From acac74f90ab53347331e8abe5a85be4afa0b79f1 Mon Sep 17 00:00:00 2001 From: vincentsarago Date: Fri, 25 Oct 2024 12:16:37 +0200 Subject: [PATCH] update example with NetCDF --- .../Using-rio-tiler-XarrayReader.ipynb | 997 +++++++++++++++++- 1 file changed, 996 insertions(+), 1 deletion(-) diff --git a/docs/src/examples/Using-rio-tiler-XarrayReader.ipynb b/docs/src/examples/Using-rio-tiler-XarrayReader.ipynb index 8f086b7b..4542aed1 100644 --- a/docs/src/examples/Using-rio-tiler-XarrayReader.ipynb +++ b/docs/src/examples/Using-rio-tiler-XarrayReader.ipynb @@ -1072,10 +1072,1005 @@ "plt.imshow(img.data_as_image())" ] }, + { + "cell_type": "markdown", + "id": "fedfaafa", + "metadata": {}, + "source": [ + "### NetCDF " + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "07310f05", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset> Size: 36GB\n",
+       "Dimensions:          (time: 1, lat: 18000, lon: 36000, length_scale: 1,\n",
+       "                      channel: 2)\n",
+       "Coordinates:\n",
+       "  * time             (time) datetime64[ns] 8B 2020-11-01\n",
+       "  * lat              (lat) float32 72kB -90.0 -89.99 -89.98 ... 89.98 89.99\n",
+       "  * lon              (lon) float32 144kB -180.0 -180.0 -180.0 ... 180.0 180.0\n",
+       "  * channel          (channel) float32 8B 11.0 12.0\n",
+       "Dimensions without coordinates: length_scale\n",
+       "Data variables: (12/14)\n",
+       "    dtime            (time, lat, lon) timedelta64[ns] 5GB ...\n",
+       "    satze            (time, lat, lon) float32 3GB ...\n",
+       "    sataz            (time, lat, lon) float32 3GB ...\n",
+       "    solze            (time, lat, lon) float32 3GB ...\n",
+       "    solaz            (time, lat, lon) float32 3GB ...\n",
+       "    lst              (time, lat, lon) float32 3GB ...\n",
+       "    ...               ...\n",
+       "    lst_unc_loc_atm  (time, lat, lon) float32 3GB ...\n",
+       "    lst_unc_loc_sfc  (time, lat, lon) float32 3GB ...\n",
+       "    lst_unc_sys      (length_scale) float32 4B ...\n",
+       "    lcc              (time, lat, lon) float32 3GB ...\n",
+       "    n                (time, lat, lon) float32 3GB ...\n",
+       "    lst_unc_loc_cor  (time, lat, lon) float32 3GB ...\n",
+       "Attributes: (12/41)\n",
+       "    source:                     ESA LST CCI IRCDR L3S V2.00\n",
+       "    title:                      ESA LST CCI land surface temperature time ser...\n",
+       "    institution:                University of Leicester\n",
+       "    history:                    Created using software developed at Universit...\n",
+       "    references:                 https://climate.esa.int/en/projects/land-surf...\n",
+       "    Conventions:                CF-1.8\n",
+       "    ...                         ...\n",
+       "    geospatial_lon_resolution:  0.01\n",
+       "    geospatial_lat_resolution:  0.01\n",
+       "    key_variables:              land_surface_temperature\n",
+       "    format_version:             CCI Data Standards v2.2\n",
+       "    spatial_resolution:         0.01 degree\n",
+       "    doi:                        10.5285/785ef9d3965442669bff899540747e28
" + ], + "text/plain": [ + " Size: 36GB\n", + "Dimensions: (time: 1, lat: 18000, lon: 36000, length_scale: 1,\n", + " channel: 2)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 8B 2020-11-01\n", + " * lat (lat) float32 72kB -90.0 -89.99 -89.98 ... 89.98 89.99\n", + " * lon (lon) float32 144kB -180.0 -180.0 -180.0 ... 180.0 180.0\n", + " * channel (channel) float32 8B 11.0 12.0\n", + "Dimensions without coordinates: length_scale\n", + "Data variables: (12/14)\n", + " dtime (time, lat, lon) timedelta64[ns] 5GB ...\n", + " satze (time, lat, lon) float32 3GB ...\n", + " sataz (time, lat, lon) float32 3GB ...\n", + " solze (time, lat, lon) float32 3GB ...\n", + " solaz (time, lat, lon) float32 3GB ...\n", + " lst (time, lat, lon) float32 3GB ...\n", + " ... ...\n", + " lst_unc_loc_atm (time, lat, lon) float32 3GB ...\n", + " lst_unc_loc_sfc (time, lat, lon) float32 3GB ...\n", + " lst_unc_sys (length_scale) float32 4B ...\n", + " lcc (time, lat, lon) float32 3GB ...\n", + " n (time, lat, lon) float32 3GB ...\n", + " lst_unc_loc_cor (time, lat, lon) float32 3GB ...\n", + "Attributes: (12/41)\n", + " source: ESA LST CCI IRCDR L3S V2.00\n", + " title: ESA LST CCI land surface temperature time ser...\n", + " institution: University of Leicester\n", + " history: Created using software developed at Universit...\n", + " references: https://climate.esa.int/en/projects/land-surf...\n", + " Conventions: CF-1.8\n", + " ... ...\n", + " geospatial_lon_resolution: 0.01\n", + " geospatial_lat_resolution: 0.01\n", + " key_variables: land_surface_temperature\n", + " format_version: CCI Data Standards v2.2\n", + " spatial_resolution: 0.01 degree\n", + " doi: 10.5285/785ef9d3965442669bff899540747e28" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import fsspec\n", + "\n", + "filesystem = fsspec.filesystem(\"https\")\n", + "\n", + "fp = filesystem.open(\n", + " \"https://dap.ceda.ac.uk/neodc/esacci/land_surface_temperature/data/MULTISENSOR_IRCDR/L3S/0.01/v2.00/monthly/2020/11/ESACCI-LST-L3S-LST-IRCDR_-0.01deg_1MONTHLY_DAY-20201101000000-fv2.00.nc\"\n", + ")\n", + "ds = xarray.open_dataset(\n", + " fp,\n", + " engine=\"h5netcdf\",\n", + " decode_coords=\"all\",\n", + ")\n", + "ds" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "62a7401c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.DataArray 'lst' (time: 1, lat: 18000, lon: 36000)> Size: 3GB\n",
+       "[648000000 values with dtype=float32]\n",
+       "Coordinates:\n",
+       "  * time         (time) datetime64[ns] 8B 2020-11-01\n",
+       "  * lat          (lat) float32 72kB -90.0 -89.99 -89.98 ... 89.97 89.98 89.99\n",
+       "  * lon          (lon) float32 144kB -180.0 -180.0 -180.0 ... 180.0 180.0 180.0\n",
+       "    spatial_ref  int64 8B 0\n",
+       "Attributes:\n",
+       "    long_name:  land surface temperature\n",
+       "    units:      kelvin\n",
+       "    valid_min:  -8315\n",
+       "    valid_max:  7685
" + ], + "text/plain": [ + " Size: 3GB\n", + "[648000000 values with dtype=float32]\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 8B 2020-11-01\n", + " * lat (lat) float32 72kB -90.0 -89.99 -89.98 ... 89.97 89.98 89.99\n", + " * lon (lon) float32 144kB -180.0 -180.0 -180.0 ... 180.0 180.0 180.0\n", + " spatial_ref int64 8B 0\n", + "Attributes:\n", + " long_name: land surface temperature\n", + " units: kelvin\n", + " valid_min: -8315\n", + " valid_max: 7685" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "da = ds[\"lst\"]\n", + "\n", + "# # Make sure we have a valid CRS\n", + "crs = da.rio.crs or \"epsg:4326\"\n", + "da.rio.write_crs(crs, inplace=True)\n", + "\n", + "# Select the first time stamp\n", + "# da = da.isel(time=0)\n", + "da" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "6b69430d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "bounds=(-179.99999511705187, -90.00000274631076, 179.99999511705187, 89.9999874875217) crs='http://www.opengis.net/def/crs/EPSG/0/4326' band_metadata=[('b1', {'long_name': 'reference time of file', 'standard_name': 'time'})] band_descriptions=[('b1', '2020-11-01T00:00:00.000000000')] dtype='float32' nodata_type='Nodata' colorinterp=None scales=None offsets=None colormap=None name='lst' count=1 width=36000 height=18000 attrs={'long_name': 'land surface temperature', 'units': 'kelvin', 'valid_min': -8315, 'valid_max': 7685}\n", + "0 6\n" + ] + } + ], + "source": [ + "with XarrayReader(da) as dst:\n", + " print(dst.info())\n", + " print(dst.minzoom, dst.maxzoom)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "c9678aa9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with XarrayReader(da) as dst:\n", + " img = dst.tile(31, 22, 6)\n", + "\n", + "plt.imshow(img.data_as_image())" + ] + }, { "cell_type": "code", "execution_count": null, - "id": "07310f05", + "id": "a29c1282", "metadata": {}, "outputs": [], "source": []