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emileten/explore-sentinel1-rtc.ipynb

Created March 15, 2023 10:01
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explore-sentinel1-rtc.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "caf1330b",
"metadata": {},
"outputs": [],
"source": [
"import stackstac\n",
"import pystac_client\n",
"\n",
"URL = \"https://stac.test.maap-project.org\"\n",
"catalog = pystac_client.Client.open(URL)\n",
"\n",
"stac_items = catalog.search(\n",
" collections=[\"s1-rtc-seasonal-composite\"],\n",
").get_all_items()\n",
"\n",
"len(stac_items)\n",
"\n",
"stack = stackstac.stack(stac_items, epsg=32633)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "673c16c3",
"metadata": {},
"outputs": [
{
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;stackstac-b7fa6e5ce96015b2bffd402fe11936fb&#x27; (time: 36,\n",
" band: 1,\n",
" y: 221071,\n",
" x: 58126)&gt;\n",
"dask.array&lt;fetch_raster_window, shape=(36, 1, 221071, 58126), dtype=float64, chunksize=(1, 1, 1024, 1024), chunktype=numpy.ndarray&gt;\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 2023-03-14 2023-03-14 ... 2023-03-14\n",
" id (time) &lt;U48 &#x27;Norway_fid_6_p73_f195_Spring_vv_median_202303...\n",
" * band (band) &lt;U11 &#x27;cog_default&#x27;\n",
" * x (x) float64 -5.901e+05 -5.901e+05 ... 1.154e+06 1.154e+06\n",
" * y (y) float64 1.297e+07 1.297e+07 ... 6.339e+06 6.339e+06\n",
" proj:epsg (time) float64 3.263e+04 3.263e+04 ... 3.261e+04 3.261e+04\n",
" proj:geometry (time) object {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[254250...\n",
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"Attributes:\n",
" spec: RasterSpec(epsg=32633, bounds=(-590130.0, 6339030.0, 1153650...\n",
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" transform: | 30.00, 0.00,-590130.00|\\n| 0.00,-30.00, 12971160.00|\\n| 0....\n",
" resolution: 30.0</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'>'stackstac-b7fa6e5ce96015b2bffd402fe11936fb'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 36</li><li><span class='xr-has-index'>band</span>: 1</li><li><span class='xr-has-index'>y</span>: 221071</li><li><span class='xr-has-index'>x</span>: 58126</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-577a9541-858c-4574-af30-8d68fa545357' class='xr-array-in' type='checkbox' checked><label for='section-577a9541-858c-4574-af30-8d68fa545357' 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&lt;chunksize=(1, 1, 1024, 1024), meta=np.ndarray&gt;</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> 3.37 TiB </td>\n",
" <td> 8.00 MiB </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <th> Shape </th>\n",
" <td> (36, 1, 221071, 58126) </td>\n",
" <td> (1, 1, 1024, 1024) </td>\n",
" </tr>\n",
" <tr>\n",
" <th> Dask graph </th>\n",
" <td colspan=\"2\"> 443232 chunks in 3 graph layers </td>\n",
" </tr>\n",
" <tr>\n",
" <th> Data type </th>\n",
" <td colspan=\"2\"> float64 numpy.ndarray </td>\n",
" </tr>\n",
" </tbody>\n",
" </table>\n",
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" &#x27;Alaska_fid_1_p94_f210_Spring_vh_median_20230314&#x27;,\n",
" &#x27;Alaska_fid_1_p94_f210_Fall_vv_median_20230314&#x27;,\n",
" &#x27;Alaska_fid_1_p94_f210_Fall_vh_median_20230314&#x27;], dtype=&#x27;&lt;U48&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>band</span></div><div class='xr-var-dims'>(band)</div><div class='xr-var-dtype'>&lt;U11</div><div class='xr-var-preview xr-preview'>&#x27;cog_default&#x27;</div><input id='attrs-9def962b-7722-4109-b65e-0f49652ac08c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9def962b-7722-4109-b65e-0f49652ac08c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aeccde8e-bb02-4fe5-a06c-3ef9f367bbf1' class='xr-var-data-in' type='checkbox'><label for='data-aeccde8e-bb02-4fe5-a06c-3ef9f367bbf1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;cog_default&#x27;], dtype=&#x27;&lt;U11&#x27;)</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'>-5.901e+05 -5.901e+05 ... 1.154e+06</div><input id='attrs-e2263834-9eeb-4720-9a53-72c229b834f1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e2263834-9eeb-4720-9a53-72c229b834f1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cbbc49dd-d995-4bae-aa62-c46935550842' class='xr-var-data-in' type='checkbox'><label for='data-cbbc49dd-d995-4bae-aa62-c46935550842' 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([-590130., -590100., -590070., ..., 1153560., 1153590., 1153620.])</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'>1.297e+07 1.297e+07 ... 6.339e+06</div><input id='attrs-bf9b849a-f41c-4721-aa70-945952d0b5a7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-bf9b849a-f41c-4721-aa70-945952d0b5a7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f9dfdb79-3332-4e4e-ac30-6930a4ccc5ba' class='xr-var-data-in' type='checkbox'><label for='data-f9dfdb79-3332-4e4e-ac30-6930a4ccc5ba' 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([12971160., 12971130., 12971100., ..., 6339120., 6339090., 6339060.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>proj:epsg</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.263e+04 3.263e+04 ... 3.261e+04</div><input id='attrs-70c3e99a-cfe5-41f7-807b-646143b2c979' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-70c3e99a-cfe5-41f7-807b-646143b2c979' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b646ebc0-1642-4776-9bd6-ed9ee2ec4062' class='xr-var-data-in' type='checkbox'><label for='data-b646ebc0-1642-4776-9bd6-ed9ee2ec4062' 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([32633., 32633., 32633., 32633., 32635., 32635., 32635., 32635.,\n",
" 32633., 32633., 32633., 32633., 32633., 32633., 32633., 32633.,\n",
" 32631., 32631., 32631., 32631., 32632., 32632., 32632., 32632.,\n",
" 32605., 32605., 32605., 32605., 32606., 32606., 32606., 32606.,\n",
" 32606., 32606., 32606., 32606.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>proj:geometry</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>{&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates...</div><input id='attrs-8d05ccb2-c701-490f-9594-8c9a49516fa4' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8d05ccb2-c701-490f-9594-8c9a49516fa4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-92d1206f-04ca-4b89-a40b-a1d11e3c6854' class='xr-var-data-in' type='checkbox'><label for='data-92d1206f-04ca-4b89-a40b-a1d11e3c6854' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([{&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[254250.0, 6593790.0], [544080.0, 6593790.0], [544080.0, 6815970.0], [254250.0, 6815970.0], [254250.0, 6593790.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[254250.0, 6593790.0], [544080.0, 6593790.0], [544080.0, 6815970.0], [254250.0, 6815970.0], [254250.0, 6593790.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[254370.0, 6593700.0], [544230.0, 6593700.0], [544230.0, 6815940.0], [254370.0, 6815940.0], [254370.0, 6593700.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[254370.0, 6593700.0], [544230.0, 6593700.0], [544230.0, 6815940.0], [254370.0, 6815940.0], [254370.0, 6593700.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[412830.0, 7758300.0], [699780.0, 7758300.0], [699780.0, 7989570.0], [412830.0, 7989570.0], [412830.0, 7758300.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[412830.0, 7758300.0], [699780.0, 7758300.0], [699780.0, 7989570.0], [412830.0, 7989570.0], [412830.0, 7758300.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[412650.0, 7758000.0], [699780.0, 7758000.0], [699780.0, 7989600.0], [412650.0, 7989600.0], [412650.0, 7758000.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[412650.0, 7758000.0], [699780.0, 7758000.0], [699780.0, 7989600.0], [412650.0, 7989600.0], [412650.0, 7758000.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[408720.0, 7414020.0], [694980.0, 7414020.0], [694980.0, 7642290.0], [408720.0, 7642290.0], [408720.0, 7414020.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[408720.0, 7414020.0], [694980.0, 7414020.0], [694980.0, 7642290.0], [408720.0, 7642290.0], [408720.0, 7414020.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[408060.0, 7412520.0], [702390.0, 7412520.0], [702390.0, 7642440.0], [408060.0, 7642440.0], [408060.0, 7412520.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[408060.0, 7412520.0], [702390.0, 7412520.0], [702390.0, 7642440.0], [408060.0, 7642440.0], [408060.0, 7412520.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[238890.0, 7070340.0], [540870.0, 7070340.0], [540870.0, 7316310.0], [238890.0, 7316310.0], [238890.0, 7070340.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[238890.0, 7070340.0], [540870.0, 7070340.0], [540870.0, 7316310.0], [238890.0, 7316310.0], [238890.0, 7070340.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[238830.0, 7070310.0], [540900.0, 7070310.0], [540900.0, 7316280.0], [238830.0, 7316280.0], [238830.0, 7070310.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[238830.0, 7070310.0], [540900.0, 7070310.0], [540900.0, 7316280.0], [238830.0, 7316280.0], [238830.0, 7070310.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[550620.0, 6713490.0], [727410.0, 6713490.0], [727410.0, 6946020.0], [550620.0, 6946020.0], [550620.0, 6713490.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[550620.0, 6713490.0], [727410.0, 6713490.0], [727410.0, 6946020.0], [550620.0, 6946020.0], [550620.0, 6713490.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[550620.0, 6713490.0], [727410.0, 6713490.0], [727410.0, 6945930.0], [550620.0, 6945930.0], [550620.0, 6713490.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[550620.0, 6713490.0], [727410.0, 6713490.0], [727410.0, 6945930.0], [550620.0, 6945930.0], [550620.0, 6713490.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[286590.0, 6330390.0], [583410.0, 6330390.0], [583410.0, 6562050.0], [286590.0, 6562050.0], [286590.0, 6330390.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[286590.0, 6330390.0], [583410.0, 6330390.0], [583410.0, 6562050.0], [286590.0, 6562050.0], [286590.0, 6330390.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[286500.0, 6330450.0], [583440.0, 6330450.0], [583440.0, 6562050.0], [286500.0, 6562050.0], [286500.0, 6330450.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[286500.0, 6330450.0], [583440.0, 6330450.0], [583440.0, 6562050.0], [286500.0, 6562050.0], [286500.0, 6330450.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[491820.0, 7007670.0], [775080.0, 7007670.0], [775080.0, 7227450.0], [491820.0, 7227450.0], [491820.0, 7007670.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[491820.0, 7007670.0], [775080.0, 7007670.0], [775080.0, 7227450.0], [491820.0, 7227450.0], [491820.0, 7007670.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[491760.0, 7007610.0], [775080.0, 7007610.0], [775080.0, 7227510.0], [491760.0, 7227510.0], [491760.0, 7007610.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[491760.0, 7007610.0], [775080.0, 7007610.0], [775080.0, 7227510.0], [491760.0, 7227510.0], [491760.0, 7007610.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[386340.0, 6927210.0], [674880.0, 6927210.0], [674880.0, 7152630.0], [386340.0, 7152630.0], [386340.0, 6927210.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[386340.0, 6927210.0], [674880.0, 6927210.0], [674880.0, 7152630.0], [386340.0, 7152630.0], [386340.0, 6927210.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[385260.0, 6927240.0], [675810.0, 6927240.0], [675810.0, 7158330.0], [385260.0, 7158330.0], [385260.0, 6927240.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[385260.0, 6927240.0], [675810.0, 6927240.0], [675810.0, 7158330.0], [385260.0, 7158330.0], [385260.0, 6927240.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[351540.0, 7091700.0], [639720.0, 7091700.0], [639720.0, 7321290.0], [351540.0, 7321290.0], [351540.0, 7091700.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[351540.0, 7091700.0], [639720.0, 7091700.0], [639720.0, 7321290.0], [351540.0, 7321290.0], [351540.0, 7091700.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[351690.0, 7091730.0], [639690.0, 7091730.0], [639690.0, 7321290.0], [351690.0, 7321290.0], [351690.0, 7091730.0]]]},\n",
" {&#x27;type&#x27;: &#x27;Polygon&#x27;, &#x27;coordinates&#x27;: [[[351690.0, 7091730.0], [639690.0, 7091730.0], [639690.0, 7321290.0], [351690.0, 7321290.0], [351690.0, 7091730.0]]]}],\n",
" dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>epsg</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>32633</div><input id='attrs-6e676c22-5ab6-41c8-8dfc-46a1dda5830b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6e676c22-5ab6-41c8-8dfc-46a1dda5830b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c92aca7f-9cd9-4712-a005-9678ee6b371a' class='xr-var-data-in' type='checkbox'><label for='data-c92aca7f-9cd9-4712-a005-9678ee6b371a' 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(32633)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d1498f45-db6e-4f43-b792-c419769cbacd' class='xr-section-summary-in' type='checkbox' ><label for='section-d1498f45-db6e-4f43-b792-c419769cbacd' class='xr-section-summary' >Indexes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b9d68a2d-9476-4ff7-8982-12951ee659ce' class='xr-index-data-in' type='checkbox'/><label for='index-b9d68a2d-9476-4ff7-8982-12951ee659ce' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2023-03-14&#x27;, &#x27;2023-03-14&#x27;, &#x27;2023-03-14&#x27;, &#x27;2023-03-14&#x27;,\n",
" &#x27;2023-03-14&#x27;, &#x27;2023-03-14&#x27;, &#x27;2023-03-14&#x27;, &#x27;2023-03-14&#x27;,\n",
" &#x27;2023-03-14&#x27;, &#x27;2023-03-14&#x27;, &#x27;2023-03-14&#x27;, &#x27;2023-03-14&#x27;,\n",
" &#x27;2023-03-14&#x27;, &#x27;2023-03-14&#x27;, &#x27;2023-03-14&#x27;, &#x27;2023-03-14&#x27;,\n",
" &#x27;2023-03-14&#x27;, &#x27;2023-03-14&#x27;, &#x27;2023-03-14&#x27;, &#x27;2023-03-14&#x27;,\n",
" &#x27;2023-03-14&#x27;, &#x27;2023-03-14&#x27;, &#x27;2023-03-14&#x27;, &#x27;2023-03-14&#x27;,\n",
" &#x27;2023-03-14&#x27;, &#x27;2023-03-14&#x27;, &#x27;2023-03-14&#x27;, &#x27;2023-03-14&#x27;,\n",
" &#x27;2023-03-14&#x27;, &#x27;2023-03-14&#x27;, &#x27;2023-03-14&#x27;, &#x27;2023-03-14&#x27;,\n",
" &#x27;2023-03-14&#x27;, &#x27;2023-03-14&#x27;, &#x27;2023-03-14&#x27;, &#x27;2023-03-14&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>band</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-631f6d79-dd3c-4d75-8abb-44d0ddab0386' class='xr-index-data-in' type='checkbox'/><label for='index-631f6d79-dd3c-4d75-8abb-44d0ddab0386' 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([&#x27;cog_default&#x27;], dtype=&#x27;object&#x27;, name=&#x27;band&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-04bbf1ae-dbb9-4f4c-8214-5982b7593ffd' class='xr-index-data-in' type='checkbox'/><label for='index-04bbf1ae-dbb9-4f4c-8214-5982b7593ffd' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([-590130.0, -590100.0, -590070.0, -590040.0, -590010.0, -589980.0,\n",
" -589950.0, -589920.0, -589890.0, -589860.0,\n",
" ...\n",
" 1153350.0, 1153380.0, 1153410.0, 1153440.0, 1153470.0, 1153500.0,\n",
" 1153530.0, 1153560.0, 1153590.0, 1153620.0],\n",
" dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=58126))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8cf7bffa-31d7-404d-982c-96d46bd3ff7a' class='xr-index-data-in' type='checkbox'/><label for='index-8cf7bffa-31d7-404d-982c-96d46bd3ff7a' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([12971160.0, 12971130.0, 12971100.0, 12971070.0, 12971040.0,\n",
" 12971010.0, 12970980.0, 12970950.0, 12970920.0, 12970890.0,\n",
" ...\n",
" 6339330.0, 6339300.0, 6339270.0, 6339240.0, 6339210.0,\n",
" 6339180.0, 6339150.0, 6339120.0, 6339090.0, 6339060.0],\n",
" dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=221071))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3a7cd1b7-cb0b-4154-8666-de3a6f1dea61' class='xr-section-summary-in' type='checkbox' checked><label for='section-3a7cd1b7-cb0b-4154-8666-de3a6f1dea61' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>spec :</span></dt><dd>RasterSpec(epsg=32633, bounds=(-590130.0, 6339030.0, 1153650.0, 12971160.0), resolutions_xy=(30.0, 30.0))</dd><dt><span>crs :</span></dt><dd>epsg:32633</dd><dt><span>transform :</span></dt><dd>| 30.00, 0.00,-590130.00|\n",
"| 0.00,-30.00, 12971160.00|\n",
"| 0.00, 0.00, 1.00|</dd><dt><span>resolution :</span></dt><dd>30.0</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray 'stackstac-b7fa6e5ce96015b2bffd402fe11936fb' (time: 36,\n",
" band: 1,\n",
" y: 221071,\n",
" x: 58126)>\n",
"dask.array<fetch_raster_window, shape=(36, 1, 221071, 58126), dtype=float64, chunksize=(1, 1, 1024, 1024), chunktype=numpy.ndarray>\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 2023-03-14 2023-03-14 ... 2023-03-14\n",
" id (time) <U48 'Norway_fid_6_p73_f195_Spring_vv_median_202303...\n",
" * band (band) <U11 'cog_default'\n",
" * x (x) float64 -5.901e+05 -5.901e+05 ... 1.154e+06 1.154e+06\n",
" * y (y) float64 1.297e+07 1.297e+07 ... 6.339e+06 6.339e+06\n",
" proj:epsg (time) float64 3.263e+04 3.263e+04 ... 3.261e+04 3.261e+04\n",
" proj:geometry (time) object {'type': 'Polygon', 'coordinates': [[[254250...\n",
" epsg int64 32633\n",
"Attributes:\n",
" spec: RasterSpec(epsg=32633, bounds=(-590130.0, 6339030.0, 1153650...\n",
" crs: epsg:32633\n",
" transform: | 30.00, 0.00,-590130.00|\\n| 0.00,-30.00, 12971160.00|\\n| 0....\n",
" resolution: 30.0"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stack"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "fd42e426",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:explore-sentinel1-rtc]",
"language": "python",
"name": "conda-env-explore-sentinel1-rtc-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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