diff --git a/docs/tutorials/how-to-read-data-from-stac.ipynb b/docs/tutorials/how-to-read-data-from-stac.ipynb index 8e10f3ba5..ec262c1f8 100644 --- a/docs/tutorials/how-to-read-data-from-stac.ipynb +++ b/docs/tutorials/how-to-read-data-from-stac.ipynb @@ -11,10 +11,17 @@ "\n", "## tl;dr\n", "\n", - "For any PySTAC object that can be represented as an ndimensional dataset you can read the data using the following command:\n", + "For any PySTAC asset that can be represented as an xarray dataset you can read the data using the following command:\n", "\n", "```python\n", - "xr.open_dataset(object)\n", + "xr.open_dataset(asset)\n", + "```\n", + "\n", + "If you want to load multiple assets from the same item and/or many items at once use:\n", + "\n", + "\n", + "```python\n", + "odc.stac.load([items])\n", "```\n", "\n", "## Dependencies\n", @@ -22,21 +29,9 @@ "There are lots of optional dependencies depending on where and how the data you are interested in are stored. Here are some of the libraries that you will probably need:\n", "\n", "- dask - to delay data loading until access\n", - "- fsspec - to access data from remote storage\n", "- pystac - STAC object structures\n", "- xarray, rioxarray - data structures\n", - "- xpystac, stackstac - helper for loading pystac into xarray objects" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "11dddb09-6313-4822-90ba-26eb6e5c143b", - "metadata": {}, - "outputs": [], - "source": [ - "!pip install adlfs dask 'fsspec[http]' planetary_computer --quiet\n", - "!pip install stackstac xarray xpystac zarr --quiet" + "- xpystac, odc-stac - helper for loading pystac into xarray objects" ] }, { @@ -49,11 +44,22 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "2a8afebd-b397-4e7a-b448-0f59cc030e66", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-21T19:55:58.808745Z", + "iopub.status.busy": "2025-08-21T19:55:58.808345Z", + "iopub.status.idle": "2025-08-21T19:56:01.983744Z", + "shell.execute_reply": "2025-08-21T19:56:01.983228Z", + "shell.execute_reply.started": "2025-08-21T19:55:58.808709Z" + } + }, "outputs": [], "source": [ + "import odc.stac\n", + "import planetary_computer\n", + "import rioxarray\n", "import xarray as xr\n", "\n", "import pystac" @@ -74,17 +80,3666 @@ "id": "30da7cfd-2861-4095-b15b-9952a7d824d9", "metadata": {}, "source": [ - "### COGs\n", + "### COGs\n", + "\n", + "Read all the data from the COGs referenced by the assets on an item." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "c77432e6-8b0d-44d2-a947-ec74a529b8cb", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-21T19:56:03.945808Z", + "iopub.status.busy": "2025-08-21T19:56:03.945372Z", + "iopub.status.idle": "2025-08-21T19:56:05.448439Z", + "shell.execute_reply": "2025-08-21T19:56:05.448060Z", + "shell.execute_reply.started": "2025-08-21T19:56:03.945773Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" grid-template-columns: 150px auto auto 1fr 20px 20px;\n", + " grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n", "}\n", "\n", ".xr-section-item {\n", @@ -177,11 +3881,14 @@ "}\n", "\n", ".xr-section-item input {\n", - " display: none;\n", + " display: inline-block;\n", + " opacity: 0;\n", + " height: 0;\n", "}\n", "\n", ".xr-section-item input + label {\n", " color: var(--xr-disabled-color);\n", + " border: 2px solid transparent !important;\n", "}\n", "\n", ".xr-section-item input:enabled + label {\n", @@ -189,6 +3896,10 @@ " color: var(--xr-font-color2);\n", "}\n", "\n", + ".xr-section-item input:focus + label {\n", + " border: 2px solid var(--xr-font-color0) !important;\n", + "}\n", + "\n", ".xr-section-item input:enabled + label:hover {\n", " color: var(--xr-font-color0);\n", "}\n", @@ -210,7 +3921,7 @@ "\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", @@ -221,7 +3932,7 @@ "}\n", "\n", ".xr-section-summary-in:checked + label:before {\n", - " content: '▼';\n", + " content: \"▼\";\n", "}\n", "\n", ".xr-section-summary-in:checked + label > span {\n", @@ -293,15 +4004,15 @@ "}\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", @@ -318,7 +4029,9 @@ ".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", @@ -329,6 +4042,7 @@ ".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", @@ -378,8 +4092,15 @@ ".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", @@ -392,6 +4113,12 @@ " 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", @@ -451,104 +4178,34 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
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-       "    transform:   | 30.00, 0.00, 377370.00|\\n| 0.00,-30.00,-3713070.00|\\n| 0.0...\n",
-       "    resolution:  30.0
" + "\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", + "
<xarray.DataArray ()> Size: 8B\n",
+       "array(14472.21996775)\n",
+       "Coordinates:\n",
+       "    spatial_ref  int64 8B 0
" ], "text/plain": [ - "\n", - "Dimensions: (time: 1, y: 7802, x: 7762, band: 19)\n", - "Coordinates: (12/32)\n", - " * time (time) datetime64[ns] 2023-04-08T23:37:51.63...\n", - " id (time) Size: 8B\n", + "array(14472.21996775)\n", + "Coordinates:\n", + " spatial_ref int64 8B 0" ] }, - "execution_count": 3, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "landsat_item = pystac.Item.from_file(\n", - " \"https://planetarycomputer.microsoft.com/api/stac/v1/collections/landsat-c2-l2/items/LC09_L2SP_088084_20230408_02_T2\"\n", - ")\n", - "xr.open_dataset(landsat_item)" + "%%time\n", + "da.mean()" ] }, { @@ -563,9 +4220,17 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "id": "5176680b-3d58-4c72-bf58-d80051f6de75", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-21T19:56:11.624714Z", + "iopub.status.busy": "2025-08-21T19:56:11.624335Z", + "iopub.status.idle": "2025-08-21T19:56:22.617465Z", + "shell.execute_reply": "2025-08-21T19:56:22.616757Z", + "shell.execute_reply.started": "2025-08-21T19:56:11.624682Z" + } + }, "outputs": [ { "data": { @@ -590,27 +4255,76 @@ " */\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", @@ -651,7 +4365,7 @@ ".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", "}\n", "\n", ".xr-section-item {\n", @@ -659,11 +4373,14 @@ "}\n", "\n", ".xr-section-item input {\n", - " display: none;\n", + " display: inline-block;\n", + " opacity: 0;\n", + " height: 0;\n", "}\n", "\n", ".xr-section-item input + label {\n", " color: var(--xr-disabled-color);\n", + " border: 2px solid transparent !important;\n", "}\n", "\n", ".xr-section-item input:enabled + label {\n", @@ -671,6 +4388,10 @@ " color: var(--xr-font-color2);\n", "}\n", "\n", + ".xr-section-item input:focus + label {\n", + " border: 2px solid var(--xr-font-color0) !important;\n", + "}\n", + "\n", ".xr-section-item input:enabled + label:hover {\n", " color: var(--xr-font-color0);\n", "}\n", @@ -692,7 +4413,7 @@ "\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", @@ -703,7 +4424,7 @@ "}\n", "\n", ".xr-section-summary-in:checked + label:before {\n", - " content: '▼';\n", + " content: \"▼\";\n", "}\n", "\n", ".xr-section-summary-in:checked + label > span {\n", @@ -775,15 +4496,15 @@ "}\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", @@ -800,7 +4521,9 @@ ".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", @@ -811,6 +4534,7 @@ ".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", @@ -860,8 +4584,15 @@ ".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", @@ -874,6 +4605,12 @@ " 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", @@ -933,26 +4670,34 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
<xarray.Dataset>\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",
+       "
<xarray.Dataset> Size: 69GB\n",
        "Dimensions:                  (time: 14965, y: 584, x: 284, nv: 2)\n",
        "Coordinates:\n",
-       "    lat                      (y, x) float32 ...\n",
-       "    lon                      (y, x) float32 ...\n",
-       "  * time                     (time) datetime64[ns] 1980-01-01T12:00:00 ... 20...\n",
-       "  * x                        (x) float32 -5.802e+06 -5.801e+06 ... -5.519e+06\n",
-       "  * y                        (y) float32 -3.9e+04 -4e+04 ... -6.21e+05 -6.22e+05\n",
+       "    lat                      (y, x) float32 663kB dask.array<chunksize=(584, 284), meta=np.ndarray>\n",
+       "    lon                      (y, x) float32 663kB dask.array<chunksize=(584, 284), meta=np.ndarray>\n",
+       "  * time                     (time) datetime64[ns] 120kB 1980-01-01T12:00:00 ...\n",
+       "  * x                        (x) float32 1kB -5.802e+06 ... -5.519e+06\n",
+       "  * y                        (y) float32 2kB -3.9e+04 -4e+04 ... -6.22e+05\n",
        "Dimensions without coordinates: nv\n",
        "Data variables:\n",
-       "    dayl                     (time, y, x) float32 ...\n",
-       "    lambert_conformal_conic  int16 ...\n",
-       "    prcp                     (time, y, x) float32 ...\n",
-       "    srad                     (time, y, x) float32 ...\n",
-       "    swe                      (time, y, x) float32 ...\n",
-       "    time_bnds                (time, nv) datetime64[ns] ...\n",
-       "    tmax                     (time, y, x) float32 ...\n",
-       "    tmin                     (time, y, x) float32 ...\n",
-       "    vp                       (time, y, x) float32 ...\n",
-       "    yearday                  (time) int16 ...\n",
+       "    dayl                     (time, y, x) float32 10GB dask.array<chunksize=(365, 584, 284), meta=np.ndarray>\n",
+       "    lambert_conformal_conic  int16 2B ...\n",
+       "    prcp                     (time, y, x) float32 10GB dask.array<chunksize=(365, 584, 284), meta=np.ndarray>\n",
+       "    srad                     (time, y, x) float32 10GB dask.array<chunksize=(365, 584, 284), meta=np.ndarray>\n",
+       "    swe                      (time, y, x) float32 10GB dask.array<chunksize=(365, 584, 284), meta=np.ndarray>\n",
+       "    time_bnds                (time, nv) datetime64[ns] 239kB dask.array<chunksize=(365, 2), meta=np.ndarray>\n",
+       "    tmax                     (time, y, x) float32 10GB dask.array<chunksize=(365, 584, 284), meta=np.ndarray>\n",
+       "    tmin                     (time, y, x) float32 10GB dask.array<chunksize=(365, 584, 284), meta=np.ndarray>\n",
+       "    vp                       (time, y, x) float32 10GB dask.array<chunksize=(365, 584, 284), meta=np.ndarray>\n",
+       "    yearday                  (time) int16 30kB dask.array<chunksize=(365,), meta=np.ndarray>\n",
        "Attributes:\n",
        "    Conventions:       CF-1.6\n",
        "    Version_data:      Daymet Data Version 4.0\n",
@@ -960,12 +4705,1066 @@
        "    citation:          Please see http://daymet.ornl.gov/ for current Daymet ...\n",
        "    references:        Please see http://daymet.ornl.gov/ for current informa...\n",
        "    source:            Daymet Software Version 4.0\n",
-       "    start_year:        1980
  • x
    PandasIndex
    PandasIndex(Index([-5802250.0, -5801250.0, -5800250.0, -5799250.0, -5798250.0, -5797250.0,\n",
+       "       -5796250.0, -5795250.0, -5794250.0, -5793250.0,\n",
+       "       ...\n",
+       "       -5528250.0, -5527250.0, -5526250.0, -5525250.0, -5524250.0, -5523250.0,\n",
+       "       -5522250.0, -5521250.0, -5520250.0, -5519250.0],\n",
+       "      dtype='float32', name='x', length=284))
  • y
    PandasIndex
    PandasIndex(Index([ -39000.0,  -40000.0,  -41000.0,  -42000.0,  -43000.0,  -44000.0,\n",
+       "        -45000.0,  -46000.0,  -47000.0,  -48000.0,\n",
+       "       ...\n",
+       "       -613000.0, -614000.0, -615000.0, -616000.0, -617000.0, -618000.0,\n",
+       "       -619000.0, -620000.0, -621000.0, -622000.0],\n",
+       "      dtype='float32', name='y', length=584))
  • Conventions :
    CF-1.6
    Version_data :
    Daymet Data Version 4.0
    Version_software :
    Daymet Software Version 4.0
    citation :
    Please see http://daymet.ornl.gov/ for current Daymet data citation information
    references :
    Please see http://daymet.ornl.gov/ for current information on Daymet references
    source :
    Daymet Software Version 4.0
    start_year :
    1980
    • " ], "text/plain": [ - "\n", + " Size: 69GB\n", "Dimensions: (time: 14965, y: 584, x: 284, nv: 2)\n", "Coordinates:\n", - " lat (y, x) float32 ...\n", - " lon (y, x) float32 ...\n", - " * time (time) datetime64[ns] 1980-01-01T12:00:00 ... 20...\n", - " * x (x) float32 -5.802e+06 -5.801e+06 ... -5.519e+06\n", - " * y (y) float32 -3.9e+04 -4e+04 ... -6.21e+05 -6.22e+05\n", + " lat (y, x) float32 663kB dask.array\n", + " lon (y, x) float32 663kB dask.array\n", + " * time (time) datetime64[ns] 120kB 1980-01-01T12:00:00 ...\n", + " * x (x) float32 1kB -5.802e+06 ... -5.519e+06\n", + " * y (y) float32 2kB -3.9e+04 -4e+04 ... -6.22e+05\n", "Dimensions without coordinates: nv\n", "Data variables:\n", - " dayl (time, y, x) float32 ...\n", - " lambert_conformal_conic int16 ...\n", - " prcp (time, y, x) float32 ...\n", - " srad (time, y, x) float32 ...\n", - " swe (time, y, x) float32 ...\n", - " time_bnds (time, nv) datetime64[ns] ...\n", - " tmax (time, y, x) float32 ...\n", - " tmin (time, y, x) float32 ...\n", - " vp (time, y, x) float32 ...\n", - " yearday (time) int16 ...\n", + " dayl (time, y, x) float32 10GB dask.array\n", + " lambert_conformal_conic int16 2B ...\n", + " prcp (time, y, x) float32 10GB dask.array\n", + " srad (time, y, x) float32 10GB dask.array\n", + " swe (time, y, x) float32 10GB dask.array\n", + " time_bnds (time, nv) datetime64[ns] 239kB dask.array\n", + " tmax (time, y, x) float32 10GB dask.array\n", + " tmin (time, y, x) float32 10GB dask.array\n", + " vp (time, y, x) float32 10GB dask.array\n", + " yearday (time) int16 30kB dask.array\n", "Attributes:\n", " Conventions: CF-1.6\n", " Version_data: Daymet Data Version 4.0\n", @@ -1019,7 +5818,7 @@ " start_year: 1980" ] }, - "execution_count": 4, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -1029,8 +5828,10 @@ " \"https://planetarycomputer.microsoft.com/api/stac/v1/collections/daymet-daily-hi\"\n", ")\n", "daymet_asset = daymet_collection.assets[\"zarr-abfs\"]\n", + "daymet_asset_signed = planetary_computer.sign(daymet_asset)\n", "\n", - "xr.open_dataset(daymet_asset)" + "ds = xr.open_dataset(daymet_asset_signed, chunks={})\n", + "ds" ] }, { @@ -1040,14 +5841,28 @@ "source": [ "### Reference file\n", "\n", - "If the collection has a reference file we can use that" + "If the collection has a reference file we can use that.\n", + "\n", + "
    \n", + " \n", + "This will not work for kerchunk>=0.2.8 and xpystac<=0.2.0. Track the xpystac ticket here: [xpystac #48](https://github.com/stac-utils/xpystac/issues/48)\n", + " \n", + "
    " ] }, { "cell_type": "code", - "execution_count": 5, - "id": "00efc688-a8b8-4b45-8ee8-1aa076a870f4", - "metadata": {}, + "execution_count": 7, + "id": "e69db448-c493-4972-ab1d-a8fb3f8ab71f", + "metadata": { + "execution": { + "iopub.execute_input": "2025-08-21T19:56:22.618362Z", + "iopub.status.busy": "2025-08-21T19:56:22.618022Z", + "iopub.status.idle": "2025-08-21T19:56:33.446768Z", + "shell.execute_reply": "2025-08-21T19:56:33.446285Z", + "shell.execute_reply.started": "2025-08-21T19:56:22.618347Z" + } + }, "outputs": [ { "data": { @@ -1072,27 +5887,76 @@ " */\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", @@ -1133,7 +5997,7 @@ ".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", "}\n", "\n", ".xr-section-item {\n", @@ -1141,11 +6005,14 @@ "}\n", "\n", ".xr-section-item input {\n", - " display: none;\n", + " display: inline-block;\n", + " opacity: 0;\n", + " height: 0;\n", "}\n", "\n", ".xr-section-item input + label {\n", " color: var(--xr-disabled-color);\n", + " border: 2px solid transparent !important;\n", "}\n", "\n", ".xr-section-item input:enabled + label {\n", @@ -1153,6 +6020,10 @@ " color: var(--xr-font-color2);\n", "}\n", "\n", + ".xr-section-item input:focus + label {\n", + " border: 2px solid var(--xr-font-color0) !important;\n", + "}\n", + "\n", ".xr-section-item input:enabled + label:hover {\n", " color: var(--xr-font-color0);\n", "}\n", @@ -1174,7 +6045,7 @@ "\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", @@ -1185,7 +6056,7 @@ "}\n", "\n", ".xr-section-summary-in:checked + label:before {\n", - " content: '▼';\n", + " content: \"▼\";\n", "}\n", "\n", ".xr-section-summary-in:checked + label > span {\n", @@ -1257,15 +6128,15 @@ "}\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", @@ -1282,7 +6153,9 @@ ".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", @@ -1293,6 +6166,7 @@ ".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", @@ -1342,8 +6216,15 @@ ".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", @@ -1356,6 +6237,12 @@ " 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", @@ -1415,22 +6302,30 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
    <xarray.Dataset>\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",
+       "
    <xarray.Dataset> Size: 738GB\n",
        "Dimensions:  (time: 23741, lat: 600, lon: 1440)\n",
        "Coordinates:\n",
-       "  * lat      (lat) float64 -59.88 -59.62 -59.38 -59.12 ... 89.38 89.62 89.88\n",
-       "  * lon      (lon) float64 0.125 0.375 0.625 0.875 ... 359.1 359.4 359.6 359.9\n",
-       "  * time     (time) datetime64[us] 1950-01-01T12:00:00 ... 2014-12-31T12:00:00\n",
+       "  * lat      (lat) float64 5kB -59.88 -59.62 -59.38 -59.12 ... 89.38 89.62 89.88\n",
+       "  * lon      (lon) float64 12kB 0.125 0.375 0.625 0.875 ... 359.4 359.6 359.9\n",
+       "  * time     (time) datetime64[us] 190kB 1950-01-01T12:00:00 ... 2014-12-31T1...\n",
        "Data variables:\n",
-       "    hurs     (time, lat, lon) float32 ...\n",
-       "    huss     (time, lat, lon) float32 ...\n",
-       "    pr       (time, lat, lon) float32 ...\n",
-       "    rlds     (time, lat, lon) float32 ...\n",
-       "    rsds     (time, lat, lon) float32 ...\n",
-       "    sfcWind  (time, lat, lon) float32 ...\n",
-       "    tas      (time, lat, lon) float32 ...\n",
-       "    tasmax   (time, lat, lon) float32 ...\n",
-       "    tasmin   (time, lat, lon) float32 ...\n",
+       "    hurs     (time, lat, lon) float32 82GB dask.array<chunksize=(1, 600, 1440), meta=np.ndarray>\n",
+       "    huss     (time, lat, lon) float32 82GB dask.array<chunksize=(1, 600, 1440), meta=np.ndarray>\n",
+       "    pr       (time, lat, lon) float32 82GB dask.array<chunksize=(1, 600, 1440), meta=np.ndarray>\n",
+       "    rlds     (time, lat, lon) float32 82GB dask.array<chunksize=(1, 600, 1440), meta=np.ndarray>\n",
+       "    rsds     (time, lat, lon) float32 82GB dask.array<chunksize=(1, 600, 1440), meta=np.ndarray>\n",
+       "    sfcWind  (time, lat, lon) float32 82GB dask.array<chunksize=(1, 600, 1440), meta=np.ndarray>\n",
+       "    tas      (time, lat, lon) float32 82GB dask.array<chunksize=(1, 600, 1440), meta=np.ndarray>\n",
+       "    tasmax   (time, lat, lon) float32 82GB dask.array<chunksize=(1, 600, 1440), meta=np.ndarray>\n",
+       "    tasmin   (time, lat, lon) float32 82GB dask.array<chunksize=(1, 600, 1440), meta=np.ndarray>\n",
        "Attributes: (12/22)\n",
        "    Conventions:           CF-1.7\n",
        "    activity:              NEX-GDDP-CMIP6\n",
@@ -1444,21 +6339,1047 @@
        "    title:                 ACCESS-CM2, r1i1p1f1, historical, global downscale...\n",
        "    tracking_id:           16d27564-470f-41ea-8077-f4cc3efa5bfe\n",
        "    variant_label:         r1i1p1f1\n",
-       "    version:               1.0
  • Conventions :
    CF-1.7
    activity :
    NEX-GDDP-CMIP6
    cmip6_institution_id :
    CSIRO-ARCCSS
    cmip6_license :
    CC-BY-SA 4.0
    cmip6_source_id :
    ACCESS-CM2
    contact :
    Dr. Rama Nemani: rama.nemani@nasa.gov, Dr. Bridget Thrasher: bridget@climateanalyticsgroup.org
    creation_date :
    2021-10-04T13:59:21.654137+00:00
    disclaimer :
    This data is considered provisional and subject to change. This data is provided as is without any warranty of any kind, either express or implied, arising by law or otherwise, including but not limited to warranties of completeness, non-infringement, accuracy, merchantability, or fitness for a particular purpose. The user assumes all risk associated with the use of, or inability to use, this data.
    external_variables :
    areacella
    frequency :
    day
    history :
    2021-10-04T13:59:21.654137+00:00: install global attributes
    institution :
    NASA Earth Exchange, NASA Ames Research Center, Moffett Field, CA 94035
    product :
    output
    realm :
    atmos
    references :
    BCSD method: Thrasher et al., 2012, Hydrol. Earth Syst. Sci.,16, 3309-3314. Ref period obs: latest version of the Princeton Global Meteorological Forcings (http://hydrology.princeton.edu/data.php), based on Sheffield et al., 2006, J. Climate, 19 (13), 3088-3111.
    resolution_id :
    0.25 degree
    scenario :
    historical
    source :
    BCSD
    title :
    ACCESS-CM2, r1i1p1f1, historical, global downscaled CMIP6 climate projection data
    tracking_id :
    16d27564-470f-41ea-8077-f4cc3efa5bfe
    variant_label :
    r1i1p1f1
    version :
    1.0
    • " ], "text/plain": [ - "\n", + " Size: 738GB\n", "Dimensions: (time: 23741, lat: 600, lon: 1440)\n", "Coordinates:\n", - " * lat (lat) float64 -59.88 -59.62 -59.38 -59.12 ... 89.38 89.62 89.88\n", - " * lon (lon) float64 0.125 0.375 0.625 0.875 ... 359.1 359.4 359.6 359.9\n", - " * time (time) datetime64[us] 1950-01-01T12:00:00 ... 2014-12-31T12:00:00\n", + " * lat (lat) float64 5kB -59.88 -59.62 -59.38 -59.12 ... 89.38 89.62 89.88\n", + " * lon (lon) float64 12kB 0.125 0.375 0.625 0.875 ... 359.4 359.6 359.9\n", + " * time (time) datetime64[us] 190kB 1950-01-01T12:00:00 ... 2014-12-31T1...\n", "Data variables:\n", - " hurs (time, lat, lon) float32 ...\n", - " huss (time, lat, lon) float32 ...\n", - " pr (time, lat, lon) float32 ...\n", - " rlds (time, lat, lon) float32 ...\n", - " rsds (time, lat, lon) float32 ...\n", - " sfcWind (time, lat, lon) float32 ...\n", - " tas (time, lat, lon) float32 ...\n", - " tasmax (time, lat, lon) float32 ...\n", - " tasmin (time, lat, lon) float32 ...\n", + " hurs (time, lat, lon) float32 82GB dask.array\n", + " huss (time, lat, lon) float32 82GB dask.array\n", + " pr (time, lat, lon) float32 82GB dask.array\n", + " rlds (time, lat, lon) float32 82GB dask.array\n", + " rsds (time, lat, lon) float32 82GB dask.array\n", + " sfcWind (time, lat, lon) float32 82GB dask.array\n", + " tas (time, lat, lon) float32 82GB dask.array\n", + " tasmax (time, lat, lon) float32 82GB dask.array\n", + " tasmin (time, lat, lon) float32 82GB dask.array\n", "Attributes: (12/22)\n", " Conventions: CF-1.7\n", " activity: NEX-GDDP-CMIP6\n", @@ -1504,7 +7425,7 @@ " version: 1.0" ] }, - "execution_count": 5, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -1514,8 +7435,10 @@ " \"https://planetarycomputer.microsoft.com/api/stac/v1/collections/nasa-nex-gddp-cmip6\"\n", ")\n", "cmip6_asset = cmip6_collection.assets[\"ACCESS-CM2.historical\"]\n", + "cmip6_asset_signed = planetary_computer.sign(cmip6_asset)\n", "\n", - "xr.open_dataset(cmip6_asset)" + "ds = xr.open_dataset(cmip6_asset_signed, chunks={}, patch_url=planetary_computer.sign)\n", + "ds" ] } ], @@ -1535,7 +7458,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.15" + "version": "3.10.12" } }, "nbformat": 4, diff --git a/pyproject.toml b/pyproject.toml index 51f7bcbc4..570397c98 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -58,18 +58,24 @@ dev = [ "virtualenv>=20.26.6", ] docs = [ + "adlfs>=2024.12.0", "boto3>=1.35.39", "ipython>=8.28.0", "jinja2>=3.1.4", "jupyter>=1.1.1", "nbsphinx>=0.9.5", + "odc-stac>=0.4.0", + "planetary-computer>=1.0.0", "pydata-sphinx-theme>=0.15.4", "rasterio>=1.4.1", + "rioxarray>=0.19.0", "shapely>=2.0.6", "sphinx>=8.1.1", "sphinx-autobuild>=2024.10.3", "sphinx-design>=0.6.1", "sphinxcontrib-fulltoc>=1.2.0", + "xpystac>=0.2.0", + "zarr>=2.18.3", ] [project.urls] diff --git a/uv.lock b/uv.lock index 6a4da2834..ef705be88 100644 --- a/uv.lock +++ b/uv.lock @@ -1,9 +1,11 @@ version = 1 -revision = 2 +revision = 1 requires-python = ">=3.10" resolution-markers = [ - "python_full_version >= '3.11' and platform_python_implementation == 'PyPy'", - "python_full_version >= '3.11' and platform_python_implementation != 'PyPy'", + "python_full_version >= '3.12' and platform_python_implementation == 'PyPy'", + "python_full_version == '3.11.*' and platform_python_implementation == 'PyPy'", + "python_full_version >= '3.12' and platform_python_implementation != 'PyPy'", + "python_full_version == '3.11.*' and platform_python_implementation != 'PyPy'", "python_full_version < '3.11' and platform_python_implementation == 'PyPy'", "python_full_version < '3.11' and platform_python_implementation != 'PyPy'", ] @@ -15,27 +17,161 @@ source = { registry = "https://pypi.org/simple" } dependencies = [ { name = "pygments" }, ] -sdist = { url = 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