diff --git a/docs/source/how-tos/source/fdb.ipynb b/docs/source/how-tos/source/fdb.ipynb
index 8e43b1e8..9132e690 100644
--- a/docs/source/how-tos/source/fdb.ipynb
+++ b/docs/source/how-tos/source/fdb.ipynb
@@ -56,7 +56,7 @@
     "    \"class\": \"od\",\n",
     "    \"expver\": \"0001\",\n",
     "    \"stream\": \"oper\",\n",
-    "    \"date\": \"20240421\",\n",
+    "    \"date\": \"20260423\",\n",
     "    \"time\": [0, 12],\n",
     "    \"domain\": \"g\",\n",
     "    \"type\": \"an\",\n",
@@ -135,12 +135,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "GribField(msl,None,20240421,0,0,0)\n",
-      "GribField(2t,None,20240421,0,0,0)\n",
-      "GribField(2d,None,20240421,0,0,0)\n",
-      "GribField(msl,None,20240421,1200,0,0)\n",
-      "GribField(2t,None,20240421,1200,0,0)\n",
-      "GribField(2d,None,20240421,1200,0,0)\n"
+      "Field(msl, 2026-04-23 00:00:00, 2026-04-23 00:00:00, 0:00:00, 0, surface, 0, reduced_gg)\n",
+      "Field(2t, 2026-04-23 00:00:00, 2026-04-23 00:00:00, 0:00:00, 0, surface, 0, reduced_gg)\n",
+      "Field(2d, 2026-04-23 00:00:00, 2026-04-23 00:00:00, 0:00:00, 0, surface, 0, reduced_gg)\n",
+      "Field(msl, 2026-04-23 12:00:00, 2026-04-23 12:00:00, 0:00:00, 0, surface, 0, reduced_gg)\n",
+      "Field(2t, 2026-04-23 12:00:00, 2026-04-23 12:00:00, 0:00:00, 0, surface, 0, reduced_gg)\n",
+      "Field(2d, 2026-04-23 12:00:00, 2026-04-23 12:00:00, 0:00:00, 0, surface, 0, reduced_gg)\n"
      ]
     }
    ],
@@ -201,8 +201,7 @@
     "tags": []
    },
    "source": [
-    "When we use the py:func:`~earthkit.data.indexing.stream.StreamFieldList.group_by`\n",
-    " method we can iterate through the stream in groups defined by metadata keys. Each iteration step results in a :py:class:~earthkit.data.indexing.simple.SimpleFieldList` object, which is built by consuming GRIB messages from the stream until the values of the metadata keys change. The generated FieldList keeps GRIB messages in memory then gets deleted when going out of scope."
+    "When we use the py:func:`~earthkit.data.indexing.stream.StreamFieldList.group_by` method we can iterate through the stream in groups defined by metadata keys. Each iteration step results in a :py:class:~earthkit.data.indexing.simple.SimpleFieldList` object, which is built by consuming GRIB messages from the stream until the values of the metadata keys change. The generated FieldList keeps GRIB messages in memory then gets deleted when going out of scope."
    ]
   },
   {
@@ -228,7 +227,7 @@
    ],
    "source": [
     "ds = earthkit.data.from_source(\"fdb\", request=request).to_fieldlist()\n",
-    "for f in ds.group_by(\"time\"):\n",
+    "for f in ds.group_by(\"metadata.time\"):\n",
     "    print(f\"len={len(f)} {f.metadata(('param', 'level'))}\")"
    ]
   },
@@ -370,94 +369,80 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>centre</th>\n",
-       "      <th>shortName</th>\n",
-       "      <th>typeOfLevel</th>\n",
-       "      <th>level</th>\n",
-       "      <th>dataDate</th>\n",
-       "      <th>dataTime</th>\n",
-       "      <th>stepRange</th>\n",
-       "      <th>dataType</th>\n",
-       "      <th>number</th>\n",
-       "      <th>gridType</th>\n",
+       "      <th>parameter.variable</th>\n",
+       "      <th>time.valid_datetime</th>\n",
+       "      <th>time.base_datetime</th>\n",
+       "      <th>time.step</th>\n",
+       "      <th>vertical.level</th>\n",
+       "      <th>vertical.level_type</th>\n",
+       "      <th>ensemble.member</th>\n",
+       "      <th>geography.grid_type</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>ecmf</td>\n",
        "      <td>msl</td>\n",
-       "      <td>surface</td>\n",
-       "      <td>0</td>\n",
-       "      <td>20240421</td>\n",
+       "      <td>2026-04-23 00:00:00</td>\n",
+       "      <td>2026-04-23 00:00:00</td>\n",
+       "      <td>0 days</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>an</td>\n",
+       "      <td>surface</td>\n",
        "      <td>0</td>\n",
        "      <td>reduced_gg</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>ecmf</td>\n",
        "      <td>2t</td>\n",
-       "      <td>surface</td>\n",
-       "      <td>0</td>\n",
-       "      <td>20240421</td>\n",
+       "      <td>2026-04-23 00:00:00</td>\n",
+       "      <td>2026-04-23 00:00:00</td>\n",
+       "      <td>0 days</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>an</td>\n",
+       "      <td>surface</td>\n",
        "      <td>0</td>\n",
        "      <td>reduced_gg</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>ecmf</td>\n",
        "      <td>2d</td>\n",
-       "      <td>surface</td>\n",
-       "      <td>0</td>\n",
-       "      <td>20240421</td>\n",
+       "      <td>2026-04-23 00:00:00</td>\n",
+       "      <td>2026-04-23 00:00:00</td>\n",
+       "      <td>0 days</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>an</td>\n",
+       "      <td>surface</td>\n",
        "      <td>0</td>\n",
        "      <td>reduced_gg</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>ecmf</td>\n",
        "      <td>msl</td>\n",
-       "      <td>surface</td>\n",
-       "      <td>0</td>\n",
-       "      <td>20240421</td>\n",
-       "      <td>1200</td>\n",
+       "      <td>2026-04-23 12:00:00</td>\n",
+       "      <td>2026-04-23 12:00:00</td>\n",
+       "      <td>0 days</td>\n",
        "      <td>0</td>\n",
-       "      <td>an</td>\n",
+       "      <td>surface</td>\n",
        "      <td>0</td>\n",
        "      <td>reduced_gg</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>ecmf</td>\n",
        "      <td>2t</td>\n",
-       "      <td>surface</td>\n",
-       "      <td>0</td>\n",
-       "      <td>20240421</td>\n",
-       "      <td>1200</td>\n",
+       "      <td>2026-04-23 12:00:00</td>\n",
+       "      <td>2026-04-23 12:00:00</td>\n",
+       "      <td>0 days</td>\n",
        "      <td>0</td>\n",
-       "      <td>an</td>\n",
+       "      <td>surface</td>\n",
        "      <td>0</td>\n",
        "      <td>reduced_gg</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
-       "      <td>ecmf</td>\n",
        "      <td>2d</td>\n",
-       "      <td>surface</td>\n",
+       "      <td>2026-04-23 12:00:00</td>\n",
+       "      <td>2026-04-23 12:00:00</td>\n",
+       "      <td>0 days</td>\n",
        "      <td>0</td>\n",
-       "      <td>20240421</td>\n",
-       "      <td>1200</td>\n",
-       "      <td>0</td>\n",
-       "      <td>an</td>\n",
+       "      <td>surface</td>\n",
        "      <td>0</td>\n",
        "      <td>reduced_gg</td>\n",
        "    </tr>\n",
@@ -466,21 +451,21 @@
        "</div>"
       ],
       "text/plain": [
-       "  centre shortName typeOfLevel  level  dataDate  dataTime stepRange dataType  \\\n",
-       "0   ecmf       msl     surface      0  20240421         0         0       an   \n",
-       "1   ecmf        2t     surface      0  20240421         0         0       an   \n",
-       "2   ecmf        2d     surface      0  20240421         0         0       an   \n",
-       "3   ecmf       msl     surface      0  20240421      1200         0       an   \n",
-       "4   ecmf        2t     surface      0  20240421      1200         0       an   \n",
-       "5   ecmf        2d     surface      0  20240421      1200         0       an   \n",
-       "\n",
-       "   number    gridType  \n",
-       "0       0  reduced_gg  \n",
-       "1       0  reduced_gg  \n",
-       "2       0  reduced_gg  \n",
-       "3       0  reduced_gg  \n",
-       "4       0  reduced_gg  \n",
-       "5       0  reduced_gg  "
+       "  parameter.variable time.valid_datetime  time.base_datetime time.step  \\\n",
+       "0                msl 2026-04-23 00:00:00 2026-04-23 00:00:00    0 days   \n",
+       "1                 2t 2026-04-23 00:00:00 2026-04-23 00:00:00    0 days   \n",
+       "2                 2d 2026-04-23 00:00:00 2026-04-23 00:00:00    0 days   \n",
+       "3                msl 2026-04-23 12:00:00 2026-04-23 12:00:00    0 days   \n",
+       "4                 2t 2026-04-23 12:00:00 2026-04-23 12:00:00    0 days   \n",
+       "5                 2d 2026-04-23 12:00:00 2026-04-23 12:00:00    0 days   \n",
+       "\n",
+       "   vertical.level vertical.level_type ensemble.member geography.grid_type  \n",
+       "0               0             surface               0          reduced_gg  \n",
+       "1               0             surface               0          reduced_gg  \n",
+       "2               0             surface               0          reduced_gg  \n",
+       "3               0             surface               0          reduced_gg  \n",
+       "4               0             surface               0          reduced_gg  \n",
+       "5               0             surface               0          reduced_gg  "
       ]
      },
      "execution_count": 9,
@@ -519,42 +504,36 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>centre</th>\n",
-       "      <th>shortName</th>\n",
-       "      <th>typeOfLevel</th>\n",
-       "      <th>level</th>\n",
-       "      <th>dataDate</th>\n",
-       "      <th>dataTime</th>\n",
-       "      <th>stepRange</th>\n",
-       "      <th>dataType</th>\n",
-       "      <th>number</th>\n",
-       "      <th>gridType</th>\n",
+       "      <th>parameter.variable</th>\n",
+       "      <th>time.valid_datetime</th>\n",
+       "      <th>time.base_datetime</th>\n",
+       "      <th>time.step</th>\n",
+       "      <th>vertical.level</th>\n",
+       "      <th>vertical.level_type</th>\n",
+       "      <th>ensemble.member</th>\n",
+       "      <th>geography.grid_type</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>ecmf</td>\n",
        "      <td>2t</td>\n",
-       "      <td>surface</td>\n",
+       "      <td>2026-04-23 00:00:00</td>\n",
+       "      <td>2026-04-23 00:00:00</td>\n",
+       "      <td>0 days</td>\n",
        "      <td>0</td>\n",
-       "      <td>20240421</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>an</td>\n",
+       "      <td>surface</td>\n",
        "      <td>0</td>\n",
        "      <td>reduced_gg</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>ecmf</td>\n",
        "      <td>2t</td>\n",
-       "      <td>surface</td>\n",
+       "      <td>2026-04-23 12:00:00</td>\n",
+       "      <td>2026-04-23 12:00:00</td>\n",
+       "      <td>0 days</td>\n",
        "      <td>0</td>\n",
-       "      <td>20240421</td>\n",
-       "      <td>1200</td>\n",
-       "      <td>0</td>\n",
-       "      <td>an</td>\n",
+       "      <td>surface</td>\n",
        "      <td>0</td>\n",
        "      <td>reduced_gg</td>\n",
        "    </tr>\n",
@@ -563,13 +542,13 @@
        "</div>"
       ],
       "text/plain": [
-       "  centre shortName typeOfLevel  level  dataDate  dataTime stepRange dataType  \\\n",
-       "0   ecmf        2t     surface      0  20240421         0         0       an   \n",
-       "1   ecmf        2t     surface      0  20240421      1200         0       an   \n",
+       "  parameter.variable time.valid_datetime  time.base_datetime time.step  \\\n",
+       "0                 2t 2026-04-23 00:00:00 2026-04-23 00:00:00    0 days   \n",
+       "1                 2t 2026-04-23 12:00:00 2026-04-23 12:00:00    0 days   \n",
        "\n",
-       "   number    gridType  \n",
-       "0       0  reduced_gg  \n",
-       "1       0  reduced_gg  "
+       "   vertical.level vertical.level_type ensemble.member geography.grid_type  \n",
+       "0               0             surface               0          reduced_gg  \n",
+       "1               0             surface               0          reduced_gg  "
       ]
      },
      "execution_count": 10,
@@ -578,7 +557,7 @@
     }
    ],
    "source": [
-    "ds.sel(param=\"2t\").ls()"
+    "ds.sel({\"parameter.variable\": \"2t\"}).ls()"
    ]
   },
   {
@@ -611,38 +590,87 @@
        "</symbol>\n",
        "</defs>\n",
        "</svg>\n",
-       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
-       " *\n",
-       " */\n",
+       "<style>/* CSS stylesheet for displaying xarray objects in notebooks */\n",
        "\n",
        ":root {\n",
-       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
-       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
-       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
-       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
-       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
-       "  --xr-background-color: var(--jp-layout-color0, white);\n",
-       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
-       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
-       "}\n",
-       "\n",
-       "html[theme=dark],\n",
-       "body[data-theme=dark],\n",
+       "  --xr-font-color0: var(\n",
+       "    --jp-content-font-color0,\n",
+       "    var(--pst-color-text-base rgba(0, 0, 0, 1))\n",
+       "  );\n",
+       "  --xr-font-color2: var(\n",
+       "    --jp-content-font-color2,\n",
+       "    var(--pst-color-text-base, rgba(0, 0, 0, 0.54))\n",
+       "  );\n",
+       "  --xr-font-color3: var(\n",
+       "    --jp-content-font-color3,\n",
+       "    var(--pst-color-text-base, rgba(0, 0, 0, 0.38))\n",
+       "  );\n",
+       "  --xr-border-color: var(\n",
+       "    --jp-border-color2,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 10))\n",
+       "  );\n",
+       "  --xr-disabled-color: var(\n",
+       "    --jp-layout-color3,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 40))\n",
+       "  );\n",
+       "  --xr-background-color: var(\n",
+       "    --jp-layout-color0,\n",
+       "    var(--pst-color-on-background, white)\n",
+       "  );\n",
+       "  --xr-background-color-row-even: var(\n",
+       "    --jp-layout-color1,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 5))\n",
+       "  );\n",
+       "  --xr-background-color-row-odd: var(\n",
+       "    --jp-layout-color2,\n",
+       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 15))\n",
+       "  );\n",
+       "}\n",
+       "\n",
+       "html[theme=\"dark\"],\n",
+       "html[data-theme=\"dark\"],\n",
+       "body[data-theme=\"dark\"],\n",
        "body.vscode-dark {\n",
-       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
-       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
-       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
-       "  --xr-border-color: #1F1F1F;\n",
-       "  --xr-disabled-color: #515151;\n",
-       "  --xr-background-color: #111111;\n",
-       "  --xr-background-color-row-even: #111111;\n",
-       "  --xr-background-color-row-odd: #313131;\n",
+       "  --xr-font-color0: var(\n",
+       "    --jp-content-font-color0,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 1))\n",
+       "  );\n",
+       "  --xr-font-color2: var(\n",
+       "    --jp-content-font-color2,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.54))\n",
+       "  );\n",
+       "  --xr-font-color3: var(\n",
+       "    --jp-content-font-color3,\n",
+       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.38))\n",
+       "  );\n",
+       "  --xr-border-color: var(\n",
+       "    --jp-border-color2,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 10))\n",
+       "  );\n",
+       "  --xr-disabled-color: var(\n",
+       "    --jp-layout-color3,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))\n",
+       "  );\n",
+       "  --xr-background-color: var(\n",
+       "    --jp-layout-color0,\n",
+       "    var(--pst-color-on-background, #111111)\n",
+       "  );\n",
+       "  --xr-background-color-row-even: var(\n",
+       "    --jp-layout-color1,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))\n",
+       "  );\n",
+       "  --xr-background-color-row-odd: var(\n",
+       "    --jp-layout-color2,\n",
+       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 15))\n",
+       "  );\n",
        "}\n",
        "\n",
        ".xr-wrap {\n",
        "  display: block !important;\n",
        "  min-width: 300px;\n",
        "  max-width: 700px;\n",
+       "  line-height: 1.6;\n",
+       "  padding-bottom: 4px;\n",
        "}\n",
        "\n",
        ".xr-text-repr-fallback {\n",
@@ -653,8 +681,11 @@
        ".xr-header {\n",
        "  padding-top: 6px;\n",
        "  padding-bottom: 6px;\n",
-       "  margin-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-header {\n",
        "  border-bottom: solid 1px var(--xr-border-color);\n",
+       "  margin-bottom: 4px;\n",
        "}\n",
        "\n",
        ".xr-header > div,\n",
@@ -665,39 +696,62 @@
        "}\n",
        "\n",
        ".xr-obj-type,\n",
-       ".xr-array-name {\n",
+       ".xr-obj-name {\n",
        "  margin-left: 2px;\n",
        "  margin-right: 10px;\n",
        "}\n",
        "\n",
-       ".xr-obj-type {\n",
+       ".xr-obj-type,\n",
+       ".xr-group-box-contents > label {\n",
        "  color: var(--xr-font-color2);\n",
+       "  display: block;\n",
        "}\n",
        "\n",
        ".xr-sections {\n",
        "  padding-left: 0 !important;\n",
        "  display: grid;\n",
-       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
+       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
+       "  margin-block-start: 0;\n",
+       "  margin-block-end: 0;\n",
        "}\n",
        "\n",
        ".xr-section-item {\n",
        "  display: contents;\n",
        "}\n",
        "\n",
-       ".xr-section-item input {\n",
-       "  display: none;\n",
+       ".xr-section-item > input,\n",
+       ".xr-group-box-contents > input,\n",
+       ".xr-array-wrap > input {\n",
+       "  display: block;\n",
+       "  opacity: 0;\n",
+       "  height: 0;\n",
+       "  margin: 0;\n",
        "}\n",
        "\n",
-       ".xr-section-item input + label {\n",
+       ".xr-section-item > input + label,\n",
+       ".xr-var-item > input + label {\n",
        "  color: var(--xr-disabled-color);\n",
        "}\n",
        "\n",
-       ".xr-section-item input:enabled + label {\n",
+       ".xr-section-item > input:enabled + label,\n",
+       ".xr-var-item > input:enabled + label,\n",
+       ".xr-array-wrap > input:enabled + label,\n",
+       ".xr-group-box-contents > input:enabled + label {\n",
        "  cursor: pointer;\n",
        "  color: var(--xr-font-color2);\n",
        "}\n",
        "\n",
-       ".xr-section-item input:enabled + label:hover {\n",
+       ".xr-section-item > input:focus-visible + label,\n",
+       ".xr-var-item > input:focus-visible + label,\n",
+       ".xr-array-wrap > input:focus-visible + label,\n",
+       ".xr-group-box-contents > input:focus-visible + label {\n",
+       "  outline: auto;\n",
+       "}\n",
+       "\n",
+       ".xr-section-item > input:enabled + label:hover,\n",
+       ".xr-var-item > input:enabled + label:hover,\n",
+       ".xr-array-wrap > input:enabled + label:hover,\n",
+       ".xr-group-box-contents > input:enabled + label:hover {\n",
        "  color: var(--xr-font-color0);\n",
        "}\n",
        "\n",
@@ -705,11 +759,25 @@
        "  grid-column: 1;\n",
        "  color: var(--xr-font-color2);\n",
        "  font-weight: 500;\n",
+       "  white-space: nowrap;\n",
+       "}\n",
+       "\n",
+       ".xr-section-summary > em {\n",
+       "  font-weight: normal;\n",
+       "}\n",
+       "\n",
+       ".xr-span-grid {\n",
+       "  grid-column-end: -1;\n",
        "}\n",
        "\n",
        ".xr-section-summary > span {\n",
        "  display: inline-block;\n",
-       "  padding-left: 0.5em;\n",
+       "  padding-left: 0.3em;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input:checked + label > span {\n",
+       "  display: inline-block;\n",
+       "  padding-left: 0.6em;\n",
        "}\n",
        "\n",
        ".xr-section-summary-in:disabled + label {\n",
@@ -718,7 +786,7 @@
        "\n",
        ".xr-section-summary-in + label:before {\n",
        "  display: inline-block;\n",
-       "  content: '►';\n",
+       "  content: \"►\";\n",
        "  font-size: 11px;\n",
        "  width: 15px;\n",
        "  text-align: center;\n",
@@ -729,7 +797,7 @@
        "}\n",
        "\n",
        ".xr-section-summary-in:checked + label:before {\n",
-       "  content: '▼';\n",
+       "  content: \"▼\";\n",
        "}\n",
        "\n",
        ".xr-section-summary-in:checked + label > span {\n",
@@ -737,9 +805,9 @@
        "}\n",
        "\n",
        ".xr-section-summary,\n",
-       ".xr-section-inline-details {\n",
+       ".xr-section-inline-details,\n",
+       ".xr-group-box-contents > label {\n",
        "  padding-top: 4px;\n",
-       "  padding-bottom: 4px;\n",
        "}\n",
        "\n",
        ".xr-section-inline-details {\n",
@@ -747,15 +815,81 @@
        "}\n",
        "\n",
        ".xr-section-details {\n",
-       "  display: none;\n",
        "  grid-column: 1 / -1;\n",
+       "  margin-top: 4px;\n",
        "  margin-bottom: 5px;\n",
        "}\n",
        "\n",
+       ".xr-section-summary-in ~ .xr-section-details {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
        ".xr-section-summary-in:checked ~ .xr-section-details {\n",
        "  display: contents;\n",
        "}\n",
        "\n",
+       ".xr-children {\n",
+       "  display: inline-grid;\n",
+       "  grid-template-columns: 100%;\n",
+       "  grid-column: 1 / -1;\n",
+       "  padding-top: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box {\n",
+       "  display: inline-grid;\n",
+       "  grid-template-columns: 0px 30px auto;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-vline {\n",
+       "  grid-column-start: 1;\n",
+       "  border-right: 0.2em solid;\n",
+       "  border-color: var(--xr-border-color);\n",
+       "  width: 0px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-hline {\n",
+       "  grid-column-start: 2;\n",
+       "  grid-row-start: 1;\n",
+       "  height: 1em;\n",
+       "  width: 26px;\n",
+       "  border-bottom: 0.2em solid;\n",
+       "  border-color: var(--xr-border-color);\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents {\n",
+       "  grid-column-start: 3;\n",
+       "  padding-bottom: 4px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > label::before {\n",
+       "  content: \"📂\";\n",
+       "  padding-right: 0.3em;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input:checked + label::before {\n",
+       "  content: \"📁\";\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input:checked + label {\n",
+       "  padding-bottom: 0px;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input:checked ~ .xr-sections {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-contents > input + label > span {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       ".xr-group-box-ellipsis {\n",
+       "  font-size: 1.4em;\n",
+       "  font-weight: 900;\n",
+       "  color: var(--xr-font-color2);\n",
+       "  letter-spacing: 0.15em;\n",
+       "  cursor: default;\n",
+       "}\n",
+       "\n",
        ".xr-array-wrap {\n",
        "  grid-column: 1 / -1;\n",
        "  display: grid;\n",
@@ -801,15 +935,15 @@
        "}\n",
        "\n",
        ".xr-dim-list:before {\n",
-       "  content: '(';\n",
+       "  content: \"(\";\n",
        "}\n",
        "\n",
        ".xr-dim-list:after {\n",
-       "  content: ')';\n",
+       "  content: \")\";\n",
        "}\n",
        "\n",
        ".xr-dim-list li:not(:last-child):after {\n",
-       "  content: ',';\n",
+       "  content: \",\";\n",
        "  padding-right: 5px;\n",
        "}\n",
        "\n",
@@ -826,7 +960,9 @@
        ".xr-var-item label,\n",
        ".xr-var-item > .xr-var-name span {\n",
        "  background-color: var(--xr-background-color-row-even);\n",
+       "  border-color: var(--xr-background-color-row-odd);\n",
        "  margin-bottom: 0;\n",
+       "  padding-top: 2px;\n",
        "}\n",
        "\n",
        ".xr-var-item > .xr-var-name:hover span {\n",
@@ -837,6 +973,7 @@
        ".xr-var-list > li:nth-child(odd) > label,\n",
        ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
        "  background-color: var(--xr-background-color-row-odd);\n",
+       "  border-color: var(--xr-background-color-row-even);\n",
        "}\n",
        "\n",
        ".xr-var-name {\n",
@@ -886,8 +1023,15 @@
        ".xr-var-data,\n",
        ".xr-index-data {\n",
        "  display: none;\n",
-       "  background-color: var(--xr-background-color) !important;\n",
-       "  padding-bottom: 5px !important;\n",
+       "  border-top: 2px dotted var(--xr-background-color);\n",
+       "  padding-bottom: 20px !important;\n",
+       "  padding-top: 10px !important;\n",
+       "}\n",
+       "\n",
+       ".xr-var-attrs-in + label,\n",
+       ".xr-var-data-in + label,\n",
+       ".xr-index-data-in + label {\n",
+       "  padding: 0 1px;\n",
        "}\n",
        "\n",
        ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
@@ -900,6 +1044,12 @@
        "  float: right;\n",
        "}\n",
        "\n",
+       ".xr-var-data > pre,\n",
+       ".xr-index-data > pre,\n",
+       ".xr-var-data > table > tbody > tr {\n",
+       "  background-color: transparent !important;\n",
+       "}\n",
+       "\n",
        ".xr-var-name span,\n",
        ".xr-var-data,\n",
        ".xr-index-name div,\n",
@@ -959,55 +1109,45 @@
        "  stroke: currentColor;\n",
        "  fill: currentColor;\n",
        "}\n",
-       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
-       "Dimensions:     (number: 1, time: 2, step: 1, surface: 1, values: 6599680)\n",
+       "\n",
+       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
+       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
+       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
+       "  color: var(--xr-font-color0);\n",
+       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
+       "  stroke-width: 0.8px;\n",
+       "}\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 422MB\n",
+       "Dimensions:                  (forecast_reference_time: 2, values: 6599680)\n",
        "Coordinates:\n",
-       "  * number      (number) int64 0\n",
-       "  * time        (time) datetime64[ns] 2024-04-21 2024-04-21T12:00:00\n",
-       "  * step        (step) timedelta64[ns] 00:00:00\n",
-       "  * surface     (surface) float64 0.0\n",
-       "    latitude    (values) float64 ...\n",
-       "    longitude   (values) float64 ...\n",
-       "    valid_time  (time, step) datetime64[ns] ...\n",
+       "  * forecast_reference_time  (forecast_reference_time) datetime64[ns] 16B 202...\n",
+       "    latitude                 (values) float64 53MB ...\n",
+       "    longitude                (values) float64 53MB ...\n",
        "Dimensions without coordinates: values\n",
        "Data variables:\n",
-       "    msl         (number, time, step, surface, values) float32 ...\n",
-       "    t2m         (number, time, step, surface, values) float32 ...\n",
-       "    d2m         (number, time, step, surface, values) float32 ...\n",
+       "    2d                       (forecast_reference_time, values) float64 106MB ...\n",
+       "    2t                       (forecast_reference_time, values) float64 106MB ...\n",
+       "    msl                      (forecast_reference_time, values) float64 106MB ...\n",
        "Attributes:\n",
-       "    GRIB_edition:            1\n",
-       "    GRIB_centre:             ecmf\n",
-       "    GRIB_centreDescription:  European Centre for Medium-Range Weather Forecasts\n",
-       "    GRIB_subCentre:          0\n",
-       "    Conventions:             CF-1.7\n",
-       "    institution:             European Centre for Medium-Range Weather Forecasts\n",
-       "    history:                 2024-04-22T11:01 GRIB to CDM+CF via cfgrib-0.9.1...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-b66993a0-0360-4f6e-b780-0ec6ed5bac3f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b66993a0-0360-4f6e-b780-0ec6ed5bac3f' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>number</span>: 1</li><li><span class='xr-has-index'>time</span>: 2</li><li><span class='xr-has-index'>step</span>: 1</li><li><span class='xr-has-index'>surface</span>: 1</li><li><span>values</span>: 6599680</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-92ba425c-e1ba-417c-aaba-a5d56d3c835b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-92ba425c-e1ba-417c-aaba-a5d56d3c835b' class='xr-section-summary' >Coordinates: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>number</span></div><div class='xr-var-dims'>(number)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-1665b451-9232-4b63-b87e-2fecd6750121' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1665b451-9232-4b63-b87e-2fecd6750121' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b23add1c-a672-46bf-a457-e26166adc43d' class='xr-var-data-in' type='checkbox'><label for='data-b23add1c-a672-46bf-a457-e26166adc43d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>ensemble member numerical id</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>standard_name :</span></dt><dd>realization</dd></dl></div><div class='xr-var-data'><pre>array([0])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2024-04-21 2024-04-21T12:00:00</div><input id='attrs-cc5172c9-9654-461c-a349-5147c2d3408f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cc5172c9-9654-461c-a349-5147c2d3408f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-28227e5d-f198-4d79-aa98-f5ea3c543d82' class='xr-var-data-in' type='checkbox'><label for='data-28227e5d-f198-4d79-aa98-f5ea3c543d82' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>initial time of forecast</dd><dt><span>standard_name :</span></dt><dd>forecast_reference_time</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2024-04-21T00:00:00.000000000&#x27;, &#x27;2024-04-21T12:00:00.000000000&#x27;],\n",
-       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>step</span></div><div class='xr-var-dims'>(step)</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>00:00:00</div><input id='attrs-a8b95478-6f8f-4b71-a767-4bc9e4c96a3f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a8b95478-6f8f-4b71-a767-4bc9e4c96a3f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-523274e6-e33a-4867-9272-362e69bb1e10' class='xr-var-data-in' type='checkbox'><label for='data-523274e6-e33a-4867-9272-362e69bb1e10' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time since forecast_reference_time</dd><dt><span>standard_name :</span></dt><dd>forecast_period</dd></dl></div><div class='xr-var-data'><pre>array([0], dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>surface</span></div><div class='xr-var-dims'>(surface)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0</div><input id='attrs-f1de763a-800e-4790-bf39-def49eb70bf7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f1de763a-800e-4790-bf39-def49eb70bf7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c1418d54-5977-4fe3-8036-4c501cb0005e' class='xr-var-data-in' type='checkbox'><label for='data-c1418d54-5977-4fe3-8036-4c501cb0005e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>original GRIB coordinate for key: level(surface)</dd><dt><span>units :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array([0.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>latitude</span></div><div class='xr-var-dims'>(values)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c8558bb5-22cf-4869-90c6-efa6a7631539' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c8558bb5-22cf-4869-90c6-efa6a7631539' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a62f0310-5666-41e5-8914-0fd0f5b469a1' class='xr-var-data-in' type='checkbox'><label for='data-a62f0310-5666-41e5-8914-0fd0f5b469a1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>[6599680 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>longitude</span></div><div class='xr-var-dims'>(values)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-037b35bb-ef15-4819-8fc1-b035faf76790' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-037b35bb-ef15-4819-8fc1-b035faf76790' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b345dbc7-095c-475c-befb-0d14054a0a04' class='xr-var-data-in' type='checkbox'><label for='data-b345dbc7-095c-475c-befb-0d14054a0a04' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>[6599680 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>valid_time</span></div><div class='xr-var-dims'>(time, step)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-30f382b3-7be7-46cb-979e-0ecb4feddaeb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-30f382b3-7be7-46cb-979e-0ecb4feddaeb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e01b7e30-dc25-4bed-98d3-2d0390812358' class='xr-var-data-in' type='checkbox'><label for='data-e01b7e30-dc25-4bed-98d3-2d0390812358' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>[2 values with dtype=datetime64[ns]]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4af160b6-521e-46fe-b24d-1adc392ac8bf' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4af160b6-521e-46fe-b24d-1adc392ac8bf' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>msl</span></div><div class='xr-var-dims'>(number, time, step, surface, values)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-e5261af4-896d-444d-962f-7c560df82dc8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e5261af4-896d-444d-962f-7c560df82dc8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-82974a5a-38bc-440e-9323-356e87878d2c' class='xr-var-data-in' type='checkbox'><label for='data-82974a5a-38bc-440e-9323-356e87878d2c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>151</dd><dt><span>GRIB_dataType :</span></dt><dd>an</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>6599680</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>surface</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>instant</dd><dt><span>GRIB_gridType :</span></dt><dd>reduced_gg</dd><dt><span>GRIB_N :</span></dt><dd>1280</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_cfName :</span></dt><dd>air_pressure_at_mean_sea_level</dd><dt><span>GRIB_cfVarName :</span></dt><dd>msl</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd><dt><span>GRIB_missingValue :</span></dt><dd>9999</dd><dt><span>GRIB_name :</span></dt><dd>Mean sea level pressure</dd><dt><span>GRIB_pl :</span></dt><dd>[20 24 28 ... 28 24 20]</dd><dt><span>GRIB_shortName :</span></dt><dd>msl</dd><dt><span>GRIB_totalNumber :</span></dt><dd>0</dd><dt><span>GRIB_units :</span></dt><dd>Pa</dd><dt><span>long_name :</span></dt><dd>Mean sea level pressure</dd><dt><span>units :</span></dt><dd>Pa</dd><dt><span>standard_name :</span></dt><dd>air_pressure_at_mean_sea_level</dd></dl></div><div class='xr-var-data'><pre>[13199360 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>t2m</span></div><div class='xr-var-dims'>(number, time, step, surface, values)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-7cd770c5-d0f6-485d-93f2-953a01f02065' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7cd770c5-d0f6-485d-93f2-953a01f02065' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-594df006-9d85-47b1-840e-51ede18a5a45' class='xr-var-data-in' type='checkbox'><label for='data-594df006-9d85-47b1-840e-51ede18a5a45' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>167</dd><dt><span>GRIB_dataType :</span></dt><dd>an</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>6599680</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>surface</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>instant</dd><dt><span>GRIB_gridType :</span></dt><dd>reduced_gg</dd><dt><span>GRIB_N :</span></dt><dd>1280</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>t2m</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd><dt><span>GRIB_missingValue :</span></dt><dd>9999</dd><dt><span>GRIB_name :</span></dt><dd>2 metre temperature</dd><dt><span>GRIB_pl :</span></dt><dd>[20 24 28 ... 28 24 20]</dd><dt><span>GRIB_shortName :</span></dt><dd>2t</dd><dt><span>GRIB_totalNumber :</span></dt><dd>0</dd><dt><span>GRIB_units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>2 metre temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>standard_name :</span></dt><dd>unknown</dd></dl></div><div class='xr-var-data'><pre>[13199360 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>d2m</span></div><div class='xr-var-dims'>(number, time, step, surface, values)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-1eedf1fd-a1b6-4d62-9870-2c7debd1d2ca' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1eedf1fd-a1b6-4d62-9870-2c7debd1d2ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-19912a4e-c579-4a5d-90cf-66ae7ea1aaf4' class='xr-var-data-in' type='checkbox'><label for='data-19912a4e-c579-4a5d-90cf-66ae7ea1aaf4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>GRIB_paramId :</span></dt><dd>168</dd><dt><span>GRIB_dataType :</span></dt><dd>an</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>6599680</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>surface</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>instant</dd><dt><span>GRIB_gridType :</span></dt><dd>reduced_gg</dd><dt><span>GRIB_N :</span></dt><dd>1280</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>d2m</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Gaussian Latitude/Longitude Grid</dd><dt><span>GRIB_missingValue :</span></dt><dd>9999</dd><dt><span>GRIB_name :</span></dt><dd>2 metre dewpoint temperature</dd><dt><span>GRIB_pl :</span></dt><dd>[20 24 28 ... 28 24 20]</dd><dt><span>GRIB_shortName :</span></dt><dd>2d</dd><dt><span>GRIB_totalNumber :</span></dt><dd>0</dd><dt><span>GRIB_units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>2 metre dewpoint temperature</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>standard_name :</span></dt><dd>unknown</dd></dl></div><div class='xr-var-data'><pre>[13199360 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-23ac3cd2-47d9-4423-9748-313ad153b133' class='xr-section-summary-in' type='checkbox'  ><label for='section-23ac3cd2-47d9-4423-9748-313ad153b133' class='xr-section-summary' >Indexes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>number</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-60aaff23-1083-4bde-9ec0-cff6e8351c2f' class='xr-index-data-in' type='checkbox'/><label for='index-60aaff23-1083-4bde-9ec0-cff6e8351c2f' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([0], dtype=&#x27;int64&#x27;, name=&#x27;number&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-414e097a-3b15-4df9-939d-d0d8eea9d389' class='xr-index-data-in' type='checkbox'/><label for='index-414e097a-3b15-4df9-939d-d0d8eea9d389' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2024-04-21 00:00:00&#x27;, &#x27;2024-04-21 12:00:00&#x27;], dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>step</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-0dc4a42c-c595-4fe5-9a15-d6bf0dd35af0' class='xr-index-data-in' type='checkbox'/><label for='index-0dc4a42c-c595-4fe5-9a15-d6bf0dd35af0' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(TimedeltaIndex([&#x27;0 days&#x27;], dtype=&#x27;timedelta64[ns]&#x27;, name=&#x27;step&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>surface</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-9e984db4-2b6f-4c11-b968-ae18e8df440d' class='xr-index-data-in' type='checkbox'/><label for='index-9e984db4-2b6f-4c11-b968-ae18e8df440d' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([0.0], dtype=&#x27;float64&#x27;, name=&#x27;surface&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ef832144-3fdc-4d09-b52a-ca99d14633d1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ef832144-3fdc-4d09-b52a-ca99d14633d1' class='xr-section-summary' >Attributes: <span>(7)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>GRIB_edition :</span></dt><dd>1</dd><dt><span>GRIB_centre :</span></dt><dd>ecmf</dd><dt><span>GRIB_centreDescription :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>GRIB_subCentre :</span></dt><dd>0</dd><dt><span>Conventions :</span></dt><dd>CF-1.7</dd><dt><span>institution :</span></dt><dd>European Centre for Medium-Range Weather Forecasts</dd><dt><span>history :</span></dt><dd>2024-04-22T11:01 GRIB to CDM+CF via cfgrib-0.9.10.3/ecCodes-2.33.0 with {&quot;source&quot;: &quot;N/A&quot;, &quot;filter_by_keys&quot;: {}, &quot;encode_cf&quot;: [&quot;parameter&quot;, &quot;time&quot;, &quot;geography&quot;, &quot;vertical&quot;]}</dd></dl></div></li></ul></div></div>"
+       "    Conventions:  CF-1.8\n",
+       "    institution:  ECMWF</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-229e3ab6-50c5-4309-ba26-f10b90d45db7' class='xr-section-summary-in' type='checkbox' disabled /><label for='section-229e3ab6-50c5-4309-ba26-f10b90d45db7' class='xr-section-summary'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>forecast_reference_time</span>: 2</li><li><span>values</span>: 6599680</li></ul></div></li><li class='xr-section-item'><input id='section-80d4b250-6aa3-427b-ad08-146dc1fe58fd' class='xr-section-summary-in' type='checkbox' checked /><label for='section-80d4b250-6aa3-427b-ad08-146dc1fe58fd' class='xr-section-summary' title='Expand/collapse section'>Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>forecast_reference_time</span></div><div class='xr-var-dims'>(forecast_reference_time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2026-04-23 2026-04-23T12:00:00</div><input id='attrs-e3fbf65f-f285-4635-b993-be51b026cffd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e3fbf65f-f285-4635-b993-be51b026cffd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-705e2f95-37bb-42f3-866a-5ee20fbc51c4' class='xr-var-data-in' type='checkbox'><label for='data-705e2f95-37bb-42f3-866a-5ee20fbc51c4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2026-04-23T00:00:00.000000000&#x27;, &#x27;2026-04-23T12:00:00.000000000&#x27;],\n",
+       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>latitude</span></div><div class='xr-var-dims'>(values)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-01ee615a-77e1-40ff-9696-a54e95206287' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-01ee615a-77e1-40ff-9696-a54e95206287' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2f38a322-2851-4561-8f0d-faa81489c33d' class='xr-var-data-in' type='checkbox'><label for='data-2f38a322-2851-4561-8f0d-faa81489c33d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>[6599680 values with dtype=float64]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>longitude</span></div><div class='xr-var-dims'>(values)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d5ad1505-9060-4f05-abea-3562f649f6c9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d5ad1505-9060-4f05-abea-3562f649f6c9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9a469610-b549-4aea-b328-9e9b2f5cfceb' class='xr-var-data-in' type='checkbox'><label for='data-9a469610-b549-4aea-b328-9e9b2f5cfceb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>[6599680 values with dtype=float64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b4fa3d81-f7fb-4ed6-bf90-7a46a42057a5' class='xr-section-summary-in' type='checkbox' checked /><label for='section-b4fa3d81-f7fb-4ed6-bf90-7a46a42057a5' class='xr-section-summary' title='Expand/collapse section'>Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>2d</span></div><div class='xr-var-dims'>(forecast_reference_time, values)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-f0f50eb2-2eda-4d6e-b92e-8e5dbe54081f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f0f50eb2-2eda-4d6e-b92e-8e5dbe54081f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-57f00d1c-5fee-4427-a3f7-94f71343545a' class='xr-var-data-in' type='checkbox'><label for='data-57f00d1c-5fee-4427-a3f7-94f71343545a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>unknown</dd><dt><span>long_name :</span></dt><dd>2 metre dewpoint temperature</dd><dt><span>units :</span></dt><dd>kelvin</dd><dt><span>level_type :</span></dt><dd>surface</dd><dt><span>_earthkit :</span></dt><dd>{&#x27;message&#x27;: b&#x27;GRIB\\x00\\x14l\\x01\\x00\\x004\\x80b\\x9e\\xff\\x80\\xa8\\x01\\x00\\x00\\x1a\\x04\\x17\\x00\\x00\\x01\\x00\\x00\\x00\\x00\\x00\\x00\\x15\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x00\\x01\\x01\\x02\\x04\\x010001\\x00\\x00\\x00\\x00\\x14 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id='section-3c19a74d-bfeb-4143-87a6-3201bfccf264' class='xr-section-summary-in' type='checkbox' checked /><label for='section-3c19a74d-bfeb-4143-87a6-3201bfccf264' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.8</dd><dt><span>institution :</span></dt><dd>ECMWF</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
-       "<xarray.Dataset>\n",
-       "Dimensions:     (number: 1, time: 2, step: 1, surface: 1, values: 6599680)\n",
+       "<xarray.Dataset> Size: 422MB\n",
+       "Dimensions:                  (forecast_reference_time: 2, values: 6599680)\n",
        "Coordinates:\n",
-       "  * number      (number) int64 0\n",
-       "  * time        (time) datetime64[ns] 2024-04-21 2024-04-21T12:00:00\n",
-       "  * step        (step) timedelta64[ns] 00:00:00\n",
-       "  * surface     (surface) float64 0.0\n",
-       "    latitude    (values) float64 ...\n",
-       "    longitude   (values) float64 ...\n",
-       "    valid_time  (time, step) datetime64[ns] ...\n",
+       "  * forecast_reference_time  (forecast_reference_time) datetime64[ns] 16B 202...\n",
+       "    latitude                 (values) float64 53MB ...\n",
+       "    longitude                (values) float64 53MB ...\n",
        "Dimensions without coordinates: values\n",
        "Data variables:\n",
-       "    msl         (number, time, step, surface, values) float32 ...\n",
-       "    t2m         (number, time, step, surface, values) float32 ...\n",
-       "    d2m         (number, time, step, surface, values) float32 ...\n",
+       "    2d                       (forecast_reference_time, values) float64 106MB ...\n",
+       "    2t                       (forecast_reference_time, values) float64 106MB ...\n",
+       "    msl                      (forecast_reference_time, values) float64 106MB ...\n",
        "Attributes:\n",
-       "    GRIB_edition:            1\n",
-       "    GRIB_centre:             ecmf\n",
-       "    GRIB_centreDescription:  European Centre for Medium-Range Weather Forecasts\n",
-       "    GRIB_subCentre:          0\n",
-       "    Conventions:             CF-1.7\n",
-       "    institution:             European Centre for Medium-Range Weather Forecasts\n",
-       "    history:                 2024-04-22T11:01 GRIB to CDM+CF via cfgrib-0.9.1..."
+       "    Conventions:  CF-1.8\n",
+       "    institution:  ECMWF"
       ]
      },
      "execution_count": 11,
@@ -1085,94 +1225,80 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>centre</th>\n",
-       "      <th>shortName</th>\n",
-       "      <th>typeOfLevel</th>\n",
-       "      <th>level</th>\n",
-       "      <th>dataDate</th>\n",
-       "      <th>dataTime</th>\n",
-       "      <th>stepRange</th>\n",
-       "      <th>dataType</th>\n",
-       "      <th>number</th>\n",
-       "      <th>gridType</th>\n",
+       "      <th>parameter.variable</th>\n",
+       "      <th>time.valid_datetime</th>\n",
+       "      <th>time.base_datetime</th>\n",
+       "      <th>time.step</th>\n",
+       "      <th>vertical.level</th>\n",
+       "      <th>vertical.level_type</th>\n",
+       "      <th>ensemble.member</th>\n",
+       "      <th>geography.grid_type</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>ecmf</td>\n",
        "      <td>msl</td>\n",
-       "      <td>surface</td>\n",
-       "      <td>0</td>\n",
-       "      <td>20240421</td>\n",
+       "      <td>2026-04-23 00:00:00</td>\n",
+       "      <td>2026-04-23 00:00:00</td>\n",
+       "      <td>0 days</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>an</td>\n",
+       "      <td>surface</td>\n",
        "      <td>0</td>\n",
        "      <td>reduced_gg</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>ecmf</td>\n",
        "      <td>2t</td>\n",
-       "      <td>surface</td>\n",
-       "      <td>0</td>\n",
-       "      <td>20240421</td>\n",
-       "      <td>0</td>\n",
+       "      <td>2026-04-23 00:00:00</td>\n",
+       "      <td>2026-04-23 00:00:00</td>\n",
+       "      <td>0 days</td>\n",
        "      <td>0</td>\n",
-       "      <td>an</td>\n",
+       "      <td>surface</td>\n",
        "      <td>0</td>\n",
        "      <td>reduced_gg</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>ecmf</td>\n",
        "      <td>2d</td>\n",
-       "      <td>surface</td>\n",
-       "      <td>0</td>\n",
-       "      <td>20240421</td>\n",
-       "      <td>0</td>\n",
+       "      <td>2026-04-23 00:00:00</td>\n",
+       "      <td>2026-04-23 00:00:00</td>\n",
+       "      <td>0 days</td>\n",
        "      <td>0</td>\n",
-       "      <td>an</td>\n",
+       "      <td>surface</td>\n",
        "      <td>0</td>\n",
        "      <td>reduced_gg</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>ecmf</td>\n",
        "      <td>msl</td>\n",
-       "      <td>surface</td>\n",
-       "      <td>0</td>\n",
-       "      <td>20240421</td>\n",
-       "      <td>1200</td>\n",
+       "      <td>2026-04-23 12:00:00</td>\n",
+       "      <td>2026-04-23 12:00:00</td>\n",
+       "      <td>0 days</td>\n",
        "      <td>0</td>\n",
-       "      <td>an</td>\n",
+       "      <td>surface</td>\n",
        "      <td>0</td>\n",
        "      <td>reduced_gg</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>ecmf</td>\n",
        "      <td>2t</td>\n",
-       "      <td>surface</td>\n",
+       "      <td>2026-04-23 12:00:00</td>\n",
+       "      <td>2026-04-23 12:00:00</td>\n",
+       "      <td>0 days</td>\n",
        "      <td>0</td>\n",
-       "      <td>20240421</td>\n",
-       "      <td>1200</td>\n",
-       "      <td>0</td>\n",
-       "      <td>an</td>\n",
+       "      <td>surface</td>\n",
        "      <td>0</td>\n",
        "      <td>reduced_gg</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
-       "      <td>ecmf</td>\n",
        "      <td>2d</td>\n",
-       "      <td>surface</td>\n",
-       "      <td>0</td>\n",
-       "      <td>20240421</td>\n",
-       "      <td>1200</td>\n",
+       "      <td>2026-04-23 12:00:00</td>\n",
+       "      <td>2026-04-23 12:00:00</td>\n",
+       "      <td>0 days</td>\n",
        "      <td>0</td>\n",
-       "      <td>an</td>\n",
+       "      <td>surface</td>\n",
        "      <td>0</td>\n",
        "      <td>reduced_gg</td>\n",
        "    </tr>\n",
@@ -1181,21 +1307,21 @@
        "</div>"
       ],
       "text/plain": [
-       "  centre shortName typeOfLevel  level  dataDate  dataTime stepRange dataType  \\\n",
-       "0   ecmf       msl     surface      0  20240421         0         0       an   \n",
-       "1   ecmf        2t     surface      0  20240421         0         0       an   \n",
-       "2   ecmf        2d     surface      0  20240421         0         0       an   \n",
-       "3   ecmf       msl     surface      0  20240421      1200         0       an   \n",
-       "4   ecmf        2t     surface      0  20240421      1200         0       an   \n",
-       "5   ecmf        2d     surface      0  20240421      1200         0       an   \n",
-       "\n",
-       "   number    gridType  \n",
-       "0       0  reduced_gg  \n",
-       "1       0  reduced_gg  \n",
-       "2       0  reduced_gg  \n",
-       "3       0  reduced_gg  \n",
-       "4       0  reduced_gg  \n",
-       "5       0  reduced_gg  "
+       "  parameter.variable time.valid_datetime  time.base_datetime time.step  \\\n",
+       "0                msl 2026-04-23 00:00:00 2026-04-23 00:00:00    0 days   \n",
+       "1                 2t 2026-04-23 00:00:00 2026-04-23 00:00:00    0 days   \n",
+       "2                 2d 2026-04-23 00:00:00 2026-04-23 00:00:00    0 days   \n",
+       "3                msl 2026-04-23 12:00:00 2026-04-23 12:00:00    0 days   \n",
+       "4                 2t 2026-04-23 12:00:00 2026-04-23 12:00:00    0 days   \n",
+       "5                 2d 2026-04-23 12:00:00 2026-04-23 12:00:00    0 days   \n",
+       "\n",
+       "   vertical.level vertical.level_type ensemble.member geography.grid_type  \n",
+       "0               0             surface               0          reduced_gg  \n",
+       "1               0             surface               0          reduced_gg  \n",
+       "2               0             surface               0          reduced_gg  \n",
+       "3               0             surface               0          reduced_gg  \n",
+       "4               0             surface               0          reduced_gg  \n",
+       "5               0             surface               0          reduced_gg  "
       ]
      },
      "execution_count": 13,
@@ -1219,7 +1345,7 @@
     "tags": []
    },
    "source": [
-    "The data is now :ref:`cached <caching>`. Subsequent retrievals will used the cached file directly."
+    "The data is now :ref:`cached <caching>`. Subsequent retrievals will use the cached file directly."
    ]
   },
   {
@@ -1239,9 +1365,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "dev",
+   "display_name": "ek1",
    "language": "python",
-   "name": "dev"
+   "name": "ek1"
   },
   "language_info": {
    "codemirror_mode": {
@@ -1253,7 +1379,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.1"
+   "version": "3.12.11"
   }
  },
  "nbformat": 4,