XGCM_example.ipynb

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     "text": [
      "Once deleted, variables cannot be recovered. Proceed (y/[n])?  y\n"
     ]
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   "source": [
    "%reset\n",
    "%matplotlib inline\n",
    "\n",
    "import netCDF4 as nc\n",
    "import numpy as np\n",
    "import xarray as xr\n",
    "from xgcm import Grid\n",
    "import matplotlib.pyplot as plt"
   ]
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   "cell_type": "markdown",
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   "source": [
    "## This notebook shows a basic example of using the XGCM Grid feature\n",
    "## Full documentation located here: https://xgcm.readthedocs.io/en/latest/grids.html"
   ]
  },
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   "cell_type": "code",
   "execution_count": 51,
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    {
     "name": "stdout",
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     "text": [
      "/glade/p/univ/unyu0004/neerajab/NeverWorld2\n",
      "/glade/p/univ/unyu0004/eyankovsky/NeverWorld_analysis\n"
     ]
    }
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   "source": [
    "%cd /glade/p/univ/unyu0004/neerajab/NeverWorld2/\n",
    "run=20 #1/4 degree NeverWorld2 setup\n",
    "fs=xr.open_dataset('run%i/static.nc' % (run), decode_times=False)\n",
    "os=xr.open_dataset('run%i/ocean.stats.nc' % (run), decode_times=False)\n",
    "av     = xr.open_dataset('run%i/averages_00030002.nc' % (run), decode_times=False)  #5-day average\n",
    "%cd /glade/p/univ/unyu0004/eyankovsky/NeverWorld_analysis/"
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      "<xarray.Dataset>\n",
      "Dimensions:     (nv: 2, time: 100, xh: 240, xq: 241, yh: 560, yq: 561, zi: 16, zl: 15)\n",
      "Coordinates:\n",
      "  * xq          (xq) float64 0.0 0.25 0.5 0.75 1.0 ... 59.25 59.5 59.75 60.0\n",
      "  * yh          (yh) float64 -69.88 -69.62 -69.38 -69.12 ... 69.38 69.62 69.88\n",
      "  * zl          (zl) float64 1.023e+03 1.023e+03 ... 1.028e+03 1.028e+03\n",
      "  * time        (time) float64 3e+04 3.001e+04 3.001e+04 ... 3.049e+04 3.05e+04\n",
      "  * nv          (nv) float64 1.0 2.0\n",
      "  * xh          (xh) float64 0.125 0.375 0.625 0.875 ... 59.12 59.38 59.62 59.88\n",
      "  * yq          (yq) float64 -70.0 -69.75 -69.5 -69.25 ... 69.25 69.5 69.75 70.0\n",
      "  * zi          (zi) float64 1.022e+03 1.023e+03 ... 1.028e+03 1.028e+03\n",
      "Data variables:\n",
      "    u           (time, zl, yh, xq) float32 ...\n",
      "    v           (time, zl, yq, xh) float32 ...\n",
      "    h           (time, zl, yh, xh) float32 ...\n",
      "    e2          (time, zi, yh, xh) float32 ...\n",
      "    uh          (time, zl, yh, xq) float32 ...\n",
      "    vh          (time, zl, yq, xh) float32 ...\n",
      "    PV          (time, zl, yq, xq) float32 ...\n",
      "    dudt        (time, zl, yh, xq) float32 ...\n",
      "    dvdt        (time, zl, yq, xh) float32 ...\n",
      "    CAu         (time, zl, yh, xq) float32 ...\n",
      "    CAv         (time, zl, yq, xh) float32 ...\n",
      "    rvxu        (time, zl, yq, xh) float32 ...\n",
      "    rvxv        (time, zl, yh, xq) float32 ...\n",
      "    gKEu        (time, zl, yh, xq) float32 ...\n",
      "    gKEv        (time, zl, yq, xh) float32 ...\n",
      "    PFu         (time, zl, yh, xq) float32 ...\n",
      "    PFv         (time, zl, yq, xh) float32 ...\n",
      "    diffu       (time, zl, yh, xq) float32 ...\n",
      "    diffv       (time, zl, yq, xh) float32 ...\n",
      "    du_dt_visc  (time, zl, yh, xq) float32 ...\n",
      "    dv_dt_visc  (time, zl, yq, xh) float32 ...\n",
      "    u_BT_accel  (time, zl, yh, xq) float32 ...\n",
      "    v_BT_accel  (time, zl, yq, xh) float32 ...\n",
      "    KE          (time, zl, yh, xh) float32 ...\n",
      "    dKE_dt      (time, zl, yh, xh) float32 ...\n",
      "    PE_to_KE    (time, zl, yh, xh) float32 ...\n",
      "    KE_BT       (time, zl, yh, xh) float32 ...\n",
      "    KE_CorAdv   (time, zl, yh, xh) float32 ...\n",
      "    KE_adv      (time, zl, yh, xh) float32 ...\n",
      "    KE_visc     (time, zl, yh, xh) float32 ...\n",
      "    KE_horvisc  (time, zl, yh, xh) float32 ...\n",
      "    Rd_dx       (time, yh, xh) float32 ...\n",
      "    Rd1         (time, yh, xh) float32 ...\n",
      "    average_T1  (time) float64 ...\n",
      "    average_T2  (time) float64 ...\n",
      "    average_DT  (time) float64 ...\n",
      "    time_bnds   (time, nv) float64 ...\n",
      "Attributes:\n",
      "    filename:          averages_00030002.nc\n",
      "    title:             NeverWorld2\n",
      "    associated_files:  area_t: static.nc\n",
      "    grid_type:         regular\n",
      "    grid_tile:         N/A\n"
     ]
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   "source": [
    "print(av)"
   ]
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   "source": [
    "lat= (av.yh)     #reading in latitudes \n",
    "lon= (av.xh)     #reading in longitudes   \n",
    "\n",
    "u= av.u[:,0,:,:] #reading in surface u velocity\n",
    "v= av.v[:,0,:,:] #reading in surface v velocity"
   ]
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     "text": [
      "Shape of u-velocity array is: (100, 560, 241)\n",
      "Shape of v-velocity array is: (100, 561, 240)\n",
      "<xarray.DataArray 'u' (time: 100, yh: 560, xq: 241)>\n",
      "[13496000 values with dtype=float32]\n",
      "Coordinates:\n",
      "  * xq       (xq) float64 0.0 0.25 0.5 0.75 1.0 ... 59.0 59.25 59.5 59.75 60.0\n",
      "  * yh       (yh) float64 -69.88 -69.62 -69.38 -69.12 ... 69.38 69.62 69.88\n",
      "    zl       float64 1.023e+03\n",
      "  * time     (time) float64 3e+04 3.001e+04 3.001e+04 ... 3.049e+04 3.05e+04\n",
      "Attributes:\n",
      "    long_name:      Zonal velocity\n",
      "    units:          m s-1\n",
      "    cell_methods:   zl:mean yh:mean xq:point time: mean\n",
      "    time_avg_info:  average_T1,average_T2,average_DT\n",
      "    interp_method:  none <xarray.DataArray 'v' (time: 100, yq: 561, xh: 240)>\n",
      "[13464000 values with dtype=float32]\n",
      "Coordinates:\n",
      "    zl       float64 1.023e+03\n",
      "  * time     (time) float64 3e+04 3.001e+04 3.001e+04 ... 3.049e+04 3.05e+04\n",
      "  * xh       (xh) float64 0.125 0.375 0.625 0.875 ... 59.12 59.38 59.62 59.88\n",
      "  * yq       (yq) float64 -70.0 -69.75 -69.5 -69.25 ... 69.25 69.5 69.75 70.0\n",
      "Attributes:\n",
      "    long_name:      Meridional velocity\n",
      "    units:          m s-1\n",
      "    cell_methods:   zl:mean yq:point xh:mean time: mean\n",
      "    time_avg_info:  average_T1,average_T2,average_DT\n",
      "    interp_method:  none\n"
     ]
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   ],
   "source": [
    "print('Shape of u-velocity array is:',u.shape)\n",
    "print('Shape of v-velocity array is:',v.shape)\n",
    "print(u,v)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### You can see from the above output that u and v have different sizes. This is due to the C-grid discretization. \n",
    "\n",
    "\n",
    "#### u-velocities are defined at east/west cell edges, and north/south cell centers.\n",
    "#### v-velocities are defined at east/west cell centers and north/south cell edges.\n",
    "#### In the next cell, we create a grid object that has this information.\n",
    "\n",
    "\n",
    "#### Note that in the above cell, u has coordinates xq (east/west cell edges) and yh (north/south cell centers)\n",
    "#### v has coordinates xh (east/west cell centers) and yq (north/south cell edges).\n",
    "### (q is located at edges, h at centers of cells)"
   ]
  },
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   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "grid= Grid(av, coords={'X': {'center': 'xh', 'outer': 'xq'}, #This tells the grid where xh, xq, yh, and yq are defined.\n",
    "                        'Y': {'center': 'yh', 'outer': 'yq'}});\n"
   ]
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   "source": [
    "### We can now use our grid object to interpolate u and v velocities to be on the same grid. The default is to interpolate from xh to xq or yh to yq (or vice versa)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(100, 560, 240) (100, 560, 240)\n"
     ]
    }
   ],
   "source": [
    "u_interp = grid.interp(u,axis='X')\n",
    "v_interp = grid.interp(v,axis='Y')\n",
    "print(u_interp.shape,v_interp.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### You can see that now both variables are defined at xh, yh and have the same sizes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
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       "  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",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\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",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (time: 100, yh: 560, xh: 240)&gt;\n",
       "array([[[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "...\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * time     (time) float64 3e+04 3.001e+04 3.001e+04 ... 3.049e+04 3.05e+04\n",
       "  * yh       (yh) float64 -69.88 -69.62 -69.38 -69.12 ... 69.38 69.62 69.88\n",
       "  * xh       (xh) float64 0.125 0.375 0.625 0.875 ... 59.12 59.38 59.62 59.88</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 100</li><li><span class='xr-has-index'>yh</span>: 560</li><li><span class='xr-has-index'>xh</span>: 240</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-5cc6b565-b332-482e-af06-8a1e597aa892' class='xr-array-in' type='checkbox' checked><label for='section-5cc6b565-b332-482e-af06-8a1e597aa892' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan nan ... nan nan nan nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([[[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "...\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-1220de96-ea44-4d8f-a42b-c5fb415902a2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1220de96-ea44-4d8f-a42b-c5fb415902a2' 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'>float64</div><div class='xr-var-preview xr-preview'>3e+04 3.001e+04 ... 3.05e+04</div><input id='attrs-32a1f14a-28b0-4797-9a46-ddaadff28d9d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-32a1f14a-28b0-4797-9a46-ddaadff28d9d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2cba6f6f-43f4-49c4-a0bd-6e2a2421e903' class='xr-var-data-in' type='checkbox'><label for='data-2cba6f6f-43f4-49c4-a0bd-6e2a2421e903' 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>time</dd><dt><span>units :</span></dt><dd>days since 0001-01-01 00:00:00</dd><dt><span>cartesian_axis :</span></dt><dd>T</dd><dt><span>calendar_type :</span></dt><dd>THIRTY_DAY_MONTHS</dd><dt><span>calendar :</span></dt><dd>THIRTY_DAY_MONTHS</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd></dl></div><div class='xr-var-data'><pre>array([30002.5, 30007.5, 30012.5, 30017.5, 30022.5, 30027.5, 30032.5, 30037.5,\n",
       "       30042.5, 30047.5, 30052.5, 30057.5, 30062.5, 30067.5, 30072.5, 30077.5,\n",
       "       30082.5, 30087.5, 30092.5, 30097.5, 30102.5, 30107.5, 30112.5, 30117.5,\n",
       "       30122.5, 30127.5, 30132.5, 30137.5, 30142.5, 30147.5, 30152.5, 30157.5,\n",
       "       30162.5, 30167.5, 30172.5, 30177.5, 30182.5, 30187.5, 30192.5, 30197.5,\n",
       "       30202.5, 30207.5, 30212.5, 30217.5, 30222.5, 30227.5, 30232.5, 30237.5,\n",
       "       30242.5, 30247.5, 30252.5, 30257.5, 30262.5, 30267.5, 30272.5, 30277.5,\n",
       "       30282.5, 30287.5, 30292.5, 30297.5, 30302.5, 30307.5, 30312.5, 30317.5,\n",
       "       30322.5, 30327.5, 30332.5, 30337.5, 30342.5, 30347.5, 30352.5, 30357.5,\n",
       "       30362.5, 30367.5, 30372.5, 30377.5, 30382.5, 30387.5, 30392.5, 30397.5,\n",
       "       30402.5, 30407.5, 30412.5, 30417.5, 30422.5, 30427.5, 30432.5, 30437.5,\n",
       "       30442.5, 30447.5, 30452.5, 30457.5, 30462.5, 30467.5, 30472.5, 30477.5,\n",
       "       30482.5, 30487.5, 30492.5, 30497.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>yh</span></div><div class='xr-var-dims'>(yh)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-69.88 -69.62 ... 69.62 69.88</div><input id='attrs-c2337348-2491-44e2-9607-e4433a975b12' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c2337348-2491-44e2-9607-e4433a975b12' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-98ed4bbf-7e40-4ad6-bb90-b033f4402e22' class='xr-var-data-in' type='checkbox'><label for='data-98ed4bbf-7e40-4ad6-bb90-b033f4402e22' 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>h point nominal latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>cartesian_axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([-69.875, -69.625, -69.375, ...,  69.375,  69.625,  69.875])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>xh</span></div><div class='xr-var-dims'>(xh)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.125 0.375 0.625 ... 59.62 59.88</div><input id='attrs-0dd253f8-e464-4006-bf97-86c136ff23f3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0dd253f8-e464-4006-bf97-86c136ff23f3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a75c0313-cc87-4c3c-985d-703fb94895e7' class='xr-var-data-in' type='checkbox'><label for='data-a75c0313-cc87-4c3c-985d-703fb94895e7' 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>h point nominal longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>cartesian_axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([ 0.125,  0.375,  0.625, ..., 59.375, 59.625, 59.875])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5176618f-c134-4a66-a766-d40c23ca311e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5176618f-c134-4a66-a766-d40c23ca311e' 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>"
      ],
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       "<xarray.DataArray (time: 100, yh: 560, xh: 240)>\n",
       "array([[[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "...\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * time     (time) float64 3e+04 3.001e+04 3.001e+04 ... 3.049e+04 3.05e+04\n",
       "  * yh       (yh) float64 -69.88 -69.62 -69.38 -69.12 ... 69.38 69.62 69.88\n",
       "  * xh       (xh) float64 0.125 0.375 0.625 0.875 ... 59.12 59.38 59.62 59.88"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "u_interp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\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",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\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",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (time: 100, yh: 560, xh: 240)&gt;\n",
       "array([[[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "...\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * time     (time) float64 3e+04 3.001e+04 3.001e+04 ... 3.049e+04 3.05e+04\n",
       "  * yh       (yh) float64 -69.88 -69.62 -69.38 -69.12 ... 69.38 69.62 69.88\n",
       "  * xh       (xh) float64 0.125 0.375 0.625 0.875 ... 59.12 59.38 59.62 59.88</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 100</li><li><span class='xr-has-index'>yh</span>: 560</li><li><span class='xr-has-index'>xh</span>: 240</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-a4ac7daa-9433-495a-8e7c-e52319fb4eb2' class='xr-array-in' type='checkbox' checked><label for='section-a4ac7daa-9433-495a-8e7c-e52319fb4eb2' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan nan ... nan nan nan nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([[[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "...\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-107b0c3b-769d-4398-8986-450193a24b47' class='xr-section-summary-in' type='checkbox'  checked><label for='section-107b0c3b-769d-4398-8986-450193a24b47' 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'>float64</div><div class='xr-var-preview xr-preview'>3e+04 3.001e+04 ... 3.05e+04</div><input id='attrs-73fae929-ccb8-4660-943e-b7cb3f5dd489' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-73fae929-ccb8-4660-943e-b7cb3f5dd489' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-00892bd8-1069-4b75-865e-418e6c44c317' class='xr-var-data-in' type='checkbox'><label for='data-00892bd8-1069-4b75-865e-418e6c44c317' 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>time</dd><dt><span>units :</span></dt><dd>days since 0001-01-01 00:00:00</dd><dt><span>cartesian_axis :</span></dt><dd>T</dd><dt><span>calendar_type :</span></dt><dd>THIRTY_DAY_MONTHS</dd><dt><span>calendar :</span></dt><dd>THIRTY_DAY_MONTHS</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd></dl></div><div class='xr-var-data'><pre>array([30002.5, 30007.5, 30012.5, 30017.5, 30022.5, 30027.5, 30032.5, 30037.5,\n",
       "       30042.5, 30047.5, 30052.5, 30057.5, 30062.5, 30067.5, 30072.5, 30077.5,\n",
       "       30082.5, 30087.5, 30092.5, 30097.5, 30102.5, 30107.5, 30112.5, 30117.5,\n",
       "       30122.5, 30127.5, 30132.5, 30137.5, 30142.5, 30147.5, 30152.5, 30157.5,\n",
       "       30162.5, 30167.5, 30172.5, 30177.5, 30182.5, 30187.5, 30192.5, 30197.5,\n",
       "       30202.5, 30207.5, 30212.5, 30217.5, 30222.5, 30227.5, 30232.5, 30237.5,\n",
       "       30242.5, 30247.5, 30252.5, 30257.5, 30262.5, 30267.5, 30272.5, 30277.5,\n",
       "       30282.5, 30287.5, 30292.5, 30297.5, 30302.5, 30307.5, 30312.5, 30317.5,\n",
       "       30322.5, 30327.5, 30332.5, 30337.5, 30342.5, 30347.5, 30352.5, 30357.5,\n",
       "       30362.5, 30367.5, 30372.5, 30377.5, 30382.5, 30387.5, 30392.5, 30397.5,\n",
       "       30402.5, 30407.5, 30412.5, 30417.5, 30422.5, 30427.5, 30432.5, 30437.5,\n",
       "       30442.5, 30447.5, 30452.5, 30457.5, 30462.5, 30467.5, 30472.5, 30477.5,\n",
       "       30482.5, 30487.5, 30492.5, 30497.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>yh</span></div><div class='xr-var-dims'>(yh)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-69.88 -69.62 ... 69.62 69.88</div><input id='attrs-7f089b5c-bd1c-4ad9-86ef-e5aed648662f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7f089b5c-bd1c-4ad9-86ef-e5aed648662f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a9ef3d3f-afef-446d-b727-4ba8ac32e96b' class='xr-var-data-in' type='checkbox'><label for='data-a9ef3d3f-afef-446d-b727-4ba8ac32e96b' 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>h point nominal latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>cartesian_axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([-69.875, -69.625, -69.375, ...,  69.375,  69.625,  69.875])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>xh</span></div><div class='xr-var-dims'>(xh)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.125 0.375 0.625 ... 59.62 59.88</div><input id='attrs-6f81df97-e3a4-42e3-b32e-7c5c13e0e190' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6f81df97-e3a4-42e3-b32e-7c5c13e0e190' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b15cf516-206e-4cf0-bd70-065279940bc6' class='xr-var-data-in' type='checkbox'><label for='data-b15cf516-206e-4cf0-bd70-065279940bc6' 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>h point nominal longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>cartesian_axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([ 0.125,  0.375,  0.625, ..., 59.375, 59.625, 59.875])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b602fd8c-5746-499f-90d6-2a9f27ab41d2' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b602fd8c-5746-499f-90d6-2a9f27ab41d2' 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.DataArray (time: 100, yh: 560, xh: 240)>\n",
       "array([[[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "...\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]],\n",
       "\n",
       "       [[nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        ...,\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan],\n",
       "        [nan, nan, nan, ..., nan, nan, nan]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * time     (time) float64 3e+04 3.001e+04 3.001e+04 ... 3.049e+04 3.05e+04\n",
       "  * yh       (yh) float64 -69.88 -69.62 -69.38 -69.12 ... 69.38 69.62 69.88\n",
       "  * xh       (xh) float64 0.125 0.375 0.625 0.875 ... 59.12 59.38 59.62 59.88"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v_interp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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