yearlyDataProcessing+Saving.ipynb

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   "source": [
    "from xgcm import Grid\n",
    "import pop_tools\n",
    "import gcsfs\n",
    "import fsspec as fs\n",
    "import numpy as np\n",
    "import xesmf as xe\n",
    "import xarray as xr\n",
    "import random\n",
    "import matplotlib.pyplot as plt\n",
    "import warnings\n",
    "from xgcm import Grid\n",
    "import importlib\n",
    "import preprocessing\n",
    "import os\n",
    "import xrft\n",
    "import gcm_filters\n",
    "import random\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "importlib.reload(preprocessing)\n",
    "from preprocessing import preprocess_data\n",
    "\n",
    "from gcm_filtering import filter_inputs_dataset\n",
    "from gcm_filtering import filter_inputs\n",
    "\n",
    "#import torch\n",
    "#import torch.nn as nn\n",
    "#import torch.optim as optim\n",
    "#import torchvision.transforms as transforms\n",
    "#from torch.utils.data import DataLoader, Dataset\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5f881167-9778-49d3-9705-ce9a8e485c9c",
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     "text": [
      "Load Data\n",
      "Interpolating ocean velocities\n",
      "Modify units\n",
      "Load Data\n",
      "Align in time\n",
      "Interpolating ocean velocities\n",
      "Regrid Atmospheric Data\n",
      "Modify units\n",
      "Mask nans\n",
      "Calculate relative wind\n"
     ]
    },
    {
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 3TB\n",
       "Dimensions:       (time: 7305, yt_ocean: 2700, xt_ocean: 3600)\n",
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       "  * time          (time) object 58kB 0181-01-01 12:00:00 ... 0200-12-31 12:00:00\n",
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       "    dxt           (yt_ocean, xt_ocean) float64 78MB dask.array&lt;chunksize=(2700, 3600), meta=np.ndarray&gt;\n",
       "    dyt           (yt_ocean, xt_ocean) float64 78MB dask.array&lt;chunksize=(2700, 3600), meta=np.ndarray&gt;\n",
       "    geolat_t      (yt_ocean, xt_ocean) float32 39MB dask.array&lt;chunksize=(2700, 3600), meta=np.ndarray&gt;\n",
       "    geolon_t      (yt_ocean, xt_ocean) float32 39MB dask.array&lt;chunksize=(2700, 3600), meta=np.ndarray&gt;\n",
       "    ht            (yt_ocean, xt_ocean) float32 39MB dask.array&lt;chunksize=(2700, 3600), meta=np.ndarray&gt;\n",
       "    kmt           (yt_ocean, xt_ocean) float32 39MB dask.array&lt;chunksize=(2700, 3600), meta=np.ndarray&gt;\n",
       "    wet           (yt_ocean, xt_ocean) float64 78MB dask.array&lt;chunksize=(2700, 3600), meta=np.ndarray&gt;\n",
       "Data variables:\n",
       "    slp           (time, yt_ocean, xt_ocean) float32 284GB dask.array&lt;chunksize=(3, 2700, 3600), meta=np.ndarray&gt;\n",
       "    v_ref         (time, yt_ocean, xt_ocean) float32 284GB dask.array&lt;chunksize=(3, 2700, 3600), meta=np.ndarray&gt;\n",
       "    u_ref         (time, yt_ocean, xt_ocean) float32 284GB dask.array&lt;chunksize=(3, 2700, 3600), meta=np.ndarray&gt;\n",
       "    t_ref         (time, yt_ocean, xt_ocean) float32 284GB dask.array&lt;chunksize=(3, 2700, 3600), meta=np.ndarray&gt;\n",
       "    q_ref         (time, yt_ocean, xt_ocean) float32 284GB dask.array&lt;chunksize=(3, 2700, 3600), meta=np.ndarray&gt;\n",
       "    wind          (time, yt_ocean, xt_ocean) float32 284GB dask.array&lt;chunksize=(3, 2700, 3600), meta=np.ndarray&gt;\n",
       "    rh_ref        (time, yt_ocean, xt_ocean) float32 284GB dask.array&lt;chunksize=(3, 2700, 3600), meta=np.ndarray&gt;\n",
       "    surface_temp  (time, yt_ocean, xt_ocean) float32 284GB dask.array&lt;chunksize=(3, 2700, 3600), meta=np.ndarray&gt;\n",
       "    u_ocean       (time, yt_ocean, xt_ocean) float32 284GB dask.array&lt;chunksize=(3, 2700, 3600), meta=np.ndarray&gt;\n",
       "    v_ocean       (time, yt_ocean, xt_ocean) float32 284GB dask.array&lt;chunksize=(3, 2700, 3600), meta=np.ndarray&gt;\n",
       "    u_relative    (time, yt_ocean, xt_ocean) float32 284GB dask.array&lt;chunksize=(3, 2700, 3600), meta=np.ndarray&gt;\n",
       "    v_relative    (time, yt_ocean, xt_ocean) float32 284GB dask.array&lt;chunksize=(3, 2700, 3600), meta=np.ndarray&gt;\n",
       "Attributes:\n",
       "    regrid_method:  bilinear</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-1926dd10-0cca-48f8-ad33-a4864ba8b3b6' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-1926dd10-0cca-48f8-ad33-a4864ba8b3b6' 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>: 7305</li><li><span class='xr-has-index'>yt_ocean</span>: 2700</li><li><span class='xr-has-index'>xt_ocean</span>: 3600</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-7f6193ec-6f62-46e4-be53-5048e989212e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7f6193ec-6f62-46e4-be53-5048e989212e' class='xr-section-summary' >Coordinates: <span>(11)</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'>object</div><div class='xr-var-preview xr-preview'>0181-01-01 12:00:00 ... 0200-12-...</div><input id='attrs-4f5b8307-f790-43e5-96f4-710b6cb05ee7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4f5b8307-f790-43e5-96f4-710b6cb05ee7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5f1e1f88-c2ea-4874-9b56-b5cf94d99eb8' class='xr-var-data-in' type='checkbox'><label for='data-5f1e1f88-c2ea-4874-9b56-b5cf94d99eb8' 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([cftime.DatetimeJulian(181, 1, 1, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(181, 1, 2, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(181, 1, 3, 12, 0, 0, 0, has_year_zero=False), ...,\n",
       "       cftime.DatetimeJulian(200, 12, 29, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(200, 12, 30, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(200, 12, 31, 12, 0, 0, 0, has_year_zero=False)],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>xt_ocean</span></div><div class='xr-var-dims'>(xt_ocean)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-279.9 -279.8 ... 79.85 79.95</div><input id='attrs-6333bd21-4c34-4eeb-a445-66aa167da4f0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6333bd21-4c34-4eeb-a445-66aa167da4f0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-02fb71a9-b504-4cc1-8f85-05c296cd2a80' class='xr-var-data-in' type='checkbox'><label for='data-02fb71a9-b504-4cc1-8f85-05c296cd2a80' 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>cartesian_axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>tcell longitude</dd><dt><span>units :</span></dt><dd>degrees_E</dd></dl></div><div class='xr-var-data'><pre>array([-279.95, -279.85, -279.75, ...,   79.75,   79.85,   79.95])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>yt_ocean</span></div><div class='xr-var-dims'>(yt_ocean)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-81.11 -81.07 ... 89.94 89.98</div><input id='attrs-2d4f0d4e-9ccc-4d61-80a0-90dd6c9ef010' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2d4f0d4e-9ccc-4d61-80a0-90dd6c9ef010' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3c816aa8-1592-44b5-bb19-ff1a898ba5a9' class='xr-var-data-in' type='checkbox'><label for='data-3c816aa8-1592-44b5-bb19-ff1a898ba5a9' 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>cartesian_axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>tcell latitude</dd><dt><span>units :</span></dt><dd>degrees_N</dd></dl></div><div class='xr-var-data'><pre>array([-81.108632, -81.066392, -81.024153, ...,  89.894417,  89.936657,\n",
       "        89.978896])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>area_t</span></div><div class='xr-var-dims'>(yt_ocean, xt_ocean)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2700, 3600), meta=np.ndarray&gt;</div><input id='attrs-a47df53e-a18c-4d62-ba83-0dcbea7f4bf1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a47df53e-a18c-4d62-ba83-0dcbea7f4bf1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a1223df8-d8b4-4f23-b139-73a0362d40c9' class='xr-var-data-in' type='checkbox'><label for='data-a1223df8-d8b4-4f23-b139-73a0362d40c9' 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>cell_methods :</span></dt><dd>time: point</dd><dt><span>long_name :</span></dt><dd>tracer cell area</dd><dt><span>units :</span></dt><dd>m^2</dd><dt><span>valid_range :</span></dt><dd>[0.0, 999999986991104.0]</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 74.16 MiB </td>\n",
       "                        <td> 74.16 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2700, 3600) </td>\n",
       "                        <td> (2700, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 8 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"140\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"90\" x2=\"120\" y2=\"90\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"90\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"90\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,90.0 0.0,90.0\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"60.000000\" y=\"110.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >3600</text>\n",
       "  <text x=\"140.000000\" y=\"45.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,140.000000,45.000000)\">2700</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dxt</span></div><div class='xr-var-dims'>(yt_ocean, xt_ocean)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2700, 3600), meta=np.ndarray&gt;</div><input id='attrs-6f242e6e-9df4-4eae-868a-3c03c9e20066' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6f242e6e-9df4-4eae-868a-3c03c9e20066' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-656c7fc9-2443-4b79-9028-4b2c7dcb842b' class='xr-var-data-in' type='checkbox'><label for='data-656c7fc9-2443-4b79-9028-4b2c7dcb842b' 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>width of T_cell</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 74.16 MiB </td>\n",
       "                        <td> 74.16 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2700, 3600) </td>\n",
       "                        <td> (2700, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 1 graph layer </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"140\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"90\" x2=\"120\" y2=\"90\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"90\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"90\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,90.0 0.0,90.0\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"60.000000\" y=\"110.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >3600</text>\n",
       "  <text x=\"140.000000\" y=\"45.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,140.000000,45.000000)\">2700</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dyt</span></div><div class='xr-var-dims'>(yt_ocean, xt_ocean)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2700, 3600), meta=np.ndarray&gt;</div><input id='attrs-5bf84aa4-bf1f-4a88-8144-2eef24203277' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5bf84aa4-bf1f-4a88-8144-2eef24203277' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-104abf51-067f-44f9-b3c3-d1f717cbc6b4' class='xr-var-data-in' type='checkbox'><label for='data-104abf51-067f-44f9-b3c3-d1f717cbc6b4' 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>height of T_cell</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 74.16 MiB </td>\n",
       "                        <td> 74.16 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2700, 3600) </td>\n",
       "                        <td> (2700, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 1 graph layer </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"140\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"90\" x2=\"120\" y2=\"90\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"90\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"90\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,90.0 0.0,90.0\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"60.000000\" y=\"110.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >3600</text>\n",
       "  <text x=\"140.000000\" y=\"45.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,140.000000,45.000000)\">2700</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>geolat_t</span></div><div class='xr-var-dims'>(yt_ocean, xt_ocean)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2700, 3600), meta=np.ndarray&gt;</div><input id='attrs-97c6dde5-785b-441d-a850-4310fd3093ba' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-97c6dde5-785b-441d-a850-4310fd3093ba' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0f6bcee4-ab10-43e4-94ef-bef693dda520' class='xr-var-data-in' type='checkbox'><label for='data-0f6bcee4-ab10-43e4-94ef-bef693dda520' 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>cell_methods :</span></dt><dd>time: point</dd><dt><span>long_name :</span></dt><dd>tracer latitude</dd><dt><span>units :</span></dt><dd>degrees_N</dd><dt><span>valid_range :</span></dt><dd>[-91.0, 91.0]</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 37.08 MiB </td>\n",
       "                        <td> 37.08 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2700, 3600) </td>\n",
       "                        <td> (2700, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 1 graph layer </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
       "        <td>\n",
       "        <svg width=\"170\" height=\"140\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"0\" y1=\"90\" x2=\"120\" y2=\"90\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"90\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"90\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"0.0,0.0 120.0,0.0 120.0,90.0 0.0,90.0\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"60.000000\" y=\"110.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >3600</text>\n",
       "  <text x=\"140.000000\" y=\"45.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,140.000000,45.000000)\">2700</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>geolon_t</span></div><div class='xr-var-dims'>(yt_ocean, xt_ocean)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2700, 3600), meta=np.ndarray&gt;</div><input id='attrs-aaaf5425-fb79-4b3c-a8cb-3b0c5c8b423f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-aaaf5425-fb79-4b3c-a8cb-3b0c5c8b423f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-09fc6e84-0e3e-488d-867b-2135e0a2c07a' class='xr-var-data-in' type='checkbox'><label for='data-09fc6e84-0e3e-488d-867b-2135e0a2c07a' 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>cell_methods :</span></dt><dd>time: point</dd><dt><span>long_name :</span></dt><dd>tracer longitude</dd><dt><span>units :</span></dt><dd>degrees_E</dd><dt><span>valid_range :</span></dt><dd>[-281.0, 361.0]</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 37.08 MiB </td>\n",
       "                        <td> 37.08 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2700, 3600) </td>\n",
       "                        <td> (2700, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 1 graph layer </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "                </tbody>\n",
       "            </table>\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>ht</span></div><div class='xr-var-dims'>(yt_ocean, xt_ocean)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2700, 3600), meta=np.ndarray&gt;</div><input id='attrs-5e8ed73e-1390-4747-be27-19bb12c4e634' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5e8ed73e-1390-4747-be27-19bb12c4e634' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4176e920-8a46-4eea-ad5b-1b2e700da47f' class='xr-var-data-in' type='checkbox'><label for='data-4176e920-8a46-4eea-ad5b-1b2e700da47f' 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>cell_methods :</span></dt><dd>time: point</dd><dt><span>long_name :</span></dt><dd>ocean depth on t-cells</dd><dt><span>standard_name :</span></dt><dd>sea_floor_depth_below_geoid</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>valid_range :</span></dt><dd>[-1000000000.0, 1000000000.0]</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 37.08 MiB </td>\n",
       "                        <td> 37.08 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2700, 3600) </td>\n",
       "                        <td> (2700, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 1 graph layer </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "        </td>\n",
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       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>kmt</span></div><div class='xr-var-dims'>(yt_ocean, xt_ocean)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2700, 3600), meta=np.ndarray&gt;</div><input id='attrs-bc1d3a7d-4181-4a31-8bfd-a9392b876d89' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bc1d3a7d-4181-4a31-8bfd-a9392b876d89' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7b0f3edf-da4c-48cb-83ec-248924e7ce33' class='xr-var-data-in' type='checkbox'><label for='data-7b0f3edf-da4c-48cb-83ec-248924e7ce33' 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>cell_methods :</span></dt><dd>time: point</dd><dt><span>long_name :</span></dt><dd>number of depth levels on t-grid</dd><dt><span>units :</span></dt><dd>dimensionless</dd><dt><span>valid_range :</span></dt><dd>[-10.0, 1000000000.0]</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 37.08 MiB </td>\n",
       "                        <td> 37.08 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2700, 3600) </td>\n",
       "                        <td> (2700, 3600) </td>\n",
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       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 1 graph layer </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "            </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>wet</span></div><div class='xr-var-dims'>(yt_ocean, xt_ocean)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(2700, 3600), meta=np.ndarray&gt;</div><input id='attrs-44bccc1e-37de-4256-a5fd-00846e6d12d0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-44bccc1e-37de-4256-a5fd-00846e6d12d0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-594e4390-9520-4fdd-8ff4-cea607eb0720' class='xr-var-data-in' type='checkbox'><label for='data-594e4390-9520-4fdd-8ff4-cea607eb0720' 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>land/sea flag (0=land) for T-cell</dd><dt><span>units :</span></dt><dd>none</dd></dl></div><div class='xr-var-data'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 74.16 MiB </td>\n",
       "                        <td> 74.16 MiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (2700, 3600) </td>\n",
       "                        <td> (2700, 3600) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 1 chunks in 1 graph layer </td>\n",
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       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
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       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-c1f545c5-90ee-40e8-9906-186ebb14cb7d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c1f545c5-90ee-40e8-9906-186ebb14cb7d' class='xr-section-summary' >Data variables: <span>(12)</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>slp</span></div><div class='xr-var-dims'>(time, yt_ocean, xt_ocean)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3, 2700, 3600), meta=np.ndarray&gt;</div><input id='attrs-85bf3b74-8488-49e6-af40-c4aa26906462' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-85bf3b74-8488-49e6-af40-c4aa26906462' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-367db9e4-ddcb-4351-9330-405a097acbe1' class='xr-var-data-in' type='checkbox'><label for='data-367db9e4-ddcb-4351-9330-405a097acbe1' 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'><table>\n",
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       "                    <tr>\n",
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       "                        <th> Array </th>\n",
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       "                    </tr>\n",
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       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 264.51 GiB </td>\n",
       "                        <td> 111.24 MiB </td>\n",
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       "                    \n",
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       "                        <th> Shape </th>\n",
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       "                        <td> (3, 2700, 3600) </td>\n",
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       "                    <tr>\n",
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       "                        <td colspan=\"2\"> 2435 chunks in 19 graph layers </td>\n",
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       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v_ref</span></div><div class='xr-var-dims'>(time, yt_ocean, xt_ocean)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3, 2700, 3600), meta=np.ndarray&gt;</div><input id='attrs-4e367250-b0ce-4e70-8a96-03c21dbcfa43' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4e367250-b0ce-4e70-8a96-03c21dbcfa43' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9dc2c19e-6a87-45a8-8631-09d0ee2baee0' class='xr-var-data-in' type='checkbox'><label for='data-9dc2c19e-6a87-45a8-8631-09d0ee2baee0' 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'><table>\n",
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       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 264.51 GiB </td>\n",
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       "                    <tr>\n",
       "                        <th> Shape </th>\n",
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       "                    <tr>\n",
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       "                <tbody>\n",
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       "                    <tr>\n",
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       "                        <td> 264.51 GiB </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_ref</span></div><div class='xr-var-dims'>(time, yt_ocean, xt_ocean)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3, 2700, 3600), meta=np.ndarray&gt;</div><input id='attrs-cff0f8f1-e90a-4508-a37a-a176c854e42e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cff0f8f1-e90a-4508-a37a-a176c854e42e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ada258e6-8192-4bf6-b45a-478ac03f23ee' class='xr-var-data-in' type='checkbox'><label for='data-ada258e6-8192-4bf6-b45a-478ac03f23ee' 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'><table>\n",
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       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
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       "                        <td> 111.24 MiB </td>\n",
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       "                    <tr>\n",
       "                        <th> Shape </th>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wind</span></div><div class='xr-var-dims'>(time, yt_ocean, xt_ocean)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(3, 2700, 3600), meta=np.ndarray&gt;</div><input id='attrs-b6524eec-d7a5-4e0c-819d-4d7323e14151' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b6524eec-d7a5-4e0c-819d-4d7323e14151' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-66da78a8-3e43-4682-b7da-2cfc536c8805' class='xr-var-data-in' type='checkbox'><label for='data-66da78a8-3e43-4682-b7da-2cfc536c8805' 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'><table>\n",
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       "                <tbody>\n",
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       "                    <tr>\n",
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       "                    <tr>\n",
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       "                        <th> Bytes </th>\n",
       "                        <td> 264.51 GiB </td>\n",
       "                        <td> 111.24 MiB </td>\n",
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       "                        <td> (3, 2700, 3600) </td>\n",
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       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-cc833037-210c-47de-9fe3-de7ac2e46590' class='xr-section-summary-in' type='checkbox'  ><label for='section-cc833037-210c-47de-9fe3-de7ac2e46590' class='xr-section-summary' >Indexes: <span>(3)</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-ef3cedfc-914e-4e9a-9741-c9af26ad000b' class='xr-index-data-in' type='checkbox'/><label for='index-ef3cedfc-914e-4e9a-9741-c9af26ad000b' 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(CFTimeIndex([0181-01-01 12:00:00, 0181-01-02 12:00:00, 0181-01-03 12:00:00,\n",
       "             0181-01-04 12:00:00, 0181-01-05 12:00:00, 0181-01-06 12:00:00,\n",
       "             0181-01-07 12:00:00, 0181-01-08 12:00:00, 0181-01-09 12:00:00,\n",
       "             0181-01-10 12:00:00,\n",
       "             ...\n",
       "             0200-12-22 12:00:00, 0200-12-23 12:00:00, 0200-12-24 12:00:00,\n",
       "             0200-12-25 12:00:00, 0200-12-26 12:00:00, 0200-12-27 12:00:00,\n",
       "             0200-12-28 12:00:00, 0200-12-29 12:00:00, 0200-12-30 12:00:00,\n",
       "             0200-12-31 12:00:00],\n",
       "            dtype=&#x27;object&#x27;, length=7305, calendar=&#x27;julian&#x27;, freq=&#x27;D&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>xt_ocean</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-52ec938c-63b1-470e-b7b1-0fb38a63d4ec' class='xr-index-data-in' type='checkbox'/><label for='index-52ec938c-63b1-470e-b7b1-0fb38a63d4ec' 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(Index([            -279.95, -279.84999999999997, -279.74999999999994,\n",
       "        -279.6499999999999,  -279.5499999999999,  -279.4499999999999,\n",
       "       -279.34999999999985, -279.24999999999983,  -279.1499999999998,\n",
       "        -279.0499999999998,\n",
       "       ...\n",
       "         79.04999999999492,   79.14999999999495,   79.24999999999491,\n",
       "         79.34999999999494,    79.4499999999949,   79.54999999999492,\n",
       "         79.64999999999489,   79.74999999999491,   79.84999999999488,\n",
       "          79.9499999999949],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;xt_ocean&#x27;, length=3600))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>yt_ocean</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-d1ddab0e-8fd2-4bb0-bbd1-54b72de33556' class='xr-index-data-in' type='checkbox'/><label for='index-d1ddab0e-8fd2-4bb0-bbd1-54b72de33556' 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(Index([-81.10863167835483, -81.06639232397434, -81.02415296959386,\n",
       "       -80.98191361521337, -80.93967426083289,  -80.8974349064524,\n",
       "       -80.85519555207192, -80.81295619769143, -80.77071684331095,\n",
       "       -80.72847748893047,\n",
       "       ...\n",
       "        89.59874190883218,   89.6409812632127,   89.6832206175932,\n",
       "        89.72545997197363,  89.76769932635409,  89.80993868073463,\n",
       "        89.85217803511516,  89.89441738949557,    89.936656743876,\n",
       "        89.97889609825653],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;yt_ocean&#x27;, length=2700))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4249e95c-be02-4967-82af-0dd35fbd98fa' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4249e95c-be02-4967-82af-0dd35fbd98fa' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>regrid_method :</span></dt><dd>bilinear</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 3TB\n",
       "Dimensions:       (time: 7305, yt_ocean: 2700, xt_ocean: 3600)\n",
       "Coordinates:\n",
       "  * time          (time) object 58kB 0181-01-01 12:00:00 ... 0200-12-31 12:00:00\n",
       "  * xt_ocean      (xt_ocean) float64 29kB -279.9 -279.8 -279.7 ... 79.85 79.95\n",
       "  * yt_ocean      (yt_ocean) float64 22kB -81.11 -81.07 -81.02 ... 89.94 89.98\n",
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       "    dyt           (yt_ocean, xt_ocean) float64 78MB dask.array<chunksize=(2700, 3600), meta=np.ndarray>\n",
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       "    kmt           (yt_ocean, xt_ocean) float32 39MB dask.array<chunksize=(2700, 3600), meta=np.ndarray>\n",
       "    wet           (yt_ocean, xt_ocean) float64 78MB dask.array<chunksize=(2700, 3600), meta=np.ndarray>\n",
       "Data variables:\n",
       "    slp           (time, yt_ocean, xt_ocean) float32 284GB dask.array<chunksize=(3, 2700, 3600), meta=np.ndarray>\n",
       "    v_ref         (time, yt_ocean, xt_ocean) float32 284GB dask.array<chunksize=(3, 2700, 3600), meta=np.ndarray>\n",
       "    u_ref         (time, yt_ocean, xt_ocean) float32 284GB dask.array<chunksize=(3, 2700, 3600), meta=np.ndarray>\n",
       "    t_ref         (time, yt_ocean, xt_ocean) float32 284GB dask.array<chunksize=(3, 2700, 3600), meta=np.ndarray>\n",
       "    q_ref         (time, yt_ocean, xt_ocean) float32 284GB dask.array<chunksize=(3, 2700, 3600), meta=np.ndarray>\n",
       "    wind          (time, yt_ocean, xt_ocean) float32 284GB dask.array<chunksize=(3, 2700, 3600), meta=np.ndarray>\n",
       "    rh_ref        (time, yt_ocean, xt_ocean) float32 284GB dask.array<chunksize=(3, 2700, 3600), meta=np.ndarray>\n",
       "    surface_temp  (time, yt_ocean, xt_ocean) float32 284GB dask.array<chunksize=(3, 2700, 3600), meta=np.ndarray>\n",
       "    u_ocean       (time, yt_ocean, xt_ocean) float32 284GB dask.array<chunksize=(3, 2700, 3600), meta=np.ndarray>\n",
       "    v_ocean       (time, yt_ocean, xt_ocean) float32 284GB dask.array<chunksize=(3, 2700, 3600), meta=np.ndarray>\n",
       "    u_relative    (time, yt_ocean, xt_ocean) float32 284GB dask.array<chunksize=(3, 2700, 3600), meta=np.ndarray>\n",
       "    v_relative    (time, yt_ocean, xt_ocean) float32 284GB dask.array<chunksize=(3, 2700, 3600), meta=np.ndarray>\n",
       "Attributes:\n",
       "    regrid_method:  bilinear"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds_merged = preprocess_data()\n",
    "ds_merged"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c0c21059-a044-4309-b468-0f92608434c2",
   "metadata": {},
   "outputs": [
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       "  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-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 428MB\n",
       "Dimensions:       (time: 365, yt_ocean: 163, xt_ocean: 150)\n",
       "Coordinates:\n",
       "  * time          (time) object 3kB 0184-12-31 12:00:00 ... 0185-12-30 12:00:00\n",
       "  * xt_ocean      (xt_ocean) float64 1kB -24.95 -24.85 -24.75 ... -10.15 -10.05\n",
       "  * yt_ocean      (yt_ocean) float64 1kB -29.98 -29.89 -29.81 ... -15.17 -15.07\n",
       "Data variables:\n",
       "    slp           (time, yt_ocean, xt_ocean) float32 36MB dask.array&lt;chunksize=(1, 163, 150), meta=np.ndarray&gt;\n",
       "    v_ref         (time, yt_ocean, xt_ocean) float32 36MB dask.array&lt;chunksize=(1, 163, 150), meta=np.ndarray&gt;\n",
       "    u_ref         (time, yt_ocean, xt_ocean) float32 36MB dask.array&lt;chunksize=(1, 163, 150), meta=np.ndarray&gt;\n",
       "    t_ref         (time, yt_ocean, xt_ocean) float32 36MB dask.array&lt;chunksize=(1, 163, 150), meta=np.ndarray&gt;\n",
       "    q_ref         (time, yt_ocean, xt_ocean) float32 36MB dask.array&lt;chunksize=(1, 163, 150), meta=np.ndarray&gt;\n",
       "    wind          (time, yt_ocean, xt_ocean) float32 36MB dask.array&lt;chunksize=(1, 163, 150), meta=np.ndarray&gt;\n",
       "    rh_ref        (time, yt_ocean, xt_ocean) float32 36MB dask.array&lt;chunksize=(1, 163, 150), meta=np.ndarray&gt;\n",
       "    surface_temp  (time, yt_ocean, xt_ocean) float32 36MB dask.array&lt;chunksize=(1, 163, 150), meta=np.ndarray&gt;\n",
       "    u_ocean       (time, yt_ocean, xt_ocean) float32 36MB dask.array&lt;chunksize=(1, 163, 150), meta=np.ndarray&gt;\n",
       "    v_ocean       (time, yt_ocean, xt_ocean) float32 36MB dask.array&lt;chunksize=(1, 163, 150), meta=np.ndarray&gt;\n",
       "    u_relative    (time, yt_ocean, xt_ocean) float32 36MB dask.array&lt;chunksize=(1, 163, 150), meta=np.ndarray&gt;\n",
       "    v_relative    (time, yt_ocean, xt_ocean) float32 36MB dask.array&lt;chunksize=(1, 163, 150), meta=np.ndarray&gt;\n",
       "Attributes:\n",
       "    regrid_method:  bilinear</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-711162f6-a044-4123-9bc9-3087068eb250' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-711162f6-a044-4123-9bc9-3087068eb250' 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>: 365</li><li><span class='xr-has-index'>yt_ocean</span>: 163</li><li><span class='xr-has-index'>xt_ocean</span>: 150</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-9aee3f9e-699d-4caa-aaf6-a699c7539023' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9aee3f9e-699d-4caa-aaf6-a699c7539023' class='xr-section-summary' >Coordinates: <span>(3)</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'>object</div><div class='xr-var-preview xr-preview'>0184-12-31 12:00:00 ... 0185-12-...</div><input id='attrs-5ea67114-58ce-43a9-b773-7d440cd3b2b5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5ea67114-58ce-43a9-b773-7d440cd3b2b5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0d9aa4d3-b796-456e-96db-174375105444' class='xr-var-data-in' type='checkbox'><label for='data-0d9aa4d3-b796-456e-96db-174375105444' 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([cftime.DatetimeJulian(184, 12, 31, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 1, 1, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 1, 2, 12, 0, 0, 0, has_year_zero=False), ...,\n",
       "       cftime.DatetimeJulian(185, 12, 28, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 12, 29, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 12, 30, 12, 0, 0, 0, has_year_zero=False)],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>xt_ocean</span></div><div class='xr-var-dims'>(xt_ocean)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-24.95 -24.85 ... -10.15 -10.05</div><input id='attrs-17901e1c-a7d5-4899-b466-f0a2f3a008c5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-17901e1c-a7d5-4899-b466-f0a2f3a008c5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ce666446-c947-4488-b226-a085b16b06cb' class='xr-var-data-in' type='checkbox'><label for='data-ce666446-c947-4488-b226-a085b16b06cb' 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>cartesian_axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>tcell longitude</dd><dt><span>units :</span></dt><dd>degrees_E</dd></dl></div><div class='xr-var-data'><pre>array([-24.95, -24.85, -24.75, -24.65, -24.55, -24.45, -24.35, -24.25, -24.15,\n",
       "       -24.05, -23.95, -23.85, -23.75, -23.65, -23.55, -23.45, -23.35, -23.25,\n",
       "       -23.15, -23.05, -22.95, -22.85, -22.75, -22.65, -22.55, -22.45, -22.35,\n",
       "       -22.25, -22.15, -22.05, -21.95, -21.85, -21.75, -21.65, -21.55, -21.45,\n",
       "       -21.35, -21.25, -21.15, -21.05, -20.95, -20.85, -20.75, -20.65, -20.55,\n",
       "       -20.45, -20.35, -20.25, -20.15, -20.05, -19.95, -19.85, -19.75, -19.65,\n",
       "       -19.55, -19.45, -19.35, -19.25, -19.15, -19.05, -18.95, -18.85, -18.75,\n",
       "       -18.65, -18.55, -18.45, -18.35, -18.25, -18.15, -18.05, -17.95, -17.85,\n",
       "       -17.75, -17.65, -17.55, -17.45, -17.35, -17.25, -17.15, -17.05, -16.95,\n",
       "       -16.85, -16.75, -16.65, -16.55, -16.45, -16.35, -16.25, -16.15, -16.05,\n",
       "       -15.95, -15.85, -15.75, -15.65, -15.55, -15.45, -15.35, -15.25, -15.15,\n",
       "       -15.05, -14.95, -14.85, -14.75, -14.65, -14.55, -14.45, -14.35, -14.25,\n",
       "       -14.15, -14.05, -13.95, -13.85, -13.75, -13.65, -13.55, -13.45, -13.35,\n",
       "       -13.25, -13.15, -13.05, -12.95, -12.85, -12.75, -12.65, -12.55, -12.45,\n",
       "       -12.35, -12.25, -12.15, -12.05, -11.95, -11.85, -11.75, -11.65, -11.55,\n",
       "       -11.45, -11.35, -11.25, -11.15, -11.05, -10.95, -10.85, -10.75, -10.65,\n",
       "       -10.55, -10.45, -10.35, -10.25, -10.15, -10.05])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>yt_ocean</span></div><div class='xr-var-dims'>(yt_ocean)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-29.98 -29.89 ... -15.17 -15.07</div><input id='attrs-cbf6e2a2-34a2-4be6-8cbc-b8613ada3dcd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cbf6e2a2-34a2-4be6-8cbc-b8613ada3dcd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-462469ce-13a6-4df2-bb9a-77159eb203e9' class='xr-var-data-in' type='checkbox'><label for='data-462469ce-13a6-4df2-bb9a-77159eb203e9' 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>cartesian_axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>tcell latitude</dd><dt><span>units :</span></dt><dd>degrees_N</dd></dl></div><div class='xr-var-data'><pre>array([-29.980157, -29.893499, -29.806766, -29.719958, -29.633074, -29.546116,\n",
       "       -29.459083, -29.371975, -29.284792, -29.197535, -29.110203, -29.022798,\n",
       "       -28.935318, -28.847764, -28.760137, -28.672436, -28.584661, -28.496814,\n",
       "       -28.408893, -28.320899, -28.232832, -28.144692, -28.05648 , -27.968195,\n",
       "       -27.879838, -27.791409, -27.702908, -27.614335, -27.525691, -27.436975,\n",
       "       -27.348187, -27.259328, -27.170399, -27.081398, -26.992326, -26.903184,\n",
       "       -26.813972, -26.724689, -26.635336, -26.545914, -26.456421, -26.366859,\n",
       "       -26.277227, -26.187526, -26.097756, -26.007918, -25.91801 , -25.828033,\n",
       "       -25.737989, -25.647876, -25.557694, -25.467445, -25.377128, -25.286744,\n",
       "       -25.196292, -25.105773, -25.015187, -24.924534, -24.833814, -24.743028,\n",
       "       -24.652175, -24.561257, -24.470272, -24.379221, -24.288105, -24.196924,\n",
       "       -24.105677, -24.014365, -23.922988, -23.831547, -23.740041, -23.64847 ,\n",
       "       -23.556836, -23.465138, -23.373375, -23.28155 , -23.189661, -23.097708,\n",
       "       -23.005693, -22.913615, -22.821475, -22.729272, -22.637006, -22.544679,\n",
       "       -22.45229 , -22.35984 , -22.267328, -22.174755, -22.08212 , -21.989425,\n",
       "       -21.89667 , -21.803854, -21.710978, -21.618041, -21.525045, -21.43199 ,\n",
       "       -21.338875, -21.245701, -21.152468, -21.059176, -20.965826, -20.872418,\n",
       "       -20.778951, -20.685426, -20.591844, -20.498204, -20.404507, -20.310754,\n",
       "       -20.216943, -20.123075, -20.029152, -19.935172, -19.841136, -19.747044,\n",
       "       -19.652897, -19.558695, -19.464437, -19.370125, -19.275758, -19.181337,\n",
       "       -19.086861, -18.992332, -18.897749, -18.803112, -18.708423, -18.61368 ,\n",
       "       -18.518884, -18.424036, -18.329135, -18.234183, -18.139178, -18.044122,\n",
       "       -17.949015, -17.853856, -17.758646, -17.663386, -17.568075, -17.472714,\n",
       "       -17.377303, -17.281843, -17.186332, -17.090773, -16.995164, -16.899507,\n",
       "       -16.803801, -16.708047, -16.612245, -16.516395, -16.420497, -16.324552,\n",
       "       -16.22856 , -16.132521, -16.036436, -15.940304, -15.844126, -15.747902,\n",
       "       -15.651633, -15.555318, -15.458958, -15.362554, -15.266105, -15.169611,\n",
       "       -15.073074])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5c16b530-8dcf-4efe-bfe4-6395af56ba11' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5c16b530-8dcf-4efe-bfe4-6395af56ba11' class='xr-section-summary' >Data variables: <span>(12)</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>slp</span></div><div class='xr-var-dims'>(time, yt_ocean, xt_ocean)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 163, 150), meta=np.ndarray&gt;</div><input id='attrs-3383b7b9-85bb-40ad-a2e6-49a4a6f7b635' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3383b7b9-85bb-40ad-a2e6-49a4a6f7b635' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e7bc126f-31b5-4030-8a82-bc07bf25991b' class='xr-var-data-in' type='checkbox'><label for='data-e7bc126f-31b5-4030-8a82-bc07bf25991b' 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'><table>\n",
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       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 34.04 MiB </td>\n",
       "                        <td> 286.52 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (365, 163, 150) </td>\n",
       "                        <td> (3, 163, 150) </td>\n",
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       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 123 chunks in 21 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
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       "            </table>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v_ref</span></div><div class='xr-var-dims'>(time, yt_ocean, xt_ocean)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 163, 150), meta=np.ndarray&gt;</div><input id='attrs-231e034f-202c-44ee-9ffa-b247fc38bcdc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-231e034f-202c-44ee-9ffa-b247fc38bcdc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d9273e59-72a5-4975-9518-d1db56ea8076' class='xr-var-data-in' type='checkbox'><label for='data-d9273e59-72a5-4975-9518-d1db56ea8076' 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'><table>\n",
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       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 34.04 MiB </td>\n",
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       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>u_ref</span></div><div class='xr-var-dims'>(time, yt_ocean, xt_ocean)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 163, 150), meta=np.ndarray&gt;</div><input id='attrs-6f69291e-c3a6-4ddb-a058-5d60cb0f2a83' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6f69291e-c3a6-4ddb-a058-5d60cb0f2a83' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0b32004b-a654-41b7-b6f3-8b28c7832e0e' class='xr-var-data-in' type='checkbox'><label for='data-0b32004b-a654-41b7-b6f3-8b28c7832e0e' 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'><table>\n",
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       "                <tbody>\n",
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       "                    <tr>\n",
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       "                        <td> 34.04 MiB </td>\n",
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       "        </td>\n",
       "    </tr>\n",
       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v_relative</span></div><div class='xr-var-dims'>(time, yt_ocean, xt_ocean)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 163, 150), meta=np.ndarray&gt;</div><input id='attrs-877ed39d-709b-43ca-8017-d0cc5f0134af' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-877ed39d-709b-43ca-8017-d0cc5f0134af' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8ba113c9-fc79-4a6b-9bc0-6ddc378e65dd' class='xr-var-data-in' type='checkbox'><label for='data-8ba113c9-fc79-4a6b-9bc0-6ddc378e65dd' 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'><table>\n",
       "    <tr>\n",
       "        <td>\n",
       "            <table style=\"border-collapse: collapse;\">\n",
       "                <thead>\n",
       "                    <tr>\n",
       "                        <td> </td>\n",
       "                        <th> Array </th>\n",
       "                        <th> Chunk </th>\n",
       "                    </tr>\n",
       "                </thead>\n",
       "                <tbody>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Bytes </th>\n",
       "                        <td> 34.04 MiB </td>\n",
       "                        <td> 286.52 kiB </td>\n",
       "                    </tr>\n",
       "                    \n",
       "                    <tr>\n",
       "                        <th> Shape </th>\n",
       "                        <td> (365, 163, 150) </td>\n",
       "                        <td> (3, 163, 150) </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 123 chunks in 39 graph layers </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <th> Data type </th>\n",
       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
       "                    </tr>\n",
       "                </tbody>\n",
       "            </table>\n",
       "        </td>\n",
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       "  <text x=\"35.294118\" y=\"108.883159\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,35.294118,108.883159)\">365</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-5aab9b98-960f-49f2-a42e-1f0a84eb766d' class='xr-section-summary-in' type='checkbox'  ><label for='section-5aab9b98-960f-49f2-a42e-1f0a84eb766d' class='xr-section-summary' >Indexes: <span>(3)</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-d6beef5c-9198-4f66-8d7f-7ff53f82d6e3' class='xr-index-data-in' type='checkbox'/><label for='index-d6beef5c-9198-4f66-8d7f-7ff53f82d6e3' 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(CFTimeIndex([0184-12-31 12:00:00, 0185-01-01 12:00:00, 0185-01-02 12:00:00,\n",
       "             0185-01-03 12:00:00, 0185-01-04 12:00:00, 0185-01-05 12:00:00,\n",
       "             0185-01-06 12:00:00, 0185-01-07 12:00:00, 0185-01-08 12:00:00,\n",
       "             0185-01-09 12:00:00,\n",
       "             ...\n",
       "             0185-12-21 12:00:00, 0185-12-22 12:00:00, 0185-12-23 12:00:00,\n",
       "             0185-12-24 12:00:00, 0185-12-25 12:00:00, 0185-12-26 12:00:00,\n",
       "             0185-12-27 12:00:00, 0185-12-28 12:00:00, 0185-12-29 12:00:00,\n",
       "             0185-12-30 12:00:00],\n",
       "            dtype=&#x27;object&#x27;, length=365, calendar=&#x27;julian&#x27;, freq=&#x27;D&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>xt_ocean</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-55c5bdd7-0b25-4a2e-b190-c45d33755124' class='xr-index-data-in' type='checkbox'/><label for='index-55c5bdd7-0b25-4a2e-b190-c45d33755124' 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(Index([-24.950000000004948,  -24.85000000000491, -24.750000000004945,\n",
       "        -24.65000000000491, -24.550000000004943, -24.450000000004906,\n",
       "        -24.35000000000494, -24.250000000004903, -24.150000000004937,\n",
       "         -24.0500000000049,\n",
       "       ...\n",
       "       -10.950000000004838, -10.850000000004805, -10.750000000004839,\n",
       "       -10.650000000004805,  -10.55000000000484, -10.450000000004806,\n",
       "        -10.35000000000484, -10.250000000004807, -10.150000000004841,\n",
       "       -10.050000000004808],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;xt_ocean&#x27;, length=150))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>yt_ocean</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4a8dc82b-db07-4c21-b218-db56d084bb3a' class='xr-index-data-in' type='checkbox'/><label for='index-4a8dc82b-db07-4c21-b218-db56d084bb3a' 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(Index([ -29.98015681018598, -29.893499230101426, -29.806766149847146,\n",
       "       -29.719957878327065,  -29.63307437419011,  -29.54611594764974,\n",
       "        -29.45908255927211,  -29.37197452058372,  -29.28479179406711,\n",
       "       -29.197534692565167,\n",
       "       ...\n",
       "       -15.940303812710189,  -15.84412589220787, -15.747902209967636,\n",
       "       -15.651632857377699, -15.555318242957538, -15.458958459508088,\n",
       "        -15.36255391665811,  -15.26610470860825,  -15.16961124608732,\n",
       "       -15.073073624682506],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;yt_ocean&#x27;, length=163))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-15fd2b03-5b07-45d7-80cc-b2de2645d182' class='xr-section-summary-in' type='checkbox'  checked><label for='section-15fd2b03-5b07-45d7-80cc-b2de2645d182' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>regrid_method :</span></dt><dd>bilinear</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 428MB\n",
       "Dimensions:       (time: 365, yt_ocean: 163, xt_ocean: 150)\n",
       "Coordinates:\n",
       "  * time          (time) object 3kB 0184-12-31 12:00:00 ... 0185-12-30 12:00:00\n",
       "  * xt_ocean      (xt_ocean) float64 1kB -24.95 -24.85 -24.75 ... -10.15 -10.05\n",
       "  * yt_ocean      (yt_ocean) float64 1kB -29.98 -29.89 -29.81 ... -15.17 -15.07\n",
       "Data variables:\n",
       "    slp           (time, yt_ocean, xt_ocean) float32 36MB dask.array<chunksize=(1, 163, 150), meta=np.ndarray>\n",
       "    v_ref         (time, yt_ocean, xt_ocean) float32 36MB dask.array<chunksize=(1, 163, 150), meta=np.ndarray>\n",
       "    u_ref         (time, yt_ocean, xt_ocean) float32 36MB dask.array<chunksize=(1, 163, 150), meta=np.ndarray>\n",
       "    t_ref         (time, yt_ocean, xt_ocean) float32 36MB dask.array<chunksize=(1, 163, 150), meta=np.ndarray>\n",
       "    q_ref         (time, yt_ocean, xt_ocean) float32 36MB dask.array<chunksize=(1, 163, 150), meta=np.ndarray>\n",
       "    wind          (time, yt_ocean, xt_ocean) float32 36MB dask.array<chunksize=(1, 163, 150), meta=np.ndarray>\n",
       "    rh_ref        (time, yt_ocean, xt_ocean) float32 36MB dask.array<chunksize=(1, 163, 150), meta=np.ndarray>\n",
       "    surface_temp  (time, yt_ocean, xt_ocean) float32 36MB dask.array<chunksize=(1, 163, 150), meta=np.ndarray>\n",
       "    u_ocean       (time, yt_ocean, xt_ocean) float32 36MB dask.array<chunksize=(1, 163, 150), meta=np.ndarray>\n",
       "    v_ocean       (time, yt_ocean, xt_ocean) float32 36MB dask.array<chunksize=(1, 163, 150), meta=np.ndarray>\n",
       "    u_relative    (time, yt_ocean, xt_ocean) float32 36MB dask.array<chunksize=(1, 163, 150), meta=np.ndarray>\n",
       "    v_relative    (time, yt_ocean, xt_ocean) float32 36MB dask.array<chunksize=(1, 163, 150), meta=np.ndarray>\n",
       "Attributes:\n",
       "    regrid_method:  bilinear"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds_in = ds_merged.drop(['area_t', 'dxt', 'dyt', 'geolat_t', 'geolon_t', 'ht', 'kmt', 'wet'])\n",
    "\n",
    "ds_temp = ds_in.isel(time=slice(1460,1825)) # increment for each 1 yr\n",
    "ds_lowRes = ds_temp.sel(yt_ocean=slice(-30, -15), xt_ocean=slice(-25, -10)) # South Atlantic\n",
    "ds_lowRes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
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       "            <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
       "            <td style=\"text-align: left;\"><strong>Cluster type:</strong> distributed.LocalCluster</td>\n",
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       "    </div>\n",
       "    <div style=\"margin-left: 48px;\">\n",
       "        <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCluster</h3>\n",
       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">f78dd0f3</p>\n",
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       "                    <strong>Workers:</strong> 4\n",
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       "                    <strong>Total threads:</strong> 8\n",
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       "                    <strong>Total memory:</strong> 64.00 GiB\n",
       "                </td>\n",
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       "            \n",
       "            <tr>\n",
       "    <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
       "    <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
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       "\n",
       "            \n",
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       "            <summary style=\"margin-bottom: 20px;\">\n",
       "                <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
       "            </summary>\n",
       "\n",
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       "                <tr>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Comm:</strong> tcp://127.0.0.1:42321\n",
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       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Workers:</strong> 4\n",
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       "                        <strong>Dashboard:</strong> <a href=\"/user/panalluri/proxy/43731/status\" target=\"_blank\">/user/panalluri/proxy/43731/status</a>\n",
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       "                <tr>\n",
       "                    <td style=\"text-align: left;\">\n",
       "                        <strong>Started:</strong> Just now\n",
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       "                        <strong>Total memory:</strong> 64.00 GiB\n",
       "                    </td>\n",
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       "\n",
       "    <details style=\"margin-left: 48px;\">\n",
       "        <summary style=\"margin-bottom: 20px;\">\n",
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       "        </summary>\n",
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       "        <div style=\"margin-bottom: 20px;\">\n",
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       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:36257\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 2\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/user/panalluri/proxy/37609/status\" target=\"_blank\">/user/panalluri/proxy/37609/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 16.00 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:37115\n",
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       "                        <td style=\"text-align: left;\"></td>\n",
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       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-vc1njfwq\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
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       "            </details>\n",
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       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
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       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 1</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:46557\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 2\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/user/panalluri/proxy/46623/status\" target=\"_blank\">/user/panalluri/proxy/46623/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 16.00 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:42845\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-dzbcjsk0\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 2</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:46801\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 2\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/user/panalluri/proxy/44609/status\" target=\"_blank\">/user/panalluri/proxy/44609/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 16.00 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:36217\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-g29wbsgm\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "        <div style=\"margin-bottom: 20px;\">\n",
       "            <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
       "            <div style=\"margin-left: 48px;\">\n",
       "            <details>\n",
       "                <summary>\n",
       "                    <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 3</h4>\n",
       "                </summary>\n",
       "                <table style=\"width: 100%; text-align: left;\">\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Comm: </strong> tcp://127.0.0.1:41575\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Total threads: </strong> 2\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Dashboard: </strong> <a href=\"/user/panalluri/proxy/43321/status\" target=\"_blank\">/user/panalluri/proxy/43321/status</a>\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Memory: </strong> 16.00 GiB\n",
       "                        </td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td style=\"text-align: left;\">\n",
       "                            <strong>Nanny: </strong> tcp://127.0.0.1:40339\n",
       "                        </td>\n",
       "                        <td style=\"text-align: left;\"></td>\n",
       "                    </tr>\n",
       "                    <tr>\n",
       "                        <td colspan=\"2\" style=\"text-align: left;\">\n",
       "                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-3lcgr10v\n",
       "                        </td>\n",
       "                    </tr>\n",
       "\n",
       "                    \n",
       "\n",
       "                    \n",
       "\n",
       "                </table>\n",
       "            </details>\n",
       "            </div>\n",
       "        </div>\n",
       "        \n",
       "\n",
       "    </details>\n",
       "</div>\n",
       "\n",
       "        </details>\n",
       "    </div>\n",
       "</div>\n",
       "            </details>\n",
       "        \n",
       "\n",
       "    </div>\n",
       "</div>"
      ],
      "text/plain": [
       "<Client: 'tcp://127.0.0.1:42321' processes=4 threads=8, memory=64.00 GiB>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from distributed import LocalCluster, Client\n",
    "cluster = LocalCluster(n_workers=4, threads_per_worker=2) #default: n_workers=4, threads_per_worker=1\n",
    "client = Client(cluster)\n",
    "client"
   ]
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       ".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-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 22MB\n",
       "Dimensions:   (time: 37, yt_ocean: 163, xt_ocean: 150)\n",
       "Coordinates:\n",
       "  * time      (time) object 296B 0184-12-31 12:00:00 ... 0185-12-26 12:00:00\n",
       "  * xt_ocean  (xt_ocean) float64 1kB -24.95 -24.85 -24.75 ... -10.15 -10.05\n",
       "  * yt_ocean  (yt_ocean) float64 1kB -29.98 -29.89 -29.81 ... -15.17 -15.07\n",
       "Data variables:\n",
       "    u_rel     (time, yt_ocean, xt_ocean) float32 4MB 0.01184 -0.01196 ... -8.078\n",
       "    v_rel     (time, yt_ocean, xt_ocean) float32 4MB 0.5748 0.5884 ... 3.359\n",
       "    t_ref     (time, yt_ocean, xt_ocean) float32 4MB 291.9 291.9 ... 294.3 294.3\n",
       "    q_ref     (time, yt_ocean, xt_ocean) float32 4MB 0.01067 0.01066 ... 0.01307\n",
       "    sst       (time, yt_ocean, xt_ocean) float32 4MB 293.5 293.5 ... 295.7 295.7\n",
       "    slp       (time, yt_ocean, xt_ocean) float32 4MB 1.012e+05 ... 1.016e+05</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-fa66b1a2-d645-4ada-9b91-5be1df3d238f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-fa66b1a2-d645-4ada-9b91-5be1df3d238f' 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>: 37</li><li><span class='xr-has-index'>yt_ocean</span>: 163</li><li><span class='xr-has-index'>xt_ocean</span>: 150</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-5cfae376-f45c-4572-9c48-29175a92bbd4' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5cfae376-f45c-4572-9c48-29175a92bbd4' class='xr-section-summary' >Coordinates: <span>(3)</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'>object</div><div class='xr-var-preview xr-preview'>0184-12-31 12:00:00 ... 0185-12-...</div><input id='attrs-f72e6716-48b7-410b-ba4b-548a2e5264d3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f72e6716-48b7-410b-ba4b-548a2e5264d3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0d13caf4-8009-44e9-acaf-814f3522272d' class='xr-var-data-in' type='checkbox'><label for='data-0d13caf4-8009-44e9-acaf-814f3522272d' 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([cftime.DatetimeJulian(184, 12, 31, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 1, 10, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 1, 20, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 1, 30, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 2, 9, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 2, 19, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 3, 1, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 3, 11, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 3, 21, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 3, 31, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 4, 10, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 4, 20, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 4, 30, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 5, 10, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 5, 20, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 5, 30, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 6, 9, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 6, 19, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 6, 29, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 7, 9, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 7, 19, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 7, 29, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 8, 8, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 8, 18, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 8, 28, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 9, 7, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 9, 17, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 9, 27, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 10, 7, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 10, 17, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 10, 27, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 11, 6, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 11, 16, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 11, 26, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 12, 6, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 12, 16, 12, 0, 0, 0, has_year_zero=False),\n",
       "       cftime.DatetimeJulian(185, 12, 26, 12, 0, 0, 0, has_year_zero=False)],\n",
       "      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>xt_ocean</span></div><div class='xr-var-dims'>(xt_ocean)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-24.95 -24.85 ... -10.15 -10.05</div><input id='attrs-1b5b6ff6-a355-4c72-b8b5-db0d8b32ab29' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1b5b6ff6-a355-4c72-b8b5-db0d8b32ab29' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a8ea2810-997b-444f-a280-b57158592dd8' class='xr-var-data-in' type='checkbox'><label for='data-a8ea2810-997b-444f-a280-b57158592dd8' 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>cartesian_axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>tcell longitude</dd><dt><span>units :</span></dt><dd>degrees_E</dd></dl></div><div class='xr-var-data'><pre>array([-24.95, -24.85, -24.75, -24.65, -24.55, -24.45, -24.35, -24.25, -24.15,\n",
       "       -24.05, -23.95, -23.85, -23.75, -23.65, -23.55, -23.45, -23.35, -23.25,\n",
       "       -23.15, -23.05, -22.95, -22.85, -22.75, -22.65, -22.55, -22.45, -22.35,\n",
       "       -22.25, -22.15, -22.05, -21.95, -21.85, -21.75, -21.65, -21.55, -21.45,\n",
       "       -21.35, -21.25, -21.15, -21.05, -20.95, -20.85, -20.75, -20.65, -20.55,\n",
       "       -20.45, -20.35, -20.25, -20.15, -20.05, -19.95, -19.85, -19.75, -19.65,\n",
       "       -19.55, -19.45, -19.35, -19.25, -19.15, -19.05, -18.95, -18.85, -18.75,\n",
       "       -18.65, -18.55, -18.45, -18.35, -18.25, -18.15, -18.05, -17.95, -17.85,\n",
       "       -17.75, -17.65, -17.55, -17.45, -17.35, -17.25, -17.15, -17.05, -16.95,\n",
       "       -16.85, -16.75, -16.65, -16.55, -16.45, -16.35, -16.25, -16.15, -16.05,\n",
       "       -15.95, -15.85, -15.75, -15.65, -15.55, -15.45, -15.35, -15.25, -15.15,\n",
       "       -15.05, -14.95, -14.85, -14.75, -14.65, -14.55, -14.45, -14.35, -14.25,\n",
       "       -14.15, -14.05, -13.95, -13.85, -13.75, -13.65, -13.55, -13.45, -13.35,\n",
       "       -13.25, -13.15, -13.05, -12.95, -12.85, -12.75, -12.65, -12.55, -12.45,\n",
       "       -12.35, -12.25, -12.15, -12.05, -11.95, -11.85, -11.75, -11.65, -11.55,\n",
       "       -11.45, -11.35, -11.25, -11.15, -11.05, -10.95, -10.85, -10.75, -10.65,\n",
       "       -10.55, -10.45, -10.35, -10.25, -10.15, -10.05])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>yt_ocean</span></div><div class='xr-var-dims'>(yt_ocean)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-29.98 -29.89 ... -15.17 -15.07</div><input id='attrs-fe830ae8-2d98-430f-aea1-68fa5640d056' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fe830ae8-2d98-430f-aea1-68fa5640d056' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9b14d691-9670-4527-a898-03c12f0803f9' class='xr-var-data-in' type='checkbox'><label for='data-9b14d691-9670-4527-a898-03c12f0803f9' 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>cartesian_axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>tcell latitude</dd><dt><span>units :</span></dt><dd>degrees_N</dd></dl></div><div class='xr-var-data'><pre>array([-29.980157, -29.893499, -29.806766, -29.719958, -29.633074, -29.546116,\n",
       "       -29.459083, -29.371975, -29.284792, -29.197535, -29.110203, -29.022798,\n",
       "       -28.935318, -28.847764, -28.760137, -28.672436, -28.584661, -28.496814,\n",
       "       -28.408893, -28.320899, -28.232832, -28.144692, -28.05648 , -27.968195,\n",
       "       -27.879838, -27.791409, -27.702908, -27.614335, -27.525691, -27.436975,\n",
       "       -27.348187, -27.259328, -27.170399, -27.081398, -26.992326, -26.903184,\n",
       "       -26.813972, -26.724689, -26.635336, -26.545914, -26.456421, -26.366859,\n",
       "       -26.277227, -26.187526, -26.097756, -26.007918, -25.91801 , -25.828033,\n",
       "       -25.737989, -25.647876, -25.557694, -25.467445, -25.377128, -25.286744,\n",
       "       -25.196292, -25.105773, -25.015187, -24.924534, -24.833814, -24.743028,\n",
       "       -24.652175, -24.561257, -24.470272, -24.379221, -24.288105, -24.196924,\n",
       "       -24.105677, -24.014365, -23.922988, -23.831547, -23.740041, -23.64847 ,\n",
       "       -23.556836, -23.465138, -23.373375, -23.28155 , -23.189661, -23.097708,\n",
       "       -23.005693, -22.913615, -22.821475, -22.729272, -22.637006, -22.544679,\n",
       "       -22.45229 , -22.35984 , -22.267328, -22.174755, -22.08212 , -21.989425,\n",
       "       -21.89667 , -21.803854, -21.710978, -21.618041, -21.525045, -21.43199 ,\n",
       "       -21.338875, -21.245701, -21.152468, -21.059176, -20.965826, -20.872418,\n",
       "       -20.778951, -20.685426, -20.591844, -20.498204, -20.404507, -20.310754,\n",
       "       -20.216943, -20.123075, -20.029152, -19.935172, -19.841136, -19.747044,\n",
       "       -19.652897, -19.558695, -19.464437, -19.370125, -19.275758, -19.181337,\n",
       "       -19.086861, -18.992332, -18.897749, -18.803112, -18.708423, -18.61368 ,\n",
       "       -18.518884, -18.424036, -18.329135, -18.234183, -18.139178, -18.044122,\n",
       "       -17.949015, -17.853856, -17.758646, -17.663386, -17.568075, -17.472714,\n",
       "       -17.377303, -17.281843, -17.186332, -17.090773, -16.995164, -16.899507,\n",
       "       -16.803801, -16.708047, -16.612245, -16.516395, -16.420497, -16.324552,\n",
       "       -16.22856 , -16.132521, -16.036436, -15.940304, -15.844126, -15.747902,\n",
       "       -15.651633, -15.555318, -15.458958, -15.362554, -15.266105, -15.169611,\n",
       "       -15.073074])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-cc038f37-5523-4a65-9940-6f45105b24cb' class='xr-section-summary-in' type='checkbox'  checked><label for='section-cc038f37-5523-4a65-9940-6f45105b24cb' class='xr-section-summary' >Data variables: <span>(6)</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>u_rel</span></div><div class='xr-var-dims'>(time, yt_ocean, xt_ocean)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.01184 -0.01196 ... -8.071 -8.078</div><input id='attrs-021e4649-2601-45f3-acfd-30d1cf59dddf' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-021e4649-2601-45f3-acfd-30d1cf59dddf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-87ec4e14-6644-4560-9186-22db272f8b4a' class='xr-var-data-in' type='checkbox'><label for='data-87ec4e14-6644-4560-9186-22db272f8b4a' 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([[[ 0.01184135, -0.01196321, -0.02422842, ...,  3.9485037 ,\n",
       "          3.9026103 ,  3.8513293 ],\n",
       "        [-0.14254338, -0.1504292 , -0.14776297, ...,  3.8843749 ,\n",
       "          3.834754  ,  3.7821624 ],\n",
       "        [-0.2658553 , -0.26540783, -0.2584429 , ...,  3.80637   ,\n",
       "          3.7509837 ,  3.7037296 ],\n",
       "        ...,\n",
       "        [-5.254735  , -5.2498946 , -5.241571  , ..., -5.921609  ,\n",
       "         -5.9184494 , -5.9206786 ],\n",
       "        [-5.285526  , -5.2804027 , -5.270471  , ..., -5.9409747 ,\n",
       "         -5.926331  , -5.9214    ],\n",
       "        [-5.313471  , -5.3057485 , -5.294647  , ..., -5.9700303 ,\n",
       "         -5.947032  , -5.9289484 ]],\n",
       "\n",
       "       [[ 1.7069998 ,  1.6898017 ,  1.6797388 , ...,  4.530687  ,\n",
       "          4.475558  ,  4.420179  ],\n",
       "        [ 1.6851213 ,  1.6898037 ,  1.7033668 , ...,  4.4143515 ,\n",
       "          4.367146  ,  4.3189363 ],\n",
       "        [ 1.7297963 ,  1.7457368 ,  1.7685251 , ...,  4.2925344 ,\n",
       "          4.2528973 ,  4.2119055 ],\n",
       "...\n",
       "        [-5.2668896 , -5.2861    , -5.3082657 , ..., -5.7064395 ,\n",
       "         -5.7322707 , -5.764603  ],\n",
       "        [-5.265844  , -5.2861357 , -5.304016  , ..., -5.7022753 ,\n",
       "         -5.728022  , -5.75726   ],\n",
       "        [-5.309313  , -5.3231983 , -5.3349986 , ..., -5.7076993 ,\n",
       "         -5.7369957 , -5.7669964 ]],\n",
       "\n",
       "       [[ 4.1442823 ,  4.205761  ,  4.2749977 , ...,  1.0705535 ,\n",
       "          1.0178065 ,  0.9646335 ],\n",
       "        [ 4.226945  ,  4.2786374 ,  4.3355155 , ...,  0.9183098 ,\n",
       "          0.8599597 ,  0.80166614],\n",
       "        [ 4.2895045 ,  4.3274326 ,  4.3683395 , ...,  0.7420512 ,\n",
       "          0.68054175,  0.61890155],\n",
       "        ...,\n",
       "        [-7.804519  , -7.8297615 , -7.8652654 , ..., -8.198287  ,\n",
       "         -8.202733  , -8.20497   ],\n",
       "        [-7.868332  , -7.8899255 , -7.915766  , ..., -8.134455  ,\n",
       "         -8.140018  , -8.143581  ],\n",
       "        [-7.9069943 , -7.9264665 , -7.9474554 , ..., -8.066083  ,\n",
       "         -8.071396  , -8.078177  ]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v_rel</span></div><div class='xr-var-dims'>(time, yt_ocean, xt_ocean)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.5748 0.5884 ... 3.356 3.359</div><input id='attrs-182bfa5c-a8aa-4426-9e90-bc1a793ad843' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-182bfa5c-a8aa-4426-9e90-bc1a793ad843' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-17464bf8-996a-46c3-98ab-79e5df0c2f9c' class='xr-var-data-in' type='checkbox'><label for='data-17464bf8-996a-46c3-98ab-79e5df0c2f9c' 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([[[ 0.5748091 ,  0.5884347 ,  0.6066055 , ..., -6.8581476 ,\n",
       "         -6.813373  , -6.7677355 ],\n",
       "        [ 0.591732  ,  0.60342366,  0.6170232 , ..., -6.808335  ,\n",
       "         -6.745657  , -6.685791  ],\n",
       "        [ 0.59521234,  0.6054484 ,  0.61761725, ..., -6.748748  ,\n",
       "         -6.6730413 , -6.6070423 ],\n",
       "        ...,\n",
       "        [-1.5198895 , -1.4913508 , -1.469579  , ...,  3.3629827 ,\n",
       "          3.33955   ,  3.3095253 ],\n",
       "        [-1.4686747 , -1.4426931 , -1.4175347 , ...,  3.3347352 ,\n",
       "          3.3204236 ,  3.2947528 ],\n",
       "        [-1.4167143 , -1.394271  , -1.3631109 , ...,  3.2949712 ,\n",
       "          3.2860107 ,  3.2690632 ]],\n",
       "\n",
       "       [[ 1.6234026 ,  1.641667  ,  1.658168  , ..., -2.26178   ,\n",
       "         -2.328938  , -2.391306  ],\n",
       "        [ 1.6061517 ,  1.6157393 ,  1.6187221 , ..., -2.2488456 ,\n",
       "         -2.3116689 , -2.3691194 ],\n",
       "        [ 1.5641618 ,  1.5635104 ,  1.5585659 , ..., -2.239508  ,\n",
       "         -2.2981882 , -2.3521595 ],\n",
       "...\n",
       "        [-0.39240503, -0.32345894, -0.2604434 , ...,  1.6018342 ,\n",
       "          1.6101389 ,  1.6050241 ],\n",
       "        [-0.36193454, -0.29019332, -0.2435075 , ...,  1.6069846 ,\n",
       "          1.6235089 ,  1.625566  ],\n",
       "        [-0.32304248, -0.26138043, -0.22196348, ...,  1.624097  ,\n",
       "          1.6453023 ,  1.6511631 ]],\n",
       "\n",
       "       [[-4.3344183 , -4.354165  , -4.375083  , ..., -3.4092498 ,\n",
       "         -3.3715367 , -3.3351452 ],\n",
       "        [-4.47965   , -4.4890094 , -4.498629  , ..., -3.336504  ,\n",
       "         -3.2959642 , -3.26053   ],\n",
       "        [-4.6261287 , -4.6231217 , -4.618551  , ..., -3.2597897 ,\n",
       "         -3.2193172 , -3.1848145 ],\n",
       "        ...,\n",
       "        [ 1.5317389 ,  1.5334588 ,  1.5640647 , ...,  3.427915  ,\n",
       "          3.419164  ,  3.4157686 ],\n",
       "        [ 1.5859569 ,  1.5976415 ,  1.6246225 , ...,  3.3966494 ,\n",
       "          3.3876767 ,  3.3867917 ],\n",
       "        [ 1.6317633 ,  1.6443187 ,  1.6653149 , ...,  3.3644907 ,\n",
       "          3.3564532 ,  3.3588195 ]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>t_ref</span></div><div class='xr-var-dims'>(time, yt_ocean, xt_ocean)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>291.9 291.9 291.8 ... 294.3 294.3</div><input id='attrs-e3bf2295-9b04-4b90-b404-2617702179a5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e3bf2295-9b04-4b90-b404-2617702179a5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f48c30b2-bd7a-4db9-a1be-295966eb0390' class='xr-var-data-in' type='checkbox'><label for='data-f48c30b2-bd7a-4db9-a1be-295966eb0390' 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([[[291.87677, 291.85812, 291.8395 , ..., 294.03687, 294.0298 ,\n",
       "         294.0227 ],\n",
       "        [291.83154, 291.81296, 291.79443, ..., 294.032  , 294.0258 ,\n",
       "         294.01956],\n",
       "        [291.78625, 291.76776, 291.74933, ..., 294.02716, 294.0218 ,\n",
       "         294.01642],\n",
       "        ...,\n",
       "        [296.21802, 296.2118 , 296.20557, ..., 294.50052, 294.49286,\n",
       "         294.48517],\n",
       "        [296.22952, 296.22406, 296.2186 , ..., 294.53558, 294.52814,\n",
       "         294.52072],\n",
       "        [296.24313, 296.23834, 296.23352, ..., 294.5701 , 294.56287,\n",
       "         294.55563]],\n",
       "\n",
       "       [[292.8275 , 292.82916, 292.83078, ..., 294.83817, 294.7845 ,\n",
       "         294.73083],\n",
       "        [292.8741 , 292.87793, 292.88168, ..., 294.84396, 294.79272,\n",
       "         294.74146],\n",
       "        [292.92078, 292.92673, 292.93265, ..., 294.84976, 294.80093,\n",
       "         294.7521 ],\n",
       "...\n",
       "        [295.19315, 295.193  , 295.19287, ..., 294.27896, 294.27054,\n",
       "         294.26212],\n",
       "        [295.19125, 295.19156, 295.19186, ..., 294.3023 , 294.29535,\n",
       "         294.2884 ],\n",
       "        [295.1897 , 295.19025, 295.1908 , ..., 294.32288, 294.31766,\n",
       "         294.3124 ]],\n",
       "\n",
       "       [[293.14835, 293.14813, 293.14786, ..., 291.78006, 291.76337,\n",
       "         291.7467 ],\n",
       "        [293.20438, 293.20645, 293.20847, ..., 291.7908 , 291.77332,\n",
       "         291.7558 ],\n",
       "        [293.26044, 293.26483, 293.26913, ..., 291.80154, 291.78323,\n",
       "         291.76492],\n",
       "        ...,\n",
       "        [295.61115, 295.6015 , 295.59192, ..., 294.27588, 294.26093,\n",
       "         294.24594],\n",
       "        [295.61597, 295.60544, 295.59488, ..., 294.3041 , 294.28845,\n",
       "         294.27283],\n",
       "        [295.6231 , 295.61185, 295.60056, ..., 294.33057, 294.31436,\n",
       "         294.29816]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q_ref</span></div><div class='xr-var-dims'>(time, yt_ocean, xt_ocean)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.01067 0.01066 ... 0.01308 0.01307</div><input id='attrs-c6003de5-f3f3-483f-825d-dfbdbbc38551' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c6003de5-f3f3-483f-825d-dfbdbbc38551' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-539b3447-fa56-4b73-a979-6dd0ddcd6ef3' class='xr-var-data-in' type='checkbox'><label for='data-539b3447-fa56-4b73-a979-6dd0ddcd6ef3' 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([[[0.01066599, 0.0106614 , 0.0106568 , ..., 0.01361293,\n",
       "         0.01349758, 0.01338227],\n",
       "        [0.0106695 , 0.01066887, 0.01066822, ..., 0.01355476,\n",
       "         0.01344015, 0.01332559],\n",
       "        [0.01067301, 0.01067634, 0.01067964, ..., 0.01349653,\n",
       "         0.01338266, 0.01326885],\n",
       "        ...,\n",
       "        [0.01406547, 0.01398553, 0.01390557, ..., 0.01333929,\n",
       "         0.01335975, 0.01338018],\n",
       "        [0.01411843, 0.01403994, 0.01396143, ..., 0.01340071,\n",
       "         0.01341835, 0.01343596],\n",
       "        [0.01417158, 0.01409532, 0.01401903, ..., 0.0134603 ,\n",
       "         0.01347449, 0.01348866]],\n",
       "\n",
       "       [[0.01184847, 0.01185624, 0.01186398, ..., 0.01410045,\n",
       "         0.01414044, 0.01418041],\n",
       "        [0.01188109, 0.01188823, 0.01189534, ..., 0.01410195,\n",
       "         0.01413371, 0.01416546],\n",
       "        [0.01191373, 0.01192024, 0.01192674, ..., 0.01410346,\n",
       "         0.01412698, 0.01415049],\n",
       "...\n",
       "        [0.01375175, 0.01377662, 0.01380152, ..., 0.01358015,\n",
       "         0.01355357, 0.01352701],\n",
       "        [0.01371849, 0.01374211, 0.01376575, ..., 0.01353462,\n",
       "         0.01350866, 0.01348272],\n",
       "        [0.01369132, 0.01371342, 0.01373553, ..., 0.0134837 ,\n",
       "         0.0134585 , 0.01343331]],\n",
       "\n",
       "       [[0.01317067, 0.0131276 , 0.01308461, ..., 0.00850313,\n",
       "         0.0084839 , 0.0084647 ],\n",
       "        [0.01311127, 0.0130599 , 0.01300861, ..., 0.00847696,\n",
       "         0.00845933, 0.00844173],\n",
       "        [0.01305181, 0.01299213, 0.01293253, ..., 0.00845078,\n",
       "         0.00843475, 0.00841874],\n",
       "        ...,\n",
       "        [0.01352709, 0.01351983, 0.01351247, ..., 0.01301483,\n",
       "         0.01300094, 0.01298704],\n",
       "        [0.01365751, 0.01365038, 0.01364319, ..., 0.01305076,\n",
       "         0.01303923, 0.01302769],\n",
       "        [0.01378162, 0.01377334, 0.01376499, ..., 0.01308588,\n",
       "         0.01307702, 0.01306815]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sst</span></div><div class='xr-var-dims'>(time, yt_ocean, xt_ocean)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>293.5 293.5 293.6 ... 295.7 295.7</div><input id='attrs-ef2205ae-ed2c-49fd-8379-5ac38bb99444' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ef2205ae-ed2c-49fd-8379-5ac38bb99444' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1e91c006-4306-463e-8491-0de867ef3dfd' class='xr-var-data-in' type='checkbox'><label for='data-1e91c006-4306-463e-8491-0de867ef3dfd' 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([[[293.46893, 293.48892, 293.58798, ..., 294.61868, 294.64258,\n",
       "         294.62463],\n",
       "        [293.76193, 293.79288, 293.8613 , ..., 294.52536, 294.46252,\n",
       "         294.40875],\n",
       "        [293.96304, 293.98773, 294.05554, ..., 294.31793, 294.24585,\n",
       "         294.23856],\n",
       "        ...,\n",
       "        [297.33987, 297.33615, 297.31183, ..., 295.76468, 295.76828,\n",
       "         295.77368],\n",
       "        [297.3573 , 297.34955, 297.32513, ..., 295.80072, 295.8108 ,\n",
       "         295.8021 ],\n",
       "        [297.3584 , 297.3496 , 297.32892, ..., 295.82086, 295.8383 ,\n",
       "         295.8473 ]],\n",
       "\n",
       "       [[293.85828, 293.9824 , 294.08832, ..., 295.56232, 295.38422,\n",
       "         295.08762],\n",
       "        [294.3444 , 294.51605, 294.61365, ..., 295.49677, 295.28156,\n",
       "         295.02313],\n",
       "        [294.75327, 294.79758, 294.803  , ..., 295.50513, 295.309  ,\n",
       "         295.08472],\n",
       "...\n",
       "        [296.31348, 296.34717, 296.377  , ..., 295.90146, 295.89053,\n",
       "         295.8253 ],\n",
       "        [296.34424, 296.36374, 296.40485, ..., 295.89938, 295.9011 ,\n",
       "         295.88058],\n",
       "        [296.36215, 296.38474, 296.4366 , ..., 295.83902, 295.8609 ,\n",
       "         295.87866]],\n",
       "\n",
       "       [[293.7473 , 293.77716, 293.84598, ..., 293.72766, 293.73322,\n",
       "         293.75558],\n",
       "        [293.79465, 293.8433 , 293.90292, ..., 293.6842 , 293.7033 ,\n",
       "         293.73242],\n",
       "        [293.75854, 293.79785, 293.85718, ..., 293.77676, 293.80536,\n",
       "         293.78824],\n",
       "        ...,\n",
       "        [296.86102, 296.88434, 296.92035, ..., 295.80017, 295.7952 ,\n",
       "         295.80408],\n",
       "        [296.91357, 296.98767, 297.005  , ..., 295.78415, 295.71136,\n",
       "         295.68015],\n",
       "        [297.04678, 297.04257, 297.023  , ..., 295.7473 , 295.6867 ,\n",
       "         295.66187]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>slp</span></div><div class='xr-var-dims'>(time, yt_ocean, xt_ocean)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.012e+05 1.012e+05 ... 1.016e+05</div><input id='attrs-862c4ea6-0e72-4a5d-8a66-6b1da19c9d46' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-862c4ea6-0e72-4a5d-8a66-6b1da19c9d46' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3b3f78af-594c-45de-8ea9-202f55f7e13c' class='xr-var-data-in' type='checkbox'><label for='data-3b3f78af-594c-45de-8ea9-202f55f7e13c' 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([[[101170.9  , 101171.52 , 101172.16 , ..., 101473.03 ,\n",
       "         101479.195, 101485.35 ],\n",
       "        [101170.4  , 101171.01 , 101171.61 , ..., 101480.29 ,\n",
       "         101486.33 , 101492.35 ],\n",
       "        [101169.9  , 101170.484, 101171.08 , ..., 101487.56 ,\n",
       "         101493.46 , 101499.37 ],\n",
       "        ...,\n",
       "        [101318.44 , 101320.99 , 101323.54 , ..., 101361.58 ,\n",
       "         101360.9  , 101360.23 ],\n",
       "        [101315.53 , 101318.06 , 101320.61 , ..., 101356.375,\n",
       "         101355.734, 101355.09 ],\n",
       "        [101312.625, 101315.14 , 101317.67 , ..., 101351.16 ,\n",
       "         101350.56 , 101349.97 ]],\n",
       "\n",
       "       [[101637.625, 101637.266, 101636.914, ..., 101722.64 ,\n",
       "         101724.016, 101725.39 ],\n",
       "        [101639.02 , 101638.66 , 101638.3  , ..., 101727.586,\n",
       "         101728.93 , 101730.266],\n",
       "        [101640.43 , 101640.055, 101639.664, ..., 101732.55 ,\n",
       "         101733.85 , 101735.15 ],\n",
       "...\n",
       "        [101281.49 , 101281.99 , 101282.49 , ..., 101331.89 ,\n",
       "         101332.41 , 101332.914],\n",
       "        [101278.92 , 101279.44 , 101279.95 , ..., 101328.14 ,\n",
       "         101328.63 , 101329.12 ],\n",
       "        [101276.35 , 101276.88 , 101277.42 , ..., 101324.5  ,\n",
       "         101324.95 , 101325.41 ]],\n",
       "\n",
       "       [[101877.28 , 101881.01 , 101884.73 , ..., 102447.57 ,\n",
       "         102450.195, 102452.82 ],\n",
       "        [101883.86 , 101887.586, 101891.305, ..., 102448.81 ,\n",
       "         102451.39 , 102453.97 ],\n",
       "        [101890.445, 101894.17 , 101897.89 , ..., 102450.07 ,\n",
       "         102452.586, 102455.1  ],\n",
       "        ...,\n",
       "        [101564.21 , 101565.03 , 101565.86 , ..., 101607.34 ,\n",
       "         101606.99 , 101606.63 ],\n",
       "        [101559.055, 101559.92 , 101560.8  , ..., 101601.44 ,\n",
       "         101601.086, 101600.734],\n",
       "        [101553.88 , 101554.81 , 101555.76 , ..., 101595.586,\n",
       "         101595.234, 101594.88 ]]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-41b40a01-54f9-45f5-88b6-e0fca4d87f01' class='xr-section-summary-in' type='checkbox'  ><label for='section-41b40a01-54f9-45f5-88b6-e0fca4d87f01' class='xr-section-summary' >Indexes: <span>(3)</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-9b34cc82-db2c-416c-8999-546e20b8f032' class='xr-index-data-in' type='checkbox'/><label for='index-9b34cc82-db2c-416c-8999-546e20b8f032' 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(CFTimeIndex([0184-12-31 12:00:00, 0185-01-10 12:00:00, 0185-01-20 12:00:00,\n",
       "             0185-01-30 12:00:00, 0185-02-09 12:00:00, 0185-02-19 12:00:00,\n",
       "             0185-03-01 12:00:00, 0185-03-11 12:00:00, 0185-03-21 12:00:00,\n",
       "             0185-03-31 12:00:00, 0185-04-10 12:00:00, 0185-04-20 12:00:00,\n",
       "             0185-04-30 12:00:00, 0185-05-10 12:00:00, 0185-05-20 12:00:00,\n",
       "             0185-05-30 12:00:00, 0185-06-09 12:00:00, 0185-06-19 12:00:00,\n",
       "             0185-06-29 12:00:00, 0185-07-09 12:00:00, 0185-07-19 12:00:00,\n",
       "             0185-07-29 12:00:00, 0185-08-08 12:00:00, 0185-08-18 12:00:00,\n",
       "             0185-08-28 12:00:00, 0185-09-07 12:00:00, 0185-09-17 12:00:00,\n",
       "             0185-09-27 12:00:00, 0185-10-07 12:00:00, 0185-10-17 12:00:00,\n",
       "             0185-10-27 12:00:00, 0185-11-06 12:00:00, 0185-11-16 12:00:00,\n",
       "             0185-11-26 12:00:00, 0185-12-06 12:00:00, 0185-12-16 12:00:00,\n",
       "             0185-12-26 12:00:00],\n",
       "            dtype=&#x27;object&#x27;, length=37, calendar=&#x27;julian&#x27;, freq=&#x27;10D&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>xt_ocean</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-3891e6e0-fe79-4f0b-b11a-b763e4779712' class='xr-index-data-in' type='checkbox'/><label for='index-3891e6e0-fe79-4f0b-b11a-b763e4779712' 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(Index([-24.950000000004948,  -24.85000000000491, -24.750000000004945,\n",
       "        -24.65000000000491, -24.550000000004943, -24.450000000004906,\n",
       "        -24.35000000000494, -24.250000000004903, -24.150000000004937,\n",
       "         -24.0500000000049,\n",
       "       ...\n",
       "       -10.950000000004838, -10.850000000004805, -10.750000000004839,\n",
       "       -10.650000000004805,  -10.55000000000484, -10.450000000004806,\n",
       "        -10.35000000000484, -10.250000000004807, -10.150000000004841,\n",
       "       -10.050000000004808],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;xt_ocean&#x27;, length=150))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>yt_ocean</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-9d188f23-9615-48bc-a50f-dd272e1b1fe0' class='xr-index-data-in' type='checkbox'/><label for='index-9d188f23-9615-48bc-a50f-dd272e1b1fe0' 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(Index([ -29.98015681018598, -29.893499230101426, -29.806766149847146,\n",
       "       -29.719957878327065,  -29.63307437419011,  -29.54611594764974,\n",
       "        -29.45908255927211,  -29.37197452058372,  -29.28479179406711,\n",
       "       -29.197534692565167,\n",
       "       ...\n",
       "       -15.940303812710189,  -15.84412589220787, -15.747902209967636,\n",
       "       -15.651632857377699, -15.555318242957538, -15.458958459508088,\n",
       "        -15.36255391665811,  -15.26610470860825,  -15.16961124608732,\n",
       "       -15.073073624682506],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;yt_ocean&#x27;, length=163))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-061c480d-33f8-4f61-af72-ba13a5f2e5bb' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-061c480d-33f8-4f61-af72-ba13a5f2e5bb' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 22MB\n",
       "Dimensions:   (time: 37, yt_ocean: 163, xt_ocean: 150)\n",
       "Coordinates:\n",
       "  * time      (time) object 296B 0184-12-31 12:00:00 ... 0185-12-26 12:00:00\n",
       "  * xt_ocean  (xt_ocean) float64 1kB -24.95 -24.85 -24.75 ... -10.15 -10.05\n",
       "  * yt_ocean  (yt_ocean) float64 1kB -29.98 -29.89 -29.81 ... -15.17 -15.07\n",
       "Data variables:\n",
       "    u_rel     (time, yt_ocean, xt_ocean) float32 4MB 0.01184 -0.01196 ... -8.078\n",
       "    v_rel     (time, yt_ocean, xt_ocean) float32 4MB 0.5748 0.5884 ... 3.359\n",
       "    t_ref     (time, yt_ocean, xt_ocean) float32 4MB 291.9 291.9 ... 294.3 294.3\n",
       "    q_ref     (time, yt_ocean, xt_ocean) float32 4MB 0.01067 0.01066 ... 0.01307\n",
       "    sst       (time, yt_ocean, xt_ocean) float32 4MB 293.5 293.5 ... 295.7 295.7\n",
       "    slp       (time, yt_ocean, xt_ocean) float32 4MB 1.012e+05 ... 1.016e+05"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Set number of time samples\n",
    "time_training = ds_lowRes['time'][::10]\n",
    "time_len = len(time_training)\n",
    "\n",
    "# Define the dimensions\n",
    "xt_len = len(ds_lowRes.xt_ocean) \n",
    "yt_len = len(ds_lowRes.yt_ocean) \n",
    "\n",
    "# Extract needed data\n",
    "urel_data = ds_lowRes.u_relative.sel(time=time_training).values\n",
    "vrel_data = ds_lowRes.v_relative.sel(time=time_training).values\n",
    "sst_data = ds_lowRes.surface_temp.sel(time=time_training).values\n",
    "tref_data = ds_lowRes.t_ref.sel(time=time_training).values\n",
    "qref_data = ds_lowRes.q_ref.sel(time=time_training).values\n",
    "slp_data = ds_lowRes.slp.sel(time=time_training).values\n",
    "\n",
    "# Define coordinates\n",
    "xt_ocean = ds_lowRes.xt_ocean\n",
    "yt_ocean = ds_lowRes.yt_ocean\n",
    "\n",
    "# Preallocate the Dataset\n",
    "ds_training = xr.Dataset(\n",
    "    {\n",
    "        'u_rel': (['time', 'yt_ocean', 'xt_ocean'], urel_data),  # Preallocated NaN array\n",
    "        'v_rel': (['time', 'yt_ocean', 'xt_ocean'], vrel_data),      \n",
    "        't_ref': (['time', 'yt_ocean', 'xt_ocean'], tref_data),\n",
    "        'q_ref': (['time', 'yt_ocean', 'xt_ocean'], qref_data),\n",
    "        'sst': (['time', 'yt_ocean', 'xt_ocean'], sst_data),\n",
    "        'slp': (['time', 'yt_ocean', 'xt_ocean'], slp_data)\n",
    "    },\n",
    "    coords={\n",
    "        'time': time_training,\n",
    "        'xt_ocean': xt_ocean,\n",
    "        'yt_ocean': yt_ocean\n",
    "    }\n",
    ")\n",
    "\n",
    "ds_training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "58ec81d6-1277-4404-9521-770fbf187c8f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<xarray.backends.zarr.ZarrStore at 0x7c971971a1c0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# save to bucket\n",
    "ds_training.to_zarr(\"gs://leap-persistent/panalluri/ds_HR_southAtlantic_every10TimeSteps_yr5.zarr\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bda01ada-11bd-4413-8595-63cc38f83155",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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