085997e-11])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8a4db4a6-9115-447f-aee7-cdf444b846fa' class='xr-section-summary-in' type='checkbox'  ><label for='section-8a4db4a6-9115-447f-aee7-cdf444b846fa' 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>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-635dcc10-da16-4f5a-81aa-71d99247d0e5' class='xr-index-data-in' type='checkbox'/><label for='index-635dcc10-da16-4f5a-81aa-71d99247d0e5' 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([311040000.0], dtype=&#x27;float64&#x27;, name=&#x27;time&#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-a961cbed-e3bd-44cf-9d75-275022199db0' class='xr-index-data-in' type='checkbox'/><label for='index-a961cbed-e3bd-44cf-9d75-275022199db0' 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-250955fb-5b2c-43c1-a82b-a95daad22974' class='xr-index-data-in' type='checkbox'/><label for='index-250955fb-5b2c-43c1-a82b-a95daad22974' 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>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-9616fa2f-9732-4101-84e5-22316f6beb3e' class='xr-index-data-in' type='checkbox'/><label for='index-9616fa2f-9732-4101-84e5-22316f6beb3e' 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-b7cb15f9-99fa-4891-9525-d664832d8790' class='xr-index-data-in' type='checkbox'/><label for='index-b7cb15f9-99fa-4891-9525-d664832d8790' 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><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-e6f8633d-fee5-4837-ae63-b2d01f65b786' class='xr-index-data-in' type='checkbox'/><label for='index-e6f8633d-fee5-4837-ae63-b2d01f65b786' 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,   6.283185307179587e-06,\n",
       "               1.2566370614359173e-05,  1.8849555921538758e-05,\n",
       "               2.5132741228718347e-05,  3.1415926535897935e-05,\n",
       "               3.7699111843077517e-05,  4.3982297150257105e-05,\n",
       "                5.026548245743669e-05,   5.654866776461628e-05,\n",
       "                6.283185307179587e-05,   6.911503837897546e-05,\n",
       "                7.539822368615503e-05,   8.168140899333462e-05,\n",
       "                8.796459430051421e-05,    9.42477796076938e-05,\n",
       "               0.00010053096491487339,  0.00010681415022205297,\n",
       "               0.00011309733552923256,  0.00011938052083641215,\n",
       "               0.00012566370614359174,  0.00013194689145077133,\n",
       "               0.00013823007675795092,   0.0001445132620651305,\n",
       "               0.00015079644737231007,  0.00015707963267948965,\n",
       "               0.00016336281798666924,  0.00016964600329384883,\n",
       "               0.00017592918860102842,    0.000182212373908208,\n",
       "                0.0001884955592153876,  0.00019477874452256718,\n",
       "              -0.00020106192982974677, -0.00019477874452256718,\n",
       "               -0.0001884955592153876,   -0.000182212373908208,\n",
       "              -0.00017592918860102842, -0.00016964600329384883,\n",
       "              -0.00016336281798666924, -0.00015707963267948965,\n",
       "              -0.00015079644737231007,  -0.0001445132620651305,\n",
       "              -0.00013823007675795092, -0.00013194689145077133,\n",
       "              -0.00012566370614359174, -0.00011938052083641215,\n",
       "              -0.00011309733552923256, -0.00010681415022205297,\n",
       "              -0.00010053096491487339,   -9.42477796076938e-05,\n",
       "               -8.796459430051421e-05,  -8.168140899333462e-05,\n",
       "               -7.539822368615503e-05,  -6.911503837897546e-05,\n",
       "               -6.283185307179587e-05,  -5.654866776461628e-05,\n",
       "               -5.026548245743669e-05, -4.3982297150257105e-05,\n",
       "              -3.7699111843077517e-05, -3.1415926535897935e-05,\n",
       "              -2.5132741228718347e-05, -1.8849555921538758e-05,\n",
       "              -1.2566370614359173e-05,  -6.283185307179587e-06],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;l&#x27;))</pre></div></li><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-85c94cc4-c4ce-4289-91e2-0161eaac2497' class='xr-index-data-in' type='checkbox'/><label for='index-85c94cc4-c4ce-4289-91e2-0161eaac2497' 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,  6.283185307179587e-06,\n",
       "              1.2566370614359173e-05, 1.8849555921538758e-05,\n",
       "              2.5132741228718347e-05, 3.1415926535897935e-05,\n",
       "              3.7699111843077517e-05, 4.3982297150257105e-05,\n",
       "               5.026548245743669e-05,  5.654866776461628e-05,\n",
       "               6.283185307179587e-05,  6.911503837897546e-05,\n",
       "               7.539822368615503e-05,  8.168140899333462e-05,\n",
       "               8.796459430051421e-05,   9.42477796076938e-05,\n",
       "              0.00010053096491487339, 0.00010681415022205297,\n",
       "              0.00011309733552923256, 0.00011938052083641215,\n",
       "              0.00012566370614359174, 0.00013194689145077133,\n",
       "              0.00013823007675795092,  0.0001445132620651305,\n",
       "              0.00015079644737231007, 0.00015707963267948965,\n",
       "              0.00016336281798666924, 0.00016964600329384883,\n",
       "              0.00017592918860102842,   0.000182212373908208,\n",
       "               0.0001884955592153876, 0.00019477874452256718,\n",
       "              0.00020106192982974677],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;k&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-543c5369-a713-40bd-990b-3461a1a0ef5f' class='xr-section-summary-in' type='checkbox'  ><label for='section-543c5369-a713-40bd-990b-3461a1a0ef5f' class='xr-section-summary' >Attributes: <span>(23)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>pyqg:beta :</span></dt><dd>1.5e-11</dd><dt><span>pyqg:delta :</span></dt><dd>0.25</dd><dt><span>pyqg:del2 :</span></dt><dd>0.8</dd><dt><span>pyqg:dt :</span></dt><dd>7200.0</dd><dt><span>pyqg:filterfac :</span></dt><dd>23.6</dd><dt><span>pyqg:L :</span></dt><dd>1000000.0</dd><dt><span>pyqg:M :</span></dt><dd>4096</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>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>43200</dd><dt><span>pyqg:tmax :</span></dt><dd>311040000.0</dd><dt><span>pyqg:twrite :</span></dt><dd>10000</dd><dt><span>pyqg:W :</span></dt><dd>1000000.0</dd><dt><span>title :</span></dt><dd>pyqg: Python Quasigeostrophic Model</dd><dt><span>reference :</span></dt><dd>https://pyqg.readthedocs.io/en/latest/index.html</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:            (time: 1, lev: 2, y: 64, x: 64, l: 64, k: 33, lev_mid: 1)\n",
       "Coordinates:\n",
       "  * time               (time) float64 3.11e+08\n",
       "  * lev                (lev) int64 1 2\n",
       "  * lev_mid            (lev_mid) float64 1.5\n",
       "  * x                  (x) float64 7.812e+03 2.344e+04 ... 9.766e+05 9.922e+05\n",
       "  * y                  (y) float64 7.812e+03 2.344e+04 ... 9.766e+05 9.922e+05\n",
       "  * l                  (l) float64 0.0 6.283e-06 ... -1.257e-05 -6.283e-06\n",
       "  * k                  (k) float64 0.0 6.283e-06 ... 0.0001948 0.0002011\n",
       "Data variables: (12/32)\n",
       "    q                  (time, lev, y, x) float64 -4.395e-06 ... 1.362e-07\n",
       "    u                  (time, lev, y, x) float64 0.0504 0.04791 ... -0.01754\n",
       "    v                  (time, lev, y, x) float64 0.02924 -0.008613 ... 0.01197\n",
       "    ufull              (time, lev, y, x) float64 0.0754 0.07291 ... -0.01754\n",
       "    vfull              (time, lev, y, x) float64 0.02924 -0.008613 ... 0.01197\n",
       "    qh                 (time, lev, l, k) complex128 (0.0022112498003323093+0j...\n",
       "    ...                 ...\n",
       "    ENSgenspec         (time, l, k) float64 0.0 1.112e-23 ... 8.706e-61\n",
       "    ENSfrictionspec    (time, l, k) float64 0.0 -3.664e-24 ... -1.006e-59\n",
       "    APEgenspec         (time, l, k) float64 0.0 2.503e-15 ... 1.959e-52\n",
       "    APEflux            (time, l, k) float64 -0.0 -2.231e-15 ... 2.644e-33\n",
       "    KEflux             (time, l, k) float64 0.0 -3.565e-15 ... 9.387e-32\n",
       "    APEgen             (time) float64 6.851e-11\n",
       "Attributes: (12/23)\n",
       "    pyqg:beta:       1.5e-11\n",
       "    pyqg:delta:      0.25\n",
       "    pyqg:del2:       0.8\n",
       "    pyqg:dt:         7200.0\n",
       "    pyqg:filterfac:  23.6\n",
       "    pyqg:L:          1000000.0\n",
       "    ...              ...\n",
       "    pyqg:tc:         43200\n",
       "    pyqg:tmax:       311040000.0\n",
       "    pyqg:twrite:     10000\n",
       "    pyqg:W:          1000000.0\n",
       "    title:           pyqg: Python Quasigeostrophic Model\n",
       "    reference:       https://pyqg.readthedocs.io/en/latest/index.html"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m_ds = m.to_dataset()\n",
    "m_ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "45582577-461f-43a4-bc6c-bb9f3d36c5dd",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
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 },
 "nbformat": 4,
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