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| { | |
| "cell_type": "markdown", | |
| "id": "f974204a-10c5-45f9-9e43-57533caef6f6", | |
| "metadata": {}, | |
| "source": [ | |
| "# Xarray Raster Alignment Example\n", | |
| "\n", | |
| "Same CRS, but offset Affines" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "id": "1b3320c4-8d59-422e-8809-34e4a5b513da", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import xarray as xr\n", | |
| "import os\n", | |
| "os.environ['GDAL_DISABLE_READDIR_ON_OPEN'] = 'EMPTY_DIR'" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "id": "34ae0a6e-f260-495b-99f6-78cc201ebc37", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# Same acquisition data \n", | |
| "# same CRS but different resolution & therefore different affines\n", | |
| "b4 = 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/B04.tif'\n", | |
| "b5 = 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/B05.tif'" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "id": "64c5697a-6750-4d7e-8be1-0d051c8ba926", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
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| "</style><pre class='xr-text-repr-fallback'><xarray.DataArray 'band_data' (y: 10980, x: 10980)> Size: 482MB\n", | |
| "dask.array<getitem, shape=(10980, 10980), dtype=float32, chunksize=(5120, 5120), chunktype=numpy.ndarray>\n", | |
| "Coordinates:\n", | |
| " band int64 8B 1\n", | |
| " * x (x) float64 88kB 7e+05 7e+05 7e+05 ... 8.097e+05 8.098e+05\n", | |
| " * y (y) float64 88kB 9.7e+06 9.7e+06 9.7e+06 ... 9.59e+06 9.59e+06\n", | |
| " spatial_ref int64 8B ...\n", | |
| "Attributes:\n", | |
| " OVR_RESAMPLING_ALG: AVERAGE\n", | |
| " AREA_OR_POINT: Area</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'band_data'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>y</span>: 10980</li><li><span class='xr-has-index'>x</span>: 10980</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-8670a187-c9be-478e-906b-16c30696b5ed' class='xr-array-in' type='checkbox' checked><label for='section-8670a187-c9be-478e-906b-16c30696b5ed' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>dask.array<chunksize=(5120, 5120), meta=np.ndarray></span></div><div class='xr-array-data'><table>\n", | |
| " <tr>\n", | |
| " <td>\n", | |
| " <table style=\"border-collapse: collapse;\">\n", | |
| " <thead>\n", | |
| " <tr>\n", | |
| " <td> </td>\n", | |
| " <th> Array </th>\n", | |
| " <th> Chunk </th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <th> Bytes </th>\n", | |
| " <td> 459.90 MiB </td>\n", | |
| " <td> 100.00 MiB </td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <th> Shape </th>\n", | |
| " <td> (10980, 10980) </td>\n", | |
| " <td> (5120, 5120) </td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th> Dask graph </th>\n", | |
| " <td colspan=\"2\"> 9 chunks in 3 graph layers </td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th> Data type </th>\n", | |
| " <td colspan=\"2\"> float32 numpy.ndarray </td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| " </table>\n", | |
| " </td>\n", | |
| " <td>\n", | |
| " <svg width=\"170\" height=\"170\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n", | |
| "\n", | |
| " <!-- Horizontal lines -->\n", | |
| " <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n", | |
| " <line x1=\"0\" y1=\"55\" x2=\"120\" y2=\"55\" />\n", | |
| " <line x1=\"0\" y1=\"111\" x2=\"120\" y2=\"111\" />\n", | |
| " <line x1=\"0\" y1=\"120\" x2=\"120\" y2=\"120\" style=\"stroke-width:2\" />\n", | |
| "\n", | |
| " <!-- Vertical lines -->\n", | |
| " <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"120\" style=\"stroke-width:2\" />\n", | |
| " <line x1=\"55\" y1=\"0\" x2=\"55\" y2=\"120\" />\n", | |
| " <line x1=\"111\" y1=\"0\" x2=\"111\" y2=\"120\" />\n", | |
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| "\n", | |
| " <!-- Colored Rectangle -->\n", | |
| " <polygon points=\"0.0,0.0 120.0,0.0 120.0,120.0 0.0,120.0\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n", | |
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| " <text x=\"60.000000\" y=\"140.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >10980</text>\n", | |
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| "</table></div></div></li><li class='xr-section-item'><input id='section-84b9efc0-90f0-43df-8fd7-fb808955e52b' class='xr-section-summary-in' type='checkbox' checked><label for='section-84b9efc0-90f0-43df-8fd7-fb808955e52b' class='xr-section-summary' >Coordinates: <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-var-name'><span>band</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1</div><input id='attrs-250536b7-06ae-455d-8a41-518b6ecd963f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-250536b7-06ae-455d-8a41-518b6ecd963f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-88a4d0bf-1676-43c8-81ed-bcbda6b94e2f' class='xr-var-data-in' type='checkbox'><label for='data-88a4d0bf-1676-43c8-81ed-bcbda6b94e2f' 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(1)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>7e+05 7e+05 ... 8.097e+05 8.098e+05</div><input id='attrs-14f7e6e5-918d-421d-9ddd-b28ca5e1e055' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-14f7e6e5-918d-421d-9ddd-b28ca5e1e055' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e79186c9-ffff-4f76-ada3-4050666db23d' class='xr-var-data-in' type='checkbox'><label for='data-e79186c9-ffff-4f76-ada3-4050666db23d' 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([699965., 699975., 699985., ..., 809735., 809745., 809755.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.7e+06 9.7e+06 ... 9.59e+06</div><input id='attrs-2541145c-ff75-483c-9da4-89332146fe6c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2541145c-ff75-483c-9da4-89332146fe6c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-38d168e6-e603-4e7b-8924-97acef9dcc50' class='xr-var-data-in' type='checkbox'><label for='data-38d168e6-e603-4e7b-8924-97acef9dcc50' 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([9699995., 9699985., 9699975., ..., 9590225., 9590215., 9590205.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-549c9775-dc0d-427e-aa37-9695258f01aa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-549c9775-dc0d-427e-aa37-9695258f01aa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ed87e840-079c-4faf-8ef5-81908dc50b8e' class='xr-var-data-in' type='checkbox'><label for='data-ed87e840-079c-4faf-8ef5-81908dc50b8e' 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>crs_wkt :</span></dt><dd>PROJCS["WGS 84 / UTM zone 36S",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",33],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",10000000],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32736"]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>projected_crs_name :</span></dt><dd>WGS 84 / UTM zone 36S</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd><dt><span>latitude_of_projection_origin :</span></dt><dd>0.0</dd><dt><span>longitude_of_central_meridian :</span></dt><dd>33.0</dd><dt><span>false_easting :</span></dt><dd>500000.0</dd><dt><span>false_northing :</span></dt><dd>10000000.0</dd><dt><span>scale_factor_at_central_meridian :</span></dt><dd>0.9996</dd><dt><span>spatial_ref :</span></dt><dd>PROJCS["WGS 84 / UTM zone 36S",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",33],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",10000000],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32736"]]</dd><dt><span>GeoTransform :</span></dt><dd>699960.0 10.0 0.0 9700000.0 0.0 -10.0</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-788ff685-700e-4fea-b5c4-29ec3289e38c' class='xr-section-summary-in' type='checkbox' ><label for='section-788ff685-700e-4fea-b5c4-29ec3289e38c' class='xr-section-summary' >Indexes: <span>(2)</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>x</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-18dcf271-700b-48c4-aeb2-78164c72948b' class='xr-index-data-in' type='checkbox'/><label for='index-18dcf271-700b-48c4-aeb2-78164c72948b' 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(Index([699965.0, 699975.0, 699985.0, 699995.0, 700005.0, 700015.0, 700025.0,\n", | |
| " 700035.0, 700045.0, 700055.0,\n", | |
| " ...\n", | |
| " 809665.0, 809675.0, 809685.0, 809695.0, 809705.0, 809715.0, 809725.0,\n", | |
| " 809735.0, 809745.0, 809755.0],\n", | |
| " dtype='float64', name='x', length=10980))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-d66789ca-011a-4c0e-9337-178ffcf0f3b8' class='xr-index-data-in' type='checkbox'/><label for='index-d66789ca-011a-4c0e-9337-178ffcf0f3b8' 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(Index([9699995.0, 9699985.0, 9699975.0, 9699965.0, 9699955.0, 9699945.0,\n", | |
| " 9699935.0, 9699925.0, 9699915.0, 9699905.0,\n", | |
| " ...\n", | |
| " 9590295.0, 9590285.0, 9590275.0, 9590265.0, 9590255.0, 9590245.0,\n", | |
| " 9590235.0, 9590225.0, 9590215.0, 9590205.0],\n", | |
| " dtype='float64', name='y', length=10980))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b4edf8fb-0885-46a4-94ca-cb5724ede08c' class='xr-section-summary-in' type='checkbox' checked><label for='section-b4edf8fb-0885-46a4-94ca-cb5724ede08c' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>OVR_RESAMPLING_ALG :</span></dt><dd>AVERAGE</dd><dt><span>AREA_OR_POINT :</span></dt><dd>Area</dd></dl></div></li></ul></div></div>" | |
| ], | |
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| "\n", | |
| ".xr-array-data,\n", | |
| ".xr-array-in:checked ~ .xr-array-preview {\n", | |
| " display: none;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-array-in:checked ~ .xr-array-data,\n", | |
| ".xr-array-preview {\n", | |
| " display: inline-block;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-dim-list {\n", | |
| " display: inline-block !important;\n", | |
| " list-style: none;\n", | |
| " padding: 0 !important;\n", | |
| " margin: 0;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-dim-list li {\n", | |
| " display: inline-block;\n", | |
| " padding: 0;\n", | |
| " margin: 0;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-dim-list:before {\n", | |
| " content: \"(\";\n", | |
| "}\n", | |
| "\n", | |
| ".xr-dim-list:after {\n", | |
| " content: \")\";\n", | |
| "}\n", | |
| "\n", | |
| ".xr-dim-list li:not(:last-child):after {\n", | |
| " content: \",\";\n", | |
| " padding-right: 5px;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-has-index {\n", | |
| " font-weight: bold;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-list,\n", | |
| ".xr-var-item {\n", | |
| " display: contents;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-item > div,\n", | |
| ".xr-var-item label,\n", | |
| ".xr-var-item > .xr-var-name span {\n", | |
| " background-color: var(--xr-background-color-row-even);\n", | |
| " margin-bottom: 0;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-item > .xr-var-name:hover span {\n", | |
| " padding-right: 5px;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-list > li:nth-child(odd) > div,\n", | |
| ".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", | |
| "}\n", | |
| "\n", | |
| ".xr-var-name {\n", | |
| " grid-column: 1;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-dims {\n", | |
| " grid-column: 2;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-dtype {\n", | |
| " grid-column: 3;\n", | |
| " text-align: right;\n", | |
| " color: var(--xr-font-color2);\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-preview {\n", | |
| " grid-column: 4;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-index-preview {\n", | |
| " grid-column: 2 / 5;\n", | |
| " color: var(--xr-font-color2);\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-name,\n", | |
| ".xr-var-dims,\n", | |
| ".xr-var-dtype,\n", | |
| ".xr-preview,\n", | |
| ".xr-attrs dt {\n", | |
| " white-space: nowrap;\n", | |
| " overflow: hidden;\n", | |
| " text-overflow: ellipsis;\n", | |
| " padding-right: 10px;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-name:hover,\n", | |
| ".xr-var-dims:hover,\n", | |
| ".xr-var-dtype:hover,\n", | |
| ".xr-attrs dt:hover {\n", | |
| " overflow: visible;\n", | |
| " width: auto;\n", | |
| " z-index: 1;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-attrs,\n", | |
| ".xr-var-data,\n", | |
| ".xr-index-data {\n", | |
| " display: none;\n", | |
| " background-color: var(--xr-background-color) !important;\n", | |
| " padding-bottom: 5px !important;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", | |
| ".xr-var-data-in:checked ~ .xr-var-data,\n", | |
| ".xr-index-data-in:checked ~ .xr-index-data {\n", | |
| " display: block;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-data > table {\n", | |
| " float: right;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-name span,\n", | |
| ".xr-var-data,\n", | |
| ".xr-index-name div,\n", | |
| ".xr-index-data,\n", | |
| ".xr-attrs {\n", | |
| " padding-left: 25px !important;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-attrs,\n", | |
| ".xr-var-attrs,\n", | |
| ".xr-var-data,\n", | |
| ".xr-index-data {\n", | |
| " grid-column: 1 / -1;\n", | |
| "}\n", | |
| "\n", | |
| "dl.xr-attrs {\n", | |
| " padding: 0;\n", | |
| " margin: 0;\n", | |
| " display: grid;\n", | |
| " grid-template-columns: 125px auto;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-attrs dt,\n", | |
| ".xr-attrs dd {\n", | |
| " padding: 0;\n", | |
| " margin: 0;\n", | |
| " float: left;\n", | |
| " padding-right: 10px;\n", | |
| " width: auto;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-attrs dt {\n", | |
| " font-weight: normal;\n", | |
| " grid-column: 1;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-attrs dt:hover span {\n", | |
| " display: inline-block;\n", | |
| " background: var(--xr-background-color);\n", | |
| " padding-right: 10px;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-attrs dd {\n", | |
| " grid-column: 2;\n", | |
| " white-space: pre-wrap;\n", | |
| " word-break: break-all;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-icon-database,\n", | |
| ".xr-icon-file-text2,\n", | |
| ".xr-no-icon {\n", | |
| " display: inline-block;\n", | |
| " vertical-align: middle;\n", | |
| " width: 1em;\n", | |
| " height: 1.5em !important;\n", | |
| " stroke-width: 0;\n", | |
| " stroke: currentColor;\n", | |
| " fill: currentColor;\n", | |
| "}\n", | |
| "</style><pre class='xr-text-repr-fallback'><xarray.DataArray 'band_data' (y: 5490, x: 5490)> Size: 121MB\n", | |
| "dask.array<getitem, shape=(5490, 5490), dtype=float32, chunksize=(5490, 5490), chunktype=numpy.ndarray>\n", | |
| "Coordinates:\n", | |
| " band int64 8B 1\n", | |
| " * x (x) float64 44kB 7e+05 7e+05 7e+05 ... 8.097e+05 8.098e+05\n", | |
| " * y (y) float64 44kB 9.7e+06 9.7e+06 9.7e+06 ... 9.59e+06 9.59e+06\n", | |
| " spatial_ref int64 8B ...\n", | |
| "Attributes:\n", | |
| " OVR_RESAMPLING_ALG: AVERAGE\n", | |
| " AREA_OR_POINT: Area</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'band_data'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>y</span>: 5490</li><li><span class='xr-has-index'>x</span>: 5490</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-d6fdec6a-6842-45dd-835b-231c9059f009' class='xr-array-in' type='checkbox' checked><label for='section-d6fdec6a-6842-45dd-835b-231c9059f009' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>dask.array<chunksize=(5490, 5490), meta=np.ndarray></span></div><div class='xr-array-data'><table>\n", | |
| " <tr>\n", | |
| " <td>\n", | |
| " <table style=\"border-collapse: collapse;\">\n", | |
| " <thead>\n", | |
| " <tr>\n", | |
| " <td> </td>\n", | |
| " <th> Array </th>\n", | |
| " <th> Chunk </th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <th> Bytes </th>\n", | |
| " <td> 114.98 MiB </td>\n", | |
| " <td> 114.98 MiB </td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <th> Shape </th>\n", | |
| " <td> (5490, 5490) </td>\n", | |
| " <td> (5490, 5490) </td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th> Dask graph </th>\n", | |
| " <td colspan=\"2\"> 1 chunks in 3 graph layers </td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th> Data type </th>\n", | |
| " <td colspan=\"2\"> float32 numpy.ndarray </td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| " </table>\n", | |
| " </td>\n", | |
| " <td>\n", | |
| " <svg width=\"170\" height=\"170\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n", | |
| "\n", | |
| " <!-- Horizontal lines -->\n", | |
| " <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n", | |
| " <line x1=\"0\" y1=\"120\" x2=\"120\" y2=\"120\" style=\"stroke-width:2\" />\n", | |
| "\n", | |
| " <!-- Vertical lines -->\n", | |
| " <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"120\" style=\"stroke-width:2\" />\n", | |
| " <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"120\" style=\"stroke-width:2\" />\n", | |
| "\n", | |
| " <!-- Colored Rectangle -->\n", | |
| " <polygon points=\"0.0,0.0 120.0,0.0 120.0,120.0 0.0,120.0\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n", | |
| "\n", | |
| " <!-- Text -->\n", | |
| " <text x=\"60.000000\" y=\"140.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >5490</text>\n", | |
| " <text x=\"140.000000\" y=\"60.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,140.000000,60.000000)\">5490</text>\n", | |
| "</svg>\n", | |
| " </td>\n", | |
| " </tr>\n", | |
| "</table></div></div></li><li class='xr-section-item'><input id='section-2cfc213b-d418-446e-869a-bfeabfdd04f6' class='xr-section-summary-in' type='checkbox' checked><label for='section-2cfc213b-d418-446e-869a-bfeabfdd04f6' class='xr-section-summary' >Coordinates: <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-var-name'><span>band</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1</div><input id='attrs-7604b02a-34d7-404a-abf7-dbc61722c122' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7604b02a-34d7-404a-abf7-dbc61722c122' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dc4f4b9a-84f3-4aa4-bb9c-fec6d000f2a0' class='xr-var-data-in' type='checkbox'><label for='data-dc4f4b9a-84f3-4aa4-bb9c-fec6d000f2a0' 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(1)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>7e+05 7e+05 ... 8.097e+05 8.098e+05</div><input id='attrs-54e33ea8-1f3d-4475-844f-0a1031611142' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-54e33ea8-1f3d-4475-844f-0a1031611142' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-29464bde-fe4b-4cd7-b574-aa1e20cc095e' class='xr-var-data-in' type='checkbox'><label for='data-29464bde-fe4b-4cd7-b574-aa1e20cc095e' 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([699970., 699990., 700010., ..., 809710., 809730., 809750.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.7e+06 9.7e+06 ... 9.59e+06</div><input id='attrs-8fe3a84b-06c1-4e6d-93a1-ff4142b4309e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8fe3a84b-06c1-4e6d-93a1-ff4142b4309e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4b3971ec-4b66-4ef9-89f2-34b152e8f8b0' class='xr-var-data-in' type='checkbox'><label for='data-4b3971ec-4b66-4ef9-89f2-34b152e8f8b0' 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([9699990., 9699970., 9699950., ..., 9590250., 9590230., 9590210.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-d7eacf97-401f-4019-aa92-7dc88144cb80' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d7eacf97-401f-4019-aa92-7dc88144cb80' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bd0d99cc-af22-4be0-a7f0-917f4f852d6c' class='xr-var-data-in' type='checkbox'><label for='data-bd0d99cc-af22-4be0-a7f0-917f4f852d6c' 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>crs_wkt :</span></dt><dd>PROJCS["WGS 84 / UTM zone 36S",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",33],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",10000000],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32736"]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>projected_crs_name :</span></dt><dd>WGS 84 / UTM zone 36S</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd><dt><span>latitude_of_projection_origin :</span></dt><dd>0.0</dd><dt><span>longitude_of_central_meridian :</span></dt><dd>33.0</dd><dt><span>false_easting :</span></dt><dd>500000.0</dd><dt><span>false_northing :</span></dt><dd>10000000.0</dd><dt><span>scale_factor_at_central_meridian :</span></dt><dd>0.9996</dd><dt><span>spatial_ref :</span></dt><dd>PROJCS["WGS 84 / UTM zone 36S",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",33],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",10000000],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32736"]]</dd><dt><span>GeoTransform :</span></dt><dd>699960.0 20.0 0.0 9700000.0 0.0 -20.0</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=int64]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a8ce11b5-d6d5-4bc6-ac66-ebd5cd234046' class='xr-section-summary-in' type='checkbox' ><label for='section-a8ce11b5-d6d5-4bc6-ac66-ebd5cd234046' class='xr-section-summary' >Indexes: <span>(2)</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>x</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-2b3b4b99-29c2-495f-940b-d927d85b6320' class='xr-index-data-in' type='checkbox'/><label for='index-2b3b4b99-29c2-495f-940b-d927d85b6320' 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(Index([699970.0, 699990.0, 700010.0, 700030.0, 700050.0, 700070.0, 700090.0,\n", | |
| " 700110.0, 700130.0, 700150.0,\n", | |
| " ...\n", | |
| " 809570.0, 809590.0, 809610.0, 809630.0, 809650.0, 809670.0, 809690.0,\n", | |
| " 809710.0, 809730.0, 809750.0],\n", | |
| " dtype='float64', name='x', length=5490))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-094266b4-572f-4ee3-8595-56d7749e0fd1' class='xr-index-data-in' type='checkbox'/><label for='index-094266b4-572f-4ee3-8595-56d7749e0fd1' 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(Index([9699990.0, 9699970.0, 9699950.0, 9699930.0, 9699910.0, 9699890.0,\n", | |
| " 9699870.0, 9699850.0, 9699830.0, 9699810.0,\n", | |
| " ...\n", | |
| " 9590390.0, 9590370.0, 9590350.0, 9590330.0, 9590310.0, 9590290.0,\n", | |
| " 9590270.0, 9590250.0, 9590230.0, 9590210.0],\n", | |
| " dtype='float64', name='y', length=5490))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-79c4217e-5cc6-44a5-bffb-b5a46036e236' class='xr-section-summary-in' type='checkbox' checked><label for='section-79c4217e-5cc6-44a5-bffb-b5a46036e236' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>OVR_RESAMPLING_ALG :</span></dt><dd>AVERAGE</dd><dt><span>AREA_OR_POINT :</span></dt><dd>Area</dd></dl></div></li></ul></div></div>" | |
| ], | |
| "text/plain": [ | |
| "<xarray.DataArray 'band_data' (y: 5490, x: 5490)> Size: 121MB\n", | |
| "dask.array<getitem, shape=(5490, 5490), dtype=float32, chunksize=(5490, 5490), chunktype=numpy.ndarray>\n", | |
| "Coordinates:\n", | |
| " band int64 8B 1\n", | |
| " * x (x) float64 44kB 7e+05 7e+05 7e+05 ... 8.097e+05 8.098e+05\n", | |
| " * y (y) float64 44kB 9.7e+06 9.7e+06 9.7e+06 ... 9.59e+06 9.59e+06\n", | |
| " spatial_ref int64 8B ...\n", | |
| "Attributes:\n", | |
| " OVR_RESAMPLING_ALG: AVERAGE\n", | |
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| "outputs": [ | |
| { | |
| "data": { | |
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| "execution_count": 6, | |
| "id": "408c4cb4-97c0-4f38-a47b-6c6b928fcefa", | |
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| "id": "13481921-f0c6-4b50-bf6b-c1fa4cf164db", | |
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| "</style><pre class='xr-text-repr-fallback'><xarray.DataArray 'band_data' (y: 0, x: 0)> Size: 0B\n", | |
| "dask.array<truediv, shape=(0, 0), dtype=float32, chunksize=(0, 0), chunktype=numpy.ndarray>\n", | |
| "Coordinates:\n", | |
| " * x (x) float64 0B \n", | |
| " * y (y) float64 0B \n", | |
| " band int64 8B 1\n", | |
| " spatial_ref int64 8B 0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'band_data'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>y</span>: 0</li><li><span class='xr-has-index'>x</span>: 0</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-07f5917b-7aa9-454f-bb39-23298989f880' class='xr-array-in' type='checkbox' checked><label for='section-07f5917b-7aa9-454f-bb39-23298989f880' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>dask.array<chunksize=(0, 0), meta=np.ndarray></span></div><div class='xr-array-data'><table>\n", | |
| " <tr>\n", | |
| " <td>\n", | |
| " <table style=\"border-collapse: collapse;\">\n", | |
| " <thead>\n", | |
| " <tr>\n", | |
| " <td> </td>\n", | |
| " <th> Array </th>\n", | |
| " <th> Chunk </th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <th> Bytes </th>\n", | |
| " <td> 0 B </td>\n", | |
| " <td> 0 B </td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <th> Shape </th>\n", | |
| " <td> (0, 0) </td>\n", | |
| " <td> (0, 0) </td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th> Dask graph </th>\n", | |
| " <td colspan=\"2\"> 1 chunks in 11 graph layers </td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th> Data type </th>\n", | |
| " <td colspan=\"2\"> float32 numpy.ndarray </td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| " </table>\n", | |
| " </td>\n", | |
| " <td>\n", | |
| " \n", | |
| " </td>\n", | |
| " </tr>\n", | |
| "</table></div></div></li><li class='xr-section-item'><input id='section-fa98e4cf-95e1-471c-9999-4859e06c497c' class='xr-section-summary-in' type='checkbox' checked><label for='section-fa98e4cf-95e1-471c-9999-4859e06c497c' class='xr-section-summary' >Coordinates: <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-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'></div><input id='attrs-2060ee0f-6a31-4224-9571-4bac56d505d1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2060ee0f-6a31-4224-9571-4bac56d505d1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cc8125fb-a4e4-470f-873e-ac38b29b558b' class='xr-var-data-in' type='checkbox'><label for='data-cc8125fb-a4e4-470f-873e-ac38b29b558b' 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([], dtype=float64)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'></div><input id='attrs-5ec2ab8f-e3b3-46c8-88b5-840b0079adcb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5ec2ab8f-e3b3-46c8-88b5-840b0079adcb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-35f5f2d8-697b-47bc-a742-c0754ff0dab0' class='xr-var-data-in' type='checkbox'><label for='data-35f5f2d8-697b-47bc-a742-c0754ff0dab0' 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([], dtype=float64)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>band</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1</div><input id='attrs-2981a854-9e4c-4c15-98f9-4570ef7014e6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2981a854-9e4c-4c15-98f9-4570ef7014e6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-19b697e4-cc83-4b18-871d-8b0b3dcc4ac8' class='xr-var-data-in' type='checkbox'><label for='data-19b697e4-cc83-4b18-871d-8b0b3dcc4ac8' 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(1)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-32c467ea-dbed-4805-8c2f-1d7b528ad8a4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-32c467ea-dbed-4805-8c2f-1d7b528ad8a4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6b8ef077-8956-4cf1-896b-47e7046794d3' class='xr-var-data-in' type='checkbox'><label for='data-6b8ef077-8956-4cf1-896b-47e7046794d3' 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>crs_wkt :</span></dt><dd>PROJCS["WGS 84 / UTM zone 36S",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",33],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",10000000],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32736"]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>projected_crs_name :</span></dt><dd>WGS 84 / UTM zone 36S</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd><dt><span>latitude_of_projection_origin :</span></dt><dd>0.0</dd><dt><span>longitude_of_central_meridian :</span></dt><dd>33.0</dd><dt><span>false_easting :</span></dt><dd>500000.0</dd><dt><span>false_northing :</span></dt><dd>10000000.0</dd><dt><span>scale_factor_at_central_meridian :</span></dt><dd>0.9996</dd><dt><span>spatial_ref :</span></dt><dd>PROJCS["WGS 84 / UTM zone 36S",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",33],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",10000000],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32736"]]</dd><dt><span>GeoTransform :</span></dt><dd>699960.0 10.0 0.0 9700000.0 0.0 -10.0</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-34d7126f-63d2-4ea5-96d6-a33c28700bc6' class='xr-section-summary-in' type='checkbox' ><label for='section-34d7126f-63d2-4ea5-96d6-a33c28700bc6' class='xr-section-summary' >Indexes: <span>(2)</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>x</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-308632bd-48e9-4b4b-8677-443f842ffe1b' class='xr-index-data-in' type='checkbox'/><label for='index-308632bd-48e9-4b4b-8677-443f842ffe1b' 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(Index([], dtype='float64', name='x'))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-68b85e0c-b16a-41e9-91d7-975bc2f6d221' class='xr-index-data-in' type='checkbox'/><label for='index-68b85e0c-b16a-41e9-91d7-975bc2f6d221' 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(Index([], dtype='float64', name='y'))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3e475d9f-cba3-4060-b546-bef1ea639143' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3e475d9f-cba3-4060-b546-bef1ea639143' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>" | |
| ], | |
| "text/plain": [ | |
| "<xarray.DataArray 'band_data' (y: 0, x: 0)> Size: 0B\n", | |
| "dask.array<truediv, shape=(0, 0), dtype=float32, chunksize=(0, 0), chunktype=numpy.ndarray>\n", | |
| "Coordinates:\n", | |
| " * x (x) float64 0B \n", | |
| " * y (y) float64 0B \n", | |
| " band int64 8B 1\n", | |
| " spatial_ref int64 8B 0" | |
| ] | |
| }, | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "# Naive pixel band ratio (might expect automatic coarsening here)\n", | |
| "# Raise warning if *affine* not the same?\n", | |
| "red / red_edge" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "id": "21c8bac8-9435-42a5-a713-2eb81d37a552", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# An aside / special case but COGs have pre-computed overviews which \n", | |
| "# often match the lower resolution coordinates of other bands\n", | |
| "# it could be neat if the engine were 'aware' of these\n", | |
| "red_ovr2 = red = xr.open_dataarray(b4,\n", | |
| " engine='rasterio', \n", | |
| " open_kwargs=dict(overview_level=0), \n", | |
| " chunks='auto').squeeze()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "id": "daf9ece1-4e83-4335-81d2-91b4ceaf518a", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
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| ".xr-var-item label,\n", | |
| ".xr-var-item > .xr-var-name span {\n", | |
| " background-color: var(--xr-background-color-row-even);\n", | |
| " margin-bottom: 0;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-item > .xr-var-name:hover span {\n", | |
| " padding-right: 5px;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-list > li:nth-child(odd) > div,\n", | |
| ".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", | |
| "}\n", | |
| "\n", | |
| ".xr-var-name {\n", | |
| " grid-column: 1;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-dims {\n", | |
| " grid-column: 2;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-dtype {\n", | |
| " grid-column: 3;\n", | |
| " text-align: right;\n", | |
| " color: var(--xr-font-color2);\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-preview {\n", | |
| " grid-column: 4;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-index-preview {\n", | |
| " grid-column: 2 / 5;\n", | |
| " color: var(--xr-font-color2);\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-name,\n", | |
| ".xr-var-dims,\n", | |
| ".xr-var-dtype,\n", | |
| ".xr-preview,\n", | |
| ".xr-attrs dt {\n", | |
| " white-space: nowrap;\n", | |
| " overflow: hidden;\n", | |
| " text-overflow: ellipsis;\n", | |
| " padding-right: 10px;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-name:hover,\n", | |
| ".xr-var-dims:hover,\n", | |
| ".xr-var-dtype:hover,\n", | |
| ".xr-attrs dt:hover {\n", | |
| " overflow: visible;\n", | |
| " width: auto;\n", | |
| " z-index: 1;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-attrs,\n", | |
| ".xr-var-data,\n", | |
| ".xr-index-data {\n", | |
| " display: none;\n", | |
| " background-color: var(--xr-background-color) !important;\n", | |
| " padding-bottom: 5px !important;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n", | |
| ".xr-var-data-in:checked ~ .xr-var-data,\n", | |
| ".xr-index-data-in:checked ~ .xr-index-data {\n", | |
| " display: block;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-data > table {\n", | |
| " float: right;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-var-name span,\n", | |
| ".xr-var-data,\n", | |
| ".xr-index-name div,\n", | |
| ".xr-index-data,\n", | |
| ".xr-attrs {\n", | |
| " padding-left: 25px !important;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-attrs,\n", | |
| ".xr-var-attrs,\n", | |
| ".xr-var-data,\n", | |
| ".xr-index-data {\n", | |
| " grid-column: 1 / -1;\n", | |
| "}\n", | |
| "\n", | |
| "dl.xr-attrs {\n", | |
| " padding: 0;\n", | |
| " margin: 0;\n", | |
| " display: grid;\n", | |
| " grid-template-columns: 125px auto;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-attrs dt,\n", | |
| ".xr-attrs dd {\n", | |
| " padding: 0;\n", | |
| " margin: 0;\n", | |
| " float: left;\n", | |
| " padding-right: 10px;\n", | |
| " width: auto;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-attrs dt {\n", | |
| " font-weight: normal;\n", | |
| " grid-column: 1;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-attrs dt:hover span {\n", | |
| " display: inline-block;\n", | |
| " background: var(--xr-background-color);\n", | |
| " padding-right: 10px;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-attrs dd {\n", | |
| " grid-column: 2;\n", | |
| " white-space: pre-wrap;\n", | |
| " word-break: break-all;\n", | |
| "}\n", | |
| "\n", | |
| ".xr-icon-database,\n", | |
| ".xr-icon-file-text2,\n", | |
| ".xr-no-icon {\n", | |
| " display: inline-block;\n", | |
| " vertical-align: middle;\n", | |
| " width: 1em;\n", | |
| " height: 1.5em !important;\n", | |
| " stroke-width: 0;\n", | |
| " stroke: currentColor;\n", | |
| " fill: currentColor;\n", | |
| "}\n", | |
| "</style><pre class='xr-text-repr-fallback'><xarray.DataArray 'band_data' (y: 5490, x: 5490)> Size: 121MB\n", | |
| "dask.array<add, shape=(5490, 5490), dtype=float32, chunksize=(5490, 5490), chunktype=numpy.ndarray>\n", | |
| "Coordinates:\n", | |
| " band int64 8B 1\n", | |
| " * x (x) float64 44kB 7e+05 7e+05 7e+05 ... 8.097e+05 8.098e+05\n", | |
| " * y (y) float64 44kB 9.7e+06 9.7e+06 9.7e+06 ... 9.59e+06 9.59e+06\n", | |
| " spatial_ref int64 8B 0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'band_data'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>y</span>: 5490</li><li><span class='xr-has-index'>x</span>: 5490</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-f59ced7c-a4bc-4db9-9406-37c335208efc' class='xr-array-in' type='checkbox' checked><label for='section-f59ced7c-a4bc-4db9-9406-37c335208efc' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>dask.array<chunksize=(5490, 5490), meta=np.ndarray></span></div><div class='xr-array-data'><table>\n", | |
| " <tr>\n", | |
| " <td>\n", | |
| " <table style=\"border-collapse: collapse;\">\n", | |
| " <thead>\n", | |
| " <tr>\n", | |
| " <td> </td>\n", | |
| " <th> Array </th>\n", | |
| " <th> Chunk </th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <th> Bytes </th>\n", | |
| " <td> 114.98 MiB </td>\n", | |
| " <td> 114.98 MiB </td>\n", | |
| " </tr>\n", | |
| " \n", | |
| " <tr>\n", | |
| " <th> Shape </th>\n", | |
| " <td> (5490, 5490) </td>\n", | |
| " <td> (5490, 5490) </td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th> Dask graph </th>\n", | |
| " <td colspan=\"2\"> 1 chunks in 7 graph layers </td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th> Data type </th>\n", | |
| " <td colspan=\"2\"> float32 numpy.ndarray </td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| " </table>\n", | |
| " </td>\n", | |
| " <td>\n", | |
| " <svg width=\"170\" height=\"170\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n", | |
| "\n", | |
| " <!-- Horizontal lines -->\n", | |
| " <line x1=\"0\" y1=\"0\" x2=\"120\" y2=\"0\" style=\"stroke-width:2\" />\n", | |
| " <line x1=\"0\" y1=\"120\" x2=\"120\" y2=\"120\" style=\"stroke-width:2\" />\n", | |
| "\n", | |
| " <!-- Vertical lines -->\n", | |
| " <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"120\" style=\"stroke-width:2\" />\n", | |
| " <line x1=\"120\" y1=\"0\" x2=\"120\" y2=\"120\" style=\"stroke-width:2\" />\n", | |
| "\n", | |
| " <!-- Colored Rectangle -->\n", | |
| " <polygon points=\"0.0,0.0 120.0,0.0 120.0,120.0 0.0,120.0\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n", | |
| "\n", | |
| " <!-- Text -->\n", | |
| " <text x=\"60.000000\" y=\"140.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >5490</text>\n", | |
| " <text x=\"140.000000\" y=\"60.000000\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,140.000000,60.000000)\">5490</text>\n", | |
| "</svg>\n", | |
| " </td>\n", | |
| " </tr>\n", | |
| "</table></div></div></li><li class='xr-section-item'><input id='section-0f3a4ee4-4a74-42ca-8628-1a1e43b8c4cf' class='xr-section-summary-in' type='checkbox' checked><label for='section-0f3a4ee4-4a74-42ca-8628-1a1e43b8c4cf' class='xr-section-summary' >Coordinates: <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-var-name'><span>band</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1</div><input id='attrs-dd34faf0-0d42-405a-a2bc-8a548d07aa55' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dd34faf0-0d42-405a-a2bc-8a548d07aa55' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9bf12777-0c44-4cbe-8a58-8aa23fd02b44' class='xr-var-data-in' type='checkbox'><label for='data-9bf12777-0c44-4cbe-8a58-8aa23fd02b44' 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(1)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>7e+05 7e+05 ... 8.097e+05 8.098e+05</div><input id='attrs-6ff42b08-7b65-4368-a5db-ce5d3a488e8e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6ff42b08-7b65-4368-a5db-ce5d3a488e8e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-765eeeaf-3e78-4a87-a5f5-0c1734ca0fbf' class='xr-var-data-in' type='checkbox'><label for='data-765eeeaf-3e78-4a87-a5f5-0c1734ca0fbf' 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([699970., 699990., 700010., ..., 809710., 809730., 809750.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>9.7e+06 9.7e+06 ... 9.59e+06</div><input id='attrs-c6c1e41f-7a39-41cb-9fe8-636ca8c07859' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c6c1e41f-7a39-41cb-9fe8-636ca8c07859' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d5486724-20af-4133-9a08-48fc95f9264c' class='xr-var-data-in' type='checkbox'><label for='data-d5486724-20af-4133-9a08-48fc95f9264c' 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([9699990., 9699970., 9699950., ..., 9590250., 9590230., 9590210.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-79d51a13-173b-4639-ae0c-58709e7654d6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-79d51a13-173b-4639-ae0c-58709e7654d6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f391ee8b-6552-45b8-bfa2-5293fcdc428f' class='xr-var-data-in' type='checkbox'><label for='data-f391ee8b-6552-45b8-bfa2-5293fcdc428f' 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>crs_wkt :</span></dt><dd>PROJCS["WGS 84 / UTM zone 36S",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",33],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",10000000],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32736"]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>projected_crs_name :</span></dt><dd>WGS 84 / UTM zone 36S</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd><dt><span>latitude_of_projection_origin :</span></dt><dd>0.0</dd><dt><span>longitude_of_central_meridian :</span></dt><dd>33.0</dd><dt><span>false_easting :</span></dt><dd>500000.0</dd><dt><span>false_northing :</span></dt><dd>10000000.0</dd><dt><span>scale_factor_at_central_meridian :</span></dt><dd>0.9996</dd><dt><span>spatial_ref :</span></dt><dd>PROJCS["WGS 84 / UTM zone 36S",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",33],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",10000000],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32736"]]</dd><dt><span>GeoTransform :</span></dt><dd>699960.0 20.0 0.0 9700000.0 0.0 -20.0</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f350cf98-def6-4dd0-9b5c-93b3a8685f8a' class='xr-section-summary-in' type='checkbox' ><label for='section-f350cf98-def6-4dd0-9b5c-93b3a8685f8a' class='xr-section-summary' >Indexes: <span>(2)</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>x</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-2bfb769b-3e0b-4ee4-8a04-b177cb43819d' class='xr-index-data-in' type='checkbox'/><label for='index-2bfb769b-3e0b-4ee4-8a04-b177cb43819d' 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(Index([699970.0, 699990.0, 700010.0, 700030.0, 700050.0, 700070.0, 700090.0,\n", | |
| " 700110.0, 700130.0, 700150.0,\n", | |
| " ...\n", | |
| " 809570.0, 809590.0, 809610.0, 809630.0, 809650.0, 809670.0, 809690.0,\n", | |
| " 809710.0, 809730.0, 809750.0],\n", | |
| " dtype='float64', name='x', length=5490))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-a2b28997-631b-4797-aafe-340ba853fc0f' class='xr-index-data-in' type='checkbox'/><label for='index-a2b28997-631b-4797-aafe-340ba853fc0f' 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(Index([9699990.0, 9699970.0, 9699950.0, 9699930.0, 9699910.0, 9699890.0,\n", | |
| " 9699870.0, 9699850.0, 9699830.0, 9699810.0,\n", | |
| " ...\n", | |
| " 9590390.0, 9590370.0, 9590350.0, 9590330.0, 9590310.0, 9590290.0,\n", | |
| " 9590270.0, 9590250.0, 9590230.0, 9590210.0],\n", | |
| " dtype='float64', name='y', length=5490))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5202a89a-b5e5-4879-b2f7-78e4398e96bd' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5202a89a-b5e5-4879-b2f7-78e4398e96bd' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>" | |
| ], | |
| "text/plain": [ | |
| "<xarray.DataArray 'band_data' (y: 5490, x: 5490)> Size: 121MB\n", | |
| "dask.array<add, shape=(5490, 5490), dtype=float32, chunksize=(5490, 5490), chunktype=numpy.ndarray>\n", | |
| "Coordinates:\n", | |
| " band int64 8B 1\n", | |
| " * x (x) float64 44kB 7e+05 7e+05 7e+05 ... 8.097e+05 8.098e+05\n", | |
| " * y (y) float64 44kB 9.7e+06 9.7e+06 9.7e+06 ... 9.59e+06 9.59e+06\n", | |
| " spatial_ref int64 8B 0" | |
| ] | |
| }, | |
| "execution_count": 11, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "red_ovr2 + red_edge" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3 (ipykernel)", | |
| "language": "python", | |
| "name": "python3" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.11.11" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 5 | |
| } |
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