mirror of
https://github.com/heyarne/earth-observation-for-journalism.git
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838 lines
343 KiB
Text
838 lines
343 KiB
Text
{
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"execution_count": 74,
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"metadata": {},
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"outputs": [],
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"source": [
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"import folium\n",
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"import sentinel_helpers"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Let's search for a more detailed geometry this time that would be hard to find outside of OpenStreetMap:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"tempelhofer_feld = sentinel_helpers.search_osm('Tempelhofer Feld, Berlin, Germany').iloc[:1]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"# there's a warning about this being in WGS84 which we can ignore\n",
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"minx, miny, maxx, maxy = tempelhofer_feld.bounds.values[0]"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Is the area we have the area we want?\n",
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"\n",
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"We preview the geometry on a Leaflet-based map so we can get a better idea of the surrounding area.\n",
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"Just previewing the outline (as done previously) is not enough in our case."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"outputs": [
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</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
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"execution_count": 4,
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"metadata": {},
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],
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"source": [
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"m = folium.Map([52, 12], tiles='cartodbpositron')\n",
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"folium.GeoJson(tempelhofer_feld.to_json()).add_to(m)\n",
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"m.fit_bounds([[miny, minx], [maxy, maxx]])\n",
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"m"
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"cell_type": "markdown",
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"source": [
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"It is! Let's try and be a bit less wasteful this time:\n",
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"\n",
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"We download the files from Amazon AWS; keeping the other example (Scihub) still makes sense though, because we have no guarantee from Amazon to provide its service, just its goodwill.\n",
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"\n",
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"**NOPE** We need an Amazon AWS access key… maybe we should look into that? For now let's just focus on the task at hand.\n",
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"\n",
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"We define the search area by constructing a polygon using the bounding box from above:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 71,
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"outputs": [
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{
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"data": {
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"text/plain": [
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"'POLYGON ((13.3860533 52.4656349, 13.3860533 52.4832726, 13.4205262 52.4832726, 13.4205262 52.4656349, 13.3860533 52.4656349))'"
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"execution_count": 71,
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"metadata": {},
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"output_type": "execute_result"
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}
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"source": [
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"bounds = [(minx, miny), (minx, maxy), (maxx, maxy), (maxx, miny), (minx, miny)]\n",
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"footprint = 'POLYGON ((' + ', '.join([f'{x} {y}' for x, y in bounds]) + '))'\n",
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"footprint"
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Let's search for all images that give us a reasonably clear view of the Tempelhofer Feld in 2019."
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"tempelhofer_feld.to_crs()"
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]
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},
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{
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"cell_type": "code",
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||
"execution_count": 6,
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
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"from sentinelsat import SentinelAPI\n",
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"from datetime import date\n",
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"import os"
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]
|
||
},
|
||
{
|
||
"cell_type": "code",
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||
"execution_count": 7,
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"metadata": {},
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||
"outputs": [],
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||
"source": [
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||
"api = SentinelAPI(os.getenv('SCIHUB_USERNAME'), os.getenv('SCIHUB_PASSWORD'))"
|
||
]
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||
},
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||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
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"products = api.query(footprint,\n",
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" platformname='Sentinel-2',\n",
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" processinglevel='Level-2A',\n",
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" date=(date(2019,1,1), date(2019,12,31)),\n",
|
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" cloudcoverpercentage=(0,30))"
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||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
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"metadata": {},
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"outputs": [
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"data": {
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"text/plain": [
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"77"
|
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]
|
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},
|
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"execution_count": 9,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"len(products)"
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||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"We only want the products that acutally contain the Tempelhofer Feld.\n",
|
||
"We can verify that they all do:"
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||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
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"metadata": {},
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"name": "stderr",
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"/opt/conda/lib/python3.8/site-packages/pyproj/crs/crs.py:53: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
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" return _prepare_from_string(\" \".join(pjargs))\n"
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" <th>...</th>\n",
|
||
" <th>processingbaseline</th>\n",
|
||
" <th>processinglevel</th>\n",
|
||
" <th>producttype</th>\n",
|
||
" <th>platformname</th>\n",
|
||
" <th>size</th>\n",
|
||
" <th>filename</th>\n",
|
||
" <th>level1cpdiidentifier</th>\n",
|
||
" <th>identifier</th>\n",
|
||
" <th>uuid</th>\n",
|
||
" <th>geometry</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>3318d298-429c-419d-a141-ec4c2f1820db</th>\n",
|
||
" <td>S2A_MSIL2A_20191220T101431_N0213_R022_T33UUU_2...</td>\n",
|
||
" <td>https://scihub.copernicus.eu/apihub/odata/v1/P...</td>\n",
|
||
" <td>https://scihub.copernicus.eu/apihub/odata/v1/P...</td>\n",
|
||
" <td>https://scihub.copernicus.eu/apihub/odata/v1/P...</td>\n",
|
||
" <td>Date: 2019-12-20T10:14:31.024Z, Instrument: MS...</td>\n",
|
||
" <td>2019-12-20 10:14:31.024</td>\n",
|
||
" <td>2019-12-20 10:14:31.024</td>\n",
|
||
" <td>2019-12-20 18:15:27.995</td>\n",
|
||
" <td>23471</td>\n",
|
||
" <td>22</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>02.13</td>\n",
|
||
" <td>Level-2A</td>\n",
|
||
" <td>S2MSI2A</td>\n",
|
||
" <td>Sentinel-2</td>\n",
|
||
" <td>808.04 MB</td>\n",
|
||
" <td>S2A_MSIL2A_20191220T101431_N0213_R022_T33UUU_2...</td>\n",
|
||
" <td>S2A_OPER_MSI_L1C_TL_MTI__20191220T105312_A0234...</td>\n",
|
||
" <td>S2A_MSIL2A_20191220T101431_N0213_R022_T33UUU_2...</td>\n",
|
||
" <td>3318d298-429c-419d-a141-ec4c2f1820db</td>\n",
|
||
" <td>MULTIPOLYGON (((12.37364 52.23165, 13.67854 52...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>b602a256-860c-4254-9f28-96c696b8abdb</th>\n",
|
||
" <td>S2A_MSIL2A_20191220T101431_N0213_R022_T32UQD_2...</td>\n",
|
||
" <td>https://scihub.copernicus.eu/apihub/odata/v1/P...</td>\n",
|
||
" <td>https://scihub.copernicus.eu/apihub/odata/v1/P...</td>\n",
|
||
" <td>https://scihub.copernicus.eu/apihub/odata/v1/P...</td>\n",
|
||
" <td>Date: 2019-12-20T10:14:31.024Z, Instrument: MS...</td>\n",
|
||
" <td>2019-12-20 10:14:31.024</td>\n",
|
||
" <td>2019-12-20 10:14:31.024</td>\n",
|
||
" <td>2019-12-20 18:13:54.812</td>\n",
|
||
" <td>23471</td>\n",
|
||
" <td>22</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>02.13</td>\n",
|
||
" <td>Level-2A</td>\n",
|
||
" <td>S2MSI2A</td>\n",
|
||
" <td>Sentinel-2</td>\n",
|
||
" <td>758.00 MB</td>\n",
|
||
" <td>S2A_MSIL2A_20191220T101431_N0213_R022_T32UQD_2...</td>\n",
|
||
" <td>S2A_OPER_MSI_L1C_TL_MTI__20191220T105312_A0234...</td>\n",
|
||
" <td>S2A_MSIL2A_20191220T101431_N0213_R022_T32UQD_2...</td>\n",
|
||
" <td>b602a256-860c-4254-9f28-96c696b8abdb</td>\n",
|
||
" <td>MULTIPOLYGON (((13.53103 52.17548, 13.63418 53...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2b3f3844-5865-4954-b300-575aa09459d5</th>\n",
|
||
" <td>S2A_MSIL2A_20191213T102421_N0213_R065_T33UUU_2...</td>\n",
|
||
" <td>https://scihub.copernicus.eu/apihub/odata/v1/P...</td>\n",
|
||
" <td>https://scihub.copernicus.eu/apihub/odata/v1/P...</td>\n",
|
||
" <td>https://scihub.copernicus.eu/apihub/odata/v1/P...</td>\n",
|
||
" <td>Date: 2019-12-13T10:24:21.024Z, Instrument: MS...</td>\n",
|
||
" <td>2019-12-13 10:24:21.024</td>\n",
|
||
" <td>2019-12-13 10:24:21.024</td>\n",
|
||
" <td>2019-12-13 17:58:46.300</td>\n",
|
||
" <td>23371</td>\n",
|
||
" <td>65</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>02.13</td>\n",
|
||
" <td>Level-2A</td>\n",
|
||
" <td>S2MSI2A</td>\n",
|
||
" <td>Sentinel-2</td>\n",
|
||
" <td>1.05 GB</td>\n",
|
||
" <td>S2A_MSIL2A_20191213T102421_N0213_R065_T33UUU_2...</td>\n",
|
||
" <td>S2A_OPER_MSI_L1C_TL_MTI__20191213T110225_A0233...</td>\n",
|
||
" <td>S2A_MSIL2A_20191213T102421_N0213_R065_T33UUU_2...</td>\n",
|
||
" <td>2b3f3844-5865-4954-b300-575aa09459d5</td>\n",
|
||
" <td>MULTIPOLYGON (((12.07160 52.22621, 13.67854 52...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>ecf4ff24-3f5c-40c8-b2b9-191f5adf77be</th>\n",
|
||
" <td>S2A_MSIL2A_20191213T102421_N0213_R065_T32UQD_2...</td>\n",
|
||
" <td>https://scihub.copernicus.eu/apihub/odata/v1/P...</td>\n",
|
||
" <td>https://scihub.copernicus.eu/apihub/odata/v1/P...</td>\n",
|
||
" <td>https://scihub.copernicus.eu/apihub/odata/v1/P...</td>\n",
|
||
" <td>Date: 2019-12-13T10:24:21.024Z, Instrument: MS...</td>\n",
|
||
" <td>2019-12-13 10:24:21.024</td>\n",
|
||
" <td>2019-12-13 10:24:21.024</td>\n",
|
||
" <td>2019-12-13 17:57:52.211</td>\n",
|
||
" <td>23371</td>\n",
|
||
" <td>65</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>02.13</td>\n",
|
||
" <td>Level-2A</td>\n",
|
||
" <td>S2MSI2A</td>\n",
|
||
" <td>Sentinel-2</td>\n",
|
||
" <td>1.05 GB</td>\n",
|
||
" <td>S2A_MSIL2A_20191213T102421_N0213_R065_T32UQD_2...</td>\n",
|
||
" <td>S2A_OPER_MSI_L1C_TL_MTI__20191213T110225_A0233...</td>\n",
|
||
" <td>S2A_MSIL2A_20191213T102421_N0213_R065_T32UQD_2...</td>\n",
|
||
" <td>ecf4ff24-3f5c-40c8-b2b9-191f5adf77be</td>\n",
|
||
" <td>MULTIPOLYGON (((13.53103 52.17548, 13.63418 53...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>b9903874-93ef-4520-bf49-951e810484f3</th>\n",
|
||
" <td>S2A_MSIL2A_20191210T101411_N0213_R022_T33UUU_2...</td>\n",
|
||
" <td>https://scihub.copernicus.eu/apihub/odata/v1/P...</td>\n",
|
||
" <td>https://scihub.copernicus.eu/apihub/odata/v1/P...</td>\n",
|
||
" <td>https://scihub.copernicus.eu/apihub/odata/v1/P...</td>\n",
|
||
" <td>Date: 2019-12-10T10:14:11.024Z, Instrument: MS...</td>\n",
|
||
" <td>2019-12-10 10:14:11.024</td>\n",
|
||
" <td>2019-12-10 10:14:11.024</td>\n",
|
||
" <td>2019-12-10 17:49:27.699</td>\n",
|
||
" <td>23328</td>\n",
|
||
" <td>22</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>02.13</td>\n",
|
||
" <td>Level-2A</td>\n",
|
||
" <td>S2MSI2A</td>\n",
|
||
" <td>Sentinel-2</td>\n",
|
||
" <td>818.15 MB</td>\n",
|
||
" <td>S2A_MSIL2A_20191210T101411_N0213_R022_T33UUU_2...</td>\n",
|
||
" <td>S2A_OPER_MSI_L1C_TL_MTI__20191210T104357_A0233...</td>\n",
|
||
" <td>S2A_MSIL2A_20191210T101411_N0213_R022_T33UUU_2...</td>\n",
|
||
" <td>b9903874-93ef-4520-bf49-951e810484f3</td>\n",
|
||
" <td>MULTIPOLYGON (((12.36269 52.23145, 13.67854 52...</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>5 rows × 35 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" title \\\n",
|
||
"3318d298-429c-419d-a141-ec4c2f1820db S2A_MSIL2A_20191220T101431_N0213_R022_T33UUU_2... \n",
|
||
"b602a256-860c-4254-9f28-96c696b8abdb S2A_MSIL2A_20191220T101431_N0213_R022_T32UQD_2... \n",
|
||
"2b3f3844-5865-4954-b300-575aa09459d5 S2A_MSIL2A_20191213T102421_N0213_R065_T33UUU_2... \n",
|
||
"ecf4ff24-3f5c-40c8-b2b9-191f5adf77be S2A_MSIL2A_20191213T102421_N0213_R065_T32UQD_2... \n",
|
||
"b9903874-93ef-4520-bf49-951e810484f3 S2A_MSIL2A_20191210T101411_N0213_R022_T33UUU_2... \n",
|
||
"\n",
|
||
" link \\\n",
|
||
"3318d298-429c-419d-a141-ec4c2f1820db https://scihub.copernicus.eu/apihub/odata/v1/P... \n",
|
||
"b602a256-860c-4254-9f28-96c696b8abdb https://scihub.copernicus.eu/apihub/odata/v1/P... \n",
|
||
"2b3f3844-5865-4954-b300-575aa09459d5 https://scihub.copernicus.eu/apihub/odata/v1/P... \n",
|
||
"ecf4ff24-3f5c-40c8-b2b9-191f5adf77be https://scihub.copernicus.eu/apihub/odata/v1/P... \n",
|
||
"b9903874-93ef-4520-bf49-951e810484f3 https://scihub.copernicus.eu/apihub/odata/v1/P... \n",
|
||
"\n",
|
||
" link_alternative \\\n",
|
||
"3318d298-429c-419d-a141-ec4c2f1820db https://scihub.copernicus.eu/apihub/odata/v1/P... \n",
|
||
"b602a256-860c-4254-9f28-96c696b8abdb https://scihub.copernicus.eu/apihub/odata/v1/P... \n",
|
||
"2b3f3844-5865-4954-b300-575aa09459d5 https://scihub.copernicus.eu/apihub/odata/v1/P... \n",
|
||
"ecf4ff24-3f5c-40c8-b2b9-191f5adf77be https://scihub.copernicus.eu/apihub/odata/v1/P... \n",
|
||
"b9903874-93ef-4520-bf49-951e810484f3 https://scihub.copernicus.eu/apihub/odata/v1/P... \n",
|
||
"\n",
|
||
" link_icon \\\n",
|
||
"3318d298-429c-419d-a141-ec4c2f1820db https://scihub.copernicus.eu/apihub/odata/v1/P... \n",
|
||
"b602a256-860c-4254-9f28-96c696b8abdb https://scihub.copernicus.eu/apihub/odata/v1/P... \n",
|
||
"2b3f3844-5865-4954-b300-575aa09459d5 https://scihub.copernicus.eu/apihub/odata/v1/P... \n",
|
||
"ecf4ff24-3f5c-40c8-b2b9-191f5adf77be https://scihub.copernicus.eu/apihub/odata/v1/P... \n",
|
||
"b9903874-93ef-4520-bf49-951e810484f3 https://scihub.copernicus.eu/apihub/odata/v1/P... \n",
|
||
"\n",
|
||
" summary \\\n",
|
||
"3318d298-429c-419d-a141-ec4c2f1820db Date: 2019-12-20T10:14:31.024Z, Instrument: MS... \n",
|
||
"b602a256-860c-4254-9f28-96c696b8abdb Date: 2019-12-20T10:14:31.024Z, Instrument: MS... \n",
|
||
"2b3f3844-5865-4954-b300-575aa09459d5 Date: 2019-12-13T10:24:21.024Z, Instrument: MS... \n",
|
||
"ecf4ff24-3f5c-40c8-b2b9-191f5adf77be Date: 2019-12-13T10:24:21.024Z, Instrument: MS... \n",
|
||
"b9903874-93ef-4520-bf49-951e810484f3 Date: 2019-12-10T10:14:11.024Z, Instrument: MS... \n",
|
||
"\n",
|
||
" beginposition \\\n",
|
||
"3318d298-429c-419d-a141-ec4c2f1820db 2019-12-20 10:14:31.024 \n",
|
||
"b602a256-860c-4254-9f28-96c696b8abdb 2019-12-20 10:14:31.024 \n",
|
||
"2b3f3844-5865-4954-b300-575aa09459d5 2019-12-13 10:24:21.024 \n",
|
||
"ecf4ff24-3f5c-40c8-b2b9-191f5adf77be 2019-12-13 10:24:21.024 \n",
|
||
"b9903874-93ef-4520-bf49-951e810484f3 2019-12-10 10:14:11.024 \n",
|
||
"\n",
|
||
" endposition \\\n",
|
||
"3318d298-429c-419d-a141-ec4c2f1820db 2019-12-20 10:14:31.024 \n",
|
||
"b602a256-860c-4254-9f28-96c696b8abdb 2019-12-20 10:14:31.024 \n",
|
||
"2b3f3844-5865-4954-b300-575aa09459d5 2019-12-13 10:24:21.024 \n",
|
||
"ecf4ff24-3f5c-40c8-b2b9-191f5adf77be 2019-12-13 10:24:21.024 \n",
|
||
"b9903874-93ef-4520-bf49-951e810484f3 2019-12-10 10:14:11.024 \n",
|
||
"\n",
|
||
" ingestiondate orbitnumber \\\n",
|
||
"3318d298-429c-419d-a141-ec4c2f1820db 2019-12-20 18:15:27.995 23471 \n",
|
||
"b602a256-860c-4254-9f28-96c696b8abdb 2019-12-20 18:13:54.812 23471 \n",
|
||
"2b3f3844-5865-4954-b300-575aa09459d5 2019-12-13 17:58:46.300 23371 \n",
|
||
"ecf4ff24-3f5c-40c8-b2b9-191f5adf77be 2019-12-13 17:57:52.211 23371 \n",
|
||
"b9903874-93ef-4520-bf49-951e810484f3 2019-12-10 17:49:27.699 23328 \n",
|
||
"\n",
|
||
" relativeorbitnumber ... \\\n",
|
||
"3318d298-429c-419d-a141-ec4c2f1820db 22 ... \n",
|
||
"b602a256-860c-4254-9f28-96c696b8abdb 22 ... \n",
|
||
"2b3f3844-5865-4954-b300-575aa09459d5 65 ... \n",
|
||
"ecf4ff24-3f5c-40c8-b2b9-191f5adf77be 65 ... \n",
|
||
"b9903874-93ef-4520-bf49-951e810484f3 22 ... \n",
|
||
"\n",
|
||
" processingbaseline processinglevel \\\n",
|
||
"3318d298-429c-419d-a141-ec4c2f1820db 02.13 Level-2A \n",
|
||
"b602a256-860c-4254-9f28-96c696b8abdb 02.13 Level-2A \n",
|
||
"2b3f3844-5865-4954-b300-575aa09459d5 02.13 Level-2A \n",
|
||
"ecf4ff24-3f5c-40c8-b2b9-191f5adf77be 02.13 Level-2A \n",
|
||
"b9903874-93ef-4520-bf49-951e810484f3 02.13 Level-2A \n",
|
||
"\n",
|
||
" producttype platformname size \\\n",
|
||
"3318d298-429c-419d-a141-ec4c2f1820db S2MSI2A Sentinel-2 808.04 MB \n",
|
||
"b602a256-860c-4254-9f28-96c696b8abdb S2MSI2A Sentinel-2 758.00 MB \n",
|
||
"2b3f3844-5865-4954-b300-575aa09459d5 S2MSI2A Sentinel-2 1.05 GB \n",
|
||
"ecf4ff24-3f5c-40c8-b2b9-191f5adf77be S2MSI2A Sentinel-2 1.05 GB \n",
|
||
"b9903874-93ef-4520-bf49-951e810484f3 S2MSI2A Sentinel-2 818.15 MB \n",
|
||
"\n",
|
||
" filename \\\n",
|
||
"3318d298-429c-419d-a141-ec4c2f1820db S2A_MSIL2A_20191220T101431_N0213_R022_T33UUU_2... \n",
|
||
"b602a256-860c-4254-9f28-96c696b8abdb S2A_MSIL2A_20191220T101431_N0213_R022_T32UQD_2... \n",
|
||
"2b3f3844-5865-4954-b300-575aa09459d5 S2A_MSIL2A_20191213T102421_N0213_R065_T33UUU_2... \n",
|
||
"ecf4ff24-3f5c-40c8-b2b9-191f5adf77be S2A_MSIL2A_20191213T102421_N0213_R065_T32UQD_2... \n",
|
||
"b9903874-93ef-4520-bf49-951e810484f3 S2A_MSIL2A_20191210T101411_N0213_R022_T33UUU_2... \n",
|
||
"\n",
|
||
" level1cpdiidentifier \\\n",
|
||
"3318d298-429c-419d-a141-ec4c2f1820db S2A_OPER_MSI_L1C_TL_MTI__20191220T105312_A0234... \n",
|
||
"b602a256-860c-4254-9f28-96c696b8abdb S2A_OPER_MSI_L1C_TL_MTI__20191220T105312_A0234... \n",
|
||
"2b3f3844-5865-4954-b300-575aa09459d5 S2A_OPER_MSI_L1C_TL_MTI__20191213T110225_A0233... \n",
|
||
"ecf4ff24-3f5c-40c8-b2b9-191f5adf77be S2A_OPER_MSI_L1C_TL_MTI__20191213T110225_A0233... \n",
|
||
"b9903874-93ef-4520-bf49-951e810484f3 S2A_OPER_MSI_L1C_TL_MTI__20191210T104357_A0233... \n",
|
||
"\n",
|
||
" identifier \\\n",
|
||
"3318d298-429c-419d-a141-ec4c2f1820db S2A_MSIL2A_20191220T101431_N0213_R022_T33UUU_2... \n",
|
||
"b602a256-860c-4254-9f28-96c696b8abdb S2A_MSIL2A_20191220T101431_N0213_R022_T32UQD_2... \n",
|
||
"2b3f3844-5865-4954-b300-575aa09459d5 S2A_MSIL2A_20191213T102421_N0213_R065_T33UUU_2... \n",
|
||
"ecf4ff24-3f5c-40c8-b2b9-191f5adf77be S2A_MSIL2A_20191213T102421_N0213_R065_T32UQD_2... \n",
|
||
"b9903874-93ef-4520-bf49-951e810484f3 S2A_MSIL2A_20191210T101411_N0213_R022_T33UUU_2... \n",
|
||
"\n",
|
||
" uuid \\\n",
|
||
"3318d298-429c-419d-a141-ec4c2f1820db 3318d298-429c-419d-a141-ec4c2f1820db \n",
|
||
"b602a256-860c-4254-9f28-96c696b8abdb b602a256-860c-4254-9f28-96c696b8abdb \n",
|
||
"2b3f3844-5865-4954-b300-575aa09459d5 2b3f3844-5865-4954-b300-575aa09459d5 \n",
|
||
"ecf4ff24-3f5c-40c8-b2b9-191f5adf77be ecf4ff24-3f5c-40c8-b2b9-191f5adf77be \n",
|
||
"b9903874-93ef-4520-bf49-951e810484f3 b9903874-93ef-4520-bf49-951e810484f3 \n",
|
||
"\n",
|
||
" geometry \n",
|
||
"3318d298-429c-419d-a141-ec4c2f1820db MULTIPOLYGON (((12.37364 52.23165, 13.67854 52... \n",
|
||
"b602a256-860c-4254-9f28-96c696b8abdb MULTIPOLYGON (((13.53103 52.17548, 13.63418 53... \n",
|
||
"2b3f3844-5865-4954-b300-575aa09459d5 MULTIPOLYGON (((12.07160 52.22621, 13.67854 52... \n",
|
||
"ecf4ff24-3f5c-40c8-b2b9-191f5adf77be MULTIPOLYGON (((13.53103 52.17548, 13.63418 53... \n",
|
||
"b9903874-93ef-4520-bf49-951e810484f3 MULTIPOLYGON (((12.36269 52.23145, 13.67854 52... \n",
|
||
"\n",
|
||
"[5 rows x 35 columns]"
|
||
]
|
||
},
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"products_gdf = api.to_geodataframe(products)\n",
|
||
"products_gdf.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import geopandas as gpd"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"77"
|
||
]
|
||
},
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"intersected = gpd.overlay(products_gdf.to_crs('EPSG:4326'), tempelhofer_feld.to_crs('EPSG:4326'), how='intersection')\n",
|
||
"len(intersected)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<GeometryArray>\n",
|
||
"[<shapely.geometry.polygon.Polygon object at 0x7f066ed70bb0>]\n",
|
||
"Length: 1, dtype: geometry"
|
||
]
|
||
},
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"intersected.geometry.unique()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"We have the same (non-empty) geometry 77 times, so this must be the exact geometry of the Tempelhofer Feld.\n",
|
||
"We can reduce the number of files to download "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<matplotlib.axes._subplots.AxesSubplot at 0x7f066e247790>"
|
||
]
|
||
},
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"deduped = products_gdf.drop_duplicates(subset='beginposition', keep='first')\n",
|
||
"ax = deduped.plot(alpha=0.05)\n",
|
||
"tempelhofer_feld.plot(ax=ax, edgecolor='orange')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"This gives you an idea of how much we download that we actually don't need.\n",
|
||
"To get around this we download the images one after another and subset them as needed."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"! mkdir -p input/tempelhofer_feld"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"uuids = deduped['uuid'].values"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"{'id': '3318d298-429c-419d-a141-ec4c2f1820db',\n",
|
||
" 'title': 'S2A_MSIL2A_20191220T101431_N0213_R022_T33UUU_20191220T115219',\n",
|
||
" 'size': 847344116,\n",
|
||
" 'md5': 'E52BBFEDD96C6597A4A6BF56735F05A1',\n",
|
||
" 'date': datetime.datetime(2019, 12, 20, 10, 14, 31, 24000),\n",
|
||
" 'footprint': 'POLYGON((12.373643777414705 52.23165052768991,12.38257054083412 52.252838389043575,12.444160541342692 52.39846549420357,12.506495380605523 52.54409344872838,12.5694925743077 52.68971130837672,12.632826954776249 52.83538284450448,12.696977442298332 52.980980051610814,12.761605530544704 53.12652180918453,12.805846567368569 53.226592948474405,13.648341514492438 53.24196354764364,13.678544065009483 52.25515074878083,12.373643777414705 52.23165052768991))',\n",
|
||
" 'url': \"https://scihub.copernicus.eu/apihub/odata/v1/Products('3318d298-429c-419d-a141-ec4c2f1820db')/$value\",\n",
|
||
" 'Online': True,\n",
|
||
" 'Creation Date': datetime.datetime(2019, 12, 20, 18, 16, 6, 778000),\n",
|
||
" 'Ingestion Date': datetime.datetime(2019, 12, 20, 18, 15, 27, 995000),\n",
|
||
" 'path': './input/tempelhofer_feld/S2A_MSIL2A_20191220T101431_N0213_R022_T33UUU_20191220T115219.zip',\n",
|
||
" 'downloaded_bytes': 0}"
|
||
]
|
||
},
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"downloaded = api.download(uuids[0], directory_path='./input/tempelhofer_feld')\n",
|
||
"downloaded"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"For the NDVI we only need bands 4 and 8."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 161,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"b04_path, b08_path = sentinel_helpers.band_paths(downloaded['path'], ['B04', 'B08'], '10m')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**TODO** I placed the `RasterReaderList` into `sentinel_helpers.py` at this point but I couldn't figure out how to make it work."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"**TODO** We need to do three things:\n",
|
||
"\n",
|
||
"- Reproject the image into our target geometry\n",
|
||
"- Create a subset, where [this content on the rasterio homepage](https://rasterio.readthedocs.io/en/latest/topics/masking-by-shapefile.html) may help\n",
|
||
"- Make sure to mask clouds or keep the cloud mask somewhere"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 34,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"! mkdir -p './input/tempelhofer_feld/subset/'"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 124,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from pathlib import Path\n",
|
||
"import math\n",
|
||
"\n",
|
||
"import rasterio as r\n",
|
||
"import rasterio.mask\n",
|
||
"from rasterio.windows import Window\n",
|
||
"from rasterio.warp import calculate_default_transform, reproject, Resampling\n",
|
||
"from rasterio.plot import show\n",
|
||
"import numpy as np\n",
|
||
"\n",
|
||
"import shapely.geometry"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"The finally helpful tip for clipping came from [this website](https://automating-gis-processes.github.io/CSC/notebooks/L5/clipping-raster.html)."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 172,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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\n",
|
||
"text/plain": [
|
||
"<Figure size 432x288 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"with r.open(b04_path, 'r') as b04, r.open(b08_path, 'r') as b08:\n",
|
||
" # we want to only write the bare minimum data necessary to disk\n",
|
||
" out_meta = b04.meta.copy()\n",
|
||
" \n",
|
||
" # we reproject the geojson file we fetched above and convert it so that rasterio\n",
|
||
" # can use it as a mask\n",
|
||
" mask = shapely.geometry.mapping(tempelhofer_feld.to_crs(out_meta['crs']).iloc[0].geometry)\n",
|
||
" \n",
|
||
" # update the dimensions and save as geotiff, not jp2\n",
|
||
" out_meta['width'] = maxx - minx\n",
|
||
" out_meta['height'] = maxy - miny\n",
|
||
" out_meta['driver'] = 'GTiff'\n",
|
||
" out_meta['dtype'] = 'float32'\n",
|
||
" \n",
|
||
" out_name = Path(b04_path).name.replace('B04', 'NDVI').replace('.jp2', '.tiff')\n",
|
||
" \n",
|
||
" with r.open(str(Path('./input/tempelhofer_feld/subset/') / out_name), 'w+', **out_meta) as dst:\n",
|
||
" # we take only the part out of our source raster that we actually need\n",
|
||
" # crop=True clips off the borders\n",
|
||
" b04, transform_b04 = rasterio.mask.mask(b04, shapes=[mask], crop=True)\n",
|
||
" b08, _ = rasterio.mask.mask(b08, shapes=[mask], crop=True) # we ignore the returned transform because it's identical to the previous one\n",
|
||
" \n",
|
||
" # transform and clip our bands to the allowed region\n",
|
||
" b04 = b04.astype('f4') # <- f4 = float32\n",
|
||
" b08 = b08.astype('f4')\n",
|
||
" \n",
|
||
" # uncomment the following line to see if your masked shape looks correct\n",
|
||
" show(b04, transform=transform_b04)\n",
|
||
" show(b08, transform=transform_b04)\n",
|
||
" \n",
|
||
" # we want to be able to ignore divide by zero errors so the formula is nicer to write\n",
|
||
" np.seterr(divide='ignore', invalid='ignore')\n",
|
||
" ndvi = (b08 - b04) / (b08 + b04)\n",
|
||
" \n",
|
||
" # uncomment the following line to see if we calculated the index correctly\n",
|
||
" show(ndvi, transform=transform_b04)\n",
|
||
" \n",
|
||
" dst.write(ndvi)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 85,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"target_crs = 'EPSG:25833'"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3",
|
||
"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": "3.8.6"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 4
|
||
}
|