diff --git a/docs/source/notebooks/Extract_geographical_watershed_properties.ipynb b/docs/source/notebooks/Extract_geographical_watershed_properties.ipynb index f507ec12..03fb5e1e 100644 --- a/docs/source/notebooks/Extract_geographical_watershed_properties.ipynb +++ b/docs/source/notebooks/Extract_geographical_watershed_properties.ipynb @@ -179,7 +179,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -324,14 +324,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "Metalink content-type detected.\n", - "Downloading to /tmp/tmpam8uej9t/subset_1.tiff.\n" + "Downloading to /tmp/tmpq5dx3ekj/subset_1.tiff.\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 8, @@ -340,7 +339,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -352,16 +351,9 @@ } ], "source": [ - "# Note that geojson, and rasterio/rioxarray need to be installed for this to work.\n", - "# In the next birdy release, the tiff grid will be automatically converted to a DataArray.\n", - "# Here we need to manually convert it.\n", "features, statistics, grid = stats_resp.get(asobj=True)\n", "\n", - "with rasterio.io.MemoryFile(grid[0]) as memfile:\n", - " with memfile.open() as dataset:\n", - " grid = rio.open_rasterio(dataset)\n", - "\n", - "grid.plot()" + "grid[0].plot()" ] }, { @@ -810,19 +802,22 @@ " [127, 127, ..., 127, 127],\n", " [127, 127, ..., 127, 127]]], dtype=uint8)\n", "Coordinates:\n", - " * band (band) int64 1\n", - " * y (y) float64 9.789e+05 9.789e+05 ... 9.674e+05 9.674e+05\n", - " * x (x) float64 1.978e+06 1.978e+06 ... 1.984e+06 1.984e+06\n", - " spatial_ref int64 0\n", + " * band (band) int64 1\n", + " * y (y) float64 9.789e+05 9.789e+05 9.788e+05 ... 9.674e+05 9.674e+05\n", + " * x (x) float64 1.978e+06 1.978e+06 1.978e+06 ... 1.984e+06 1.984e+06\n", "Attributes:\n", - " _FillValue: 127.0\n", - " scale_factor: 1.0\n", - " add_offset: 0.0\n", - " grid_mapping: spatial_ref
    • band
      (band)
      int64
      1
      array([1])
    • y
      (y)
      float64
      9.789e+05 9.789e+05 ... 9.674e+05
      array([978905., 978875., 978845., ..., 967445., 967415., 967385.])
    • x
      (x)
      float64
      1.978e+06 1.978e+06 ... 1.984e+06
      array([1977735., 1977765., 1977795., ..., 1983765., 1983795., 1983825.])
  • transform :
    (30.0, 0.0, 1977719.9999999972, 0.0, -30.0, 978920.0000000019)
    crs :
    +proj=laea +lat_0=45 +lon_0=-100 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs=True
    res :
    (30.0, 30.0)
    is_tiled :
    0
    nodatavals :
    (127.0,)
    scales :
    (1.0,)
    offsets :
    (0.0,)
    AREA_OR_POINT :
    Area
  • " ], "text/plain": [ "\n", @@ -832,15 +827,18 @@ " [127, 127, ..., 127, 127],\n", " [127, 127, ..., 127, 127]]], dtype=uint8)\n", "Coordinates:\n", - " * band (band) int64 1\n", - " * y (y) float64 9.789e+05 9.789e+05 ... 9.674e+05 9.674e+05\n", - " * x (x) float64 1.978e+06 1.978e+06 ... 1.984e+06 1.984e+06\n", - " spatial_ref int64 0\n", + " * band (band) int64 1\n", + " * y (y) float64 9.789e+05 9.789e+05 9.788e+05 ... 9.674e+05 9.674e+05\n", + " * x (x) float64 1.978e+06 1.978e+06 1.978e+06 ... 1.984e+06 1.984e+06\n", "Attributes:\n", - " _FillValue: 127.0\n", - " scale_factor: 1.0\n", - " add_offset: 0.0\n", - " grid_mapping: spatial_ref" + " transform: (30.0, 0.0, 1977719.9999999972, 0.0, -30.0, 978920.000000...\n", + " crs: +proj=laea +lat_0=45 +lon_0=-100 +x_0=0 +y_0=0 +datum=WGS...\n", + " res: (30.0, 30.0)\n", + " is_tiled: 0\n", + " nodatavals: (127.0,)\n", + " scales: (1.0,)\n", + " offsets: (0.0,)\n", + " AREA_OR_POINT: Area" ] }, "execution_count": 10, @@ -849,7 +847,7 @@ } ], "source": [ - "grid" + "grid[0]" ] }, { @@ -878,7 +876,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
    " ] @@ -890,7 +888,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
    " ] @@ -902,14 +900,14 @@ } ], "source": [ - "unique, counts = numpy.unique(grid.sel(band=1), return_counts=True)\n", + "unique, counts = numpy.unique(grid[0], return_counts=True)\n", "display(unique, counts)\n", "\n", "# Pixels values at '127' are NaN and can be ignored.\n", "plt.bar(unique[:-1], counts[:-1])\n", "plt.show()\n", "\n", - "grid.where(grid != 127).sel(band=1).plot.imshow(cmap=\"tab20\")\n", + "grid[0].where(grid[0] != 127).sel(band=1).plot.imshow(cmap=\"tab20\")\n", "plt.show()" ] }, @@ -927,7 +925,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
    " ] @@ -947,8 +945,8 @@ ")\n", "\n", "ax = plt.subplot(projection=crs)\n", - "grid.name = \"Land Use Categories\"\n", - "grid.where(grid != 127).sel(band=1).plot.imshow(ax=ax, transform=crs, cmap=\"tab20\")\n", + "grid[0].name = \"Land Use Categories\"\n", + "grid[0].where(grid[0] != 127).sel(band=1).plot.imshow(ax=ax, transform=crs, cmap=\"tab20\")\n", "plt.show()" ] }, @@ -996,10 +994,6 @@ "source": [ "properties, dem = terrain_resp.get(asobj=True)\n", "\n", - "with rasterio.io.MemoryFile(dem) as memfile:\n", - " with memfile.open() as dataset:\n", - " dem = rio.open_rasterio(dataset)\n", - "\n", "elevation = properties[0][\"elevation\"]\n", "slope = properties[0][\"slope\"]\n", "aspect = properties[0][\"aspect\"]\n", @@ -1019,7 +1013,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
    " ] @@ -1050,7 +1044,7 @@ { "data": { "text/plain": [ - "'https://pavics.ouranos.ca/wpsoutputs/1d16d622-9d8a-11eb-8610-3417ebcfda20/input.json'" + "'https://pavics.ouranos.ca/wpsoutputs/1835706e-ca30-11eb-934d-0242ac120017/input.json'" ] }, "metadata": {}, @@ -1059,7 +1053,7 @@ { "data": { "text/plain": [ - "'https://pavics.ouranos.ca/wpsoutputs/1d16d622-9d8a-11eb-8610-3417ebcfda20/clipped_hhw_8ldi.tiff'" + "'https://pavics.ouranos.ca/wpsoutputs/1835706e-ca30-11eb-934d-0242ac120017/clipped_d2p_9u3e.tiff'" ] }, "metadata": {}, @@ -1156,7 +1150,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.7.10" } }, "nbformat": 4,