write_summa_files.ipynb

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   "source": [
    "# packages are loaded\n",
    "from lib.summaFlow import *"
   ]
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   "id": "f55e7907-d9f1-4a10-af93-d95b695623e9",
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    "# inputs\n",
    "# path where summa model setup is written\n",
    "output_path = '/Users/mohamed/Documents/Work/Model_Agnostic/sample_MAF_input/summa_setup_new/'\n",
    "# gistool output location\n",
    "gistool_output = '/Users/mohamed/Documents/Work/Model_Agnostic/sample_MAF_input/gistool-outputs'\n",
    "# geofabric shapefile location\n",
    "subbasins_shapefile = '/Users/mohamed/Documents/Work/Model_Agnostic/sample_MAF_input/MERIT_geofabric/extracted_subbasins.shp'\n",
    "rivers_shapefile = '/Users/mohamed/Documents/Work/Model_Agnostic/sample_MAF_input/MERIT_geofabric/extracted_rivers.shp'\n",
    "# easymore remapped output location\n",
    "easymore_output = '/Users/mohamed/Documents/Work/Model_Agnostic/sample_MAF_input/easymore-outputs'\n",
    "frac_threshold = 0.01                       # fraction to exclude landcover with coverage less than this value\n",
    "hru_discr = 'landcover'                     # either by 'landcover' (default) or 1 hru per gru '1hru_gru'\n",
    "write_mizuroute_domain = True               # write the river segment domain based on GRUs\n",
    "soil_mLayerDepth = [0.1, 0.25, 0.5, 2.15]   # soil layer depth (meters)\n",
    "# forcing related variables\n",
    "forcing_units = {\n",
    "# SUMMA varName: varName in input data, units in input data, required units for SUMMA\n",
    "'pptrate':{'in_varname':'RDRS_v2.1_A_PR0_SFC','in_units': 'm/hr','out_units':' mm/s'},\n",
    "'airtemp':{'in_varname':'RDRS_v2.1_P_TT_09944','in_units': 'celsius','out_units': 'kelvin'},\n",
    "'SWRadAtm':{'in_varname':'RDRS_v2.1_P_FB_SFC','in_units': 'W/m^2','out_units': 'W/m^2'},\n",
    "'LWRadAtm':{'in_varname':'RDRS_v2.1_P_FI_SFC','in_units': 'W/m^2','out_units': 'W/m^2'},\n",
    "'windspd':{'in_varname':'RDRS_v2.1_P_UVC_09944','in_units': 'knot','out_units': 'm/s'},\n",
    "'spechum':{'in_varname':'RDRS_v2.1_P_HU_09944','in_units': 'kg/kg','out_units': 'kg/kg'},\n",
    "'airpres':{'in_varname':'RDRS_v2.1_P_P0_SFC','in_units': 'millibar','out_units': 'pascal'},\n",
    "'longitude': {'in_varname':'longitude','in_units': 'degree','out_units': 'degree'},\n",
    "'latitude': {'in_varname':'latitude','in_units': 'degree','out_units': 'degree'}\n",
    "}\n",
    "# required time shift in hours\n",
    "timeshift = -6\n",
    "\n",
    "#mapping geofabric fields to model names\n",
    "geofabric_mapping ={\n",
    "    'basinID': {'in_varname':'COMID'},\n",
    "    'nextDownID': {'in_varname':'NextDownID'},\n",
    "    'area': {'in_varname':'unitarea', 'in_units':'km^2', 'out_units':'m^2'},\n",
    "    'rivlen': {'in_varname':'lengthkm', 'in_units':'km', 'out_units':'m'}\n",
    "}\n",
    "# landcover mapping (convert landcover class to USGS classes)\n",
    "# currently this is based on using NALCMS landcover and USGS\n",
    "landcover_mapping = {\n",
    "#in_landcoverID, USGS_ID,       # description\n",
    "    0:              None,       #  None\n",
    "    1:              14,         #  'Evergreen Needleleaf Forest'\n",
    "    2:              12,         #  'Deciduous Needleleaf Forest'\n",
    "    3:              13,         #  'Evergreen Broadleaf Forest'\n",
    "    4:              11,         #  'Deciduous Broadleaf Forest'\n",
    "    5:              11,         #  'Deciduous Broadleaf Forest'\n",
    "    6:              15,         #  'Mixed Forest'\n",
    "    7:              8,          #  'Shrubland'\n",
    "    8:              8,          #  'Shrubland'\n",
    "    9:              10,         #  'Savanna'\n",
    "    10:             7,          #  'Grassland'\n",
    "    11:             8,          #  'Shrubland'\n",
    "    12:             7,          #  'Grassland'\n",
    "    13:             19,         #  'Barren or Sparsely Vegetated'\n",
    "    14:             17,         #  'Herbaceous Wetland'\n",
    "    15:             2,          #  'Dryland Cropland and Pasture'\n",
    "    16:             19,         #  'Barren or Sparsely Vegetated'\n",
    "    17:             1,          #  'Urban and Built-Up Land'\n",
    "    18:             16,         #  'Water Bodies'\n",
    "    19:             24,         #  'Snow or Ice'\n",
    "}\n",
    "\n",
    "#soil mapping (convert soil classes to ROSETTA clasees)\n",
    "# This is based on using soilgrid and ROSETTA\n",
    "soil_mapping = {\n",
    "#in_soilID, ROSETTA_ID, #description\n",
    "    1       :1,         #  'CLAY'\n",
    "    2       :10,        #  'SILTY CLAY'\n",
    "    3       :6,         #  'SANDY CLAY'\n",
    "    4       :2,         #  'CLAY LOAM'\n",
    "    5       :11,        #  'SILTY CLAY LOAM'\n",
    "    6       :7,         #  'SANDY CLAY LOAM'\n",
    "    7       :3,         #  'LOAM'\n",
    "    8       :12,        #  'SILT LOAM'\n",
    "    9       :8,         #  'SANDY LOAM'\n",
    "    10      :9,         #  'SILT'\n",
    "    11      :4,         #  'LOAMY SAND'\n",
    "    12      :5,         #  'SAND'\n",
    "}"
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   "cell_type": "markdown",
   "id": "7adf003a-0704-4e8d-8aec-2f6f063a3053",
   "metadata": {},
   "source": [
    "# write attribute nc file"
   ]
  },
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   "execution_count": 3,
   "id": "3eee5f11-c28a-4ef5-b6b3-e864ecaeffa1",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:         (hru: 31, gru: 13)\n",
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       "    elevation       (hru) float64 535.9 535.9 535.9 534.3 ... 511.6 511.6 511.6\n",
       "    HRUarea         (hru) float64 1.753e+06 1.945e+07 ... 2.371e+06 1.216e+07\n",
       "    ...              ...\n",
       "    slopeTypeIndex  (hru) int64 1 1 1 1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1 1 1 1\n",
       "    soilTypeIndex   (hru) int64 6 6 6 6 6 6 6 6 6 6 6 ... 6 6 6 6 6 6 6 6 6 6 6\n",
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       "    mHeight         (hru) float64 40.0 40.0 40.0 40.0 ... 40.0 40.0 40.0 40.0\n",
       "    longitude       (hru) float64 -101.9 -101.9 -101.9 ... -101.7 -101.7 -101.7\n",
       "    latitude        (hru) float64 51.08 51.08 51.08 51.08 ... 50.87 50.87 50.87</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-d7755f50-1d7c-44d3-b1c7-1d591f5bf973' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d7755f50-1d7c-44d3-b1c7-1d591f5bf973' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>hru</span>: 31</li><li><span>gru</span>: 13</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-020094bf-fe8d-434d-b91c-ae3f6bbc0069' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-020094bf-fe8d-434d-b91c-ae3f6bbc0069' class='xr-section-summary'  title='Expand/collapse section'>Coordinates: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-1bb38e00-dfb3-4558-9b98-ffc691c3d0dc' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1bb38e00-dfb3-4558-9b98-ffc691c3d0dc' class='xr-section-summary' >Data variables: <span>(14)</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>hruId</span></div><div class='xr-var-dims'>(hru)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 ... 26 27 28 29 30 31</div><input id='attrs-465cd94d-8c71-418d-960c-9729e7947a00' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-465cd94d-8c71-418d-960c-9729e7947a00' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-afe8a0fe-2900-457a-b0c9-b26d4623e7cb' class='xr-var-data-in' type='checkbox'><label for='data-afe8a0fe-2900-457a-b0c9-b26d4623e7cb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Index of hydrological response units (HRU)</dd><dt><span>units :</span></dt><dd>-</dd></dl></div><div class='xr-var-data'><pre>array([1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19,\n",
       "       20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gruId</span></div><div class='xr-var-dims'>(gru)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>71030476 71030562 ... 71034538</div><input id='attrs-b61469f5-98e0-49c7-9e1e-bf5083d86161' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b61469f5-98e0-49c7-9e1e-bf5083d86161' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-461c6c65-f22f-460c-85d7-0a2d9e7ee6f1' class='xr-var-data-in' type='checkbox'><label for='data-461c6c65-f22f-460c-85d7-0a2d9e7ee6f1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Index of group of response unit (GRU)</dd><dt><span>units :</span></dt><dd>-</dd></dl></div><div class='xr-var-data'><pre>array([71030476, 71030562, 71029990, 71030488, 71029926, 71030449,\n",
       "       71034853, 71039254, 71034609, 71039052, 71034539, 71038891,\n",
       "       71034538])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hru2gruId</span></div><div class='xr-var-dims'>(hru)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>71030476 71030476 ... 71034538</div><input id='attrs-e5927151-b597-454a-8383-59bb73ab8830' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e5927151-b597-454a-8383-59bb73ab8830' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a6768471-a936-45cb-b979-15f8842acf14' class='xr-var-data-in' type='checkbox'><label for='data-a6768471-a936-45cb-b979-15f8842acf14' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Index of GRU to which the HRU belongs</dd><dt><span>units :</span></dt><dd>-</dd></dl></div><div class='xr-var-data'><pre>array([71030476, 71030476, 71030476, 71030562, 71030562, 71030562,\n",
       "       71029990, 71029990, 71030488, 71030488, 71030488, 71030488,\n",
       "       71029926, 71029926, 71030449, 71030449, 71034853, 71034853,\n",
       "       71039254, 71039254, 71034609, 71034609, 71039052, 71039052,\n",
       "       71034539, 71038891, 71038891, 71038891, 71034538, 71034538,\n",
       "       71034538], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>downHRUindex</span></div><div class='xr-var-dims'>(hru)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-6d9db8f7-62d1-449e-992c-8e4e9feec647' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6d9db8f7-62d1-449e-992c-8e4e9feec647' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d8c1e7ab-38d4-4105-aa98-e3397892772d' class='xr-var-data-in' type='checkbox'><label for='data-d8c1e7ab-38d4-4105-aa98-e3397892772d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Index of downslope HRU (0 = basin outlet)</dd><dt><span>units :</span></dt><dd>-</dd></dl></div><div class='xr-var-data'><pre>array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>elevation</span></div><div class='xr-var-dims'>(hru)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>535.9 535.9 535.9 ... 511.6 511.6</div><input id='attrs-9ce0f01d-4655-45c8-92b9-c65b7fbf158a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9ce0f01d-4655-45c8-92b9-c65b7fbf158a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eb56f004-1765-4a87-92cf-edccb5e01e89' class='xr-var-data-in' type='checkbox'><label for='data-eb56f004-1765-4a87-92cf-edccb5e01e89' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Elevation of HRU&#x27;s centriod point</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array([535.87823486, 535.87823486, 535.87823486, 534.34509277,\n",
       "       534.34509277, 534.34509277, 529.17456055, 529.17456055,\n",
       "       535.66644287, 535.66644287, 535.66644287, 535.66644287,\n",
       "       528.74926758, 528.74926758, 534.65222168, 534.65222168,\n",
       "       529.17419434, 529.17419434, 531.85784912, 531.85784912,\n",
       "       521.1307373 , 521.1307373 , 523.45013428, 523.45013428,\n",
       "       509.95001221, 522.20733643, 522.20733643, 522.20733643,\n",
       "       511.60244751, 511.60244751, 511.60244751])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>HRUarea</span></div><div class='xr-var-dims'>(hru)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.753e+06 1.945e+07 ... 1.216e+07</div><input id='attrs-f405719a-fec0-4d54-b3f9-a9dbb0d71415' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f405719a-fec0-4d54-b3f9-a9dbb0d71415' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-96787fb3-3285-4701-8712-382979185baa' class='xr-var-data-in' type='checkbox'><label for='data-96787fb3-3285-4701-8712-382979185baa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Area of each HRU</dd><dt><span>units :</span></dt><dd>m^2</dd></dl></div><div class='xr-var-data'><pre>array([1.75300478e+06, 1.94534834e+07, 1.30885925e+07, 3.16040258e+06,\n",
       "       3.01951717e+07, 1.95392427e+07, 4.82919330e+05, 1.56650565e+05,\n",
       "       3.34083086e+06, 2.11585954e+06, 2.90652287e+07, 1.71946760e+07,\n",
       "       2.92560966e+06, 1.49808024e+06, 2.32022258e+07, 1.30390242e+07,\n",
       "       3.34867853e+07, 1.46215497e+07, 4.98622258e+07, 2.14842301e+07,\n",
       "       3.58955790e+07, 1.39785381e+07, 4.15511489e+07, 1.33248094e+07,\n",
       "       2.17520023e+04, 3.24353037e+07, 2.97441651e+06, 1.23262913e+07,\n",
       "       3.52660199e+07, 2.37114115e+06, 1.21597747e+07])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tan_slope</span></div><div class='xr-var-dims'>(hru)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.001461 0.001461 ... 0.002736</div><input id='attrs-ccfaef05-c69a-4f6a-a37d-73ce6d114690' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ccfaef05-c69a-4f6a-a37d-73ce6d114690' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-faf3c941-e8fa-41d3-8242-e789e72c8436' class='xr-var-data-in' type='checkbox'><label for='data-faf3c941-e8fa-41d3-8242-e789e72c8436' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Average tangent slope of HRU</dd><dt><span>units :</span></dt><dd>m/m</dd></dl></div><div class='xr-var-data'><pre>array([1.46109827e-03, 1.46109827e-03, 1.46109827e-03, 2.77225856e-04,\n",
       "       2.77225856e-04, 2.77225856e-04, 2.73083818e-04, 2.73083818e-04,\n",
       "       3.92047388e-04, 3.92047388e-04, 3.92047388e-04, 3.92047388e-04,\n",
       "       6.22516070e-04, 6.22516070e-04, 1.10134905e-03, 1.10134905e-03,\n",
       "       3.68808076e-04, 3.68808076e-04, 3.91885699e-04, 3.91885699e-04,\n",
       "       7.38659839e-04, 7.38659839e-04, 1.04133769e-03, 1.04133769e-03,\n",
       "       1.00000000e+00, 6.98455909e-04, 6.98455909e-04, 6.98455909e-04,\n",
       "       2.73649149e-03, 2.73649149e-03, 2.73649149e-03])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>contourLength</span></div><div class='xr-var-dims'>(hru)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>80.36 891.8 ... 678.7 3.481e+03</div><input id='attrs-3752df6a-1877-47ed-9ebf-7c30354119c7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3752df6a-1877-47ed-9ebf-7c30354119c7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9fc628f8-2acb-46a3-bbf0-08a99469884a' class='xr-var-data-in' type='checkbox'><label for='data-9fc628f8-2acb-46a3-bbf0-08a99469884a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>ContourLength of HRU</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array([   80.35849807,   891.756104  ,   599.98674606,   753.16936216,\n",
       "        7195.9434425 ,  4656.48238182,  1104.44359375,   358.26214058,\n",
       "         756.7295301 ,   479.26203456,  6583.54694814,  3894.75540901,\n",
       "        3288.03031758,  1683.66044009,  2380.12779723,  1337.56753554,\n",
       "        8669.94150217,  3785.61213103,  8190.9485178 ,  3529.24923699,\n",
       "       12065.23455902,  4698.47110875,  9436.56765655,  3026.16098464,\n",
       "          58.47659878,  8354.38239803,   766.12240551,  3174.89090225,\n",
       "       10094.24904484,   678.69550737,  3480.51167764])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>slopeTypeIndex</span></div><div class='xr-var-dims'>(hru)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1</div><input id='attrs-d885cbaa-5d18-4230-b48a-492cd1ce872e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d885cbaa-5d18-4230-b48a-492cd1ce872e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e26836b0-a26a-464c-94d6-9be7d082c5f4' class='xr-var-data-in' type='checkbox'><label for='data-e26836b0-a26a-464c-94d6-9be7d082c5f4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Index defining slope</dd><dt><span>units :</span></dt><dd>-</dd></dl></div><div class='xr-var-data'><pre>array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>soilTypeIndex</span></div><div class='xr-var-dims'>(hru)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>6 6 6 6 6 6 6 6 ... 6 6 6 6 6 6 6 6</div><input id='attrs-489756bd-becb-4aac-ba22-33394a1c1b4c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-489756bd-becb-4aac-ba22-33394a1c1b4c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-41c549b3-e97e-49c2-b709-5452ea7f5ca8' class='xr-var-data-in' type='checkbox'><label for='data-41c549b3-e97e-49c2-b709-5452ea7f5ca8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Index defining soil type - ROSETTA</dd><dt><span>units :</span></dt><dd>-</dd></dl></div><div class='xr-var-data'><pre>array([6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6,\n",
       "       6, 6, 6, 6, 6, 6, 6, 6, 6])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vegTypeIndex</span></div><div class='xr-var-dims'>(hru)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>17 2 16 17 2 16 2 ... 2 1 16 2 1 16</div><input id='attrs-9f93f18b-daa2-48b3-9878-9c994150df14' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9f93f18b-daa2-48b3-9878-9c994150df14' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-438153f6-9f0c-4147-910a-eeb8a6b74192' class='xr-var-data-in' type='checkbox'><label for='data-438153f6-9f0c-4147-910a-eeb8a6b74192' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Index defining vegetation type - USGS</dd><dt><span>units :</span></dt><dd>-</dd></dl></div><div class='xr-var-data'><pre>array([17,  2, 16, 17,  2, 16,  2, 16, 11, 17,  2, 16,  2, 16,  2, 16,  2,\n",
       "       16,  2, 16,  2, 16,  2, 16,  2,  2,  1, 16,  2,  1, 16])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mHeight</span></div><div class='xr-var-dims'>(hru)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>40.0 40.0 40.0 ... 40.0 40.0 40.0</div><input id='attrs-faff0a26-bdf9-4b5c-b91e-38646ec03ba3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-faff0a26-bdf9-4b5c-b91e-38646ec03ba3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c02bc43c-5b8d-410e-893e-8a194072ea14' class='xr-var-data-in' type='checkbox'><label for='data-c02bc43c-5b8d-410e-893e-8a194072ea14' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Measurement height above bare ground</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array([40., 40., 40., 40., 40., 40., 40., 40., 40., 40., 40., 40., 40.,\n",
       "       40., 40., 40., 40., 40., 40., 40., 40., 40., 40., 40., 40., 40.,\n",
       "       40., 40., 40., 40., 40.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>longitude</span></div><div class='xr-var-dims'>(hru)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-101.9 -101.9 ... -101.7 -101.7</div><input id='attrs-c8bd0b13-03d1-4461-a032-c8cc833d133b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c8bd0b13-03d1-4461-a032-c8cc833d133b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7a018fef-e648-42f8-a333-38b662c82fdd' class='xr-var-data-in' type='checkbox'><label for='data-7a018fef-e648-42f8-a333-38b662c82fdd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Longitude of HRU&#x27;s centriod point</dd><dt><span>units :</span></dt><dd>decimal degree east</dd></dl></div><div class='xr-var-data'><pre>array([-101.8813012, -101.8813012, -101.8813012, -101.9498305,\n",
       "       -101.9498305, -101.9498305, -101.872959 , -101.872959 ,\n",
       "       -101.9636639, -101.9636639, -101.9636639, -101.9636639,\n",
       "       -101.8495323, -101.8495323, -101.8283227, -101.8283227,\n",
       "       -101.796312 , -101.796312 , -101.8691383, -101.8691383,\n",
       "       -101.7349467, -101.7349467, -101.7825191, -101.7825191,\n",
       "       -101.6820833, -101.7670896, -101.7670896, -101.7670896,\n",
       "       -101.6569728, -101.6569728, -101.6569728])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>latitude</span></div><div class='xr-var-dims'>(hru)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>51.08 51.08 51.08 ... 50.87 50.87</div><input id='attrs-3c2c267c-18ee-4074-b784-92226d921ce0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3c2c267c-18ee-4074-b784-92226d921ce0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-68eecab5-c260-46d6-92a3-611afb8b2e5d' class='xr-var-data-in' type='checkbox'><label for='data-68eecab5-c260-46d6-92a3-611afb8b2e5d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Latitude of HRU&#x27;s centriod point</dd><dt><span>units :</span></dt><dd>decimal degree north</dd></dl></div><div class='xr-var-data'><pre>array([51.08285057, 51.08285057, 51.08285057, 51.07924309, 51.07924309,\n",
       "       51.07924309, 51.0267161 , 51.0267161 , 51.0332964 , 51.0332964 ,\n",
       "       51.0332964 , 51.0332964 , 51.01717116, 51.01717116, 51.06539164,\n",
       "       51.06539164, 51.00590359, 51.00590359, 50.96484919, 50.96484919,\n",
       "       50.94134767, 50.94134767, 50.89872091, 50.89872091, 50.87166667,\n",
       "       50.85432194, 50.85432194, 50.85432194, 50.86541093, 50.86541093,\n",
       "       50.86541093])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-55dbc5e8-7886-4fcd-a4fa-ad0b4a89b7ad' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-55dbc5e8-7886-4fcd-a4fa-ad0b4a89b7ad' class='xr-section-summary'  title='Expand/collapse section'>Indexes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'></ul></div></li><li class='xr-section-item'><input id='section-65141627-4de2-496a-8702-b92314387f05' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-65141627-4de2-496a-8702-b92314387f05' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
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       "<xarray.Dataset>\n",
       "Dimensions:         (hru: 31, gru: 13)\n",
       "Dimensions without coordinates: hru, gru\n",
       "Data variables: (12/14)\n",
       "    hruId           (hru) object 1 2 3 4 5 6 7 8 9 ... 24 25 26 27 28 29 30 31\n",
       "    gruId           (gru) int64 71030476 71030562 71029990 ... 71038891 71034538\n",
       "    hru2gruId       (hru) object 71030476 71030476 ... 71034538 71034538\n",
       "    downHRUindex    (hru) int64 0 0 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0 0\n",
       "    elevation       (hru) float64 535.9 535.9 535.9 534.3 ... 511.6 511.6 511.6\n",
       "    HRUarea         (hru) float64 1.753e+06 1.945e+07 ... 2.371e+06 1.216e+07\n",
       "    ...              ...\n",
       "    slopeTypeIndex  (hru) int64 1 1 1 1 1 1 1 1 1 1 1 ... 1 1 1 1 1 1 1 1 1 1 1\n",
       "    soilTypeIndex   (hru) int64 6 6 6 6 6 6 6 6 6 6 6 ... 6 6 6 6 6 6 6 6 6 6 6\n",
       "    vegTypeIndex    (hru) int64 17 2 16 17 2 16 2 16 11 ... 2 16 2 2 1 16 2 1 16\n",
       "    mHeight         (hru) float64 40.0 40.0 40.0 40.0 ... 40.0 40.0 40.0 40.0\n",
       "    longitude       (hru) float64 -101.9 -101.9 -101.9 ... -101.7 -101.7 -101.7\n",
       "    latitude        (hru) float64 51.08 51.08 51.08 51.08 ... 50.87 50.87 50.87"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "attr = write_summa_attribute(output_path, subbasins_shapefile, rivers_shapefile, gistool_output, frac_threshold, hru_discr, \n",
    "                             geofabric_mapping, landcover_mapping, soil_mapping, write_mizuroute_domain)\n",
    "attr"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5f01820",
   "metadata": {},
   "source": [
    "# write forcing file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "997a7912",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Merging easymore outputs to one NetCDF file \n",
      "\n",
      "|████████████████████████████████████████| 20/20 [100%] in 1:32.3 (0.21/s)      \n"
     ]
    },
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:    (hru: 31, time: 341856)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1980-01-01T07:00:00 ... 2018-12-31T06:00:00\n",
       "  * hru        (hru) int64 1 2 3 4 5 6 7 8 9 10 ... 23 24 25 26 27 28 29 30 31\n",
       "Data variables:\n",
       "    latitude   (hru) float64 ...\n",
       "    longitude  (hru) float64 ...\n",
       "    airpres    (time, hru) float64 ...\n",
       "    spechum    (time, hru) float64 ...\n",
       "    airtemp    (time, hru) float64 ...\n",
       "    windspd    (time, hru) float64 ...\n",
       "    pptrate    (time, hru) float64 ...\n",
       "    SWRadAtm   (time, hru) float64 ...\n",
       "    LWRadAtm   (time, hru) float64 ...\n",
       "    data_step  int64 ...\n",
       "Attributes:\n",
       "    CDI:            Climate Data Interface version 2.4.3 (https://mpimet.mpg....\n",
       "    Conventions:    CF-1.6\n",
       "    Author:         The data were written by Agent\n",
       "    License:        GPLv3+; Originla license: No license from original file i...\n",
       "    History:        Created Fri Jun 21 13:36:39 2024by EASYMORE nc_remapper; ...\n",
       "    easymore_hash:  86a10ee15f6cfdf3888633194c0a6058cb4ef3f842ebfee51f01f8555...\n",
       "    Source:         Remapped by EASYMORE nc_remapper from original file: /scr...\n",
       "    history:        Fri Aug 30 11:38:06 2024: cdo -O -s -mergetime forcing_ba...\n",
       "    CDO:            Climate Data Operators version 2.4.3 (https://mpimet.mpg....</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-49734406-4ee7-44fb-b7a2-ed6b675cdfd3' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-49734406-4ee7-44fb-b7a2-ed6b675cdfd3' 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'>hru</span>: 31</li><li><span class='xr-has-index'>time</span>: 341856</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-013a7a06-6b98-46e7-a4ff-16c0cb82acaf' class='xr-section-summary-in' type='checkbox'  checked><label for='section-013a7a06-6b98-46e7-a4ff-16c0cb82acaf' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1980-01-01T07:00:00 ... 2018-12-...</div><input id='attrs-1cc20370-072b-4d4b-b2f5-9532d86b1792' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1cc20370-072b-4d4b-b2f5-9532d86b1792' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6ca8889e-2b6d-46e3-853c-40ca152db08e' class='xr-var-data-in' type='checkbox'><label for='data-6ca8889e-2b6d-46e3-853c-40ca152db08e' 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;1980-01-01T07:00:00.000000000&#x27;, &#x27;1980-01-01T08:00:00.000000000&#x27;,\n",
       "       &#x27;1980-01-01T09:00:00.000000000&#x27;, ..., &#x27;2018-12-31T04:00:00.000000000&#x27;,\n",
       "       &#x27;2018-12-31T05:00:00.000000000&#x27;, &#x27;2018-12-31T06:00:00.000000000&#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'>hru</span></div><div class='xr-var-dims'>(hru)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 ... 26 27 28 29 30 31</div><input id='attrs-7f52a07f-1a2a-4eef-8705-d798f56542ad' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7f52a07f-1a2a-4eef-8705-d798f56542ad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-da8e1fd6-bbcd-4092-b7cf-f3a04304f723' class='xr-var-data-in' type='checkbox'><label for='data-da8e1fd6-bbcd-4092-b7cf-f3a04304f723' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18,\n",
       "       19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-6348296f-0d8a-46d7-95bd-f9f163742efe' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6348296f-0d8a-46d7-95bd-f9f163742efe' class='xr-section-summary' >Data variables: <span>(10)</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>latitude</span></div><div class='xr-var-dims'>(hru)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-a0368093-88a1-4080-a7cb-d6fd4edfd5e6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a0368093-88a1-4080-a7cb-d6fd4edfd5e6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fc92e907-a641-43a0-9c1f-8e213da62c52' class='xr-var-data-in' type='checkbox'><label for='data-fc92e907-a641-43a0-9c1f-8e213da62c52' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degree</dd></dl></div><div class='xr-var-data'><pre>[31 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>longitude</span></div><div class='xr-var-dims'>(hru)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-66fdcc33-9dd3-4cb4-9e02-e0e5e50f52e4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-66fdcc33-9dd3-4cb4-9e02-e0e5e50f52e4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8231bdf9-2592-4cfe-8e22-b39e9bd7c679' class='xr-var-data-in' type='checkbox'><label for='data-8231bdf9-2592-4cfe-8e22-b39e9bd7c679' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degree</dd></dl></div><div class='xr-var-data'><pre>[31 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>airpres</span></div><div class='xr-var-dims'>(time, hru)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-311c07ea-9ee7-4d05-8c91-fa12503b2557' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-311c07ea-9ee7-4d05-8c91-fa12503b2557' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-70011818-45c6-438b-9b51-3c5c3d68fce1' class='xr-var-data-in' type='checkbox'><label for='data-70011818-45c6-438b-9b51-3c5c3d68fce1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Forecast: Surface pressure</dd><dt><span>units :</span></dt><dd>pascal</dd></dl></div><div class='xr-var-data'><pre>[10597536 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spechum</span></div><div class='xr-var-dims'>(time, hru)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8d2d0781-008d-4b6f-88cd-2ba54cbad3a0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8d2d0781-008d-4b6f-88cd-2ba54cbad3a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d0f56d3e-dad6-46c4-89b6-49e97ffe941c' class='xr-var-data-in' type='checkbox'><label for='data-d0f56d3e-dad6-46c4-89b6-49e97ffe941c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Forecast: Specific humidity</dd><dt><span>units :</span></dt><dd>dimensionless</dd></dl></div><div class='xr-var-data'><pre>[10597536 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>airtemp</span></div><div class='xr-var-dims'>(time, hru)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-ff673bd9-c8c4-4acd-8327-7972b8edd89c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ff673bd9-c8c4-4acd-8327-7972b8edd89c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-617731d3-1048-4c0b-9837-36d6e7856189' class='xr-var-data-in' type='checkbox'><label for='data-617731d3-1048-4c0b-9837-36d6e7856189' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Forecast: Air temperature</dd><dt><span>units :</span></dt><dd>kelvin</dd></dl></div><div class='xr-var-data'><pre>[10597536 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>windspd</span></div><div class='xr-var-dims'>(time, hru)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1cdeabb2-9406-4f6b-85f5-bab2e886c6f3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1cdeabb2-9406-4f6b-85f5-bab2e886c6f3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-073cc76b-e45e-4c99-8811-cb1feb0d30a6' class='xr-var-data-in' type='checkbox'><label for='data-073cc76b-e45e-4c99-8811-cb1feb0d30a6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Forecast: Wind Modulus (derived using UU and VV)</dd><dt><span>units :</span></dt><dd>meter / second</dd></dl></div><div class='xr-var-data'><pre>[10597536 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>pptrate</span></div><div class='xr-var-dims'>(time, hru)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-8a902c5d-13be-417d-a3d1-b9ff21a47b45' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8a902c5d-13be-417d-a3d1-b9ff21a47b45' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5817afec-6d95-4292-b68e-28bd57064f48' class='xr-var-data-in' type='checkbox'><label for='data-5817afec-6d95-4292-b68e-28bd57064f48' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Analysis: Quantity of precipitation</dd><dt><span>units :</span></dt><dd>millimeter / second</dd></dl></div><div class='xr-var-data'><pre>[10597536 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>SWRadAtm</span></div><div class='xr-var-dims'>(time, hru)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-69f01936-9650-4b67-9465-bafe809443a6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-69f01936-9650-4b67-9465-bafe809443a6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7bb9f0c0-c464-4a37-9295-eaa8e3b9de2d' class='xr-var-data-in' type='checkbox'><label for='data-7bb9f0c0-c464-4a37-9295-eaa8e3b9de2d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Forecast: Downward solar flux</dd><dt><span>units :</span></dt><dd>watt / meter ** 2</dd></dl></div><div class='xr-var-data'><pre>[10597536 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>LWRadAtm</span></div><div class='xr-var-dims'>(time, hru)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-13147971-5840-45cb-8930-20ae1a63c036' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-13147971-5840-45cb-8930-20ae1a63c036' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c1209adb-481a-4a99-8da1-87fb0a361db6' class='xr-var-data-in' type='checkbox'><label for='data-c1209adb-481a-4a99-8da1-87fb0a361db6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>Forecast: Surface incoming infrared flux</dd><dt><span>units :</span></dt><dd>watt / meter ** 2</dd></dl></div><div class='xr-var-data'><pre>[10597536 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>data_step</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-b91e74e7-4e3b-4e72-8ea4-d2acb81e2ea5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b91e74e7-4e3b-4e72-8ea4-d2acb81e2ea5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8d65db54-f04a-451b-93cc-02b466d666fb' class='xr-var-data-in' type='checkbox'><label for='data-8d65db54-f04a-451b-93cc-02b466d666fb' 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>[1 values with dtype=int64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d753ea48-4057-4d87-be77-d75a055471b6' class='xr-section-summary-in' type='checkbox'  ><label for='section-d753ea48-4057-4d87-be77-d75a055471b6' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ca6b353b-4158-499f-9023-61f6d2bb15de' class='xr-index-data-in' type='checkbox'/><label for='index-ca6b353b-4158-499f-9023-61f6d2bb15de' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;1980-01-01 07:00:00&#x27;, &#x27;1980-01-01 08:00:00&#x27;,\n",
       "               &#x27;1980-01-01 09:00:00&#x27;, &#x27;1980-01-01 10:00:00&#x27;,\n",
       "               &#x27;1980-01-01 11:00:00&#x27;, &#x27;1980-01-01 12:00:00&#x27;,\n",
       "               &#x27;1980-01-01 13:00:00&#x27;, &#x27;1980-01-01 14:00:00&#x27;,\n",
       "               &#x27;1980-01-01 15:00:00&#x27;, &#x27;1980-01-01 16:00:00&#x27;,\n",
       "               ...\n",
       "               &#x27;2018-12-30 21:00:00&#x27;, &#x27;2018-12-30 22:00:00&#x27;,\n",
       "               &#x27;2018-12-30 23:00:00&#x27;, &#x27;2018-12-31 00:00:00&#x27;,\n",
       "               &#x27;2018-12-31 01:00:00&#x27;, &#x27;2018-12-31 02:00:00&#x27;,\n",
       "               &#x27;2018-12-31 03:00:00&#x27;, &#x27;2018-12-31 04:00:00&#x27;,\n",
       "               &#x27;2018-12-31 05:00:00&#x27;, &#x27;2018-12-31 06:00:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=341856, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>hru</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2e114461-a89c-43fe-a622-f26b49a842de' class='xr-index-data-in' type='checkbox'/><label for='index-2e114461-a89c-43fe-a622-f26b49a842de' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18,\n",
       "       19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31],\n",
       "      dtype=&#x27;int64&#x27;, name=&#x27;hru&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-22765b7f-7745-43fa-b7c1-42f9825aba71' class='xr-section-summary-in' type='checkbox'  checked><label for='section-22765b7f-7745-43fa-b7c1-42f9825aba71' class='xr-section-summary' >Attributes: <span>(9)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>CDI :</span></dt><dd>Climate Data Interface version 2.4.3 (https://mpimet.mpg.de/cdi)</dd><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>Author :</span></dt><dd>The data were written by Agent</dd><dt><span>License :</span></dt><dd>GPLv3+; Originla license: No license from original file is detected</dd><dt><span>History :</span></dt><dd>Created Fri Jun 21 13:36:39 2024by EASYMORE nc_remapper; original file history:  history: Fri Jun 21 11:53:59 2024: ncap2 -O -s where(lon&gt;0) lon=lon-360 /home/mia725/scratch/.temp_data_jobid/cache-22472170-0/1980/1980010112.nc /scratch/mia725/SCRB/datatool-outputs/1980/domain_1980010112.nc\n",
       "Fri Jun 21 11:53:55 2024: ncks -A -v RDRS_v2.1_P_P0_SFC,RDRS_v2.1_P_HU_09944,RDRS_v2.1_P_TT_09944,RDRS_v2.1_P_UVC_09944,RDRS_v2.1_A_PR0_SFC,RDRS_v2.1_P_FB_SFC,RDRS_v2.1_P_FI_SFC -d rlat,434,439 -d rlon,325,329 /project/rpp-kshook/Climate_Forcing_Data/meteorological-data/rdrsv2.1//1980/1980010112.nc /home/mia725/scratch/.temp_data_jobid/cache-22472170-0/1980/1980010112.nc history_of_appended_files: Fri Jun 21 11:53:55 2024: Appended file /project/rpp-kshook/Climate_Forcing_Data/meteorological-data/rdrsv2.1//1980/1980010112.nc had no &quot;history&quot; attribute\n",
       "</dd><dt><span>easymore_hash :</span></dt><dd>86a10ee15f6cfdf3888633194c0a6058cb4ef3f842ebfee51f01f85552357262</dd><dt><span>Source :</span></dt><dd>Remapped by EASYMORE nc_remapper from original file: /scratch/mia725/SCRB/datatool-outputs/1980/domain_1980010112.nc</dd><dt><span>history :</span></dt><dd>Fri Aug 30 11:38:06 2024: cdo -O -s -mergetime forcing_batch_0.nc forcing_batch_1.nc forcing_batch_2.nc forcing_batch_3.nc forcing_batch_4.nc forcing_batch_5.nc forcing_batch_6.nc forcing_batch_7.nc forcing_batch_8.nc forcing_batch_9.nc forcing_batch_10.nc forcing_batch_11.nc forcing_batch_12.nc forcing_batch_13.nc forcing_batch_14.nc forcing_batch_15.nc forcing_batch_16.nc forcing_batch_17.nc forcing_batch_18.nc forcing_batch_19.nc merged_forcing.nc</dd><dt><span>CDO :</span></dt><dd>Climate Data Operators version 2.4.3 (https://mpimet.mpg.de/cdo)</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:    (hru: 31, time: 341856)\n",
       "Coordinates:\n",
       "  * time       (time) datetime64[ns] 1980-01-01T07:00:00 ... 2018-12-31T06:00:00\n",
       "  * hru        (hru) int64 1 2 3 4 5 6 7 8 9 10 ... 23 24 25 26 27 28 29 30 31\n",
       "Data variables:\n",
       "    latitude   (hru) float64 ...\n",
       "    longitude  (hru) float64 ...\n",
       "    airpres    (time, hru) float64 ...\n",
       "    spechum    (time, hru) float64 ...\n",
       "    airtemp    (time, hru) float64 ...\n",
       "    windspd    (time, hru) float64 ...\n",
       "    pptrate    (time, hru) float64 ...\n",
       "    SWRadAtm   (time, hru) float64 ...\n",
       "    LWRadAtm   (time, hru) float64 ...\n",
       "    data_step  int64 ...\n",
       "Attributes:\n",
       "    CDI:            Climate Data Interface version 2.4.3 (https://mpimet.mpg....\n",
       "    Conventions:    CF-1.6\n",
       "    Author:         The data were written by Agent\n",
       "    License:        GPLv3+; Originla license: No license from original file i...\n",
       "    History:        Created Fri Jun 21 13:36:39 2024by EASYMORE nc_remapper; ...\n",
       "    easymore_hash:  86a10ee15f6cfdf3888633194c0a6058cb4ef3f842ebfee51f01f8555...\n",
       "    Source:         Remapped by EASYMORE nc_remapper from original file: /scr...\n",
       "    history:        Fri Aug 30 11:38:06 2024: cdo -O -s -mergetime forcing_ba...\n",
       "    CDO:            Climate Data Operators version 2.4.3 (https://mpimet.mpg...."
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "forcing = write_summa_forcing(output_path, timeshift, forcing_units, easymore_output, attr, geofabric_mapping)\n",
    "forcing"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "980938c6-7d61-4d29-a69a-cf0c55e760df",
   "metadata": {},
   "source": [
    "# write ParamTrial file\n",
    "This file only includes the hruId and the parameters are read from lookup tables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3af156b3-9e9a-4058-a991-79822703a793",
   "metadata": {},
   "outputs": [
    {
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (hru: 31)\n",
       "Coordinates:\n",
       "  * hru      (hru) object 1 2 3 4 5 6 7 8 9 10 ... 22 23 24 25 26 27 28 29 30 31\n",
       "Data variables:\n",
       "    hruId    (hru) object 1 2 3 4 5 6 7 8 9 10 ... 22 23 24 25 26 27 28 29 30 31</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-1f98cb27-f760-48d1-8502-4136ffe180cd' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-1f98cb27-f760-48d1-8502-4136ffe180cd' 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'>hru</span>: 31</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-ae5f564e-ac26-4228-8793-8ff5ff390dde' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ae5f564e-ac26-4228-8793-8ff5ff390dde' class='xr-section-summary' >Coordinates: <span>(1)</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'>hru</span></div><div class='xr-var-dims'>(hru)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 ... 26 27 28 29 30 31</div><input id='attrs-b1e320a5-0fdd-47c4-95cb-c53375af7db5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b1e320a5-0fdd-47c4-95cb-c53375af7db5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-84dfb310-3ac8-4c05-bf77-9c72313a20f9' class='xr-var-data-in' type='checkbox'><label for='data-84dfb310-3ac8-4c05-bf77-9c72313a20f9' 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>-</dd></dl></div><div class='xr-var-data'><pre>array([1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20,\n",
       "       21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a478bbea-0820-45cb-817c-848e3edcb04d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a478bbea-0820-45cb-817c-848e3edcb04d' class='xr-section-summary' >Data variables: <span>(1)</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>hruId</span></div><div class='xr-var-dims'>(hru)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 ... 26 27 28 29 30 31</div><input id='attrs-10589989-75ab-432f-88e8-a34784484ce1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-10589989-75ab-432f-88e8-a34784484ce1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c2c8dd1a-3cf2-4bc9-8047-565cf97fa198' class='xr-var-data-in' type='checkbox'><label for='data-c2c8dd1a-3cf2-4bc9-8047-565cf97fa198' 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>-</dd><dt><span>long_name :</span></dt><dd>Index of hydrological response unit (HRU)</dd></dl></div><div class='xr-var-data'><pre>array([1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19,\n",
       "       20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b440903e-acb6-45e1-a57f-0bf747e87f0c' class='xr-section-summary-in' type='checkbox'  ><label for='section-b440903e-acb6-45e1-a57f-0bf747e87f0c' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>hru</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-aeca621c-a138-41fd-a81c-550eb07fd455' class='xr-index-data-in' type='checkbox'/><label for='index-aeca621c-a138-41fd-a81c-550eb07fd455' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18,\n",
       "       19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31],\n",
       "      dtype=&#x27;object&#x27;, name=&#x27;hru&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f171bee7-1e4e-4e5c-b80a-66f9721d2191' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f171bee7-1e4e-4e5c-b80a-66f9721d2191' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (hru: 31)\n",
       "Coordinates:\n",
       "  * hru      (hru) object 1 2 3 4 5 6 7 8 9 10 ... 22 23 24 25 26 27 28 29 30 31\n",
       "Data variables:\n",
       "    hruId    (hru) object 1 2 3 4 5 6 7 8 9 10 ... 22 23 24 25 26 27 28 29 30 31"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "parTrial = write_summa_paramtrial(attr, output_path)\n",
    "parTrial"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07e339e8-1961-494e-bbd2-25536b0c4b9f",
   "metadata": {},
   "source": [
    "# write intialCondition file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e866488c-388f-43ba-a7bc-dc2b9d50a294",
   "metadata": {},
   "outputs": [
    {
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:               (hru: 31, midSoil: 4, midToto: 4, ifcToto: 5,\n",
       "                           scalarv: 1)\n",
       "Coordinates:\n",
       "  * hru                   (hru) object 1 2 3 4 5 6 7 8 ... 25 26 27 28 29 30 31\n",
       "  * midSoil               (midSoil) int64 0 1 2 3\n",
       "  * midToto               (midToto) int64 0 1 2 3\n",
       "  * ifcToto               (ifcToto) int64 0 1 2 3 4\n",
       "  * scalarv               (scalarv) int64 0\n",
       "Data variables: (12/19)\n",
       "    hruId                 (hru) object 1 2 3 4 5 6 7 8 ... 25 26 27 28 29 30 31\n",
       "    dt_init               (scalarv, hru) float64 3.6e+03 3.6e+03 ... 3.6e+03\n",
       "    nSoil                 (scalarv, hru) int64 4 4 4 4 4 4 4 4 ... 4 4 4 4 4 4 4\n",
       "    nSnow                 (scalarv, hru) int64 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0\n",
       "    scalarCanopyIce       (scalarv, hru) int64 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0\n",
       "    scalarCanopyLiq       (scalarv, hru) int64 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0\n",
       "    ...                    ...\n",
       "    mLayerTemp            (midToto, hru) float64 283.2 283.2 ... 283.2 283.2\n",
       "    mLayerVolFracIce      (midToto, hru) int64 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0\n",
       "    mLayerVolFracLiq      (midToto, hru) float64 0.2 0.2 0.2 0.2 ... 0.2 0.2 0.2\n",
       "    mLayerMatricHead      (midSoil, hru) int64 -1 -1 -1 -1 -1 ... -1 -1 -1 -1 -1\n",
       "    iLayerHeight          (ifcToto, hru) float64 0.0 0.0 0.0 0.0 ... 3.0 3.0 3.0\n",
       "    mLayerDepth           (midToto, hru) float64 0.1 0.1 0.1 ... 2.15 2.15 2.15</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-e74caefc-c339-40d6-9ae7-045b0dc882ad' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e74caefc-c339-40d6-9ae7-045b0dc882ad' 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'>hru</span>: 31</li><li><span class='xr-has-index'>midSoil</span>: 4</li><li><span class='xr-has-index'>midToto</span>: 4</li><li><span class='xr-has-index'>ifcToto</span>: 5</li><li><span class='xr-has-index'>scalarv</span>: 1</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-dd281483-2032-456c-a5c4-d05d65ac493c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-dd281483-2032-456c-a5c4-d05d65ac493c' class='xr-section-summary' >Coordinates: <span>(5)</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'>hru</span></div><div class='xr-var-dims'>(hru)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 ... 26 27 28 29 30 31</div><input id='attrs-1566ce51-6b01-4e8c-8276-4443538e6846' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1566ce51-6b01-4e8c-8276-4443538e6846' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bd94a448-fee0-4cda-bd2a-66634af3ad49' class='xr-var-data-in' type='checkbox'><label for='data-bd94a448-fee0-4cda-bd2a-66634af3ad49' 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>-</dd></dl></div><div class='xr-var-data'><pre>array([1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20,\n",
       "       21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>midSoil</span></div><div class='xr-var-dims'>(midSoil)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-93fb71c7-fbd6-4e56-9084-6a0359098420' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-93fb71c7-fbd6-4e56-9084-6a0359098420' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-86f18c39-d483-4db7-86f2-f9b98dc48a89' class='xr-var-data-in' type='checkbox'><label for='data-86f18c39-d483-4db7-86f2-f9b98dc48a89' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>midToto</span></div><div class='xr-var-dims'>(midToto)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-ea34b8ee-3522-4c4e-954e-b5d37d861122' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ea34b8ee-3522-4c4e-954e-b5d37d861122' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e6f6fca9-0e3b-404f-b8bb-0d93960b1429' class='xr-var-data-in' type='checkbox'><label for='data-e6f6fca9-0e3b-404f-b8bb-0d93960b1429' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>ifcToto</span></div><div class='xr-var-dims'>(ifcToto)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4</div><input id='attrs-5342d24a-7aa3-4b12-9dde-9d883699a856' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5342d24a-7aa3-4b12-9dde-9d883699a856' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d675c652-8dea-486e-b273-185987c07bd4' class='xr-var-data-in' type='checkbox'><label for='data-d675c652-8dea-486e-b273-185987c07bd4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3, 4])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>scalarv</span></div><div class='xr-var-dims'>(scalarv)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-f33e52a0-f191-4ee8-8d63-9c0a520857d6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f33e52a0-f191-4ee8-8d63-9c0a520857d6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-32730eba-43ea-4f12-8774-c94778ed98a4' class='xr-var-data-in' type='checkbox'><label for='data-32730eba-43ea-4f12-8774-c94778ed98a4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-efdfbddf-e772-4edc-bc74-5002399772b1' class='xr-section-summary-in' type='checkbox'  ><label for='section-efdfbddf-e772-4edc-bc74-5002399772b1' 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>hruId</span></div><div class='xr-var-dims'>(hru)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 7 ... 26 27 28 29 30 31</div><input id='attrs-0fb5897d-5566-49c5-b76e-12791a7d0ede' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0fb5897d-5566-49c5-b76e-12791a7d0ede' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d4c9c4e4-afe4-4b40-b8db-9ceaea9e3c5a' class='xr-var-data-in' type='checkbox'><label for='data-d4c9c4e4-afe4-4b40-b8db-9ceaea9e3c5a' 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>-</dd><dt><span>long_name :</span></dt><dd>Index of hydrological response unit (HRU)</dd></dl></div><div class='xr-var-data'><pre>array([1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19,\n",
       "       20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dt_init</span></div><div class='xr-var-dims'>(scalarv, hru)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.6e+03 3.6e+03 ... 3.6e+03 3.6e+03</div><input id='attrs-25ee4f5b-856d-4cad-b47c-538c84913057' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-25ee4f5b-856d-4cad-b47c-538c84913057' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-45427566-93b4-4cb2-ab42-612ee1ffa8f2' class='xr-var-data-in' type='checkbox'><label for='data-45427566-93b4-4cb2-ab42-612ee1ffa8f2' 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([[3600., 3600., 3600., 3600., 3600., 3600., 3600., 3600., 3600.,\n",
       "        3600., 3600., 3600., 3600., 3600., 3600., 3600., 3600., 3600.,\n",
       "        3600., 3600., 3600., 3600., 3600., 3600., 3600., 3600., 3600.,\n",
       "        3600., 3600., 3600., 3600.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>nSoil</span></div><div class='xr-var-dims'>(scalarv, hru)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>4 4 4 4 4 4 4 4 ... 4 4 4 4 4 4 4 4</div><input id='attrs-1bc4d2fb-0078-4bf7-bcf7-3d2f3510739e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1bc4d2fb-0078-4bf7-bcf7-3d2f3510739e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-64dfab56-dc24-4704-b2cc-7536083ee700' class='xr-var-data-in' type='checkbox'><label for='data-64dfab56-dc24-4704-b2cc-7536083ee700' 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([[4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,\n",
       "        4, 4, 4, 4, 4, 4, 4, 4, 4]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>nSnow</span></div><div class='xr-var-dims'>(scalarv, hru)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-6b88c5c8-bc0b-48db-840d-3ebc4d0a2597' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6b88c5c8-bc0b-48db-840d-3ebc4d0a2597' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b4850c6f-dcab-48b6-b965-4e675aa6f1ae' class='xr-var-data-in' type='checkbox'><label for='data-b4850c6f-dcab-48b6-b965-4e675aa6f1ae' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 0, 0, 0, 0, 0, 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>scalarCanopyIce</span></div><div class='xr-var-dims'>(scalarv, hru)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-737af0a0-b015-4b65-981c-3adf028a1d82' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-737af0a0-b015-4b65-981c-3adf028a1d82' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a1ab9bc5-0db0-478a-893f-886b20c57374' class='xr-var-data-in' type='checkbox'><label for='data-a1ab9bc5-0db0-478a-893f-886b20c57374' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 0, 0, 0, 0, 0, 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>scalarCanopyLiq</span></div><div class='xr-var-dims'>(scalarv, hru)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-0dc8a7f2-330e-4b2d-87d8-c7e7e947944b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0dc8a7f2-330e-4b2d-87d8-c7e7e947944b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6deacca6-609b-4fb0-b308-b296e03abe26' class='xr-var-data-in' type='checkbox'><label for='data-6deacca6-609b-4fb0-b308-b296e03abe26' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 0, 0, 0, 0, 0, 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>scalarSnowDepth</span></div><div class='xr-var-dims'>(scalarv, hru)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-0ee426b8-00a4-4e1e-9b03-f07e3332b9d3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0ee426b8-00a4-4e1e-9b03-f07e3332b9d3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-13b285b7-a617-44bf-9744-df091884e99f' class='xr-var-data-in' type='checkbox'><label for='data-13b285b7-a617-44bf-9744-df091884e99f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 0, 0, 0, 0, 0, 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>scalarSWE</span></div><div class='xr-var-dims'>(scalarv, hru)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-a6d50317-ea7d-4433-a1ae-821494c33138' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a6d50317-ea7d-4433-a1ae-821494c33138' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b38a4e0a-e9ee-48f2-8c11-116381d55a28' class='xr-var-data-in' type='checkbox'><label for='data-b38a4e0a-e9ee-48f2-8c11-116381d55a28' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 0, 0, 0, 0, 0, 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>scalarSfcMeltPond</span></div><div class='xr-var-dims'>(scalarv, hru)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-82dcfc10-0ade-4831-9eac-50f5e2e5baed' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-82dcfc10-0ade-4831-9eac-50f5e2e5baed' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fbc0246b-8cbf-4e6a-9594-48b6d2012ca0' class='xr-var-data-in' type='checkbox'><label for='data-fbc0246b-8cbf-4e6a-9594-48b6d2012ca0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 0, 0, 0, 0, 0, 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>scalarAquiferStorage</span></div><div class='xr-var-dims'>(scalarv, hru)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 1.0 1.0 1.0 ... 1.0 1.0 1.0 1.0</div><input id='attrs-aef018f8-c578-4204-8671-dc21deabb16e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-aef018f8-c578-4204-8671-dc21deabb16e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-084879e7-199c-4d66-b418-0f1fe3f07aff' class='xr-var-data-in' type='checkbox'><label for='data-084879e7-199c-4d66-b418-0f1fe3f07aff' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n",
       "        1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>scalarSnowAlbedo</span></div><div class='xr-var-dims'>(scalarv, hru)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-ba6092e6-d03a-4c63-9ac1-774fad355027' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ba6092e6-d03a-4c63-9ac1-774fad355027' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8ee9d1b2-838a-4167-8e31-8f821e275c9a' class='xr-var-data-in' type='checkbox'><label for='data-8ee9d1b2-838a-4167-8e31-8f821e275c9a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 0, 0, 0, 0, 0, 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>scalarCanairTemp</span></div><div class='xr-var-dims'>(scalarv, hru)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>283.2 283.2 283.2 ... 283.2 283.2</div><input id='attrs-6cc015d8-92ef-4ea6-95d8-ab42aafbef6a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6cc015d8-92ef-4ea6-95d8-ab42aafbef6a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2c9f621b-e7fb-40f6-aa04-f89705d9bc88' class='xr-var-data-in' type='checkbox'><label for='data-2c9f621b-e7fb-40f6-aa04-f89705d9bc88' 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([[283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16,\n",
       "        283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16,\n",
       "        283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16,\n",
       "        283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>scalarCanopyTemp</span></div><div class='xr-var-dims'>(scalarv, hru)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>283.2 283.2 283.2 ... 283.2 283.2</div><input id='attrs-9a5a5a68-7c0f-47f4-a050-0663dd242cf3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9a5a5a68-7c0f-47f4-a050-0663dd242cf3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-08b20355-6fde-44a1-a6b4-93b49d33fa35' class='xr-var-data-in' type='checkbox'><label for='data-08b20355-6fde-44a1-a6b4-93b49d33fa35' 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([[283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16,\n",
       "        283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16,\n",
       "        283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16,\n",
       "        283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mLayerTemp</span></div><div class='xr-var-dims'>(midToto, hru)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>283.2 283.2 283.2 ... 283.2 283.2</div><input id='attrs-25bb126b-794c-4dbf-b866-e60c7694b15e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-25bb126b-794c-4dbf-b866-e60c7694b15e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3d76afca-12c1-4ec5-810e-5288e46ce9e5' class='xr-var-data-in' type='checkbox'><label for='data-3d76afca-12c1-4ec5-810e-5288e46ce9e5' 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([[283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16,\n",
       "        283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16,\n",
       "        283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16,\n",
       "        283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16],\n",
       "       [283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16,\n",
       "        283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16,\n",
       "        283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16,\n",
       "        283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16],\n",
       "       [283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16,\n",
       "        283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16,\n",
       "        283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16,\n",
       "        283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16],\n",
       "       [283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16,\n",
       "        283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16,\n",
       "        283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16,\n",
       "        283.16, 283.16, 283.16, 283.16, 283.16, 283.16, 283.16]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mLayerVolFracIce</span></div><div class='xr-var-dims'>(midToto, hru)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0</div><input id='attrs-80e24362-4241-48c5-8ffd-2ab746064783' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-80e24362-4241-48c5-8ffd-2ab746064783' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3e746159-e791-4db9-8560-ccffe4464cbd' class='xr-var-data-in' type='checkbox'><label for='data-3e746159-e791-4db9-8560-ccffe4464cbd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
       "       [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "        0, 0, 0, 0, 0, 0, 0, 0, 0]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mLayerVolFracLiq</span></div><div class='xr-var-dims'>(midToto, hru)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.2 0.2 0.2 0.2 ... 0.2 0.2 0.2 0.2</div><input id='attrs-483b7929-b070-4700-81a2-3ca85a243f74' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-483b7929-b070-4700-81a2-3ca85a243f74' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-de09a5b2-ce6e-4778-a50b-9e13e95ca3da' class='xr-var-data-in' type='checkbox'><label for='data-de09a5b2-ce6e-4778-a50b-9e13e95ca3da' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2,\n",
       "        0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2,\n",
       "        0.2, 0.2, 0.2, 0.2, 0.2],\n",
       "       [0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2,\n",
       "        0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2,\n",
       "        0.2, 0.2, 0.2, 0.2, 0.2],\n",
       "       [0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2,\n",
       "        0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2,\n",
       "        0.2, 0.2, 0.2, 0.2, 0.2],\n",
       "       [0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2,\n",
       "        0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2,\n",
       "        0.2, 0.2, 0.2, 0.2, 0.2]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mLayerMatricHead</span></div><div class='xr-var-dims'>(midSoil, hru)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>-1 -1 -1 -1 -1 ... -1 -1 -1 -1 -1</div><input id='attrs-34cd04ea-9571-4047-ae1a-ef24a2143b7b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-34cd04ea-9571-4047-ae1a-ef24a2143b7b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5f09f167-375e-4cfb-9db2-c58900445a51' class='xr-var-data-in' type='checkbox'><label for='data-5f09f167-375e-4cfb-9db2-c58900445a51' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[-1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1,\n",
       "        -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1],\n",
       "       [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1,\n",
       "        -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1],\n",
       "       [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1,\n",
       "        -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1],\n",
       "       [-1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1,\n",
       "        -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>iLayerHeight</span></div><div class='xr-var-dims'>(ifcToto, hru)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.0 0.0 0.0 ... 3.0 3.0 3.0 3.0</div><input id='attrs-dd4d789c-67ea-420f-98fb-0165ea2a9135' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dd4d789c-67ea-420f-98fb-0165ea2a9135' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-50ef9f07-d896-4cba-b12c-d31cc90a0e41' class='xr-var-data-in' type='checkbox'><label for='data-50ef9f07-d896-4cba-b12c-d31cc90a0e41' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.  , 0.  , 0.  , 0.  , 0.  , 0.  , 0.  , 0.  , 0.  , 0.  , 0.  ,\n",
       "        0.  , 0.  , 0.  , 0.  , 0.  , 0.  , 0.  , 0.  , 0.  , 0.  , 0.  ,\n",
       "        0.  , 0.  , 0.  , 0.  , 0.  , 0.  , 0.  , 0.  , 0.  ],\n",
       "       [0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 ,\n",
       "        0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 ,\n",
       "        0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 ],\n",
       "       [0.35, 0.35, 0.35, 0.35, 0.35, 0.35, 0.35, 0.35, 0.35, 0.35, 0.35,\n",
       "        0.35, 0.35, 0.35, 0.35, 0.35, 0.35, 0.35, 0.35, 0.35, 0.35, 0.35,\n",
       "        0.35, 0.35, 0.35, 0.35, 0.35, 0.35, 0.35, 0.35, 0.35],\n",
       "       [0.85, 0.85, 0.85, 0.85, 0.85, 0.85, 0.85, 0.85, 0.85, 0.85, 0.85,\n",
       "        0.85, 0.85, 0.85, 0.85, 0.85, 0.85, 0.85, 0.85, 0.85, 0.85, 0.85,\n",
       "        0.85, 0.85, 0.85, 0.85, 0.85, 0.85, 0.85, 0.85, 0.85],\n",
       "       [3.  , 3.  , 3.  , 3.  , 3.  , 3.  , 3.  , 3.  , 3.  , 3.  , 3.  ,\n",
       "        3.  , 3.  , 3.  , 3.  , 3.  , 3.  , 3.  , 3.  , 3.  , 3.  , 3.  ,\n",
       "        3.  , 3.  , 3.  , 3.  , 3.  , 3.  , 3.  , 3.  , 3.  ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>mLayerDepth</span></div><div class='xr-var-dims'>(midToto, hru)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.1 0.1 0.1 0.1 ... 2.15 2.15 2.15</div><input id='attrs-dac0d75b-5e2a-4b1f-a0e6-5c437e48fadc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dac0d75b-5e2a-4b1f-a0e6-5c437e48fadc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fbb466bf-f673-4a47-99dd-e9b55f08b3cc' class='xr-var-data-in' type='checkbox'><label for='data-fbb466bf-f673-4a47-99dd-e9b55f08b3cc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 ,\n",
       "        0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 ,\n",
       "        0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 , 0.1 ],\n",
       "       [0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25,\n",
       "        0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25,\n",
       "        0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25, 0.25],\n",
       "       [0.5 , 0.5 , 0.5 , 0.5 , 0.5 , 0.5 , 0.5 , 0.5 , 0.5 , 0.5 , 0.5 ,\n",
       "        0.5 , 0.5 , 0.5 , 0.5 , 0.5 , 0.5 , 0.5 , 0.5 , 0.5 , 0.5 , 0.5 ,\n",
       "        0.5 , 0.5 , 0.5 , 0.5 , 0.5 , 0.5 , 0.5 , 0.5 , 0.5 ],\n",
       "       [2.15, 2.15, 2.15, 2.15, 2.15, 2.15, 2.15, 2.15, 2.15, 2.15, 2.15,\n",
       "        2.15, 2.15, 2.15, 2.15, 2.15, 2.15, 2.15, 2.15, 2.15, 2.15, 2.15,\n",
       "        2.15, 2.15, 2.15, 2.15, 2.15, 2.15, 2.15, 2.15, 2.15]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-04277635-f0ae-4849-aad2-5e3c187d12a2' class='xr-section-summary-in' type='checkbox'  ><label for='section-04277635-f0ae-4849-aad2-5e3c187d12a2' class='xr-section-summary' >Indexes: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>hru</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e0ba3e1c-cc43-49dd-be9b-6e0a2b65a3dc' class='xr-index-data-in' type='checkbox'/><label for='index-e0ba3e1c-cc43-49dd-be9b-6e0a2b65a3dc' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18,\n",
       "       19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31],\n",
       "      dtype=&#x27;object&#x27;, name=&#x27;hru&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>midSoil</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-bb95a11c-9f04-4cc7-bd17-f07a42125a83' class='xr-index-data-in' type='checkbox'/><label for='index-bb95a11c-9f04-4cc7-bd17-f07a42125a83' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0, 1, 2, 3], dtype=&#x27;int64&#x27;, name=&#x27;midSoil&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>midToto</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-aea93efb-a2da-433b-ad2d-5ba802f541bf' class='xr-index-data-in' type='checkbox'/><label for='index-aea93efb-a2da-433b-ad2d-5ba802f541bf' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0, 1, 2, 3], dtype=&#x27;int64&#x27;, name=&#x27;midToto&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>ifcToto</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2081eda5-eb37-425d-9f05-85b54e5d8111' class='xr-index-data-in' type='checkbox'/><label for='index-2081eda5-eb37-425d-9f05-85b54e5d8111' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0, 1, 2, 3, 4], dtype=&#x27;int64&#x27;, name=&#x27;ifcToto&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>scalarv</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-bb3cef10-a313-4e9f-ad35-ab89fefa5552' class='xr-index-data-in' type='checkbox'/><label for='index-bb3cef10-a313-4e9f-ad35-ab89fefa5552' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([0], dtype=&#x27;int64&#x27;, name=&#x27;scalarv&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-193864a7-e1fb-4469-a981-6b9e3c24bae9' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-193864a7-e1fb-4469-a981-6b9e3c24bae9' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:               (hru: 31, midSoil: 4, midToto: 4, ifcToto: 5,\n",
       "                           scalarv: 1)\n",
       "Coordinates:\n",
       "  * hru                   (hru) object 1 2 3 4 5 6 7 8 ... 25 26 27 28 29 30 31\n",
       "  * midSoil               (midSoil) int64 0 1 2 3\n",
       "  * midToto               (midToto) int64 0 1 2 3\n",
       "  * ifcToto               (ifcToto) int64 0 1 2 3 4\n",
       "  * scalarv               (scalarv) int64 0\n",
       "Data variables: (12/19)\n",
       "    hruId                 (hru) object 1 2 3 4 5 6 7 8 ... 25 26 27 28 29 30 31\n",
       "    dt_init               (scalarv, hru) float64 3.6e+03 3.6e+03 ... 3.6e+03\n",
       "    nSoil                 (scalarv, hru) int64 4 4 4 4 4 4 4 4 ... 4 4 4 4 4 4 4\n",
       "    nSnow                 (scalarv, hru) int64 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0\n",
       "    scalarCanopyIce       (scalarv, hru) int64 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0\n",
       "    scalarCanopyLiq       (scalarv, hru) int64 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0\n",
       "    ...                    ...\n",
       "    mLayerTemp            (midToto, hru) float64 283.2 283.2 ... 283.2 283.2\n",
       "    mLayerVolFracIce      (midToto, hru) int64 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0\n",
       "    mLayerVolFracLiq      (midToto, hru) float64 0.2 0.2 0.2 0.2 ... 0.2 0.2 0.2\n",
       "    mLayerMatricHead      (midSoil, hru) int64 -1 -1 -1 -1 -1 ... -1 -1 -1 -1 -1\n",
       "    iLayerHeight          (ifcToto, hru) float64 0.0 0.0 0.0 0.0 ... 3.0 3.0 3.0\n",
       "    mLayerDepth           (midToto, hru) float64 0.1 0.1 0.1 ... 2.15 2.15 2.15"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "initCond = write_summa_initial_conditions(attr, soil_mLayerDepth, output_path)\n",
    "initCond"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1afda309-48b0-457d-9697-84856092035e",
   "metadata": {},
   "source": [
    "# write fileManager"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "25532ede-5e21-41ea-9c96-0ae769ed6d90",
   "metadata": {},
   "outputs": [],
   "source": [
    "# forcing = xr.open_dataset(output_path+'/summa_forcing.nc')\n",
    "write_summa_filemanager(output_path, forcing)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4692ced5-f7ff-4e48-a17c-0c1d9de5a9b7",
   "metadata": {},
   "source": [
    "# copy setting and static files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c22e6323-b014-4c2b-9df4-7d27926ed685",
   "metadata": {},
   "outputs": [],
   "source": [
    "copy_summa_static_files(output_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "293b76db",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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    "name": "ipython",
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