Warmup.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from siphon.catalog import TDSCatalog\n",
    "\n",
    "#url = 'http://atlas.niu.edu:8080/thredds/catalog/grib/NARR/catalog.xml'\n",
    "url = 'http://atlas.niu.edu:8080/thredds/catalog/grib/NARR/NARR-1979/narr.1979010100.grb2/catalog.xml'\n",
    "cat = TDSCatalog(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['narr.1979010100.grb2']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat.datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "ds = cat.datasets[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "nc = ds.remote_access()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#print(list(nc.variables))\n",
    "#ds.subset()\n",
    "vars = list(nc.variables)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Temperature_parameter_in_canopy_surface',\n",
       " 'Temperature_surface',\n",
       " 'Temperature_pressure_difference_layer',\n",
       " 'Temperature_cloud_tops',\n",
       " 'Temperature_isobaric',\n",
       " 'Temperature_height_above_ground',\n",
       " 'Temperature_tropopause',\n",
       " 'Temperature_hybrid']"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[v for v in vars if 'Temp' in v]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Temperature_height_above_ground(time3, height_above_ground, y, x)\n",
      "\tlong_name: Temperature @ Specified height level above ground\n",
      "\tunits: K\n",
      "\tabbreviation: TMP\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 height_above_ground y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-0_L103\n",
      "\tGrib2_Parameter: [0 0 0]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Temperature\n",
      "\tGrib2_Parameter_Name: Temperature\n",
      "\tGrib2_Level_Type: 103\n",
      "\tGrib2_Level_Desc: Specified height level above ground\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 3, 277, 349)\n"
     ]
    }
   ],
   "source": [
    "print(nc.variables['Temperature_height_above_ground'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 height_above_ground2(height_above_ground2)\n",
      "\tunits: m\n",
      "\tlong_name: Specified height level above ground\n",
      "\tpositive: up\n",
      "\tGrib_level_type: 103\n",
      "\tdatum: ground\n",
      "\t_CoordinateAxisType: Height\n",
      "\t_CoordinateZisPositive: up\n",
      "shape = 2\n"
     ]
    }
   ],
   "source": [
    "print(nc.variables['height_above_ground2'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "z = nc.variables['height_above_ground'][:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 2., 10., 30.], dtype=float32)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "t1 = nc.variables['Temperature_height_above_ground'][0,0,:,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "t2 = nc.variables['Temperature_height_above_ground'][10000,0,:,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "299.02423"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t1[10,10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "301.3602"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t2[10,10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.contour.QuadContourSet at 0x7f356c95a8d0>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.contourf(t1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.contour.QuadContourSet at 0x7f356c87b9b0>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.contourf(t2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "http://atlas.niu.edu:8080/thredds/cdmremote/grib/NARR/NARR-1979/narr.1979010100.grb2\n",
      "Dimensions:\n",
      "<class 'siphon.cdmr.dataset.Dimension'> name = x, size = 349\n",
      "<class 'siphon.cdmr.dataset.Dimension'> name = y, size = 277\n",
      "<class 'siphon.cdmr.dataset.Dimension'> name = time, size = 32\n",
      "<class 'siphon.cdmr.dataset.Dimension'> name = time1, size = 116864\n",
      "<class 'siphon.cdmr.dataset.Dimension'> name = time2, size = 116864\n",
      "<class 'siphon.cdmr.dataset.Dimension'> name = time3, size = 116864\n",
      "<class 'siphon.cdmr.dataset.Dimension'> name = isobaric_layer, size = 1\n",
      "<class 'siphon.cdmr.dataset.Dimension'> name = depth_below_surface_layer, size = 4\n",
      "<class 'siphon.cdmr.dataset.Dimension'> name = height_above_ground_layer, size = 1\n",
      "<class 'siphon.cdmr.dataset.Dimension'> name = hybrid, size = 1\n",
      "<class 'siphon.cdmr.dataset.Dimension'> name = isobaric, size = 29\n",
      "<class 'siphon.cdmr.dataset.Dimension'> name = isobaric1, size = 1\n",
      "<class 'siphon.cdmr.dataset.Dimension'> name = isobaric_layer1, size = 1\n",
      "<class 'siphon.cdmr.dataset.Dimension'> name = depth_below_surface_layer1, size = 1\n",
      "<class 'siphon.cdmr.dataset.Dimension'> name = isobaric2, size = 15\n",
      "<class 'siphon.cdmr.dataset.Dimension'> name = height_above_ground, size = 3\n",
      "<class 'siphon.cdmr.dataset.Dimension'> name = depth_below_surface, size = 1\n",
      "<class 'siphon.cdmr.dataset.Dimension'> name = height_above_ground_layer1, size = 1\n",
      "<class 'siphon.cdmr.dataset.Dimension'> name = height_above_ground1, size = 1\n",
      "<class 'siphon.cdmr.dataset.Dimension'> name = pressure_difference_layer, size = 1\n",
      "<class 'siphon.cdmr.dataset.Dimension'> name = pressure_difference_layer1, size = 6\n",
      "<class 'siphon.cdmr.dataset.Dimension'> name = depth_below_surface_layer2, size = 1\n",
      "<class 'siphon.cdmr.dataset.Dimension'> name = height_above_ground2, size = 2\n",
      "Variables:\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "int32 LambertConformal_Projection()\n",
      "\tgrid_mapping_name: lambert_conformal_conic\n",
      "\tlatitude_of_projection_origin: 50.0\n",
      "\tlongitude_of_central_meridian: 253.0\n",
      "\tstandard_parallel: 50.0\n",
      "\tearth_radius: 6367470.0\n",
      "\t_CoordinateTransformType: Projection\n",
      "\t_CoordinateAxisTypes: GeoX GeoY\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float64 time2_bounds(time2, )\n",
      "\tunits: Hour since 1979-01-01T00:00:00Z\n",
      "\tlong_name: bounds for time2\n",
      "shape = (116864, 2)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 isobaric_layer_bounds(isobaric_layer, )\n",
      "\tunits: Pa\n",
      "\tlong_name: bounds for isobaric_layer\n",
      "shape = (1, 2)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 depth_below_surface_layer_bounds(depth_below_surface_layer, )\n",
      "\tunits: m\n",
      "\tlong_name: bounds for depth_below_surface_layer\n",
      "shape = (4, 2)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 height_above_ground_layer_bounds(height_above_ground_layer, )\n",
      "\tunits: m\n",
      "\tlong_name: bounds for height_above_ground_layer\n",
      "shape = (1, 2)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 isobaric_layer1_bounds(isobaric_layer1, )\n",
      "\tunits: Pa\n",
      "\tlong_name: bounds for isobaric_layer1\n",
      "shape = (1, 2)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 depth_below_surface_layer1_bounds(depth_below_surface_layer1, )\n",
      "\tunits: m\n",
      "\tlong_name: bounds for depth_below_surface_layer1\n",
      "shape = (1, 2)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 height_above_ground_layer1_bounds(height_above_ground_layer1, )\n",
      "\tunits: m\n",
      "\tlong_name: bounds for height_above_ground_layer1\n",
      "shape = (1, 2)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 pressure_difference_layer_bounds(pressure_difference_layer, )\n",
      "\tunits: Pa\n",
      "\tlong_name: bounds for pressure_difference_layer\n",
      "shape = (1, 2)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 pressure_difference_layer1_bounds(pressure_difference_layer1, )\n",
      "\tunits: Pa\n",
      "\tlong_name: bounds for pressure_difference_layer1\n",
      "shape = (6, 2)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 depth_below_surface_layer2_bounds(depth_below_surface_layer2, )\n",
      "\tunits: m\n",
      "\tlong_name: bounds for depth_below_surface_layer2\n",
      "shape = (1, 2)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Convective_cloud_cover_surface_layer_3_Hour_Average(time2, y, x)\n",
      "\tlong_name: Convective cloud cover (3_Hour Average) @ Ground or water surface layer\n",
      "\tunits: %\n",
      "\tabbreviation: CDCON\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 y x \n",
      "\tGrib_Statistical_Interval_Type: Average\n",
      "\tGrib_Variable_Id: VAR_7-15--1-2_L1_layer_I3_Hour_S0\n",
      "\tGrib2_Parameter: [0 6 2]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Cloud\n",
      "\tGrib2_Parameter_Name: Convective cloud cover\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Average\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Downward_long-wave_radiation_flux_surface_3_Hour_Average(time2, y, x)\n",
      "\tlong_name: Downward long-wave radiation flux (3_Hour Average) @ Ground or water surface\n",
      "\tunits: W.m-2\n",
      "\tabbreviation: DLWRF\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 y x \n",
      "\tGrib_Statistical_Interval_Type: Average\n",
      "\tGrib_Variable_Id: VAR_7-15--1-3_L1_I3_Hour_S0\n",
      "\tGrib2_Parameter: [0 5 3]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Long wave radiation\n",
      "\tGrib2_Parameter_Name: Downward long-wave radiation flux\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Average\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Momentum_flux_u-component_surface(time, y, x)\n",
      "\tlong_name: Momentum flux, u-component @ Ground or water surface\n",
      "\tunits: N.m-2\n",
      "\tabbreviation: UFLX\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime time y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-17_L1\n",
      "\tGrib2_Parameter: [ 0  2 17]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Momentum\n",
      "\tGrib2_Parameter_Name: Momentum flux, u-component\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (32, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Planetary_boundary_layer_height_surface(time3, y, x)\n",
      "\tlong_name: Planetary boundary layer height @ Ground or water surface\n",
      "\tunits: m\n",
      "\tabbreviation: HPBL\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-18_L1\n",
      "\tGrib2_Parameter: [ 0  3 18]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Mass\n",
      "\tGrib2_Parameter_Name: Planetary boundary layer height\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Solar_parameter_in_canopy_conductance_surface(time3, y, x)\n",
      "\tlong_name: Solar parameter in canopy conductance @ Ground or water surface\n",
      "\tunits: \n",
      "\tabbreviation: RCS\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-18_L1\n",
      "\tGrib2_Parameter: [ 2  0 18]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Solar parameter in canopy conductance\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Momentum_flux_v-component_surface(time, y, x)\n",
      "\tlong_name: Momentum flux, v-component @ Ground or water surface\n",
      "\tunits: N.m-2\n",
      "\tabbreviation: VFLX\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime time y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-18_L1\n",
      "\tGrib2_Parameter: [ 0  2 18]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Momentum\n",
      "\tGrib2_Parameter_Name: Momentum flux, v-component\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (32, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Temperature_parameter_in_canopy_surface(time3, y, x)\n",
      "\tlong_name: Temperature parameter in canopy @ Ground or water surface\n",
      "\tunits: \n",
      "\tabbreviation: RCT\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-19_L1\n",
      "\tGrib2_Parameter: [ 2  0 19]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Temperature parameter in canopy\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Humidity_parameter_in_canopy_conductance_surface(time3, y, x)\n",
      "\tlong_name: Humidity parameter in canopy conductance @ Ground or water surface\n",
      "\tunits: \n",
      "\tabbreviation: RCQ\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-20_L1\n",
      "\tGrib2_Parameter: [ 2  0 20]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Humidity parameter in canopy conductance\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Downward_short-wave_radiation_flux_surface_3_Hour_Average(time2, y, x)\n",
      "\tlong_name: Downward short-wave radiation flux (3_Hour Average) @ Ground or water surface\n",
      "\tunits: W.m-2\n",
      "\tabbreviation: DSWRF\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 y x \n",
      "\tGrib_Statistical_Interval_Type: Average\n",
      "\tGrib_Variable_Id: VAR_7-15--1-7_L1_I3_Hour_S0\n",
      "\tGrib2_Parameter: [0 4 7]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Short wave radiation\n",
      "\tGrib2_Parameter_Name: Downward short-wave radiation flux\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Average\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Soil_moisture_parameter_in_canopy_conductance_surface(time3, y, x)\n",
      "\tlong_name: Soil moisture parameter in canopy conductance @ Ground or water surface\n",
      "\tunits: \n",
      "\tabbreviation: RCSOL\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-21_L1\n",
      "\tGrib2_Parameter: [ 2  0 21]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Soil moisture parameter in canopy conductance\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Upward_long-wave_radiation_flux_surface_3_Hour_Average(time2, y, x)\n",
      "\tlong_name: Upward long-wave radiation flux (3_Hour Average) @ Ground or water surface\n",
      "\tunits: W.m-2\n",
      "\tabbreviation: ULWRF\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 y x \n",
      "\tGrib_Statistical_Interval_Type: Average\n",
      "\tGrib_Variable_Id: VAR_7-15--1-4_L1_I3_Hour_S0\n",
      "\tGrib2_Parameter: [0 5 4]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Long wave radiation\n",
      "\tGrib2_Parameter_Name: Upward long-wave radiation flux\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Average\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Upward_long-wave_radiation_flux_atmosphere_top_3_Hour_Average(time2, y, x)\n",
      "\tlong_name: Upward long-wave radiation flux (3_Hour Average) @ Nominal top of the atmosphere\n",
      "\tunits: W.m-2\n",
      "\tabbreviation: ULWRF\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 y x \n",
      "\tGrib_Statistical_Interval_Type: Average\n",
      "\tGrib_Variable_Id: VAR_7-15--1-4_L8_I3_Hour_S0\n",
      "\tGrib2_Parameter: [0 5 4]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Long wave radiation\n",
      "\tGrib2_Parameter_Name: Upward long-wave radiation flux\n",
      "\tGrib2_Level_Type: 8\n",
      "\tGrib2_Level_Desc: Nominal top of the atmosphere\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Average\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Ground_heat_flux_surface_3_Hour_Average(time2, y, x)\n",
      "\tlong_name: Ground heat flux (3_Hour Average) @ Ground or water surface\n",
      "\tunits: W.m-2\n",
      "\tabbreviation: GFLUX\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 y x \n",
      "\tGrib_Statistical_Interval_Type: Average\n",
      "\tGrib_Variable_Id: VAR_7-15--1-10_L1_I3_Hour_S0\n",
      "\tGrib2_Parameter: [ 2  0 10]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Ground heat flux\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Average\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Horizontal_moisture_convergence_pressure_difference_layer(time3, pressure_difference_layer1, y, x)\n",
      "\tlong_name: Horizontal moisture convergence @ Level at specified pressure difference from ground to level layer\n",
      "\tunits: kg.kg-1.s-1\n",
      "\tabbreviation: MCONV\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 pressure_difference_layer1 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-26_L108_layer\n",
      "\tGrib2_Parameter: [ 0  1 26]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Moisture\n",
      "\tGrib2_Parameter_Name: Horizontal moisture convergence\n",
      "\tGrib2_Level_Type: 108\n",
      "\tGrib2_Level_Desc: Level at specified pressure difference from ground to level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 6, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Latent_heat_net_flux_surface_3_Hour_Average(time2, y, x)\n",
      "\tlong_name: Latent heat net flux (3_Hour Average) @ Ground or water surface\n",
      "\tunits: W.m-2\n",
      "\tabbreviation: LHTFL\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 y x \n",
      "\tGrib_Statistical_Interval_Type: Average\n",
      "\tGrib_Variable_Id: VAR_7-15--1-10_L1_I3_Hour_S0\n",
      "\tGrib2_Parameter: [ 0  0 10]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Temperature\n",
      "\tGrib2_Parameter_Name: Latent heat net flux\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Average\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Upward_short-wave_radiation_flux_surface_3_Hour_Average(time2, y, x)\n",
      "\tlong_name: Upward short-wave radiation flux (3_Hour Average) @ Ground or water surface\n",
      "\tunits: W.m-2\n",
      "\tabbreviation: USWRF\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 y x \n",
      "\tGrib_Statistical_Interval_Type: Average\n",
      "\tGrib_Variable_Id: VAR_7-15--1-8_L1_I3_Hour_S0\n",
      "\tGrib2_Parameter: [0 4 8]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Short wave radiation\n",
      "\tGrib2_Parameter_Name: Upward short-wave radiation flux\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Average\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Upward_short-wave_radiation_flux_atmosphere_top_3_Hour_Average(time2, y, x)\n",
      "\tlong_name: Upward short-wave radiation flux (3_Hour Average) @ Nominal top of the atmosphere\n",
      "\tunits: W.m-2\n",
      "\tabbreviation: USWRF\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 y x \n",
      "\tGrib_Statistical_Interval_Type: Average\n",
      "\tGrib_Variable_Id: VAR_7-15--1-8_L8_I3_Hour_S0\n",
      "\tGrib2_Parameter: [0 4 8]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Short wave radiation\n",
      "\tGrib2_Parameter_Name: Upward short-wave radiation flux\n",
      "\tGrib2_Level_Type: 8\n",
      "\tGrib2_Level_Desc: Nominal top of the atmosphere\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Average\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Sensible_heat_net_flux_surface_3_Hour_Average(time2, y, x)\n",
      "\tlong_name: Sensible heat net flux (3_Hour Average) @ Ground or water surface\n",
      "\tunits: W.m-2\n",
      "\tabbreviation: SHTFL\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 y x \n",
      "\tGrib_Statistical_Interval_Type: Average\n",
      "\tGrib_Variable_Id: VAR_7-15--1-11_L1_I3_Hour_S0\n",
      "\tGrib2_Parameter: [ 0  0 11]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Temperature\n",
      "\tGrib2_Parameter_Name: Sensible heat net flux\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Average\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 u-component_storm_motion_height_above_ground_layer(time3, height_above_ground_layer1, y, x)\n",
      "\tlong_name: u-component storm motion @ Specified height level above ground layer\n",
      "\tunits: m/s\n",
      "\tabbreviation: USTM\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 height_above_ground_layer1 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-27_L103_layer\n",
      "\tGrib2_Parameter: [ 0  2 27]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Momentum\n",
      "\tGrib2_Parameter_Name: u-component storm motion\n",
      "\tGrib2_Level_Type: 103\n",
      "\tGrib2_Level_Desc: Specified height level above ground\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 v-component_storm_motion_height_above_ground_layer(time3, height_above_ground_layer1, y, x)\n",
      "\tlong_name: v-component storm motion @ Specified height level above ground layer\n",
      "\tunits: m/s\n",
      "\tabbreviation: VSTM\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 height_above_ground_layer1 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-28_L103_layer\n",
      "\tGrib2_Parameter: [ 0  2 28]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Momentum\n",
      "\tGrib2_Parameter_Name: v-component storm motion\n",
      "\tGrib2_Level_Type: 103\n",
      "\tGrib2_Level_Desc: Specified height level above ground\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Drag_coefficient_surface(time3, y, x)\n",
      "\tlong_name: Drag coefficient @ Ground or water surface\n",
      "\tunits: \n",
      "\tabbreviation: CD\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-29_L1\n",
      "\tGrib2_Parameter: [ 0  2 29]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Momentum\n",
      "\tGrib2_Parameter_Name: Drag coefficient\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Non-convective_cloud_cover_surface_layer_3_Hour_Average(time2, y, x)\n",
      "\tlong_name: Non-convective cloud cover (3_Hour Average) @ Ground or water surface layer\n",
      "\tunits: %\n",
      "\tabbreviation: CDLYR\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 y x \n",
      "\tGrib_Statistical_Interval_Type: Average\n",
      "\tGrib_Variable_Id: VAR_7-15--1-14_L1_layer_I3_Hour_S0\n",
      "\tGrib2_Parameter: [ 0  6 14]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Cloud\n",
      "\tGrib2_Parameter_Name: Non-convective cloud cover\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Average\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Frictional_velocity_surface(time3, y, x)\n",
      "\tlong_name: Frictional velocity @ Ground or water surface\n",
      "\tunits: m/s\n",
      "\tabbreviation: FRICV\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-30_L1\n",
      "\tGrib2_Parameter: [ 0  2 30]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Momentum\n",
      "\tGrib2_Parameter_Name: Frictional velocity\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Pressure_surface(time3, y, x)\n",
      "\tlong_name: Pressure @ Ground or water surface\n",
      "\tunits: Pa\n",
      "\tabbreviation: PRES\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-0_L1\n",
      "\tGrib2_Parameter: [0 3 0]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Mass\n",
      "\tGrib2_Parameter_Name: Pressure\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Snow_phase_change_heat_flux_surface_3_Hour_Average(time2, y, x)\n",
      "\tlong_name: Snow phase change heat flux (3_Hour Average) @ Ground or water surface\n",
      "\tunits: W.m-2\n",
      "\tabbreviation: SNOHF\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 y x \n",
      "\tGrib_Statistical_Interval_Type: Average\n",
      "\tGrib_Variable_Id: VAR_7-15--1-16_L1_I3_Hour_S0\n",
      "\tGrib2_Parameter: [ 0  0 16]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Temperature\n",
      "\tGrib2_Parameter_Name: Snow phase change heat flux\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Average\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Specific_humidity_pressure_difference_layer(time3, pressure_difference_layer1, y, x)\n",
      "\tlong_name: Specific humidity @ Level at specified pressure difference from ground to level layer\n",
      "\tunits: kg/kg\n",
      "\tabbreviation: SPFH\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 pressure_difference_layer1 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-0_L108_layer\n",
      "\tGrib2_Parameter: [0 1 0]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Moisture\n",
      "\tGrib2_Parameter_Name: Specific humidity\n",
      "\tGrib2_Level_Type: 108\n",
      "\tGrib2_Level_Desc: Level at specified pressure difference from ground to level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 6, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Temperature_surface(time3, y, x)\n",
      "\tlong_name: Temperature @ Ground or water surface\n",
      "\tunits: K\n",
      "\tabbreviation: TMP\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-0_L1\n",
      "\tGrib2_Parameter: [0 0 0]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Temperature\n",
      "\tGrib2_Parameter_Name: Temperature\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Temperature_pressure_difference_layer(time3, pressure_difference_layer1, y, x)\n",
      "\tlong_name: Temperature @ Level at specified pressure difference from ground to level layer\n",
      "\tunits: K\n",
      "\tabbreviation: TMP\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 pressure_difference_layer1 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-0_L108_layer\n",
      "\tGrib2_Parameter: [0 0 0]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Temperature\n",
      "\tGrib2_Parameter_Name: Temperature\n",
      "\tGrib2_Level_Type: 108\n",
      "\tGrib2_Level_Desc: Level at specified pressure difference from ground to level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 6, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Visibility_surface(time3, y, x)\n",
      "\tlong_name: Visibility @ Ground or water surface\n",
      "\tunits: m\n",
      "\tabbreviation: VIS\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-0_L1\n",
      "\tGrib2_Parameter: [ 0 19  0]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Physical atmospheric Properties\n",
      "\tGrib2_Parameter_Name: Visibility\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Albedo_surface(time3, y, x)\n",
      "\tlong_name: Albedo @ Ground or water surface\n",
      "\tunits: %\n",
      "\tabbreviation: ALBDO\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-1_L1\n",
      "\tGrib2_Parameter: [ 0 19  1]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Physical atmospheric Properties\n",
      "\tGrib2_Parameter_Name: Albedo\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Total_cloud_cover_surface_layer(time1, y, x)\n",
      "\tlong_name: Total cloud cover @ Ground or water surface layer\n",
      "\tunits: %\n",
      "\tabbreviation: TCDC\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime1 time1 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-1_L1_layer\n",
      "\tGrib2_Parameter: [0 6 1]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Cloud\n",
      "\tGrib2_Parameter_Name: Total cloud cover\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Potential_temperature_surface(time3, y, x)\n",
      "\tlong_name: Potential temperature @ Ground or water surface\n",
      "\tunits: K\n",
      "\tabbreviation: POT\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-2_L1\n",
      "\tGrib2_Parameter: [0 0 2]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Temperature\n",
      "\tGrib2_Parameter_Name: Potential temperature\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Soil_temperature_depth_below_surface_layer(time3, depth_below_surface_layer, y, x)\n",
      "\tlong_name: Soil temperature @ Depth below land surface layer\n",
      "\tunits: K\n",
      "\tabbreviation: TSOIL\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 depth_below_surface_layer y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-2_L106_layer\n",
      "\tGrib2_Parameter: [2 0 2]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Soil temperature\n",
      "\tGrib2_Level_Type: 106\n",
      "\tGrib2_Level_Desc: Depth below land surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 4, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 u-component_of_wind_pressure_difference_layer(time3, pressure_difference_layer1, y, x)\n",
      "\tlong_name: u-component of wind @ Level at specified pressure difference from ground to level layer\n",
      "\tunits: m/s\n",
      "\tabbreviation: UGRD\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 pressure_difference_layer1 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-2_L108_layer\n",
      "\tGrib2_Parameter: [0 2 2]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Momentum\n",
      "\tGrib2_Parameter_Name: u-component of wind\n",
      "\tGrib2_Level_Type: 108\n",
      "\tGrib2_Level_Desc: Level at specified pressure difference from ground to level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 6, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Precipitable_water_surface_layer(time3, y, x)\n",
      "\tlong_name: Precipitable water @ Ground or water surface layer\n",
      "\tunits: kg.m-2\n",
      "\tabbreviation: PWAT\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-3_L1_layer\n",
      "\tGrib2_Parameter: [0 1 3]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Moisture\n",
      "\tGrib2_Parameter_Name: Precipitable water\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Soil_moisture_content_depth_below_surface_layer(time3, depth_below_surface_layer1, y, x)\n",
      "\tlong_name: Soil moisture content @ Depth below land surface layer\n",
      "\tunits: kg.m-2\n",
      "\tabbreviation: SOILM\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 depth_below_surface_layer1 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-3_L106_layer\n",
      "\tGrib2_Parameter: [2 0 3]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Soil moisture content\n",
      "\tGrib2_Level_Type: 106\n",
      "\tGrib2_Level_Desc: Depth below land surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 v-component_of_wind_pressure_difference_layer(time3, pressure_difference_layer1, y, x)\n",
      "\tlong_name: v-component of wind @ Level at specified pressure difference from ground to level layer\n",
      "\tunits: m/s\n",
      "\tabbreviation: VGRD\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 pressure_difference_layer1 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-3_L108_layer\n",
      "\tGrib2_Parameter: [0 2 3]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Momentum\n",
      "\tGrib2_Parameter_Name: v-component of wind\n",
      "\tGrib2_Level_Type: 108\n",
      "\tGrib2_Level_Desc: Level at specified pressure difference from ground to level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 6, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Vegetation_surface(time3, y, x)\n",
      "\tlong_name: Vegetation @ Ground or water surface\n",
      "\tunits: %\n",
      "\tabbreviation: VEG\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-4_L1\n",
      "\tGrib2_Parameter: [2 0 4]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Vegetation\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Liquid_volumetric_soil_moisture_non-frozen_depth_below_surface_layer(time3, depth_below_surface_layer, y, x)\n",
      "\tlong_name: Liquid volumetric soil moisture (non-frozen) @ Depth below land surface layer\n",
      "\tunits: \n",
      "\tabbreviation: SOILL\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 depth_below_surface_layer y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-5_L106_layer\n",
      "\tGrib2_Parameter: [2 3 5]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Soil Products\n",
      "\tGrib2_Parameter_Name: Liquid volumetric soil moisture (non-frozen)\n",
      "\tGrib2_Level_Type: 106\n",
      "\tGrib2_Level_Desc: Depth below land surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 4, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Convective_available_potential_energy_surface(time3, y, x)\n",
      "\tlong_name: Convective available potential energy @ Ground or water surface\n",
      "\tunits: J/kg\n",
      "\tabbreviation: CAPE\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-6_L1\n",
      "\tGrib2_Parameter: [0 7 6]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Thermodynamic stability indices\n",
      "\tGrib2_Parameter_Name: Convective available potential energy\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Convective_available_potential_energy_pressure_difference_layer(time3, pressure_difference_layer, y, x)\n",
      "\tlong_name: Convective available potential energy @ Level at specified pressure difference from ground to level layer\n",
      "\tunits: J/kg\n",
      "\tabbreviation: CAPE\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 pressure_difference_layer y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-6_L108_layer\n",
      "\tGrib2_Parameter: [0 7 6]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Thermodynamic stability indices\n",
      "\tGrib2_Parameter_Name: Convective available potential energy\n",
      "\tGrib2_Level_Type: 108\n",
      "\tGrib2_Level_Desc: Level at specified pressure difference from ground to level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Convective_inhibition_surface(time3, y, x)\n",
      "\tlong_name: Convective inhibition @ Ground or water surface\n",
      "\tunits: J/kg\n",
      "\tabbreviation: CIN\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-7_L1\n",
      "\tGrib2_Parameter: [0 7 7]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Thermodynamic stability indices\n",
      "\tGrib2_Parameter_Name: Convective inhibition\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Convective_inhibition_pressure_difference_layer(time3, pressure_difference_layer, y, x)\n",
      "\tlong_name: Convective inhibition @ Level at specified pressure difference from ground to level layer\n",
      "\tunits: J/kg\n",
      "\tabbreviation: CIN\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 pressure_difference_layer y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-7_L108_layer\n",
      "\tGrib2_Parameter: [0 7 7]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Thermodynamic stability indices\n",
      "\tGrib2_Parameter_Name: Convective inhibition\n",
      "\tGrib2_Level_Type: 108\n",
      "\tGrib2_Level_Desc: Level at specified pressure difference from ground to level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Precipitation_rate_surface(time1, y, x)\n",
      "\tlong_name: Precipitation rate @ Ground or water surface\n",
      "\tunits: kg.m-2.s-1\n",
      "\tabbreviation: PRATE\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime1 time1 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-7_L1\n",
      "\tGrib2_Parameter: [0 1 7]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Moisture\n",
      "\tGrib2_Parameter_Name: Precipitation rate\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Storm_relative_helicity_height_above_ground_layer(time3, height_above_ground_layer, y, x)\n",
      "\tlong_name: Storm relative helicity @ Specified height level above ground layer\n",
      "\tunits: J/kg\n",
      "\tabbreviation: HLCY\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 height_above_ground_layer y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-8_L103_layer\n",
      "\tGrib2_Parameter: [0 7 8]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Thermodynamic stability indices\n",
      "\tGrib2_Parameter_Name: Storm relative helicity\n",
      "\tGrib2_Level_Type: 103\n",
      "\tGrib2_Level_Desc: Specified height level above ground\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Vertical_velocity_pressure_pressure_difference_layer(time3, pressure_difference_layer1, y, x)\n",
      "\tlong_name: Vertical velocity (pressure) @ Level at specified pressure difference from ground to level layer\n",
      "\tunits: Pa/s\n",
      "\tabbreviation: VVEL\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 pressure_difference_layer1 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-8_L108_layer\n",
      "\tGrib2_Parameter: [0 2 8]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Momentum\n",
      "\tGrib2_Parameter_Name: Vertical velocity (pressure)\n",
      "\tGrib2_Level_Type: 108\n",
      "\tGrib2_Level_Desc: Level at specified pressure difference from ground to level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 6, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Volumetric_soil_moisture_content_depth_below_surface_layer(time3, depth_below_surface_layer, y, x)\n",
      "\tlong_name: Volumetric soil moisture content @ Depth below land surface layer\n",
      "\tunits: \n",
      "\tabbreviation: SOILW\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 depth_below_surface_layer y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-9_L106_layer\n",
      "\tGrib2_Parameter: [2 0 9]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Volumetric soil moisture content\n",
      "\tGrib2_Level_Type: 106\n",
      "\tGrib2_Level_Desc: Depth below land surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 4, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Surface_lifted_index_isobaric_layer(time3, isobaric_layer1, y, x)\n",
      "\tlong_name: Surface lifted index @ Isobaric surface layer\n",
      "\tunits: K\n",
      "\tabbreviation: LFT X\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 isobaric_layer1 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-10_L100_layer\n",
      "\tGrib2_Parameter: [ 0  7 10]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Thermodynamic stability indices\n",
      "\tGrib2_Parameter_Name: Surface lifted index\n",
      "\tGrib2_Level_Type: 100\n",
      "\tGrib2_Level_Desc: Isobaric surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Best_4-layer_lifted_index_pressure_difference_layer(time3, pressure_difference_layer, y, x)\n",
      "\tlong_name: Best (4-layer) lifted index @ Level at specified pressure difference from ground to level layer\n",
      "\tunits: K\n",
      "\tabbreviation: 4LFTX\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 pressure_difference_layer y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-11_L108_layer\n",
      "\tGrib2_Parameter: [ 0  7 11]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Thermodynamic stability indices\n",
      "\tGrib2_Parameter_Name: Best (4-layer) lifted index\n",
      "\tGrib2_Level_Type: 108\n",
      "\tGrib2_Level_Desc: Level at specified pressure difference from ground to level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Moisture_availability_depth_below_surface_layer(time3, depth_below_surface_layer2, y, x)\n",
      "\tlong_name: Moisture availability @ Depth below land surface layer\n",
      "\tunits: %\n",
      "\tabbreviation: MSTAV\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 depth_below_surface_layer2 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-11_L106_layer\n",
      "\tGrib2_Parameter: [ 2  0 11]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Moisture availability\n",
      "\tGrib2_Level_Type: 106\n",
      "\tGrib2_Level_Desc: Depth below land surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Snow_depth_surface(time3, y, x)\n",
      "\tlong_name: Snow depth @ Ground or water surface\n",
      "\tunits: m\n",
      "\tabbreviation: SNOD\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-11_L1\n",
      "\tGrib2_Parameter: [ 0  1 11]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Moisture\n",
      "\tGrib2_Parameter_Name: Snow depth\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Exchange_coefficient_surface(time3, y, x)\n",
      "\tlong_name: Exchange coefficient @ Ground or water surface\n",
      "\tunits: kg.m-2.s-1\n",
      "\tabbreviation: SFEXC\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-12_L1\n",
      "\tGrib2_Parameter: [ 2  0 12]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Exchange coefficient\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Plant_canopy_surface_water_surface(time3, y, x)\n",
      "\tlong_name: Plant canopy surface water @ Ground or water surface\n",
      "\tunits: kg.m-2\n",
      "\tabbreviation: CNWAT\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-13_L1\n",
      "\tGrib2_Parameter: [ 2  0 13]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Plant canopy surface water\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Water_equivalent_of_accumulated_snow_depth_surface(time3, y, x)\n",
      "\tlong_name: Water equivalent of accumulated snow depth @ Ground or water surface\n",
      "\tunits: kg.m-2\n",
      "\tabbreviation: WEASD\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-13_L1\n",
      "\tGrib2_Parameter: [ 0  1 13]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Moisture\n",
      "\tGrib2_Parameter_Name: Water equivalent of accumulated snow depth\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Canopy_conductance_surface(time3, y, x)\n",
      "\tlong_name: Canopy conductance @ Ground or water surface\n",
      "\tunits: m/s\n",
      "\tabbreviation: CCOND\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-15_L1\n",
      "\tGrib2_Parameter: [ 2  0 15]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Canopy conductance\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Pressure_cloud_base(time3, y, x)\n",
      "\tlong_name: Pressure @ Cloud base level\n",
      "\tunits: Pa\n",
      "\tabbreviation: PRES\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-0_L2\n",
      "\tGrib2_Parameter: [0 3 0]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Mass\n",
      "\tGrib2_Parameter_Name: Pressure\n",
      "\tGrib2_Level_Type: 2\n",
      "\tGrib2_Level_Desc: Cloud base level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Baseflow-groundwater_runoff_surface_3_Hour_Accumulation(time2, y, x)\n",
      "\tlong_name: Baseflow-groundwater runoff (3_Hour Accumulation) @ Ground or water surface\n",
      "\tunits: kg.m-2\n",
      "\tabbreviation: BGRUN\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 y x \n",
      "\tGrib_Statistical_Interval_Type: Accumulation\n",
      "\tGrib_Variable_Id: VAR_7-15--1-5_L1_I3_Hour_S1\n",
      "\tGrib2_Parameter: [1 0 5]\n",
      "\tGrib2_Parameter_Discipline: Hydrological products\n",
      "\tGrib2_Parameter_Category: Hydrology Basic\n",
      "\tGrib2_Parameter_Name: Baseflow-groundwater runoff\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Accumulation\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Geopotential_height_cloud_base(time3, y, x)\n",
      "\tlong_name: Geopotential height @ Cloud base level\n",
      "\tunits: gpm\n",
      "\tabbreviation: HGT\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-5_L2\n",
      "\tGrib2_Parameter: [0 3 5]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Mass\n",
      "\tGrib2_Parameter_Name: Geopotential height\n",
      "\tGrib2_Level_Type: 2\n",
      "\tGrib2_Level_Desc: Cloud base level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Evaporation_surface_3_Hour_Accumulation(time2, y, x)\n",
      "\tlong_name: Evaporation (3_Hour Accumulation) @ Ground or water surface\n",
      "\tunits: kg.m-2\n",
      "\tabbreviation: EVP\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 y x \n",
      "\tGrib_Statistical_Interval_Type: Accumulation\n",
      "\tGrib_Variable_Id: VAR_7-15--1-6_L1_I3_Hour_S1\n",
      "\tGrib2_Parameter: [0 1 6]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Moisture\n",
      "\tGrib2_Parameter_Name: Evaporation\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Accumulation\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Storm_surface_runoff_surface_3_Hour_Accumulation(time2, y, x)\n",
      "\tlong_name: Storm surface runoff (3_Hour Accumulation) @ Ground or water surface\n",
      "\tunits: kg.m-2\n",
      "\tabbreviation: SSRUN\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 y x \n",
      "\tGrib_Statistical_Interval_Type: Accumulation\n",
      "\tGrib_Variable_Id: VAR_7-15--1-6_L1_I3_Hour_S1\n",
      "\tGrib2_Parameter: [1 0 6]\n",
      "\tGrib2_Parameter_Discipline: Hydrological products\n",
      "\tGrib2_Parameter_Category: Hydrology Basic\n",
      "\tGrib2_Parameter_Name: Storm surface runoff\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Accumulation\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Total_precipitation_surface_3_Hour_Accumulation(time2, y, x)\n",
      "\tlong_name: Total precipitation (3_Hour Accumulation) @ Ground or water surface\n",
      "\tunits: kg.m-2\n",
      "\tabbreviation: APCP\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 y x \n",
      "\tGrib_Statistical_Interval_Type: Accumulation\n",
      "\tGrib_Variable_Id: VAR_7-15--1-8_L1_I3_Hour_S1\n",
      "\tGrib2_Parameter: [0 1 8]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Moisture\n",
      "\tGrib2_Parameter_Name: Total precipitation\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Accumulation\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Convective_precipitation_surface_3_Hour_Accumulation(time2, y, x)\n",
      "\tlong_name: Convective precipitation (3_Hour Accumulation) @ Ground or water surface\n",
      "\tunits: kg.m-2\n",
      "\tabbreviation: ACPCP\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 y x \n",
      "\tGrib_Statistical_Interval_Type: Accumulation\n",
      "\tGrib_Variable_Id: VAR_7-15--1-10_L1_I3_Hour_S1\n",
      "\tGrib2_Parameter: [ 0  1 10]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Moisture\n",
      "\tGrib2_Parameter_Name: Convective precipitation\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Accumulation\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Pressure_cloud_tops(time3, y, x)\n",
      "\tlong_name: Pressure @ Level of cloud tops\n",
      "\tunits: Pa\n",
      "\tabbreviation: PRES\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-0_L3\n",
      "\tGrib2_Parameter: [0 3 0]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Mass\n",
      "\tGrib2_Parameter_Name: Pressure\n",
      "\tGrib2_Level_Type: 3\n",
      "\tGrib2_Level_Desc: Level of cloud tops\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Snow_melt_surface_3_Hour_Accumulation(time2, y, x)\n",
      "\tlong_name: Snow melt (3_Hour Accumulation) @ Ground or water surface\n",
      "\tunits: kg.m-2\n",
      "\tabbreviation: SNOM\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 y x \n",
      "\tGrib_Statistical_Interval_Type: Accumulation\n",
      "\tGrib_Variable_Id: VAR_7-15--1-16_L1_I3_Hour_S1\n",
      "\tGrib2_Parameter: [ 0  1 16]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Moisture\n",
      "\tGrib2_Parameter_Name: Snow melt\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Accumulation\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Temperature_cloud_tops(time3, y, x)\n",
      "\tlong_name: Temperature @ Level of cloud tops\n",
      "\tunits: K\n",
      "\tabbreviation: TMP\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-0_L3\n",
      "\tGrib2_Parameter: [0 0 0]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Temperature\n",
      "\tGrib2_Parameter_Name: Temperature\n",
      "\tGrib2_Level_Type: 3\n",
      "\tGrib2_Level_Desc: Level of cloud tops\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Categorical_rain_surface(time1, y, x)\n",
      "\tlong_name: Categorical rain @ Ground or water surface\n",
      "\tunits: (Code table 4.222)\n",
      "\tabbreviation: CRAIN\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime1 time1 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-33_L1\n",
      "\tGrib2_Parameter: [ 0  1 33]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Moisture\n",
      "\tGrib2_Parameter_Name: Categorical rain\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Categorical_freezing_rain_surface(time1, y, x)\n",
      "\tlong_name: Categorical freezing rain @ Ground or water surface\n",
      "\tunits: (Code table 4.222)\n",
      "\tabbreviation: CFRZR\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime1 time1 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-34_L1\n",
      "\tGrib2_Parameter: [ 0  1 34]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Moisture\n",
      "\tGrib2_Parameter_Name: Categorical freezing rain\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Categorical_ice_pellets_surface(time1, y, x)\n",
      "\tlong_name: Categorical ice pellets @ Ground or water surface\n",
      "\tunits: (Code table 4.222)\n",
      "\tabbreviation: CICEP\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime1 time1 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-35_L1\n",
      "\tGrib2_Parameter: [ 0  1 35]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Moisture\n",
      "\tGrib2_Parameter_Name: Categorical ice pellets\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Categorical_snow_surface(time1, y, x)\n",
      "\tlong_name: Categorical snow @ Ground or water surface\n",
      "\tunits: (Code table 4.222)\n",
      "\tabbreviation: CSNOW\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime1 time1 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-36_L1\n",
      "\tGrib2_Parameter: [ 0  1 36]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Moisture\n",
      "\tGrib2_Parameter_Name: Categorical snow\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Geopotential_height_cloud_tops(time3, y, x)\n",
      "\tlong_name: Geopotential height @ Level of cloud tops\n",
      "\tunits: gpm\n",
      "\tabbreviation: HGT\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-5_L3\n",
      "\tGrib2_Parameter: [0 3 5]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Mass\n",
      "\tGrib2_Parameter_Name: Geopotential height\n",
      "\tGrib2_Level_Type: 3\n",
      "\tGrib2_Level_Desc: Level of cloud tops\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Snow_cover_surface(time3, y, x)\n",
      "\tlong_name: Snow cover @ Ground or water surface\n",
      "\tunits: %\n",
      "\tabbreviation: SNOWC\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-42_L1\n",
      "\tGrib2_Parameter: [ 0  1 42]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Moisture\n",
      "\tGrib2_Parameter_Name: Snow cover\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Specific_humidity_isobaric(time3, isobaric, y, x)\n",
      "\tlong_name: Specific humidity @ Isobaric surface\n",
      "\tunits: kg/kg\n",
      "\tabbreviation: SPFH\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 isobaric y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-0_L100\n",
      "\tGrib2_Parameter: [0 1 0]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Moisture\n",
      "\tGrib2_Parameter_Name: Specific humidity\n",
      "\tGrib2_Level_Type: 100\n",
      "\tGrib2_Level_Desc: Isobaric surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 29, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Temperature_isobaric(time3, isobaric, y, x)\n",
      "\tlong_name: Temperature @ Isobaric surface\n",
      "\tunits: K\n",
      "\tabbreviation: TMP\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 isobaric y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-0_L100\n",
      "\tGrib2_Parameter: [0 0 0]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Temperature\n",
      "\tGrib2_Parameter_Name: Temperature\n",
      "\tGrib2_Level_Type: 100\n",
      "\tGrib2_Level_Desc: Isobaric surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 29, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Relative_humidity_zeroDegC_isotherm(time3, y, x)\n",
      "\tlong_name: Relative humidity @ Level of 0 °C isotherm\n",
      "\tunits: %\n",
      "\tabbreviation: RH\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-1_L4\n",
      "\tGrib2_Parameter: [0 1 1]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Moisture\n",
      "\tGrib2_Parameter_Name: Relative humidity\n",
      "\tGrib2_Level_Type: 4\n",
      "\tGrib2_Level_Desc: Level of 0 °C isotherm\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 u-component_of_wind_isobaric(time3, isobaric, y, x)\n",
      "\tlong_name: u-component of wind @ Isobaric surface\n",
      "\tunits: m/s\n",
      "\tabbreviation: UGRD\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 isobaric y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-2_L100\n",
      "\tGrib2_Parameter: [0 2 2]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Momentum\n",
      "\tGrib2_Parameter_Name: u-component of wind\n",
      "\tGrib2_Level_Type: 100\n",
      "\tGrib2_Level_Desc: Isobaric surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 29, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 v-component_of_wind_isobaric(time3, isobaric, y, x)\n",
      "\tlong_name: v-component of wind @ Isobaric surface\n",
      "\tunits: m/s\n",
      "\tabbreviation: VGRD\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 isobaric y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-3_L100\n",
      "\tGrib2_Parameter: [0 2 3]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Momentum\n",
      "\tGrib2_Parameter_Name: v-component of wind\n",
      "\tGrib2_Level_Type: 100\n",
      "\tGrib2_Level_Desc: Isobaric surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 29, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Geopotential_height_isobaric(time3, isobaric, y, x)\n",
      "\tlong_name: Geopotential height @ Isobaric surface\n",
      "\tunits: gpm\n",
      "\tabbreviation: HGT\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 isobaric y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-5_L100\n",
      "\tGrib2_Parameter: [0 3 5]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Mass\n",
      "\tGrib2_Parameter_Name: Geopotential height\n",
      "\tGrib2_Level_Type: 100\n",
      "\tGrib2_Level_Desc: Isobaric surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 29, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Geopotential_height_zeroDegC_isotherm(time3, y, x)\n",
      "\tlong_name: Geopotential height @ Level of 0 °C isotherm\n",
      "\tunits: gpm\n",
      "\tabbreviation: HGT\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-5_L4\n",
      "\tGrib2_Parameter: [0 3 5]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Mass\n",
      "\tGrib2_Parameter_Name: Geopotential height\n",
      "\tGrib2_Level_Type: 4\n",
      "\tGrib2_Level_Desc: Level of 0 °C isotherm\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Potential_evaporation_surface_3_Hour_Accumulation(time2, y, x)\n",
      "\tlong_name: Potential evaporation (3_Hour Accumulation) @ Ground or water surface\n",
      "\tunits: kg.m-2\n",
      "\tabbreviation: PEVAP\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 y x \n",
      "\tGrib_Statistical_Interval_Type: Accumulation\n",
      "\tGrib_Variable_Id: VAR_7-15--1-40_L1_I3_Hour_S1\n",
      "\tGrib2_Parameter: [ 0  1 40]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Moisture\n",
      "\tGrib2_Parameter_Name: Potential evaporation\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Accumulation\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Vertical_velocity_pressure_isobaric(time3, isobaric, y, x)\n",
      "\tlong_name: Vertical velocity (pressure) @ Isobaric surface\n",
      "\tunits: Pa/s\n",
      "\tabbreviation: VVEL\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 isobaric y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-8_L100\n",
      "\tGrib2_Parameter: [0 2 8]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Momentum\n",
      "\tGrib2_Parameter_Name: Vertical velocity (pressure)\n",
      "\tGrib2_Level_Type: 100\n",
      "\tGrib2_Level_Desc: Isobaric surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 29, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Turbulent_kinetic_energy_isobaric(time3, isobaric2, y, x)\n",
      "\tlong_name: Turbulent kinetic energy @ Isobaric surface\n",
      "\tunits: J/kg\n",
      "\tabbreviation: TKE\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 isobaric2 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-11_L100\n",
      "\tGrib2_Parameter: [ 0 19 11]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Physical atmospheric Properties\n",
      "\tGrib2_Parameter_Name: Turbulent kinetic energy\n",
      "\tGrib2_Level_Type: 100\n",
      "\tGrib2_Level_Desc: Isobaric surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 15, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Pressure_adiabatic_condensation_lifted(time3, y, x)\n",
      "\tlong_name: Pressure @ Level of adiabatic condensation lifted from the surface\n",
      "\tunits: Pa\n",
      "\tabbreviation: PRES\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-0_L5\n",
      "\tGrib2_Parameter: [0 3 0]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Mass\n",
      "\tGrib2_Parameter_Name: Pressure\n",
      "\tGrib2_Level_Type: 5\n",
      "\tGrib2_Level_Desc: Level of adiabatic condensation lifted from the surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Pressure_reduced_to_MSL_msl(time3, y, x)\n",
      "\tlong_name: Pressure reduced to MSL @ Mean sea level\n",
      "\tunits: Pa\n",
      "\tabbreviation: PRMSL\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-1_L101\n",
      "\tGrib2_Parameter: [0 3 1]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Mass\n",
      "\tGrib2_Parameter_Name: Pressure reduced to MSL\n",
      "\tGrib2_Level_Type: 101\n",
      "\tGrib2_Level_Desc: Mean sea level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Cloud_mixing_ratio_isobaric(time3, isobaric, y, x)\n",
      "\tlong_name: Cloud mixing ratio @ Isobaric surface\n",
      "\tunits: kg/kg\n",
      "\tabbreviation: CLWMR\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 isobaric y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-22_L100\n",
      "\tGrib2_Parameter: [ 0  1 22]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Moisture\n",
      "\tGrib2_Parameter_Name: Cloud mixing ratio\n",
      "\tGrib2_Level_Type: 100\n",
      "\tGrib2_Level_Desc: Isobaric surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 29, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Ice_water_mixing_ratio_isobaric(time3, isobaric, y, x)\n",
      "\tlong_name: Ice water mixing ratio @ Isobaric surface\n",
      "\tunits: kg/kg\n",
      "\tabbreviation: ICMR\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 isobaric y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-23_L100\n",
      "\tGrib2_Parameter: [ 0  1 23]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Moisture\n",
      "\tGrib2_Parameter_Name: Ice water mixing ratio\n",
      "\tGrib2_Level_Type: 100\n",
      "\tGrib2_Level_Desc: Isobaric surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 29, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Horizontal_moisture_convergence_isobaric(time3, isobaric1, y, x)\n",
      "\tlong_name: Horizontal moisture convergence @ Isobaric surface\n",
      "\tunits: kg.kg-1.s-1\n",
      "\tabbreviation: MCONV\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 isobaric1 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-26_L100\n",
      "\tGrib2_Parameter: [ 0  1 26]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Moisture\n",
      "\tGrib2_Parameter_Name: Horizontal moisture convergence\n",
      "\tGrib2_Level_Type: 100\n",
      "\tGrib2_Level_Desc: Isobaric surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Pressure_maximum_wind(time3, y, x)\n",
      "\tlong_name: Pressure @ Maximum wind level\n",
      "\tunits: Pa\n",
      "\tabbreviation: PRES\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-0_L6\n",
      "\tGrib2_Parameter: [0 3 0]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Mass\n",
      "\tGrib2_Parameter_Name: Pressure\n",
      "\tGrib2_Level_Type: 6\n",
      "\tGrib2_Level_Desc: Maximum wind level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 u-component_of_wind_maximum_wind(time3, y, x)\n",
      "\tlong_name: u-component of wind @ Maximum wind level\n",
      "\tunits: m/s\n",
      "\tabbreviation: UGRD\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-2_L6\n",
      "\tGrib2_Parameter: [0 2 2]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Momentum\n",
      "\tGrib2_Parameter_Name: u-component of wind\n",
      "\tGrib2_Level_Type: 6\n",
      "\tGrib2_Level_Desc: Maximum wind level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 v-component_of_wind_maximum_wind(time3, y, x)\n",
      "\tlong_name: v-component of wind @ Maximum wind level\n",
      "\tunits: m/s\n",
      "\tabbreviation: VGRD\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-3_L6\n",
      "\tGrib2_Parameter: [0 2 3]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Momentum\n",
      "\tGrib2_Parameter_Name: v-component of wind\n",
      "\tGrib2_Level_Type: 6\n",
      "\tGrib2_Level_Desc: Maximum wind level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Geopotential_height_maximum_wind(time3, y, x)\n",
      "\tlong_name: Geopotential height @ Maximum wind level\n",
      "\tunits: gpm\n",
      "\tabbreviation: HGT\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-5_L6\n",
      "\tGrib2_Parameter: [0 3 5]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Mass\n",
      "\tGrib2_Parameter_Name: Geopotential height\n",
      "\tGrib2_Level_Type: 6\n",
      "\tGrib2_Level_Desc: Maximum wind level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Vertical_speed_shear_tropopause(time3, y, x)\n",
      "\tlong_name: Vertical speed shear @ Tropopause\n",
      "\tunits: 1/s\n",
      "\tabbreviation: VWSH\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-25_L7\n",
      "\tGrib2_Parameter: [ 0  2 25]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Momentum\n",
      "\tGrib2_Parameter_Name: Vertical speed shear\n",
      "\tGrib2_Level_Type: 7\n",
      "\tGrib2_Level_Desc: Tropopause\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Water_Vapor_Zonal_Flux_Vertical_Int_isobaric_layer_3_Hour_Accumulation(time2, isobaric_layer, y, x)\n",
      "\tlong_name: Water Vapor Zonal Flux (Vertical Int) (3_Hour Accumulation) @ Isobaric surface layer\n",
      "\tunits: Kg.m-2\n",
      "\tabbreviation: WVUFLX\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 isobaric_layer y x \n",
      "\tGrib_Statistical_Interval_Type: Accumulation\n",
      "\tGrib_Variable_Id: VAR_7-15--1-224_L100_layer_I3_Hour_S1\n",
      "\tGrib2_Parameter: [  2   0 224]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Water Vapor Zonal Flux (Vertical Int)\n",
      "\tGrib2_Level_Type: 100\n",
      "\tGrib2_Level_Desc: Isobaric surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Accumulation\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Water_Vapor_Zonal_Flux_Vertical_Int_surface_layer_3_Hour_Accumulation(time2, y, x)\n",
      "\tlong_name: Water Vapor Zonal Flux (Vertical Int) (3_Hour Accumulation) @ Ground or water surface layer\n",
      "\tunits: Kg.m-2\n",
      "\tabbreviation: WVUFLX\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 y x \n",
      "\tGrib_Statistical_Interval_Type: Accumulation\n",
      "\tGrib_Variable_Id: VAR_7-15--1-224_L1_layer_I3_Hour_S1\n",
      "\tGrib2_Parameter: [  2   0 224]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Water Vapor Zonal Flux (Vertical Int)\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Accumulation\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Water_Vapor_Meridional_Flux_Vertical_Int_isobaric_layer_3_Hour_Accumulation(time2, isobaric_layer, y, x)\n",
      "\tlong_name: Water Vapor Meridional Flux (Vertical Int) (3_Hour Accumulation) @ Isobaric surface layer\n",
      "\tunits: Kg.m-2\n",
      "\tabbreviation: WVVFLX\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 isobaric_layer y x \n",
      "\tGrib_Statistical_Interval_Type: Accumulation\n",
      "\tGrib_Variable_Id: VAR_7-15--1-225_L100_layer_I3_Hour_S1\n",
      "\tGrib2_Parameter: [  2   0 225]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Water Vapor Meridional Flux (Vertical Int)\n",
      "\tGrib2_Level_Type: 100\n",
      "\tGrib2_Level_Desc: Isobaric surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Accumulation\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Water_Vapor_Meridional_Flux_Vertical_Int_surface_layer_3_Hour_Accumulation(time2, y, x)\n",
      "\tlong_name: Water Vapor Meridional Flux (Vertical Int) (3_Hour Accumulation) @ Ground or water surface layer\n",
      "\tunits: Kg.m-2\n",
      "\tabbreviation: WVVFLX\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 y x \n",
      "\tGrib_Statistical_Interval_Type: Accumulation\n",
      "\tGrib_Variable_Id: VAR_7-15--1-225_L1_layer_I3_Hour_S1\n",
      "\tGrib2_Parameter: [  2   0 225]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Water Vapor Meridional Flux (Vertical Int)\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Accumulation\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Water_Condensate_Zonal_Flux_Vertical_Int_isobaric_layer_3_Hour_Accumulation(time2, isobaric_layer, y, x)\n",
      "\tlong_name: Water Condensate Zonal Flux (Vertical Int) (3_Hour Accumulation) @ Isobaric surface layer\n",
      "\tunits: Kg.m-2\n",
      "\tabbreviation: WCUFLX\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 isobaric_layer y x \n",
      "\tGrib_Statistical_Interval_Type: Accumulation\n",
      "\tGrib_Variable_Id: VAR_7-15--1-226_L100_layer_I3_Hour_S1\n",
      "\tGrib2_Parameter: [  2   0 226]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Water Condensate Zonal Flux (Vertical Int)\n",
      "\tGrib2_Level_Type: 100\n",
      "\tGrib2_Level_Desc: Isobaric surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Accumulation\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Water_Condensate_Zonal_Flux_Vertical_Int_surface_layer_3_Hour_Accumulation(time2, y, x)\n",
      "\tlong_name: Water Condensate Zonal Flux (Vertical Int) (3_Hour Accumulation) @ Ground or water surface layer\n",
      "\tunits: Kg.m-2\n",
      "\tabbreviation: WCUFLX\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 y x \n",
      "\tGrib_Statistical_Interval_Type: Accumulation\n",
      "\tGrib_Variable_Id: VAR_7-15--1-226_L1_layer_I3_Hour_S1\n",
      "\tGrib2_Parameter: [  2   0 226]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Water Condensate Zonal Flux (Vertical Int)\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Accumulation\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Water_Condensate_Meridional_Flux_Vertical_Int_isobaric_layer_3_Hour_Accumulation(time2, isobaric_layer, y, x)\n",
      "\tlong_name: Water Condensate Meridional Flux (Vertical Int) (3_Hour Accumulation) @ Isobaric surface layer\n",
      "\tunits: Kg.m-2\n",
      "\tabbreviation: WCVFLX\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 isobaric_layer y x \n",
      "\tGrib_Statistical_Interval_Type: Accumulation\n",
      "\tGrib_Variable_Id: VAR_7-15--1-227_L100_layer_I3_Hour_S1\n",
      "\tGrib2_Parameter: [  2   0 227]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Water Condensate Meridional Flux (Vertical Int)\n",
      "\tGrib2_Level_Type: 100\n",
      "\tGrib2_Level_Desc: Isobaric surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Accumulation\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Water_Condensate_Meridional_Flux_Vertical_Int_surface_layer_3_Hour_Accumulation(time2, y, x)\n",
      "\tlong_name: Water Condensate Meridional Flux (Vertical Int) (3_Hour Accumulation) @ Ground or water surface layer\n",
      "\tunits: Kg.m-2\n",
      "\tabbreviation: WCVFLX\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 y x \n",
      "\tGrib_Statistical_Interval_Type: Accumulation\n",
      "\tGrib_Variable_Id: VAR_7-15--1-227_L1_layer_I3_Hour_S1\n",
      "\tGrib2_Parameter: [  2   0 227]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Water Condensate Meridional Flux (Vertical Int)\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Accumulation\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Water_Vapor_Flux_Convergance_Vertical_Int_surface_layer_3_Hour_Accumulation(time2, y, x)\n",
      "\tlong_name: Water Vapor Flux Convergance (Vertical Int) (3_Hour Accumulation) @ Ground or water surface layer\n",
      "\tunits: Kg.m-2\n",
      "\tabbreviation: WVCONV\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 y x \n",
      "\tGrib_Statistical_Interval_Type: Accumulation\n",
      "\tGrib_Variable_Id: VAR_7-15--1-222_L1_layer_I3_Hour_S1\n",
      "\tGrib2_Parameter: [  2   0 222]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Water Vapor Flux Convergance (Vertical Int)\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Accumulation\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Water_condensate_added_by_precip_assimilation_isobaric_layer_3_Hour_Accumulation(time2, isobaric_layer, y, x)\n",
      "\tlong_name: Water condensate added by precip assimilation (3_Hour Accumulation) @ Isobaric surface layer\n",
      "\tunits: Kg.m-2\n",
      "\tabbreviation: WCINC\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 isobaric_layer y x \n",
      "\tGrib_Statistical_Interval_Type: Accumulation\n",
      "\tGrib_Variable_Id: VAR_7-15--1-221_L100_layer_I3_Hour_S1\n",
      "\tGrib2_Parameter: [  2   0 221]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Water condensate added by precip assimilation\n",
      "\tGrib2_Level_Type: 100\n",
      "\tGrib2_Level_Desc: Isobaric surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Accumulation\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Total_precipitation_nearest_grid_point_surface_3_Hour_Accumulation(time2, y, x)\n",
      "\tlong_name: Total precipitation (nearest grid point) (3_Hour Accumulation) @ Ground or water surface\n",
      "\tunits: kg.m-2\n",
      "\tabbreviation: APCPN\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 y x \n",
      "\tGrib_Statistical_Interval_Type: Accumulation\n",
      "\tGrib_Variable_Id: VAR_7-15--1-223_L1_I3_Hour_S1\n",
      "\tGrib2_Parameter: [  0   1 223]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Moisture\n",
      "\tGrib2_Parameter_Name: Total precipitation (nearest grid point)\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Accumulation\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Water_vapor_added_by_precip_assimilation_surface_layer_3_Hour_Accumulation(time2, y, x)\n",
      "\tlong_name: Water vapor added by precip assimilation (3_Hour Accumulation) @ Ground or water surface layer\n",
      "\tunits: Kg.m-2\n",
      "\tabbreviation: WVINC\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 y x \n",
      "\tGrib_Statistical_Interval_Type: Accumulation\n",
      "\tGrib_Variable_Id: VAR_7-15--1-220_L1_layer_I3_Hour_S1\n",
      "\tGrib2_Parameter: [  2   0 220]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Water vapor added by precip assimilation\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Accumulation\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Water_vapor_added_by_precip_assimilation_isobaric_layer_3_Hour_Accumulation(time2, isobaric_layer, y, x)\n",
      "\tlong_name: Water vapor added by precip assimilation (3_Hour Accumulation) @ Isobaric surface layer\n",
      "\tunits: Kg.m-2\n",
      "\tabbreviation: WVINC\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 isobaric_layer y x \n",
      "\tGrib_Statistical_Interval_Type: Accumulation\n",
      "\tGrib_Variable_Id: VAR_7-15--1-220_L100_layer_I3_Hour_S1\n",
      "\tGrib2_Parameter: [  2   0 220]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Water vapor added by precip assimilation\n",
      "\tGrib2_Level_Type: 100\n",
      "\tGrib2_Level_Desc: Isobaric surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Accumulation\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Water_condensate_added_by_precip_assimilation_surface_layer_3_Hour_Accumulation(time2, y, x)\n",
      "\tlong_name: Water condensate added by precip assimilation (3_Hour Accumulation) @ Ground or water surface layer\n",
      "\tunits: Kg.m-2\n",
      "\tabbreviation: WCINC\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 y x \n",
      "\tGrib_Statistical_Interval_Type: Accumulation\n",
      "\tGrib_Variable_Id: VAR_7-15--1-221_L1_layer_I3_Hour_S1\n",
      "\tGrib2_Parameter: [  2   0 221]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Water condensate added by precip assimilation\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Accumulation\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Water_Vapor_Flux_Convergance_Vertical_Int_isobaric_layer_3_Hour_Accumulation(time2, isobaric_layer, y, x)\n",
      "\tlong_name: Water Vapor Flux Convergance (Vertical Int) (3_Hour Accumulation) @ Isobaric surface layer\n",
      "\tunits: Kg.m-2\n",
      "\tabbreviation: WVCONV\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 isobaric_layer y x \n",
      "\tGrib_Statistical_Interval_Type: Accumulation\n",
      "\tGrib_Variable_Id: VAR_7-15--1-222_L100_layer_I3_Hour_S1\n",
      "\tGrib2_Parameter: [  2   0 222]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Water Vapor Flux Convergance (Vertical Int)\n",
      "\tGrib2_Level_Type: 100\n",
      "\tGrib2_Level_Desc: Isobaric surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Accumulation\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Water_Condensate_Flux_Convergance_Vertical_Int_surface_layer_3_Hour_Accumulation(time2, y, x)\n",
      "\tlong_name: Water Condensate Flux Convergance (Vertical Int) (3_Hour Accumulation) @ Ground or water surface layer\n",
      "\tunits: Kg.m-2\n",
      "\tabbreviation: WCCONV\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 y x \n",
      "\tGrib_Statistical_Interval_Type: Accumulation\n",
      "\tGrib_Variable_Id: VAR_7-15--1-223_L1_layer_I3_Hour_S1\n",
      "\tGrib2_Parameter: [  2   0 223]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Water Condensate Flux Convergance (Vertical Int)\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Accumulation\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Water_Condensate_Flux_Convergance_Vertical_Int_isobaric_layer_3_Hour_Accumulation(time2, isobaric_layer, y, x)\n",
      "\tlong_name: Water Condensate Flux Convergance (Vertical Int) (3_Hour Accumulation) @ Isobaric surface layer\n",
      "\tunits: Kg.m-2\n",
      "\tabbreviation: WCCONV\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime2 time2 isobaric_layer y x \n",
      "\tGrib_Statistical_Interval_Type: Accumulation\n",
      "\tGrib_Variable_Id: VAR_7-15--1-223_L100_layer_I3_Hour_S1\n",
      "\tGrib2_Parameter: [  2   0 223]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Water Condensate Flux Convergance (Vertical Int)\n",
      "\tGrib2_Level_Type: 100\n",
      "\tGrib2_Level_Desc: Isobaric surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "\tGrib2_Statistical_Process_Type: Accumulation\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Pressure_height_above_ground(time3, height_above_ground, y, x)\n",
      "\tlong_name: Pressure @ Specified height level above ground\n",
      "\tunits: Pa\n",
      "\tabbreviation: PRES\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 height_above_ground y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-0_L103\n",
      "\tGrib2_Parameter: [0 3 0]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Mass\n",
      "\tGrib2_Parameter_Name: Pressure\n",
      "\tGrib2_Level_Type: 103\n",
      "\tGrib2_Level_Desc: Specified height level above ground\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 3, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Pressure_tropopause(time3, y, x)\n",
      "\tlong_name: Pressure @ Tropopause\n",
      "\tunits: Pa\n",
      "\tabbreviation: PRES\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-0_L7\n",
      "\tGrib2_Parameter: [0 3 0]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Mass\n",
      "\tGrib2_Parameter_Name: Pressure\n",
      "\tGrib2_Level_Type: 7\n",
      "\tGrib2_Level_Desc: Tropopause\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Specific_humidity_height_above_ground(time3, height_above_ground, y, x)\n",
      "\tlong_name: Specific humidity @ Specified height level above ground\n",
      "\tunits: kg/kg\n",
      "\tabbreviation: SPFH\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 height_above_ground y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-0_L103\n",
      "\tGrib2_Parameter: [0 1 0]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Moisture\n",
      "\tGrib2_Parameter_Name: Specific humidity\n",
      "\tGrib2_Level_Type: 103\n",
      "\tGrib2_Level_Desc: Specified height level above ground\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 3, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Temperature_height_above_ground(time3, height_above_ground, y, x)\n",
      "\tlong_name: Temperature @ Specified height level above ground\n",
      "\tunits: K\n",
      "\tabbreviation: TMP\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 height_above_ground y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-0_L103\n",
      "\tGrib2_Parameter: [0 0 0]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Temperature\n",
      "\tGrib2_Parameter_Name: Temperature\n",
      "\tGrib2_Level_Type: 103\n",
      "\tGrib2_Level_Desc: Specified height level above ground\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 3, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Temperature_tropopause(time3, y, x)\n",
      "\tlong_name: Temperature @ Tropopause\n",
      "\tunits: K\n",
      "\tabbreviation: TMP\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-0_L7\n",
      "\tGrib2_Parameter: [0 0 0]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Temperature\n",
      "\tGrib2_Parameter_Name: Temperature\n",
      "\tGrib2_Level_Type: 7\n",
      "\tGrib2_Level_Desc: Tropopause\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Relative_humidity_height_above_ground(time3, height_above_ground1, y, x)\n",
      "\tlong_name: Relative humidity @ Specified height level above ground\n",
      "\tunits: %\n",
      "\tabbreviation: RH\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 height_above_ground1 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-1_L103\n",
      "\tGrib2_Parameter: [0 1 1]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Moisture\n",
      "\tGrib2_Parameter_Name: Relative humidity\n",
      "\tGrib2_Level_Type: 103\n",
      "\tGrib2_Level_Desc: Specified height level above ground\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Potential_temperature_height_above_ground(time3, height_above_ground2, y, x)\n",
      "\tlong_name: Potential temperature @ Specified height level above ground\n",
      "\tunits: K\n",
      "\tabbreviation: POT\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 height_above_ground2 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-2_L103\n",
      "\tGrib2_Parameter: [0 0 2]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Temperature\n",
      "\tGrib2_Parameter_Name: Potential temperature\n",
      "\tGrib2_Level_Type: 103\n",
      "\tGrib2_Level_Desc: Specified height level above ground\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 2, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 u-component_of_wind_height_above_ground(time3, height_above_ground2, y, x)\n",
      "\tlong_name: u-component of wind @ Specified height level above ground\n",
      "\tunits: m/s\n",
      "\tabbreviation: UGRD\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 height_above_ground2 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-2_L103\n",
      "\tGrib2_Parameter: [0 2 2]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Momentum\n",
      "\tGrib2_Parameter_Name: u-component of wind\n",
      "\tGrib2_Level_Type: 103\n",
      "\tGrib2_Level_Desc: Specified height level above ground\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 2, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 u-component_of_wind_tropopause(time3, y, x)\n",
      "\tlong_name: u-component of wind @ Tropopause\n",
      "\tunits: m/s\n",
      "\tabbreviation: UGRD\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-2_L7\n",
      "\tGrib2_Parameter: [0 2 2]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Momentum\n",
      "\tGrib2_Parameter_Name: u-component of wind\n",
      "\tGrib2_Level_Type: 7\n",
      "\tGrib2_Level_Desc: Tropopause\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 v-component_of_wind_height_above_ground(time3, height_above_ground2, y, x)\n",
      "\tlong_name: v-component of wind @ Specified height level above ground\n",
      "\tunits: m/s\n",
      "\tabbreviation: VGRD\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 height_above_ground2 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-3_L103\n",
      "\tGrib2_Parameter: [0 2 3]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Momentum\n",
      "\tGrib2_Parameter_Name: v-component of wind\n",
      "\tGrib2_Level_Type: 103\n",
      "\tGrib2_Level_Desc: Specified height level above ground\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 2, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 v-component_of_wind_tropopause(time3, y, x)\n",
      "\tlong_name: v-component of wind @ Tropopause\n",
      "\tunits: m/s\n",
      "\tabbreviation: VGRD\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-3_L7\n",
      "\tGrib2_Parameter: [0 2 3]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Momentum\n",
      "\tGrib2_Parameter_Name: v-component of wind\n",
      "\tGrib2_Level_Type: 7\n",
      "\tGrib2_Level_Desc: Tropopause\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Geopotential_height_tropopause(time3, y, x)\n",
      "\tlong_name: Geopotential height @ Tropopause\n",
      "\tunits: gpm\n",
      "\tabbreviation: HGT\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-5_L7\n",
      "\tGrib2_Parameter: [0 3 5]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Mass\n",
      "\tGrib2_Parameter_Name: Geopotential height\n",
      "\tGrib2_Level_Type: 7\n",
      "\tGrib2_Level_Desc: Tropopause\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Dewpoint_temperature_height_above_ground(time3, height_above_ground1, y, x)\n",
      "\tlong_name: Dewpoint temperature @ Specified height level above ground\n",
      "\tunits: K\n",
      "\tabbreviation: DPT\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 height_above_ground1 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-6_L103\n",
      "\tGrib2_Parameter: [0 0 6]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Temperature\n",
      "\tGrib2_Parameter_Name: Dewpoint temperature\n",
      "\tGrib2_Level_Type: 103\n",
      "\tGrib2_Level_Desc: Specified height level above ground\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Horizontal_moisture_convergence_hybrid(time3, hybrid, y, x)\n",
      "\tlong_name: Horizontal moisture convergence @ Hybrid level\n",
      "\tunits: kg.kg-1.s-1\n",
      "\tabbreviation: MCONV\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 hybrid y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-26_L105\n",
      "\tGrib2_Parameter: [ 0  1 26]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Moisture\n",
      "\tGrib2_Parameter_Name: Horizontal moisture convergence\n",
      "\tGrib2_Level_Type: 105\n",
      "\tGrib2_Level_Desc: Hybrid level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 High_cloud_cover_high_cloud(time1, y, x)\n",
      "\tlong_name: High cloud cover @ High cloud layer\n",
      "\tunits: %\n",
      "\tabbreviation: HCDC\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime1 time1 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-5_L234\n",
      "\tGrib2_Parameter: [0 6 5]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Cloud\n",
      "\tGrib2_Parameter_Name: High cloud cover\n",
      "\tGrib2_Level_Type: 234\n",
      "\tGrib2_Level_Desc: High cloud layer\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Low_cloud_cover_low_cloud(time1, y, x)\n",
      "\tlong_name: Low cloud cover @ Low cloud layer\n",
      "\tunits: %\n",
      "\tabbreviation: LCDC\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime1 time1 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-3_L214\n",
      "\tGrib2_Parameter: [0 6 3]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Cloud\n",
      "\tGrib2_Parameter_Name: Low cloud cover\n",
      "\tGrib2_Level_Type: 214\n",
      "\tGrib2_Level_Desc: Low cloud layer\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Medium_cloud_cover_middle_cloud(time1, y, x)\n",
      "\tlong_name: Medium cloud cover @ Middle cloud layer\n",
      "\tunits: %\n",
      "\tabbreviation: MCDC\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime1 time1 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-4_L224\n",
      "\tGrib2_Parameter: [0 6 4]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Cloud\n",
      "\tGrib2_Parameter_Name: Medium cloud cover\n",
      "\tGrib2_Level_Type: 224\n",
      "\tGrib2_Level_Desc: Middle cloud layer\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Pressure_hybrid(time3, hybrid, y, x)\n",
      "\tlong_name: Pressure @ Hybrid level\n",
      "\tunits: Pa\n",
      "\tabbreviation: PRES\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 hybrid y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-0_L105\n",
      "\tGrib2_Parameter: [0 3 0]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Mass\n",
      "\tGrib2_Parameter_Name: Pressure\n",
      "\tGrib2_Level_Type: 105\n",
      "\tGrib2_Level_Desc: Hybrid level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Specific_humidity_hybrid(time3, hybrid, y, x)\n",
      "\tlong_name: Specific humidity @ Hybrid level\n",
      "\tunits: kg/kg\n",
      "\tabbreviation: SPFH\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 hybrid y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-0_L105\n",
      "\tGrib2_Parameter: [0 1 0]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Moisture\n",
      "\tGrib2_Parameter_Name: Specific humidity\n",
      "\tGrib2_Level_Type: 105\n",
      "\tGrib2_Level_Desc: Hybrid level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Temperature_hybrid(time3, hybrid, y, x)\n",
      "\tlong_name: Temperature @ Hybrid level\n",
      "\tunits: K\n",
      "\tabbreviation: TMP\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 hybrid y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-0_L105\n",
      "\tGrib2_Parameter: [0 0 0]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Temperature\n",
      "\tGrib2_Parameter_Name: Temperature\n",
      "\tGrib2_Level_Type: 105\n",
      "\tGrib2_Level_Desc: Hybrid level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Relative_humidity_hybrid(time3, hybrid, y, x)\n",
      "\tlong_name: Relative humidity @ Hybrid level\n",
      "\tunits: %\n",
      "\tabbreviation: RH\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 hybrid y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-1_L105\n",
      "\tGrib2_Parameter: [0 1 1]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Moisture\n",
      "\tGrib2_Parameter_Name: Relative humidity\n",
      "\tGrib2_Level_Type: 105\n",
      "\tGrib2_Level_Desc: Hybrid level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Potential_temperature_hybrid(time3, hybrid, y, x)\n",
      "\tlong_name: Potential temperature @ Hybrid level\n",
      "\tunits: K\n",
      "\tabbreviation: POT\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 hybrid y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-2_L105\n",
      "\tGrib2_Parameter: [0 0 2]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Temperature\n",
      "\tGrib2_Parameter_Name: Potential temperature\n",
      "\tGrib2_Level_Type: 105\n",
      "\tGrib2_Level_Desc: Hybrid level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 u-component_of_wind_hybrid(time3, hybrid, y, x)\n",
      "\tlong_name: u-component of wind @ Hybrid level\n",
      "\tunits: m/s\n",
      "\tabbreviation: UGRD\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 hybrid y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-2_L105\n",
      "\tGrib2_Parameter: [0 2 2]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Momentum\n",
      "\tGrib2_Parameter_Name: u-component of wind\n",
      "\tGrib2_Level_Type: 105\n",
      "\tGrib2_Level_Desc: Hybrid level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 v-component_of_wind_hybrid(time3, hybrid, y, x)\n",
      "\tlong_name: v-component of wind @ Hybrid level\n",
      "\tunits: m/s\n",
      "\tabbreviation: VGRD\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 hybrid y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-3_L105\n",
      "\tGrib2_Parameter: [0 2 3]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Momentum\n",
      "\tGrib2_Parameter_Name: v-component of wind\n",
      "\tGrib2_Level_Type: 105\n",
      "\tGrib2_Level_Desc: Hybrid level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Geopotential_height_hybrid(time3, hybrid, y, x)\n",
      "\tlong_name: Geopotential height @ Hybrid level\n",
      "\tunits: gpm\n",
      "\tabbreviation: HGT\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 hybrid y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-5_L105\n",
      "\tGrib2_Parameter: [0 3 5]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Mass\n",
      "\tGrib2_Parameter_Name: Geopotential height\n",
      "\tGrib2_Level_Type: 105\n",
      "\tGrib2_Level_Desc: Hybrid level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Vertical_velocity_pressure_hybrid(time3, hybrid, y, x)\n",
      "\tlong_name: Vertical velocity (pressure) @ Hybrid level\n",
      "\tunits: Pa/s\n",
      "\tabbreviation: VVEL\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 hybrid y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-8_L105\n",
      "\tGrib2_Parameter: [0 2 8]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Momentum\n",
      "\tGrib2_Parameter_Name: Vertical velocity (pressure)\n",
      "\tGrib2_Level_Type: 105\n",
      "\tGrib2_Level_Desc: Hybrid level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Turbulent_kinetic_energy_hybrid(time3, hybrid, y, x)\n",
      "\tlong_name: Turbulent kinetic energy @ Hybrid level\n",
      "\tunits: J/kg\n",
      "\tabbreviation: TKE\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 hybrid y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-11_L105\n",
      "\tGrib2_Parameter: [ 0 19 11]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Physical atmospheric Properties\n",
      "\tGrib2_Parameter_Name: Turbulent kinetic energy\n",
      "\tGrib2_Level_Type: 105\n",
      "\tGrib2_Level_Desc: Hybrid level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Blackadar’s_mixing_length_scale_hybrid(time3, hybrid, y, x)\n",
      "\tlong_name: Blackadar’s mixing length scale @ Hybrid level\n",
      "\tunits: m\n",
      "\tabbreviation: BMIXL\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 hybrid y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-14_L105\n",
      "\tGrib2_Parameter: [ 2  0 14]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Blackadar’s mixing length scale\n",
      "\tGrib2_Level_Type: 105\n",
      "\tGrib2_Level_Desc: Hybrid level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Soil_temperature_depth_below_surface(time3, depth_below_surface, y, x)\n",
      "\tlong_name: Soil temperature @ Depth below land surface\n",
      "\tunits: K\n",
      "\tabbreviation: TSOIL\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 depth_below_surface y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-2_L106\n",
      "\tGrib2_Parameter: [2 0 2]\n",
      "\tGrib2_Parameter_Discipline: Land surface products\n",
      "\tGrib2_Parameter_Category: Vegetation/Biomass\n",
      "\tGrib2_Parameter_Name: Soil temperature\n",
      "\tGrib2_Level_Type: 106\n",
      "\tGrib2_Level_Desc: Depth below land surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 1, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 MSLP_Eta_model_reduction_msl(time3, y, x)\n",
      "\tlong_name: MSLP (Eta model reduction) @ Mean sea level\n",
      "\tunits: Pa\n",
      "\tabbreviation: MSLET\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-192_L101\n",
      "\tGrib2_Parameter: [  0   3 192]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Mass\n",
      "\tGrib2_Parameter_Name: MSLP (Eta model reduction)\n",
      "\tGrib2_Level_Type: 101\n",
      "\tGrib2_Level_Desc: Mean sea level\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 Pressure_nearest_grid_point_surface(time3, y, x)\n",
      "\tlong_name: Pressure (nearest grid point) @ Ground or water surface\n",
      "\tunits: Pa\n",
      "\tabbreviation: PRESN\n",
      "\tmissing_value: nan\n",
      "\tgrid_mapping: LambertConformal_Projection\n",
      "\tcoordinates: reftime3 time3 y x \n",
      "\tGrib_Variable_Id: VAR_7-15--1-212_L1\n",
      "\tGrib2_Parameter: [  0   3 212]\n",
      "\tGrib2_Parameter_Discipline: Meteorological products\n",
      "\tGrib2_Parameter_Category: Mass\n",
      "\tGrib2_Parameter_Name: Pressure (nearest grid point)\n",
      "\tGrib2_Level_Type: 1\n",
      "\tGrib2_Level_Desc: Ground or water surface\n",
      "\tGrib2_Generating_Process_Type: Forecast\n",
      "shape = (116864, 277, 349)\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 x(x)\n",
      "\tstandard_name: projection_x_coordinate\n",
      "\tunits: km\n",
      "\t_CoordinateAxisType: GeoX\n",
      "shape = 349\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 y(y)\n",
      "\tstandard_name: projection_y_coordinate\n",
      "\tunits: km\n",
      "\t_CoordinateAxisType: GeoY\n",
      "shape = 277\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float64 time(time)\n",
      "\tunits: Hour since 2003-05-30T12:00:00Z\n",
      "\tstandard_name: time\n",
      "\tlong_name: GRIB forecast or observation time\n",
      "\tcalendar: proleptic_gregorian\n",
      "\t_CoordinateAxisType: Time\n",
      "shape = 32\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float64 reftime(time)\n",
      "\tstandard_name: forecast_reference_time\n",
      "\tlong_name: GRIB reference time\n",
      "\tcalendar: proleptic_gregorian\n",
      "\tunits: Hour since 2003-05-30T12:00:00Z\n",
      "\t_CoordinateAxisType: RunTime\n",
      "shape = 32\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float64 time1(time1)\n",
      "\tunits: Hour since 1979-01-01T00:00:00Z\n",
      "\tstandard_name: time\n",
      "\tlong_name: GRIB forecast or observation time\n",
      "\tcalendar: proleptic_gregorian\n",
      "\t_CoordinateAxisType: Time\n",
      "shape = 116864\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float64 reftime1(time1)\n",
      "\tstandard_name: forecast_reference_time\n",
      "\tlong_name: GRIB reference time\n",
      "\tcalendar: proleptic_gregorian\n",
      "\tunits: Hour since 1979-01-01T00:00:00Z\n",
      "\t_CoordinateAxisType: RunTime\n",
      "shape = 116864\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float64 time2(time2)\n",
      "\tunits: Hour since 1979-01-01T00:00:00Z\n",
      "\tstandard_name: time\n",
      "\tlong_name: GRIB forecast or observation time\n",
      "\tcalendar: proleptic_gregorian\n",
      "\tbounds: time2_bounds\n",
      "\t_CoordinateAxisType: Time\n",
      "shape = 116864\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float64 reftime2(time2)\n",
      "\tstandard_name: forecast_reference_time\n",
      "\tlong_name: GRIB reference time\n",
      "\tcalendar: proleptic_gregorian\n",
      "\tunits: Hour since 1979-01-01T00:00:00Z\n",
      "\t_CoordinateAxisType: RunTime\n",
      "shape = 116864\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float64 time3(time3)\n",
      "\tunits: Hour since 1979-01-01T00:00:00Z\n",
      "\tstandard_name: time\n",
      "\tlong_name: GRIB forecast or observation time\n",
      "\tcalendar: proleptic_gregorian\n",
      "\t_CoordinateAxisType: Time\n",
      "shape = 116864\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float64 reftime3(time3)\n",
      "\tstandard_name: forecast_reference_time\n",
      "\tlong_name: GRIB reference time\n",
      "\tcalendar: proleptic_gregorian\n",
      "\tunits: Hour since 1979-01-01T00:00:00Z\n",
      "\t_CoordinateAxisType: RunTime\n",
      "shape = 116864\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 isobaric_layer(isobaric_layer)\n",
      "\tunits: Pa\n",
      "\tlong_name: Isobaric surface\n",
      "\tpositive: down\n",
      "\tGrib_level_type: 100\n",
      "\tbounds: isobaric_layer_bounds\n",
      "\t_CoordinateAxisType: Pressure\n",
      "\t_CoordinateZisPositive: down\n",
      "shape = 1\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 depth_below_surface_layer(depth_below_surface_layer)\n",
      "\tunits: m\n",
      "\tlong_name: Depth below land surface\n",
      "\tpositive: down\n",
      "\tGrib_level_type: 106\n",
      "\tdatum: land surface\n",
      "\tbounds: depth_below_surface_layer_bounds\n",
      "\t_CoordinateAxisType: Height\n",
      "\t_CoordinateZisPositive: down\n",
      "shape = 4\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 height_above_ground_layer(height_above_ground_layer)\n",
      "\tunits: m\n",
      "\tlong_name: Specified height level above ground\n",
      "\tpositive: up\n",
      "\tGrib_level_type: 103\n",
      "\tdatum: ground\n",
      "\tbounds: height_above_ground_layer_bounds\n",
      "\t_CoordinateAxisType: Height\n",
      "\t_CoordinateZisPositive: up\n",
      "shape = 1\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 hybrid(hybrid)\n",
      "\tunits: sigma\n",
      "\tlong_name: Hybrid level\n",
      "\tpositive: down\n",
      "\tGrib_level_type: 105\n",
      "\t_CoordinateAxisType: GeoZ\n",
      "\t_CoordinateZisPositive: down\n",
      "shape = 1\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 isobaric(isobaric)\n",
      "\tunits: Pa\n",
      "\tlong_name: Isobaric surface\n",
      "\tpositive: down\n",
      "\tGrib_level_type: 100\n",
      "\t_CoordinateAxisType: Pressure\n",
      "\t_CoordinateZisPositive: down\n",
      "shape = 29\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 isobaric1(isobaric1)\n",
      "\tunits: Pa\n",
      "\tlong_name: Isobaric surface\n",
      "\tpositive: down\n",
      "\tGrib_level_type: 100\n",
      "\t_CoordinateAxisType: Pressure\n",
      "\t_CoordinateZisPositive: down\n",
      "shape = 1\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 isobaric_layer1(isobaric_layer1)\n",
      "\tunits: Pa\n",
      "\tlong_name: Isobaric surface\n",
      "\tpositive: down\n",
      "\tGrib_level_type: 100\n",
      "\tbounds: isobaric_layer1_bounds\n",
      "\t_CoordinateAxisType: Pressure\n",
      "\t_CoordinateZisPositive: down\n",
      "shape = 1\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 depth_below_surface_layer1(depth_below_surface_layer1)\n",
      "\tunits: m\n",
      "\tlong_name: Depth below land surface\n",
      "\tpositive: down\n",
      "\tGrib_level_type: 106\n",
      "\tdatum: land surface\n",
      "\tbounds: depth_below_surface_layer1_bounds\n",
      "\t_CoordinateAxisType: Height\n",
      "\t_CoordinateZisPositive: down\n",
      "shape = 1\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 isobaric2(isobaric2)\n",
      "\tunits: Pa\n",
      "\tlong_name: Isobaric surface\n",
      "\tpositive: down\n",
      "\tGrib_level_type: 100\n",
      "\t_CoordinateAxisType: Pressure\n",
      "\t_CoordinateZisPositive: down\n",
      "shape = 15\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 height_above_ground(height_above_ground)\n",
      "\tunits: m\n",
      "\tlong_name: Specified height level above ground\n",
      "\tpositive: up\n",
      "\tGrib_level_type: 103\n",
      "\tdatum: ground\n",
      "\t_CoordinateAxisType: Height\n",
      "\t_CoordinateZisPositive: up\n",
      "shape = 3\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 depth_below_surface(depth_below_surface)\n",
      "\tunits: m\n",
      "\tlong_name: Depth below land surface\n",
      "\tpositive: down\n",
      "\tGrib_level_type: 106\n",
      "\tdatum: land surface\n",
      "\t_CoordinateAxisType: Height\n",
      "\t_CoordinateZisPositive: down\n",
      "shape = 1\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 height_above_ground_layer1(height_above_ground_layer1)\n",
      "\tunits: m\n",
      "\tlong_name: Specified height level above ground\n",
      "\tpositive: up\n",
      "\tGrib_level_type: 103\n",
      "\tdatum: ground\n",
      "\tbounds: height_above_ground_layer1_bounds\n",
      "\t_CoordinateAxisType: Height\n",
      "\t_CoordinateZisPositive: up\n",
      "shape = 1\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 height_above_ground1(height_above_ground1)\n",
      "\tunits: m\n",
      "\tlong_name: Specified height level above ground\n",
      "\tpositive: up\n",
      "\tGrib_level_type: 103\n",
      "\tdatum: ground\n",
      "\t_CoordinateAxisType: Height\n",
      "\t_CoordinateZisPositive: up\n",
      "shape = 1\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 pressure_difference_layer(pressure_difference_layer)\n",
      "\tunits: Pa\n",
      "\tlong_name: Level at specified pressure difference from ground to level\n",
      "\tpositive: up\n",
      "\tGrib_level_type: 108\n",
      "\tdatum: ground\n",
      "\tbounds: pressure_difference_layer_bounds\n",
      "\t_CoordinateAxisType: Pressure\n",
      "\t_CoordinateZisPositive: up\n",
      "shape = 1\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 pressure_difference_layer1(pressure_difference_layer1)\n",
      "\tunits: Pa\n",
      "\tlong_name: Level at specified pressure difference from ground to level\n",
      "\tpositive: up\n",
      "\tGrib_level_type: 108\n",
      "\tdatum: ground\n",
      "\tbounds: pressure_difference_layer1_bounds\n",
      "\t_CoordinateAxisType: Pressure\n",
      "\t_CoordinateZisPositive: up\n",
      "shape = 6\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 depth_below_surface_layer2(depth_below_surface_layer2)\n",
      "\tunits: m\n",
      "\tlong_name: Depth below land surface\n",
      "\tpositive: down\n",
      "\tGrib_level_type: 106\n",
      "\tdatum: land surface\n",
      "\tbounds: depth_below_surface_layer2_bounds\n",
      "\t_CoordinateAxisType: Height\n",
      "\t_CoordinateZisPositive: down\n",
      "shape = 1\n",
      "<class 'siphon.cdmr.dataset.Variable'>\n",
      "float32 height_above_ground2(height_above_ground2)\n",
      "\tunits: m\n",
      "\tlong_name: Specified height level above ground\n",
      "\tpositive: up\n",
      "\tGrib_level_type: 103\n",
      "\tdatum: ground\n",
      "\t_CoordinateAxisType: Height\n",
      "\t_CoordinateZisPositive: up\n",
      "shape = 2\n",
      "Attributes:\n",
      "\tOriginating_or_generating_Center: US National Weather Service, National Centres for Environmental Prediction (NCEP)\n",
      "\tOriginating_or_generating_Subcenter: North American Regional Reanalysis Project\n",
      "\tGRIB_table_version: 1,0\n",
      "\tType_of_generating_process: Forecast\n",
      "\tAnalysis_or_forecast_generating_process_identifier_defined_by_originating_centre: North American Regional Reanalysis (NARR)\n",
      "\tBackground_generating_process_identifier_defined_by_originating_centre: Missing\n",
      "\tfile_format: GRIB-2\n",
      "\tConventions: CF-1.6\n",
      "\thistory: Read using CDM IOSP GribCollection v3\n",
      "\tfeatureType: GRID\n",
      "\t_CoordSysBuilder: ucar.nc2.dataset.conv.CF1Convention\n"
     ]
    }
   ],
   "source": [
    "print(nc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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