From 5323073699f1864fee5b054a3d7d91a08364f0b6 Mon Sep 17 00:00:00 2001 From: David Stuebe Date: Mon, 28 Oct 2024 21:52:03 -0400 Subject: [PATCH] Update to use xarray 2024.10.0 which includes datatree --- dynamicgribchunking.ipynb | 2751 ++++++++++++++----------------------- kerchunk/_grib_idx.py | 12 +- 2 files changed, 1066 insertions(+), 1697 deletions(-) diff --git a/dynamicgribchunking.ipynb b/dynamicgribchunking.ipynb index ba1cb62..acabc6b 100644 --- a/dynamicgribchunking.ipynb +++ b/dynamicgribchunking.ipynb @@ -50,7 +50,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 2, "metadata": { "id": "NzO2IOsm_MfL" }, @@ -69,7 +69,6 @@ " build_idx_grib_mapping, map_from_index\n", ")\n", "import gcsfs\n", - "import datatree\n", "\n", "pd.set_option('display.max_columns', None)\n" ] @@ -88,7 +87,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -101,11 +100,11 @@ "name": "stderr", "output_type": "stream", "text": [ - "2024-10-27T21:23:40.133Z MainProcess MainThread WARNING:grib2-to-zarr:Dropping unknown variable in msg# 586. Compare with the grib idx file to help identify it and build an ecCodes local grib definitions file to fix it.\n", - "2024-10-27T21:23:40.155Z MainProcess MainThread WARNING:grib2-to-zarr:Dropping unknown variable in msg# 665. Compare with the grib idx file to help identify it and build an ecCodes local grib definitions file to fix it.\n", - "2024-10-27T21:23:40.245Z MainProcess MainThread WARNING:grib2-to-zarr:Dropping unknown variable in msg# 1274. Compare with the grib idx file to help identify it and build an ecCodes local grib definitions file to fix it.\n", - "2024-10-27T21:23:40.247Z MainProcess MainThread WARNING:grib2-to-zarr:Dropping unknown variable in msg# 1285. Compare with the grib idx file to help identify it and build an ecCodes local grib definitions file to fix it.\n", - "2024-10-27T21:23:40.263Z MainProcess MainThread WARNING:grib2-to-zarr:Dropping unknown variable in msg# 1407. Compare with the grib idx file to help identify it and build an ecCodes local grib definitions file to fix it.\n", + "2024-10-28T21:32:34.271Z MainProcess MainThread WARNING:grib2-to-zarr:Dropping unknown variable in msg# 586. Compare with the grib idx file to help identify it and build an ecCodes local grib definitions file to fix it.\n", + "2024-10-28T21:32:34.288Z MainProcess MainThread WARNING:grib2-to-zarr:Dropping unknown variable in msg# 665. Compare with the grib idx file to help identify it and build an ecCodes local grib definitions file to fix it.\n", + "2024-10-28T21:32:34.433Z MainProcess MainThread WARNING:grib2-to-zarr:Dropping unknown variable in msg# 1274. Compare with the grib idx file to help identify it and build an ecCodes local grib definitions file to fix it.\n", + "2024-10-28T21:32:34.435Z MainProcess MainThread WARNING:grib2-to-zarr:Dropping unknown variable in msg# 1285. Compare with the grib idx file to help identify it and build an ecCodes local grib definitions file to fix it.\n", + "2024-10-28T21:32:34.449Z MainProcess MainThread WARNING:grib2-to-zarr:Dropping unknown variable in msg# 1407. Compare with the grib idx file to help identify it and build an ecCodes local grib definitions file to fix it.\n", "/Users/dstuebe/bando/external/kerchunk/kerchunk/combine.py:376: UserWarning: Concatenated coordinate 'time' contains less than expectednumber of values across the datasets: [1695859200]\n", " warnings.warn(\n", "/Users/dstuebe/bando/external/kerchunk/kerchunk/combine.py:376: UserWarning: Concatenated coordinate 'step' contains less than expectednumber of values across the datasets: [1]\n", @@ -129,7 +128,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -514,7 +513,7 @@ "
<xarray.DatasetView> Size: 0B\n",
        "Dimensions:  ()\n",
        "Data variables:\n",
-       "    *empty*
      • name :
        Sunshine Duration
        • \n", "\n", "\n", "\n", @@ -2018,7 +2017,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Ventilation Rate
          \n", + " typeOfLevel: planetaryBoundaryLayer
          • stepType :
            instant
              • name :
                Ventilation Rate
                • \n", "\n", "\n", "\n", @@ -3148,7 +3147,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Absolute vorticity
                  • stepType :
                    instant
                      • name :
                        Absolute vorticity
                        • \n", "\n", "\n", "\n", @@ -4665,7 +4664,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Convective precipitation (water)
                          \n", + " typeOfLevel: surface
                          • stepType :
                            accum
                              • name :
                                Convective precipitation (water)
                                • \n", "\n", "\n", "\n", @@ -5795,7 +5794,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Forecast albedo
                                  \n", + " typeOfLevel: surface
                                  • stepType :
                                    avg
                                      • name :
                                        Forecast albedo
                                        • \n", "\n", "\n", "\n", @@ -6925,7 +6924,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Apparent temperature
                                          \n", + " typeOfLevel: heightAboveGround
                                          • stepType :
                                            instant
                                              • name :
                                                Apparent temperature
                                                • \n", "\n", "\n", "\n", @@ -8055,7 +8054,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Time-mean pressure
                                                  • stepType :
                                                    avg
                                                      • name :
                                                        Time-mean pressure
                                                          • \n", + " typeOfLevel: middleCloudTop
                                                          • stepType :
                                                            avg
                                                              • name :
                                                                Time-mean pressure
                                                                • \n", "\n", "\n", "\n", @@ -11095,7 +11094,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Time-mean temperature
                                                                  \n", + " typeOfLevel: middleCloudTop
                                                                  • stepType :
                                                                    avg
                                                                      • name :
                                                                        Time-mean temperature
                                                                        • \n", "\n", "\n", "\n", @@ -12989,7 +12988,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Convective available potential energy
                                                                          \n", + " typeOfLevel: surface
                                                                          • stepType :
                                                                            instant
                                                                              • name :
                                                                                Convective available potential energy
                                                                                • \n", "\n", "\n", "\n", @@ -14500,7 +14499,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Categorical freezing rain
                                                                                \n", "\n", "\n", "\n", @@ -15630,7 +15629,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " stepType: instant
                                                                                  • name :
                                                                                    Categorical freezing rain
                                                                                      • \n", + " typeOfLevel: surface
                                                                                      • stepType :
                                                                                        instant
                                                                                          • name :
                                                                                            Categorical freezing rain
                                                                                            • \n", "\n", "\n", "\n", @@ -16386,7 +16385,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Categorical ice pellets
                                                                                            \n", "\n", "\n", "\n", @@ -17516,7 +17515,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " stepType: instant
                                                                                              • name :
                                                                                                Categorical ice pellets
                                                                                                  • \n", + " typeOfLevel: surface
                                                                                                  • stepType :
                                                                                                    instant
                                                                                                      • name :
                                                                                                        Categorical ice pellets
                                                                                                        • \n", "\n", "\n", "\n", @@ -18272,7 +18271,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Convective inhibition
                                                                                                          \n", + " typeOfLevel: surface
                                                                                                          • stepType :
                                                                                                            instant
                                                                                                              • name :
                                                                                                                Convective inhibition
                                                                                                                • \n", "\n", "\n", "\n", @@ -19783,7 +19782,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Cloud mixing ratio
                                                                                                                  • stepType :
                                                                                                                    instant
                                                                                                                      • name :
                                                                                                                        Cloud mixing ratio
                                                                                                                        • \n", "\n", "\n", "\n", @@ -21298,7 +21297,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Plant canopy surface water
                                                                                                                          \n", + " typeOfLevel: surface
                                                                                                                          • stepType :
                                                                                                                            instant
                                                                                                                              • name :
                                                                                                                                Plant canopy surface water
                                                                                                                                • \n", "\n", "\n", "\n", @@ -22428,7 +22427,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Percent frozen precipitation
                                                                                                                                  \n", + " typeOfLevel: surface
                                                                                                                                  • stepType :
                                                                                                                                    instant
                                                                                                                                      • name :
                                                                                                                                        Percent frozen precipitation
                                                                                                                                        • \n", "\n", "\n", "\n", @@ -23558,7 +23557,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Convective precipitation rate
                                                                                                                                        \n", "\n", "\n", "\n", @@ -24688,7 +24687,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " stepType: instant
                                                                                                                                          • name :
                                                                                                                                            Convective precipitation rate
                                                                                                                                              • \n", + " typeOfLevel: surface
                                                                                                                                              • stepType :
                                                                                                                                                instant
                                                                                                                                                  • name :
                                                                                                                                                    Convective precipitation rate
                                                                                                                                                    • \n", "\n", "\n", "\n", @@ -25444,7 +25443,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Categorical rain
                                                                                                                                                    \n", "\n", "\n", "\n", @@ -26574,7 +26573,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " stepType: instant
                                                                                                                                                      • name :
                                                                                                                                                        Categorical rain
                                                                                                                                                          • \n", + " typeOfLevel: surface
                                                                                                                                                          • stepType :
                                                                                                                                                            instant
                                                                                                                                                              • name :
                                                                                                                                                                Categorical rain
                                                                                                                                                                • \n", "\n", "\n", "\n", @@ -27330,7 +27329,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Categorical snow
                                                                                                                                                                \n", "\n", "\n", "\n", @@ -28460,7 +28459,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " stepType: instant
                                                                                                                                                                  • name :
                                                                                                                                                                    Categorical snow
                                                                                                                                                                      • \n", + " typeOfLevel: surface
                                                                                                                                                                      • stepType :
                                                                                                                                                                        instant
                                                                                                                                                                          • name :
                                                                                                                                                                            Categorical snow
                                                                                                                                                                            • \n", "\n", "\n", "\n", @@ -29216,7 +29215,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Cloud water
                                                                                                                                                                              \n", + " typeOfLevel: atmosphereSingleLayer
                                                                                                                                                                              • stepType :
                                                                                                                                                                                instant
                                                                                                                                                                                  • name :
                                                                                                                                                                                    Cloud water
                                                                                                                                                                                    • \n", "\n", "\n", "\n", @@ -30346,7 +30345,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Cloud work function
                                                                                                                                                                                      \n", + " typeOfLevel: atmosphereSingleLayer
                                                                                                                                                                                      • stepType :
                                                                                                                                                                                        avg
                                                                                                                                                                                          • name :
                                                                                                                                                                                            Cloud work function
                                                                                                                                                                                            • \n", "\n", "\n", "\n", @@ -31476,7 +31475,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: 2 metre dewpoint temperature
                                                                                                                                                                                              \n", + " typeOfLevel: heightAboveGround
                                                                                                                                                                                              • stepType :
                                                                                                                                                                                                instant
                                                                                                                                                                                                  • name :
                                                                                                                                                                                                    2 metre dewpoint temperature
                                                                                                                                                                                                    • \n", "\n", "\n", "\n", @@ -32606,7 +32605,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Field Capacity
                                                                                                                                                                                                      \n", + " typeOfLevel: surface
                                                                                                                                                                                                      • stepType :
                                                                                                                                                                                                        instant
                                                                                                                                                                                                          • name :
                                                                                                                                                                                                            Field Capacity
                                                                                                                                                                                                            • \n", "\n", "\n", "\n", @@ -33736,7 +33735,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Frictional velocity
                                                                                                                                                                                                              \n", + " typeOfLevel: surface
                                                                                                                                                                                                              • stepType :
                                                                                                                                                                                                                instant
                                                                                                                                                                                                                  • name :
                                                                                                                                                                                                                    Frictional velocity
                                                                                                                                                                                                                    • \n", "\n", "\n", "\n", @@ -34866,7 +34865,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Forecast surface roughness
                                                                                                                                                                                                                      \n", + " typeOfLevel: surface
                                                                                                                                                                                                                      • stepType :
                                                                                                                                                                                                                        instant
                                                                                                                                                                                                                          • name :
                                                                                                                                                                                                                            Forecast surface roughness
                                                                                                                                                                                                                            • \n", "\n", "\n", "\n", @@ -35996,7 +35995,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Ground heat flux
                                                                                                                                                                                                                              \n", + " typeOfLevel: surface
                                                                                                                                                                                                                              • stepType :
                                                                                                                                                                                                                                avg
                                                                                                                                                                                                                                  • name :
                                                                                                                                                                                                                                    Ground heat flux
                                                                                                                                                                                                                                    • \n", "\n", "\n", "\n", @@ -37126,7 +37125,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Geopotential height
                                                                                                                                                                                                                                      \n", + " typeOfLevel: isothermZero
                                                                                                                                                                                                                                    \n", "\n", "\n", "\n", @@ -39797,8 +39796,8 @@ "Data variables:\n", " gh (time, step, latitude, longitude) float64 17MB ...\n", "Attributes:\n", - " typeOfLevel: maxWind
                                                                                                                                                                                                                                      \n", + " typeOfLevel: maxWind
                                                                                                                                                                                                                                    \n", "\n", "\n", "\n", @@ -40180,8 +40179,8 @@ "Data variables:\n", " gh (time, step, potentialVorticity, latitude, longitude) float64 33MB ...\n", "Attributes:\n", - " typeOfLevel: potentialVorticity
                                                                                                                                                                                                                                      \n", + " typeOfLevel: potentialVorticity
                                                                                                                                                                                                                                    \n", "\n", "\n", "\n", @@ -40562,8 +40561,8 @@ "Data variables:\n", " gh (time, step, latitude, longitude) float64 17MB ...\n", "Attributes:\n", - " typeOfLevel: tropopause
                                                                                                                                                                                                                                      • stepType :
                                                                                                                                                                                                                                        instant
                                                                                                                                                                                                                                          • name :
                                                                                                                                                                                                                                            Geopotential height
                                                                                                                                                                                                                                              • \n", + " typeOfLevel: tropopause
                                                                                                                                                                                                                                              • stepType :
                                                                                                                                                                                                                                                instant
                                                                                                                                                                                                                                                  • name :
                                                                                                                                                                                                                                                    Geopotential height
                                                                                                                                                                                                                                                    • \n", "\n", "\n", "\n", @@ -40937,7 +40936,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Graupel (snow pellets)
                                                                                                                                                                                                                                                      • stepType :
                                                                                                                                                                                                                                                        instant
                                                                                                                                                                                                                                                          • name :
                                                                                                                                                                                                                                                            Graupel (snow pellets)
                                                                                                                                                                                                                                                            • \n", "\n", "\n", "\n", @@ -42452,7 +42451,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Wind speed (gust)
                                                                                                                                                                                                                                                              \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                              • stepType :
                                                                                                                                                                                                                                                                instant
                                                                                                                                                                                                                                                                  • name :
                                                                                                                                                                                                                                                                    Wind speed (gust)
                                                                                                                                                                                                                                                                    • \n", "\n", "\n", "\n", @@ -43582,7 +43581,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: High cloud cover
                                                                                                                                                                                                                                                                    \n", "\n", "\n", "\n", @@ -44712,7 +44711,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " stepType: instant
                                                                                                                                                                                                                                                                      • name :
                                                                                                                                                                                                                                                                        High cloud cover
                                                                                                                                                                                                                                                                          • \n", + " typeOfLevel: highCloudLayer
                                                                                                                                                                                                                                                                          • stepType :
                                                                                                                                                                                                                                                                            instant
                                                                                                                                                                                                                                                                              • name :
                                                                                                                                                                                                                                                                                High cloud cover
                                                                                                                                                                                                                                                                                • \n", "\n", "\n", "\n", @@ -45468,7 +45467,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Haines Index
                                                                                                                                                                                                                                                                                  \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                  • stepType :
                                                                                                                                                                                                                                                                                    instant
                                                                                                                                                                                                                                                                                      • name :
                                                                                                                                                                                                                                                                                        Haines Index
                                                                                                                                                                                                                                                                                        • \n", "\n", "\n", "\n", @@ -46598,7 +46597,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Storm relative helicity
                                                                                                                                                                                                                                                                                          \n", + " typeOfLevel: heightAboveGroundLayer
                                                                                                                                                                                                                                                                                          • stepType :
                                                                                                                                                                                                                                                                                            instant
                                                                                                                                                                                                                                                                                              • name :
                                                                                                                                                                                                                                                                                                Storm relative helicity
                                                                                                                                                                                                                                                                                                • \n", "\n", "\n", "\n", @@ -47727,7 +47726,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: ICAO Standard Atmosphere reference height
                                                                                                                                                                                                                                                                                                  \n", + " typeOfLevel: tropopause
                                                                                                                                                                                                                                                                                                  • stepType :
                                                                                                                                                                                                                                                                                                    instant
                                                                                                                                                                                                                                                                                                      • name :
                                                                                                                                                                                                                                                                                                        ICAO Standard Atmosphere reference height
                                                                                                                                                                                                                                                                                                        • \n", "\n", "\n", "\n", @@ -49239,7 +49238,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Ice water mixing ratio
                                                                                                                                                                                                                                                                                                          • stepType :
                                                                                                                                                                                                                                                                                                            instant
                                                                                                                                                                                                                                                                                                              • name :
                                                                                                                                                                                                                                                                                                                Ice water mixing ratio
                                                                                                                                                                                                                                                                                                                • \n", "\n", "\n", "\n", @@ -50754,7 +50753,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Instantaneous eastward gravity wave surface stress
                                                                                                                                                                                                                                                                                                                  \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                  • stepType :
                                                                                                                                                                                                                                                                                                                    avg
                                                                                                                                                                                                                                                                                                                      • name :
                                                                                                                                                                                                                                                                                                                        Instantaneous eastward gravity wave surface stress
                                                                                                                                                                                                                                                                                                                        • \n", "\n", "\n", "\n", @@ -51884,7 +51883,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Instantaneous northward gravity wave surface stress
                                                                                                                                                                                                                                                                                                                          \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                          • stepType :
                                                                                                                                                                                                                                                                                                                            avg
                                                                                                                                                                                                                                                                                                                              • name :
                                                                                                                                                                                                                                                                                                                                Instantaneous northward gravity wave surface stress
                                                                                                                                                                                                                                                                                                                                • \n", "\n", "\n", "\n", @@ -53014,7 +53013,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Low cloud cover
                                                                                                                                                                                                                                                                                                                                \n", "\n", "\n", "\n", @@ -54144,7 +54143,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " stepType: instant
                                                                                                                                                                                                                                                                                                                                  • name :
                                                                                                                                                                                                                                                                                                                                    Low cloud cover
                                                                                                                                                                                                                                                                                                                                      • \n", + " typeOfLevel: lowCloudLayer
                                                                                                                                                                                                                                                                                                                                      • stepType :
                                                                                                                                                                                                                                                                                                                                        instant
                                                                                                                                                                                                                                                                                                                                          • name :
                                                                                                                                                                                                                                                                                                                                            Low cloud cover
                                                                                                                                                                                                                                                                                                                                            • \n", "\n", "\n", "\n", @@ -54900,7 +54899,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Surface lifted index
                                                                                                                                                                                                                                                                                                                                              \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                                              • stepType :
                                                                                                                                                                                                                                                                                                                                                instant
                                                                                                                                                                                                                                                                                                                                                  • name :
                                                                                                                                                                                                                                                                                                                                                    Surface lifted index
                                                                                                                                                                                                                                                                                                                                                    • \n", "\n", "\n", "\n", @@ -56030,7 +56029,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Best (4-layer) lifted index
                                                                                                                                                                                                                                                                                                                                                      \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                                                      • stepType :
                                                                                                                                                                                                                                                                                                                                                        instant
                                                                                                                                                                                                                                                                                                                                                          • name :
                                                                                                                                                                                                                                                                                                                                                            Best (4-layer) lifted index
                                                                                                                                                                                                                                                                                                                                                            • \n", "\n", "\n", "\n", @@ -57160,7 +57159,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Land-sea mask
                                                                                                                                                                                                                                                                                                                                                              \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                                                              • stepType :
                                                                                                                                                                                                                                                                                                                                                                instant
                                                                                                                                                                                                                                                                                                                                                                  • name :
                                                                                                                                                                                                                                                                                                                                                                    Land-sea mask
                                                                                                                                                                                                                                                                                                                                                                    • \n", "\n", "\n", "\n", @@ -58290,7 +58289,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Medium cloud cover
                                                                                                                                                                                                                                                                                                                                                                    \n", "\n", "\n", "\n", @@ -59420,7 +59419,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " stepType: instant
                                                                                                                                                                                                                                                                                                                                                                      • name :
                                                                                                                                                                                                                                                                                                                                                                        Medium cloud cover
                                                                                                                                                                                                                                                                                                                                                                          • \n", + " typeOfLevel: middleCloudLayer
                                                                                                                                                                                                                                                                                                                                                                          • stepType :
                                                                                                                                                                                                                                                                                                                                                                            instant
                                                                                                                                                                                                                                                                                                                                                                              • name :
                                                                                                                                                                                                                                                                                                                                                                                Medium cloud cover
                                                                                                                                                                                                                                                                                                                                                                                • \n", "\n", "\n", "\n", @@ -60176,7 +60175,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: MSLP (Eta model reduction)
                                                                                                                                                                                                                                                                                                                                                                                  \n", + " typeOfLevel: meanSea
                                                                                                                                                                                                                                                                                                                                                                                  • stepType :
                                                                                                                                                                                                                                                                                                                                                                                    instant
                                                                                                                                                                                                                                                                                                                                                                                      • name :
                                                                                                                                                                                                                                                                                                                                                                                        MSLP (Eta model reduction)
                                                                                                                                                                                                                                                                                                                                                                                        • \n", "\n", "\n", "\n", @@ -61306,7 +61305,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Mean surface latent heat flux
                                                                                                                                                                                                                                                                                                                                                                                          \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                                                                                          • stepType :
                                                                                                                                                                                                                                                                                                                                                                                            avg
                                                                                                                                                                                                                                                                                                                                                                                              • name :
                                                                                                                                                                                                                                                                                                                                                                                                Mean surface latent heat flux
                                                                                                                                                                                                                                                                                                                                                                                                • \n", "\n", "\n", "\n", @@ -62436,7 +62435,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Mean surface sensible heat flux
                                                                                                                                                                                                                                                                                                                                                                                                  \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                                                                                                  • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                    avg
                                                                                                                                                                                                                                                                                                                                                                                                      • name :
                                                                                                                                                                                                                                                                                                                                                                                                        Mean surface sensible heat flux
                                                                                                                                                                                                                                                                                                                                                                                                        • \n", "\n", "\n", "\n", @@ -63566,7 +63565,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Ozone mixing ratio
                                                                                                                                                                                                                                                                                                                                                                                                          • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                            instant
                                                                                                                                                                                                                                                                                                                                                                                                              • name :
                                                                                                                                                                                                                                                                                                                                                                                                                Ozone mixing ratio
                                                                                                                                                                                                                                                                                                                                                                                                                • \n", "\n", "\n", "\n", @@ -65083,7 +65082,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Orography
                                                                                                                                                                                                                                                                                                                                                                                                                  \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                                                                                                                  • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                    instant
                                                                                                                                                                                                                                                                                                                                                                                                                      • name :
                                                                                                                                                                                                                                                                                                                                                                                                                        Orography
                                                                                                                                                                                                                                                                                                                                                                                                                        • \n", "\n", "\n", "\n", @@ -66213,7 +66212,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Pressure of level from which parcel was lifted
                                                                                                                                                                                                                                                                                                                                                                                                                          \n", + " typeOfLevel: pressureFromGroundLayer
                                                                                                                                                                                                                                                                                                                                                                                                                          • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                            instant
                                                                                                                                                                                                                                                                                                                                                                                                                              • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                Pressure of level from which parcel was lifted
                                                                                                                                                                                                                                                                                                                                                                                                                                • \n", "\n", "\n", "\n", @@ -67342,7 +67341,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Precipitation rate
                                                                                                                                                                                                                                                                                                                                                                                                                                \n", "\n", "\n", "\n", @@ -68472,7 +68471,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " stepType: instant
                                                                                                                                                                                                                                                                                                                                                                                                                                  • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                    Precipitation rate
                                                                                                                                                                                                                                                                                                                                                                                                                                      • \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                                                                                                                                      • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                        instant
                                                                                                                                                                                                                                                                                                                                                                                                                                          • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                            Precipitation rate
                                                                                                                                                                                                                                                                                                                                                                                                                                            • \n", "\n", "\n", "\n", @@ -69228,7 +69227,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Pressure
                                                                                                                                                                                                                                                                                                                                                                                                                                              • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                Pressure
                                                                                                                                                                                                                                                                                                                                                                                                                                                  • \n", + " typeOfLevel: potentialVorticity
                                                                                                                                                                                                                                                                                                                                                                                                                                                  • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                    instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                      • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                        Pressure
                                                                                                                                                                                                                                                                                                                                                                                                                                                        • \n", "\n", "\n", "\n", @@ -71887,7 +71886,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Pressure reduced to MSL
                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n", + " typeOfLevel: meanSea
                                                                                                                                                                                                                                                                                                                                                                                                                                                          • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                            instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                              • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                Pressure reduced to MSL
                                                                                                                                                                                                                                                                                                                                                                                                                                                                • \n", "\n", "\n", "\n", @@ -73017,7 +73016,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Potential temperature
                                                                                                                                                                                                                                                                                                                                                                                                                                                                  \n", + " typeOfLevel: sigma
                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                    instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Potential temperature
                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • \n", "\n", "\n", "\n", @@ -74147,7 +74146,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Precipitable water
                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n", + " typeOfLevel: atmosphereSingleLayer
                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                            instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Precipitable water
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • \n", "\n", "\n", "\n", @@ -75277,7 +75276,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Specific humidity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Specific humidity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • \n", + " typeOfLevel: pressureFromGroundLayer
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Specific humidity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • \n", "\n", "\n", "\n", @@ -77557,7 +77556,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Relative humidity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \n", + " typeOfLevel: isothermZero
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            \n", "\n", "\n", "\n", @@ -80227,8 +80226,8 @@ "Data variables:\n", " r (time, step, latitude, longitude) float64 17MB ...\n", "Attributes:\n", - " typeOfLevel: pressureFromGroundLayer
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \n", + " typeOfLevel: pressureFromGroundLayer
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            \n", "\n", "\n", "\n", @@ -80609,8 +80608,8 @@ "Data variables:\n", " r (time, step, latitude, longitude) float64 17MB ...\n", "Attributes:\n", - " typeOfLevel: sigma
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \n", + " typeOfLevel: sigma
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            \n", "\n", "\n", "\n", @@ -80990,8 +80989,8 @@ "Data variables:\n", " r (time, step, latitude, longitude) float64 17MB ...\n", "Attributes:\n", - " typeOfLevel: sigmaLayer
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Relative humidity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • \n", + " typeOfLevel: sigmaLayer
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Relative humidity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • \n", "\n", "\n", "\n", @@ -81365,7 +81364,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: 2 metre relative humidity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \n", + " typeOfLevel: heightAboveGround
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    2 metre relative humidity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • \n", "\n", "\n", "\n", @@ -82495,7 +82494,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Maximum/Composite radar reflectivity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n", + " typeOfLevel: atmosphere
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Maximum/Composite radar reflectivity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • \n", "\n", "\n", "\n", @@ -83625,7 +83624,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Derived radar reflectivity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \n", + " typeOfLevel: hybrid
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Derived radar reflectivity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • \n", "\n", "\n", "\n", @@ -85138,7 +85137,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Rain mixing ratio
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Rain mixing ratio
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • \n", "\n", "\n", "\n", @@ -86653,7 +86652,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Snow depth
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Snow depth
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • \n", "\n", "\n", "\n", @@ -87783,7 +87782,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Surface downward long-wave radiation flux
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        avg
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Surface downward long-wave radiation flux
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • \n", "\n", "\n", "\n", @@ -88913,7 +88912,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Surface downward short-wave radiation flux
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                avg
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Surface downward short-wave radiation flux
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • \n", "\n", "\n", "\n", @@ -90043,7 +90042,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Water equivalent of accumulated snow depth (deprecated)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Water equivalent of accumulated snow depth (deprecated)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • \n", "\n", "\n", "\n", @@ -91173,7 +91172,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: 2 metre specific humidity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \n", + " typeOfLevel: heightAboveGround
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    2 metre specific humidity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • \n", "\n", "\n", "\n", @@ -92303,7 +92302,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Sea ice area fraction
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Sea ice area fraction
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • \n", "\n", "\n", "\n", @@ -93433,7 +93432,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Sea ice temperature
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Sea ice temperature
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • \n", "\n", "\n", "\n", @@ -94563,7 +94562,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Sea ice thickness
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Sea ice thickness
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • \n", "\n", "\n", "\n", @@ -95693,7 +95692,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Soil type
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Soil type
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • \n", "\n", "\n", "\n", @@ -96823,7 +96822,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Snow mixing ratio
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Snow mixing ratio
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • \n", "\n", "\n", "\n", @@ -98338,7 +98337,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Liquid volumetric soil moisture (non-frozen)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \n", + " typeOfLevel: depthBelowLandLayer
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Liquid volumetric soil moisture (non-frozen)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • \n", "\n", "\n", "\n", @@ -99467,7 +99466,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Volumetric soil moisture content
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n", + " typeOfLevel: depthBelowLandLayer
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Volumetric soil moisture content
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • \n", "\n", "\n", "\n", @@ -100596,7 +100595,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Surface pressure
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Surface pressure
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • \n", "\n", "\n", "\n", @@ -101726,7 +101725,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Soil temperature
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n", + " typeOfLevel: depthBelowLandLayer
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Soil temperature
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • \n", "\n", "\n", "\n", @@ -102855,7 +102854,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Surface upward long-wave radiation flux
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                avg
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Surface upward long-wave radiation flux
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • \n", "\n", "\n", "\n", @@ -104367,7 +104366,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Surface upward short-wave radiation flux
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        avg
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Surface upward short-wave radiation flux
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • \n", "\n", "\n", "\n", @@ -105879,7 +105878,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Temperature
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \n", + " typeOfLevel: maxWind
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            \n", "\n", "\n", "\n", @@ -108552,8 +108551,8 @@ "Data variables:\n", " t (time, step, potentialVorticity, latitude, longitude) float64 33MB ...\n", "Attributes:\n", - " typeOfLevel: potentialVorticity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \n", + " typeOfLevel: potentialVorticity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            \n", "\n", "\n", "\n", @@ -108933,8 +108932,8 @@ "Data variables:\n", " t (time, step, latitude, longitude) float64 17MB ...\n", "Attributes:\n", - " typeOfLevel: pressureFromGroundLayer
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \n", + " typeOfLevel: pressureFromGroundLayer
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            \n", "\n", "\n", "\n", @@ -109315,8 +109314,8 @@ "Data variables:\n", " t (time, step, latitude, longitude) float64 17MB ...\n", "Attributes:\n", - " typeOfLevel: sigma
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \n", + " typeOfLevel: sigma
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            \n", "\n", "\n", "\n", @@ -109697,8 +109696,8 @@ "Data variables:\n", " t (time, step, latitude, longitude) float64 17MB ...\n", "Attributes:\n", - " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            \n", "\n", "\n", "\n", @@ -110079,8 +110078,8 @@ "Data variables:\n", " t (time, step, latitude, longitude) float64 17MB ...\n", "Attributes:\n", - " typeOfLevel: tropopause
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Temperature
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • \n", + " typeOfLevel: tropopause
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Temperature
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • \n", "\n", "\n", "\n", @@ -110454,7 +110453,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: 2 metre temperature
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \n", + " typeOfLevel: heightAboveGround
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    2 metre temperature
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • \n", "\n", "\n", "\n", @@ -111584,7 +111583,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Total Cloud Cover
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    \n", "\n", "\n", "\n", @@ -113096,7 +113095,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " stepType: instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Total Cloud Cover
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • \n", + " 975., 1000.])
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • latitude
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          (latitude)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          float64
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          90.0 89.75 89.5 ... -89.75 -90.0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          long_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          latitude
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          standard_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          latitude
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          units :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          degrees_north
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          array([ 90.  ,  89.75,  89.5 , ..., -89.5 , -89.75, -90.  ])
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • longitude
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          (longitude)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          float64
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          0.0 0.25 0.5 ... 359.2 359.5 359.8
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          long_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          longitude
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          standard_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          longitude
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          units :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          degrees_east
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          array([0.0000e+00, 2.5000e-01, 5.0000e-01, ..., 3.5925e+02, 3.5950e+02,\n",
+       "       3.5975e+02])
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • step
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          (step)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          timedelta64[ns]
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          00:00:00 01:00:00
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          long_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          time since forecast_reference_time
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          standard_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          forecast_period
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          array([            0, 3600000000000], dtype='timedelta64[ns]')
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • time
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          (time)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          datetime64[ns]
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          2023-09-28
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          long_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          initial time of forecast
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          standard_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          forecast_reference_time
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          array(['2023-09-28T00:00:00.000000000'], dtype='datetime64[ns]')
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • valid_time
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          (time, step, isobaricInhPa)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          datetime64[ns]
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          ...
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          long_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          time
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          standard_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          time
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          [44 values with dtype=datetime64[ns]]
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • tcc
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          (time, step, isobaricInhPa, latitude, longitude)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          float64
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          ...
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_NV :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_Nx :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          1440
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_Ny :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          721
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_cfName :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          unknown
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_cfVarName :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          tcc
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_dataType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          fc
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_gridDefinitionDescription :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Latitude/longitude. Also called equidistant cylindrical, or Plate Carree
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_gridType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          regular_ll
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_iDirectionIncrementInDegrees :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          0.25
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_iScansNegatively :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_jDirectionIncrementInDegrees :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          0.25
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_jPointsAreConsecutive :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_jScansPositively :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_latitudeOfFirstGridPointInDegrees :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          90.0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_latitudeOfLastGridPointInDegrees :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          -90.0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_longitudeOfFirstGridPointInDegrees :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          0.0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_longitudeOfLastGridPointInDegrees :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          359.75
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_missingValue :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          3.4028234663852886e+38
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Total Cloud Cover
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_numberOfPoints :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          1038240
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_paramId :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          228164
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_shortName :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          tcc
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_stepUnits :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          1
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_typeOfLevel :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          isobaricInhPa
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_units :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          %
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_uvRelativeToGrid :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          long_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Total Cloud Cover
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          standard_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          unknown
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          units :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          %
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          [45682560 values with dtype=float64]
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • typeOfLevel :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        isobaricInhPa
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Total Cloud Cover
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • \n", "\n", "\n", "\n", @@ -114619,7 +114618,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Maximum temperature
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  \n", + " typeOfLevel: heightAboveGround
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    max
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Maximum temperature
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • \n", "\n", "\n", "\n", @@ -115749,7 +115748,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Minimum temperature
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n", + " typeOfLevel: heightAboveGround
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            min
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Minimum temperature
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • \n", "\n", "\n", "\n", @@ -116879,7 +116878,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Total ozone
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  \n", + " typeOfLevel: atmosphereSingleLayer
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Total ozone
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • \n", "\n", "\n", "\n", @@ -118009,7 +118008,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Total Precipitation
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            accum
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Total Precipitation
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • \n", "\n", "\n", "\n", @@ -119139,7 +119138,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Tropopause pressure
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  \n", + " typeOfLevel: tropopause
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Tropopause pressure
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • \n", "\n", "\n", "\n", @@ -120269,7 +120268,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: U component of wind
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n", + " typeOfLevel: maxWind
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        \n", "\n", "\n", "\n", @@ -122941,8 +122940,8 @@ "Data variables:\n", " u (time, step, latitude, longitude) float64 17MB ...\n", "Attributes:\n", - " typeOfLevel: planetaryBoundaryLayer
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n", + " typeOfLevel: planetaryBoundaryLayer
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        \n", "\n", "\n", "\n", @@ -123324,8 +123323,8 @@ "Data variables:\n", " u (time, step, potentialVorticity, latitude, longitude) float64 33MB ...\n", "Attributes:\n", - " typeOfLevel: potentialVorticity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n", + " typeOfLevel: potentialVorticity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        \n", "\n", "\n", "\n", @@ -123705,8 +123704,8 @@ "Data variables:\n", " u (time, step, latitude, longitude) float64 17MB ...\n", "Attributes:\n", - " typeOfLevel: pressureFromGroundLayer
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n", + " typeOfLevel: pressureFromGroundLayer
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        \n", "\n", "\n", "\n", @@ -124087,8 +124086,8 @@ "Data variables:\n", " u (time, step, latitude, longitude) float64 17MB ...\n", "Attributes:\n", - " typeOfLevel: sigma
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n", + " typeOfLevel: sigma
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        \n", "\n", "\n", "\n", @@ -124469,8 +124468,8 @@ "Data variables:\n", " u (time, step, latitude, longitude) float64 17MB ...\n", "Attributes:\n", - " typeOfLevel: tropopause
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                U component of wind
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • \n", + " typeOfLevel: tropopause
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        U component of wind
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • \n", "\n", "\n", "\n", @@ -124844,7 +124843,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: 10 metre U wind component
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n", + " typeOfLevel: heightAboveGround
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                10 metre U wind component
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • \n", "\n", "\n", "\n", @@ -125974,7 +125973,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: 100 metre U wind component
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  \n", + " typeOfLevel: heightAboveGround
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        100 metre U wind component
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • \n", "\n", "\n", "\n", @@ -127104,7 +127103,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: U-component storm motion
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n", + " typeOfLevel: heightAboveGroundLayer
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                U-component storm motion
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • \n", "\n", "\n", "\n", @@ -128233,7 +128232,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: U-component of atmospheric surface momentum flux
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    avg
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        U-component of atmospheric surface momentum flux
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • \n", "\n", "\n", "\n", @@ -129363,7 +129362,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: V component of wind
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n", + " typeOfLevel: maxWind
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        \n", "\n", "\n", "\n", @@ -132035,8 +132034,8 @@ "Data variables:\n", " v (time, step, latitude, longitude) float64 17MB ...\n", "Attributes:\n", - " typeOfLevel: planetaryBoundaryLayer
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n", + " typeOfLevel: planetaryBoundaryLayer
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        \n", "\n", "\n", "\n", @@ -132418,8 +132417,8 @@ "Data variables:\n", " v (time, step, potentialVorticity, latitude, longitude) float64 33MB ...\n", "Attributes:\n", - " typeOfLevel: potentialVorticity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n", + " typeOfLevel: potentialVorticity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        \n", "\n", "\n", "\n", @@ -132799,8 +132798,8 @@ "Data variables:\n", " v (time, step, latitude, longitude) float64 17MB ...\n", "Attributes:\n", - " typeOfLevel: pressureFromGroundLayer
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n", + " typeOfLevel: pressureFromGroundLayer
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        \n", "\n", "\n", "\n", @@ -133181,8 +133180,8 @@ "Data variables:\n", " v (time, step, latitude, longitude) float64 17MB ...\n", "Attributes:\n", - " typeOfLevel: sigma
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n", + " typeOfLevel: sigma
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        \n", "\n", "\n", "\n", @@ -133563,8 +133562,8 @@ "Data variables:\n", " v (time, step, latitude, longitude) float64 17MB ...\n", "Attributes:\n", - " typeOfLevel: tropopause
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                V component of wind
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • \n", + " typeOfLevel: tropopause
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        V component of wind
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • \n", "\n", "\n", "\n", @@ -133938,7 +133937,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: 10 metre V wind component
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n", + " typeOfLevel: heightAboveGround
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                10 metre V wind component
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • \n", "\n", "\n", "\n", @@ -135068,7 +135067,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: 100 metre V wind component
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  \n", + " typeOfLevel: heightAboveGround
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        100 metre V wind component
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • \n", "\n", "\n", "\n", @@ -136198,7 +136197,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Vegetation
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Vegetation
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • \n", "\n", "\n", "\n", @@ -137328,7 +137327,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Visibility
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Visibility
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • \n", "\n", "\n", "\n", @@ -138458,7 +138457,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: V-component storm motion
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n", + " typeOfLevel: heightAboveGroundLayer
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                V-component storm motion
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • \n", "\n", "\n", "\n", @@ -139587,7 +139586,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: V-component of atmospheric surface momentum flux
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    avg
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        V-component of atmospheric surface momentum flux
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • \n", "\n", "\n", "\n", @@ -140717,7 +140716,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Vertical speed shear
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n", + " typeOfLevel: tropopause
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Vertical speed shear
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • \n", "\n", "\n", "\n", @@ -142230,7 +142229,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Vertical velocity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  \n", + " typeOfLevel: sigma
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Vertical velocity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • \n", "\n", "\n", "\n", @@ -144129,7 +144128,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Water runoff
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            accum
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Water runoff
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • \n", "\n", "\n", "\n", @@ -145259,7 +145258,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Wilting Point
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  \n", + " typeOfLevel: surface
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        Wilting Point
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • \n", "\n", "\n", "\n", @@ -146389,7 +146388,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: Geometric vertical velocity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        " + " 950., 975., 1000.])
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • latitude
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        (latitude)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        float64
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        90.0 89.75 89.5 ... -89.75 -90.0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        long_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        latitude
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        standard_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        latitude
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        units :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        degrees_north
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        array([ 90.  ,  89.75,  89.5 , ..., -89.5 , -89.75, -90.  ])
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • longitude
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        (longitude)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        float64
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        0.0 0.25 0.5 ... 359.2 359.5 359.8
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        long_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        longitude
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        standard_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        longitude
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        units :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        degrees_east
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        array([0.0000e+00, 2.5000e-01, 5.0000e-01, ..., 3.5925e+02, 3.5950e+02,\n",
+       "       3.5975e+02])
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • step
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        (step)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        timedelta64[ns]
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        00:00:00 01:00:00
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        long_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        time since forecast_reference_time
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        standard_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        forecast_period
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        array([            0, 3600000000000], dtype='timedelta64[ns]')
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • time
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        (time)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        datetime64[ns]
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        2023-09-28
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        long_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        initial time of forecast
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        standard_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        forecast_reference_time
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        array(['2023-09-28T00:00:00.000000000'], dtype='datetime64[ns]')
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • valid_time
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        (time, step, isobaricInhPa)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        datetime64[ns]
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        ...
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        long_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        time
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        standard_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        time
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        [66 values with dtype=datetime64[ns]]
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • wz
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          (time, step, isobaricInhPa, latitude, longitude)
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          float64
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          ...
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_NV :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_Nx :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          1440
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_Ny :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          721
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_cfName :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          unknown
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_cfVarName :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          wz
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_dataType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          fc
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_gridDefinitionDescription :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Latitude/longitude. Also called equidistant cylindrical, or Plate Carree
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_gridType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          regular_ll
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_iDirectionIncrementInDegrees :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          0.25
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_iScansNegatively :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_jDirectionIncrementInDegrees :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          0.25
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_jPointsAreConsecutive :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_jScansPositively :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_latitudeOfFirstGridPointInDegrees :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          90.0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_latitudeOfLastGridPointInDegrees :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          -90.0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_longitudeOfFirstGridPointInDegrees :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          0.0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_longitudeOfLastGridPointInDegrees :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          359.75
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_missingValue :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          3.4028234663852886e+38
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Geometric vertical velocity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_numberOfPoints :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          1038240
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_paramId :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          260238
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_shortName :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          wz
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_stepUnits :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          1
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_typeOfLevel :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          isobaricInhPa
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_units :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          m s**-1
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          GRIB_uvRelativeToGrid :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          long_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Geometric vertical velocity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          standard_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          unknown
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          units :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          m s**-1
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          [68523840 values with dtype=float64]
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • typeOfLevel :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        isobaricInhPa
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Geometric vertical velocity
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      • " ], "text/plain": [ - "DataTree('None', parent=None)\n", - "├── DataTree('SUNSD')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "\n", + "Group: /\n", + "├── Group: /SUNSD\n", "│ │ Attributes:\n", "│ │ name: Sunshine Duration\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /SUNSD/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /SUNSD/instant/surface\n", "│ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -147561,19 +147555,13 @@ "│ SUNSD (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('VRATE')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /VRATE\n", "│ │ Attributes:\n", "│ │ name: Ventilation Rate\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /VRATE/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('planetaryBoundaryLayer')\n", + "│ └── Group: /VRATE/instant/planetaryBoundaryLayer\n", "│ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 ... -89.75 -90.0\n", @@ -147586,19 +147574,13 @@ "│ VRATE (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: planetaryBoundaryLayer\n", - "├── DataTree('absv')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /absv\n", "│ │ Attributes:\n", "│ │ name: Absolute vorticity\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /absv/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ ├── DataTree('isobaricInPa')\n", + "│ ├── Group: /absv/instant/isobaricInPa\n", "│ │ Dimensions: (time: 1, step: 2, isobaricInPa: 8, latitude: 721,\n", "│ │ longitude: 1440)\n", "│ │ Coordinates:\n", @@ -147612,7 +147594,7 @@ "│ │ absv (time, step, isobaricInPa, latitude, longitude) float64 133MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: isobaricInPa\n", - "│ └── DataTree('isobaricInhPa')\n", + "│ └── Group: /absv/instant/isobaricInhPa\n", "│ Dimensions: (time: 1, step: 2, isobaricInhPa: 33, latitude: 721,\n", "│ longitude: 1440)\n", "│ Coordinates:\n", @@ -147626,19 +147608,13 @@ "│ absv (time, step, isobaricInhPa, latitude, longitude) float64 548MB ...\n", "│ Attributes:\n", "│ typeOfLevel: isobaricInhPa\n", - "├── DataTree('acpcp')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /acpcp\n", "│ │ Attributes:\n", "│ │ name: Convective precipitation (water)\n", - "│ └── DataTree('accum')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /acpcp/accum\n", "│ │ Attributes:\n", "│ │ stepType: accum\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /acpcp/accum/surface\n", "│ Dimensions: (time: 1, step: 1, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -147651,19 +147627,13 @@ "│ acpcp (time, step, latitude, longitude) float64 8MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('al')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /al\n", "│ │ Attributes:\n", "│ │ name: Forecast albedo\n", - "│ └── DataTree('avg')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /al/avg\n", "│ │ Attributes:\n", "│ │ stepType: avg\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /al/avg/surface\n", "│ Dimensions: (time: 1, step: 1, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -147676,19 +147646,13 @@ "│ al (time, step, latitude, longitude) float64 8MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('aptmp')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /aptmp\n", "│ │ Attributes:\n", "│ │ name: Apparent temperature\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /aptmp/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('heightAboveGround')\n", + "│ └── Group: /aptmp/instant/heightAboveGround\n", "│ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ heightAboveGround float64 8B ...\n", @@ -147701,19 +147665,13 @@ "│ aptmp (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: heightAboveGround\n", - "├── DataTree('avg_pres')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /avg_pres\n", "│ │ Attributes:\n", "│ │ name: Time-mean pressure\n", - "│ └── DataTree('avg')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /avg_pres/avg\n", "│ │ Attributes:\n", "│ │ stepType: avg\n", - "│ ├── DataTree('highCloudBottom')\n", + "│ ├── Group: /avg_pres/avg/highCloudBottom\n", "│ │ Dimensions: (time: 1, step: 1, latitude: 721, longitude: 1440)\n", "│ │ Coordinates:\n", "│ │ highCloudBottom float64 8B ...\n", @@ -147726,7 +147684,7 @@ "│ │ avg_pres (time, step, latitude, longitude) float64 8MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: highCloudBottom\n", - "│ ├── DataTree('highCloudTop')\n", + "│ ├── Group: /avg_pres/avg/highCloudTop\n", "│ │ Dimensions: (time: 1, step: 1, latitude: 721, longitude: 1440)\n", "│ │ Coordinates:\n", "│ │ highCloudTop float64 8B ...\n", @@ -147739,7 +147697,7 @@ "│ │ avg_pres (time, step, latitude, longitude) float64 8MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: highCloudTop\n", - "│ ├── DataTree('lowCloudBottom')\n", + "│ ├── Group: /avg_pres/avg/lowCloudBottom\n", "│ │ Dimensions: (time: 1, step: 1, latitude: 721, longitude: 1440)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.75 -90.0\n", @@ -147752,7 +147710,7 @@ "│ │ avg_pres (time, step, latitude, longitude) float64 8MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: lowCloudBottom\n", - "│ ├── DataTree('lowCloudTop')\n", + "│ ├── Group: /avg_pres/avg/lowCloudTop\n", "│ │ Dimensions: (time: 1, step: 1, latitude: 721, longitude: 1440)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -147765,7 +147723,7 @@ "│ │ avg_pres (time, step, latitude, longitude) float64 8MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: lowCloudTop\n", - "│ ├── DataTree('middleCloudBottom')\n", + "│ ├── Group: /avg_pres/avg/middleCloudBottom\n", "│ │ Dimensions: (time: 1, step: 1, latitude: 721, longitude: 1440)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.75 -90.0\n", @@ -147778,7 +147736,7 @@ "│ │ avg_pres (time, step, latitude, longitude) float64 8MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: middleCloudBottom\n", - "│ └── DataTree('middleCloudTop')\n", + "│ └── Group: /avg_pres/avg/middleCloudTop\n", "│ Dimensions: (time: 1, step: 1, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.75 -90.0\n", @@ -147791,19 +147749,13 @@ "│ avg_pres (time, step, latitude, longitude) float64 8MB ...\n", "│ Attributes:\n", "│ typeOfLevel: middleCloudTop\n", - "├── DataTree('avg_t')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /avg_t\n", "│ │ Attributes:\n", "│ │ name: Time-mean temperature\n", - "│ └── DataTree('avg')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /avg_t/avg\n", "│ │ Attributes:\n", "│ │ stepType: avg\n", - "│ ├── DataTree('highCloudTop')\n", + "│ ├── Group: /avg_t/avg/highCloudTop\n", "│ │ Dimensions: (time: 1, step: 1, latitude: 721, longitude: 1440)\n", "│ │ Coordinates:\n", "│ │ highCloudTop float64 8B ...\n", @@ -147816,7 +147768,7 @@ "│ │ avg_t (time, step, latitude, longitude) float64 8MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: highCloudTop\n", - "│ ├── DataTree('lowCloudTop')\n", + "│ ├── Group: /avg_t/avg/lowCloudTop\n", "│ │ Dimensions: (time: 1, step: 1, latitude: 721, longitude: 1440)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -147829,7 +147781,7 @@ "│ │ avg_t (time, step, latitude, longitude) float64 8MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: lowCloudTop\n", - "│ └── DataTree('middleCloudTop')\n", + "│ └── Group: /avg_t/avg/middleCloudTop\n", "│ Dimensions: (time: 1, step: 1, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.75 -90.0\n", @@ -147842,19 +147794,13 @@ "│ avg_t (time, step, latitude, longitude) float64 8MB ...\n", "│ Attributes:\n", "│ typeOfLevel: middleCloudTop\n", - "├── DataTree('cape')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /cape\n", "│ │ Attributes:\n", "│ │ name: Convective available potential energy\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /cape/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ ├── DataTree('pressureFromGroundLayer')\n", + "│ ├── Group: /cape/instant/pressureFromGroundLayer\n", "│ │ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -147866,7 +147812,7 @@ "│ │ cape (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: pressureFromGroundLayer\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /cape/instant/surface\n", "│ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -147879,19 +147825,13 @@ "│ cape (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('cfrzr')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /cfrzr\n", "│ │ Attributes:\n", "│ │ name: Categorical freezing rain\n", - "│ ├── DataTree('avg')\n", - "│ │ │ Dimensions: ()\n", - "│ │ │ Data variables:\n", - "│ │ │ *empty*\n", + "│ ├── Group: /cfrzr/avg\n", "│ │ │ Attributes:\n", "│ │ │ stepType: avg\n", - "│ │ └── DataTree('surface')\n", + "│ │ └── Group: /cfrzr/avg/surface\n", "│ │ Dimensions: (time: 1, step: 1, latitude: 721, longitude: 1440)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -147904,13 +147844,10 @@ "│ │ cfrzr (time, step, latitude, longitude) float64 8MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: surface\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /cfrzr/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /cfrzr/instant/surface\n", "│ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -147923,19 +147860,13 @@ "│ cfrzr (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('cicep')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /cicep\n", "│ │ Attributes:\n", "│ │ name: Categorical ice pellets\n", - "│ ├── DataTree('avg')\n", - "│ │ │ Dimensions: ()\n", - "│ │ │ Data variables:\n", - "│ │ │ *empty*\n", + "│ ├── Group: /cicep/avg\n", "│ │ │ Attributes:\n", "│ │ │ stepType: avg\n", - "│ │ └── DataTree('surface')\n", + "│ │ └── Group: /cicep/avg/surface\n", "│ │ Dimensions: (time: 1, step: 1, latitude: 721, longitude: 1440)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -147948,13 +147879,10 @@ "│ │ cicep (time, step, latitude, longitude) float64 8MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: surface\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /cicep/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /cicep/instant/surface\n", "│ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -147967,19 +147895,13 @@ "│ cicep (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('cin')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /cin\n", "│ │ Attributes:\n", "│ │ name: Convective inhibition\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /cin/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ ├── DataTree('pressureFromGroundLayer')\n", + "│ ├── Group: /cin/instant/pressureFromGroundLayer\n", "│ │ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -147991,7 +147913,7 @@ "│ │ cin (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: pressureFromGroundLayer\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /cin/instant/surface\n", "│ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -148004,19 +147926,13 @@ "│ cin (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('clwmr')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /clwmr\n", "│ │ Attributes:\n", "│ │ name: Cloud mixing ratio\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /clwmr/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ ├── DataTree('hybrid')\n", + "│ ├── Group: /clwmr/instant/hybrid\n", "│ │ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ │ Coordinates:\n", "│ │ hybrid float64 8B ...\n", @@ -148029,7 +147945,7 @@ "│ │ clwmr (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: hybrid\n", - "│ └── DataTree('isobaricInhPa')\n", + "│ └── Group: /clwmr/instant/isobaricInhPa\n", "│ Dimensions: (time: 1, step: 2, isobaricInhPa: 22, latitude: 721,\n", "│ longitude: 1440)\n", "│ Coordinates:\n", @@ -148043,19 +147959,13 @@ "│ clwmr (time, step, isobaricInhPa, latitude, longitude) float64 365MB ...\n", "│ Attributes:\n", "│ typeOfLevel: isobaricInhPa\n", - "├── DataTree('cnwat')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /cnwat\n", "│ │ Attributes:\n", "│ │ name: Plant canopy surface water\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /cnwat/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /cnwat/instant/surface\n", "│ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -148068,19 +147978,13 @@ "│ cnwat (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('cpofp')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /cpofp\n", "│ │ Attributes:\n", "│ │ name: Percent frozen precipitation\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /cpofp/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /cpofp/instant/surface\n", "│ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -148093,19 +147997,13 @@ "│ cpofp (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('cpr')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /cpr\n", "│ │ Attributes:\n", "│ │ name: Convective precipitation rate\n", - "│ ├── DataTree('avg')\n", - "│ │ │ Dimensions: ()\n", - "│ │ │ Data variables:\n", - "│ │ │ *empty*\n", + "│ ├── Group: /cpr/avg\n", "│ │ │ Attributes:\n", "│ │ │ stepType: avg\n", - "│ │ └── DataTree('surface')\n", + "│ │ └── Group: /cpr/avg/surface\n", "│ │ Dimensions: (time: 1, step: 1, latitude: 721, longitude: 1440)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -148118,13 +148016,10 @@ "│ │ cpr (time, step, latitude, longitude) float64 8MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: surface\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /cpr/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /cpr/instant/surface\n", "│ Dimensions: (time: 1, step: 1, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -148137,19 +148032,13 @@ "│ cpr (time, step, latitude, longitude) float64 8MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('crain')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /crain\n", "│ │ Attributes:\n", "│ │ name: Categorical rain\n", - "│ ├── DataTree('avg')\n", - "│ │ │ Dimensions: ()\n", - "│ │ │ Data variables:\n", - "│ │ │ *empty*\n", + "│ ├── Group: /crain/avg\n", "│ │ │ Attributes:\n", "│ │ │ stepType: avg\n", - "│ │ └── DataTree('surface')\n", + "│ │ └── Group: /crain/avg/surface\n", "│ │ Dimensions: (time: 1, step: 1, latitude: 721, longitude: 1440)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -148162,13 +148051,10 @@ "│ │ crain (time, step, latitude, longitude) float64 8MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: surface\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /crain/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /crain/instant/surface\n", "│ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -148181,19 +148067,13 @@ "│ crain (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('csnow')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /csnow\n", "│ │ Attributes:\n", "│ │ name: Categorical snow\n", - "│ ├── DataTree('avg')\n", - "│ │ │ Dimensions: ()\n", - "│ │ │ Data variables:\n", - "│ │ │ *empty*\n", + "│ ├── Group: /csnow/avg\n", "│ │ │ Attributes:\n", "│ │ │ stepType: avg\n", - "│ │ └── DataTree('surface')\n", + "│ │ └── Group: /csnow/avg/surface\n", "│ │ Dimensions: (time: 1, step: 1, latitude: 721, longitude: 1440)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -148206,13 +148086,10 @@ "│ │ csnow (time, step, latitude, longitude) float64 8MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: surface\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /csnow/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /csnow/instant/surface\n", "│ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -148225,19 +148102,13 @@ "│ csnow (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('cwat')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /cwat\n", "│ │ Attributes:\n", "│ │ name: Cloud water\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /cwat/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('atmosphereSingleLayer')\n", + "│ └── Group: /cwat/instant/atmosphereSingleLayer\n", "│ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ atmosphereSingleLayer float64 8B ...\n", @@ -148250,19 +148121,13 @@ "│ cwat (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: atmosphereSingleLayer\n", - "├── DataTree('cwork')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /cwork\n", "│ │ Attributes:\n", "│ │ name: Cloud work function\n", - "│ └── DataTree('avg')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /cwork/avg\n", "│ │ Attributes:\n", "│ │ stepType: avg\n", - "│ └── DataTree('atmosphereSingleLayer')\n", + "│ └── Group: /cwork/avg/atmosphereSingleLayer\n", "│ Dimensions: (time: 1, step: 1, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ atmosphereSingleLayer float64 8B ...\n", @@ -148275,19 +148140,13 @@ "│ cwork (time, step, latitude, longitude) float64 8MB ...\n", "│ Attributes:\n", "│ typeOfLevel: atmosphereSingleLayer\n", - "├── DataTree('d2m')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /d2m\n", "│ │ Attributes:\n", "│ │ name: 2 metre dewpoint temperature\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /d2m/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('heightAboveGround')\n", + "│ └── Group: /d2m/instant/heightAboveGround\n", "│ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ heightAboveGround float64 8B ...\n", @@ -148300,19 +148159,13 @@ "│ d2m (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: heightAboveGround\n", - "├── DataTree('fldcp')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /fldcp\n", "│ │ Attributes:\n", "│ │ name: Field Capacity\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /fldcp/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /fldcp/instant/surface\n", "│ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -148325,19 +148178,13 @@ "│ fldcp (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('fricv')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /fricv\n", "│ │ Attributes:\n", "│ │ name: Frictional velocity\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /fricv/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /fricv/instant/surface\n", "│ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -148350,19 +148197,13 @@ "│ fricv (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('fsr')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /fsr\n", "│ │ Attributes:\n", "│ │ name: Forecast surface roughness\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /fsr/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /fsr/instant/surface\n", "│ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -148375,19 +148216,13 @@ "│ fsr (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('gflux')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /gflux\n", "│ │ Attributes:\n", "│ │ name: Ground heat flux\n", - "│ └── DataTree('avg')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /gflux/avg\n", "│ │ Attributes:\n", "│ │ stepType: avg\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /gflux/avg/surface\n", "│ Dimensions: (time: 1, step: 1, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -148400,19 +148235,13 @@ "│ gflux (time, step, latitude, longitude) float64 8MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('gh')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /gh\n", "│ │ Attributes:\n", "│ │ name: Geopotential height\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /gh/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ ├── DataTree('cloudCeiling')\n", + "│ ├── Group: /gh/instant/cloudCeiling\n", "│ │ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ │ Coordinates:\n", "│ │ cloudCeiling float64 8B ...\n", @@ -148425,7 +148254,7 @@ "│ │ gh (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: cloudCeiling\n", - "│ ├── DataTree('highestTroposphericFreezing')\n", + "│ ├── Group: /gh/instant/highestTroposphericFreezing\n", "│ │ Dimensions: (time: 1, step: 2, latitude: 721,\n", "│ │ longitude: 1440)\n", "│ │ Coordinates:\n", @@ -148439,7 +148268,7 @@ "│ │ gh (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: highestTroposphericFreezing\n", - "│ ├── DataTree('isobaricInPa')\n", + "│ ├── Group: /gh/instant/isobaricInPa\n", "│ │ Dimensions: (time: 1, step: 2, isobaricInPa: 8, latitude: 721,\n", "│ │ longitude: 1440)\n", "│ │ Coordinates:\n", @@ -148453,7 +148282,7 @@ "│ │ gh (time, step, isobaricInPa, latitude, longitude) float64 133MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: isobaricInPa\n", - "│ ├── DataTree('isobaricInhPa')\n", + "│ ├── Group: /gh/instant/isobaricInhPa\n", "│ │ Dimensions: (time: 1, step: 2, isobaricInhPa: 33, latitude: 721,\n", "│ │ longitude: 1440)\n", "│ │ Coordinates:\n", @@ -148467,7 +148296,7 @@ "│ │ gh (time, step, isobaricInhPa, latitude, longitude) float64 548MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: isobaricInhPa\n", - "│ ├── DataTree('isothermZero')\n", + "│ ├── Group: /gh/instant/isothermZero\n", "│ │ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ │ Coordinates:\n", "│ │ isothermZero float64 8B ...\n", @@ -148480,7 +148309,7 @@ "│ │ gh (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: isothermZero\n", - "│ ├── DataTree('maxWind')\n", + "│ ├── Group: /gh/instant/maxWind\n", "│ │ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -148493,7 +148322,7 @@ "│ │ gh (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: maxWind\n", - "│ ├── DataTree('potentialVorticity')\n", + "│ ├── Group: /gh/instant/potentialVorticity\n", "│ │ Dimensions: (time: 1, step: 2, potentialVorticity: 2,\n", "│ │ latitude: 721, longitude: 1440)\n", "│ │ Coordinates:\n", @@ -148507,7 +148336,7 @@ "│ │ gh (time, step, potentialVorticity, latitude, longitude) float64 33MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: potentialVorticity\n", - "│ └── DataTree('tropopause')\n", + "│ └── Group: /gh/instant/tropopause\n", "│ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -148520,19 +148349,13 @@ "│ gh (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: tropopause\n", - "├── DataTree('grle')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /grle\n", "│ │ Attributes:\n", "│ │ name: Graupel (snow pellets)\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /grle/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ ├── DataTree('hybrid')\n", + "│ ├── Group: /grle/instant/hybrid\n", "│ │ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ │ Coordinates:\n", "│ │ hybrid float64 8B ...\n", @@ -148545,7 +148368,7 @@ "│ │ grle (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: hybrid\n", - "│ └── DataTree('isobaricInhPa')\n", + "│ └── Group: /grle/instant/isobaricInhPa\n", "│ Dimensions: (time: 1, step: 2, isobaricInhPa: 22, latitude: 721,\n", "│ longitude: 1440)\n", "│ Coordinates:\n", @@ -148559,19 +148382,13 @@ "│ grle (time, step, isobaricInhPa, latitude, longitude) float64 365MB ...\n", "│ Attributes:\n", "│ typeOfLevel: isobaricInhPa\n", - "├── DataTree('gust')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /gust\n", "│ │ Attributes:\n", "│ │ name: Wind speed (gust)\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /gust/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /gust/instant/surface\n", "│ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -148584,19 +148401,13 @@ "│ gust (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('hcc')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /hcc\n", "│ │ Attributes:\n", "│ │ name: High cloud cover\n", - "│ ├── DataTree('avg')\n", - "│ │ │ Dimensions: ()\n", - "│ │ │ Data variables:\n", - "│ │ │ *empty*\n", + "│ ├── Group: /hcc/avg\n", "│ │ │ Attributes:\n", "│ │ │ stepType: avg\n", - "│ │ └── DataTree('highCloudLayer')\n", + "│ │ └── Group: /hcc/avg/highCloudLayer\n", "│ │ Dimensions: (time: 1, step: 1, latitude: 721, longitude: 1440)\n", "│ │ Coordinates:\n", "│ │ highCloudLayer float64 8B ...\n", @@ -148609,13 +148420,10 @@ "│ │ hcc (time, step, latitude, longitude) float64 8MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: highCloudLayer\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /hcc/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('highCloudLayer')\n", + "│ └── Group: /hcc/instant/highCloudLayer\n", "│ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ highCloudLayer float64 8B ...\n", @@ -148628,19 +148436,13 @@ "│ hcc (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: highCloudLayer\n", - "├── DataTree('hindex')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /hindex\n", "│ │ Attributes:\n", "│ │ name: Haines Index\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /hindex/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /hindex/instant/surface\n", "│ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -148653,19 +148455,13 @@ "│ hindex (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('hlcy')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /hlcy\n", "│ │ Attributes:\n", "│ │ name: Storm relative helicity\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /hlcy/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('heightAboveGroundLayer')\n", + "│ └── Group: /hlcy/instant/heightAboveGroundLayer\n", "│ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -148677,19 +148473,13 @@ "│ hlcy (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: heightAboveGroundLayer\n", - "├── DataTree('icaht')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /icaht\n", "│ │ Attributes:\n", "│ │ name: ICAO Standard Atmosphere reference height\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /icaht/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ ├── DataTree('maxWind')\n", + "│ ├── Group: /icaht/instant/maxWind\n", "│ │ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -148702,7 +148492,7 @@ "│ │ icaht (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: maxWind\n", - "│ └── DataTree('tropopause')\n", + "│ └── Group: /icaht/instant/tropopause\n", "│ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -148715,19 +148505,13 @@ "│ icaht (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: tropopause\n", - "├── DataTree('icmr')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /icmr\n", "│ │ Attributes:\n", "│ │ name: Ice water mixing ratio\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /icmr/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ ├── DataTree('hybrid')\n", + "│ ├── Group: /icmr/instant/hybrid\n", "│ │ Dimensions: (time: 1, step: 2, latitude: 721, longitude: 1440)\n", "│ │ Coordinates:\n", "│ │ hybrid float64 8B ...\n", @@ -148740,7 +148524,7 @@ "│ │ icmr (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: hybrid\n", - "│ └── DataTree('isobaricInhPa')\n", + "│ └── Group: /icmr/instant/isobaricInhPa\n", "│ Dimensions: (time: 1, step: 2, isobaricInhPa: 22, latitude: 721,\n", "│ longitude: 1440)\n", "│ Coordinates:\n", @@ -148754,19 +148538,13 @@ "│ icmr (time, step, isobaricInhPa, latitude, longitude) float64 365MB ...\n", "│ Attributes:\n", "│ typeOfLevel: isobaricInhPa\n", - "├── DataTree('iegwss')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /iegwss\n", "│ │ Attributes:\n", "│ │ name: Instantaneous eastward gravity wave surface stress\n", - "│ └── DataTree('avg')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /iegwss/avg\n", "│ │ Attributes:\n", "│ │ stepType: avg\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /iegwss/avg/surface\n", "│ Dimensions: (time: 1, step: 1, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -148779,19 +148557,13 @@ "│ iegwss (time, step, latitude, longitude) float64 8MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('ingwss')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /ingwss\n", "│ │ Attributes:\n", "│ │ name: Instantaneous northward gravity wave surface stress\n", - "│ └── DataTree('avg')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /ingwss/avg\n", "│ │ Attributes:\n", "│ │ stepType: avg\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /ingwss/avg/surface\n", "│ Dimensions: (time: 1, step: 1, latitude: 721, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -148804,19 +148576,13 @@ "│ ingwss (time, step, latitude, longitude) float64 8MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('lcc')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /lcc\n", "│ │ Attributes:\n", "│ │ name: Low cloud cover\n", - "│ ├── DataTree('avg')\n", - "│ │ │ Dimensions: ()\n", - "│ │ │ Data variables:\n", - "│ │ │ *empty*\n", + "│ ├── Group: /lcc/avg\n", "│ │ │ Attributes:\n", "│ │ │ stepType: avg\n", - "│ │ └── DataTree('lowCloudLayer')\n", + "│ │ └── Group: /lcc/avg/lowCloudLayer\n", "│ │ Dimensions: (latitude: 721, time: 1, step: 1, longitude: 1440)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -148829,13 +148595,10 @@ "│ │ lcc (time, step, latitude, longitude) float64 8MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: lowCloudLayer\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /lcc/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('lowCloudLayer')\n", + "│ └── Group: /lcc/instant/lowCloudLayer\n", "│ Dimensions: (latitude: 721, time: 1, step: 2, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -148848,19 +148611,13 @@ "│ lcc (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: lowCloudLayer\n", - "├── DataTree('lftx')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /lftx\n", "│ │ Attributes:\n", "│ │ name: Surface lifted index\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /lftx/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /lftx/instant/surface\n", "│ Dimensions: (latitude: 721, time: 1, step: 2, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -148873,19 +148630,13 @@ "│ lftx (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('lftx4')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /lftx4\n", "│ │ Attributes:\n", "│ │ name: Best (4-layer) lifted index\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /lftx4/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /lftx4/instant/surface\n", "│ Dimensions: (latitude: 721, time: 1, step: 2, longitude: 1440)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -148898,19 +148649,13 @@ "│ lftx4 (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('lsm')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /lsm\n", "│ │ Attributes:\n", "│ │ name: Land-sea mask\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /lsm/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /lsm/instant/surface\n", "│ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -148923,19 +148668,13 @@ "│ lsm (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('mcc')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /mcc\n", "│ │ Attributes:\n", "│ │ name: Medium cloud cover\n", - "│ ├── DataTree('avg')\n", - "│ │ │ Dimensions: ()\n", - "│ │ │ Data variables:\n", - "│ │ │ *empty*\n", + "│ ├── Group: /mcc/avg\n", "│ │ │ Attributes:\n", "│ │ │ stepType: avg\n", - "│ │ └── DataTree('middleCloudLayer')\n", + "│ │ └── Group: /mcc/avg/middleCloudLayer\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 1)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.75 -90.0\n", @@ -148948,13 +148687,10 @@ "│ │ mcc (time, step, latitude, longitude) float64 8MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: middleCloudLayer\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /mcc/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('middleCloudLayer')\n", + "│ └── Group: /mcc/instant/middleCloudLayer\n", "│ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.75 -90.0\n", @@ -148967,19 +148703,13 @@ "│ mcc (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: middleCloudLayer\n", - "├── DataTree('mslet')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /mslet\n", "│ │ Attributes:\n", "│ │ name: MSLP (Eta model reduction)\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /mslet/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('meanSea')\n", + "│ └── Group: /mslet/instant/meanSea\n", "│ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -148992,19 +148722,13 @@ "│ mslet (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: meanSea\n", - "├── DataTree('mslhf')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /mslhf\n", "│ │ Attributes:\n", "│ │ name: Mean surface latent heat flux\n", - "│ └── DataTree('avg')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /mslhf/avg\n", "│ │ Attributes:\n", "│ │ stepType: avg\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /mslhf/avg/surface\n", "│ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 1)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -149017,19 +148741,13 @@ "│ mslhf (time, step, latitude, longitude) float64 8MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('msshf')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /msshf\n", "│ │ Attributes:\n", "│ │ name: Mean surface sensible heat flux\n", - "│ └── DataTree('avg')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /msshf/avg\n", "│ │ Attributes:\n", "│ │ stepType: avg\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /msshf/avg/surface\n", "│ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 1)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -149042,19 +148760,13 @@ "│ msshf (time, step, latitude, longitude) float64 8MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('o3mr')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /o3mr\n", "│ │ Attributes:\n", "│ │ name: Ozone mixing ratio\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /o3mr/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ ├── DataTree('isobaricInPa')\n", + "│ ├── Group: /o3mr/instant/isobaricInPa\n", "│ │ Dimensions: (isobaricInPa: 8, latitude: 721, longitude: 1440, time: 1,\n", "│ │ step: 2)\n", "│ │ Coordinates:\n", @@ -149068,7 +148780,7 @@ "│ │ o3mr (time, step, isobaricInPa, latitude, longitude) float64 133MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: isobaricInPa\n", - "│ └── DataTree('isobaricInhPa')\n", + "│ └── Group: /o3mr/instant/isobaricInhPa\n", "│ Dimensions: (isobaricInhPa: 33, latitude: 721, longitude: 1440, time: 1,\n", "│ step: 2)\n", "│ Coordinates:\n", @@ -149082,19 +148794,13 @@ "│ o3mr (time, step, isobaricInhPa, latitude, longitude) float64 548MB ...\n", "│ Attributes:\n", "│ typeOfLevel: isobaricInhPa\n", - "├── DataTree('orog')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /orog\n", "│ │ Attributes:\n", "│ │ name: Orography\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /orog/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /orog/instant/surface\n", "│ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -149107,19 +148813,13 @@ "│ orog (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('plpl')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /plpl\n", "│ │ Attributes:\n", "│ │ name: Pressure of level from which parcel was lifted\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /plpl/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('pressureFromGroundLayer')\n", + "│ └── Group: /plpl/instant/pressureFromGroundLayer\n", "│ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -149131,19 +148831,13 @@ "│ plpl (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: pressureFromGroundLayer\n", - "├── DataTree('prate')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /prate\n", "│ │ Attributes:\n", "│ │ name: Precipitation rate\n", - "│ ├── DataTree('avg')\n", - "│ │ │ Dimensions: ()\n", - "│ │ │ Data variables:\n", - "│ │ │ *empty*\n", + "│ ├── Group: /prate/avg\n", "│ │ │ Attributes:\n", "│ │ │ stepType: avg\n", - "│ │ └── DataTree('surface')\n", + "│ │ └── Group: /prate/avg/surface\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 1)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -149156,13 +148850,10 @@ "│ │ prate (time, step, latitude, longitude) float64 8MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: surface\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /prate/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /prate/instant/surface\n", "│ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -149175,19 +148866,13 @@ "│ prate (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('pres')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /pres\n", "│ │ Attributes:\n", "│ │ name: Pressure\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /pres/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ ├── DataTree('convectiveCloudBottom')\n", + "│ ├── Group: /pres/instant/convectiveCloudBottom\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 1)\n", "│ │ Coordinates:\n", "│ │ convectiveCloudBottom float64 8B ...\n", @@ -149200,7 +148885,7 @@ "│ │ pres (time, step, latitude, longitude) float64 8MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: convectiveCloudBottom\n", - "│ ├── DataTree('convectiveCloudTop')\n", + "│ ├── Group: /pres/instant/convectiveCloudTop\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 1)\n", "│ │ Coordinates:\n", "│ │ convectiveCloudTop float64 8B ...\n", @@ -149213,7 +148898,7 @@ "│ │ pres (time, step, latitude, longitude) float64 8MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: convectiveCloudTop\n", - "│ ├── DataTree('heightAboveGround')\n", + "│ ├── Group: /pres/instant/heightAboveGround\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ │ Coordinates:\n", "│ │ heightAboveGround float64 8B ...\n", @@ -149226,7 +148911,7 @@ "│ │ pres (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: heightAboveGround\n", - "│ ├── DataTree('maxWind')\n", + "│ ├── Group: /pres/instant/maxWind\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -149239,7 +148924,7 @@ "│ │ pres (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: maxWind\n", - "│ └── DataTree('potentialVorticity')\n", + "│ └── Group: /pres/instant/potentialVorticity\n", "│ Dimensions: (latitude: 721, longitude: 1440, potentialVorticity: 2,\n", "│ time: 1, step: 2)\n", "│ Coordinates:\n", @@ -149253,19 +148938,13 @@ "│ pres (time, step, potentialVorticity, latitude, longitude) float64 33MB ...\n", "│ Attributes:\n", "│ typeOfLevel: potentialVorticity\n", - "├── DataTree('prmsl')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /prmsl\n", "│ │ Attributes:\n", "│ │ name: Pressure reduced to MSL\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /prmsl/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('meanSea')\n", + "│ └── Group: /prmsl/instant/meanSea\n", "│ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -149278,19 +148957,13 @@ "│ prmsl (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: meanSea\n", - "├── DataTree('pt')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /pt\n", "│ │ Attributes:\n", "│ │ name: Potential temperature\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /pt/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('sigma')\n", + "│ └── Group: /pt/instant/sigma\n", "│ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -149303,19 +148976,13 @@ "│ pt (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: sigma\n", - "├── DataTree('pwat')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /pwat\n", "│ │ Attributes:\n", "│ │ name: Precipitable water\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /pwat/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('atmosphereSingleLayer')\n", + "│ └── Group: /pwat/instant/atmosphereSingleLayer\n", "│ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ Coordinates:\n", "│ atmosphereSingleLayer float64 8B ...\n", @@ -149328,19 +148995,13 @@ "│ pwat (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: atmosphereSingleLayer\n", - "├── DataTree('q')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /q\n", "│ │ Attributes:\n", "│ │ name: Specific humidity\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /q/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ ├── DataTree('heightAboveGround')\n", + "│ ├── Group: /q/instant/heightAboveGround\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ │ Coordinates:\n", "│ │ heightAboveGround float64 8B ...\n", @@ -149353,7 +149014,7 @@ "│ │ q (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: heightAboveGround\n", - "│ ├── DataTree('isobaricInPa')\n", + "│ ├── Group: /q/instant/isobaricInPa\n", "│ │ Dimensions: (isobaricInPa: 8, latitude: 721, longitude: 1440, time: 1,\n", "│ │ step: 2)\n", "│ │ Coordinates:\n", @@ -149367,7 +149028,7 @@ "│ │ q (time, step, isobaricInPa, latitude, longitude) float64 133MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: isobaricInPa\n", - "│ ├── DataTree('isobaricInhPa')\n", + "│ ├── Group: /q/instant/isobaricInhPa\n", "│ │ Dimensions: (isobaricInhPa: 33, latitude: 721, longitude: 1440, time: 1,\n", "│ │ step: 2)\n", "│ │ Coordinates:\n", @@ -149381,7 +149042,7 @@ "│ │ q (time, step, isobaricInhPa, latitude, longitude) float64 548MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: isobaricInhPa\n", - "│ └── DataTree('pressureFromGroundLayer')\n", + "│ └── Group: /q/instant/pressureFromGroundLayer\n", "│ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -149393,19 +149054,13 @@ "│ q (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: pressureFromGroundLayer\n", - "├── DataTree('r')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /r\n", "│ │ Attributes:\n", "│ │ name: Relative humidity\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /r/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ ├── DataTree('atmosphereSingleLayer')\n", + "│ ├── Group: /r/instant/atmosphereSingleLayer\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ │ Coordinates:\n", "│ │ atmosphereSingleLayer float64 8B ...\n", @@ -149418,7 +149073,7 @@ "│ │ r (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: atmosphereSingleLayer\n", - "│ ├── DataTree('highestTroposphericFreezing')\n", + "│ ├── Group: /r/instant/highestTroposphericFreezing\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, time: 1,\n", "│ │ step: 2)\n", "│ │ Coordinates:\n", @@ -149432,7 +149087,7 @@ "│ │ r (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: highestTroposphericFreezing\n", - "│ ├── DataTree('isobaricInPa')\n", + "│ ├── Group: /r/instant/isobaricInPa\n", "│ │ Dimensions: (isobaricInPa: 8, latitude: 721, longitude: 1440, time: 1,\n", "│ │ step: 2)\n", "│ │ Coordinates:\n", @@ -149446,7 +149101,7 @@ "│ │ r (time, step, isobaricInPa, latitude, longitude) float64 133MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: isobaricInPa\n", - "│ ├── DataTree('isobaricInhPa')\n", + "│ ├── Group: /r/instant/isobaricInhPa\n", "│ │ Dimensions: (isobaricInhPa: 33, latitude: 721, longitude: 1440, time: 1,\n", "│ │ step: 2)\n", "│ │ Coordinates:\n", @@ -149460,7 +149115,7 @@ "│ │ r (time, step, isobaricInhPa, latitude, longitude) float64 548MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: isobaricInhPa\n", - "│ ├── DataTree('isothermZero')\n", + "│ ├── Group: /r/instant/isothermZero\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ │ Coordinates:\n", "│ │ isothermZero float64 8B ...\n", @@ -149473,7 +149128,7 @@ "│ │ r (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: isothermZero\n", - "│ ├── DataTree('pressureFromGroundLayer')\n", + "│ ├── Group: /r/instant/pressureFromGroundLayer\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -149485,7 +149140,7 @@ "│ │ r (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: pressureFromGroundLayer\n", - "│ ├── DataTree('sigma')\n", + "│ ├── Group: /r/instant/sigma\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -149498,7 +149153,7 @@ "│ │ r (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: sigma\n", - "│ └── DataTree('sigmaLayer')\n", + "│ └── Group: /r/instant/sigmaLayer\n", "│ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -149510,19 +149165,13 @@ "│ r (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: sigmaLayer\n", - "├── DataTree('r2')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /r2\n", "│ │ Attributes:\n", "│ │ name: 2 metre relative humidity\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /r2/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('heightAboveGround')\n", + "│ └── Group: /r2/instant/heightAboveGround\n", "│ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ Coordinates:\n", "│ heightAboveGround float64 8B ...\n", @@ -149535,19 +149184,13 @@ "│ r2 (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: heightAboveGround\n", - "├── DataTree('refc')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /refc\n", "│ │ Attributes:\n", "│ │ name: Maximum/Composite radar reflectivity\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /refc/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('atmosphere')\n", + "│ └── Group: /refc/instant/atmosphere\n", "│ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ Coordinates:\n", "│ atmosphere float64 8B ...\n", @@ -149560,19 +149203,13 @@ "│ refc (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: atmosphere\n", - "├── DataTree('refd')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /refd\n", "│ │ Attributes:\n", "│ │ name: Derived radar reflectivity\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /refd/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ ├── DataTree('heightAboveGround')\n", + "│ ├── Group: /refd/instant/heightAboveGround\n", "│ │ Dimensions: (heightAboveGround: 2, latitude: 721, longitude: 1440,\n", "│ │ time: 1, step: 2)\n", "│ │ Coordinates:\n", @@ -149586,7 +149223,7 @@ "│ │ refd (time, step, heightAboveGround, latitude, longitude) float64 33MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: heightAboveGround\n", - "│ └── DataTree('hybrid')\n", + "│ └── Group: /refd/instant/hybrid\n", "│ Dimensions: (hybrid: 2, latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ Coordinates:\n", "│ * hybrid (hybrid) float64 16B 1.0 2.0\n", @@ -149599,19 +149236,13 @@ "│ refd (time, step, hybrid, latitude, longitude) float64 33MB ...\n", "│ Attributes:\n", "│ typeOfLevel: hybrid\n", - "├── DataTree('rwmr')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /rwmr\n", "│ │ Attributes:\n", "│ │ name: Rain mixing ratio\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /rwmr/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ ├── DataTree('hybrid')\n", + "│ ├── Group: /rwmr/instant/hybrid\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ │ Coordinates:\n", "│ │ hybrid float64 8B ...\n", @@ -149624,7 +149255,7 @@ "│ │ rwmr (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: hybrid\n", - "│ └── DataTree('isobaricInhPa')\n", + "│ └── Group: /rwmr/instant/isobaricInhPa\n", "│ Dimensions: (isobaricInhPa: 22, latitude: 721, longitude: 1440, time: 1,\n", "│ step: 2)\n", "│ Coordinates:\n", @@ -149638,19 +149269,13 @@ "│ rwmr (time, step, isobaricInhPa, latitude, longitude) float64 365MB ...\n", "│ Attributes:\n", "│ typeOfLevel: isobaricInhPa\n", - "├── DataTree('sde')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /sde\n", "│ │ Attributes:\n", "│ │ name: Snow depth\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /sde/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /sde/instant/surface\n", "│ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -149663,19 +149288,13 @@ "│ sde (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('sdlwrf')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /sdlwrf\n", "│ │ Attributes:\n", "│ │ name: Surface downward long-wave radiation flux\n", - "│ └── DataTree('avg')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /sdlwrf/avg\n", "│ │ Attributes:\n", "│ │ stepType: avg\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /sdlwrf/avg/surface\n", "│ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 1)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -149688,19 +149307,13 @@ "│ sdlwrf (time, step, latitude, longitude) float64 8MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('sdswrf')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /sdswrf\n", "│ │ Attributes:\n", "│ │ name: Surface downward short-wave radiation flux\n", - "│ └── DataTree('avg')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /sdswrf/avg\n", "│ │ Attributes:\n", "│ │ stepType: avg\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /sdswrf/avg/surface\n", "│ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 1)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -149713,19 +149326,13 @@ "│ sdswrf (time, step, latitude, longitude) float64 8MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('sdwe')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /sdwe\n", "│ │ Attributes:\n", "│ │ name: Water equivalent of accumulated snow depth (deprecated)\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /sdwe/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /sdwe/instant/surface\n", "│ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -149738,19 +149345,13 @@ "│ sdwe (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('sh2')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /sh2\n", "│ │ Attributes:\n", "│ │ name: 2 metre specific humidity\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /sh2/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('heightAboveGround')\n", + "│ └── Group: /sh2/instant/heightAboveGround\n", "│ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ Coordinates:\n", "│ heightAboveGround float64 8B ...\n", @@ -149763,19 +149364,13 @@ "│ sh2 (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: heightAboveGround\n", - "├── DataTree('siconc')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /siconc\n", "│ │ Attributes:\n", "│ │ name: Sea ice area fraction\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /siconc/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /siconc/instant/surface\n", "│ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -149788,19 +149383,13 @@ "│ siconc (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('sit')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /sit\n", "│ │ Attributes:\n", "│ │ name: Sea ice temperature\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /sit/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /sit/instant/surface\n", "│ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -149813,19 +149402,13 @@ "│ sit (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('sithick')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /sithick\n", "│ │ Attributes:\n", "│ │ name: Sea ice thickness\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /sithick/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /sithick/instant/surface\n", "│ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -149838,19 +149421,13 @@ "│ sithick (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('slt')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /slt\n", "│ │ Attributes:\n", "│ │ name: Soil type\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /slt/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /slt/instant/surface\n", "│ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -149863,19 +149440,13 @@ "│ slt (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('snmr')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /snmr\n", "│ │ Attributes:\n", "│ │ name: Snow mixing ratio\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /snmr/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ ├── DataTree('hybrid')\n", + "│ ├── Group: /snmr/instant/hybrid\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ │ Coordinates:\n", "│ │ hybrid float64 8B ...\n", @@ -149888,7 +149459,7 @@ "│ │ snmr (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: hybrid\n", - "│ └── DataTree('isobaricInhPa')\n", + "│ └── Group: /snmr/instant/isobaricInhPa\n", "│ Dimensions: (isobaricInhPa: 22, latitude: 721, longitude: 1440, time: 1,\n", "│ step: 2)\n", "│ Coordinates:\n", @@ -149902,19 +149473,13 @@ "│ snmr (time, step, isobaricInhPa, latitude, longitude) float64 365MB ...\n", "│ Attributes:\n", "│ typeOfLevel: isobaricInhPa\n", - "├── DataTree('soill')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /soill\n", "│ │ Attributes:\n", "│ │ name: Liquid volumetric soil moisture (non-frozen)\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /soill/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('depthBelowLandLayer')\n", + "│ └── Group: /soill/instant/depthBelowLandLayer\n", "│ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -149926,19 +149491,13 @@ "│ soill (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: depthBelowLandLayer\n", - "├── DataTree('soilw')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /soilw\n", "│ │ Attributes:\n", "│ │ name: Volumetric soil moisture content\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /soilw/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('depthBelowLandLayer')\n", + "│ └── Group: /soilw/instant/depthBelowLandLayer\n", "│ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -149950,19 +149509,13 @@ "│ soilw (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: depthBelowLandLayer\n", - "├── DataTree('sp')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /sp\n", "│ │ Attributes:\n", "│ │ name: Surface pressure\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /sp/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /sp/instant/surface\n", "│ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -149975,19 +149528,13 @@ "│ sp (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('st')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /st\n", "│ │ Attributes:\n", "│ │ name: Soil temperature\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /st/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('depthBelowLandLayer')\n", + "│ └── Group: /st/instant/depthBelowLandLayer\n", "│ Dimensions: (latitude: 721, longitude: 1440, time: 1, step: 2)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -149999,19 +149546,13 @@ "│ st (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: depthBelowLandLayer\n", - "├── DataTree('sulwrf')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /sulwrf\n", "│ │ Attributes:\n", "│ │ name: Surface upward long-wave radiation flux\n", - "│ └── DataTree('avg')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /sulwrf/avg\n", "│ │ Attributes:\n", "│ │ stepType: avg\n", - "│ ├── DataTree('nominalTop')\n", + "│ ├── Group: /sulwrf/avg/nominalTop\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, step: 1, time: 1)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -150024,7 +149565,7 @@ "│ │ sulwrf (time, step, latitude, longitude) float64 8MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: nominalTop\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /sulwrf/avg/surface\n", "│ Dimensions: (latitude: 721, longitude: 1440, step: 1, time: 1)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -150037,19 +149578,13 @@ "│ sulwrf (time, step, latitude, longitude) float64 8MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('suswrf')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /suswrf\n", "│ │ Attributes:\n", "│ │ name: Surface upward short-wave radiation flux\n", - "│ └── DataTree('avg')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /suswrf/avg\n", "│ │ Attributes:\n", "│ │ stepType: avg\n", - "│ ├── DataTree('nominalTop')\n", + "│ ├── Group: /suswrf/avg/nominalTop\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, step: 1, time: 1)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -150062,7 +149597,7 @@ "│ │ suswrf (time, step, latitude, longitude) float64 8MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: nominalTop\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /suswrf/avg/surface\n", "│ Dimensions: (latitude: 721, longitude: 1440, step: 1, time: 1)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -150075,19 +149610,13 @@ "│ suswrf (time, step, latitude, longitude) float64 8MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('t')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /t\n", "│ │ Attributes:\n", "│ │ name: Temperature\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /t/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ ├── DataTree('heightAboveGround')\n", + "│ ├── Group: /t/instant/heightAboveGround\n", "│ │ Dimensions: (heightAboveGround: 2, latitude: 721, longitude: 1440,\n", "│ │ step: 2, time: 1)\n", "│ │ Coordinates:\n", @@ -150101,7 +149630,7 @@ "│ │ t (time, step, heightAboveGround, latitude, longitude) float64 33MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: heightAboveGround\n", - "│ ├── DataTree('heightAboveSea')\n", + "│ ├── Group: /t/instant/heightAboveSea\n", "│ │ Dimensions: (heightAboveSea: 3, latitude: 721, longitude: 1440,\n", "│ │ step: 2, time: 1)\n", "│ │ Coordinates:\n", @@ -150115,7 +149644,7 @@ "│ │ t (time, step, heightAboveSea, latitude, longitude) float64 50MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: heightAboveSea\n", - "│ ├── DataTree('isobaricInPa')\n", + "│ ├── Group: /t/instant/isobaricInPa\n", "│ │ Dimensions: (isobaricInPa: 8, latitude: 721, longitude: 1440, step: 2,\n", "│ │ time: 1)\n", "│ │ Coordinates:\n", @@ -150129,7 +149658,7 @@ "│ │ t (time, step, isobaricInPa, latitude, longitude) float64 133MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: isobaricInPa\n", - "│ ├── DataTree('isobaricInhPa')\n", + "│ ├── Group: /t/instant/isobaricInhPa\n", "│ │ Dimensions: (isobaricInhPa: 33, latitude: 721, longitude: 1440, step: 2,\n", "│ │ time: 1)\n", "│ │ Coordinates:\n", @@ -150143,7 +149672,7 @@ "│ │ t (time, step, isobaricInhPa, latitude, longitude) float64 548MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: isobaricInhPa\n", - "│ ├── DataTree('maxWind')\n", + "│ ├── Group: /t/instant/maxWind\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -150156,7 +149685,7 @@ "│ │ t (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: maxWind\n", - "│ ├── DataTree('potentialVorticity')\n", + "│ ├── Group: /t/instant/potentialVorticity\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, potentialVorticity: 2,\n", "│ │ step: 2, time: 1)\n", "│ │ Coordinates:\n", @@ -150170,7 +149699,7 @@ "│ │ t (time, step, potentialVorticity, latitude, longitude) float64 33MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: potentialVorticity\n", - "│ ├── DataTree('pressureFromGroundLayer')\n", + "│ ├── Group: /t/instant/pressureFromGroundLayer\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -150182,7 +149711,7 @@ "│ │ t (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: pressureFromGroundLayer\n", - "│ ├── DataTree('sigma')\n", + "│ ├── Group: /t/instant/sigma\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -150195,7 +149724,7 @@ "│ │ t (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: sigma\n", - "│ ├── DataTree('surface')\n", + "│ ├── Group: /t/instant/surface\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -150208,7 +149737,7 @@ "│ │ t (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: surface\n", - "│ └── DataTree('tropopause')\n", + "│ └── Group: /t/instant/tropopause\n", "│ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -150221,19 +149750,13 @@ "│ t (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: tropopause\n", - "├── DataTree('t2m')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /t2m\n", "│ │ Attributes:\n", "│ │ name: 2 metre temperature\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /t2m/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('heightAboveGround')\n", + "│ └── Group: /t2m/instant/heightAboveGround\n", "│ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ Coordinates:\n", "│ heightAboveGround float64 8B ...\n", @@ -150246,19 +149769,13 @@ "│ t2m (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: heightAboveGround\n", - "├── DataTree('tcc')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /tcc\n", "│ │ Attributes:\n", "│ │ name: Total Cloud Cover\n", - "│ ├── DataTree('avg')\n", - "│ │ │ Dimensions: ()\n", - "│ │ │ Data variables:\n", - "│ │ │ *empty*\n", + "│ ├── Group: /tcc/avg\n", "│ │ │ Attributes:\n", "│ │ │ stepType: avg\n", - "│ │ ├── DataTree('atmosphere')\n", + "│ │ ├── Group: /tcc/avg/atmosphere\n", "│ │ │ Dimensions: (latitude: 721, longitude: 1440, step: 1, time: 1)\n", "│ │ │ Coordinates:\n", "│ │ │ atmosphere float64 8B ...\n", @@ -150271,7 +149788,7 @@ "│ │ │ tcc (time, step, latitude, longitude) float64 8MB ...\n", "│ │ │ Attributes:\n", "│ │ │ typeOfLevel: atmosphere\n", - "│ │ └── DataTree('boundaryLayerCloudLayer')\n", + "│ │ └── Group: /tcc/avg/boundaryLayerCloudLayer\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, step: 1, time: 1)\n", "│ │ Coordinates:\n", "│ │ boundaryLayerCloudLayer float64 8B ...\n", @@ -150284,13 +149801,10 @@ "│ │ tcc (time, step, latitude, longitude) float64 8MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: boundaryLayerCloudLayer\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /tcc/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ ├── DataTree('atmosphere')\n", + "│ ├── Group: /tcc/instant/atmosphere\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ │ Coordinates:\n", "│ │ atmosphere float64 8B ...\n", @@ -150303,7 +149817,7 @@ "│ │ tcc (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: atmosphere\n", - "│ ├── DataTree('convectiveCloudLayer')\n", + "│ ├── Group: /tcc/instant/convectiveCloudLayer\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, step: 1, time: 1)\n", "│ │ Coordinates:\n", "│ │ convectiveCloudLayer float64 8B ...\n", @@ -150316,7 +149830,7 @@ "│ │ tcc (time, step, latitude, longitude) float64 8MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: convectiveCloudLayer\n", - "│ └── DataTree('isobaricInhPa')\n", + "│ └── Group: /tcc/instant/isobaricInhPa\n", "│ Dimensions: (isobaricInhPa: 22, latitude: 721, longitude: 1440, step: 2,\n", "│ time: 1)\n", "│ Coordinates:\n", @@ -150330,19 +149844,13 @@ "│ tcc (time, step, isobaricInhPa, latitude, longitude) float64 365MB ...\n", "│ Attributes:\n", "│ typeOfLevel: isobaricInhPa\n", - "├── DataTree('tmax')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /tmax\n", "│ │ Attributes:\n", "│ │ name: Maximum temperature\n", - "│ └── DataTree('max')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /tmax/max\n", "│ │ Attributes:\n", "│ │ stepType: max\n", - "│ └── DataTree('heightAboveGround')\n", + "│ └── Group: /tmax/max/heightAboveGround\n", "│ Dimensions: (latitude: 721, longitude: 1440, step: 1, time: 1)\n", "│ Coordinates:\n", "│ heightAboveGround float64 8B ...\n", @@ -150355,19 +149863,13 @@ "│ tmax (time, step, latitude, longitude) float64 8MB ...\n", "│ Attributes:\n", "│ typeOfLevel: heightAboveGround\n", - "├── DataTree('tmin')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /tmin\n", "│ │ Attributes:\n", "│ │ name: Minimum temperature\n", - "│ └── DataTree('min')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /tmin/min\n", "│ │ Attributes:\n", "│ │ stepType: min\n", - "│ └── DataTree('heightAboveGround')\n", + "│ └── Group: /tmin/min/heightAboveGround\n", "│ Dimensions: (latitude: 721, longitude: 1440, step: 1, time: 1)\n", "│ Coordinates:\n", "│ heightAboveGround float64 8B ...\n", @@ -150380,19 +149882,13 @@ "│ tmin (time, step, latitude, longitude) float64 8MB ...\n", "│ Attributes:\n", "│ typeOfLevel: heightAboveGround\n", - "├── DataTree('tozne')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /tozne\n", "│ │ Attributes:\n", "│ │ name: Total ozone\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /tozne/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('atmosphereSingleLayer')\n", + "│ └── Group: /tozne/instant/atmosphereSingleLayer\n", "│ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ Coordinates:\n", "│ atmosphereSingleLayer float64 8B ...\n", @@ -150405,19 +149901,13 @@ "│ tozne (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: atmosphereSingleLayer\n", - "├── DataTree('tp')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /tp\n", "│ │ Attributes:\n", "│ │ name: Total Precipitation\n", - "│ └── DataTree('accum')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /tp/accum\n", "│ │ Attributes:\n", "│ │ stepType: accum\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /tp/accum/surface\n", "│ Dimensions: (latitude: 721, longitude: 1440, step: 1, time: 1)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -150430,19 +149920,13 @@ "│ tp (time, step, latitude, longitude) float64 8MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('trpp')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /trpp\n", "│ │ Attributes:\n", "│ │ name: Tropopause pressure\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /trpp/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('tropopause')\n", + "│ └── Group: /trpp/instant/tropopause\n", "│ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -150455,19 +149939,13 @@ "│ trpp (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: tropopause\n", - "├── DataTree('u')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /u\n", "│ │ Attributes:\n", "│ │ name: U component of wind\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /u/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ ├── DataTree('heightAboveGround')\n", + "│ ├── Group: /u/instant/heightAboveGround\n", "│ │ Dimensions: (heightAboveGround: 5, latitude: 721, longitude: 1440,\n", "│ │ step: 2, time: 1)\n", "│ │ Coordinates:\n", @@ -150481,7 +149959,7 @@ "│ │ u (time, step, heightAboveGround, latitude, longitude) float64 83MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: heightAboveGround\n", - "│ ├── DataTree('heightAboveSea')\n", + "│ ├── Group: /u/instant/heightAboveSea\n", "│ │ Dimensions: (heightAboveSea: 3, latitude: 721, longitude: 1440,\n", "│ │ step: 2, time: 1)\n", "│ │ Coordinates:\n", @@ -150495,7 +149973,7 @@ "│ │ u (time, step, heightAboveSea, latitude, longitude) float64 50MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: heightAboveSea\n", - "│ ├── DataTree('isobaricInPa')\n", + "│ ├── Group: /u/instant/isobaricInPa\n", "│ │ Dimensions: (isobaricInPa: 8, latitude: 721, longitude: 1440, step: 2,\n", "│ │ time: 1)\n", "│ │ Coordinates:\n", @@ -150509,7 +149987,7 @@ "│ │ u (time, step, isobaricInPa, latitude, longitude) float64 133MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: isobaricInPa\n", - "│ ├── DataTree('isobaricInhPa')\n", + "│ ├── Group: /u/instant/isobaricInhPa\n", "│ │ Dimensions: (isobaricInhPa: 33, latitude: 721, longitude: 1440, step: 2,\n", "│ │ time: 1)\n", "│ │ Coordinates:\n", @@ -150523,7 +150001,7 @@ "│ │ u (time, step, isobaricInhPa, latitude, longitude) float64 548MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: isobaricInhPa\n", - "│ ├── DataTree('maxWind')\n", + "│ ├── Group: /u/instant/maxWind\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -150536,7 +150014,7 @@ "│ │ u (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: maxWind\n", - "│ ├── DataTree('planetaryBoundaryLayer')\n", + "│ ├── Group: /u/instant/planetaryBoundaryLayer\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 ... -89.75 -90.0\n", @@ -150549,7 +150027,7 @@ "│ │ u (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: planetaryBoundaryLayer\n", - "│ ├── DataTree('potentialVorticity')\n", + "│ ├── Group: /u/instant/potentialVorticity\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, potentialVorticity: 2,\n", "│ │ step: 2, time: 1)\n", "│ │ Coordinates:\n", @@ -150563,7 +150041,7 @@ "│ │ u (time, step, potentialVorticity, latitude, longitude) float64 33MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: potentialVorticity\n", - "│ ├── DataTree('pressureFromGroundLayer')\n", + "│ ├── Group: /u/instant/pressureFromGroundLayer\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -150575,7 +150053,7 @@ "│ │ u (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: pressureFromGroundLayer\n", - "│ ├── DataTree('sigma')\n", + "│ ├── Group: /u/instant/sigma\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -150588,7 +150066,7 @@ "│ │ u (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: sigma\n", - "│ └── DataTree('tropopause')\n", + "│ └── Group: /u/instant/tropopause\n", "│ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -150601,19 +150079,13 @@ "│ u (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: tropopause\n", - "├── DataTree('u10')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /u10\n", "│ │ Attributes:\n", "│ │ name: 10 metre U wind component\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /u10/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('heightAboveGround')\n", + "│ └── Group: /u10/instant/heightAboveGround\n", "│ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ Coordinates:\n", "│ heightAboveGround float64 8B ...\n", @@ -150626,19 +150098,13 @@ "│ u10 (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: heightAboveGround\n", - "├── DataTree('u100')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /u100\n", "│ │ Attributes:\n", "│ │ name: 100 metre U wind component\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /u100/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('heightAboveGround')\n", + "│ └── Group: /u100/instant/heightAboveGround\n", "│ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ Coordinates:\n", "│ heightAboveGround float64 8B ...\n", @@ -150651,19 +150117,13 @@ "│ u100 (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: heightAboveGround\n", - "├── DataTree('ustm')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /ustm\n", "│ │ Attributes:\n", "│ │ name: U-component storm motion\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /ustm/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('heightAboveGroundLayer')\n", + "│ └── Group: /ustm/instant/heightAboveGroundLayer\n", "│ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -150675,19 +150135,13 @@ "│ ustm (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: heightAboveGroundLayer\n", - "├── DataTree('utaua')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /utaua\n", "│ │ Attributes:\n", "│ │ name: U-component of atmospheric surface momentum flux\n", - "│ └── DataTree('avg')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /utaua/avg\n", "│ │ Attributes:\n", "│ │ stepType: avg\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /utaua/avg/surface\n", "│ Dimensions: (latitude: 721, longitude: 1440, step: 1, time: 1)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -150700,19 +150154,13 @@ "│ utaua (time, step, latitude, longitude) float64 8MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('v')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /v\n", "│ │ Attributes:\n", "│ │ name: V component of wind\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /v/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ ├── DataTree('heightAboveGround')\n", + "│ ├── Group: /v/instant/heightAboveGround\n", "│ │ Dimensions: (heightAboveGround: 5, latitude: 721, longitude: 1440,\n", "│ │ step: 2, time: 1)\n", "│ │ Coordinates:\n", @@ -150726,7 +150174,7 @@ "│ │ v (time, step, heightAboveGround, latitude, longitude) float64 83MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: heightAboveGround\n", - "│ ├── DataTree('heightAboveSea')\n", + "│ ├── Group: /v/instant/heightAboveSea\n", "│ │ Dimensions: (heightAboveSea: 3, latitude: 721, longitude: 1440,\n", "│ │ step: 2, time: 1)\n", "│ │ Coordinates:\n", @@ -150740,7 +150188,7 @@ "│ │ v (time, step, heightAboveSea, latitude, longitude) float64 50MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: heightAboveSea\n", - "│ ├── DataTree('isobaricInPa')\n", + "│ ├── Group: /v/instant/isobaricInPa\n", "│ │ Dimensions: (isobaricInPa: 8, latitude: 721, longitude: 1440, step: 2,\n", "│ │ time: 1)\n", "│ │ Coordinates:\n", @@ -150754,7 +150202,7 @@ "│ │ v (time, step, isobaricInPa, latitude, longitude) float64 133MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: isobaricInPa\n", - "│ ├── DataTree('isobaricInhPa')\n", + "│ ├── Group: /v/instant/isobaricInhPa\n", "│ │ Dimensions: (isobaricInhPa: 33, latitude: 721, longitude: 1440, step: 2,\n", "│ │ time: 1)\n", "│ │ Coordinates:\n", @@ -150768,7 +150216,7 @@ "│ │ v (time, step, isobaricInhPa, latitude, longitude) float64 548MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: isobaricInhPa\n", - "│ ├── DataTree('maxWind')\n", + "│ ├── Group: /v/instant/maxWind\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -150781,7 +150229,7 @@ "│ │ v (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: maxWind\n", - "│ ├── DataTree('planetaryBoundaryLayer')\n", + "│ ├── Group: /v/instant/planetaryBoundaryLayer\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 ... -89.75 -90.0\n", @@ -150794,7 +150242,7 @@ "│ │ v (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: planetaryBoundaryLayer\n", - "│ ├── DataTree('potentialVorticity')\n", + "│ ├── Group: /v/instant/potentialVorticity\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, potentialVorticity: 2,\n", "│ │ step: 2, time: 1)\n", "│ │ Coordinates:\n", @@ -150808,7 +150256,7 @@ "│ │ v (time, step, potentialVorticity, latitude, longitude) float64 33MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: potentialVorticity\n", - "│ ├── DataTree('pressureFromGroundLayer')\n", + "│ ├── Group: /v/instant/pressureFromGroundLayer\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -150820,7 +150268,7 @@ "│ │ v (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: pressureFromGroundLayer\n", - "│ ├── DataTree('sigma')\n", + "│ ├── Group: /v/instant/sigma\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ │ Coordinates:\n", "│ │ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -150833,7 +150281,7 @@ "│ │ v (time, step, latitude, longitude) float64 17MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: sigma\n", - "│ └── DataTree('tropopause')\n", + "│ └── Group: /v/instant/tropopause\n", "│ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -150846,19 +150294,13 @@ "│ v (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: tropopause\n", - "├── DataTree('v10')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /v10\n", "│ │ Attributes:\n", "│ │ name: 10 metre V wind component\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /v10/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('heightAboveGround')\n", + "│ └── Group: /v10/instant/heightAboveGround\n", "│ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ Coordinates:\n", "│ heightAboveGround float64 8B ...\n", @@ -150871,19 +150313,13 @@ "│ v10 (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: heightAboveGround\n", - "├── DataTree('v100')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /v100\n", "│ │ Attributes:\n", "│ │ name: 100 metre V wind component\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /v100/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('heightAboveGround')\n", + "│ └── Group: /v100/instant/heightAboveGround\n", "│ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ Coordinates:\n", "│ heightAboveGround float64 8B ...\n", @@ -150896,19 +150332,13 @@ "│ v100 (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: heightAboveGround\n", - "├── DataTree('veg')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /veg\n", "│ │ Attributes:\n", "│ │ name: Vegetation\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /veg/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /veg/instant/surface\n", "│ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -150921,19 +150351,13 @@ "│ veg (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('vis')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /vis\n", "│ │ Attributes:\n", "│ │ name: Visibility\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /vis/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /vis/instant/surface\n", "│ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -150946,19 +150370,13 @@ "│ vis (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('vstm')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /vstm\n", "│ │ Attributes:\n", "│ │ name: V-component storm motion\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /vstm/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('heightAboveGroundLayer')\n", + "│ └── Group: /vstm/instant/heightAboveGroundLayer\n", "│ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -150970,19 +150388,13 @@ "│ vstm (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: heightAboveGroundLayer\n", - "├── DataTree('vtaua')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /vtaua\n", "│ │ Attributes:\n", "│ │ name: V-component of atmospheric surface momentum flux\n", - "│ └── DataTree('avg')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /vtaua/avg\n", "│ │ Attributes:\n", "│ │ stepType: avg\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /vtaua/avg/surface\n", "│ Dimensions: (latitude: 721, longitude: 1440, step: 1, time: 1)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -150995,19 +150407,13 @@ "│ vtaua (time, step, latitude, longitude) float64 8MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('vwsh')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /vwsh\n", "│ │ Attributes:\n", "│ │ name: Vertical speed shear\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /vwsh/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ ├── DataTree('potentialVorticity')\n", + "│ ├── Group: /vwsh/instant/potentialVorticity\n", "│ │ Dimensions: (latitude: 721, longitude: 1440, potentialVorticity: 2,\n", "│ │ step: 2, time: 1)\n", "│ │ Coordinates:\n", @@ -151021,7 +150427,7 @@ "│ │ vwsh (time, step, potentialVorticity, latitude, longitude) float64 33MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: potentialVorticity\n", - "│ └── DataTree('tropopause')\n", + "│ └── Group: /vwsh/instant/tropopause\n", "│ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -151034,19 +150440,13 @@ "│ vwsh (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: tropopause\n", - "├── DataTree('w')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /w\n", "│ │ Attributes:\n", "│ │ name: Vertical velocity\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /w/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ ├── DataTree('isobaricInPa')\n", + "│ ├── Group: /w/instant/isobaricInPa\n", "│ │ Dimensions: (isobaricInPa: 8, latitude: 721, longitude: 1440, step: 2,\n", "│ │ time: 1)\n", "│ │ Coordinates:\n", @@ -151060,7 +150460,7 @@ "│ │ w (time, step, isobaricInPa, latitude, longitude) float64 133MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: isobaricInPa\n", - "│ ├── DataTree('isobaricInhPa')\n", + "│ ├── Group: /w/instant/isobaricInhPa\n", "│ │ Dimensions: (isobaricInhPa: 33, latitude: 721, longitude: 1440, step: 2,\n", "│ │ time: 1)\n", "│ │ Coordinates:\n", @@ -151074,7 +150474,7 @@ "│ │ w (time, step, isobaricInhPa, latitude, longitude) float64 548MB ...\n", "│ │ Attributes:\n", "│ │ typeOfLevel: isobaricInhPa\n", - "│ └── DataTree('sigma')\n", + "│ └── Group: /w/instant/sigma\n", "│ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -151087,19 +150487,13 @@ "│ w (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: sigma\n", - "├── DataTree('watr')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /watr\n", "│ │ Attributes:\n", "│ │ name: Water runoff\n", - "│ └── DataTree('accum')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /watr/accum\n", "│ │ Attributes:\n", "│ │ stepType: accum\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /watr/accum/surface\n", "│ Dimensions: (latitude: 721, longitude: 1440, step: 1, time: 1)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -151112,19 +150506,13 @@ "│ watr (time, step, latitude, longitude) float64 8MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "├── DataTree('wilt')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "├── Group: /wilt\n", "│ │ Attributes:\n", "│ │ name: Wilting Point\n", - "│ └── DataTree('instant')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /wilt/instant\n", "│ │ Attributes:\n", "│ │ stepType: instant\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /wilt/instant/surface\n", "│ Dimensions: (latitude: 721, longitude: 1440, step: 2, time: 1)\n", "│ Coordinates:\n", "│ * latitude (latitude) float64 6kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n", @@ -151137,19 +150525,13 @@ "│ wilt (time, step, latitude, longitude) float64 17MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "└── DataTree('wz')\n", - " │ Dimensions: ()\n", - " │ Data variables:\n", - " │ *empty*\n", + "└── Group: /wz\n", " │ Attributes:\n", " │ name: Geometric vertical velocity\n", - " └── DataTree('instant')\n", - " │ Dimensions: ()\n", - " │ Data variables:\n", - " │ *empty*\n", + " └── Group: /wz/instant\n", " │ Attributes:\n", " │ stepType: instant\n", - " ├── DataTree('isobaricInPa')\n", + " ├── Group: /wz/instant/isobaricInPa\n", " │ Dimensions: (isobaricInPa: 8, latitude: 721, longitude: 1440, step: 2,\n", " │ time: 1)\n", " │ Coordinates:\n", @@ -151163,7 +150545,7 @@ " │ wz (time, step, isobaricInPa, latitude, longitude) float64 133MB ...\n", " │ Attributes:\n", " │ typeOfLevel: isobaricInPa\n", - " └── DataTree('isobaricInhPa')\n", + " └── Group: /wz/instant/isobaricInhPa\n", " Dimensions: (isobaricInhPa: 33, latitude: 721, longitude: 1440, step: 2,\n", " time: 1)\n", " Coordinates:\n", @@ -151179,7 +150561,7 @@ " typeOfLevel: isobaricInhPa" ] }, - "execution_count": 9, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -151187,7 +150569,7 @@ "source": [ "# The grib_tree can be opened directly using either zarr or xarray datatree\n", "# But this is too slow to build big aggregations\n", - "gfs_dt = datatree.open_datatree(fsspec.filesystem(\"reference\", fo=gfs_grib_tree_store).get_mapper(\"\"), engine=\"zarr\", consolidated=False)\n", + "gfs_dt = xr.open_datatree(fsspec.filesystem(\"reference\", fo=gfs_grib_tree_store).get_mapper(\"\"), engine=\"zarr\", consolidated=False)\n", "gfs_dt\n" ] }, @@ -151202,7 +150584,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -151474,7 +150856,7 @@ "[1400 rows x 12 columns]" ] }, - "execution_count": 11, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -151487,7 +150869,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -151547,7 +150929,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -151746,7 +151128,7 @@ "[743 rows x 6 columns]" ] }, - "execution_count": 15, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -151762,7 +151144,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -151874,7 +151256,7 @@ "599 gs://global-forecast-system/gfs.20230901/00/at... " ] }, - "execution_count": 16, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -151887,7 +151269,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -151901,11 +151283,11 @@ "name": "stderr", "output_type": "stream", "text": [ - "2024-10-27T21:32:13.087Z MainProcess MainThread WARNING:grib2-to-zarr:Dropping unknown variable in msg# 0. Compare with the grib idx file to help identify it and build an ecCodes local grib definitions file to fix it.\n", - "2024-10-27T21:32:13.218Z MainProcess MainThread WARNING:grib2-to-zarr:Dropping unknown variable in msg# 0. Compare with the grib idx file to help identify it and build an ecCodes local grib definitions file to fix it.\n", - "2024-10-27T21:32:14.657Z MainProcess MainThread WARNING:grib2-to-zarr:Dropping unknown variable in msg# 0. Compare with the grib idx file to help identify it and build an ecCodes local grib definitions file to fix it.\n", - "2024-10-27T21:32:15.407Z MainProcess MainThread WARNING:grib-indexing:The idx attribute mapping for gs://global-forecast-system/gfs.20230928/00/atmos/gfs.t00z.pgrb2.0p25.f006 is not unique for 4 variables: ['tp', 'tp', 'acpcp', 'acpcp']\n", - "2024-10-27T21:32:15.415Z MainProcess MainThread WARNING:grib-indexing:The grib hierarchy in gs://global-forecast-system/gfs.20230928/00/atmos/gfs.t00z.pgrb2.0p25.f006 is not unique for 29 variables: ['st', 'soilw', 'soill', 'st', 'soilw', 'soill', 'st', 'soilw', 'soill', 'st', 'soilw', 'soill', nan, nan, 'tp', 'tp', 'acpcp', 'acpcp', 'cape', 'cin', nan, 'r', 'r', 'r', 'r', 'cape', 'cin', 'cape', 'cin']\n" + "2024-10-28T21:34:25.606Z MainProcess MainThread WARNING:grib2-to-zarr:Dropping unknown variable in msg# 0. Compare with the grib idx file to help identify it and build an ecCodes local grib definitions file to fix it.\n", + "2024-10-28T21:34:25.759Z MainProcess MainThread WARNING:grib2-to-zarr:Dropping unknown variable in msg# 0. Compare with the grib idx file to help identify it and build an ecCodes local grib definitions file to fix it.\n", + "2024-10-28T21:34:27.760Z MainProcess MainThread WARNING:grib2-to-zarr:Dropping unknown variable in msg# 0. Compare with the grib idx file to help identify it and build an ecCodes local grib definitions file to fix it.\n", + "2024-10-28T21:34:28.586Z MainProcess MainThread WARNING:grib-indexing:The idx attribute mapping for gs://global-forecast-system/gfs.20230928/00/atmos/gfs.t00z.pgrb2.0p25.f006 is not unique for 4 variables: ['tp', 'tp', 'acpcp', 'acpcp']\n", + "2024-10-28T21:34:28.593Z MainProcess MainThread WARNING:grib-indexing:The grib hierarchy in gs://global-forecast-system/gfs.20230928/00/atmos/gfs.t00z.pgrb2.0p25.f006 is not unique for 29 variables: ['st', 'soilw', 'soill', 'st', 'soilw', 'soill', 'st', 'soilw', 'soill', 'st', 'soilw', 'soill', nan, nan, 'tp', 'tp', 'acpcp', 'acpcp', 'cape', 'cin', nan, 'r', 'r', 'r', 'r', 'cape', 'cin', 'cape', 'cin']\n" ] }, { @@ -152323,7 +151705,7 @@ "[743 rows x 18 columns]" ] }, - "execution_count": 21, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -152343,7 +151725,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -152615,7 +151997,7 @@ "[738 rows x 12 columns]" ] }, - "execution_count": 24, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -152633,7 +152015,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -152754,7 +152136,7 @@ "653 956316.0 None " ] }, - "execution_count": 25, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -152765,7 +152147,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -153037,7 +152419,7 @@ "[88560 rows x 12 columns]" ] }, - "execution_count": 26, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -153082,7 +152464,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -153109,7 +152491,7 @@ " dtype='datetime64[ns]', name='valid_time', length=120, freq='360min')]" ] }, - "execution_count": 28, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -153129,7 +152511,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -153142,7 +152524,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/dstuebe/bando/external/kerchunk/kerchunk/_grib_idx.py:330: PerformanceWarning: indexing past lexsort depth may impact performance.\n", + "/Users/dstuebe/bando/external/kerchunk/kerchunk/_grib_idx.py:347: PerformanceWarning: indexing past lexsort depth may impact performance.\n", " if lookup not in unique_groups:\n" ] } @@ -153163,7 +152545,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -153548,7 +152930,7 @@ "
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      <xarray.DatasetView> Size: 0B\n",
        "Dimensions:  ()\n",
        "Data variables:\n",
-       "    *empty*
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Surface downward short-wave radiation flux
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          • \n", "\n", "\n", "\n", @@ -155054,7 +154436,7 @@ "Data variables:\n", " *empty*\n", "Attributes:\n", - " name: 2 metre temperature
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • " + " typeOfLevel: heightAboveGround
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    • name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      2 metre temperature
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • " ], "text/plain": [ - "DataTree('None', parent=None)\n", - "├── DataTree('sdswrf')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "\n", + "Group: /\n", + "├── Group: /sdswrf\n", "│ │ Attributes:\n", "│ │ name: Surface downward short-wave radiation flux\n", - "│ └── DataTree('avg')\n", - "│ │ Dimensions: ()\n", - "│ │ Data variables:\n", - "│ │ *empty*\n", + "│ └── Group: /sdswrf/avg\n", "│ │ Attributes:\n", "│ │ stepType: avg\n", - "│ └── DataTree('surface')\n", + "│ └── Group: /sdswrf/avg/surface\n", "│ Dimensions: (latitude: 721, longitude: 1440, model_horizons: 1,\n", "│ valid_times: 120)\n", "│ Coordinates:\n", @@ -155843,19 +155220,13 @@ "│ sdswrf (model_horizons, valid_times, latitude, longitude) float64 997MB ...\n", "│ Attributes:\n", "│ typeOfLevel: surface\n", - "└── DataTree('t2m')\n", - " │ Dimensions: ()\n", - " │ Data variables:\n", - " │ *empty*\n", + "└── Group: /t2m\n", " │ Attributes:\n", " │ name: 2 metre temperature\n", - " └── DataTree('instant')\n", - " │ Dimensions: ()\n", - " │ Data variables:\n", - " │ *empty*\n", + " └── Group: /t2m/instant\n", " │ Attributes:\n", " │ stepType: instant\n", - " └── DataTree('heightAboveGround')\n", + " └── Group: /t2m/instant/heightAboveGround\n", " Dimensions: (latitude: 721, longitude: 1440, model_horizons: 1,\n", " valid_times: 120)\n", " Coordinates:\n", @@ -155872,19 +155243,19 @@ " typeOfLevel: heightAboveGround" ] }, - "execution_count": 30, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "gfs_dt = datatree.open_datatree(fsspec.filesystem(\"reference\", fo=gfs_store).get_mapper(\"\"), engine=\"zarr\", consolidated=False)\n", + "gfs_dt = xr.open_datatree(fsspec.filesystem(\"reference\", fo=gfs_store).get_mapper(\"\"), engine=\"zarr\", consolidated=False)\n", "gfs_dt" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -156290,20 +155661,20 @@ " GRIB_uvRelativeToGrid: 0\n", " long_name: Surface downward short-wave rad...\n", " standard_name: unknown\n", - " units: W m**-2
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            • GRIB_NV :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GRIB_Nx :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              1440
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GRIB_Ny :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              721
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GRIB_cfName :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              unknown
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GRIB_cfVarName :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              sdswrf
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GRIB_dataType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              fc
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GRIB_gridDefinitionDescription :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Latitude/longitude. Also called equidistant cylindrical, or Plate Carree
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GRIB_gridType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              regular_ll
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GRIB_iDirectionIncrementInDegrees :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              0.25
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GRIB_iScansNegatively :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GRIB_jDirectionIncrementInDegrees :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              0.25
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GRIB_jPointsAreConsecutive :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GRIB_jScansPositively :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GRIB_latitudeOfFirstGridPointInDegrees :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              90.0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GRIB_latitudeOfLastGridPointInDegrees :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              -90.0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GRIB_longitudeOfFirstGridPointInDegrees :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              0.0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GRIB_longitudeOfLastGridPointInDegrees :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              359.75
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GRIB_missingValue :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              3.4028234663852886e+38
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GRIB_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Surface downward short-wave radiation flux
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GRIB_numberOfPoints :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              1038240
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GRIB_paramId :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              260087
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GRIB_shortName :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              sdswrf
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GRIB_stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              avg
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GRIB_stepUnits :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              1
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GRIB_typeOfLevel :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              surface
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GRIB_units :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              W m**-2
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              GRIB_uvRelativeToGrid :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              long_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Surface downward short-wave radiation flux
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              standard_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              unknown
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              units :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              W m**-2
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • " ], "text/plain": [ " Size: 80B\n", @@ -156333,7 +155704,7 @@ " units: W m**-2" ] }, - "execution_count": 31, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -156347,7 +155718,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 19, "metadata": { "scrolled": true }, @@ -156749,21 +156120,21 @@ " GRIB_uvRelativeToGrid: 0\n", " long_name: 2 metre temperature\n", " standard_name: air_temperature\n", - " units: K
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              • GRIB_NV :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                GRIB_Nx :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                1440
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                GRIB_Ny :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                721
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                GRIB_cfName :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                air_temperature
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                GRIB_cfVarName :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                t2m
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                GRIB_dataType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                fc
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                GRIB_gridDefinitionDescription :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Latitude/longitude. Also called equidistant cylindrical, or Plate Carree
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                GRIB_gridType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                regular_ll
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                GRIB_iDirectionIncrementInDegrees :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                0.25
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                GRIB_iScansNegatively :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                GRIB_jDirectionIncrementInDegrees :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                0.25
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                GRIB_jPointsAreConsecutive :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                GRIB_jScansPositively :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                GRIB_latitudeOfFirstGridPointInDegrees :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                90.0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                GRIB_latitudeOfLastGridPointInDegrees :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                -90.0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                GRIB_longitudeOfFirstGridPointInDegrees :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                0.0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                GRIB_longitudeOfLastGridPointInDegrees :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                359.75
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                GRIB_missingValue :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                3.4028234663852886e+38
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                GRIB_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                2 metre temperature
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                GRIB_numberOfPoints :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                1038240
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                GRIB_paramId :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                167
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                GRIB_shortName :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                2t
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                GRIB_stepType :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                instant
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                GRIB_stepUnits :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                1
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                GRIB_typeOfLevel :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                heightAboveGround
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                GRIB_units :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                K
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                GRIB_uvRelativeToGrid :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                0
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                long_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                2 metre temperature
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                standard_name :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                air_temperature
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                units :
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                K
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                • " ], "text/plain": [ " Size: 80B\n", @@ -156794,7 +156165,7 @@ " units: K" ] }, - "execution_count": 32, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -156805,7 +156176,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 20, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -156818,10 +156189,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 33, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, @@ -156842,7 +156213,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 21, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -156855,10 +156226,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 34, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, @@ -156879,7 +156250,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 22, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -156892,10 +156263,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 35, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, @@ -156923,7 +156294,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -156935,16 +156306,16 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 37, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, diff --git a/kerchunk/_grib_idx.py b/kerchunk/_grib_idx.py index 45636dd..1c5ddbc 100644 --- a/kerchunk/_grib_idx.py +++ b/kerchunk/_grib_idx.py @@ -82,9 +82,9 @@ from typing import Iterable, Dict, Optional, Callable, Any import numpy as np import pandas as pd +import xarray as xr import base64 import copy -import datatree class DynamicZarrStoreError(ValueError): @@ -551,7 +551,7 @@ def build_path(path: Iterable[str | None], suffix: Optional[str] = None) -> str: def extract_dataset_chunk_index( - dset: "datatree.DataTree", + dset: "xr.DataTree", ref_store: Dict, grib: bool = False, ) -> list[dict]: @@ -575,13 +575,12 @@ def extract_dataset_chunk_index( ------- list[dict] : returns the extracted grib metadata in the form of key-value pairs inside a list """ - import datatree result: list[dict] = [] attributes = dset.attrs.copy() dpath = None - if isinstance(dset, datatree.DataTree): + if isinstance(dset, xr.DataTree): dpath = dset.path walk_group = dset.parent while walk_group: @@ -656,7 +655,7 @@ def extract_dataset_chunk_index( def extract_datatree_chunk_index( - dtree: "datatree.DataTree", kerchunk_store: dict, grib: bool = False + dtree: "xr.DataTree", kerchunk_store: dict, grib: bool = False ) -> "pd.DataFrame": """ Recursive method to iterate over the data tree and extract the data variable chunks with index metadata @@ -732,7 +731,6 @@ def _map_grib_file_by_group( def _extract_single_group(grib_group: dict, idx: int, storage_options: Dict): - import datatree from kerchunk.grib2 import grib_tree grib_tree_store = grib_tree( @@ -746,7 +744,7 @@ def _extract_single_group(grib_group: dict, idx: int, storage_options: Dict): logger.info("Empty DT: %s", grib_tree_store) return None - dt = datatree.open_datatree( + dt = xr.open_datatree( fsspec.filesystem("reference", fo=grib_tree_store).get_mapper(""), engine="zarr", consolidated=False,