test_llc_download.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import xmitgcm.llcreader as llcreader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = llcreader.ECCOPortalLLC4320Model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "ds = model.get_dataset(k_levels=range(0,15)) \n",
    "# doesn't work if using k_chunksize with a very small number or very large number of k_levels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:   (face: 13, i: 4320, i_g: 4320, j: 4320, j_g: 4320, k: 15, k_l: 15, k_p1: 16, k_u: 15, time: 10312)\n",
       "Coordinates:\n",
       "  * face      (face) int64 0 1 2 3 4 5 6 7 8 9 10 11 12\n",
       "  * i         (i) int64 0 1 2 3 4 5 6 7 ... 4313 4314 4315 4316 4317 4318 4319\n",
       "  * i_g       (i_g) int64 0 1 2 3 4 5 6 7 ... 4313 4314 4315 4316 4317 4318 4319\n",
       "  * j         (j) int64 0 1 2 3 4 5 6 7 ... 4313 4314 4315 4316 4317 4318 4319\n",
       "  * j_g       (j_g) int64 0 1 2 3 4 5 6 7 ... 4313 4314 4315 4316 4317 4318 4319\n",
       "  * k         (k) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14\n",
       "  * k_u       (k_u) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14\n",
       "  * k_l       (k_l) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14\n",
       "  * k_p1      (k_p1) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15\n",
       "    niter     (time) int64 ...\n",
       "  * time      (time) datetime64[ns] 2011-09-13 ... 2012-11-15T15:00:00\n",
       "    CS        (face, j, i) float32 dask.array&lt;chunksize=(3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    SN        (face, j, i) float32 dask.array&lt;chunksize=(3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    Depth     (face, j, i) float32 dask.array&lt;chunksize=(3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    drC       (k_p1) &gt;f4 dask.array&lt;chunksize=(16,), meta=np.ndarray&gt;\n",
       "    drF       (k) &gt;f4 dask.array&lt;chunksize=(15,), meta=np.ndarray&gt;\n",
       "    dxC       (face, j, i_g) float32 dask.array&lt;chunksize=(3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    dxF       (face, j, i) float32 dask.array&lt;chunksize=(3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    dxG       (face, j_g, i) float32 dask.array&lt;chunksize=(3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    dyC       (face, j_g, i) float32 dask.array&lt;chunksize=(3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    dyF       (face, j, i) float32 dask.array&lt;chunksize=(3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    dyG       (face, j, i_g) float32 dask.array&lt;chunksize=(3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    hFacC     (k, face, j, i) float32 dask.array&lt;chunksize=(1, 3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    hFacS     (k, face, j_g, i) float32 dask.array&lt;chunksize=(1, 3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    hFacW     (k, face, j, i_g) float32 dask.array&lt;chunksize=(1, 3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    PHrefC    (k) &gt;f4 dask.array&lt;chunksize=(15,), meta=np.ndarray&gt;\n",
       "    PHrefF    (k_p1) &gt;f4 dask.array&lt;chunksize=(16,), meta=np.ndarray&gt;\n",
       "    rA        (face, j, i) float32 dask.array&lt;chunksize=(3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    rAs       (face, j_g, i) float32 dask.array&lt;chunksize=(3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    rAw       (face, j, i_g) float32 dask.array&lt;chunksize=(3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    Z         (k) &gt;f4 dask.array&lt;chunksize=(15,), meta=np.ndarray&gt;\n",
       "    Zp1       (k_p1) &gt;f4 dask.array&lt;chunksize=(16,), meta=np.ndarray&gt;\n",
       "    rhoRef    (k) &gt;f4 dask.array&lt;chunksize=(15,), meta=np.ndarray&gt;\n",
       "    XC        (face, j, i) float32 dask.array&lt;chunksize=(3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    YC        (face, j, i) float32 dask.array&lt;chunksize=(3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    rAz       (face, j_g, i_g) float32 dask.array&lt;chunksize=(3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    XG        (face, j_g, i_g) float32 dask.array&lt;chunksize=(3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    YG        (face, j_g, i_g) float32 dask.array&lt;chunksize=(3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    dxV       (face, j_g, i_g) float32 dask.array&lt;chunksize=(3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    dyU       (face, j_g, i_g) float32 dask.array&lt;chunksize=(3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    Zl        (k_l) &gt;f4 dask.array&lt;chunksize=(15,), meta=np.ndarray&gt;\n",
       "    Zu        (k_u) &gt;f4 dask.array&lt;chunksize=(15,), meta=np.ndarray&gt;\n",
       "Data variables:\n",
       "    Eta       (time, face, j, i) float32 dask.array&lt;chunksize=(1, 3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    KPPhbl    (time, face, j, i) float32 dask.array&lt;chunksize=(1, 3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    oceFWflx  (time, face, j, i) float32 dask.array&lt;chunksize=(1, 3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    oceQnet   (time, face, j, i) float32 dask.array&lt;chunksize=(1, 3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    oceQsw    (time, face, j, i) float32 dask.array&lt;chunksize=(1, 3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    oceSflux  (time, face, j, i) float32 dask.array&lt;chunksize=(1, 3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    oceTAUX   (time, face, j, i_g) float32 dask.array&lt;chunksize=(1, 3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    oceTAUY   (time, face, j_g, i) float32 dask.array&lt;chunksize=(1, 3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    PhiBot    (time, face, j, i) float32 dask.array&lt;chunksize=(1, 3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    Salt      (time, k, face, j, i) float32 dask.array&lt;chunksize=(1, 1, 3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    SIarea    (time, face, j, i) float32 dask.array&lt;chunksize=(1, 3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    SIheff    (time, face, j, i) float32 dask.array&lt;chunksize=(1, 3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    SIhsalt   (time, face, j, i) float32 dask.array&lt;chunksize=(1, 3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    SIhsnow   (time, face, j, i) float32 dask.array&lt;chunksize=(1, 3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    SIuice    (time, face, j, i_g) float32 dask.array&lt;chunksize=(1, 3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    SIvice    (time, face, j_g, i) float32 dask.array&lt;chunksize=(1, 3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    Theta     (time, k, face, j, i) float32 dask.array&lt;chunksize=(1, 1, 3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    U         (time, k, face, j, i_g) float32 dask.array&lt;chunksize=(1, 1, 3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    V         (time, k, face, j_g, i) float32 dask.array&lt;chunksize=(1, 1, 3, 4320, 4320), meta=np.ndarray&gt;\n",
       "    W         (time, k_l, face, j, i) float32 dask.array&lt;chunksize=(1, 1, 3, 4320, 4320), meta=np.ndarray&gt;</pre><div class='xr-wrap' hidden><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-b33ddbef-e01e-4f67-8520-7a709232f31f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b33ddbef-e01e-4f67-8520-7a709232f31f' 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'>face</span>: 13</li><li><span class='xr-has-index'>i</span>: 4320</li><li><span class='xr-has-index'>i_g</span>: 4320</li><li><span class='xr-has-index'>j</span>: 4320</li><li><span class='xr-has-index'>j_g</span>: 4320</li><li><span class='xr-has-index'>k</span>: 15</li><li><span class='xr-has-index'>k_l</span>: 15</li><li><span class='xr-has-index'>k_p1</span>: 16</li><li><span class='xr-has-index'>k_u</span>: 15</li><li><span class='xr-has-index'>time</span>: 10312</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-03753c8e-ec1d-4d93-adc7-3a7c5fde88b1' class='xr-section-summary-in' type='checkbox'  ><label for='section-03753c8e-ec1d-4d93-adc7-3a7c5fde88b1' class='xr-section-summary' >Coordinates: <span>(42)</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'>face</span></div><div class='xr-var-dims'>(face)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 7 8 9 10 11 12</div><input id='attrs-06d213f2-30e7-465e-b009-0e50905178e5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-06d213f2-30e7-465e-b009-0e50905178e5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8fd62c68-67ff-4654-8fd7-e261f9abc933' class='xr-var-data-in' type='checkbox'><label for='data-8fd62c68-67ff-4654-8fd7-e261f9abc933' 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'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>i</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 ... 4316 4317 4318 4319</div><input id='attrs-3352993b-5f8d-4284-85ba-24f50faadca9' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3352993b-5f8d-4284-85ba-24f50faadca9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d0a8dd1f-e8fa-4a98-a6e4-47cc4b49a76d' class='xr-var-data-in' type='checkbox'><label for='data-d0a8dd1f-e8fa-4a98-a6e4-47cc4b49a76d' 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'></dl></div><div class='xr-var-data'><pre>array([   0,    1,    2, ..., 4317, 4318, 4319])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>i_g</span></div><div class='xr-var-dims'>(i_g)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 ... 4316 4317 4318 4319</div><input id='attrs-a65e988b-526a-4841-aeb3-728698524b9c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a65e988b-526a-4841-aeb3-728698524b9c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d5995396-4257-4e45-b752-b29c49b46e44' class='xr-var-data-in' type='checkbox'><label for='data-d5995396-4257-4e45-b752-b29c49b46e44' 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'></dl></div><div class='xr-var-data'><pre>array([   0,    1,    2, ..., 4317, 4318, 4319])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>j</span></div><div class='xr-var-dims'>(j)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 ... 4316 4317 4318 4319</div><input id='attrs-e727102f-5a18-474d-83bd-0b54f0ef22b1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e727102f-5a18-474d-83bd-0b54f0ef22b1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-35b44994-8ef6-4af2-960c-0c6bf04115ed' class='xr-var-data-in' type='checkbox'><label for='data-35b44994-8ef6-4af2-960c-0c6bf04115ed' 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'></dl></div><div class='xr-var-data'><pre>array([   0,    1,    2, ..., 4317, 4318, 4319])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>j_g</span></div><div class='xr-var-dims'>(j_g)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 ... 4316 4317 4318 4319</div><input id='attrs-5ddc7c31-e168-42e2-9f2c-485771c24595' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5ddc7c31-e168-42e2-9f2c-485771c24595' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-16c4c480-c0d6-41ee-a322-d5ef19338f36' class='xr-var-data-in' type='checkbox'><label for='data-16c4c480-c0d6-41ee-a322-d5ef19338f36' 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'></dl></div><div class='xr-var-data'><pre>array([   0,    1,    2, ..., 4317, 4318, 4319])</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'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 7 8 9 10 11 12 13 14</div><input id='attrs-7e57c40a-0e66-448a-8cfa-db3389fae965' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7e57c40a-0e66-448a-8cfa-db3389fae965' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b634744a-3c8d-4c65-b65e-e2b5c8845f2f' class='xr-var-data-in' type='checkbox'><label for='data-b634744a-3c8d-4c65-b65e-e2b5c8845f2f' 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'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>k_u</span></div><div class='xr-var-dims'>(k_u)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 7 8 9 10 11 12 13 14</div><input id='attrs-1e5bc7e0-040f-4886-800e-3827fec8e1ba' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1e5bc7e0-040f-4886-800e-3827fec8e1ba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ac194d7e-8ae0-4482-aeb6-1e013650e9c3' class='xr-var-data-in' type='checkbox'><label for='data-ac194d7e-8ae0-4482-aeb6-1e013650e9c3' 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'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>k_l</span></div><div class='xr-var-dims'>(k_l)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 7 8 9 10 11 12 13 14</div><input id='attrs-80e3c85f-a5c4-44e4-95e8-9745b7066a64' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-80e3c85f-a5c4-44e4-95e8-9745b7066a64' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a1c97738-c3ae-47da-bb5d-b669d7df9ed5' class='xr-var-data-in' type='checkbox'><label for='data-a1c97738-c3ae-47da-bb5d-b669d7df9ed5' 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'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>k_p1</span></div><div class='xr-var-dims'>(k_p1)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 ... 10 11 12 13 14 15</div><input id='attrs-d97b6023-aeb1-4ea7-8606-c9d95f3fade2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d97b6023-aeb1-4ea7-8606-c9d95f3fade2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ae13eccf-a6e9-4e6c-86b4-233fe446a68a' class='xr-var-data-in' type='checkbox'><label for='data-ae13eccf-a6e9-4e6c-86b4-233fe446a68a' 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'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>niter</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-9111cc66-9e4e-4c78-96ae-d0726d7e3836' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9111cc66-9e4e-4c78-96ae-d0726d7e3836' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a2c73867-ad6f-4388-89f4-01305b3553a8' class='xr-var-data-in' type='checkbox'><label for='data-a2c73867-ad6f-4388-89f4-01305b3553a8' 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'></dl></div><div class='xr-var-data'><pre>array([  10368,   10512,   10656, ..., 1494864, 1495008, 1495152])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2011-09-13 ... 2012-11-15T15:00:00</div><input id='attrs-3fd4f476-6273-41f8-8a48-f35ee44491e5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3fd4f476-6273-41f8-8a48-f35ee44491e5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0dbbb48d-210c-4a3a-b7a4-a15b8d456bba' class='xr-var-data-in' type='checkbox'><label for='data-0dbbb48d-210c-4a3a-b7a4-a15b8d456bba' 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'></dl></div><div class='xr-var-data'><pre>array([&#x27;2011-09-13T00:00:00.000000000&#x27;, &#x27;2011-09-13T01:00:00.000000000&#x27;,\n",
       "       &#x27;2011-09-13T02:00:00.000000000&#x27;, ..., &#x27;2012-11-15T13:00:00.000000000&#x27;,\n",
       "       &#x27;2012-11-15T14:00:00.000000000&#x27;, &#x27;2012-11-15T15:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>CS</span></div><div class='xr-var-dims'>(face, j, i)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3, 4320, 4320), meta=np.ndarray&gt;</div><input id='attrs-8826b324-e45e-4cad-af7a-82e2e38734b8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8826b324-e45e-4cad-af7a-82e2e38734b8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4e1c1845-748a-46f8-b213-8bf2849cd62a' class='xr-var-data-in' type='checkbox'><label for='data-4e1c1845-748a-46f8-b213-8bf2849cd62a' 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>standard_name :</span></dt><dd>Cos of grid orientation angle</dd><dt><span>long_name :</span></dt><dd>AngleCS</dd><dt><span>units :</span></dt><dd> </dd><dt><span>coordinate :</span></dt><dd>YC XC</dd></dl></div><div class='xr-var-data'><table>\n",
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       "    <tr><th> Shape </th><td> (13, 4320, 4320) </td> <td> (3, 4320, 4320) </td></tr>\n",
       "    <tr><th> Count </th><td> 26 Tasks </td><td> 5 Chunks </td></tr>\n",
       "    <tr><th> Type </th><td> float32 </td><td> numpy.ndarray </td></tr>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hFacW</span></div><div class='xr-var-dims'>(k, face, j, i_g)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 3, 4320, 4320), meta=np.ndarray&gt;</div><input id='attrs-06334e65-d9d9-420b-ad29-713c7d4f914b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-06334e65-d9d9-420b-ad29-713c7d4f914b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fbbb4e00-a2c3-470c-a274-0d4d8c367c32' class='xr-var-data-in' type='checkbox'><label for='data-fbbb4e00-a2c3-470c-a274-0d4d8c367c32' 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>standard_name :</span></dt><dd>cell_vertical_fraction_at_u_location</dd><dt><span>long_name :</span></dt><dd>vertical fraction of open cell</dd></dl></div><div class='xr-var-data'><table>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>PHrefC</span></div><div class='xr-var-dims'>(k)</div><div class='xr-var-dtype'>&gt;f4</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(15,), meta=np.ndarray&gt;</div><input id='attrs-726b7bb0-806d-4c4c-9e7d-1b1a2ebe9b07' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-726b7bb0-806d-4c4c-9e7d-1b1a2ebe9b07' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9c0f2c06-4c4a-4dff-9c42-e02efb4bcfe1' class='xr-var-data-in' type='checkbox'><label for='data-9c0f2c06-4c4a-4dff-9c42-e02efb4bcfe1' 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>standard_name :</span></dt><dd>cell_reference_pressure</dd><dt><span>long_name :</span></dt><dd>Reference Hydrostatic Pressure</dd><dt><span>units :</span></dt><dd>m2 s-2</dd></dl></div><div class='xr-var-data'><table>\n",
       "<tr>\n",
       "<td>\n",
       "<table>\n",
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       "    <tr><th> Type </th><td> >f4 </td><td> numpy.ndarray </td></tr>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>PHrefF</span></div><div class='xr-var-dims'>(k_p1)</div><div class='xr-var-dtype'>&gt;f4</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(16,), meta=np.ndarray&gt;</div><input id='attrs-6fc1fcfe-bcdc-49ab-a0ca-5cddf05a5745' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6fc1fcfe-bcdc-49ab-a0ca-5cddf05a5745' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c691961f-ef6b-4668-bbe3-569f63974838' class='xr-var-data-in' type='checkbox'><label for='data-c691961f-ef6b-4668-bbe3-569f63974838' 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>standard_name :</span></dt><dd>cell_reference_pressure</dd><dt><span>long_name :</span></dt><dd>Reference Hydrostatic Pressure</dd><dt><span>units :</span></dt><dd>m2 s-2</dd></dl></div><div class='xr-var-data'><table>\n",
       "<tr>\n",
       "<td>\n",
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       "  <tbody>\n",
       "    <tr><th> Bytes </th><td> 64 B </td> <td> 64 B </td></tr>\n",
       "    <tr><th> Shape </th><td> (16,) </td> <td> (16,) </td></tr>\n",
       "    <tr><th> Count </th><td> 1 Tasks </td><td> 1 Chunks </td></tr>\n",
       "    <tr><th> Type </th><td> >f4 </td><td> numpy.ndarray </td></tr>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rA</span></div><div class='xr-var-dims'>(face, j, i)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3, 4320, 4320), meta=np.ndarray&gt;</div><input id='attrs-661d017e-e29e-4995-92cb-1b16a04bee72' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-661d017e-e29e-4995-92cb-1b16a04bee72' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-65c7cba9-a007-46df-8b07-24c2992fcb15' class='xr-var-data-in' type='checkbox'><label for='data-65c7cba9-a007-46df-8b07-24c2992fcb15' 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>standard_name :</span></dt><dd>cell_area</dd><dt><span>long_name :</span></dt><dd>cell area</dd><dt><span>units :</span></dt><dd>m2</dd><dt><span>coordinate :</span></dt><dd>YC XC</dd></dl></div><div class='xr-var-data'><table>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>YG</span></div><div class='xr-var-dims'>(face, j_g, i_g)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3, 4320, 4320), meta=np.ndarray&gt;</div><input id='attrs-84996ede-9bdc-4cda-b3cb-8f9f87ec453a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-84996ede-9bdc-4cda-b3cb-8f9f87ec453a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d93fd948-797c-4305-88d2-714e429e0c32' class='xr-var-data-in' type='checkbox'><label for='data-d93fd948-797c-4305-88d2-714e429e0c32' 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>standard_name :</span></dt><dd>latitude_at_f_location</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>coordinates :</span></dt><dd>YG XG</dd></dl></div><div class='xr-var-data'><table>\n",
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       "    <tr><th> Type </th><td> >f4 </td><td> numpy.ndarray </td></tr>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>oceQsw</span></div><div class='xr-var-dims'>(time, face, j, i)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 3, 4320, 4320), meta=np.ndarray&gt;</div><input id='attrs-657bafb4-2f42-430c-b726-ffebd5c489dd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-657bafb4-2f42-430c-b726-ffebd5c489dd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-09f76139-5058-4612-bf3c-9eb929e993eb' class='xr-var-data-in' type='checkbox'><label for='data-09f76139-5058-4612-bf3c-9eb929e993eb' 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>standard_name :</span></dt><dd>oceQsw</dd><dt><span>long_name :</span></dt><dd>net Short-Wave radiation (+=down), &gt;0 increases theta</dd><dt><span>units :</span></dt><dd>W/m^2</dd></dl></div><div class='xr-var-data'><table>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>oceTAUX</span></div><div class='xr-var-dims'>(time, face, j, i_g)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 3, 4320, 4320), meta=np.ndarray&gt;</div><input id='attrs-3ca7de7a-c9ee-44d9-97d7-9b86f34bd396' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3ca7de7a-c9ee-44d9-97d7-9b86f34bd396' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7bb80113-ab29-4141-9035-974671f3a1a1' class='xr-var-data-in' type='checkbox'><label for='data-7bb80113-ab29-4141-9035-974671f3a1a1' 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>standard_name :</span></dt><dd>oceTAUX</dd><dt><span>long_name :</span></dt><dd>zonal surface wind stress, &gt;0 increases uVel</dd><dt><span>units :</span></dt><dd>N/m^2</dd><dt><span>mate :</span></dt><dd>oceTAUY</dd></dl></div><div class='xr-var-data'><table>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Salt</span></div><div class='xr-var-dims'>(time, k, face, j, i)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 3, 4320, 4320), meta=np.ndarray&gt;</div><input id='attrs-00482c3f-5412-484a-b10b-731f2d5a8c25' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-00482c3f-5412-484a-b10b-731f2d5a8c25' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-033746a4-98e8-4e42-b814-bb5f3a5e6caf' class='xr-var-data-in' type='checkbox'><label for='data-033746a4-98e8-4e42-b814-bb5f3a5e6caf' 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>standard_name :</span></dt><dd>SALT</dd><dt><span>long_name :</span></dt><dd>Salinity</dd><dt><span>units :</span></dt><dd>psu</dd></dl></div><div class='xr-var-data'><table>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>V</span></div><div class='xr-var-dims'>(time, k, face, j_g, i)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 3, 4320, 4320), meta=np.ndarray&gt;</div><input id='attrs-8bd65a79-0925-48e9-94d2-7d5ab3e12d50' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8bd65a79-0925-48e9-94d2-7d5ab3e12d50' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-74cac68f-902d-497e-a553-a6b04a2514f7' class='xr-var-data-in' type='checkbox'><label for='data-74cac68f-902d-497e-a553-a6b04a2514f7' 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>standard_name :</span></dt><dd>sea_water_y_velocity</dd><dt><span>mate :</span></dt><dd>U</dd><dt><span>long_name :</span></dt><dd>Meridional Component of Velocity</dd><dt><span>units :</span></dt><dd>m s-1</dd></dl></div><div class='xr-var-data'><table>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>W</span></div><div class='xr-var-dims'>(time, k_l, face, j, i)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 1, 3, 4320, 4320), meta=np.ndarray&gt;</div><input id='attrs-e411317f-41bd-4b99-857a-ee2a1e4e9b3c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e411317f-41bd-4b99-857a-ee2a1e4e9b3c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c00087a3-4f66-467b-84bd-de939a014354' class='xr-var-data-in' type='checkbox'><label for='data-c00087a3-4f66-467b-84bd-de939a014354' 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>standard_name :</span></dt><dd>sea_water_z_velocity</dd><dt><span>long_name :</span></dt><dd>Vertical Component of Velocity</dd><dt><span>units :</span></dt><dd>m s-1</dd></dl></div><div class='xr-var-data'><table>\n",
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       "    niter     (time) int64 ...\n",
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       "    Zu        (k_u) >f4 dask.array<chunksize=(15,), meta=np.ndarray>\n",
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       "    oceSflux  (time, face, j, i) float32 dask.array<chunksize=(1, 3, 4320, 4320), meta=np.ndarray>\n",
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       "    oceTAUY   (time, face, j_g, i) float32 dask.array<chunksize=(1, 3, 4320, 4320), meta=np.ndarray>\n",
       "    PhiBot    (time, face, j, i) float32 dask.array<chunksize=(1, 3, 4320, 4320), meta=np.ndarray>\n",
       "    Salt      (time, k, face, j, i) float32 dask.array<chunksize=(1, 1, 3, 4320, 4320), meta=np.ndarray>\n",
       "    SIarea    (time, face, j, i) float32 dask.array<chunksize=(1, 3, 4320, 4320), meta=np.ndarray>\n",
       "    SIheff    (time, face, j, i) float32 dask.array<chunksize=(1, 3, 4320, 4320), meta=np.ndarray>\n",
       "    SIhsalt   (time, face, j, i) float32 dask.array<chunksize=(1, 3, 4320, 4320), meta=np.ndarray>\n",
       "    SIhsnow   (time, face, j, i) float32 dask.array<chunksize=(1, 3, 4320, 4320), meta=np.ndarray>\n",
       "    SIuice    (time, face, j, i_g) float32 dask.array<chunksize=(1, 3, 4320, 4320), meta=np.ndarray>\n",
       "    SIvice    (time, face, j_g, i) float32 dask.array<chunksize=(1, 3, 4320, 4320), meta=np.ndarray>\n",
       "    Theta     (time, k, face, j, i) float32 dask.array<chunksize=(1, 1, 3, 4320, 4320), meta=np.ndarray>\n",
       "    U         (time, k, face, j, i_g) float32 dask.array<chunksize=(1, 1, 3, 4320, 4320), meta=np.ndarray>\n",
       "    V         (time, k, face, j_g, i) float32 dask.array<chunksize=(1, 1, 3, 4320, 4320), meta=np.ndarray>\n",
       "    W         (time, k_l, face, j, i) float32 dask.array<chunksize=(1, 1, 3, 4320, 4320), meta=np.ndarray>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "ds_sel = ds.Theta.isel(time=0, face=1, #k=slice(0,56),\n",
    "                       i=slice(3024,3744), \n",
    "                       j=slice(0,974))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
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       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
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       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt, dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2 {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;Theta&#x27; (k: 15, j: 974, i: 720)&gt;\n",
       "dask.array&lt;getitem, shape=(15, 974, 720), dtype=float32, chunksize=(1, 974, 720), chunktype=numpy.ndarray&gt;\n",
       "Coordinates:\n",
       "    face     int64 1\n",
       "  * i        (i) int64 3024 3025 3026 3027 3028 ... 3739 3740 3741 3742 3743\n",
       "  * j        (j) int64 0 1 2 3 4 5 6 7 8 ... 965 966 967 968 969 970 971 972 973\n",
       "  * k        (k) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14\n",
       "    niter    int64 ...\n",
       "    time     datetime64[ns] 2011-09-13\n",
       "    CS       (j, i) float32 dask.array&lt;chunksize=(974, 720), meta=np.ndarray&gt;\n",
       "    SN       (j, i) float32 dask.array&lt;chunksize=(974, 720), meta=np.ndarray&gt;\n",
       "    Depth    (j, i) float32 dask.array&lt;chunksize=(974, 720), meta=np.ndarray&gt;\n",
       "    drF      (k) &gt;f4 dask.array&lt;chunksize=(15,), meta=np.ndarray&gt;\n",
       "    dxF      (j, i) float32 dask.array&lt;chunksize=(974, 720), meta=np.ndarray&gt;\n",
       "    dyF      (j, i) float32 dask.array&lt;chunksize=(974, 720), meta=np.ndarray&gt;\n",
       "    hFacC    (k, j, i) float32 dask.array&lt;chunksize=(1, 974, 720), meta=np.ndarray&gt;\n",
       "    PHrefC   (k) &gt;f4 dask.array&lt;chunksize=(15,), meta=np.ndarray&gt;\n",
       "    rA       (j, i) float32 dask.array&lt;chunksize=(974, 720), meta=np.ndarray&gt;\n",
       "    Z        (k) &gt;f4 dask.array&lt;chunksize=(15,), meta=np.ndarray&gt;\n",
       "    rhoRef   (k) &gt;f4 dask.array&lt;chunksize=(15,), meta=np.ndarray&gt;\n",
       "    XC       (j, i) float32 dask.array&lt;chunksize=(974, 720), meta=np.ndarray&gt;\n",
       "    YC       (j, i) float32 dask.array&lt;chunksize=(974, 720), meta=np.ndarray&gt;\n",
       "Attributes:\n",
       "    standard_name:  THETA\n",
       "    long_name:      Potential Temperature\n",
       "    units:          degC</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'Theta'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>k</span>: 15</li><li><span class='xr-has-index'>j</span>: 974</li><li><span class='xr-has-index'>i</span>: 720</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-56ad6b48-a661-4623-9142-cc0d495838e1' class='xr-array-in' type='checkbox' checked><label for='section-56ad6b48-a661-4623-9142-cc0d495838e1' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>dask.array&lt;chunksize=(1, 974, 720), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>\n",
       "<tr>\n",
       "<td>\n",
       "<table>\n",
       "  <thead>\n",
       "    <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr><th> Bytes </th><td> 42.08 MB </td> <td> 2.81 MB </td></tr>\n",
       "    <tr><th> Shape </th><td> (15, 974, 720) </td> <td> (1, 974, 720) </td></tr>\n",
       "    <tr><th> Count </th><td> 3248295 Tasks </td><td> 15 Chunks </td></tr>\n",
       "    <tr><th> Type </th><td> float32 </td><td> numpy.ndarray </td></tr>\n",
       "  </tbody>\n",
       "</table>\n",
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       "</table></div></div></li><li class='xr-section-item'><input id='section-039cc12f-bea4-42d5-b75d-61d17584bb0d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-039cc12f-bea4-42d5-b75d-61d17584bb0d' class='xr-section-summary' >Coordinates: <span>(19)</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>face</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1</div><input id='attrs-fe4ab8fa-636b-4fe6-8015-72c9fd3f758f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fe4ab8fa-636b-4fe6-8015-72c9fd3f758f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d678a1a3-134f-408a-82b9-e8b665fc905a' class='xr-var-data-in' type='checkbox'><label for='data-d678a1a3-134f-408a-82b9-e8b665fc905a' 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'></dl></div><div class='xr-var-data'><pre>array(1)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>i</span></div><div class='xr-var-dims'>(i)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>3024 3025 3026 ... 3741 3742 3743</div><input id='attrs-eef70a4c-f908-45ac-b472-350678a194c2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-eef70a4c-f908-45ac-b472-350678a194c2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b6926806-f198-4969-a501-aae0b6d51cd4' class='xr-var-data-in' type='checkbox'><label for='data-b6926806-f198-4969-a501-aae0b6d51cd4' 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'></dl></div><div class='xr-var-data'><pre>array([3024, 3025, 3026, ..., 3741, 3742, 3743])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>j</span></div><div class='xr-var-dims'>(j)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 969 970 971 972 973</div><input id='attrs-df6f4ee8-f206-4486-8283-2ae2ab993b98' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-df6f4ee8-f206-4486-8283-2ae2ab993b98' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-df12910a-4183-4848-a965-9b8ecc8c96a0' class='xr-var-data-in' type='checkbox'><label for='data-df12910a-4183-4848-a965-9b8ecc8c96a0' 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'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 971, 972, 973])</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'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 6 7 8 9 10 11 12 13 14</div><input id='attrs-459ee320-b431-470a-a49f-9ea8dda90f92' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-459ee320-b431-470a-a49f-9ea8dda90f92' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7b58cef5-0b06-4500-a777-8d7d4a9f1aaf' class='xr-var-data-in' type='checkbox'><label for='data-7b58cef5-0b06-4500-a777-8d7d4a9f1aaf' 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'></dl></div><div class='xr-var-data'><pre>array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>niter</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c6898e4d-f701-4ceb-9867-638e5b9a7b9e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c6898e4d-f701-4ceb-9867-638e5b9a7b9e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d1b6e2d0-fb1a-4b18-a0df-d5a6118729d1' class='xr-var-data-in' type='checkbox'><label for='data-d1b6e2d0-fb1a-4b18-a0df-d5a6118729d1' 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'></dl></div><div class='xr-var-data'><pre>array(10368)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2011-09-13</div><input id='attrs-1b84e131-67c9-4d4e-b17c-8aa3cb8b6054' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1b84e131-67c9-4d4e-b17c-8aa3cb8b6054' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-68e55f81-ed36-4c19-859d-f6d0eb732300' class='xr-var-data-in' type='checkbox'><label for='data-68e55f81-ed36-4c19-859d-f6d0eb732300' 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'></dl></div><div class='xr-var-data'><pre>array(&#x27;2011-09-13T00:00:00.000000000&#x27;, dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>CS</span></div><div class='xr-var-dims'>(j, i)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(974, 720), meta=np.ndarray&gt;</div><input id='attrs-a9086192-e403-4bb4-b697-602d59c6280f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a9086192-e403-4bb4-b697-602d59c6280f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-047ab307-6e5d-4e04-b2ee-68e5f192bdc5' class='xr-var-data-in' type='checkbox'><label for='data-047ab307-6e5d-4e04-b2ee-68e5f192bdc5' 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>standard_name :</span></dt><dd>Cos of grid orientation angle</dd><dt><span>long_name :</span></dt><dd>AngleCS</dd><dt><span>units :</span></dt><dd> </dd><dt><span>coordinate :</span></dt><dd>YC XC</dd></dl></div><div class='xr-var-data'><table>\n",
       "<tr>\n",
       "<td>\n",
       "<table>\n",
       "  <thead>\n",
       "    <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr><th> Bytes </th><td> 2.81 MB </td> <td> 2.81 MB </td></tr>\n",
       "    <tr><th> Shape </th><td> (974, 720) </td> <td> (974, 720) </td></tr>\n",
       "    <tr><th> Count </th><td> 27 Tasks </td><td> 1 Chunks </td></tr>\n",
       "    <tr><th> Type </th><td> float32 </td><td> numpy.ndarray </td></tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</td>\n",
       "<td>\n",
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       "</td>\n",
       "</tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>SN</span></div><div class='xr-var-dims'>(j, i)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(974, 720), meta=np.ndarray&gt;</div><input id='attrs-e3458d11-8e26-40e8-9750-ecc318d2fb96' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e3458d11-8e26-40e8-9750-ecc318d2fb96' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3eac79da-a072-4825-8037-f3392f3d13e9' class='xr-var-data-in' type='checkbox'><label for='data-3eac79da-a072-4825-8037-f3392f3d13e9' 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>standard_name :</span></dt><dd>Sin of grid orientation angle</dd><dt><span>long_name :</span></dt><dd>AngleSN</dd><dt><span>units :</span></dt><dd> </dd><dt><span>coordinate :</span></dt><dd>YC XC</dd></dl></div><div class='xr-var-data'><table>\n",
       "<tr>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr><th> Bytes </th><td> 2.81 MB </td> <td> 2.81 MB </td></tr>\n",
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       "    <tr><th> Count </th><td> 27 Tasks </td><td> 1 Chunks </td></tr>\n",
       "    <tr><th> Type </th><td> float32 </td><td> numpy.ndarray </td></tr>\n",
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       "</svg>\n",
       "</td>\n",
       "</tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Depth</span></div><div class='xr-var-dims'>(j, i)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(974, 720), meta=np.ndarray&gt;</div><input id='attrs-324a26a3-6be3-42c9-8224-9ad33313295a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-324a26a3-6be3-42c9-8224-9ad33313295a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8e4d532e-b00a-4b49-b686-2604ff61f72c' class='xr-var-data-in' type='checkbox'><label for='data-8e4d532e-b00a-4b49-b686-2604ff61f72c' 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>standard_name :</span></dt><dd>ocean_depth</dd><dt><span>long_name :</span></dt><dd>ocean depth</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>coordinate :</span></dt><dd>XC YC</dd></dl></div><div class='xr-var-data'><table>\n",
       "<tr>\n",
       "<td>\n",
       "<table>\n",
       "  <thead>\n",
       "    <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr><th> Bytes </th><td> 2.81 MB </td> <td> 2.81 MB </td></tr>\n",
       "    <tr><th> Shape </th><td> (974, 720) </td> <td> (974, 720) </td></tr>\n",
       "    <tr><th> Count </th><td> 27 Tasks </td><td> 1 Chunks </td></tr>\n",
       "    <tr><th> Type </th><td> float32 </td><td> numpy.ndarray </td></tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</td>\n",
       "<td>\n",
       "<svg width=\"138\" height=\"170\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
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       "</svg>\n",
       "</td>\n",
       "</tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>drF</span></div><div class='xr-var-dims'>(k)</div><div class='xr-var-dtype'>&gt;f4</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(15,), meta=np.ndarray&gt;</div><input id='attrs-d4e83c64-9ec6-424d-8482-5db7fdbc3c58' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d4e83c64-9ec6-424d-8482-5db7fdbc3c58' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-31dcff21-d425-4876-90d4-b5a971fa4a72' class='xr-var-data-in' type='checkbox'><label for='data-31dcff21-d425-4876-90d4-b5a971fa4a72' 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>standard_name :</span></dt><dd>cell_z_size</dd><dt><span>long_name :</span></dt><dd>cell z size</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>\n",
       "<tr>\n",
       "<td>\n",
       "<table>\n",
       "  <thead>\n",
       "    <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr><th> Bytes </th><td> 60 B </td> <td> 60 B </td></tr>\n",
       "    <tr><th> Shape </th><td> (15,) </td> <td> (15,) </td></tr>\n",
       "    <tr><th> Count </th><td> 1 Tasks </td><td> 1 Chunks </td></tr>\n",
       "    <tr><th> Type </th><td> >f4 </td><td> numpy.ndarray </td></tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</td>\n",
       "<td>\n",
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       "</svg>\n",
       "</td>\n",
       "</tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dxF</span></div><div class='xr-var-dims'>(j, i)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(974, 720), meta=np.ndarray&gt;</div><input id='attrs-9eb7fb42-bda5-40b0-b5fb-d9999a4ae1fe' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9eb7fb42-bda5-40b0-b5fb-d9999a4ae1fe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-14e9edd3-f577-4d31-9ecd-a7f8da011887' class='xr-var-data-in' type='checkbox'><label for='data-14e9edd3-f577-4d31-9ecd-a7f8da011887' 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>standard_name :</span></dt><dd>cell_x_size_at_t_location</dd><dt><span>long_name :</span></dt><dd>cell x size</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>coordinate :</span></dt><dd>YC XC</dd></dl></div><div class='xr-var-data'><table>\n",
       "<tr>\n",
       "<td>\n",
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       "  <tbody>\n",
       "    <tr><th> Bytes </th><td> 2.81 MB </td> <td> 2.81 MB </td></tr>\n",
       "    <tr><th> Shape </th><td> (974, 720) </td> <td> (974, 720) </td></tr>\n",
       "    <tr><th> Count </th><td> 27 Tasks </td><td> 1 Chunks </td></tr>\n",
       "    <tr><th> Type </th><td> float32 </td><td> numpy.ndarray </td></tr>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hFacC</span></div><div class='xr-var-dims'>(k, j, i)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 974, 720), meta=np.ndarray&gt;</div><input id='attrs-c1b75270-cdc3-49df-bec9-b30d67fa3016' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c1b75270-cdc3-49df-bec9-b30d67fa3016' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-59aef7e2-ef56-42ca-9003-c609d7434264' class='xr-var-data-in' type='checkbox'><label for='data-59aef7e2-ef56-42ca-9003-c609d7434264' 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>standard_name :</span></dt><dd>cell_vertical_fraction</dd><dt><span>long_name :</span></dt><dd>vertical fraction of open cell</dd></dl></div><div class='xr-var-data'><table>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>rA</span></div><div class='xr-var-dims'>(j, i)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(974, 720), meta=np.ndarray&gt;</div><input id='attrs-2ad94df2-ba41-43e1-87b9-7251cd1464c8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2ad94df2-ba41-43e1-87b9-7251cd1464c8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-185cb5b3-445a-454c-bcc6-027daf7e3d0d' class='xr-var-data-in' type='checkbox'><label for='data-185cb5b3-445a-454c-bcc6-027daf7e3d0d' 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>standard_name :</span></dt><dd>cell_area</dd><dt><span>long_name :</span></dt><dd>cell area</dd><dt><span>units :</span></dt><dd>m2</dd><dt><span>coordinate :</span></dt><dd>YC XC</dd></dl></div><div class='xr-var-data'><table>\n",
       "<tr>\n",
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       "  <tbody>\n",
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       "    <tr><th> Count </th><td> 27 Tasks </td><td> 1 Chunks </td></tr>\n",
       "    <tr><th> Type </th><td> float32 </td><td> numpy.ndarray </td></tr>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Z</span></div><div class='xr-var-dims'>(k)</div><div class='xr-var-dtype'>&gt;f4</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(15,), meta=np.ndarray&gt;</div><input id='attrs-57894218-2002-4e41-b48b-ecdb40ebc8ef' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-57894218-2002-4e41-b48b-ecdb40ebc8ef' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-397f241b-75a9-4fb3-90c1-0c689efdbe1b' class='xr-var-data-in' type='checkbox'><label for='data-397f241b-75a9-4fb3-90c1-0c689efdbe1b' 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>standard_name :</span></dt><dd>depth</dd><dt><span>long_name :</span></dt><dd>vertical coordinate of cell center</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>positive :</span></dt><dd>down</dd></dl></div><div class='xr-var-data'><table>\n",
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      ],
      "text/plain": [
       "<xarray.DataArray 'Theta' (k: 15, j: 974, i: 720)>\n",
       "dask.array<getitem, shape=(15, 974, 720), dtype=float32, chunksize=(1, 974, 720), chunktype=numpy.ndarray>\n",
       "Coordinates:\n",
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       "  * i        (i) int64 3024 3025 3026 3027 3028 ... 3739 3740 3741 3742 3743\n",
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       "  * k        (k) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14\n",
       "    niter    int64 ...\n",
       "    time     datetime64[ns] 2011-09-13\n",
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       "    SN       (j, i) float32 dask.array<chunksize=(974, 720), meta=np.ndarray>\n",
       "    Depth    (j, i) float32 dask.array<chunksize=(974, 720), meta=np.ndarray>\n",
       "    drF      (k) >f4 dask.array<chunksize=(15,), meta=np.ndarray>\n",
       "    dxF      (j, i) float32 dask.array<chunksize=(974, 720), meta=np.ndarray>\n",
       "    dyF      (j, i) float32 dask.array<chunksize=(974, 720), meta=np.ndarray>\n",
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       "    rA       (j, i) float32 dask.array<chunksize=(974, 720), meta=np.ndarray>\n",
       "    Z        (k) >f4 dask.array<chunksize=(15,), meta=np.ndarray>\n",
       "    rhoRef   (k) >f4 dask.array<chunksize=(15,), meta=np.ndarray>\n",
       "    XC       (j, i) float32 dask.array<chunksize=(974, 720), meta=np.ndarray>\n",
       "    YC       (j, i) float32 dask.array<chunksize=(974, 720), meta=np.ndarray>\n",
       "Attributes:\n",
       "    standard_name:  THETA\n",
       "    long_name:      Potential Temperature\n",
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      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "ds_sel "
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  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 1min 3s, sys: 24.5 s, total: 1min 28s\n",
      "Wall time: 2min 26s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "ds_sel.to_netcdf('try_download.nc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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