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  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "334b15fa",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import xarray as xr\n",
    "import matplotlib as mpl\n",
    "#mpl.use('Agg') # Must be before importing matplotlib.pyplot or pylab!\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import os\n",
    "import seaborn as sns\n",
    "import timeit\n",
    "#start_time = timeit.default_timer()\n",
    "from datetime import datetime,timedelta\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70b2111f",
   "metadata": {},
   "source": [
    "Plot parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "191a1193",
   "metadata": {},
   "outputs": [],
   "source": [
    "mpl.rcParams['axes.linewidth'] = 2.0 #set the value globally\n",
    "\n",
    "plt.rc('font', family='serif',size = 16)  # controls default text layout\n",
    "plt.rc('axes', titlesize=16)     # fontsize of the axes title\n",
    "plt.rc('axes', labelsize=16)    # fontsize of the x and y labels\n",
    "plt.rc('xtick', labelsize=10)    # fontsize of the tick labels\n",
    "plt.rc('ytick', labelsize=16)    # fontsize of the tick labels\n",
    "plt.rc('legend', fontsize=16)    # legend fontsize\n",
    "plt.rc('figure', titlesize=16)  # fontsize of the figure title\n",
    "\n",
    "#plt.minorticks_on()\n",
    "plt.rc('text', usetex=False)\n",
    "sns.set(font = \"Cambria\",font_scale=1.5,style=\"whitegrid\")\n",
    "#sns.set(font = \"Cambria\",font_scale=1.5,style=\"white\")\n",
    "\n",
    "#mpl.rc_file_defaults() #undos seaborn effects\n",
    "\n",
    "#custom fontsize, if needed\n",
    "font = 12\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c9d6a0f",
   "metadata": {},
   "source": [
    "## Plot the simulated tower data at the WLEF tall tower for 32 and 122m heights. Both 1 minute, high frequency data and 1 hour averaged data. For winds, T and q. For both the IOP test cases. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e21fc03",
   "metadata": {},
   "source": [
    "### IOP02 test case"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "de09bbaf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/bog/incoming/CHEESEHEAD/palm/realistic_runs'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pwd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "83f022a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "#using data from ensemble.member.1\n",
    "#open all the folders inside and read data from DATA_MASK_NETCDF_N03_M01_slice\n",
    "#skip if not found."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b443b92a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Folder list: \n",
      "06.ches_IOP2.31028\n",
      "04.ches_IOP2.20941\n",
      "05.ches_IOP2.13864\n",
      "07.ches_IOP2.19931\n",
      "08.ches_IOP2.19743\n",
      "02.ches_IOP2.10023\n",
      "03.ches_IOP2.28390\n"
     ]
    }
   ],
   "source": [
    "file_name = 'DATA_MASK_NETCDF_N03_M01slice'\n",
    "source_folder = 'ches_IOP2/ensemble.member.1'\n",
    "\n",
    "#get list of all the sub-folders, pertaining to different runs\n",
    "folder_list = os.listdir(source_folder)\n",
    "\n",
    "print ('Folder list: ')\n",
    "simulated_WLEF_data_list = []\n",
    "#read in the files from the folders and create a list of them \n",
    "for i, folder in enumerate(folder_list):\n",
    "    file = source_folder + '/' + folder + '/' + file_name\n",
    "    #check if file exists\n",
    "    if os.path.exists(file):\n",
    "        print(folder)\n",
    "        ds = xr.open_dataset(file)\n",
    "        ds.close()\n",
    "        #append the data to the list\n",
    "        simulated_WLEF_data_list.append(ds)\n",
    "        \n",
    "\n",
    "#concatenate the list into one dataset and sort it by time \n",
    "simulated_WLEF_ds = xr.concat(simulated_WLEF_data_list, dim='time')\n",
    "simulated_WLEF_ds = simulated_WLEF_ds.sortby('time')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7329ead0",
   "metadata": {},
   "outputs": [],
   "source": [
    "simulated_WLEF_ds['time'] = pd.to_datetime('2019-09-24') + simulated_WLEF_ds['time'].values\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b23a7df1",
   "metadata": {},
   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (x: 3, time: 234001, y: 3, xu: 3, yv: 3, zu_3d: 9, zw_3d: 9)\n",
       "Coordinates:\n",
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       "  * time     (time) datetime64[ns] 2019-09-24T05:00:00.000000175 ... 2019-09-...\n",
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       "  * zw_3d    (zw_3d) float64 28.0 32.0 36.0 96.0 100.0 104.0 196.0 200.0 204.0\n",
       "Data variables: (12/19)\n",
       "    E_UTM    (time, x) float64 4.989e+05 4.989e+05 ... 4.989e+05 4.989e+05\n",
       "    N_UTM    (time, y) float64 6.082e+05 6.082e+05 ... 6.082e+05 6.082e+05\n",
       "    Eu_UTM   (time, xu) float64 4.989e+05 4.989e+05 ... 4.989e+05 4.989e+05\n",
       "    Nu_UTM   (time, y) float64 6.082e+05 6.082e+05 ... 6.082e+05 6.082e+05\n",
       "    Ev_UTM   (time, x) float64 4.989e+05 4.989e+05 ... 4.989e+05 4.989e+05\n",
       "    Nv_UTM   (time, yv) float64 6.081e+05 6.082e+05 ... 6.082e+05 6.082e+05\n",
       "    ...       ...\n",
       "    u        (time, zu_3d, y, xu) float32 -1.056 -1.043 ... -0.08569 -0.07362\n",
       "    v        (time, zu_3d, yv, x) float32 -0.8337 -0.8085 ... -0.3529 -0.3564\n",
       "    w        (time, zw_3d, y, x) float32 0.0792 0.06818 ... -0.3379 -0.3185\n",
       "    theta    (time, zu_3d, y, x) float32 283.4 283.4 283.5 ... 296.1 296.1 296.1\n",
       "    q        (time, zu_3d, y, x) float32 0.008522 0.008525 ... 0.005993 0.005993\n",
       "    s        (time, zu_3d, y, x) float32 438.2 438.2 438.2 ... 408.3 408.3 408.3\n",
       "Attributes: (12/27)\n",
       "    title:           PALM 21.10-rc.2  run: ches_IOP2.06  nest-id: 03  host: b...\n",
       "    Conventions:     CF-1.7\n",
       "    creation_time:   2022-06-22 12:28:01 -06\n",
       "    data_content:    podsmasked\n",
       "    version:         7\n",
       "    origin_time:     2019-08-22 05:00:00 +00\n",
       "    ...              ...\n",
       "    source:          PALM 21.10-rc.2\n",
       "    references:      \n",
       "    keywords:        example, PALM-4U\n",
       "    licence:         \n",
       "    comment:         Generic crossing example\n",
       "    VAR_LIST:        ;u;v;w;theta;q;s;</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-2b8db8df-7d91-4623-8845-86d88eead238' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2b8db8df-7d91-4623-8845-86d88eead238' 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'>x</span>: 3</li><li><span class='xr-has-index'>time</span>: 234001</li><li><span class='xr-has-index'>y</span>: 3</li><li><span class='xr-has-index'>xu</span>: 3</li><li><span class='xr-has-index'>yv</span>: 3</li><li><span class='xr-has-index'>zu_3d</span>: 9</li><li><span class='xr-has-index'>zw_3d</span>: 9</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-3d229422-3464-40f5-9f9a-352aa7bb282c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3d229422-3464-40f5-9f9a-352aa7bb282c' class='xr-section-summary' >Coordinates: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.069e+03 6.075e+03 6.081e+03</div><input id='attrs-991c35fe-6259-47bb-8774-777396a7acd6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-991c35fe-6259-47bb-8774-777396a7acd6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-40dd1ba0-6204-459c-971e-20a0c246acef' class='xr-var-data-in' type='checkbox'><label for='data-40dd1ba0-6204-459c-971e-20a0c246acef' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>meters</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([6069., 6075., 6081.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.177e+03 6.183e+03 6.189e+03</div><input id='attrs-054b6085-6a33-4121-85a6-f83e93e4b235' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-054b6085-6a33-4121-85a6-f83e93e4b235' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-176964a0-91ff-45c6-9f14-504a2c78be00' class='xr-var-data-in' type='checkbox'><label for='data-176964a0-91ff-45c6-9f14-504a2c78be00' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>meters</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([6177., 6183., 6189.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>xu</span></div><div class='xr-var-dims'>(xu)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.066e+03 6.072e+03 6.078e+03</div><input id='attrs-43090660-7cf8-432e-96db-c51801267eea' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-43090660-7cf8-432e-96db-c51801267eea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-688229fa-d847-477a-a292-c1fd2574d9b3' class='xr-var-data-in' type='checkbox'><label for='data-688229fa-d847-477a-a292-c1fd2574d9b3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>meters</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([6066., 6072., 6078.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>yv</span></div><div class='xr-var-dims'>(yv)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.174e+03 6.18e+03 6.186e+03</div><input id='attrs-87091470-c89b-4ab6-a4d9-bfaa7db49b83' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-87091470-c89b-4ab6-a4d9-bfaa7db49b83' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a1cb7c96-095b-4104-9abe-f4efd68cc3c4' class='xr-var-data-in' type='checkbox'><label for='data-a1cb7c96-095b-4104-9abe-f4efd68cc3c4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>meters</dd><dt><span>axis :</span></dt><dd>Y</dd></dl></div><div class='xr-var-data'><pre>array([6174., 6180., 6186.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2019-09-24T05:00:00.000000175 .....</div><input id='attrs-dbe199fa-f79c-47c7-abe6-5ffa2200e68d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dbe199fa-f79c-47c7-abe6-5ffa2200e68d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-33bd6ac1-199e-4eb8-aadc-71c310d8ed07' class='xr-var-data-in' type='checkbox'><label for='data-33bd6ac1-199e-4eb8-aadc-71c310d8ed07' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2019-09-24T05:00:00.000000175&#x27;, &#x27;2019-09-24T05:00:00.600000175&#x27;,\n",
       "       &#x27;2019-09-24T05:00:01.200000175&#x27;, ..., &#x27;2019-09-25T19:59:59.010999412&#x27;,\n",
       "       &#x27;2019-09-25T19:59:59.610999412&#x27;, &#x27;2019-09-25T20:00:00.210999412&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>zu_3d</span></div><div class='xr-var-dims'>(zu_3d)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>26.0 30.0 34.0 ... 198.0 202.0</div><input id='attrs-f28ed41b-39e2-4d9a-be58-6b814866b8fc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f28ed41b-39e2-4d9a-be58-6b814866b8fc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-60cbd54f-b470-4a5a-adaf-35877c9b4c32' class='xr-var-data-in' type='checkbox'><label for='data-60cbd54f-b470-4a5a-adaf-35877c9b4c32' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>meters</dd><dt><span>axis :</span></dt><dd>Z</dd></dl></div><div class='xr-var-data'><pre>array([ 26.,  30.,  34.,  94.,  98., 102., 194., 198., 202.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>zw_3d</span></div><div class='xr-var-dims'>(zw_3d)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>28.0 32.0 36.0 ... 200.0 204.0</div><input id='attrs-f50b5533-92c4-4251-aa52-e9c6c754d07c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f50b5533-92c4-4251-aa52-e9c6c754d07c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d3ede881-acbe-4425-b09f-86859bc8546f' class='xr-var-data-in' type='checkbox'><label for='data-d3ede881-acbe-4425-b09f-86859bc8546f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>meters</dd><dt><span>axis :</span></dt><dd>Z</dd></dl></div><div class='xr-var-data'><pre>array([ 28.,  32.,  36.,  96., 100., 104., 196., 200., 204.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4f7c33af-eaf8-4d99-be2c-ab3ebc79307e' class='xr-section-summary-in' type='checkbox'  ><label for='section-4f7c33af-eaf8-4d99-be2c-ab3ebc79307e' class='xr-section-summary' >Data variables: <span>(19)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>E_UTM</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.989e+05 4.989e+05 ... 4.989e+05</div><input id='attrs-26557067-06c2-4e80-815a-8e5d76b9d3a0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-26557067-06c2-4e80-815a-8e5d76b9d3a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-235d1e09-021b-4c35-bed1-50d0001b9171' class='xr-var-data-in' type='checkbox'><label for='data-235d1e09-021b-4c35-bed1-50d0001b9171' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m</dd><dt><span>long_name :</span></dt><dd>easting</dd><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd></dl></div><div class='xr-var-data'><pre>array([[498894.33, 498900.33, 498906.33],\n",
       "       [498894.33, 498900.33, 498906.33],\n",
       "       [498894.33, 498900.33, 498906.33],\n",
       "       ...,\n",
       "       [498894.33, 498900.33, 498906.33],\n",
       "       [498894.33, 498900.33, 498906.33],\n",
       "       [498894.33, 498900.33, 498906.33]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>N_UTM</span></div><div class='xr-var-dims'>(time, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.082e+05 6.082e+05 ... 6.082e+05</div><input id='attrs-6f25d218-ff1d-47c2-a54e-02d647448112' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6f25d218-ff1d-47c2-a54e-02d647448112' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4c5f459d-ec3c-4081-9810-ca1448422b37' class='xr-var-data-in' type='checkbox'><label for='data-4c5f459d-ec3c-4081-9810-ca1448422b37' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m</dd><dt><span>long_name :</span></dt><dd>northing</dd><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd></dl></div><div class='xr-var-data'><pre>array([[608152.59, 608158.59, 608164.59],\n",
       "       [608152.59, 608158.59, 608164.59],\n",
       "       [608152.59, 608158.59, 608164.59],\n",
       "       ...,\n",
       "       [608152.59, 608158.59, 608164.59],\n",
       "       [608152.59, 608158.59, 608164.59],\n",
       "       [608152.59, 608158.59, 608164.59]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Eu_UTM</span></div><div class='xr-var-dims'>(time, xu)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.989e+05 4.989e+05 ... 4.989e+05</div><input id='attrs-f36183a6-ddfb-4a74-87ef-93fa448c23cd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f36183a6-ddfb-4a74-87ef-93fa448c23cd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bf203354-f863-4fcf-b789-591b81abd74d' class='xr-var-data-in' type='checkbox'><label for='data-bf203354-f863-4fcf-b789-591b81abd74d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m</dd><dt><span>long_name :</span></dt><dd>easting</dd><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd></dl></div><div class='xr-var-data'><pre>array([[498891.33, 498897.33, 498903.33],\n",
       "       [498891.33, 498897.33, 498903.33],\n",
       "       [498891.33, 498897.33, 498903.33],\n",
       "       ...,\n",
       "       [498891.33, 498897.33, 498903.33],\n",
       "       [498891.33, 498897.33, 498903.33],\n",
       "       [498891.33, 498897.33, 498903.33]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Nu_UTM</span></div><div class='xr-var-dims'>(time, y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.082e+05 6.082e+05 ... 6.082e+05</div><input id='attrs-6c71a872-0380-4bd8-bc7e-81d6825fb66b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6c71a872-0380-4bd8-bc7e-81d6825fb66b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3e04fddb-1769-422e-88fd-75cb045623ba' class='xr-var-data-in' type='checkbox'><label for='data-3e04fddb-1769-422e-88fd-75cb045623ba' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m</dd><dt><span>long_name :</span></dt><dd>northing</dd><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd></dl></div><div class='xr-var-data'><pre>array([[608152.59, 608158.59, 608164.59],\n",
       "       [608152.59, 608158.59, 608164.59],\n",
       "       [608152.59, 608158.59, 608164.59],\n",
       "       ...,\n",
       "       [608152.59, 608158.59, 608164.59],\n",
       "       [608152.59, 608158.59, 608164.59],\n",
       "       [608152.59, 608158.59, 608164.59]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Ev_UTM</span></div><div class='xr-var-dims'>(time, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>4.989e+05 4.989e+05 ... 4.989e+05</div><input id='attrs-58f6a4dc-b548-4e99-87ee-c1a58335ddc2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-58f6a4dc-b548-4e99-87ee-c1a58335ddc2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-09bcd99c-7904-4b6b-b3c1-7e0e9e845732' class='xr-var-data-in' type='checkbox'><label for='data-09bcd99c-7904-4b6b-b3c1-7e0e9e845732' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m</dd><dt><span>long_name :</span></dt><dd>easting</dd><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd></dl></div><div class='xr-var-data'><pre>array([[498894.33, 498900.33, 498906.33],\n",
       "       [498894.33, 498900.33, 498906.33],\n",
       "       [498894.33, 498900.33, 498906.33],\n",
       "       ...,\n",
       "       [498894.33, 498900.33, 498906.33],\n",
       "       [498894.33, 498900.33, 498906.33],\n",
       "       [498894.33, 498900.33, 498906.33]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Nv_UTM</span></div><div class='xr-var-dims'>(time, yv)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.081e+05 6.082e+05 ... 6.082e+05</div><input id='attrs-fbd7e555-9864-4ea3-b915-6a1d0dc1aa16' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fbd7e555-9864-4ea3-b915-6a1d0dc1aa16' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-831dfb62-ba80-46d9-9df6-17717a1eda73' class='xr-var-data-in' type='checkbox'><label for='data-831dfb62-ba80-46d9-9df6-17717a1eda73' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m</dd><dt><span>long_name :</span></dt><dd>northing</dd><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd></dl></div><div class='xr-var-data'><pre>array([[608149.59, 608155.59, 608161.59],\n",
       "       [608149.59, 608155.59, 608161.59],\n",
       "       [608149.59, 608155.59, 608161.59],\n",
       "       ...,\n",
       "       [608149.59, 608155.59, 608161.59],\n",
       "       [608149.59, 608155.59, 608161.59],\n",
       "       [608149.59, 608155.59, 608161.59]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-93.01 -93.01 ... -93.01 -93.01</div><input id='attrs-2b3622d7-5b1d-4454-80e8-d4ca3885a2ad' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2b3622d7-5b1d-4454-80e8-d4ca3885a2ad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c45405ef-e3a0-4d47-acf0-037591597b66' class='xr-var-data-in' type='checkbox'><label for='data-c45405ef-e3a0-4d47-acf0-037591597b66' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([[[-93.00998206, -93.00992789, -93.00987372],\n",
       "        [-93.00998206, -93.00992789, -93.00987372],\n",
       "        [-93.00998206, -93.00992789, -93.00987372]],\n",
       "\n",
       "       [[-93.00998206, -93.00992789, -93.00987372],\n",
       "        [-93.00998206, -93.00992789, -93.00987372],\n",
       "        [-93.00998206, -93.00992789, -93.00987372]],\n",
       "\n",
       "       [[-93.00998206, -93.00992789, -93.00987372],\n",
       "        [-93.00998206, -93.00992789, -93.00987372],\n",
       "        [-93.00998206, -93.00992789, -93.00987372]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[-93.00998206, -93.00992789, -93.00987372],\n",
       "        [-93.00998206, -93.00992789, -93.00987372],\n",
       "        [-93.00998206, -93.00992789, -93.00987372]],\n",
       "\n",
       "       [[-93.00998206, -93.00992789, -93.00987372],\n",
       "        [-93.00998206, -93.00992789, -93.00987372],\n",
       "        [-93.00998206, -93.00992789, -93.00987372]],\n",
       "\n",
       "       [[-93.00998206, -93.00992789, -93.00987372],\n",
       "        [-93.00998206, -93.00992789, -93.00987372],\n",
       "        [-93.00998206, -93.00992789, -93.00987372]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.502 5.502 5.502 ... 5.502 5.502</div><input id='attrs-a2438550-dbe9-4536-a827-fd616b26c21c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a2438550-dbe9-4536-a827-fd616b26c21c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-915adefe-3fef-4180-bc67-194620e226c6' class='xr-var-data-in' type='checkbox'><label for='data-915adefe-3fef-4180-bc67-194620e226c6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([[[5.50197766, 5.50197766, 5.50197766],\n",
       "        [5.50203194, 5.50203194, 5.50203194],\n",
       "        [5.50208621, 5.50208622, 5.50208622]],\n",
       "\n",
       "       [[5.50197766, 5.50197766, 5.50197766],\n",
       "        [5.50203194, 5.50203194, 5.50203194],\n",
       "        [5.50208621, 5.50208622, 5.50208622]],\n",
       "\n",
       "       [[5.50197766, 5.50197766, 5.50197766],\n",
       "        [5.50203194, 5.50203194, 5.50203194],\n",
       "        [5.50208621, 5.50208622, 5.50208622]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[5.50197766, 5.50197766, 5.50197766],\n",
       "        [5.50203194, 5.50203194, 5.50203194],\n",
       "        [5.50208621, 5.50208622, 5.50208622]],\n",
       "\n",
       "       [[5.50197766, 5.50197766, 5.50197766],\n",
       "        [5.50203194, 5.50203194, 5.50203194],\n",
       "        [5.50208621, 5.50208622, 5.50208622]],\n",
       "\n",
       "       [[5.50197766, 5.50197766, 5.50197766],\n",
       "        [5.50203194, 5.50203194, 5.50203194],\n",
       "        [5.50208621, 5.50208622, 5.50208622]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lonu</span></div><div class='xr-var-dims'>(time, y, xu)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-93.01 -93.01 ... -93.01 -93.01</div><input id='attrs-a5001c7a-487f-43b8-972f-ac71a5a84b4d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a5001c7a-487f-43b8-972f-ac71a5a84b4d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cfe572d6-6b98-4c64-a642-f392c7aada9c' class='xr-var-data-in' type='checkbox'><label for='data-cfe572d6-6b98-4c64-a642-f392c7aada9c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([[[-93.01000914, -93.00995498, -93.00990081],\n",
       "        [-93.01000914, -93.00995498, -93.00990081],\n",
       "        [-93.01000915, -93.00995498, -93.00990081]],\n",
       "\n",
       "       [[-93.01000914, -93.00995498, -93.00990081],\n",
       "        [-93.01000914, -93.00995498, -93.00990081],\n",
       "        [-93.01000915, -93.00995498, -93.00990081]],\n",
       "\n",
       "       [[-93.01000914, -93.00995498, -93.00990081],\n",
       "        [-93.01000914, -93.00995498, -93.00990081],\n",
       "        [-93.01000915, -93.00995498, -93.00990081]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[-93.01000914, -93.00995498, -93.00990081],\n",
       "        [-93.01000914, -93.00995498, -93.00990081],\n",
       "        [-93.01000915, -93.00995498, -93.00990081]],\n",
       "\n",
       "       [[-93.01000914, -93.00995498, -93.00990081],\n",
       "        [-93.01000914, -93.00995498, -93.00990081],\n",
       "        [-93.01000915, -93.00995498, -93.00990081]],\n",
       "\n",
       "       [[-93.01000914, -93.00995498, -93.00990081],\n",
       "        [-93.01000914, -93.00995498, -93.00990081],\n",
       "        [-93.01000915, -93.00995498, -93.00990081]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>latu</span></div><div class='xr-var-dims'>(time, y, xu)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.502 5.502 5.502 ... 5.502 5.502</div><input id='attrs-0e81bb74-2cce-4718-9d7c-52e36c6e1ee7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0e81bb74-2cce-4718-9d7c-52e36c6e1ee7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4ab0d1d7-844a-46e7-a3f6-ce456353ab3b' class='xr-var-data-in' type='checkbox'><label for='data-4ab0d1d7-844a-46e7-a3f6-ce456353ab3b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([[[5.50197766, 5.50197766, 5.50197766],\n",
       "        [5.50203193, 5.50203194, 5.50203194],\n",
       "        [5.50208621, 5.50208621, 5.50208622]],\n",
       "\n",
       "       [[5.50197766, 5.50197766, 5.50197766],\n",
       "        [5.50203193, 5.50203194, 5.50203194],\n",
       "        [5.50208621, 5.50208621, 5.50208622]],\n",
       "\n",
       "       [[5.50197766, 5.50197766, 5.50197766],\n",
       "        [5.50203193, 5.50203194, 5.50203194],\n",
       "        [5.50208621, 5.50208621, 5.50208622]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[5.50197766, 5.50197766, 5.50197766],\n",
       "        [5.50203193, 5.50203194, 5.50203194],\n",
       "        [5.50208621, 5.50208621, 5.50208622]],\n",
       "\n",
       "       [[5.50197766, 5.50197766, 5.50197766],\n",
       "        [5.50203193, 5.50203194, 5.50203194],\n",
       "        [5.50208621, 5.50208621, 5.50208622]],\n",
       "\n",
       "       [[5.50197766, 5.50197766, 5.50197766],\n",
       "        [5.50203193, 5.50203194, 5.50203194],\n",
       "        [5.50208621, 5.50208621, 5.50208622]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lonv</span></div><div class='xr-var-dims'>(time, yv, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-93.01 -93.01 ... -93.01 -93.01</div><input id='attrs-15dcf6a4-870f-484e-86c4-5d6fb1c3cf03' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-15dcf6a4-870f-484e-86c4-5d6fb1c3cf03' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d5d97b4f-61a2-437a-bcce-a8cdc1173154' class='xr-var-data-in' type='checkbox'><label for='data-d5d97b4f-61a2-437a-bcce-a8cdc1173154' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([[[-93.00998206, -93.00992789, -93.00987372],\n",
       "        [-93.00998206, -93.00992789, -93.00987372],\n",
       "        [-93.00998206, -93.00992789, -93.00987372]],\n",
       "\n",
       "       [[-93.00998206, -93.00992789, -93.00987372],\n",
       "        [-93.00998206, -93.00992789, -93.00987372],\n",
       "        [-93.00998206, -93.00992789, -93.00987372]],\n",
       "\n",
       "       [[-93.00998206, -93.00992789, -93.00987372],\n",
       "        [-93.00998206, -93.00992789, -93.00987372],\n",
       "        [-93.00998206, -93.00992789, -93.00987372]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[-93.00998206, -93.00992789, -93.00987372],\n",
       "        [-93.00998206, -93.00992789, -93.00987372],\n",
       "        [-93.00998206, -93.00992789, -93.00987372]],\n",
       "\n",
       "       [[-93.00998206, -93.00992789, -93.00987372],\n",
       "        [-93.00998206, -93.00992789, -93.00987372],\n",
       "        [-93.00998206, -93.00992789, -93.00987372]],\n",
       "\n",
       "       [[-93.00998206, -93.00992789, -93.00987372],\n",
       "        [-93.00998206, -93.00992789, -93.00987372],\n",
       "        [-93.00998206, -93.00992789, -93.00987372]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>latv</span></div><div class='xr-var-dims'>(time, yv, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.502 5.502 5.502 ... 5.502 5.502</div><input id='attrs-ada7d09f-0617-4a52-a929-fc8b9500323e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ada7d09f-0617-4a52-a929-fc8b9500323e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c3a5d208-5d98-4cc5-99e1-dc23636e6a06' class='xr-var-data-in' type='checkbox'><label for='data-c3a5d208-5d98-4cc5-99e1-dc23636e6a06' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([[[5.50195052, 5.50195052, 5.50195052],\n",
       "        [5.5020048 , 5.5020048 , 5.5020048 ],\n",
       "        [5.50205907, 5.50205908, 5.50205908]],\n",
       "\n",
       "       [[5.50195052, 5.50195052, 5.50195052],\n",
       "        [5.5020048 , 5.5020048 , 5.5020048 ],\n",
       "        [5.50205907, 5.50205908, 5.50205908]],\n",
       "\n",
       "       [[5.50195052, 5.50195052, 5.50195052],\n",
       "        [5.5020048 , 5.5020048 , 5.5020048 ],\n",
       "        [5.50205907, 5.50205908, 5.50205908]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[5.50195052, 5.50195052, 5.50195052],\n",
       "        [5.5020048 , 5.5020048 , 5.5020048 ],\n",
       "        [5.50205907, 5.50205908, 5.50205908]],\n",
       "\n",
       "       [[5.50195052, 5.50195052, 5.50195052],\n",
       "        [5.5020048 , 5.5020048 , 5.5020048 ],\n",
       "        [5.50205907, 5.50205908, 5.50205908]],\n",
       "\n",
       "       [[5.50195052, 5.50195052, 5.50195052],\n",
       "        [5.5020048 , 5.5020048 , 5.5020048 ],\n",
       "        [5.50205907, 5.50205908, 5.50205908]]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>crs</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>-2147483647 ... -2147483647</div><input id='attrs-e9861fbd-bc67-4b9e-86db-bfeba7cf9ca8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e9861fbd-bc67-4b9e-86db-bfeba7cf9ca8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-34d377fd-387c-4419-aa3a-a3e238248b1f' class='xr-var-data-in' type='checkbox'><label for='data-34d377fd-387c-4419-aa3a-a3e238248b1f' 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>epsg_code :</span></dt><dd>EPSG:25831</dd><dt><span>false_easting :</span></dt><dd>500000.0</dd><dt><span>false_northing :</span></dt><dd>0.0</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>latitude_of_projection_origin :</span></dt><dd>0.0</dd><dt><span>long_name :</span></dt><dd>coordinate reference system</dd><dt><span>longitude_of_central_meridian :</span></dt><dd>-93.0</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>scale_factor_at_central_meridian :</span></dt><dd>0.9996</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array([-2147483647, -2147483647, -2147483647, ..., -2147483647,\n",
       "       -2147483647, -2147483647], dtype=int32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>u</span></div><div class='xr-var-dims'>(time, zu_3d, y, xu)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-1.056 -1.043 ... -0.08569 -0.07362</div><input id='attrs-fc316157-52ba-4a3d-a671-4d9d1f76b9cd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fc316157-52ba-4a3d-a671-4d9d1f76b9cd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a57f20d4-1660-414f-a8e2-ed41eb8df51b' class='xr-var-data-in' type='checkbox'><label for='data-a57f20d4-1660-414f-a8e2-ed41eb8df51b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m/s</dd><dt><span>long_name :</span></dt><dd>u</dd></dl></div><div class='xr-var-data'><pre>array([[[[-1.0559956 , -1.0432243 , -1.0237031 ],\n",
       "         [-1.0520161 , -1.0595882 , -1.0658759 ],\n",
       "         [-1.027537  , -1.0563599 , -1.0921302 ]],\n",
       "\n",
       "        [[-1.4129223 , -1.4621505 , -1.4917651 ],\n",
       "         [-1.3733901 , -1.3896942 , -1.398793  ],\n",
       "         [-1.3477218 , -1.3366205 , -1.319341  ]],\n",
       "\n",
       "        [[-1.5473301 , -1.4657437 , -1.4360719 ],\n",
       "         [-1.5774684 , -1.5058438 , -1.504269  ],\n",
       "         [-1.623643  , -1.6056381 , -1.6351715 ]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[-1.6135213 , -1.6008629 , -1.5890539 ],\n",
       "         [-1.610059  , -1.5974699 , -1.5867571 ],\n",
       "         [-1.6063278 , -1.5941898 , -1.5849452 ]],\n",
       "\n",
       "        [[-1.6532267 , -1.6487676 , -1.6438731 ],\n",
       "         [-1.6471909 , -1.6443855 , -1.6413742 ],\n",
       "...\n",
       "         [-0.17029926, -0.11371413, -0.06065412],\n",
       "         [-0.18905035, -0.18989971, -0.08149937]],\n",
       "\n",
       "        [[-0.16994135, -0.13623741, -0.1219769 ],\n",
       "         [-0.12204263, -0.1541374 , -0.13710886],\n",
       "         [-0.07166859, -0.1821484 , -0.16273622]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[-0.10585438, -0.10039665, -0.09484893],\n",
       "         [-0.10229921, -0.10055175, -0.09853645],\n",
       "         [-0.09521651, -0.09542531, -0.09589577]],\n",
       "\n",
       "        [[-0.11080869, -0.09928779, -0.08085881],\n",
       "         [-0.1039582 , -0.09952526, -0.08868337],\n",
       "         [-0.0942428 , -0.09502228, -0.09041218]],\n",
       "\n",
       "        [[-0.11129636, -0.09355763, -0.07094403],\n",
       "         [-0.10243248, -0.08946672, -0.07213884],\n",
       "         [-0.09362912, -0.08569244, -0.07362391]]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v</span></div><div class='xr-var-dims'>(time, zu_3d, yv, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-0.8337 -0.8085 ... -0.3529 -0.3564</div><input id='attrs-24084ed7-6cb6-4a81-aa8d-206b4b36e306' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-24084ed7-6cb6-4a81-aa8d-206b4b36e306' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9bbcac18-0a3f-4670-840e-21227338674d' class='xr-var-data-in' type='checkbox'><label for='data-9bbcac18-0a3f-4670-840e-21227338674d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m/s</dd><dt><span>long_name :</span></dt><dd>v</dd></dl></div><div class='xr-var-data'><pre>array([[[[-0.8337311 , -0.80854285, -0.81367385],\n",
       "         [-0.8480752 , -0.8529124 , -0.8566452 ],\n",
       "         [-0.8386723 , -0.8639429 , -0.8703656 ]],\n",
       "\n",
       "        [[-1.1708075 , -1.184759  , -1.2221476 ],\n",
       "         [-1.1849555 , -1.1915461 , -1.2076006 ],\n",
       "         [-1.1811557 , -1.1783334 , -1.1721596 ]],\n",
       "\n",
       "        [[-1.3192533 , -1.3272661 , -1.3721015 ],\n",
       "         [-1.3509003 , -1.3414415 , -1.3611947 ],\n",
       "         [-1.4078662 , -1.378421  , -1.3666519 ]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[-1.622912  , -1.6197118 , -1.6158911 ],\n",
       "         [-1.6167243 , -1.6136115 , -1.6102905 ],\n",
       "         [-1.6108643 , -1.6079063 , -1.605275  ]],\n",
       "\n",
       "        [[-1.6109143 , -1.6036042 , -1.5942017 ],\n",
       "         [-1.6091614 , -1.6012516 , -1.5912786 ],\n",
       "...\n",
       "         [-0.35894737, -0.4157138 , -0.39492363],\n",
       "         [-0.30207732, -0.309876  , -0.34420806]],\n",
       "\n",
       "        [[-0.40431005, -0.43704125, -0.40853816],\n",
       "         [-0.35512227, -0.34235206, -0.38596156],\n",
       "         [-0.3796744 , -0.2818562 , -0.34297872]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[-0.4111772 , -0.4070443 , -0.36780265],\n",
       "         [-0.4017897 , -0.3921327 , -0.3503353 ],\n",
       "         [-0.39263278, -0.38109797, -0.3389645 ]],\n",
       "\n",
       "        [[-0.38394386, -0.3889107 , -0.38473406],\n",
       "         [-0.38258362, -0.3770329 , -0.3628646 ],\n",
       "         [-0.38191912, -0.36867607, -0.34423664]],\n",
       "\n",
       "        [[-0.35018507, -0.34964263, -0.37556633],\n",
       "         [-0.3596623 , -0.3534506 , -0.36760563],\n",
       "         [-0.3638599 , -0.35288832, -0.35641006]]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>w</span></div><div class='xr-var-dims'>(time, zw_3d, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.0792 0.06818 ... -0.3379 -0.3185</div><input id='attrs-0fa9d4df-c722-4f9c-aebf-30ddbdf58517' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0fa9d4df-c722-4f9c-aebf-30ddbdf58517' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9b82249a-e7c4-4c61-9aa6-5e20f143f4fe' class='xr-var-data-in' type='checkbox'><label for='data-9b82249a-e7c4-4c61-9aa6-5e20f143f4fe' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m/s</dd><dt><span>long_name :</span></dt><dd>w</dd></dl></div><div class='xr-var-data'><pre>array([[[[ 7.91997090e-02,  6.81789741e-02,  4.02955413e-02],\n",
       "         [ 9.29782093e-02,  7.28703663e-02,  4.15173359e-02],\n",
       "         [ 9.69079882e-02,  8.16437677e-02,  5.86461835e-02]],\n",
       "\n",
       "        [[ 1.21440530e-01,  9.24468115e-02,  1.53855346e-02],\n",
       "         [ 1.01314425e-01,  7.01175928e-02,  5.96866664e-03],\n",
       "         [ 8.56662169e-02,  5.85510172e-02,  2.31825076e-02]],\n",
       "\n",
       "        [[ 8.81475806e-02,  8.21071863e-02,  7.93254152e-02],\n",
       "         [ 9.15333033e-02,  9.37206522e-02,  9.10821781e-02],\n",
       "         [ 1.04024775e-01,  1.08205952e-01,  9.72991586e-02]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[-8.61049257e-03,  5.49771497e-03,  1.81808602e-02],\n",
       "         [ 5.25563676e-03,  1.98941547e-02,  3.31384428e-02],\n",
       "         [ 1.83149092e-02,  3.34587768e-02,  4.72262166e-02]],\n",
       "\n",
       "        [[-1.27567928e-02,  6.66330685e-04,  1.22048091e-02],\n",
       "         [ 2.13311147e-03,  1.66678671e-02,  2.87969634e-02],\n",
       "...\n",
       "         [-1.40653938e-01, -1.07754298e-01,  1.32433604e-02]],\n",
       "\n",
       "        [[-1.88361391e-01, -8.13437849e-02, -8.11920017e-02],\n",
       "         [-1.63017184e-01, -1.42177969e-01, -6.07614927e-02],\n",
       "         [-7.06633404e-02, -1.20721914e-01, -4.35995907e-02]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[-3.27670157e-01, -3.06315213e-01, -2.87098527e-01],\n",
       "         [-3.33438098e-01, -3.13565761e-01, -2.84704655e-01],\n",
       "         [-3.38246047e-01, -3.25912088e-01, -2.94667900e-01]],\n",
       "\n",
       "        [[-3.36258054e-01, -3.26519728e-01, -3.06431353e-01],\n",
       "         [-3.36836398e-01, -3.26365173e-01, -3.01545203e-01],\n",
       "         [-3.39374691e-01, -3.31583530e-01, -3.06117743e-01]],\n",
       "\n",
       "        [[-3.41765732e-01, -3.39051038e-01, -3.23662102e-01],\n",
       "         [-3.42675924e-01, -3.38291943e-01, -3.19194555e-01],\n",
       "         [-3.42155606e-01, -3.37870657e-01, -3.18506122e-01]]]],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>theta</span></div><div class='xr-var-dims'>(time, zu_3d, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>283.4 283.4 283.5 ... 296.1 296.1</div><input id='attrs-309aacbc-69ac-417b-9b6a-650e72cf0fb3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-309aacbc-69ac-417b-9b6a-650e72cf0fb3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f72a379f-f51f-4ee1-aa75-c93c91cb6030' class='xr-var-data-in' type='checkbox'><label for='data-f72a379f-f51f-4ee1-aa75-c93c91cb6030' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>theta</dd></dl></div><div class='xr-var-data'><pre>array([[[[283.39307, 283.4112 , 283.4636 ],\n",
       "         [283.41785, 283.4519 , 283.49533],\n",
       "         [283.42307, 283.52194, 283.59213]],\n",
       "\n",
       "        [[284.38727, 284.3712 , 284.33066],\n",
       "         [284.34897, 284.35986, 284.3416 ],\n",
       "         [284.31082, 284.32812, 284.3063 ]],\n",
       "\n",
       "        [[284.706  , 284.55652, 284.53024],\n",
       "         [284.60403, 284.5412 , 284.64514],\n",
       "         [284.62515, 284.71243, 284.88147]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[290.12967, 290.1289 , 290.1314 ],\n",
       "         [290.13223, 290.13284, 290.13684],\n",
       "         [290.1352 , 290.1374 , 290.1431 ]],\n",
       "\n",
       "        [[290.1619 , 290.16324, 290.1666 ],\n",
       "         [290.1648 , 290.16733, 290.17163],\n",
       "...\n",
       "         [295.96677, 296.08997, 296.06995],\n",
       "         [295.93607, 296.08542, 296.1625 ]],\n",
       "\n",
       "        [[296.0981 , 296.09476, 296.10568],\n",
       "         [296.1507 , 296.0836 , 296.10233],\n",
       "         [296.18814, 296.0859 , 296.09988]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[296.09256, 296.0925 , 296.09195],\n",
       "         [296.09247, 296.0926 , 296.092  ],\n",
       "         [296.0924 , 296.09274, 296.0922 ]],\n",
       "\n",
       "        [[296.0937 , 296.09332, 296.09268],\n",
       "         [296.0934 , 296.0933 , 296.09256],\n",
       "         [296.0931 , 296.09323, 296.09262]],\n",
       "\n",
       "        [[296.09433, 296.09424, 296.09372],\n",
       "         [296.09406, 296.09402, 296.0935 ],\n",
       "         [296.09375, 296.09378, 296.09335]]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>q</span></div><div class='xr-var-dims'>(time, zu_3d, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>0.008522 0.008525 ... 0.005993</div><input id='attrs-8e3ef766-0829-42c3-8b37-e93a636ad756' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8e3ef766-0829-42c3-8b37-e93a636ad756' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-29e962bb-d33f-482d-93bc-f33e52ffcabc' class='xr-var-data-in' type='checkbox'><label for='data-29e962bb-d33f-482d-93bc-f33e52ffcabc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>kg/kg</dd><dt><span>long_name :</span></dt><dd>q</dd></dl></div><div class='xr-var-data'><pre>array([[[[0.00852178, 0.00852506, 0.0085283 ],\n",
       "         [0.00850227, 0.00851495, 0.00852814],\n",
       "         [0.00850086, 0.00852682, 0.00854576]],\n",
       "\n",
       "        [[0.00872419, 0.00873672, 0.00874647],\n",
       "         [0.00870395, 0.00871327, 0.00872532],\n",
       "         [0.00869762, 0.00869842, 0.00869899]],\n",
       "\n",
       "        [[0.00877735, 0.00876407, 0.00876279],\n",
       "         [0.00875483, 0.00875187, 0.00877492],\n",
       "         [0.00875996, 0.00877827, 0.00881441]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[0.00783238, 0.00783147, 0.00783157],\n",
       "         [0.00783288, 0.00783232, 0.00783277],\n",
       "         [0.00783344, 0.00783327, 0.0078341 ]],\n",
       "\n",
       "        [[0.00783876, 0.00783902, 0.00784008],\n",
       "         [0.00783887, 0.00783925, 0.00784043],\n",
       "...\n",
       "         [0.00608729, 0.00602121, 0.00602804],\n",
       "         [0.00610595, 0.00602488, 0.00598286]],\n",
       "\n",
       "        [[0.00601369, 0.00601615, 0.00600626],\n",
       "         [0.00598813, 0.00602202, 0.00600924],\n",
       "         [0.00597741, 0.00602347, 0.00601578]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[0.0059922 , 0.005992  , 0.00599204],\n",
       "         [0.00599215, 0.00599197, 0.005992  ],\n",
       "         [0.00599214, 0.00599196, 0.00599201]],\n",
       "\n",
       "        [[0.0059927 , 0.00599257, 0.00599232],\n",
       "         [0.00599255, 0.0059924 , 0.00599221],\n",
       "         [0.00599244, 0.0059923 , 0.00599217]],\n",
       "\n",
       "        [[0.00599378, 0.00599373, 0.00599315],\n",
       "         [0.00599342, 0.0059934 , 0.0059929 ],\n",
       "         [0.0059931 , 0.0059931 , 0.00599272]]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>s</span></div><div class='xr-var-dims'>(time, zu_3d, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>438.2 438.2 438.2 ... 408.3 408.3</div><input id='attrs-ca551131-235d-4365-ab06-8f89be24d007' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ca551131-235d-4365-ab06-8f89be24d007' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-93317062-4eef-4183-8a71-d9d74b2f06b4' class='xr-var-data-in' type='checkbox'><label for='data-93317062-4eef-4183-8a71-d9d74b2f06b4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>conc</dd><dt><span>long_name :</span></dt><dd>s</dd></dl></div><div class='xr-var-data'><pre>array([[[[438.24213, 438.22574, 438.19458],\n",
       "         [438.26575, 438.22977, 438.1946 ],\n",
       "         [438.2615 , 438.1811 , 438.12912]],\n",
       "\n",
       "        [[437.4958 , 437.50842, 437.55463],\n",
       "         [437.53152, 437.51154, 437.52686],\n",
       "         [437.5849 , 437.55566, 437.55774]],\n",
       "\n",
       "        [[437.21033, 437.3623 , 437.3969 ],\n",
       "         [437.2995 , 437.37448, 437.29248],\n",
       "         [437.26755, 437.19412, 437.05582]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[410.65512, 410.66064, 410.65372],\n",
       "         [410.64517, 410.6454 , 410.63287],\n",
       "         [410.63354, 410.62766, 410.60873]],\n",
       "\n",
       "        [[410.53455, 410.53088, 410.5193 ],\n",
       "         [410.5232 , 410.51517, 410.50024],\n",
       "...\n",
       "         [408.43958, 408.4231 , 408.417  ],\n",
       "         [408.44693, 408.41345, 408.39465]],\n",
       "\n",
       "        [[408.38797, 408.4001 , 408.39127],\n",
       "         [408.39114, 408.38538, 408.39056],\n",
       "         [408.41116, 408.3831 , 408.40158]],\n",
       "\n",
       "        ...,\n",
       "\n",
       "        [[408.29123, 408.29645, 408.31656],\n",
       "         [408.2868 , 408.28958, 408.3085 ],\n",
       "         [408.28284, 408.28366, 408.29935]],\n",
       "\n",
       "        [[408.30032, 408.3031 , 408.311  ],\n",
       "         [408.2951 , 408.298  , 408.3078 ],\n",
       "         [408.28983, 408.29218, 408.303  ]],\n",
       "\n",
       "        [[408.30722, 408.30826, 408.30853],\n",
       "         [408.30222, 408.30396, 408.30573],\n",
       "         [408.29697, 408.2988 , 408.302  ]]]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3939eecd-6c45-4ae3-b692-35de0f41bf8b' class='xr-section-summary-in' type='checkbox'  ><label for='section-3939eecd-6c45-4ae3-b692-35de0f41bf8b' class='xr-section-summary' >Attributes: <span>(27)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>title :</span></dt><dd>PALM 21.10-rc.2  run: ches_IOP2.06  nest-id: 03  host: batch  2022-06-22 12:28:01</dd><dt><span>Conventions :</span></dt><dd>CF-1.7</dd><dt><span>creation_time :</span></dt><dd>2022-06-22 12:28:01 -06</dd><dt><span>data_content :</span></dt><dd>podsmasked</dd><dt><span>version :</span></dt><dd>7</dd><dt><span>origin_time :</span></dt><dd>2019-08-22 05:00:00 +00</dd><dt><span>origin_lat :</span></dt><dd>45.710569</dd><dt><span>origin_lon :</span></dt><dd>-90.5842512</dd><dt><span>origin_x :</span></dt><dd>492825.33</dd><dt><span>origin_y :</span></dt><dd>601975.59</dd><dt><span>origin_z :</span></dt><dd>470.0</dd><dt><span>rotation_angle :</span></dt><dd>0.0</dd><dt><span>dependencies :</span></dt><dd></dd><dt><span>history :</span></dt><dd></dd><dt><span>author :</span></dt><dd>Luise Wanner, luise.wanner at kit.edu, Sreenath Paleri, paleri at wisc.edu</dd><dt><span>contact_person :</span></dt><dd></dd><dt><span>institution :</span></dt><dd>IMK-IFU,Karlsruhe Institute of Technology, AOSS UW Madison</dd><dt><span>acronym :</span></dt><dd></dd><dt><span>campaign :</span></dt><dd></dd><dt><span>location :</span></dt><dd></dd><dt><span>site :</span></dt><dd></dd><dt><span>source :</span></dt><dd>PALM 21.10-rc.2</dd><dt><span>references :</span></dt><dd></dd><dt><span>keywords :</span></dt><dd>example, PALM-4U</dd><dt><span>licence :</span></dt><dd></dd><dt><span>comment :</span></dt><dd>Generic crossing example</dd><dt><span>VAR_LIST :</span></dt><dd>;u;v;w;theta;q;s;</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (x: 3, time: 234001, y: 3, xu: 3, yv: 3, zu_3d: 9, zw_3d: 9)\n",
       "Coordinates:\n",
       "  * x        (x) float64 6.069e+03 6.075e+03 6.081e+03\n",
       "  * y        (y) float64 6.177e+03 6.183e+03 6.189e+03\n",
       "  * xu       (xu) float64 6.066e+03 6.072e+03 6.078e+03\n",
       "  * yv       (yv) float64 6.174e+03 6.18e+03 6.186e+03\n",
       "  * time     (time) datetime64[ns] 2019-09-24T05:00:00.000000175 ... 2019-09-...\n",
       "  * zu_3d    (zu_3d) float64 26.0 30.0 34.0 94.0 98.0 102.0 194.0 198.0 202.0\n",
       "  * zw_3d    (zw_3d) float64 28.0 32.0 36.0 96.0 100.0 104.0 196.0 200.0 204.0\n",
       "Data variables: (12/19)\n",
       "    E_UTM    (time, x) float64 4.989e+05 4.989e+05 ... 4.989e+05 4.989e+05\n",
       "    N_UTM    (time, y) float64 6.082e+05 6.082e+05 ... 6.082e+05 6.082e+05\n",
       "    Eu_UTM   (time, xu) float64 4.989e+05 4.989e+05 ... 4.989e+05 4.989e+05\n",
       "    Nu_UTM   (time, y) float64 6.082e+05 6.082e+05 ... 6.082e+05 6.082e+05\n",
       "    Ev_UTM   (time, x) float64 4.989e+05 4.989e+05 ... 4.989e+05 4.989e+05\n",
       "    Nv_UTM   (time, yv) float64 6.081e+05 6.082e+05 ... 6.082e+05 6.082e+05\n",
       "    ...       ...\n",
       "    u        (time, zu_3d, y, xu) float32 -1.056 -1.043 ... -0.08569 -0.07362\n",
       "    v        (time, zu_3d, yv, x) float32 -0.8337 -0.8085 ... -0.3529 -0.3564\n",
       "    w        (time, zw_3d, y, x) float32 0.0792 0.06818 ... -0.3379 -0.3185\n",
       "    theta    (time, zu_3d, y, x) float32 283.4 283.4 283.5 ... 296.1 296.1 296.1\n",
       "    q        (time, zu_3d, y, x) float32 0.008522 0.008525 ... 0.005993 0.005993\n",
       "    s        (time, zu_3d, y, x) float32 438.2 438.2 438.2 ... 408.3 408.3 408.3\n",
       "Attributes: (12/27)\n",
       "    title:           PALM 21.10-rc.2  run: ches_IOP2.06  nest-id: 03  host: b...\n",
       "    Conventions:     CF-1.7\n",
       "    creation_time:   2022-06-22 12:28:01 -06\n",
       "    data_content:    podsmasked\n",
       "    version:         7\n",
       "    origin_time:     2019-08-22 05:00:00 +00\n",
       "    ...              ...\n",
       "    source:          PALM 21.10-rc.2\n",
       "    references:      \n",
       "    keywords:        example, PALM-4U\n",
       "    licence:         \n",
       "    comment:         Generic crossing example\n",
       "    VAR_LIST:        ;u;v;w;theta;q;s;"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "simulated_WLEF_ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "38a560a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f21c32d9780>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family ['Cambria'] not found. Falling back to DejaVu Sans.\n",
      "findfont: Font family ['Cambria'] not found. Falling back to DejaVu Sans.\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1008x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#check the T, q time series at 30, 122 and 396 m\n",
    "simulated_WLEF_ds.theta.sel(zu_3d=30,x=6075,y=6183).resample(time = '1min').mean().plot(figsize = (14,12))\n",
    "simulated_WLEF_ds.theta.sel(zu_3d=102,x=6075,y=6183).resample(time = '1min').mean().plot(figsize = (14,12))\n",
    "\n",
    "simulated_WLEF_ds.q.sel(zu_3d=30,x=6075,y=6183).resample(time = '1min').mean().plot(figsize = (14,12))\n",
    "simulated_WLEF_ds.q.sel(zu_3d=102,x=6075,y=6183).resample(time = '1min').mean().plot(figsize = (14,12))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "dadad769",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Plotting wind data\n",
    "#have to extrapolate u, v to w grid.\n",
    "\n",
    "#read in variables to data arrays, renaming the coords for theta and q to interpolate\n",
    "w = simulated_WLEF_ds.w.sel(zw_3d=32,x=6075,y=6183).resample(time = '1min').mean()\n",
    "u_interpolated = simulated_WLEF_ds.u.sel(zu_3d=30,xu=6072,y=6183).resample(time = '1min').mean().rename({'zu_3d': 'zw_3d'}).interp_like(w)\n",
    "v_interpolated = simulated_WLEF_ds.v.sel(zu_3d=30,x=6075,yv=6180).resample(time = '1min').mean().rename({'zu_3d': 'zw_3d'}).interp_like(w)\n",
    "wind = np.sqrt(w**2 + u_interpolated**2 + v_interpolated**2 )\n",
    "#change the time coordinate to datetime format , starting at 2019-09-24\n",
    "#if you find a timedelta, datatype, just add the date to it and then continue using it. \n",
    "#https://stackoverflow.com/questions/62572678/xarray-coords-conversion-to-datetime64\n",
    "#https://stackoverflow.com/questions/17978092/combine-date-and-time-columns-using-python-pandas/50352414#50352414\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "1fcbc2a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f21b84c9990>]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wind.plot(figsize = (14,12))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e79f1de",
   "metadata": {},
   "source": [
    "Notes: Rain event 24th night/evening/ \n",
    "Simulations show moisture advection and calm winds??\n",
    "Interpolated u,v to the w grid. But u and v are offset in the horizontal to w by 3 m :( \n",
    "Simulated tower data at 100m, actual tower at 122m :( "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f7db2fbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Trying to extract and plot the 1 minute data from the tall tower for these three fields. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "0e309981",
   "metadata": {},
   "outputs": [],
   "source": [
    "#define the variable names needed\n",
    "varNames=['hh','mm','ss','ws30','wsSTD30','wd30','wdSTD30','T30','RH30','q30','ws122','wsSTD122','wd122','wdSTD122','T122','RH122','q122','ws396','wsSTD396','wd396','wdSTD396','T396','RH396','q396','SFCPres','precip','PAR']\n",
    "# function to read in the variables from a local .txt file, with name filename\n",
    "# and return a pandas dataframe with the variables in it\n",
    "# written by Jonathan thom\n",
    "def readWLEFSlow(filename):\n",
    "    lines=open(filename,'rt').readlines()\n",
    "\n",
    "    stamp=[]\n",
    "    L=[]\n",
    "    # create an array to write the data with the correct number of columns\n",
    "    data_only_var_name=varNames[3:]\n",
    "    for i in range(len(varNames[3:])):\n",
    "            L.append([])\n",
    "    print(len(L))\n",
    "    for j,line in enumerate(lines):\n",
    "     #   print('line number= ',j)\n",
    "        line=line.replace('\\n','')\n",
    "        valStr=line.split()\n",
    "#  make a timestamp from filename and time in the file\n",
    "        # get filename\n",
    "        YYYYMMDD=os.path.split(filename)[1][0:8]\n",
    "        YYYYMMDD=datetime.strptime(YYYYMMDD,'%Y%m%d')\n",
    "        if valStr[0]=='24':\n",
    "            valStr[0]='00'\n",
    "            YYYYMMDD=YYYYMMDD + timedelta(days=1)\n",
    "        YYYYMMDD=YYYYMMDD.replace(hour=int(valStr[0]))\n",
    "        YYYYMMDD=YYYYMMDD.replace(minute=int(valStr[1]))\n",
    "        YYYYMMDD=YYYYMMDD.replace(second=int(valStr[2]))\n",
    "        stamp.append(YYYYMMDD)\n",
    "    \n",
    "        data_only=valStr[3:]\n",
    "        if len(data_only)<len(data_only_var_name):\n",
    "            print('short :',len(data_only),j,line)\n",
    "            for i in range(len(data_only),len(varNames[3:])):\n",
    "                data_only.append('nan')\n",
    "        for i,v in enumerate(data_only):\n",
    "            try:\n",
    "                dataval=float(v)\n",
    "            except ValueError:\n",
    "                dataval=float('nan')\n",
    "            print(i,v)\n",
    "            L[i].append(dataval)\n",
    "    Lnp=np.array(L)\n",
    "    Lnp=np.transpose(Lnp)\n",
    "    stampIDX=pd.DatetimeIndex(stamp)\n",
    "    records=pd.DataFrame(Lnp,index=stampIDX,columns=data_only_var_name)\n",
    "\n",
    "    return records"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "eabfb435",
   "metadata": {},
   "outputs": [],
   "source": [
    "#WLEF_20190924_df = readWLEFSlow('/air/incoming/wlef/slow/2019/20190924_towerslow.txt')\n",
    "#WLEF_20190925_df = readWLEFSlow('/air/incoming/wlef/slow/2019/20190925_towerslow.txt')\n",
    "#WLEF_20190926_df = readWLEFSlow('/air/incoming/wlef/slow/2019/20190926_towerslow.txt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5c151936",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ws30</th>\n",
       "      <th>wsSTD30</th>\n",
       "      <th>wd30</th>\n",
       "      <th>wdSTD30</th>\n",
       "      <th>T30</th>\n",
       "      <th>RH30</th>\n",
       "      <th>q30</th>\n",
       "      <th>ws122</th>\n",
       "      <th>wsSTD122</th>\n",
       "      <th>wd122</th>\n",
       "      <th>...</th>\n",
       "      <th>ws396</th>\n",
       "      <th>wsSTD396</th>\n",
       "      <th>wd396</th>\n",
       "      <th>wdSTD396</th>\n",
       "      <th>T396</th>\n",
       "      <th>RH396</th>\n",
       "      <th>q396</th>\n",
       "      <th>SFCPres</th>\n",
       "      <th>precip</th>\n",
       "      <th>PAR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-09-24 00:00:00</th>\n",
       "      <td>1.74</td>\n",
       "      <td>0.21</td>\n",
       "      <td>250.67</td>\n",
       "      <td>6.97</td>\n",
       "      <td>17.60</td>\n",
       "      <td>60.05</td>\n",
       "      <td>7.94</td>\n",
       "      <td>6.41</td>\n",
       "      <td>0.13</td>\n",
       "      <td>266.82</td>\n",
       "      <td>...</td>\n",
       "      <td>8.66</td>\n",
       "      <td>0.15</td>\n",
       "      <td>270.20</td>\n",
       "      <td>0.56</td>\n",
       "      <td>15.79</td>\n",
       "      <td>57.19</td>\n",
       "      <td>6.73</td>\n",
       "      <td>95.77</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-24 00:01:00</th>\n",
       "      <td>1.43</td>\n",
       "      <td>0.23</td>\n",
       "      <td>245.86</td>\n",
       "      <td>8.79</td>\n",
       "      <td>17.57</td>\n",
       "      <td>60.24</td>\n",
       "      <td>7.95</td>\n",
       "      <td>6.34</td>\n",
       "      <td>0.25</td>\n",
       "      <td>264.77</td>\n",
       "      <td>...</td>\n",
       "      <td>8.80</td>\n",
       "      <td>0.15</td>\n",
       "      <td>270.25</td>\n",
       "      <td>1.09</td>\n",
       "      <td>15.79</td>\n",
       "      <td>57.39</td>\n",
       "      <td>6.75</td>\n",
       "      <td>95.77</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-24 00:02:00</th>\n",
       "      <td>1.47</td>\n",
       "      <td>0.21</td>\n",
       "      <td>247.24</td>\n",
       "      <td>8.24</td>\n",
       "      <td>17.54</td>\n",
       "      <td>60.37</td>\n",
       "      <td>7.96</td>\n",
       "      <td>6.44</td>\n",
       "      <td>0.29</td>\n",
       "      <td>264.66</td>\n",
       "      <td>...</td>\n",
       "      <td>8.49</td>\n",
       "      <td>0.20</td>\n",
       "      <td>271.00</td>\n",
       "      <td>0.95</td>\n",
       "      <td>15.79</td>\n",
       "      <td>57.59</td>\n",
       "      <td>6.78</td>\n",
       "      <td>95.77</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-24 00:03:00</th>\n",
       "      <td>1.53</td>\n",
       "      <td>0.31</td>\n",
       "      <td>252.22</td>\n",
       "      <td>5.67</td>\n",
       "      <td>17.48</td>\n",
       "      <td>60.92</td>\n",
       "      <td>8.00</td>\n",
       "      <td>6.67</td>\n",
       "      <td>0.22</td>\n",
       "      <td>266.08</td>\n",
       "      <td>...</td>\n",
       "      <td>8.04</td>\n",
       "      <td>0.17</td>\n",
       "      <td>269.08</td>\n",
       "      <td>1.45</td>\n",
       "      <td>15.79</td>\n",
       "      <td>57.73</td>\n",
       "      <td>6.79</td>\n",
       "      <td>95.78</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-24 00:04:00</th>\n",
       "      <td>1.49</td>\n",
       "      <td>0.26</td>\n",
       "      <td>248.44</td>\n",
       "      <td>6.26</td>\n",
       "      <td>17.41</td>\n",
       "      <td>60.97</td>\n",
       "      <td>7.97</td>\n",
       "      <td>6.76</td>\n",
       "      <td>0.12</td>\n",
       "      <td>266.08</td>\n",
       "      <td>...</td>\n",
       "      <td>8.30</td>\n",
       "      <td>0.22</td>\n",
       "      <td>270.94</td>\n",
       "      <td>1.37</td>\n",
       "      <td>15.79</td>\n",
       "      <td>57.88</td>\n",
       "      <td>6.81</td>\n",
       "      <td>95.78</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-24 23:55:00</th>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>21.24</td>\n",
       "      <td>76.71</td>\n",
       "      <td>12.98</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>...</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>19.31</td>\n",
       "      <td>79.57</td>\n",
       "      <td>11.93</td>\n",
       "      <td>94.65</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-24 23:56:00</th>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>21.20</td>\n",
       "      <td>76.63</td>\n",
       "      <td>12.94</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>...</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>19.31</td>\n",
       "      <td>79.66</td>\n",
       "      <td>11.95</td>\n",
       "      <td>94.64</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-24 23:57:00</th>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>21.19</td>\n",
       "      <td>76.70</td>\n",
       "      <td>12.94</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>...</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>19.31</td>\n",
       "      <td>79.71</td>\n",
       "      <td>11.95</td>\n",
       "      <td>94.64</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-24 23:58:00</th>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>21.19</td>\n",
       "      <td>76.86</td>\n",
       "      <td>12.97</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>...</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>19.31</td>\n",
       "      <td>79.75</td>\n",
       "      <td>11.96</td>\n",
       "      <td>94.63</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-24 23:59:00</th>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>...</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1440 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       ws30  wsSTD30    wd30  wdSTD30     T30    RH30     q30  \\\n",
       "2019-09-24 00:00:00    1.74     0.21  250.67     6.97   17.60   60.05    7.94   \n",
       "2019-09-24 00:01:00    1.43     0.23  245.86     8.79   17.57   60.24    7.95   \n",
       "2019-09-24 00:02:00    1.47     0.21  247.24     8.24   17.54   60.37    7.96   \n",
       "2019-09-24 00:03:00    1.53     0.31  252.22     5.67   17.48   60.92    8.00   \n",
       "2019-09-24 00:04:00    1.49     0.26  248.44     6.26   17.41   60.97    7.97   \n",
       "...                     ...      ...     ...      ...     ...     ...     ...   \n",
       "2019-09-24 23:55:00 -999.00  -999.00 -999.00  -999.00   21.24   76.71   12.98   \n",
       "2019-09-24 23:56:00 -999.00  -999.00 -999.00  -999.00   21.20   76.63   12.94   \n",
       "2019-09-24 23:57:00 -999.00  -999.00 -999.00  -999.00   21.19   76.70   12.94   \n",
       "2019-09-24 23:58:00 -999.00  -999.00 -999.00  -999.00   21.19   76.86   12.97   \n",
       "2019-09-24 23:59:00 -999.00  -999.00 -999.00  -999.00 -999.00 -999.00 -999.00   \n",
       "\n",
       "                      ws122  wsSTD122   wd122  ...   ws396  wsSTD396   wd396  \\\n",
       "2019-09-24 00:00:00    6.41      0.13  266.82  ...    8.66      0.15  270.20   \n",
       "2019-09-24 00:01:00    6.34      0.25  264.77  ...    8.80      0.15  270.25   \n",
       "2019-09-24 00:02:00    6.44      0.29  264.66  ...    8.49      0.20  271.00   \n",
       "2019-09-24 00:03:00    6.67      0.22  266.08  ...    8.04      0.17  269.08   \n",
       "2019-09-24 00:04:00    6.76      0.12  266.08  ...    8.30      0.22  270.94   \n",
       "...                     ...       ...     ...  ...     ...       ...     ...   \n",
       "2019-09-24 23:55:00 -999.00   -999.00 -999.00  ... -999.00   -999.00 -999.00   \n",
       "2019-09-24 23:56:00 -999.00   -999.00 -999.00  ... -999.00   -999.00 -999.00   \n",
       "2019-09-24 23:57:00 -999.00   -999.00 -999.00  ... -999.00   -999.00 -999.00   \n",
       "2019-09-24 23:58:00 -999.00   -999.00 -999.00  ... -999.00   -999.00 -999.00   \n",
       "2019-09-24 23:59:00 -999.00   -999.00 -999.00  ... -999.00   -999.00 -999.00   \n",
       "\n",
       "                     wdSTD396    T396   RH396    q396  SFCPres  precip     PAR  \n",
       "2019-09-24 00:00:00      0.56   15.79   57.19    6.73    95.77     0.0    5.17  \n",
       "2019-09-24 00:01:00      1.09   15.79   57.39    6.75    95.77     0.0    4.44  \n",
       "2019-09-24 00:02:00      0.95   15.79   57.59    6.78    95.77     0.0    3.76  \n",
       "2019-09-24 00:03:00      1.45   15.79   57.73    6.79    95.78     0.0    3.06  \n",
       "2019-09-24 00:04:00      1.37   15.79   57.88    6.81    95.78     0.0    2.45  \n",
       "...                       ...     ...     ...     ...      ...     ...     ...  \n",
       "2019-09-24 23:55:00   -999.00   19.31   79.57   11.93    94.65     0.0    2.99  \n",
       "2019-09-24 23:56:00   -999.00   19.31   79.66   11.95    94.64     0.0    2.72  \n",
       "2019-09-24 23:57:00   -999.00   19.31   79.71   11.95    94.64     0.0    2.40  \n",
       "2019-09-24 23:58:00   -999.00   19.31   79.75   11.96    94.63     0.0    2.11  \n",
       "2019-09-24 23:59:00   -999.00 -999.00 -999.00 -999.00  -999.00  -999.0 -999.00  \n",
       "\n",
       "[1440 rows x 24 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "WLEF_20190924_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "e5387ff2",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ws30</th>\n",
       "      <th>wsSTD30</th>\n",
       "      <th>wd30</th>\n",
       "      <th>wdSTD30</th>\n",
       "      <th>T30</th>\n",
       "      <th>RH30</th>\n",
       "      <th>q30</th>\n",
       "      <th>ws122</th>\n",
       "      <th>wsSTD122</th>\n",
       "      <th>wd122</th>\n",
       "      <th>...</th>\n",
       "      <th>wsSTD396</th>\n",
       "      <th>wd396</th>\n",
       "      <th>wdSTD396</th>\n",
       "      <th>T396</th>\n",
       "      <th>RH396</th>\n",
       "      <th>q396</th>\n",
       "      <th>SFCPres</th>\n",
       "      <th>precip</th>\n",
       "      <th>PAR</th>\n",
       "      <th>Timestamp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-09-24 05:00:00</th>\n",
       "      <td>2.53</td>\n",
       "      <td>0.35</td>\n",
       "      <td>223.11</td>\n",
       "      <td>7.12</td>\n",
       "      <td>12.46</td>\n",
       "      <td>82.10</td>\n",
       "      <td>7.80</td>\n",
       "      <td>9.99</td>\n",
       "      <td>0.06</td>\n",
       "      <td>257.23</td>\n",
       "      <td>...</td>\n",
       "      <td>0.02</td>\n",
       "      <td>264.51</td>\n",
       "      <td>0.07</td>\n",
       "      <td>15.88</td>\n",
       "      <td>53.50</td>\n",
       "      <td>6.33</td>\n",
       "      <td>95.77</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2019-09-24 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-24 05:01:00</th>\n",
       "      <td>2.28</td>\n",
       "      <td>0.51</td>\n",
       "      <td>222.09</td>\n",
       "      <td>7.41</td>\n",
       "      <td>12.48</td>\n",
       "      <td>81.90</td>\n",
       "      <td>7.79</td>\n",
       "      <td>10.02</td>\n",
       "      <td>0.12</td>\n",
       "      <td>257.85</td>\n",
       "      <td>...</td>\n",
       "      <td>0.02</td>\n",
       "      <td>264.70</td>\n",
       "      <td>0.11</td>\n",
       "      <td>15.88</td>\n",
       "      <td>53.46</td>\n",
       "      <td>6.32</td>\n",
       "      <td>95.77</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.01</td>\n",
       "      <td>2019-09-24 00:01:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-24 05:02:00</th>\n",
       "      <td>2.24</td>\n",
       "      <td>0.50</td>\n",
       "      <td>225.87</td>\n",
       "      <td>7.84</td>\n",
       "      <td>12.55</td>\n",
       "      <td>81.60</td>\n",
       "      <td>7.80</td>\n",
       "      <td>9.88</td>\n",
       "      <td>0.09</td>\n",
       "      <td>257.72</td>\n",
       "      <td>...</td>\n",
       "      <td>0.04</td>\n",
       "      <td>265.11</td>\n",
       "      <td>0.14</td>\n",
       "      <td>15.88</td>\n",
       "      <td>53.43</td>\n",
       "      <td>6.32</td>\n",
       "      <td>95.77</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.06</td>\n",
       "      <td>2019-09-24 00:02:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-24 05:03:00</th>\n",
       "      <td>2.08</td>\n",
       "      <td>0.54</td>\n",
       "      <td>226.14</td>\n",
       "      <td>8.71</td>\n",
       "      <td>12.59</td>\n",
       "      <td>81.50</td>\n",
       "      <td>7.81</td>\n",
       "      <td>9.55</td>\n",
       "      <td>0.13</td>\n",
       "      <td>255.64</td>\n",
       "      <td>...</td>\n",
       "      <td>0.02</td>\n",
       "      <td>265.59</td>\n",
       "      <td>0.17</td>\n",
       "      <td>15.89</td>\n",
       "      <td>53.36</td>\n",
       "      <td>6.32</td>\n",
       "      <td>95.77</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.11</td>\n",
       "      <td>2019-09-24 00:03:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-24 05:04:00</th>\n",
       "      <td>2.02</td>\n",
       "      <td>0.31</td>\n",
       "      <td>222.46</td>\n",
       "      <td>7.22</td>\n",
       "      <td>12.58</td>\n",
       "      <td>81.60</td>\n",
       "      <td>7.81</td>\n",
       "      <td>9.21</td>\n",
       "      <td>0.14</td>\n",
       "      <td>253.02</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>266.15</td>\n",
       "      <td>0.15</td>\n",
       "      <td>15.93</td>\n",
       "      <td>53.31</td>\n",
       "      <td>6.33</td>\n",
       "      <td>95.77</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.12</td>\n",
       "      <td>2019-09-24 00:04:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-26 04:56:00</th>\n",
       "      <td>2.88</td>\n",
       "      <td>0.76</td>\n",
       "      <td>270.15</td>\n",
       "      <td>14.76</td>\n",
       "      <td>9.57</td>\n",
       "      <td>72.34</td>\n",
       "      <td>5.68</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.20</td>\n",
       "      <td>295.05</td>\n",
       "      <td>0.64</td>\n",
       "      <td>8.21</td>\n",
       "      <td>65.51</td>\n",
       "      <td>4.69</td>\n",
       "      <td>95.27</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.11</td>\n",
       "      <td>2019-09-25 23:56:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-26 04:57:00</th>\n",
       "      <td>3.30</td>\n",
       "      <td>0.65</td>\n",
       "      <td>277.63</td>\n",
       "      <td>12.01</td>\n",
       "      <td>9.57</td>\n",
       "      <td>72.63</td>\n",
       "      <td>5.71</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.18</td>\n",
       "      <td>295.22</td>\n",
       "      <td>0.51</td>\n",
       "      <td>8.22</td>\n",
       "      <td>65.25</td>\n",
       "      <td>4.67</td>\n",
       "      <td>95.27</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.10</td>\n",
       "      <td>2019-09-25 23:57:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-26 04:58:00</th>\n",
       "      <td>2.68</td>\n",
       "      <td>0.53</td>\n",
       "      <td>275.87</td>\n",
       "      <td>12.52</td>\n",
       "      <td>9.54</td>\n",
       "      <td>72.69</td>\n",
       "      <td>5.70</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.10</td>\n",
       "      <td>294.42</td>\n",
       "      <td>0.50</td>\n",
       "      <td>8.28</td>\n",
       "      <td>64.84</td>\n",
       "      <td>4.66</td>\n",
       "      <td>95.27</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.11</td>\n",
       "      <td>2019-09-25 23:58:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-26 04:59:00</th>\n",
       "      <td>3.03</td>\n",
       "      <td>0.82</td>\n",
       "      <td>281.42</td>\n",
       "      <td>14.56</td>\n",
       "      <td>9.54</td>\n",
       "      <td>72.62</td>\n",
       "      <td>5.69</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.12</td>\n",
       "      <td>294.93</td>\n",
       "      <td>0.53</td>\n",
       "      <td>8.31</td>\n",
       "      <td>65.11</td>\n",
       "      <td>4.69</td>\n",
       "      <td>95.27</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.09</td>\n",
       "      <td>2019-09-25 23:59:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-26 05:00:00</th>\n",
       "      <td>2.99</td>\n",
       "      <td>0.99</td>\n",
       "      <td>267.06</td>\n",
       "      <td>15.81</td>\n",
       "      <td>9.51</td>\n",
       "      <td>72.84</td>\n",
       "      <td>5.70</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>-999.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.11</td>\n",
       "      <td>294.60</td>\n",
       "      <td>0.48</td>\n",
       "      <td>8.31</td>\n",
       "      <td>65.32</td>\n",
       "      <td>4.71</td>\n",
       "      <td>95.27</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.09</td>\n",
       "      <td>2019-09-26 00:00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2881 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     ws30  wsSTD30    wd30  wdSTD30    T30   RH30   q30  \\\n",
       "2019-09-24 05:00:00  2.53     0.35  223.11     7.12  12.46  82.10  7.80   \n",
       "2019-09-24 05:01:00  2.28     0.51  222.09     7.41  12.48  81.90  7.79   \n",
       "2019-09-24 05:02:00  2.24     0.50  225.87     7.84  12.55  81.60  7.80   \n",
       "2019-09-24 05:03:00  2.08     0.54  226.14     8.71  12.59  81.50  7.81   \n",
       "2019-09-24 05:04:00  2.02     0.31  222.46     7.22  12.58  81.60  7.81   \n",
       "...                   ...      ...     ...      ...    ...    ...   ...   \n",
       "2019-09-26 04:56:00  2.88     0.76  270.15    14.76   9.57  72.34  5.68   \n",
       "2019-09-26 04:57:00  3.30     0.65  277.63    12.01   9.57  72.63  5.71   \n",
       "2019-09-26 04:58:00  2.68     0.53  275.87    12.52   9.54  72.69  5.70   \n",
       "2019-09-26 04:59:00  3.03     0.82  281.42    14.56   9.54  72.62  5.69   \n",
       "2019-09-26 05:00:00  2.99     0.99  267.06    15.81   9.51  72.84  5.70   \n",
       "\n",
       "                      ws122  wsSTD122   wd122  ...  wsSTD396   wd396  \\\n",
       "2019-09-24 05:00:00    9.99      0.06  257.23  ...      0.02  264.51   \n",
       "2019-09-24 05:01:00   10.02      0.12  257.85  ...      0.02  264.70   \n",
       "2019-09-24 05:02:00    9.88      0.09  257.72  ...      0.04  265.11   \n",
       "2019-09-24 05:03:00    9.55      0.13  255.64  ...      0.02  265.59   \n",
       "2019-09-24 05:04:00    9.21      0.14  253.02  ...      0.03  266.15   \n",
       "...                     ...       ...     ...  ...       ...     ...   \n",
       "2019-09-26 04:56:00 -999.00   -999.00 -999.00  ...      0.20  295.05   \n",
       "2019-09-26 04:57:00 -999.00   -999.00 -999.00  ...      0.18  295.22   \n",
       "2019-09-26 04:58:00 -999.00   -999.00 -999.00  ...      0.10  294.42   \n",
       "2019-09-26 04:59:00 -999.00   -999.00 -999.00  ...      0.12  294.93   \n",
       "2019-09-26 05:00:00 -999.00   -999.00 -999.00  ...      0.11  294.60   \n",
       "\n",
       "                     wdSTD396   T396  RH396  q396  SFCPres  precip   PAR  \\\n",
       "2019-09-24 05:00:00      0.07  15.88  53.50  6.33    95.77     0.0  0.00   \n",
       "2019-09-24 05:01:00      0.11  15.88  53.46  6.32    95.77     0.0  0.01   \n",
       "2019-09-24 05:02:00      0.14  15.88  53.43  6.32    95.77     0.0  0.06   \n",
       "2019-09-24 05:03:00      0.17  15.89  53.36  6.32    95.77     0.0  0.11   \n",
       "2019-09-24 05:04:00      0.15  15.93  53.31  6.33    95.77     0.0  0.12   \n",
       "...                       ...    ...    ...   ...      ...     ...   ...   \n",
       "2019-09-26 04:56:00      0.64   8.21  65.51  4.69    95.27     0.0  0.11   \n",
       "2019-09-26 04:57:00      0.51   8.22  65.25  4.67    95.27     0.0  0.10   \n",
       "2019-09-26 04:58:00      0.50   8.28  64.84  4.66    95.27     0.0  0.11   \n",
       "2019-09-26 04:59:00      0.53   8.31  65.11  4.69    95.27     0.0  0.09   \n",
       "2019-09-26 05:00:00      0.48   8.31  65.32  4.71    95.27     0.0  0.09   \n",
       "\n",
       "                              Timestamp  \n",
       "2019-09-24 05:00:00 2019-09-24 00:00:00  \n",
       "2019-09-24 05:01:00 2019-09-24 00:01:00  \n",
       "2019-09-24 05:02:00 2019-09-24 00:02:00  \n",
       "2019-09-24 05:03:00 2019-09-24 00:03:00  \n",
       "2019-09-24 05:04:00 2019-09-24 00:04:00  \n",
       "...                                 ...  \n",
       "2019-09-26 04:56:00 2019-09-25 23:56:00  \n",
       "2019-09-26 04:57:00 2019-09-25 23:57:00  \n",
       "2019-09-26 04:58:00 2019-09-25 23:58:00  \n",
       "2019-09-26 04:59:00 2019-09-25 23:59:00  \n",
       "2019-09-26 05:00:00 2019-09-26 00:00:00  \n",
       "\n",
       "[2881 rows x 25 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "WLEF_df = pd.DataFrame()\n",
    "WLEF_df = pd.concat([WLEF_20190924_df,WLEF_20190925_df,WLEF_20190926_df])['2019-09-24 05:00:00' :'2019-09-26 05:00:00']\n",
    "#change the timestamp fro UTC to CDT\n",
    "WLEF_df['Timestamp'] = (WLEF_df.index + pd.Timedelta(-5, \"h\"))\n",
    "#WLEF_df['Timestamp']\n",
    "WLEF_df WLEF_df.set_index('Timestamp')\n",
    "WLEF_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "b8f4ca7a",
   "metadata": {},
   "outputs": [],
   "source": [
    "WLEF_ws30_df_nan = WLEF_df['ws30'].copy()\n",
    "WLEF_ws30_df_nan[WLEF_ws30_df_nan<-100]=np.nan\n",
    "\n",
    "WLEF_T30_df_nan = WLEF_df['T30'].copy()\n",
    "WLEF_T30_df_nan[WLEF_T30_df_nan<-100]=np.nan\n",
    "\n",
    "WLEF_q30_df_nan = WLEF_df['q30'].copy()\n",
    "WLEF_q30_df_nan[WLEF_q30_df_nan<-100]=np.nan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "ff326582",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1008x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "WLEF_ws30_df_nan.plot(figsize = (14,12))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "d5d6b5a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "WLEF_T30_df_nan.plot(figsize = (14,12))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "e1c6f4c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "WLEF_q30_df_nan.plot(figsize = (14,12))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "58ffa487",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "f17d4760",
   "metadata": {},
   "source": [
    "Have to adjust for the change in UTC for the WLEF data"
   ]
  }
 ],
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